diff --git a/examples/vision/img/vit_small_ds/vit_small_ds_13_0.png b/examples/vision/img/vit_small_ds/vit_small_ds_13_0.png
new file mode 100644
index 0000000000..6eb2f645eb
Binary files /dev/null and b/examples/vision/img/vit_small_ds/vit_small_ds_13_0.png differ
diff --git a/examples/vision/img/vit_small_ds/vit_small_ds_13_10.png b/examples/vision/img/vit_small_ds/vit_small_ds_13_10.png
new file mode 100644
index 0000000000..a250ef5904
Binary files /dev/null and b/examples/vision/img/vit_small_ds/vit_small_ds_13_10.png differ
diff --git a/examples/vision/img/vit_small_ds/vit_small_ds_13_2.png b/examples/vision/img/vit_small_ds/vit_small_ds_13_2.png
new file mode 100644
index 0000000000..6eb2f645eb
Binary files /dev/null and b/examples/vision/img/vit_small_ds/vit_small_ds_13_2.png differ
diff --git a/examples/vision/img/vit_small_ds/vit_small_ds_13_4.png b/examples/vision/img/vit_small_ds/vit_small_ds_13_4.png
new file mode 100644
index 0000000000..0417b6d319
Binary files /dev/null and b/examples/vision/img/vit_small_ds/vit_small_ds_13_4.png differ
diff --git a/examples/vision/img/vit_small_ds/vit_small_ds_13_6.png b/examples/vision/img/vit_small_ds/vit_small_ds_13_6.png
new file mode 100644
index 0000000000..ce3a8c10b2
Binary files /dev/null and b/examples/vision/img/vit_small_ds/vit_small_ds_13_6.png differ
diff --git a/examples/vision/img/vit_small_ds/vit_small_ds_13_8.png b/examples/vision/img/vit_small_ds/vit_small_ds_13_8.png
new file mode 100644
index 0000000000..82a46fb627
Binary files /dev/null and b/examples/vision/img/vit_small_ds/vit_small_ds_13_8.png differ
diff --git a/examples/vision/ipynb/vit_small_ds.ipynb b/examples/vision/ipynb/vit_small_ds.ipynb
index 7f51e46813..fa6e1fcf33 100644
--- a/examples/vision/ipynb/vit_small_ds.ipynb
+++ b/examples/vision/ipynb/vit_small_ds.ipynb
@@ -67,7 +67,7 @@
},
{
"cell_type": "code",
- "execution_count": 0,
+ "execution_count": null,
"metadata": {
"colab_type": "code"
},
@@ -97,7 +97,7 @@
},
{
"cell_type": "code",
- "execution_count": 0,
+ "execution_count": null,
"metadata": {
"colab_type": "code"
},
@@ -126,7 +126,7 @@
},
{
"cell_type": "code",
- "execution_count": 0,
+ "execution_count": null,
"metadata": {
"colab_type": "code"
},
@@ -182,7 +182,7 @@
},
{
"cell_type": "code",
- "execution_count": 0,
+ "execution_count": null,
"metadata": {
"colab_type": "code"
},
@@ -229,7 +229,7 @@
},
{
"cell_type": "code",
- "execution_count": 0,
+ "execution_count": null,
"metadata": {
"colab_type": "code"
},
@@ -324,8 +324,7 @@
" else:\n",
" # Linearly project the flat patches\n",
" tokens = self.projection(flat_patches)\n",
- " return (tokens, patches)\n",
- ""
+ " return (tokens, patches)\n"
]
},
{
@@ -339,7 +338,7 @@
},
{
"cell_type": "code",
- "execution_count": 0,
+ "execution_count": null,
"metadata": {
"colab_type": "code"
},
@@ -402,7 +401,7 @@
},
{
"cell_type": "code",
- "execution_count": 0,
+ "execution_count": null,
"metadata": {
"colab_type": "code"
},
@@ -423,8 +422,7 @@
" def call(self, encoded_patches):\n",
" encoded_positions = self.position_embedding(self.positions)\n",
" encoded_patches = encoded_patches + encoded_positions\n",
- " return encoded_patches\n",
- ""
+ " return encoded_patches\n"
]
},
{
@@ -472,7 +470,7 @@
},
{
"cell_type": "code",
- "execution_count": 0,
+ "execution_count": null,
"metadata": {
"colab_type": "code"
},
@@ -496,8 +494,7 @@
" attention_output = tf.einsum(\n",
" self._combine_equation, attention_scores_dropout, value\n",
" )\n",
- " return attention_output, attention_scores\n",
- ""
+ " return attention_output, attention_scores\n"
]
},
{
@@ -511,7 +508,7 @@
},
{
"cell_type": "code",
- "execution_count": 0,
+ "execution_count": null,
"metadata": {
"colab_type": "code"
},
@@ -541,7 +538,7 @@
},
{
"cell_type": "code",
- "execution_count": 0,
+ "execution_count": null,
"metadata": {
"colab_type": "code"
},
@@ -589,8 +586,7 @@
" logits = layers.Dense(NUM_CLASSES)(features)\n",
" # Create the Keras model.\n",
" model = keras.Model(inputs=inputs, outputs=logits)\n",
- " return model\n",
- ""
+ " return model\n"
]
},
{
@@ -604,7 +600,7 @@
},
{
"cell_type": "code",
- "execution_count": 0,
+ "execution_count": null,
"metadata": {
"colab_type": "code"
},
@@ -754,4 +750,4 @@
},
"nbformat": 4,
"nbformat_minor": 0
-}
\ No newline at end of file
+}
diff --git a/examples/vision/md/vit_small_ds.md b/examples/vision/md/vit_small_ds.md
index 8a7f824b78..50d7ff1cd6 100644
--- a/examples/vision/md/vit_small_ds.md
+++ b/examples/vision/md/vit_small_ds.md
@@ -82,8 +82,277 @@ print(f"x_test shape: {x_test.shape} - y_test shape: {y_test.shape}")
```
Downloading data from https://www.cs.toronto.edu/~kriz/cifar-100-python.tar.gz
-169009152/169001437 [==============================] - 16s 0us/step
-169017344/169001437 [==============================] - 16s 0us/step
+
+```
+
+
+
+```
+ 8192/169001437 [..............................] - ETA: 0s
+
+
+98304/169001437 [..............................] - ETA: 1:46
+
+
+```
+
+ 679936/169001437 [..............................] - ETA: 30s
+
+
+```
+
+```
+
+ 3702784/169001437 [..............................] - ETA: 7s
+
+
+```
+
+```
+
+ 8503296/169001437 [>.............................] - ETA: 4s
+
+
+```
+
+```
+
+ 11902976/169001437 [=>............................] - ETA: 3s
+
+
+```
+
+```
+
+ 17489920/169001437 [==>...........................] - ETA: 2s
+
+
+```
+
+```
+
+ 23232512/169001437 [===>..........................] - ETA: 2s
+
+
+```
+
+```
+
+ 26910720/169001437 [===>..........................] - ETA: 2s
+
+
+```
+
+```
+
+ 31825920/169001437 [====>.........................] - ETA: 2s
+
+
+```
+
+```
+
+ 37502976/169001437 [=====>........................] - ETA: 1s
+
+
+```
+
+```
+
+ 42573824/169001437 [======>.......................] - ETA: 1s
+
+
+```
+
+```
+
+ 45875200/169001437 [=======>......................] - ETA: 1s
+
+
+```
+
+```
+
+ 51675136/169001437 [========>.....................] - ETA: 1s
+
+
+```
+
+```
+
+ 57434112/169001437 [=========>....................] - ETA: 1s
+
+
+```
+
+```
+
+ 61235200/169001437 [=========>....................] - ETA: 1s
+
+
+```
+
+```
+
+ 65708032/169001437 [==========>...................] - ETA: 1s
+
+
+```
+
+```
+
+ 71385088/169001437 [===========>..................] - ETA: 1s
+
+
+```
+
+```
+
+ 76816384/169001437 [============>.................] - ETA: 1s
+
+
+```
+
+```
+
+ 79831040/169001437 [=============>................] - ETA: 1s
+
+
+```
+
+```
+
+ 85491712/169001437 [==============>...............] - ETA: 1s
+
+
+```
+
+```
+
+ 91095040/169001437 [===============>..............] - ETA: 0s
+
+
+```
+
+```
+
+ 95232000/169001437 [===============>..............] - ETA: 0s
+
+
+```
+
+```
+
+ 99557376/169001437 [================>.............] - ETA: 0s
+
+
+```
+
+```
+
+105275392/169001437 [=================>............] - ETA: 0s
+
+
+```
+
+```
+
+110919680/169001437 [==================>...........] - ETA: 0s
+
+
+```
+
+```
+
+113762304/169001437 [===================>..........] - ETA: 0s
+
+
+```
+
+```
+
+119234560/169001437 [====================>.........] - ETA: 0s
+
+
+```
+
+```
+
+125026304/169001437 [=====================>........] - ETA: 0s
+
+
+```
+
+```
+
+129638400/169001437 [======================>.......] - ETA: 0s
+
+
+```
+
+```
+
+133373952/169001437 [======================>.......] - ETA: 0s
+
+
+```
+
+```
+
+139018240/169001437 [=======================>......] - ETA: 0s
+
+
+```
+
+```
+
+144769024/169001437 [========================>.....] - ETA: 0s
+
+
+```
+
+```
+
+148152320/169001437 [=========================>....] - ETA: 0s
+
+
+```
+
+```
+
+153411584/169001437 [==========================>...] - ETA: 0s
+
+
+```
+
+```
+
+159055872/169001437 [===========================>..] - ETA: 0s
+
+
+```
+
+```
+
+163790848/169001437 [============================>.] - ETA: 0s
+
+
+```
+
+```
+
+167354368/169001437 [============================>.] - ETA: 0s
+
+
+```
+
+```
+
+169001437/169001437 [==============================] - 2s 0us/step
+
+
+
+```
x_train shape: (50000, 32, 32, 3) - y_train shape: (50000, 1)
x_test shape: (10000, 32, 32, 3) - y_test shape: (10000, 1)
@@ -317,14 +586,9 @@ for index, name in enumerate(shifted_images):
plt.show()
```
-
-```
-2022-01-12 04:50:54.960908: I tensorflow/stream_executor/cuda/cuda_blas.cc:1774] TensorFloat-32 will be used for the matrix multiplication. This will only be logged once.
-```
-
-
+
@@ -335,7 +599,7 @@ ORIGINAL
```
```
Epoch 1/50
-176/176 [==============================] - 22s 83ms/step - loss: 4.4912 - accuracy: 0.0427 - top-5-accuracy: 0.1549 - val_loss: 3.9409 - val_accuracy: 0.1030 - val_top-5-accuracy: 0.3036
-Epoch 2/50
-176/176 [==============================] - 14s 77ms/step - loss: 3.9749 - accuracy: 0.0897 - top-5-accuracy: 0.2802 - val_loss: 3.5721 - val_accuracy: 0.1550 - val_top-5-accuracy: 0.4058
-Epoch 3/50
-176/176 [==============================] - 14s 77ms/step - loss: 3.7129 - accuracy: 0.1282 - top-5-accuracy: 0.3601 - val_loss: 3.3235 - val_accuracy: 0.2022 - val_top-5-accuracy: 0.4788
-Epoch 4/50
-176/176 [==============================] - 14s 77ms/step - loss: 3.5518 - accuracy: 0.1544 - top-5-accuracy: 0.4078 - val_loss: 3.2432 - val_accuracy: 0.2132 - val_top-5-accuracy: 0.5056
-Epoch 5/50
-176/176 [==============================] - 14s 77ms/step - loss: 3.4098 - accuracy: 0.1828 - top-5-accuracy: 0.4471 - val_loss: 3.0910 - val_accuracy: 0.2462 - val_top-5-accuracy: 0.5376
-Epoch 6/50
-176/176 [==============================] - 14s 77ms/step - loss: 3.2835 - accuracy: 0.2037 - top-5-accuracy: 0.4838 - val_loss: 2.9803 - val_accuracy: 0.2704 - val_top-5-accuracy: 0.5606
-Epoch 7/50
-176/176 [==============================] - 14s 77ms/step - loss: 3.1756 - accuracy: 0.2205 - top-5-accuracy: 0.5113 - val_loss: 2.8608 - val_accuracy: 0.2802 - val_top-5-accuracy: 0.5908
-Epoch 8/50
-176/176 [==============================] - 14s 77ms/step - loss: 3.0585 - accuracy: 0.2439 - top-5-accuracy: 0.5432 - val_loss: 2.8055 - val_accuracy: 0.2960 - val_top-5-accuracy: 0.6144
-Epoch 9/50
-176/176 [==============================] - 14s 77ms/step - loss: 2.9457 - accuracy: 0.2654 - top-5-accuracy: 0.5697 - val_loss: 2.7034 - val_accuracy: 0.3210 - val_top-5-accuracy: 0.6242
-Epoch 10/50
-176/176 [==============================] - 14s 77ms/step - loss: 2.8458 - accuracy: 0.2863 - top-5-accuracy: 0.5918 - val_loss: 2.5899 - val_accuracy: 0.3416 - val_top-5-accuracy: 0.6500
-Epoch 11/50
-176/176 [==============================] - 14s 77ms/step - loss: 2.7530 - accuracy: 0.3052 - top-5-accuracy: 0.6191 - val_loss: 2.5275 - val_accuracy: 0.3526 - val_top-5-accuracy: 0.6660
-Epoch 12/50
-176/176 [==============================] - 14s 77ms/step - loss: 2.6561 - accuracy: 0.3250 - top-5-accuracy: 0.6355 - val_loss: 2.5111 - val_accuracy: 0.3544 - val_top-5-accuracy: 0.6554
-Epoch 13/50
-176/176 [==============================] - 14s 77ms/step - loss: 2.5833 - accuracy: 0.3398 - top-5-accuracy: 0.6538 - val_loss: 2.3931 - val_accuracy: 0.3792 - val_top-5-accuracy: 0.6888
-Epoch 14/50
-176/176 [==============================] - 14s 77ms/step - loss: 2.4988 - accuracy: 0.3594 - top-5-accuracy: 0.6724 - val_loss: 2.3695 - val_accuracy: 0.3868 - val_top-5-accuracy: 0.6958
-Epoch 15/50
-176/176 [==============================] - 14s 77ms/step - loss: 2.4342 - accuracy: 0.3706 - top-5-accuracy: 0.6877 - val_loss: 2.3076 - val_accuracy: 0.4072 - val_top-5-accuracy: 0.7074
-Epoch 16/50
-176/176 [==============================] - 14s 77ms/step - loss: 2.3654 - accuracy: 0.3841 - top-5-accuracy: 0.7024 - val_loss: 2.2346 - val_accuracy: 0.4202 - val_top-5-accuracy: 0.7174
-Epoch 17/50
-176/176 [==============================] - 14s 77ms/step - loss: 2.3062 - accuracy: 0.3967 - top-5-accuracy: 0.7130 - val_loss: 2.2277 - val_accuracy: 0.4206 - val_top-5-accuracy: 0.7190
-Epoch 18/50
-176/176 [==============================] - 14s 77ms/step - loss: 2.2415 - accuracy: 0.4100 - top-5-accuracy: 0.7271 - val_loss: 2.1605 - val_accuracy: 0.4398 - val_top-5-accuracy: 0.7366
-Epoch 19/50
-176/176 [==============================] - 14s 77ms/step - loss: 2.1802 - accuracy: 0.4240 - top-5-accuracy: 0.7386 - val_loss: 2.1533 - val_accuracy: 0.4428 - val_top-5-accuracy: 0.7382
-Epoch 20/50
-176/176 [==============================] - 14s 77ms/step - loss: 2.1264 - accuracy: 0.4357 - top-5-accuracy: 0.7486 - val_loss: 2.1395 - val_accuracy: 0.4428 - val_top-5-accuracy: 0.7404
-Epoch 21/50
-176/176 [==============================] - 14s 77ms/step - loss: 2.0856 - accuracy: 0.4442 - top-5-accuracy: 0.7564 - val_loss: 2.1025 - val_accuracy: 0.4512 - val_top-5-accuracy: 0.7448
-Epoch 22/50
-176/176 [==============================] - 14s 77ms/step - loss: 2.0320 - accuracy: 0.4566 - top-5-accuracy: 0.7668 - val_loss: 2.0677 - val_accuracy: 0.4600 - val_top-5-accuracy: 0.7534
-Epoch 23/50
-176/176 [==============================] - 14s 77ms/step - loss: 1.9903 - accuracy: 0.4666 - top-5-accuracy: 0.7761 - val_loss: 2.0273 - val_accuracy: 0.4650 - val_top-5-accuracy: 0.7610
-Epoch 24/50
-176/176 [==============================] - 14s 77ms/step - loss: 1.9398 - accuracy: 0.4772 - top-5-accuracy: 0.7877 - val_loss: 2.0253 - val_accuracy: 0.4694 - val_top-5-accuracy: 0.7636
-Epoch 25/50
-176/176 [==============================] - 14s 78ms/step - loss: 1.9027 - accuracy: 0.4865 - top-5-accuracy: 0.7933 - val_loss: 2.0584 - val_accuracy: 0.4606 - val_top-5-accuracy: 0.7520
-Epoch 26/50
-176/176 [==============================] - 14s 77ms/step - loss: 1.8529 - accuracy: 0.4964 - top-5-accuracy: 0.8010 - val_loss: 2.0128 - val_accuracy: 0.4752 - val_top-5-accuracy: 0.7654
-Epoch 27/50
-176/176 [==============================] - 14s 77ms/step - loss: 1.8161 - accuracy: 0.5047 - top-5-accuracy: 0.8111 - val_loss: 1.9630 - val_accuracy: 0.4898 - val_top-5-accuracy: 0.7746
-Epoch 28/50
-176/176 [==============================] - 13s 77ms/step - loss: 1.7792 - accuracy: 0.5136 - top-5-accuracy: 0.8140 - val_loss: 1.9931 - val_accuracy: 0.4780 - val_top-5-accuracy: 0.7640
-Epoch 29/50
-176/176 [==============================] - 14s 77ms/step - loss: 1.7268 - accuracy: 0.5211 - top-5-accuracy: 0.8250 - val_loss: 1.9748 - val_accuracy: 0.4854 - val_top-5-accuracy: 0.7708
-Epoch 30/50
-176/176 [==============================] - 14s 77ms/step - loss: 1.7115 - accuracy: 0.5298 - top-5-accuracy: 0.8265 - val_loss: 1.9669 - val_accuracy: 0.4884 - val_top-5-accuracy: 0.7796
-Epoch 31/50
-176/176 [==============================] - 14s 77ms/step - loss: 1.6795 - accuracy: 0.5361 - top-5-accuracy: 0.8329 - val_loss: 1.9428 - val_accuracy: 0.4972 - val_top-5-accuracy: 0.7852
-Epoch 32/50
-176/176 [==============================] - 14s 77ms/step - loss: 1.6411 - accuracy: 0.5448 - top-5-accuracy: 0.8412 - val_loss: 1.9318 - val_accuracy: 0.4952 - val_top-5-accuracy: 0.7864
-Epoch 33/50
-176/176 [==============================] - 14s 77ms/step - loss: 1.6015 - accuracy: 0.5547 - top-5-accuracy: 0.8466 - val_loss: 1.9233 - val_accuracy: 0.4996 - val_top-5-accuracy: 0.7882
-Epoch 34/50
-176/176 [==============================] - 14s 77ms/step - loss: 1.5651 - accuracy: 0.5655 - top-5-accuracy: 0.8525 - val_loss: 1.9285 - val_accuracy: 0.5082 - val_top-5-accuracy: 0.7888
-Epoch 35/50
-176/176 [==============================] - 14s 77ms/step - loss: 1.5437 - accuracy: 0.5672 - top-5-accuracy: 0.8570 - val_loss: 1.9268 - val_accuracy: 0.5028 - val_top-5-accuracy: 0.7842
-Epoch 36/50
-176/176 [==============================] - 14s 77ms/step - loss: 1.5103 - accuracy: 0.5748 - top-5-accuracy: 0.8620 - val_loss: 1.9262 - val_accuracy: 0.5014 - val_top-5-accuracy: 0.7890
-Epoch 37/50
-176/176 [==============================] - 14s 77ms/step - loss: 1.4784 - accuracy: 0.5822 - top-5-accuracy: 0.8690 - val_loss: 1.8698 - val_accuracy: 0.5130 - val_top-5-accuracy: 0.7948
-Epoch 38/50
-176/176 [==============================] - 14s 77ms/step - loss: 1.4449 - accuracy: 0.5922 - top-5-accuracy: 0.8728 - val_loss: 1.8734 - val_accuracy: 0.5136 - val_top-5-accuracy: 0.7980
-Epoch 39/50
-176/176 [==============================] - 14s 77ms/step - loss: 1.4312 - accuracy: 0.5928 - top-5-accuracy: 0.8755 - val_loss: 1.8736 - val_accuracy: 0.5150 - val_top-5-accuracy: 0.7956
-Epoch 40/50
-176/176 [==============================] - 14s 77ms/step - loss: 1.3996 - accuracy: 0.5999 - top-5-accuracy: 0.8808 - val_loss: 1.8718 - val_accuracy: 0.5178 - val_top-5-accuracy: 0.7970
-Epoch 41/50
-176/176 [==============================] - 14s 77ms/step - loss: 1.3859 - accuracy: 0.6075 - top-5-accuracy: 0.8817 - val_loss: 1.9097 - val_accuracy: 0.5084 - val_top-5-accuracy: 0.7884
-Epoch 42/50
-176/176 [==============================] - 14s 77ms/step - loss: 1.3586 - accuracy: 0.6119 - top-5-accuracy: 0.8860 - val_loss: 1.8620 - val_accuracy: 0.5148 - val_top-5-accuracy: 0.8010
-Epoch 43/50
-176/176 [==============================] - 14s 77ms/step - loss: 1.3384 - accuracy: 0.6154 - top-5-accuracy: 0.8911 - val_loss: 1.8509 - val_accuracy: 0.5202 - val_top-5-accuracy: 0.8014
-Epoch 44/50
-176/176 [==============================] - 14s 78ms/step - loss: 1.3090 - accuracy: 0.6236 - top-5-accuracy: 0.8954 - val_loss: 1.8607 - val_accuracy: 0.5242 - val_top-5-accuracy: 0.8020
-Epoch 45/50
-176/176 [==============================] - 14s 78ms/step - loss: 1.2873 - accuracy: 0.6292 - top-5-accuracy: 0.8964 - val_loss: 1.8729 - val_accuracy: 0.5208 - val_top-5-accuracy: 0.8056
-Epoch 46/50
-176/176 [==============================] - 14s 77ms/step - loss: 1.2658 - accuracy: 0.6367 - top-5-accuracy: 0.9007 - val_loss: 1.8573 - val_accuracy: 0.5278 - val_top-5-accuracy: 0.8066
-Epoch 47/50
-176/176 [==============================] - 14s 77ms/step - loss: 1.2628 - accuracy: 0.6346 - top-5-accuracy: 0.9023 - val_loss: 1.8240 - val_accuracy: 0.5292 - val_top-5-accuracy: 0.8112
-Epoch 48/50
-176/176 [==============================] - 14s 78ms/step - loss: 1.2396 - accuracy: 0.6431 - top-5-accuracy: 0.9057 - val_loss: 1.8342 - val_accuracy: 0.5362 - val_top-5-accuracy: 0.8096
-Epoch 49/50
-176/176 [==============================] - 14s 77ms/step - loss: 1.2163 - accuracy: 0.6464 - top-5-accuracy: 0.9081 - val_loss: 1.8836 - val_accuracy: 0.5246 - val_top-5-accuracy: 0.8044
-Epoch 50/50
-176/176 [==============================] - 14s 77ms/step - loss: 1.1919 - accuracy: 0.6541 - top-5-accuracy: 0.9122 - val_loss: 1.8513 - val_accuracy: 0.5336 - val_top-5-accuracy: 0.8048
-40/40 [==============================] - 1s 26ms/step - loss: 1.8172 - accuracy: 0.5310 - top-5-accuracy: 0.8053
-Test accuracy: 53.1%
-Test top 5 accuracy: 80.53%
-Epoch 1/50
-176/176 [==============================] - 23s 90ms/step - loss: 4.4889 - accuracy: 0.0450 - top-5-accuracy: 0.1559 - val_loss: 3.9364 - val_accuracy: 0.1128 - val_top-5-accuracy: 0.3184
-Epoch 2/50
-176/176 [==============================] - 15s 85ms/step - loss: 3.9806 - accuracy: 0.0924 - top-5-accuracy: 0.2798 - val_loss: 3.6392 - val_accuracy: 0.1576 - val_top-5-accuracy: 0.4034
-Epoch 3/50
-176/176 [==============================] - 15s 84ms/step - loss: 3.7713 - accuracy: 0.1253 - top-5-accuracy: 0.3448 - val_loss: 3.3892 - val_accuracy: 0.1918 - val_top-5-accuracy: 0.4622
-Epoch 4/50
-176/176 [==============================] - 15s 85ms/step - loss: 3.6297 - accuracy: 0.1460 - top-5-accuracy: 0.3859 - val_loss: 3.2856 - val_accuracy: 0.2194 - val_top-5-accuracy: 0.4970
-Epoch 5/50
-176/176 [==============================] - 15s 85ms/step - loss: 3.4955 - accuracy: 0.1706 - top-5-accuracy: 0.4239 - val_loss: 3.1359 - val_accuracy: 0.2412 - val_top-5-accuracy: 0.5308
-Epoch 6/50
-176/176 [==============================] - 15s 85ms/step - loss: 3.3781 - accuracy: 0.1908 - top-5-accuracy: 0.4565 - val_loss: 3.0535 - val_accuracy: 0.2620 - val_top-5-accuracy: 0.5652
-Epoch 7/50
-176/176 [==============================] - 15s 85ms/step - loss: 3.2540 - accuracy: 0.2123 - top-5-accuracy: 0.4895 - val_loss: 2.9165 - val_accuracy: 0.2782 - val_top-5-accuracy: 0.5800
-Epoch 8/50
-176/176 [==============================] - 15s 85ms/step - loss: 3.1442 - accuracy: 0.2318 - top-5-accuracy: 0.5197 - val_loss: 2.8592 - val_accuracy: 0.2984 - val_top-5-accuracy: 0.6090
-Epoch 9/50
-176/176 [==============================] - 15s 85ms/step - loss: 3.0348 - accuracy: 0.2504 - top-5-accuracy: 0.5440 - val_loss: 2.7378 - val_accuracy: 0.3146 - val_top-5-accuracy: 0.6294
-Epoch 10/50
-176/176 [==============================] - 15s 84ms/step - loss: 2.9311 - accuracy: 0.2681 - top-5-accuracy: 0.5704 - val_loss: 2.6274 - val_accuracy: 0.3362 - val_top-5-accuracy: 0.6446
-Epoch 11/50
-176/176 [==============================] - 15s 85ms/step - loss: 2.8214 - accuracy: 0.2925 - top-5-accuracy: 0.5986 - val_loss: 2.5557 - val_accuracy: 0.3458 - val_top-5-accuracy: 0.6616
-Epoch 12/50
-176/176 [==============================] - 15s 85ms/step - loss: 2.7244 - accuracy: 0.3100 - top-5-accuracy: 0.6168 - val_loss: 2.4763 - val_accuracy: 0.3564 - val_top-5-accuracy: 0.6804
-Epoch 13/50
-176/176 [==============================] - 15s 85ms/step - loss: 2.6476 - accuracy: 0.3255 - top-5-accuracy: 0.6358 - val_loss: 2.3946 - val_accuracy: 0.3678 - val_top-5-accuracy: 0.6940
-Epoch 14/50
-176/176 [==============================] - 15s 85ms/step - loss: 2.5518 - accuracy: 0.3436 - top-5-accuracy: 0.6584 - val_loss: 2.3362 - val_accuracy: 0.3856 - val_top-5-accuracy: 0.7038
-Epoch 15/50
-176/176 [==============================] - 15s 85ms/step - loss: 2.4620 - accuracy: 0.3632 - top-5-accuracy: 0.6776 - val_loss: 2.2690 - val_accuracy: 0.4006 - val_top-5-accuracy: 0.7222
-Epoch 16/50
-176/176 [==============================] - 15s 85ms/step - loss: 2.4010 - accuracy: 0.3749 - top-5-accuracy: 0.6908 - val_loss: 2.1937 - val_accuracy: 0.4216 - val_top-5-accuracy: 0.7338
-Epoch 17/50
-176/176 [==============================] - 15s 85ms/step - loss: 2.3330 - accuracy: 0.3911 - top-5-accuracy: 0.7041 - val_loss: 2.1519 - val_accuracy: 0.4286 - val_top-5-accuracy: 0.7370
-Epoch 18/50
-176/176 [==============================] - 15s 85ms/step - loss: 2.2600 - accuracy: 0.4069 - top-5-accuracy: 0.7171 - val_loss: 2.1212 - val_accuracy: 0.4356 - val_top-5-accuracy: 0.7460
-Epoch 19/50
-176/176 [==============================] - 15s 85ms/step - loss: 2.1967 - accuracy: 0.4169 - top-5-accuracy: 0.7320 - val_loss: 2.0748 - val_accuracy: 0.4470 - val_top-5-accuracy: 0.7580
-Epoch 20/50
-176/176 [==============================] - 15s 85ms/step - loss: 2.1397 - accuracy: 0.4302 - top-5-accuracy: 0.7450 - val_loss: 2.1152 - val_accuracy: 0.4362 - val_top-5-accuracy: 0.7416
-Epoch 21/50
-176/176 [==============================] - 15s 85ms/step - loss: 2.0929 - accuracy: 0.4396 - top-5-accuracy: 0.7524 - val_loss: 2.0044 - val_accuracy: 0.4652 - val_top-5-accuracy: 0.7680
-Epoch 22/50
-176/176 [==============================] - 15s 85ms/step - loss: 2.0423 - accuracy: 0.4521 - top-5-accuracy: 0.7639 - val_loss: 2.0628 - val_accuracy: 0.4488 - val_top-5-accuracy: 0.7544
-Epoch 23/50
-176/176 [==============================] - 15s 85ms/step - loss: 1.9771 - accuracy: 0.4661 - top-5-accuracy: 0.7750 - val_loss: 1.9380 - val_accuracy: 0.4740 - val_top-5-accuracy: 0.7836
-Epoch 24/50
-176/176 [==============================] - 15s 84ms/step - loss: 1.9323 - accuracy: 0.4752 - top-5-accuracy: 0.7848 - val_loss: 1.9461 - val_accuracy: 0.4732 - val_top-5-accuracy: 0.7768
-Epoch 25/50
-176/176 [==============================] - 15s 85ms/step - loss: 1.8913 - accuracy: 0.4844 - top-5-accuracy: 0.7914 - val_loss: 1.9230 - val_accuracy: 0.4768 - val_top-5-accuracy: 0.7886
-Epoch 26/50
-176/176 [==============================] - 15s 84ms/step - loss: 1.8520 - accuracy: 0.4950 - top-5-accuracy: 0.7999 - val_loss: 1.9159 - val_accuracy: 0.4808 - val_top-5-accuracy: 0.7900
-Epoch 27/50
-176/176 [==============================] - 15s 85ms/step - loss: 1.8175 - accuracy: 0.5046 - top-5-accuracy: 0.8076 - val_loss: 1.8977 - val_accuracy: 0.4896 - val_top-5-accuracy: 0.7876
-Epoch 28/50
-176/176 [==============================] - 15s 85ms/step - loss: 1.7692 - accuracy: 0.5133 - top-5-accuracy: 0.8146 - val_loss: 1.8632 - val_accuracy: 0.4940 - val_top-5-accuracy: 0.7920
-Epoch 29/50
-176/176 [==============================] - 15s 85ms/step - loss: 1.7375 - accuracy: 0.5193 - top-5-accuracy: 0.8206 - val_loss: 1.8686 - val_accuracy: 0.4926 - val_top-5-accuracy: 0.7952
-Epoch 30/50
-176/176 [==============================] - 15s 85ms/step - loss: 1.6952 - accuracy: 0.5308 - top-5-accuracy: 0.8280 - val_loss: 1.8265 - val_accuracy: 0.5024 - val_top-5-accuracy: 0.7996
-Epoch 31/50
-176/176 [==============================] - 15s 85ms/step - loss: 1.6631 - accuracy: 0.5379 - top-5-accuracy: 0.8348 - val_loss: 1.8665 - val_accuracy: 0.4942 - val_top-5-accuracy: 0.7854
-Epoch 32/50
-176/176 [==============================] - 15s 85ms/step - loss: 1.6329 - accuracy: 0.5466 - top-5-accuracy: 0.8401 - val_loss: 1.8364 - val_accuracy: 0.5090 - val_top-5-accuracy: 0.7996
-Epoch 33/50
-176/176 [==============================] - 15s 85ms/step - loss: 1.5960 - accuracy: 0.5537 - top-5-accuracy: 0.8465 - val_loss: 1.8171 - val_accuracy: 0.5136 - val_top-5-accuracy: 0.8034
-Epoch 34/50
-176/176 [==============================] - 15s 85ms/step - loss: 1.5815 - accuracy: 0.5578 - top-5-accuracy: 0.8476 - val_loss: 1.8020 - val_accuracy: 0.5128 - val_top-5-accuracy: 0.8042
-Epoch 35/50
-176/176 [==============================] - 15s 85ms/step - loss: 1.5432 - accuracy: 0.5667 - top-5-accuracy: 0.8566 - val_loss: 1.8173 - val_accuracy: 0.5142 - val_top-5-accuracy: 0.8080
-Epoch 36/50
-176/176 [==============================] - 15s 85ms/step - loss: 1.5110 - accuracy: 0.5768 - top-5-accuracy: 0.8594 - val_loss: 1.8168 - val_accuracy: 0.5124 - val_top-5-accuracy: 0.8066
-Epoch 37/50
-176/176 [==============================] - 15s 85ms/step - loss: 1.4890 - accuracy: 0.5816 - top-5-accuracy: 0.8641 - val_loss: 1.7861 - val_accuracy: 0.5274 - val_top-5-accuracy: 0.8120
-Epoch 38/50
-176/176 [==============================] - 15s 85ms/step - loss: 1.4672 - accuracy: 0.5849 - top-5-accuracy: 0.8660 - val_loss: 1.7695 - val_accuracy: 0.5222 - val_top-5-accuracy: 0.8106
-Epoch 39/50
-176/176 [==============================] - 15s 85ms/step - loss: 1.4323 - accuracy: 0.5939 - top-5-accuracy: 0.8721 - val_loss: 1.7653 - val_accuracy: 0.5250 - val_top-5-accuracy: 0.8164
-Epoch 40/50
-176/176 [==============================] - 15s 85ms/step - loss: 1.4192 - accuracy: 0.5975 - top-5-accuracy: 0.8754 - val_loss: 1.7727 - val_accuracy: 0.5298 - val_top-5-accuracy: 0.8154
-Epoch 41/50
-176/176 [==============================] - 15s 85ms/step - loss: 1.3897 - accuracy: 0.6055 - top-5-accuracy: 0.8805 - val_loss: 1.7535 - val_accuracy: 0.5328 - val_top-5-accuracy: 0.8122
-Epoch 42/50
-176/176 [==============================] - 15s 85ms/step - loss: 1.3702 - accuracy: 0.6087 - top-5-accuracy: 0.8828 - val_loss: 1.7746 - val_accuracy: 0.5316 - val_top-5-accuracy: 0.8116
-Epoch 43/50
-176/176 [==============================] - 15s 85ms/step - loss: 1.3338 - accuracy: 0.6185 - top-5-accuracy: 0.8894 - val_loss: 1.7606 - val_accuracy: 0.5342 - val_top-5-accuracy: 0.8176
-Epoch 44/50
-176/176 [==============================] - 15s 85ms/step - loss: 1.3171 - accuracy: 0.6200 - top-5-accuracy: 0.8920 - val_loss: 1.7490 - val_accuracy: 0.5364 - val_top-5-accuracy: 0.8164
-Epoch 45/50
-176/176 [==============================] - 15s 85ms/step - loss: 1.3056 - accuracy: 0.6276 - top-5-accuracy: 0.8932 - val_loss: 1.7535 - val_accuracy: 0.5388 - val_top-5-accuracy: 0.8156
-Epoch 46/50
-176/176 [==============================] - 15s 85ms/step - loss: 1.2876 - accuracy: 0.6289 - top-5-accuracy: 0.8952 - val_loss: 1.7546 - val_accuracy: 0.5320 - val_top-5-accuracy: 0.8154
-Epoch 47/50
-176/176 [==============================] - 15s 85ms/step - loss: 1.2764 - accuracy: 0.6350 - top-5-accuracy: 0.8970 - val_loss: 1.7177 - val_accuracy: 0.5382 - val_top-5-accuracy: 0.8200
-Epoch 48/50
-176/176 [==============================] - 15s 85ms/step - loss: 1.2543 - accuracy: 0.6407 - top-5-accuracy: 0.9001 - val_loss: 1.7330 - val_accuracy: 0.5438 - val_top-5-accuracy: 0.8198
-Epoch 49/50
-176/176 [==============================] - 15s 84ms/step - loss: 1.2191 - accuracy: 0.6470 - top-5-accuracy: 0.9042 - val_loss: 1.7316 - val_accuracy: 0.5436 - val_top-5-accuracy: 0.8196
-Epoch 50/50
-176/176 [==============================] - 15s 85ms/step - loss: 1.2186 - accuracy: 0.6457 - top-5-accuracy: 0.9066 - val_loss: 1.7201 - val_accuracy: 0.5486 - val_top-5-accuracy: 0.8218
-40/40 [==============================] - 1s 30ms/step - loss: 1.6760 - accuracy: 0.5611 - top-5-accuracy: 0.8227
-Test accuracy: 56.11%
-Test top 5 accuracy: 82.27%
+
+WARNING: All log messages before absl::InitializeLog() is called are written to STDERR
+I0000 00:00:1727266793.323371 4281 device_compiler.h:186] Compiled cluster using XLA! This line is logged at most once for the lifetime of the process.
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+```
+
+ 61/176 [=========>....................] - ETA: 18s - loss: 4.8546 - accuracy: 0.0221 - top-5-accuracy: 0.0870
+
+
+```
+
+```
+
+ 62/176 [=========>....................] - ETA: 18s - loss: 4.8490 - accuracy: 0.0221 - top-5-accuracy: 0.0870
+
+
+```
+
+```
+
+ 63/176 [=========>....................] - ETA: 17s - loss: 4.8434 - accuracy: 0.0226 - top-5-accuracy: 0.0877
+
+
+```
+
+```
+
+ 64/176 [=========>....................] - ETA: 17s - loss: 4.8378 - accuracy: 0.0227 - top-5-accuracy: 0.0879
+
+
+```
+
+```
+
+ 65/176 [==========>...................] - ETA: 17s - loss: 4.8321 - accuracy: 0.0230 - top-5-accuracy: 0.0888
+
+
+```
+
+```
+
+ 66/176 [==========>...................] - ETA: 17s - loss: 4.8256 - accuracy: 0.0232 - top-5-accuracy: 0.0894
+
+
+```
+
+```
+
+ 67/176 [==========>...................] - ETA: 17s - loss: 4.8224 - accuracy: 0.0236 - top-5-accuracy: 0.0900
+
+
+```
+
+```
+
+ 68/176 [==========>...................] - ETA: 17s - loss: 4.8175 - accuracy: 0.0239 - top-5-accuracy: 0.0905
+
+
+```
+
+```
+
+ 69/176 [==========>...................] - ETA: 16s - loss: 4.8141 - accuracy: 0.0240 - top-5-accuracy: 0.0913
+
+
+```
+
+```
+
+ 70/176 [==========>...................] - ETA: 16s - loss: 4.8097 - accuracy: 0.0241 - top-5-accuracy: 0.0915
+
+
+```
+
+```
+
+ 71/176 [===========>..................] - ETA: 16s - loss: 4.8047 - accuracy: 0.0245 - top-5-accuracy: 0.0924
+
+
+```
+
+```
+
+ 72/176 [===========>..................] - ETA: 16s - loss: 4.8007 - accuracy: 0.0245 - top-5-accuracy: 0.0924
+
+
+```
+
+```
+
+ 73/176 [===========>..................] - ETA: 16s - loss: 4.7970 - accuracy: 0.0247 - top-5-accuracy: 0.0929
+
+
+```
+
+```
+
+ 74/176 [===========>..................] - ETA: 16s - loss: 4.7920 - accuracy: 0.0252 - top-5-accuracy: 0.0939
+
+
+```
+
+```
+
+ 75/176 [===========>..................] - ETA: 16s - loss: 4.7864 - accuracy: 0.0257 - top-5-accuracy: 0.0946
+
+
+```
+
+```
+
+ 76/176 [===========>..................] - ETA: 15s - loss: 4.7830 - accuracy: 0.0259 - top-5-accuracy: 0.0950
+
+
+```
+
+```
+
+ 77/176 [============>.................] - ETA: 15s - loss: 4.7778 - accuracy: 0.0259 - top-5-accuracy: 0.0954
+
+
+```
+
+```
+
+ 78/176 [============>.................] - ETA: 15s - loss: 4.7742 - accuracy: 0.0260 - top-5-accuracy: 0.0959
+
+
+```
+
+```
+
+ 79/176 [============>.................] - ETA: 15s - loss: 4.7703 - accuracy: 0.0262 - top-5-accuracy: 0.0963
+
+
+```
+
+```
+
+ 80/176 [============>.................] - ETA: 15s - loss: 4.7660 - accuracy: 0.0263 - top-5-accuracy: 0.0968
+
+
+```
+
+```
+
+ 81/176 [============>.................] - ETA: 15s - loss: 4.7623 - accuracy: 0.0263 - top-5-accuracy: 0.0971
+
+
+```
+
+```
+
+ 82/176 [============>.................] - ETA: 14s - loss: 4.7586 - accuracy: 0.0263 - top-5-accuracy: 0.0972
+
+
+```
+
+```
+
+ 83/176 [=============>................] - ETA: 14s - loss: 4.7539 - accuracy: 0.0266 - top-5-accuracy: 0.0979
+
+
+```
+
+```
+
+ 84/176 [=============>................] - ETA: 14s - loss: 4.7506 - accuracy: 0.0268 - top-5-accuracy: 0.0982
+
+
+```
+
+```
+
+ 85/176 [=============>................] - ETA: 14s - loss: 4.7462 - accuracy: 0.0270 - top-5-accuracy: 0.0989
+
+
+```
+
+```
+
+ 86/176 [=============>................] - ETA: 14s - loss: 4.7418 - accuracy: 0.0274 - top-5-accuracy: 0.0997
+
+
+```
+
+```
+
+ 87/176 [=============>................] - ETA: 14s - loss: 4.7376 - accuracy: 0.0275 - top-5-accuracy: 0.1003
+
+
+```
+
+```
+
+ 88/176 [==============>...............] - ETA: 13s - loss: 4.7353 - accuracy: 0.0274 - top-5-accuracy: 0.1005
+
+
+```
+
+```
+
+ 89/176 [==============>...............] - ETA: 13s - loss: 4.7311 - accuracy: 0.0277 - top-5-accuracy: 0.1012
+
+
+```
+
+```
+
+ 90/176 [==============>...............] - ETA: 13s - loss: 4.7274 - accuracy: 0.0277 - top-5-accuracy: 0.1018
+
+
+```
+
+```
+
+ 91/176 [==============>...............] - ETA: 13s - loss: 4.7237 - accuracy: 0.0280 - top-5-accuracy: 0.1027
+
+
+```
+
+```
+
+ 92/176 [==============>...............] - ETA: 13s - loss: 4.7209 - accuracy: 0.0281 - top-5-accuracy: 0.1033
+
+
+```
+
+```
+
+ 93/176 [==============>...............] - ETA: 13s - loss: 4.7178 - accuracy: 0.0281 - top-5-accuracy: 0.1035
+
+
+```
+
+```
+
+ 94/176 [===============>..............] - ETA: 13s - loss: 4.7147 - accuracy: 0.0281 - top-5-accuracy: 0.1041
+
+
+```
+
+```
+
+ 95/176 [===============>..............] - ETA: 12s - loss: 4.7117 - accuracy: 0.0283 - top-5-accuracy: 0.1046
+
+
+```
+
+```
+
+ 96/176 [===============>..............] - ETA: 12s - loss: 4.7081 - accuracy: 0.0286 - top-5-accuracy: 0.1052
+
+
+```
+
+```
+
+ 97/176 [===============>..............] - ETA: 12s - loss: 4.7050 - accuracy: 0.0288 - top-5-accuracy: 0.1056
+
+
+```
+
+```
+
+ 98/176 [===============>..............] - ETA: 12s - loss: 4.7019 - accuracy: 0.0288 - top-5-accuracy: 0.1060
+
+
+```
+
+```
+
+ 99/176 [===============>..............] - ETA: 12s - loss: 4.6989 - accuracy: 0.0290 - top-5-accuracy: 0.1063
+
+
+```
+
+```
+
+100/176 [================>.............] - ETA: 12s - loss: 4.6956 - accuracy: 0.0291 - top-5-accuracy: 0.1068
+
+
+```
+
+```
+
+101/176 [================>.............] - ETA: 11s - loss: 4.6928 - accuracy: 0.0293 - top-5-accuracy: 0.1072
+
+
+```
+
+```
+
+102/176 [================>.............] - ETA: 11s - loss: 4.6892 - accuracy: 0.0294 - top-5-accuracy: 0.1077
+
+
+```
+
+```
+
+103/176 [================>.............] - ETA: 11s - loss: 4.6864 - accuracy: 0.0294 - top-5-accuracy: 0.1080
+
+
+```
+
+```
+
+104/176 [================>.............] - ETA: 11s - loss: 4.6828 - accuracy: 0.0297 - top-5-accuracy: 0.1088
+
+
+```
+
+```
+
+105/176 [================>.............] - ETA: 11s - loss: 4.6791 - accuracy: 0.0301 - top-5-accuracy: 0.1094
+
+
+```
+
+```
+
+106/176 [=================>............] - ETA: 11s - loss: 4.6764 - accuracy: 0.0304 - top-5-accuracy: 0.1100
+
+
+```
+
+```
+
+107/176 [=================>............] - ETA: 10s - loss: 4.6737 - accuracy: 0.0307 - top-5-accuracy: 0.1104
+
+
+```
+
+```
+
+108/176 [=================>............] - ETA: 10s - loss: 4.6699 - accuracy: 0.0312 - top-5-accuracy: 0.1114
+
+
+```
+
+```
+
+109/176 [=================>............] - ETA: 10s - loss: 4.6670 - accuracy: 0.0316 - top-5-accuracy: 0.1123
+
+
+```
+
+```
+
+110/176 [=================>............] - ETA: 10s - loss: 4.6642 - accuracy: 0.0316 - top-5-accuracy: 0.1127
+
+
+```
+
+```
+
+111/176 [=================>............] - ETA: 10s - loss: 4.6613 - accuracy: 0.0318 - top-5-accuracy: 0.1132
+
+
+```
+
+```
+
+112/176 [==================>...........] - ETA: 10s - loss: 4.6586 - accuracy: 0.0318 - top-5-accuracy: 0.1134
+
+
+```
+
+```
+
+113/176 [==================>...........] - ETA: 9s - loss: 4.6554 - accuracy: 0.0318 - top-5-accuracy: 0.1139
+
+
+```
+
+```
+
+114/176 [==================>...........] - ETA: 9s - loss: 4.6516 - accuracy: 0.0320 - top-5-accuracy: 0.1150
+
+
+```
+
+```
+
+115/176 [==================>...........] - ETA: 9s - loss: 4.6489 - accuracy: 0.0321 - top-5-accuracy: 0.1155
+
+
+```
+
+```
+
+116/176 [==================>...........] - ETA: 9s - loss: 4.6465 - accuracy: 0.0323 - top-5-accuracy: 0.1159
+
+
+```
+
+```
+
+117/176 [==================>...........] - ETA: 9s - loss: 4.6430 - accuracy: 0.0326 - top-5-accuracy: 0.1166
+
+
+```
+
+```
+
+118/176 [===================>..........] - ETA: 9s - loss: 4.6396 - accuracy: 0.0330 - top-5-accuracy: 0.1173
+
+
+```
+
+```
+
+119/176 [===================>..........] - ETA: 9s - loss: 4.6373 - accuracy: 0.0329 - top-5-accuracy: 0.1179
+
+
+```
+
+```
+
+120/176 [===================>..........] - ETA: 8s - loss: 4.6343 - accuracy: 0.0333 - top-5-accuracy: 0.1185
+
+
+```
+
+```
+
+121/176 [===================>..........] - ETA: 8s - loss: 4.6314 - accuracy: 0.0334 - top-5-accuracy: 0.1193
+
+
+```
+
+```
+
+122/176 [===================>..........] - ETA: 8s - loss: 4.6287 - accuracy: 0.0338 - top-5-accuracy: 0.1200
+
+
+```
+
+```
+
+123/176 [===================>..........] - ETA: 8s - loss: 4.6254 - accuracy: 0.0341 - top-5-accuracy: 0.1206
+
+
+```
+
+```
+
+124/176 [====================>.........] - ETA: 8s - loss: 4.6223 - accuracy: 0.0344 - top-5-accuracy: 0.1213
+
+
+```
+
+```
+
+125/176 [====================>.........] - ETA: 8s - loss: 4.6205 - accuracy: 0.0344 - top-5-accuracy: 0.1216
+
+
+```
+
+```
+
+126/176 [====================>.........] - ETA: 7s - loss: 4.6176 - accuracy: 0.0346 - top-5-accuracy: 0.1223
+
+
+```
+
+```
+
+127/176 [====================>.........] - ETA: 7s - loss: 4.6149 - accuracy: 0.0347 - top-5-accuracy: 0.1229
+
+
+```
+
+```
+
+128/176 [====================>.........] - ETA: 7s - loss: 4.6128 - accuracy: 0.0349 - top-5-accuracy: 0.1232
+
+
+```
+
+```
+
+129/176 [====================>.........] - ETA: 7s - loss: 4.6102 - accuracy: 0.0352 - top-5-accuracy: 0.1239
+
+
+```
+
+```
+
+130/176 [=====================>........] - ETA: 7s - loss: 4.6072 - accuracy: 0.0355 - top-5-accuracy: 0.1247
+
+
+```
+
+```
+
+131/176 [=====================>........] - ETA: 7s - loss: 4.6054 - accuracy: 0.0356 - top-5-accuracy: 0.1251
+
+
+```
+
+```
+
+132/176 [=====================>........] - ETA: 6s - loss: 4.6025 - accuracy: 0.0358 - top-5-accuracy: 0.1256
+
+
+```
+
+```
+
+133/176 [=====================>........] - ETA: 6s - loss: 4.5992 - accuracy: 0.0360 - top-5-accuracy: 0.1265
+
+
+```
+
+```
+
+134/176 [=====================>........] - ETA: 6s - loss: 4.5971 - accuracy: 0.0363 - top-5-accuracy: 0.1272
+
+
+```
+
+```
+
+135/176 [======================>.......] - ETA: 6s - loss: 4.5940 - accuracy: 0.0362 - top-5-accuracy: 0.1278
+
+
+```
+
+```
+
+136/176 [======================>.......] - ETA: 6s - loss: 4.5915 - accuracy: 0.0363 - top-5-accuracy: 0.1283
+
+
+```
+
+```
+
+137/176 [======================>.......] - ETA: 6s - loss: 4.5889 - accuracy: 0.0366 - top-5-accuracy: 0.1290
+
+
+```
+
+```
+
+138/176 [======================>.......] - ETA: 6s - loss: 4.5860 - accuracy: 0.0368 - top-5-accuracy: 0.1297
+
+
+```
+
+```
+
+139/176 [======================>.......] - ETA: 5s - loss: 4.5836 - accuracy: 0.0369 - top-5-accuracy: 0.1301
+
+
+```
+
+```
+
+140/176 [======================>.......] - ETA: 5s - loss: 4.5817 - accuracy: 0.0369 - top-5-accuracy: 0.1305
+
+
+```
+
+```
+
+141/176 [=======================>......] - ETA: 5s - loss: 4.5791 - accuracy: 0.0371 - top-5-accuracy: 0.1311
+
+
+```
+
+```
+
+142/176 [=======================>......] - ETA: 5s - loss: 4.5775 - accuracy: 0.0372 - top-5-accuracy: 0.1317
+
+
+```
+
+```
+
+143/176 [=======================>......] - ETA: 5s - loss: 4.5755 - accuracy: 0.0374 - top-5-accuracy: 0.1319
+
+
+```
+
+```
+
+144/176 [=======================>......] - ETA: 5s - loss: 4.5732 - accuracy: 0.0375 - top-5-accuracy: 0.1325
+
+
+```
+
+```
+
+145/176 [=======================>......] - ETA: 4s - loss: 4.5700 - accuracy: 0.0375 - top-5-accuracy: 0.1331
+
+
+```
+
+```
+
+146/176 [=======================>......] - ETA: 4s - loss: 4.5680 - accuracy: 0.0377 - top-5-accuracy: 0.1336
+
+
+```
+
+```
+
+147/176 [========================>.....] - ETA: 4s - loss: 4.5653 - accuracy: 0.0377 - top-5-accuracy: 0.1341
+
+
+```
+
+```
+
+148/176 [========================>.....] - ETA: 4s - loss: 4.5627 - accuracy: 0.0379 - top-5-accuracy: 0.1347
+
+
+```
+
+```
+
+149/176 [========================>.....] - ETA: 4s - loss: 4.5595 - accuracy: 0.0382 - top-5-accuracy: 0.1353
+
+
+```
+
+```
+
+150/176 [========================>.....] - ETA: 4s - loss: 4.5565 - accuracy: 0.0385 - top-5-accuracy: 0.1358
+
+
+```
+
+```
+
+151/176 [========================>.....] - ETA: 3s - loss: 4.5533 - accuracy: 0.0388 - top-5-accuracy: 0.1365
+
+
+```
+
+```
+
+152/176 [========================>.....] - ETA: 3s - loss: 4.5507 - accuracy: 0.0390 - top-5-accuracy: 0.1372
+
+
+```
+
+```
+
+153/176 [=========================>....] - ETA: 3s - loss: 4.5490 - accuracy: 0.0392 - top-5-accuracy: 0.1376
+
+
+```
+
+```
+
+154/176 [=========================>....] - ETA: 3s - loss: 4.5463 - accuracy: 0.0394 - top-5-accuracy: 0.1383
+
+
+```
+
+```
+
+155/176 [=========================>....] - ETA: 3s - loss: 4.5441 - accuracy: 0.0393 - top-5-accuracy: 0.1386
+
+
+```
+
+```
+
+156/176 [=========================>....] - ETA: 3s - loss: 4.5420 - accuracy: 0.0394 - top-5-accuracy: 0.1389
+
+
+```
+
+```
+
+157/176 [=========================>....] - ETA: 3s - loss: 4.5398 - accuracy: 0.0396 - top-5-accuracy: 0.1393
+
+
+```
+
+```
+
+158/176 [=========================>....] - ETA: 2s - loss: 4.5379 - accuracy: 0.0399 - top-5-accuracy: 0.1397
+
+
+```
+
+```
+
+159/176 [==========================>...] - ETA: 2s - loss: 4.5358 - accuracy: 0.0399 - top-5-accuracy: 0.1400
+
+
+```
+
+```
+
+160/176 [==========================>...] - ETA: 2s - loss: 4.5335 - accuracy: 0.0402 - top-5-accuracy: 0.1405
+
+
+```
+
+```
+
+161/176 [==========================>...] - ETA: 2s - loss: 4.5313 - accuracy: 0.0404 - top-5-accuracy: 0.1410
+
+
+```
+
+```
+
+162/176 [==========================>...] - ETA: 2s - loss: 4.5293 - accuracy: 0.0406 - top-5-accuracy: 0.1416
+
+
+```
+
+```
+
+163/176 [==========================>...] - ETA: 2s - loss: 4.5264 - accuracy: 0.0410 - top-5-accuracy: 0.1425
+
+
+```
+
+```
+
+164/176 [==========================>...] - ETA: 1s - loss: 4.5240 - accuracy: 0.0411 - top-5-accuracy: 0.1432
+
+
+```
+
+```
+
+165/176 [===========================>..] - ETA: 1s - loss: 4.5226 - accuracy: 0.0414 - top-5-accuracy: 0.1436
+
+
+```
+
+```
+
+166/176 [===========================>..] - ETA: 1s - loss: 4.5210 - accuracy: 0.0416 - top-5-accuracy: 0.1441
+
+
+```
+
+```
+
+167/176 [===========================>..] - ETA: 1s - loss: 4.5186 - accuracy: 0.0417 - top-5-accuracy: 0.1445
+
+
+```
+
+```
+
+168/176 [===========================>..] - ETA: 1s - loss: 4.5170 - accuracy: 0.0419 - top-5-accuracy: 0.1448
+
+
+```
+
+```
+
+169/176 [===========================>..] - ETA: 1s - loss: 4.5142 - accuracy: 0.0421 - top-5-accuracy: 0.1455
+
+
+```
+
+```
+
+170/176 [===========================>..] - ETA: 0s - loss: 4.5128 - accuracy: 0.0420 - top-5-accuracy: 0.1456
+
+
+```
+
+```
+
+171/176 [============================>.] - ETA: 0s - loss: 4.5109 - accuracy: 0.0421 - top-5-accuracy: 0.1460
+
+
+```
+
+```
+
+172/176 [============================>.] - ETA: 0s - loss: 4.5090 - accuracy: 0.0423 - top-5-accuracy: 0.1463
+
+
+```
+
+```
+
+173/176 [============================>.] - ETA: 0s - loss: 4.5071 - accuracy: 0.0422 - top-5-accuracy: 0.1467
+
+
+```
+
+```
+
+174/176 [============================>.] - ETA: 0s - loss: 4.5049 - accuracy: 0.0425 - top-5-accuracy: 0.1473
+
+
+```
+
+```
+
+175/176 [============================>.] - ETA: 0s - loss: 4.5024 - accuracy: 0.0427 - top-5-accuracy: 0.1479
+
+
+```
+
+```
+
+176/176 [==============================] - ETA: 0s - loss: 4.5004 - accuracy: 0.0429 - top-5-accuracy: 0.1484
+
+
+```
+
+```
+
+176/176 [==============================] - 52s 170ms/step - loss: 4.5004 - accuracy: 0.0429 - top-5-accuracy: 0.1484 - val_loss: 3.9803 - val_accuracy: 0.1070 - val_top-5-accuracy: 0.3034
+
+
+
+```
+Epoch 2/50
+
+```
+
+
+ 1/176 [..............................] - ETA: 27s - loss: 4.0884 - accuracy: 0.0742 - top-5-accuracy: 0.2461
+
+
+```
+
+```
+
+ 2/176 [..............................] - ETA: 27s - loss: 4.1139 - accuracy: 0.0762 - top-5-accuracy: 0.2500
+
+
+```
+
+```
+
+ 3/176 [..............................] - ETA: 27s - loss: 4.0851 - accuracy: 0.0794 - top-5-accuracy: 0.2591
+
+
+```
+
+```
+
+ 4/176 [..............................] - ETA: 27s - loss: 4.1068 - accuracy: 0.0762 - top-5-accuracy: 0.2510
+
+
+```
+
+```
+
+ 5/176 [..............................] - ETA: 27s - loss: 4.0982 - accuracy: 0.0742 - top-5-accuracy: 0.2500
+
+
+```
+
+```
+
+ 6/176 [>.............................] - ETA: 26s - loss: 4.1101 - accuracy: 0.0755 - top-5-accuracy: 0.2435
+
+
+```
+
+```
+
+ 7/176 [>.............................] - ETA: 26s - loss: 4.1195 - accuracy: 0.0737 - top-5-accuracy: 0.2333
+
+
+```
+
+```
+
+ 8/176 [>.............................] - ETA: 26s - loss: 4.1215 - accuracy: 0.0767 - top-5-accuracy: 0.2339
+
+
+```
+
+```
+
+ 9/176 [>.............................] - ETA: 26s - loss: 4.1157 - accuracy: 0.0794 - top-5-accuracy: 0.2400
+
+
+```
+
+```
+
+ 10/176 [>.............................] - ETA: 26s - loss: 4.1310 - accuracy: 0.0762 - top-5-accuracy: 0.2387
+
+
+```
+
+```
+
+ 11/176 [>.............................] - ETA: 26s - loss: 4.1281 - accuracy: 0.0771 - top-5-accuracy: 0.2376
+
+
+```
+
+```
+
+ 12/176 [=>............................] - ETA: 26s - loss: 4.1260 - accuracy: 0.0771 - top-5-accuracy: 0.2386
+
+
+```
+
+```
+
+ 13/176 [=>............................] - ETA: 25s - loss: 4.1130 - accuracy: 0.0796 - top-5-accuracy: 0.2428
+
+
+```
+
+```
+
+ 14/176 [=>............................] - ETA: 25s - loss: 4.1187 - accuracy: 0.0792 - top-5-accuracy: 0.2430
+
+
+```
+
+```
+
+ 15/176 [=>............................] - ETA: 25s - loss: 4.1147 - accuracy: 0.0786 - top-5-accuracy: 0.2430
+
+
+```
+
+```
+
+ 16/176 [=>............................] - ETA: 25s - loss: 4.1190 - accuracy: 0.0781 - top-5-accuracy: 0.2432
+
+
+```
+
+```
+
+ 17/176 [=>............................] - ETA: 25s - loss: 4.1232 - accuracy: 0.0765 - top-5-accuracy: 0.2420
+
+
+```
+
+```
+
+ 18/176 [==>...........................] - ETA: 25s - loss: 4.1238 - accuracy: 0.0760 - top-5-accuracy: 0.2402
+
+
+```
+
+```
+
+ 19/176 [==>...........................] - ETA: 24s - loss: 4.1188 - accuracy: 0.0759 - top-5-accuracy: 0.2418
+
+
+```
+
+```
+
+ 20/176 [==>...........................] - ETA: 24s - loss: 4.1114 - accuracy: 0.0771 - top-5-accuracy: 0.2434
+
+
+```
+
+```
+
+ 21/176 [==>...........................] - ETA: 24s - loss: 4.1173 - accuracy: 0.0765 - top-5-accuracy: 0.2422
+
+
+```
+
+```
+
+ 22/176 [==>...........................] - ETA: 24s - loss: 4.1114 - accuracy: 0.0778 - top-5-accuracy: 0.2424
+
+
+```
+
+```
+
+ 23/176 [==>...........................] - ETA: 24s - loss: 4.1093 - accuracy: 0.0781 - top-5-accuracy: 0.2437
+
+
+```
+
+```
+
+ 24/176 [===>..........................] - ETA: 24s - loss: 4.1066 - accuracy: 0.0781 - top-5-accuracy: 0.2441
+
+
+```
+
+```
+
+ 25/176 [===>..........................] - ETA: 23s - loss: 4.1032 - accuracy: 0.0781 - top-5-accuracy: 0.2459
+
+
+```
+
+```
+
+ 26/176 [===>..........................] - ETA: 23s - loss: 4.0992 - accuracy: 0.0777 - top-5-accuracy: 0.2477
+
+
+```
+
+```
+
+ 27/176 [===>..........................] - ETA: 23s - loss: 4.0982 - accuracy: 0.0780 - top-5-accuracy: 0.2484
+
+
+```
+
+```
+
+ 28/176 [===>..........................] - ETA: 23s - loss: 4.0957 - accuracy: 0.0765 - top-5-accuracy: 0.2482
+
+
+```
+
+```
+
+ 29/176 [===>..........................] - ETA: 23s - loss: 4.0916 - accuracy: 0.0769 - top-5-accuracy: 0.2497
+
+
+```
+
+```
+
+ 30/176 [====>.........................] - ETA: 23s - loss: 4.0913 - accuracy: 0.0779 - top-5-accuracy: 0.2500
+
+
+```
+
+```
+
+ 31/176 [====>.........................] - ETA: 23s - loss: 4.0902 - accuracy: 0.0783 - top-5-accuracy: 0.2497
+
+
+```
+
+```
+
+ 32/176 [====>.........................] - ETA: 22s - loss: 4.0875 - accuracy: 0.0791 - top-5-accuracy: 0.2501
+
+
+```
+
+```
+
+ 33/176 [====>.........................] - ETA: 22s - loss: 4.0867 - accuracy: 0.0795 - top-5-accuracy: 0.2513
+
+
+```
+
+```
+
+ 34/176 [====>.........................] - ETA: 22s - loss: 4.0860 - accuracy: 0.0792 - top-5-accuracy: 0.2514
+
+
+```
+
+```
+
+ 35/176 [====>.........................] - ETA: 22s - loss: 4.0860 - accuracy: 0.0783 - top-5-accuracy: 0.2518
+
+
+```
+
+```
+
+ 36/176 [=====>........................] - ETA: 22s - loss: 4.0846 - accuracy: 0.0785 - top-5-accuracy: 0.2528
+
+
+```
+
+```
+
+ 37/176 [=====>........................] - ETA: 22s - loss: 4.0823 - accuracy: 0.0788 - top-5-accuracy: 0.2538
+
+
+```
+
+```
+
+ 38/176 [=====>........................] - ETA: 21s - loss: 4.0843 - accuracy: 0.0780 - top-5-accuracy: 0.2532
+
+
+```
+
+```
+
+ 39/176 [=====>........................] - ETA: 21s - loss: 4.0805 - accuracy: 0.0783 - top-5-accuracy: 0.2540
+
+
+```
+
+```
+
+ 40/176 [=====>........................] - ETA: 21s - loss: 4.0791 - accuracy: 0.0782 - top-5-accuracy: 0.2541
+
+
+```
+
+```
+
+ 41/176 [=====>........................] - ETA: 21s - loss: 4.0769 - accuracy: 0.0788 - top-5-accuracy: 0.2544
+
+
+```
+
+```
+
+ 42/176 [======>.......................] - ETA: 21s - loss: 4.0758 - accuracy: 0.0790 - top-5-accuracy: 0.2546
+
+
+```
+
+```
+
+ 43/176 [======>.......................] - ETA: 21s - loss: 4.0763 - accuracy: 0.0789 - top-5-accuracy: 0.2544
+
+
+```
+
+```
+
+ 44/176 [======>.......................] - ETA: 20s - loss: 4.0733 - accuracy: 0.0796 - top-5-accuracy: 0.2544
+
+
+```
+
+```
+
+ 45/176 [======>.......................] - ETA: 20s - loss: 4.0727 - accuracy: 0.0797 - top-5-accuracy: 0.2545
+
+
+```
+
+```
+
+ 46/176 [======>.......................] - ETA: 20s - loss: 4.0725 - accuracy: 0.0801 - top-5-accuracy: 0.2541
+
+
+```
+
+```
+
+ 47/176 [=======>......................] - ETA: 20s - loss: 4.0714 - accuracy: 0.0798 - top-5-accuracy: 0.2532
+
+
+```
+
+```
+
+ 48/176 [=======>......................] - ETA: 20s - loss: 4.0737 - accuracy: 0.0799 - top-5-accuracy: 0.2524
+
+
+```
+
+```
+
+ 49/176 [=======>......................] - ETA: 20s - loss: 4.0724 - accuracy: 0.0796 - top-5-accuracy: 0.2525
+
+
+```
+
+```
+
+ 50/176 [=======>......................] - ETA: 20s - loss: 4.0697 - accuracy: 0.0800 - top-5-accuracy: 0.2532
+
+
+```
+
+```
+
+ 51/176 [=======>......................] - ETA: 19s - loss: 4.0657 - accuracy: 0.0807 - top-5-accuracy: 0.2538
+
+
+```
+
+```
+
+ 52/176 [=======>......................] - ETA: 19s - loss: 4.0620 - accuracy: 0.0811 - top-5-accuracy: 0.2544
+
+
+```
+
+```
+
+ 53/176 [========>.....................] - ETA: 19s - loss: 4.0623 - accuracy: 0.0809 - top-5-accuracy: 0.2548
+
+
+```
+
+```
+
+ 54/176 [========>.....................] - ETA: 19s - loss: 4.0606 - accuracy: 0.0813 - top-5-accuracy: 0.2554
+
+
+```
+
+```
+
+ 55/176 [========>.....................] - ETA: 19s - loss: 4.0594 - accuracy: 0.0809 - top-5-accuracy: 0.2552
+
+
+```
+
+```
+
+ 56/176 [========>.....................] - ETA: 19s - loss: 4.0600 - accuracy: 0.0812 - top-5-accuracy: 0.2551
+
+
+```
+
+```
+
+ 57/176 [========>.....................] - ETA: 18s - loss: 4.0590 - accuracy: 0.0815 - top-5-accuracy: 0.2555
+
+
+```
+
+```
+
+ 58/176 [========>.....................] - ETA: 18s - loss: 4.0583 - accuracy: 0.0813 - top-5-accuracy: 0.2557
+
+
+```
+
+```
+
+ 59/176 [=========>....................] - ETA: 18s - loss: 4.0589 - accuracy: 0.0812 - top-5-accuracy: 0.2554
+
+
+```
+
+```
+
+ 60/176 [=========>....................] - ETA: 18s - loss: 4.0566 - accuracy: 0.0814 - top-5-accuracy: 0.2559
+
+
+```
+
+```
+
+ 61/176 [=========>....................] - ETA: 18s - loss: 4.0575 - accuracy: 0.0813 - top-5-accuracy: 0.2558
+
+
+```
+
+```
+
+ 62/176 [=========>....................] - ETA: 18s - loss: 4.0563 - accuracy: 0.0815 - top-5-accuracy: 0.2556
+
+
+```
+
+```
+
+ 63/176 [=========>....................] - ETA: 17s - loss: 4.0575 - accuracy: 0.0809 - top-5-accuracy: 0.2552
+
+
+```
+
+```
+
+ 64/176 [=========>....................] - ETA: 17s - loss: 4.0572 - accuracy: 0.0809 - top-5-accuracy: 0.2550
+
+
+```
+
+```
+
+ 65/176 [==========>...................] - ETA: 17s - loss: 4.0561 - accuracy: 0.0809 - top-5-accuracy: 0.2554
+
+
+```
+
+```
+
+ 66/176 [==========>...................] - ETA: 17s - loss: 4.0556 - accuracy: 0.0807 - top-5-accuracy: 0.2555
+
+
+```
+
+```
+
+ 67/176 [==========>...................] - ETA: 17s - loss: 4.0567 - accuracy: 0.0809 - top-5-accuracy: 0.2556
+
+
+```
+
+```
+
+ 68/176 [==========>...................] - ETA: 17s - loss: 4.0567 - accuracy: 0.0808 - top-5-accuracy: 0.2556
+
+
+```
+
+```
+
+ 69/176 [==========>...................] - ETA: 16s - loss: 4.0567 - accuracy: 0.0809 - top-5-accuracy: 0.2554
+
+
+```
+
+```
+
+ 70/176 [==========>...................] - ETA: 16s - loss: 4.0565 - accuracy: 0.0808 - top-5-accuracy: 0.2554
+
+
+```
+
+```
+
+ 71/176 [===========>..................] - ETA: 16s - loss: 4.0581 - accuracy: 0.0807 - top-5-accuracy: 0.2554
+
+
+```
+
+```
+
+ 72/176 [===========>..................] - ETA: 16s - loss: 4.0570 - accuracy: 0.0806 - top-5-accuracy: 0.2559
+
+
+```
+
+```
+
+ 73/176 [===========>..................] - ETA: 16s - loss: 4.0542 - accuracy: 0.0809 - top-5-accuracy: 0.2562
+
+
+```
+
+```
+
+ 74/176 [===========>..................] - ETA: 16s - loss: 4.0538 - accuracy: 0.0810 - top-5-accuracy: 0.2567
+
+
+```
+
+```
+
+ 75/176 [===========>..................] - ETA: 16s - loss: 4.0536 - accuracy: 0.0810 - top-5-accuracy: 0.2567
+
+
+```
+
+```
+
+ 76/176 [===========>..................] - ETA: 15s - loss: 4.0523 - accuracy: 0.0811 - top-5-accuracy: 0.2572
+
+
+```
+
+```
+
+ 77/176 [============>.................] - ETA: 15s - loss: 4.0504 - accuracy: 0.0815 - top-5-accuracy: 0.2576
+
+
+```
+
+```
+
+ 78/176 [============>.................] - ETA: 15s - loss: 4.0478 - accuracy: 0.0819 - top-5-accuracy: 0.2584
+
+
+```
+
+```
+
+ 79/176 [============>.................] - ETA: 15s - loss: 4.0486 - accuracy: 0.0814 - top-5-accuracy: 0.2583
+
+
+```
+
+```
+
+ 80/176 [============>.................] - ETA: 15s - loss: 4.0485 - accuracy: 0.0816 - top-5-accuracy: 0.2584
+
+
+```
+
+```
+
+ 81/176 [============>.................] - ETA: 15s - loss: 4.0480 - accuracy: 0.0817 - top-5-accuracy: 0.2584
+
+
+```
+
+```
+
+ 82/176 [============>.................] - ETA: 14s - loss: 4.0477 - accuracy: 0.0817 - top-5-accuracy: 0.2588
+
+
+```
+
+```
+
+ 83/176 [=============>................] - ETA: 14s - loss: 4.0478 - accuracy: 0.0815 - top-5-accuracy: 0.2589
+
+
+```
+
+```
+
+ 84/176 [=============>................] - ETA: 14s - loss: 4.0462 - accuracy: 0.0817 - top-5-accuracy: 0.2593
+
+
+```
+
+```
+
+ 85/176 [=============>................] - ETA: 14s - loss: 4.0449 - accuracy: 0.0817 - top-5-accuracy: 0.2601
+
+
+```
+
+```
+
+ 86/176 [=============>................] - ETA: 14s - loss: 4.0428 - accuracy: 0.0818 - top-5-accuracy: 0.2614
+
+
+```
+
+```
+
+ 87/176 [=============>................] - ETA: 14s - loss: 4.0416 - accuracy: 0.0819 - top-5-accuracy: 0.2615
+
+
+```
+
+```
+
+ 88/176 [==============>...............] - ETA: 13s - loss: 4.0411 - accuracy: 0.0818 - top-5-accuracy: 0.2619
+
+
+```
+
+```
+
+ 89/176 [==============>...............] - ETA: 13s - loss: 4.0412 - accuracy: 0.0819 - top-5-accuracy: 0.2620
+
+
+```
+
+```
+
+ 90/176 [==============>...............] - ETA: 13s - loss: 4.0410 - accuracy: 0.0818 - top-5-accuracy: 0.2619
+
+
+```
+
+```
+
+ 91/176 [==============>...............] - ETA: 13s - loss: 4.0394 - accuracy: 0.0822 - top-5-accuracy: 0.2624
+
+
+```
+
+```
+
+ 92/176 [==============>...............] - ETA: 13s - loss: 4.0381 - accuracy: 0.0823 - top-5-accuracy: 0.2627
+
+
+```
+
+```
+
+ 93/176 [==============>...............] - ETA: 13s - loss: 4.0364 - accuracy: 0.0825 - top-5-accuracy: 0.2632
+
+
+```
+
+```
+
+ 94/176 [===============>..............] - ETA: 13s - loss: 4.0346 - accuracy: 0.0831 - top-5-accuracy: 0.2637
+
+
+```
+
+```
+
+ 95/176 [===============>..............] - ETA: 12s - loss: 4.0334 - accuracy: 0.0833 - top-5-accuracy: 0.2641
+
+
+```
+
+```
+
+ 96/176 [===============>..............] - ETA: 12s - loss: 4.0327 - accuracy: 0.0833 - top-5-accuracy: 0.2644
+
+
+```
+
+```
+
+ 97/176 [===============>..............] - ETA: 12s - loss: 4.0317 - accuracy: 0.0838 - top-5-accuracy: 0.2646
+
+
+```
+
+```
+
+ 98/176 [===============>..............] - ETA: 12s - loss: 4.0291 - accuracy: 0.0840 - top-5-accuracy: 0.2653
+
+
+```
+
+```
+
+ 99/176 [===============>..............] - ETA: 12s - loss: 4.0282 - accuracy: 0.0842 - top-5-accuracy: 0.2654
+
+
+```
+
+```
+
+100/176 [================>.............] - ETA: 12s - loss: 4.0268 - accuracy: 0.0845 - top-5-accuracy: 0.2657
+
+
+```
+
+```
+
+101/176 [================>.............] - ETA: 11s - loss: 4.0262 - accuracy: 0.0847 - top-5-accuracy: 0.2664
+
+
+```
+
+```
+
+102/176 [================>.............] - ETA: 11s - loss: 4.0256 - accuracy: 0.0848 - top-5-accuracy: 0.2662
+
+
+```
+
+```
+
+103/176 [================>.............] - ETA: 11s - loss: 4.0246 - accuracy: 0.0847 - top-5-accuracy: 0.2665
+
+
+```
+
+```
+
+104/176 [================>.............] - ETA: 11s - loss: 4.0236 - accuracy: 0.0846 - top-5-accuracy: 0.2669
+
+
+```
+
+```
+
+105/176 [================>.............] - ETA: 11s - loss: 4.0209 - accuracy: 0.0847 - top-5-accuracy: 0.2677
+
+
+```
+
+```
+
+106/176 [=================>............] - ETA: 11s - loss: 4.0193 - accuracy: 0.0850 - top-5-accuracy: 0.2681
+
+
+```
+
+```
+
+107/176 [=================>............] - ETA: 10s - loss: 4.0178 - accuracy: 0.0854 - top-5-accuracy: 0.2687
+
+
+```
+
+```
+
+108/176 [=================>............] - ETA: 10s - loss: 4.0172 - accuracy: 0.0856 - top-5-accuracy: 0.2690
+
+
+```
+
+```
+
+109/176 [=================>............] - ETA: 10s - loss: 4.0171 - accuracy: 0.0858 - top-5-accuracy: 0.2691
+
+
+```
+
+```
+
+110/176 [=================>............] - ETA: 10s - loss: 4.0166 - accuracy: 0.0860 - top-5-accuracy: 0.2694
+
+
+```
+
+```
+
+111/176 [=================>............] - ETA: 10s - loss: 4.0155 - accuracy: 0.0861 - top-5-accuracy: 0.2695
+
+
+```
+
+```
+
+112/176 [==================>...........] - ETA: 10s - loss: 4.0147 - accuracy: 0.0862 - top-5-accuracy: 0.2695
+
+
+```
+
+```
+
+113/176 [==================>...........] - ETA: 10s - loss: 4.0123 - accuracy: 0.0865 - top-5-accuracy: 0.2704
+
+
+```
+
+```
+
+114/176 [==================>...........] - ETA: 9s - loss: 4.0118 - accuracy: 0.0865 - top-5-accuracy: 0.2707
+
+
+```
+
+```
+
+115/176 [==================>...........] - ETA: 9s - loss: 4.0104 - accuracy: 0.0866 - top-5-accuracy: 0.2711
+
+
+```
+
+```
+
+116/176 [==================>...........] - ETA: 9s - loss: 4.0096 - accuracy: 0.0867 - top-5-accuracy: 0.2715
+
+
+```
+
+```
+
+117/176 [==================>...........] - ETA: 9s - loss: 4.0093 - accuracy: 0.0867 - top-5-accuracy: 0.2716
+
+
+```
+
+```
+
+118/176 [===================>..........] - ETA: 9s - loss: 4.0079 - accuracy: 0.0870 - top-5-accuracy: 0.2719
+
+
+```
+
+```
+
+119/176 [===================>..........] - ETA: 9s - loss: 4.0074 - accuracy: 0.0869 - top-5-accuracy: 0.2725
+
+
+```
+
+```
+
+120/176 [===================>..........] - ETA: 8s - loss: 4.0063 - accuracy: 0.0868 - top-5-accuracy: 0.2726
+
+
+```
+
+```
+
+121/176 [===================>..........] - ETA: 8s - loss: 4.0054 - accuracy: 0.0870 - top-5-accuracy: 0.2728
+
+
+```
+
+```
+
+122/176 [===================>..........] - ETA: 8s - loss: 4.0054 - accuracy: 0.0868 - top-5-accuracy: 0.2726
+
+
+```
+
+```
+
+123/176 [===================>..........] - ETA: 8s - loss: 4.0049 - accuracy: 0.0868 - top-5-accuracy: 0.2726
+
+
+```
+
+```
+
+124/176 [====================>.........] - ETA: 8s - loss: 4.0042 - accuracy: 0.0868 - top-5-accuracy: 0.2726
+
+
+```
+
+```
+
+125/176 [====================>.........] - ETA: 8s - loss: 4.0031 - accuracy: 0.0872 - top-5-accuracy: 0.2729
+
+
+```
+
+```
+
+126/176 [====================>.........] - ETA: 7s - loss: 4.0032 - accuracy: 0.0872 - top-5-accuracy: 0.2726
+
+
+```
+
+```
+
+127/176 [====================>.........] - ETA: 7s - loss: 4.0036 - accuracy: 0.0872 - top-5-accuracy: 0.2726
+
+
+```
+
+```
+
+128/176 [====================>.........] - ETA: 7s - loss: 4.0022 - accuracy: 0.0873 - top-5-accuracy: 0.2730
+
+
+```
+
+```
+
+129/176 [====================>.........] - ETA: 7s - loss: 4.0001 - accuracy: 0.0876 - top-5-accuracy: 0.2735
+
+
+```
+
+```
+
+130/176 [=====================>........] - ETA: 7s - loss: 3.9999 - accuracy: 0.0874 - top-5-accuracy: 0.2736
+
+
+```
+
+```
+
+131/176 [=====================>........] - ETA: 7s - loss: 4.0002 - accuracy: 0.0875 - top-5-accuracy: 0.2735
+
+
+```
+
+```
+
+132/176 [=====================>........] - ETA: 6s - loss: 4.0005 - accuracy: 0.0873 - top-5-accuracy: 0.2734
+
+
+```
+
+```
+
+133/176 [=====================>........] - ETA: 6s - loss: 3.9996 - accuracy: 0.0874 - top-5-accuracy: 0.2735
+
+
+```
+
+```
+
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+
+
+```
+
+```
+
+135/176 [======================>.......] - ETA: 6s - loss: 3.9975 - accuracy: 0.0876 - top-5-accuracy: 0.2743
+
+
+```
+
+```
+
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+
+
+```
+
+```
+
+137/176 [======================>.......] - ETA: 6s - loss: 3.9955 - accuracy: 0.0878 - top-5-accuracy: 0.2752
+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
+140/176 [======================>.......] - ETA: 5s - loss: 3.9941 - accuracy: 0.0879 - top-5-accuracy: 0.2755
+
+
+```
+
+```
+
+141/176 [=======================>......] - ETA: 5s - loss: 3.9935 - accuracy: 0.0881 - top-5-accuracy: 0.2755
+
+
+```
+
+```
+
+142/176 [=======================>......] - ETA: 5s - loss: 3.9916 - accuracy: 0.0882 - top-5-accuracy: 0.2762
+
+
+```
+
+```
+
+143/176 [=======================>......] - ETA: 5s - loss: 3.9917 - accuracy: 0.0882 - top-5-accuracy: 0.2762
+
+
+```
+
+```
+
+144/176 [=======================>......] - ETA: 5s - loss: 3.9909 - accuracy: 0.0884 - top-5-accuracy: 0.2762
+
+
+```
+
+```
+
+145/176 [=======================>......] - ETA: 4s - loss: 3.9899 - accuracy: 0.0886 - top-5-accuracy: 0.2765
+
+
+```
+
+```
+
+146/176 [=======================>......] - ETA: 4s - loss: 3.9886 - accuracy: 0.0888 - top-5-accuracy: 0.2767
+
+
+```
+
+```
+
+147/176 [========================>.....] - ETA: 4s - loss: 3.9894 - accuracy: 0.0887 - top-5-accuracy: 0.2764
+
+
+```
+
+```
+
+148/176 [========================>.....] - ETA: 4s - loss: 3.9879 - accuracy: 0.0886 - top-5-accuracy: 0.2767
+
+
+```
+
+```
+
+149/176 [========================>.....] - ETA: 4s - loss: 3.9866 - accuracy: 0.0888 - top-5-accuracy: 0.2768
+
+
+```
+
+```
+
+150/176 [========================>.....] - ETA: 4s - loss: 3.9858 - accuracy: 0.0888 - top-5-accuracy: 0.2772
+
+
+```
+
+```
+
+151/176 [========================>.....] - ETA: 3s - loss: 3.9844 - accuracy: 0.0891 - top-5-accuracy: 0.2777
+
+
+```
+
+```
+
+152/176 [========================>.....] - ETA: 3s - loss: 3.9847 - accuracy: 0.0890 - top-5-accuracy: 0.2776
+
+
+```
+
+```
+
+153/176 [=========================>....] - ETA: 3s - loss: 3.9837 - accuracy: 0.0894 - top-5-accuracy: 0.2779
+
+
+```
+
+```
+
+154/176 [=========================>....] - ETA: 3s - loss: 3.9822 - accuracy: 0.0897 - top-5-accuracy: 0.2782
+
+
+```
+
+```
+
+155/176 [=========================>....] - ETA: 3s - loss: 3.9809 - accuracy: 0.0899 - top-5-accuracy: 0.2784
+
+
+```
+
+```
+
+156/176 [=========================>....] - ETA: 3s - loss: 3.9799 - accuracy: 0.0899 - top-5-accuracy: 0.2786
+
+
+```
+
+```
+
+157/176 [=========================>....] - ETA: 3s - loss: 3.9798 - accuracy: 0.0899 - top-5-accuracy: 0.2789
+
+
+```
+
+```
+
+158/176 [=========================>....] - ETA: 2s - loss: 3.9790 - accuracy: 0.0900 - top-5-accuracy: 0.2793
+
+
+```
+
+```
+
+159/176 [==========================>...] - ETA: 2s - loss: 3.9777 - accuracy: 0.0902 - top-5-accuracy: 0.2795
+
+
+```
+
+```
+
+160/176 [==========================>...] - ETA: 2s - loss: 3.9776 - accuracy: 0.0903 - top-5-accuracy: 0.2795
+
+
+```
+
+```
+
+161/176 [==========================>...] - ETA: 2s - loss: 3.9772 - accuracy: 0.0904 - top-5-accuracy: 0.2797
+
+
+```
+
+```
+
+162/176 [==========================>...] - ETA: 2s - loss: 3.9769 - accuracy: 0.0906 - top-5-accuracy: 0.2797
+
+
+```
+
+```
+
+163/176 [==========================>...] - ETA: 2s - loss: 3.9769 - accuracy: 0.0907 - top-5-accuracy: 0.2798
+
+
+```
+
+```
+
+164/176 [==========================>...] - ETA: 1s - loss: 3.9757 - accuracy: 0.0907 - top-5-accuracy: 0.2799
+
+
+```
+
+```
+
+165/176 [===========================>..] - ETA: 1s - loss: 3.9748 - accuracy: 0.0907 - top-5-accuracy: 0.2801
+
+
+```
+
+```
+
+166/176 [===========================>..] - ETA: 1s - loss: 3.9739 - accuracy: 0.0910 - top-5-accuracy: 0.2806
+
+
+```
+
+```
+
+167/176 [===========================>..] - ETA: 1s - loss: 3.9734 - accuracy: 0.0911 - top-5-accuracy: 0.2807
+
+
+```
+
+```
+
+168/176 [===========================>..] - ETA: 1s - loss: 3.9716 - accuracy: 0.0914 - top-5-accuracy: 0.2814
+
+
+```
+
+```
+
+169/176 [===========================>..] - ETA: 1s - loss: 3.9708 - accuracy: 0.0914 - top-5-accuracy: 0.2815
+
+
+```
+
+```
+
+170/176 [===========================>..] - ETA: 0s - loss: 3.9699 - accuracy: 0.0916 - top-5-accuracy: 0.2819
+
+
+```
+
+```
+
+171/176 [============================>.] - ETA: 0s - loss: 3.9696 - accuracy: 0.0916 - top-5-accuracy: 0.2822
+
+
+```
+
+```
+
+172/176 [============================>.] - ETA: 0s - loss: 3.9690 - accuracy: 0.0917 - top-5-accuracy: 0.2824
+
+
+```
+
+```
+
+173/176 [============================>.] - ETA: 0s - loss: 3.9678 - accuracy: 0.0917 - top-5-accuracy: 0.2825
+
+
+```
+
+```
+
+174/176 [============================>.] - ETA: 0s - loss: 3.9676 - accuracy: 0.0917 - top-5-accuracy: 0.2827
+
+
+```
+
+```
+
+175/176 [============================>.] - ETA: 0s - loss: 3.9663 - accuracy: 0.0920 - top-5-accuracy: 0.2831
+
+
+```
+
+```
+
+176/176 [==============================] - ETA: 0s - loss: 3.9651 - accuracy: 0.0922 - top-5-accuracy: 0.2836
+
+
+```
+
+```
+
+176/176 [==============================] - 29s 164ms/step - loss: 3.9651 - accuracy: 0.0922 - top-5-accuracy: 0.2836 - val_loss: 3.5989 - val_accuracy: 0.1510 - val_top-5-accuracy: 0.3976
+
+
+
+```
+Epoch 3/50
+
+```
+
+
+ 1/176 [..............................] - ETA: 27s - loss: 3.8469 - accuracy: 0.1289 - top-5-accuracy: 0.3125
+
+
+```
+
+```
+
+ 2/176 [..............................] - ETA: 27s - loss: 3.8477 - accuracy: 0.1172 - top-5-accuracy: 0.3145
+
+
+```
+
+```
+
+ 3/176 [..............................] - ETA: 27s - loss: 3.8388 - accuracy: 0.1120 - top-5-accuracy: 0.3177
+
+
+```
+
+```
+
+ 4/176 [..............................] - ETA: 27s - loss: 3.8419 - accuracy: 0.1113 - top-5-accuracy: 0.3096
+
+
+```
+
+```
+
+ 5/176 [..............................] - ETA: 27s - loss: 3.8342 - accuracy: 0.1141 - top-5-accuracy: 0.3094
+
+
+```
+
+```
+
+ 6/176 [>.............................] - ETA: 26s - loss: 3.8233 - accuracy: 0.1152 - top-5-accuracy: 0.3164
+
+
+```
+
+```
+
+ 7/176 [>.............................] - ETA: 26s - loss: 3.8147 - accuracy: 0.1189 - top-5-accuracy: 0.3214
+
+
+```
+
+```
+
+ 8/176 [>.............................] - ETA: 26s - loss: 3.8227 - accuracy: 0.1206 - top-5-accuracy: 0.3218
+
+
+```
+
+```
+
+ 9/176 [>.............................] - ETA: 26s - loss: 3.8114 - accuracy: 0.1202 - top-5-accuracy: 0.3255
+
+
+```
+
+```
+
+ 10/176 [>.............................] - ETA: 26s - loss: 3.8031 - accuracy: 0.1238 - top-5-accuracy: 0.3281
+
+
+```
+
+```
+
+ 11/176 [>.............................] - ETA: 26s - loss: 3.7942 - accuracy: 0.1261 - top-5-accuracy: 0.3317
+
+
+```
+
+```
+
+ 12/176 [=>............................] - ETA: 25s - loss: 3.7910 - accuracy: 0.1257 - top-5-accuracy: 0.3317
+
+
+```
+
+```
+
+ 13/176 [=>............................] - ETA: 25s - loss: 3.8021 - accuracy: 0.1223 - top-5-accuracy: 0.3266
+
+
+```
+
+```
+
+ 14/176 [=>............................] - ETA: 25s - loss: 3.7940 - accuracy: 0.1230 - top-5-accuracy: 0.3278
+
+
+```
+
+```
+
+ 15/176 [=>............................] - ETA: 25s - loss: 3.7906 - accuracy: 0.1201 - top-5-accuracy: 0.3284
+
+
+```
+
+```
+
+ 16/176 [=>............................] - ETA: 25s - loss: 3.7868 - accuracy: 0.1204 - top-5-accuracy: 0.3301
+
+
+```
+
+```
+
+ 17/176 [=>............................] - ETA: 25s - loss: 3.7858 - accuracy: 0.1199 - top-5-accuracy: 0.3300
+
+
+```
+
+```
+
+ 18/176 [==>...........................] - ETA: 24s - loss: 3.7869 - accuracy: 0.1187 - top-5-accuracy: 0.3299
+
+
+```
+
+```
+
+ 19/176 [==>...........................] - ETA: 24s - loss: 3.7843 - accuracy: 0.1192 - top-5-accuracy: 0.3316
+
+
+```
+
+```
+
+ 20/176 [==>...........................] - ETA: 24s - loss: 3.7844 - accuracy: 0.1195 - top-5-accuracy: 0.3336
+
+
+```
+
+```
+
+ 21/176 [==>...........................] - ETA: 24s - loss: 3.7872 - accuracy: 0.1187 - top-5-accuracy: 0.3326
+
+
+```
+
+```
+
+ 22/176 [==>...........................] - ETA: 24s - loss: 3.7871 - accuracy: 0.1184 - top-5-accuracy: 0.3336
+
+
+```
+
+```
+
+ 23/176 [==>...........................] - ETA: 24s - loss: 3.7927 - accuracy: 0.1180 - top-5-accuracy: 0.3324
+
+
+```
+
+```
+
+ 24/176 [===>..........................] - ETA: 24s - loss: 3.7971 - accuracy: 0.1162 - top-5-accuracy: 0.3333
+
+
+```
+
+```
+
+ 25/176 [===>..........................] - ETA: 23s - loss: 3.7932 - accuracy: 0.1166 - top-5-accuracy: 0.3342
+
+
+```
+
+```
+
+ 26/176 [===>..........................] - ETA: 23s - loss: 3.7911 - accuracy: 0.1164 - top-5-accuracy: 0.3329
+
+
+```
+
+```
+
+ 27/176 [===>..........................] - ETA: 23s - loss: 3.7914 - accuracy: 0.1173 - top-5-accuracy: 0.3332
+
+
+```
+
+```
+
+ 28/176 [===>..........................] - ETA: 23s - loss: 3.7898 - accuracy: 0.1170 - top-5-accuracy: 0.3329
+
+
+```
+
+```
+
+ 29/176 [===>..........................] - ETA: 23s - loss: 3.7855 - accuracy: 0.1180 - top-5-accuracy: 0.3341
+
+
+```
+
+```
+
+ 30/176 [====>.........................] - ETA: 23s - loss: 3.7851 - accuracy: 0.1174 - top-5-accuracy: 0.3353
+
+
+```
+
+```
+
+ 31/176 [====>.........................] - ETA: 22s - loss: 3.7801 - accuracy: 0.1184 - top-5-accuracy: 0.3371
+
+
+```
+
+```
+
+ 32/176 [====>.........................] - ETA: 22s - loss: 3.7796 - accuracy: 0.1188 - top-5-accuracy: 0.3380
+
+
+```
+
+```
+
+ 33/176 [====>.........................] - ETA: 22s - loss: 3.7789 - accuracy: 0.1187 - top-5-accuracy: 0.3376
+
+
+```
+
+```
+
+ 34/176 [====>.........................] - ETA: 22s - loss: 3.7782 - accuracy: 0.1181 - top-5-accuracy: 0.3380
+
+
+```
+
+```
+
+ 35/176 [====>.........................] - ETA: 22s - loss: 3.7799 - accuracy: 0.1175 - top-5-accuracy: 0.3388
+
+
+```
+
+```
+
+ 36/176 [=====>........................] - ETA: 22s - loss: 3.7790 - accuracy: 0.1169 - top-5-accuracy: 0.3398
+
+
+```
+
+```
+
+ 37/176 [=====>........................] - ETA: 21s - loss: 3.7754 - accuracy: 0.1170 - top-5-accuracy: 0.3405
+
+
+```
+
+```
+
+ 38/176 [=====>........................] - ETA: 21s - loss: 3.7760 - accuracy: 0.1168 - top-5-accuracy: 0.3400
+
+
+```
+
+```
+
+ 39/176 [=====>........................] - ETA: 21s - loss: 3.7716 - accuracy: 0.1183 - top-5-accuracy: 0.3405
+
+
+```
+
+```
+
+ 40/176 [=====>........................] - ETA: 21s - loss: 3.7711 - accuracy: 0.1185 - top-5-accuracy: 0.3405
+
+
+```
+
+```
+
+ 41/176 [=====>........................] - ETA: 21s - loss: 3.7743 - accuracy: 0.1190 - top-5-accuracy: 0.3404
+
+
+```
+
+```
+
+ 42/176 [======>.......................] - ETA: 21s - loss: 3.7750 - accuracy: 0.1180 - top-5-accuracy: 0.3401
+
+
+```
+
+```
+
+ 43/176 [======>.......................] - ETA: 21s - loss: 3.7767 - accuracy: 0.1175 - top-5-accuracy: 0.3391
+
+
+```
+
+```
+
+ 44/176 [======>.......................] - ETA: 20s - loss: 3.7772 - accuracy: 0.1173 - top-5-accuracy: 0.3390
+
+
+```
+
+```
+
+ 45/176 [======>.......................] - ETA: 20s - loss: 3.7772 - accuracy: 0.1174 - top-5-accuracy: 0.3390
+
+
+```
+
+```
+
+ 46/176 [======>.......................] - ETA: 20s - loss: 3.7754 - accuracy: 0.1179 - top-5-accuracy: 0.3393
+
+
+```
+
+```
+
+ 47/176 [=======>......................] - ETA: 20s - loss: 3.7731 - accuracy: 0.1188 - top-5-accuracy: 0.3399
+
+
+```
+
+```
+
+ 48/176 [=======>......................] - ETA: 20s - loss: 3.7700 - accuracy: 0.1197 - top-5-accuracy: 0.3408
+
+
+```
+
+```
+
+ 49/176 [=======>......................] - ETA: 20s - loss: 3.7715 - accuracy: 0.1196 - top-5-accuracy: 0.3409
+
+
+```
+
+```
+
+ 50/176 [=======>......................] - ETA: 19s - loss: 3.7708 - accuracy: 0.1195 - top-5-accuracy: 0.3413
+
+
+```
+
+```
+
+ 51/176 [=======>......................] - ETA: 19s - loss: 3.7715 - accuracy: 0.1196 - top-5-accuracy: 0.3408
+
+
+```
+
+```
+
+ 52/176 [=======>......................] - ETA: 19s - loss: 3.7700 - accuracy: 0.1196 - top-5-accuracy: 0.3410
+
+
+```
+
+```
+
+ 53/176 [========>.....................] - ETA: 19s - loss: 3.7687 - accuracy: 0.1195 - top-5-accuracy: 0.3410
+
+
+```
+
+```
+
+ 54/176 [========>.....................] - ETA: 19s - loss: 3.7668 - accuracy: 0.1202 - top-5-accuracy: 0.3410
+
+
+```
+
+```
+
+ 55/176 [========>.....................] - ETA: 19s - loss: 3.7681 - accuracy: 0.1198 - top-5-accuracy: 0.3408
+
+
+```
+
+```
+
+ 56/176 [========>.....................] - ETA: 18s - loss: 3.7681 - accuracy: 0.1198 - top-5-accuracy: 0.3407
+
+
+```
+
+```
+
+ 57/176 [========>.....................] - ETA: 18s - loss: 3.7654 - accuracy: 0.1194 - top-5-accuracy: 0.3418
+
+
+```
+
+```
+
+ 58/176 [========>.....................] - ETA: 18s - loss: 3.7643 - accuracy: 0.1193 - top-5-accuracy: 0.3425
+
+
+```
+
+```
+
+ 59/176 [=========>....................] - ETA: 18s - loss: 3.7654 - accuracy: 0.1194 - top-5-accuracy: 0.3420
+
+
+```
+
+```
+
+ 60/176 [=========>....................] - ETA: 18s - loss: 3.7635 - accuracy: 0.1198 - top-5-accuracy: 0.3430
+
+
+```
+
+```
+
+ 61/176 [=========>....................] - ETA: 18s - loss: 3.7625 - accuracy: 0.1196 - top-5-accuracy: 0.3434
+
+
+```
+
+```
+
+ 62/176 [=========>....................] - ETA: 18s - loss: 3.7624 - accuracy: 0.1198 - top-5-accuracy: 0.3435
+
+
+```
+
+```
+
+ 63/176 [=========>....................] - ETA: 17s - loss: 3.7631 - accuracy: 0.1198 - top-5-accuracy: 0.3431
+
+
+```
+
+```
+
+ 64/176 [=========>....................] - ETA: 17s - loss: 3.7650 - accuracy: 0.1196 - top-5-accuracy: 0.3425
+
+
+```
+
+```
+
+ 65/176 [==========>...................] - ETA: 17s - loss: 3.7637 - accuracy: 0.1198 - top-5-accuracy: 0.3433
+
+
+```
+
+```
+
+ 66/176 [==========>...................] - ETA: 17s - loss: 3.7618 - accuracy: 0.1200 - top-5-accuracy: 0.3436
+
+
+```
+
+```
+
+ 67/176 [==========>...................] - ETA: 17s - loss: 3.7606 - accuracy: 0.1205 - top-5-accuracy: 0.3439
+
+
+```
+
+```
+
+ 68/176 [==========>...................] - ETA: 17s - loss: 3.7596 - accuracy: 0.1207 - top-5-accuracy: 0.3442
+
+
+```
+
+```
+
+ 69/176 [==========>...................] - ETA: 16s - loss: 3.7602 - accuracy: 0.1210 - top-5-accuracy: 0.3443
+
+
+```
+
+```
+
+ 70/176 [==========>...................] - ETA: 16s - loss: 3.7607 - accuracy: 0.1210 - top-5-accuracy: 0.3444
+
+
+```
+
+```
+
+ 71/176 [===========>..................] - ETA: 16s - loss: 3.7579 - accuracy: 0.1214 - top-5-accuracy: 0.3456
+
+
+```
+
+```
+
+ 72/176 [===========>..................] - ETA: 16s - loss: 3.7575 - accuracy: 0.1213 - top-5-accuracy: 0.3454
+
+
+```
+
+```
+
+ 73/176 [===========>..................] - ETA: 16s - loss: 3.7551 - accuracy: 0.1218 - top-5-accuracy: 0.3461
+
+
+```
+
+```
+
+ 74/176 [===========>..................] - ETA: 16s - loss: 3.7541 - accuracy: 0.1216 - top-5-accuracy: 0.3461
+
+
+```
+
+```
+
+ 75/176 [===========>..................] - ETA: 15s - loss: 3.7524 - accuracy: 0.1218 - top-5-accuracy: 0.3470
+
+
+```
+
+```
+
+ 76/176 [===========>..................] - ETA: 15s - loss: 3.7515 - accuracy: 0.1218 - top-5-accuracy: 0.3471
+
+
+```
+
+```
+
+ 77/176 [============>.................] - ETA: 15s - loss: 3.7523 - accuracy: 0.1220 - top-5-accuracy: 0.3471
+
+
+```
+
+```
+
+ 78/176 [============>.................] - ETA: 15s - loss: 3.7516 - accuracy: 0.1224 - top-5-accuracy: 0.3479
+
+
+```
+
+```
+
+ 79/176 [============>.................] - ETA: 15s - loss: 3.7512 - accuracy: 0.1225 - top-5-accuracy: 0.3481
+
+
+```
+
+```
+
+ 80/176 [============>.................] - ETA: 15s - loss: 3.7534 - accuracy: 0.1225 - top-5-accuracy: 0.3479
+
+
+```
+
+```
+
+ 81/176 [============>.................] - ETA: 15s - loss: 3.7549 - accuracy: 0.1220 - top-5-accuracy: 0.3471
+
+
+```
+
+```
+
+ 82/176 [============>.................] - ETA: 14s - loss: 3.7547 - accuracy: 0.1221 - top-5-accuracy: 0.3469
+
+
+```
+
+```
+
+ 83/176 [=============>................] - ETA: 14s - loss: 3.7551 - accuracy: 0.1217 - top-5-accuracy: 0.3469
+
+
+```
+
+```
+
+ 84/176 [=============>................] - ETA: 14s - loss: 3.7551 - accuracy: 0.1214 - top-5-accuracy: 0.3466
+
+
+```
+
+```
+
+ 85/176 [=============>................] - ETA: 14s - loss: 3.7549 - accuracy: 0.1213 - top-5-accuracy: 0.3462
+
+
+```
+
+```
+
+ 86/176 [=============>................] - ETA: 14s - loss: 3.7550 - accuracy: 0.1215 - top-5-accuracy: 0.3462
+
+
+```
+
+```
+
+ 87/176 [=============>................] - ETA: 14s - loss: 3.7530 - accuracy: 0.1217 - top-5-accuracy: 0.3471
+
+
+```
+
+```
+
+ 88/176 [==============>...............] - ETA: 13s - loss: 3.7537 - accuracy: 0.1217 - top-5-accuracy: 0.3475
+
+
+```
+
+```
+
+ 89/176 [==============>...............] - ETA: 13s - loss: 3.7526 - accuracy: 0.1217 - top-5-accuracy: 0.3481
+
+
+```
+
+```
+
+ 90/176 [==============>...............] - ETA: 13s - loss: 3.7515 - accuracy: 0.1217 - top-5-accuracy: 0.3486
+
+
+```
+
+```
+
+ 91/176 [==============>...............] - ETA: 13s - loss: 3.7503 - accuracy: 0.1221 - top-5-accuracy: 0.3490
+
+
+```
+
+```
+
+ 92/176 [==============>...............] - ETA: 13s - loss: 3.7510 - accuracy: 0.1222 - top-5-accuracy: 0.3491
+
+
+```
+
+```
+
+ 93/176 [==============>...............] - ETA: 13s - loss: 3.7509 - accuracy: 0.1221 - top-5-accuracy: 0.3492
+
+
+```
+
+```
+
+ 94/176 [===============>..............] - ETA: 12s - loss: 3.7499 - accuracy: 0.1224 - top-5-accuracy: 0.3495
+
+
+```
+
+```
+
+ 95/176 [===============>..............] - ETA: 12s - loss: 3.7488 - accuracy: 0.1227 - top-5-accuracy: 0.3501
+
+
+```
+
+```
+
+ 96/176 [===============>..............] - ETA: 12s - loss: 3.7479 - accuracy: 0.1228 - top-5-accuracy: 0.3502
+
+
+```
+
+```
+
+ 97/176 [===============>..............] - ETA: 12s - loss: 3.7477 - accuracy: 0.1229 - top-5-accuracy: 0.3502
+
+
+```
+
+```
+
+ 98/176 [===============>..............] - ETA: 12s - loss: 3.7470 - accuracy: 0.1228 - top-5-accuracy: 0.3504
+
+
+```
+
+```
+
+ 99/176 [===============>..............] - ETA: 12s - loss: 3.7481 - accuracy: 0.1227 - top-5-accuracy: 0.3500
+
+
+```
+
+```
+
+100/176 [================>.............] - ETA: 12s - loss: 3.7474 - accuracy: 0.1227 - top-5-accuracy: 0.3504
+
+
+```
+
+```
+
+101/176 [================>.............] - ETA: 11s - loss: 3.7464 - accuracy: 0.1227 - top-5-accuracy: 0.3507
+
+
+```
+
+```
+
+102/176 [================>.............] - ETA: 11s - loss: 3.7450 - accuracy: 0.1229 - top-5-accuracy: 0.3510
+
+
+```
+
+```
+
+103/176 [================>.............] - ETA: 11s - loss: 3.7445 - accuracy: 0.1230 - top-5-accuracy: 0.3511
+
+
+```
+
+```
+
+104/176 [================>.............] - ETA: 11s - loss: 3.7428 - accuracy: 0.1232 - top-5-accuracy: 0.3514
+
+
+```
+
+```
+
+105/176 [================>.............] - ETA: 11s - loss: 3.7431 - accuracy: 0.1233 - top-5-accuracy: 0.3514
+
+
+```
+
+```
+
+106/176 [=================>............] - ETA: 11s - loss: 3.7429 - accuracy: 0.1232 - top-5-accuracy: 0.3518
+
+
+```
+
+```
+
+107/176 [=================>............] - ETA: 10s - loss: 3.7422 - accuracy: 0.1233 - top-5-accuracy: 0.3520
+
+
+```
+
+```
+
+108/176 [=================>............] - ETA: 10s - loss: 3.7424 - accuracy: 0.1232 - top-5-accuracy: 0.3520
+
+
+```
+
+```
+
+109/176 [=================>............] - ETA: 10s - loss: 3.7409 - accuracy: 0.1235 - top-5-accuracy: 0.3524
+
+
+```
+
+```
+
+110/176 [=================>............] - ETA: 10s - loss: 3.7389 - accuracy: 0.1240 - top-5-accuracy: 0.3531
+
+
+```
+
+```
+
+111/176 [=================>............] - ETA: 10s - loss: 3.7383 - accuracy: 0.1241 - top-5-accuracy: 0.3533
+
+
+```
+
+```
+
+112/176 [==================>...........] - ETA: 10s - loss: 3.7381 - accuracy: 0.1240 - top-5-accuracy: 0.3532
+
+
+```
+
+```
+
+113/176 [==================>...........] - ETA: 9s - loss: 3.7369 - accuracy: 0.1242 - top-5-accuracy: 0.3534
+
+
+```
+
+```
+
+114/176 [==================>...........] - ETA: 9s - loss: 3.7377 - accuracy: 0.1242 - top-5-accuracy: 0.3534
+
+
+```
+
+```
+
+115/176 [==================>...........] - ETA: 9s - loss: 3.7376 - accuracy: 0.1242 - top-5-accuracy: 0.3532
+
+
+```
+
+```
+
+116/176 [==================>...........] - ETA: 9s - loss: 3.7369 - accuracy: 0.1245 - top-5-accuracy: 0.3535
+
+
+```
+
+```
+
+117/176 [==================>...........] - ETA: 9s - loss: 3.7369 - accuracy: 0.1246 - top-5-accuracy: 0.3537
+
+
+```
+
+```
+
+118/176 [===================>..........] - ETA: 9s - loss: 3.7367 - accuracy: 0.1247 - top-5-accuracy: 0.3538
+
+
+```
+
+```
+
+119/176 [===================>..........] - ETA: 9s - loss: 3.7360 - accuracy: 0.1247 - top-5-accuracy: 0.3539
+
+
+```
+
+```
+
+120/176 [===================>..........] - ETA: 8s - loss: 3.7349 - accuracy: 0.1249 - top-5-accuracy: 0.3539
+
+
+```
+
+```
+
+121/176 [===================>..........] - ETA: 8s - loss: 3.7341 - accuracy: 0.1249 - top-5-accuracy: 0.3541
+
+
+```
+
+```
+
+122/176 [===================>..........] - ETA: 8s - loss: 3.7347 - accuracy: 0.1248 - top-5-accuracy: 0.3542
+
+
+```
+
+```
+
+123/176 [===================>..........] - ETA: 8s - loss: 3.7335 - accuracy: 0.1248 - top-5-accuracy: 0.3544
+
+
+```
+
+```
+
+124/176 [====================>.........] - ETA: 8s - loss: 3.7340 - accuracy: 0.1245 - top-5-accuracy: 0.3543
+
+
+```
+
+```
+
+125/176 [====================>.........] - ETA: 8s - loss: 3.7337 - accuracy: 0.1245 - top-5-accuracy: 0.3543
+
+
+```
+
+```
+
+126/176 [====================>.........] - ETA: 7s - loss: 3.7334 - accuracy: 0.1243 - top-5-accuracy: 0.3545
+
+
+```
+
+```
+
+127/176 [====================>.........] - ETA: 7s - loss: 3.7318 - accuracy: 0.1246 - top-5-accuracy: 0.3548
+
+
+```
+
+```
+
+128/176 [====================>.........] - ETA: 7s - loss: 3.7313 - accuracy: 0.1245 - top-5-accuracy: 0.3548
+
+
+```
+
+```
+
+129/176 [====================>.........] - ETA: 7s - loss: 3.7297 - accuracy: 0.1248 - top-5-accuracy: 0.3551
+
+
+```
+
+```
+
+130/176 [=====================>........] - ETA: 7s - loss: 3.7291 - accuracy: 0.1246 - top-5-accuracy: 0.3553
+
+
+```
+
+```
+
+131/176 [=====================>........] - ETA: 7s - loss: 3.7298 - accuracy: 0.1245 - top-5-accuracy: 0.3553
+
+
+```
+
+```
+
+132/176 [=====================>........] - ETA: 6s - loss: 3.7291 - accuracy: 0.1249 - top-5-accuracy: 0.3557
+
+
+```
+
+```
+
+133/176 [=====================>........] - ETA: 6s - loss: 3.7292 - accuracy: 0.1248 - top-5-accuracy: 0.3554
+
+
+```
+
+```
+
+134/176 [=====================>........] - ETA: 6s - loss: 3.7295 - accuracy: 0.1248 - top-5-accuracy: 0.3553
+
+
+```
+
+```
+
+135/176 [======================>.......] - ETA: 6s - loss: 3.7287 - accuracy: 0.1247 - top-5-accuracy: 0.3554
+
+
+```
+
+```
+
+136/176 [======================>.......] - ETA: 6s - loss: 3.7278 - accuracy: 0.1248 - top-5-accuracy: 0.3557
+
+
+```
+
+```
+
+137/176 [======================>.......] - ETA: 6s - loss: 3.7263 - accuracy: 0.1250 - top-5-accuracy: 0.3560
+
+
+```
+
+```
+
+138/176 [======================>.......] - ETA: 6s - loss: 3.7253 - accuracy: 0.1250 - top-5-accuracy: 0.3562
+
+
+```
+
+```
+
+139/176 [======================>.......] - ETA: 5s - loss: 3.7267 - accuracy: 0.1248 - top-5-accuracy: 0.3557
+
+
+```
+
+```
+
+140/176 [======================>.......] - ETA: 5s - loss: 3.7267 - accuracy: 0.1248 - top-5-accuracy: 0.3558
+
+
+```
+
+```
+
+141/176 [=======================>......] - ETA: 5s - loss: 3.7263 - accuracy: 0.1251 - top-5-accuracy: 0.3559
+
+
+```
+
+```
+
+142/176 [=======================>......] - ETA: 5s - loss: 3.7259 - accuracy: 0.1252 - top-5-accuracy: 0.3562
+
+
+```
+
+```
+
+143/176 [=======================>......] - ETA: 5s - loss: 3.7257 - accuracy: 0.1254 - top-5-accuracy: 0.3564
+
+
+```
+
+```
+
+144/176 [=======================>......] - ETA: 5s - loss: 3.7261 - accuracy: 0.1253 - top-5-accuracy: 0.3562
+
+
+```
+
+```
+
+145/176 [=======================>......] - ETA: 4s - loss: 3.7264 - accuracy: 0.1253 - top-5-accuracy: 0.3561
+
+
+```
+
+```
+
+146/176 [=======================>......] - ETA: 4s - loss: 3.7251 - accuracy: 0.1254 - top-5-accuracy: 0.3566
+
+
+```
+
+```
+
+147/176 [========================>.....] - ETA: 4s - loss: 3.7246 - accuracy: 0.1256 - top-5-accuracy: 0.3568
+
+
+```
+
+```
+
+148/176 [========================>.....] - ETA: 4s - loss: 3.7243 - accuracy: 0.1260 - top-5-accuracy: 0.3569
+
+
+```
+
+```
+
+149/176 [========================>.....] - ETA: 4s - loss: 3.7237 - accuracy: 0.1261 - top-5-accuracy: 0.3571
+
+
+```
+
+```
+
+150/176 [========================>.....] - ETA: 4s - loss: 3.7236 - accuracy: 0.1263 - top-5-accuracy: 0.3572
+
+
+```
+
+```
+
+151/176 [========================>.....] - ETA: 3s - loss: 3.7228 - accuracy: 0.1264 - top-5-accuracy: 0.3573
+
+
+```
+
+```
+
+152/176 [========================>.....] - ETA: 3s - loss: 3.7227 - accuracy: 0.1263 - top-5-accuracy: 0.3573
+
+
+```
+
+```
+
+153/176 [=========================>....] - ETA: 3s - loss: 3.7226 - accuracy: 0.1263 - top-5-accuracy: 0.3571
+
+
+```
+
+```
+
+154/176 [=========================>....] - ETA: 3s - loss: 3.7230 - accuracy: 0.1262 - top-5-accuracy: 0.3570
+
+
+```
+
+```
+
+155/176 [=========================>....] - ETA: 3s - loss: 3.7225 - accuracy: 0.1264 - top-5-accuracy: 0.3574
+
+
+```
+
+```
+
+156/176 [=========================>....] - ETA: 3s - loss: 3.7230 - accuracy: 0.1263 - top-5-accuracy: 0.3574
+
+
+```
+
+```
+
+157/176 [=========================>....] - ETA: 3s - loss: 3.7223 - accuracy: 0.1265 - top-5-accuracy: 0.3578
+
+
+```
+
+```
+
+158/176 [=========================>....] - ETA: 2s - loss: 3.7220 - accuracy: 0.1266 - top-5-accuracy: 0.3577
+
+
+```
+
+```
+
+159/176 [==========================>...] - ETA: 2s - loss: 3.7222 - accuracy: 0.1265 - top-5-accuracy: 0.3576
+
+
+```
+
+```
+
+160/176 [==========================>...] - ETA: 2s - loss: 3.7208 - accuracy: 0.1269 - top-5-accuracy: 0.3580
+
+
+```
+
+```
+
+161/176 [==========================>...] - ETA: 2s - loss: 3.7204 - accuracy: 0.1269 - top-5-accuracy: 0.3580
+
+
+```
+
+```
+
+162/176 [==========================>...] - ETA: 2s - loss: 3.7206 - accuracy: 0.1268 - top-5-accuracy: 0.3578
+
+
+```
+
+```
+
+163/176 [==========================>...] - ETA: 2s - loss: 3.7210 - accuracy: 0.1269 - top-5-accuracy: 0.3576
+
+
+```
+
+```
+
+164/176 [==========================>...] - ETA: 1s - loss: 3.7205 - accuracy: 0.1271 - top-5-accuracy: 0.3578
+
+
+```
+
+```
+
+165/176 [===========================>..] - ETA: 1s - loss: 3.7203 - accuracy: 0.1270 - top-5-accuracy: 0.3578
+
+
+```
+
+```
+
+166/176 [===========================>..] - ETA: 1s - loss: 3.7206 - accuracy: 0.1271 - top-5-accuracy: 0.3581
+
+
+```
+
+```
+
+167/176 [===========================>..] - ETA: 1s - loss: 3.7210 - accuracy: 0.1271 - top-5-accuracy: 0.3578
+
+
+```
+
+```
+
+168/176 [===========================>..] - ETA: 1s - loss: 3.7210 - accuracy: 0.1271 - top-5-accuracy: 0.3577
+
+
+```
+
+```
+
+169/176 [===========================>..] - ETA: 1s - loss: 3.7193 - accuracy: 0.1271 - top-5-accuracy: 0.3580
+
+
+```
+
+```
+
+170/176 [===========================>..] - ETA: 0s - loss: 3.7184 - accuracy: 0.1272 - top-5-accuracy: 0.3581
+
+
+```
+
+```
+
+171/176 [============================>.] - ETA: 0s - loss: 3.7175 - accuracy: 0.1275 - top-5-accuracy: 0.3584
+
+
+```
+
+```
+
+172/176 [============================>.] - ETA: 0s - loss: 3.7170 - accuracy: 0.1278 - top-5-accuracy: 0.3586
+
+
+```
+
+```
+
+173/176 [============================>.] - ETA: 0s - loss: 3.7156 - accuracy: 0.1282 - top-5-accuracy: 0.3589
+
+
+```
+
+```
+
+174/176 [============================>.] - ETA: 0s - loss: 3.7150 - accuracy: 0.1282 - top-5-accuracy: 0.3589
+
+
+```
+
+```
+
+175/176 [============================>.] - ETA: 0s - loss: 3.7144 - accuracy: 0.1282 - top-5-accuracy: 0.3594
+
+
+```
+
+```
+
+176/176 [==============================] - ETA: 0s - loss: 3.7144 - accuracy: 0.1282 - top-5-accuracy: 0.3594
+
+
+```
+
+```
+
+176/176 [==============================] - 29s 164ms/step - loss: 3.7144 - accuracy: 0.1282 - top-5-accuracy: 0.3594 - val_loss: 3.3693 - val_accuracy: 0.1988 - val_top-5-accuracy: 0.4694
+
+
+
+```
+Epoch 4/50
+
+```
+
+
+ 1/176 [..............................] - ETA: 27s - loss: 3.7039 - accuracy: 0.1406 - top-5-accuracy: 0.3789
+
+
+```
+
+```
+
+ 2/176 [..............................] - ETA: 27s - loss: 3.6278 - accuracy: 0.1328 - top-5-accuracy: 0.3926
+
+
+```
+
+```
+
+ 3/176 [..............................] - ETA: 27s - loss: 3.6207 - accuracy: 0.1315 - top-5-accuracy: 0.3906
+
+
+```
+
+```
+
+ 4/176 [..............................] - ETA: 27s - loss: 3.6153 - accuracy: 0.1377 - top-5-accuracy: 0.3789
+
+
+```
+
+```
+
+ 5/176 [..............................] - ETA: 27s - loss: 3.6160 - accuracy: 0.1367 - top-5-accuracy: 0.3820
+
+
+```
+
+```
+
+ 6/176 [>.............................] - ETA: 26s - loss: 3.6199 - accuracy: 0.1380 - top-5-accuracy: 0.3854
+
+
+```
+
+```
+
+ 7/176 [>.............................] - ETA: 26s - loss: 3.6015 - accuracy: 0.1384 - top-5-accuracy: 0.3817
+
+
+```
+
+```
+
+ 8/176 [>.............................] - ETA: 26s - loss: 3.5841 - accuracy: 0.1377 - top-5-accuracy: 0.3877
+
+
+```
+
+```
+
+ 9/176 [>.............................] - ETA: 26s - loss: 3.5960 - accuracy: 0.1359 - top-5-accuracy: 0.3867
+
+
+```
+
+```
+
+ 10/176 [>.............................] - ETA: 26s - loss: 3.5908 - accuracy: 0.1375 - top-5-accuracy: 0.3867
+
+
+```
+
+```
+
+ 11/176 [>.............................] - ETA: 26s - loss: 3.5906 - accuracy: 0.1410 - top-5-accuracy: 0.3853
+
+
+```
+
+```
+
+ 12/176 [=>............................] - ETA: 25s - loss: 3.5902 - accuracy: 0.1429 - top-5-accuracy: 0.3870
+
+
+```
+
+```
+
+ 13/176 [=>............................] - ETA: 25s - loss: 3.5843 - accuracy: 0.1457 - top-5-accuracy: 0.3891
+
+
+```
+
+```
+
+ 14/176 [=>............................] - ETA: 25s - loss: 3.5767 - accuracy: 0.1484 - top-5-accuracy: 0.3929
+
+
+```
+
+```
+
+ 15/176 [=>............................] - ETA: 25s - loss: 3.5786 - accuracy: 0.1474 - top-5-accuracy: 0.3914
+
+
+```
+
+```
+
+ 16/176 [=>............................] - ETA: 25s - loss: 3.5738 - accuracy: 0.1470 - top-5-accuracy: 0.3940
+
+
+```
+
+```
+
+ 17/176 [=>............................] - ETA: 25s - loss: 3.5797 - accuracy: 0.1480 - top-5-accuracy: 0.3957
+
+
+```
+
+```
+
+ 18/176 [==>...........................] - ETA: 24s - loss: 3.5808 - accuracy: 0.1480 - top-5-accuracy: 0.3947
+
+
+```
+
+```
+
+ 19/176 [==>...........................] - ETA: 24s - loss: 3.5737 - accuracy: 0.1497 - top-5-accuracy: 0.3986
+
+
+```
+
+```
+
+ 20/176 [==>...........................] - ETA: 24s - loss: 3.5712 - accuracy: 0.1500 - top-5-accuracy: 0.3994
+
+
+```
+
+```
+
+ 21/176 [==>...........................] - ETA: 24s - loss: 3.5645 - accuracy: 0.1518 - top-5-accuracy: 0.4022
+
+
+```
+
+```
+
+ 22/176 [==>...........................] - ETA: 24s - loss: 3.5682 - accuracy: 0.1513 - top-5-accuracy: 0.4004
+
+
+```
+
+```
+
+ 23/176 [==>...........................] - ETA: 24s - loss: 3.5729 - accuracy: 0.1495 - top-5-accuracy: 0.3998
+
+
+```
+
+```
+
+ 24/176 [===>..........................] - ETA: 24s - loss: 3.5658 - accuracy: 0.1497 - top-5-accuracy: 0.4007
+
+
+```
+
+```
+
+ 25/176 [===>..........................] - ETA: 23s - loss: 3.5669 - accuracy: 0.1494 - top-5-accuracy: 0.3992
+
+
+```
+
+```
+
+ 26/176 [===>..........................] - ETA: 23s - loss: 3.5724 - accuracy: 0.1478 - top-5-accuracy: 0.3983
+
+
+```
+
+```
+
+ 27/176 [===>..........................] - ETA: 23s - loss: 3.5769 - accuracy: 0.1481 - top-5-accuracy: 0.3977
+
+
+```
+
+```
+
+ 28/176 [===>..........................] - ETA: 23s - loss: 3.5763 - accuracy: 0.1480 - top-5-accuracy: 0.3973
+
+
+```
+
+```
+
+ 29/176 [===>..........................] - ETA: 23s - loss: 3.5751 - accuracy: 0.1480 - top-5-accuracy: 0.3982
+
+
+```
+
+```
+
+ 30/176 [====>.........................] - ETA: 23s - loss: 3.5810 - accuracy: 0.1484 - top-5-accuracy: 0.3970
+
+
+```
+
+```
+
+ 31/176 [====>.........................] - ETA: 22s - loss: 3.5783 - accuracy: 0.1478 - top-5-accuracy: 0.3963
+
+
+```
+
+```
+
+ 32/176 [====>.........................] - ETA: 22s - loss: 3.5799 - accuracy: 0.1475 - top-5-accuracy: 0.3961
+
+
+```
+
+```
+
+ 33/176 [====>.........................] - ETA: 22s - loss: 3.5766 - accuracy: 0.1478 - top-5-accuracy: 0.3955
+
+
+```
+
+```
+
+ 34/176 [====>.........................] - ETA: 22s - loss: 3.5771 - accuracy: 0.1486 - top-5-accuracy: 0.3957
+
+
+```
+
+```
+
+ 35/176 [====>.........................] - ETA: 22s - loss: 3.5796 - accuracy: 0.1483 - top-5-accuracy: 0.3955
+
+
+```
+
+```
+
+ 36/176 [=====>........................] - ETA: 22s - loss: 3.5795 - accuracy: 0.1480 - top-5-accuracy: 0.3953
+
+
+```
+
+```
+
+ 37/176 [=====>........................] - ETA: 21s - loss: 3.5789 - accuracy: 0.1483 - top-5-accuracy: 0.3956
+
+
+```
+
+```
+
+ 38/176 [=====>........................] - ETA: 21s - loss: 3.5822 - accuracy: 0.1484 - top-5-accuracy: 0.3948
+
+
+```
+
+```
+
+ 39/176 [=====>........................] - ETA: 21s - loss: 3.5793 - accuracy: 0.1496 - top-5-accuracy: 0.3954
+
+
+```
+
+```
+
+ 40/176 [=====>........................] - ETA: 21s - loss: 3.5780 - accuracy: 0.1494 - top-5-accuracy: 0.3956
+
+
+```
+
+```
+
+ 41/176 [=====>........................] - ETA: 21s - loss: 3.5750 - accuracy: 0.1500 - top-5-accuracy: 0.3964
+
+
+```
+
+```
+
+ 42/176 [======>.......................] - ETA: 21s - loss: 3.5760 - accuracy: 0.1498 - top-5-accuracy: 0.3976
+
+
+```
+
+```
+
+ 43/176 [======>.......................] - ETA: 21s - loss: 3.5743 - accuracy: 0.1503 - top-5-accuracy: 0.3984
+
+
+```
+
+```
+
+ 44/176 [======>.......................] - ETA: 20s - loss: 3.5747 - accuracy: 0.1499 - top-5-accuracy: 0.3986
+
+
+```
+
+```
+
+ 45/176 [======>.......................] - ETA: 20s - loss: 3.5756 - accuracy: 0.1506 - top-5-accuracy: 0.3990
+
+
+```
+
+```
+
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+
+
+```
+
+```
+
+ 47/176 [=======>......................] - ETA: 20s - loss: 3.5767 - accuracy: 0.1512 - top-5-accuracy: 0.3986
+
+
+```
+
+```
+
+ 48/176 [=======>......................] - ETA: 20s - loss: 3.5751 - accuracy: 0.1507 - top-5-accuracy: 0.3991
+
+
+```
+
+```
+
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+
+
+```
+
+```
+
+ 50/176 [=======>......................] - ETA: 19s - loss: 3.5762 - accuracy: 0.1498 - top-5-accuracy: 0.3995
+
+
+```
+
+```
+
+ 51/176 [=======>......................] - ETA: 19s - loss: 3.5783 - accuracy: 0.1500 - top-5-accuracy: 0.3987
+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
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+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
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+
+```
+
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+
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+
+```
+
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+
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+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
+ 78/176 [============>.................] - ETA: 15s - loss: 3.5766 - accuracy: 0.1512 - top-5-accuracy: 0.4006
+
+
+```
+
+```
+
+ 79/176 [============>.................] - ETA: 15s - loss: 3.5767 - accuracy: 0.1511 - top-5-accuracy: 0.4003
+
+
+```
+
+```
+
+ 80/176 [============>.................] - ETA: 15s - loss: 3.5770 - accuracy: 0.1511 - top-5-accuracy: 0.4005
+
+
+```
+
+```
+
+ 81/176 [============>.................] - ETA: 15s - loss: 3.5773 - accuracy: 0.1510 - top-5-accuracy: 0.4003
+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
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+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
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+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
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+```
+
+```
+
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+
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+```
+
+```
+
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+
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+```
+
+```
+
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+
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+```
+
+```
+
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+
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+```
+
+```
+
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+
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+```
+
+```
+
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+
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+
+```
+
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+
+
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+
+```
+
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+
+
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+
+```
+
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+
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+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
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+
+```
+
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+
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+```
+
+```
+
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+
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+
+```
+
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+
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+
+```
+
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+
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+```
+
+```
+
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+
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+```
+
+```
+
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+
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+```
+
+```
+
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+
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+```
+
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+
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+
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+
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+
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+
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+
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+
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+
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+```
+
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+
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+
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+```
+
+```
+
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+
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+```
+
+```
+
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+
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+```
+
+```
+
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+
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+```
+
+```
+
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+
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+```
+
+```
+
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+
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+```
+
+```
+
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+
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+```
+
+```
+
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+
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+```
+
+```
+
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+
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+```
+
+```
+
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+
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+```
+
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+
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+
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+```
+
+```
+
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+
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+```
+
+```
+
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+
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+```
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+```
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+
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+```
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+```
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+
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+```
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+```
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+
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+
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+
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+
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+
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+```
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+
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+```
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+
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+```
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+
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+```
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+
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+```
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+
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+```
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+```
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+
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+```
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+
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+
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+```
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+
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+
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+
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+
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+
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+
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+
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+
+170/176 [===========================>..] - ETA: 0s - loss: 3.5444 - accuracy: 0.1560 - top-5-accuracy: 0.4092
+
+
+```
+
+```
+
+171/176 [============================>.] - ETA: 0s - loss: 3.5442 - accuracy: 0.1561 - top-5-accuracy: 0.4093
+
+
+```
+
+```
+
+172/176 [============================>.] - ETA: 0s - loss: 3.5441 - accuracy: 0.1561 - top-5-accuracy: 0.4095
+
+
+```
+
+```
+
+173/176 [============================>.] - ETA: 0s - loss: 3.5438 - accuracy: 0.1562 - top-5-accuracy: 0.4098
+
+
+```
+
+```
+
+174/176 [============================>.] - ETA: 0s - loss: 3.5441 - accuracy: 0.1560 - top-5-accuracy: 0.4096
+
+
+```
+
+```
+
+175/176 [============================>.] - ETA: 0s - loss: 3.5446 - accuracy: 0.1560 - top-5-accuracy: 0.4096
+
+
+```
+
+```
+
+176/176 [==============================] - ETA: 0s - loss: 3.5437 - accuracy: 0.1562 - top-5-accuracy: 0.4099
+
+
+```
+
+```
+
+176/176 [==============================] - 29s 164ms/step - loss: 3.5437 - accuracy: 0.1562 - top-5-accuracy: 0.4099 - val_loss: 3.2583 - val_accuracy: 0.2194 - val_top-5-accuracy: 0.4918
+
+
+
+```
+Epoch 5/50
+
+```
+
+
+ 1/176 [..............................] - ETA: 27s - loss: 3.4525 - accuracy: 0.1602 - top-5-accuracy: 0.4414
+
+
+```
+
+```
+
+ 2/176 [..............................] - ETA: 27s - loss: 3.4352 - accuracy: 0.1484 - top-5-accuracy: 0.4336
+
+
+```
+
+```
+
+ 3/176 [..............................] - ETA: 27s - loss: 3.4172 - accuracy: 0.1641 - top-5-accuracy: 0.4414
+
+
+```
+
+```
+
+ 4/176 [..............................] - ETA: 27s - loss: 3.3951 - accuracy: 0.1650 - top-5-accuracy: 0.4473
+
+
+```
+
+```
+
+ 5/176 [..............................] - ETA: 27s - loss: 3.4065 - accuracy: 0.1664 - top-5-accuracy: 0.4516
+
+
+```
+
+```
+
+ 6/176 [>.............................] - ETA: 27s - loss: 3.4133 - accuracy: 0.1673 - top-5-accuracy: 0.4492
+
+
+```
+
+```
+
+ 7/176 [>.............................] - ETA: 26s - loss: 3.4037 - accuracy: 0.1763 - top-5-accuracy: 0.4515
+
+
+```
+
+```
+
+ 8/176 [>.............................] - ETA: 26s - loss: 3.4151 - accuracy: 0.1709 - top-5-accuracy: 0.4487
+
+
+```
+
+```
+
+ 9/176 [>.............................] - ETA: 26s - loss: 3.4106 - accuracy: 0.1706 - top-5-accuracy: 0.4505
+
+
+```
+
+```
+
+ 10/176 [>.............................] - ETA: 26s - loss: 3.3989 - accuracy: 0.1738 - top-5-accuracy: 0.4543
+
+
+```
+
+```
+
+ 11/176 [>.............................] - ETA: 26s - loss: 3.3977 - accuracy: 0.1719 - top-5-accuracy: 0.4553
+
+
+```
+
+```
+
+ 12/176 [=>............................] - ETA: 26s - loss: 3.4126 - accuracy: 0.1725 - top-5-accuracy: 0.4525
+
+
+```
+
+```
+
+ 13/176 [=>............................] - ETA: 25s - loss: 3.4082 - accuracy: 0.1731 - top-5-accuracy: 0.4537
+
+
+```
+
+```
+
+ 14/176 [=>............................] - ETA: 25s - loss: 3.4060 - accuracy: 0.1755 - top-5-accuracy: 0.4554
+
+
+```
+
+```
+
+ 15/176 [=>............................] - ETA: 25s - loss: 3.4100 - accuracy: 0.1734 - top-5-accuracy: 0.4531
+
+
+```
+
+```
+
+ 16/176 [=>............................] - ETA: 25s - loss: 3.4186 - accuracy: 0.1699 - top-5-accuracy: 0.4490
+
+
+```
+
+```
+
+ 17/176 [=>............................] - ETA: 25s - loss: 3.4277 - accuracy: 0.1684 - top-5-accuracy: 0.4485
+
+
+```
+
+```
+
+ 18/176 [==>...........................] - ETA: 25s - loss: 3.4317 - accuracy: 0.1684 - top-5-accuracy: 0.4494
+
+
+```
+
+```
+
+ 19/176 [==>...........................] - ETA: 24s - loss: 3.4272 - accuracy: 0.1678 - top-5-accuracy: 0.4492
+
+
+```
+
+```
+
+ 20/176 [==>...........................] - ETA: 24s - loss: 3.4222 - accuracy: 0.1678 - top-5-accuracy: 0.4510
+
+
+```
+
+```
+
+ 21/176 [==>...........................] - ETA: 24s - loss: 3.4268 - accuracy: 0.1670 - top-5-accuracy: 0.4483
+
+
+```
+
+```
+
+ 22/176 [==>...........................] - ETA: 24s - loss: 3.4384 - accuracy: 0.1669 - top-5-accuracy: 0.4450
+
+
+```
+
+```
+
+ 23/176 [==>...........................] - ETA: 24s - loss: 3.4417 - accuracy: 0.1653 - top-5-accuracy: 0.4429
+
+
+```
+
+```
+
+ 24/176 [===>..........................] - ETA: 24s - loss: 3.4435 - accuracy: 0.1655 - top-5-accuracy: 0.4424
+
+
+```
+
+```
+
+ 25/176 [===>..........................] - ETA: 24s - loss: 3.4458 - accuracy: 0.1656 - top-5-accuracy: 0.4411
+
+
+```
+
+```
+
+ 26/176 [===>..........................] - ETA: 23s - loss: 3.4524 - accuracy: 0.1642 - top-5-accuracy: 0.4386
+
+
+```
+
+```
+
+ 27/176 [===>..........................] - ETA: 23s - loss: 3.4484 - accuracy: 0.1644 - top-5-accuracy: 0.4387
+
+
+```
+
+```
+
+ 28/176 [===>..........................] - ETA: 23s - loss: 3.4462 - accuracy: 0.1642 - top-5-accuracy: 0.4392
+
+
+```
+
+```
+
+ 29/176 [===>..........................] - ETA: 23s - loss: 3.4425 - accuracy: 0.1650 - top-5-accuracy: 0.4406
+
+
+```
+
+```
+
+ 30/176 [====>.........................] - ETA: 23s - loss: 3.4440 - accuracy: 0.1646 - top-5-accuracy: 0.4391
+
+
+```
+
+```
+
+ 31/176 [====>.........................] - ETA: 23s - loss: 3.4419 - accuracy: 0.1667 - top-5-accuracy: 0.4413
+
+
+```
+
+```
+
+ 32/176 [====>.........................] - ETA: 22s - loss: 3.4427 - accuracy: 0.1666 - top-5-accuracy: 0.4412
+
+
+```
+
+```
+
+ 33/176 [====>.........................] - ETA: 22s - loss: 3.4485 - accuracy: 0.1664 - top-5-accuracy: 0.4413
+
+
+```
+
+```
+
+ 34/176 [====>.........................] - ETA: 22s - loss: 3.4485 - accuracy: 0.1667 - top-5-accuracy: 0.4405
+
+
+```
+
+```
+
+ 35/176 [====>.........................] - ETA: 22s - loss: 3.4490 - accuracy: 0.1662 - top-5-accuracy: 0.4395
+
+
+```
+
+```
+
+ 36/176 [=====>........................] - ETA: 22s - loss: 3.4507 - accuracy: 0.1651 - top-5-accuracy: 0.4384
+
+
+```
+
+```
+
+ 37/176 [=====>........................] - ETA: 22s - loss: 3.4504 - accuracy: 0.1654 - top-5-accuracy: 0.4392
+
+
+```
+
+```
+
+ 38/176 [=====>........................] - ETA: 21s - loss: 3.4472 - accuracy: 0.1662 - top-5-accuracy: 0.4399
+
+
+```
+
+```
+
+ 39/176 [=====>........................] - ETA: 21s - loss: 3.4443 - accuracy: 0.1673 - top-5-accuracy: 0.4404
+
+
+```
+
+```
+
+ 40/176 [=====>........................] - ETA: 21s - loss: 3.4458 - accuracy: 0.1673 - top-5-accuracy: 0.4405
+
+
+```
+
+```
+
+ 41/176 [=====>........................] - ETA: 21s - loss: 3.4418 - accuracy: 0.1675 - top-5-accuracy: 0.4425
+
+
+```
+
+```
+
+ 42/176 [======>.......................] - ETA: 21s - loss: 3.4407 - accuracy: 0.1680 - top-5-accuracy: 0.4429
+
+
+```
+
+```
+
+ 43/176 [======>.......................] - ETA: 21s - loss: 3.4387 - accuracy: 0.1684 - top-5-accuracy: 0.4430
+
+
+```
+
+```
+
+ 44/176 [======>.......................] - ETA: 20s - loss: 3.4356 - accuracy: 0.1689 - top-5-accuracy: 0.4436
+
+
+```
+
+```
+
+ 45/176 [======>.......................] - ETA: 20s - loss: 3.4337 - accuracy: 0.1683 - top-5-accuracy: 0.4442
+
+
+```
+
+```
+
+ 46/176 [======>.......................] - ETA: 20s - loss: 3.4400 - accuracy: 0.1670 - top-5-accuracy: 0.4422
+
+
+```
+
+```
+
+ 47/176 [=======>......................] - ETA: 20s - loss: 3.4367 - accuracy: 0.1671 - top-5-accuracy: 0.4432
+
+
+```
+
+```
+
+ 48/176 [=======>......................] - ETA: 20s - loss: 3.4388 - accuracy: 0.1676 - top-5-accuracy: 0.4432
+
+
+```
+
+```
+
+ 49/176 [=======>......................] - ETA: 20s - loss: 3.4368 - accuracy: 0.1678 - top-5-accuracy: 0.4426
+
+
+```
+
+```
+
+ 50/176 [=======>......................] - ETA: 20s - loss: 3.4377 - accuracy: 0.1670 - top-5-accuracy: 0.4423
+
+
+```
+
+```
+
+ 51/176 [=======>......................] - ETA: 19s - loss: 3.4399 - accuracy: 0.1669 - top-5-accuracy: 0.4429
+
+
+```
+
+```
+
+ 52/176 [=======>......................] - ETA: 19s - loss: 3.4405 - accuracy: 0.1663 - top-5-accuracy: 0.4425
+
+
+```
+
+```
+
+ 53/176 [========>.....................] - ETA: 19s - loss: 3.4390 - accuracy: 0.1664 - top-5-accuracy: 0.4426
+
+
+```
+
+```
+
+ 54/176 [========>.....................] - ETA: 19s - loss: 3.4384 - accuracy: 0.1670 - top-5-accuracy: 0.4426
+
+
+```
+
+```
+
+ 55/176 [========>.....................] - ETA: 19s - loss: 3.4397 - accuracy: 0.1673 - top-5-accuracy: 0.4425
+
+
+```
+
+```
+
+ 56/176 [========>.....................] - ETA: 19s - loss: 3.4420 - accuracy: 0.1670 - top-5-accuracy: 0.4411
+
+
+```
+
+```
+
+ 57/176 [========>.....................] - ETA: 18s - loss: 3.4398 - accuracy: 0.1674 - top-5-accuracy: 0.4419
+
+
+```
+
+```
+
+ 58/176 [========>.....................] - ETA: 18s - loss: 3.4383 - accuracy: 0.1676 - top-5-accuracy: 0.4419
+
+
+```
+
+```
+
+ 59/176 [=========>....................] - ETA: 18s - loss: 3.4396 - accuracy: 0.1676 - top-5-accuracy: 0.4417
+
+
+```
+
+```
+
+ 60/176 [=========>....................] - ETA: 18s - loss: 3.4362 - accuracy: 0.1683 - top-5-accuracy: 0.4424
+
+
+```
+
+```
+
+ 61/176 [=========>....................] - ETA: 18s - loss: 3.4332 - accuracy: 0.1690 - top-5-accuracy: 0.4431
+
+
+```
+
+```
+
+ 62/176 [=========>....................] - ETA: 18s - loss: 3.4311 - accuracy: 0.1696 - top-5-accuracy: 0.4432
+
+
+```
+
+```
+
+ 63/176 [=========>....................] - ETA: 17s - loss: 3.4330 - accuracy: 0.1700 - top-5-accuracy: 0.4423
+
+
+```
+
+```
+
+ 64/176 [=========>....................] - ETA: 17s - loss: 3.4314 - accuracy: 0.1708 - top-5-accuracy: 0.4427
+
+
+```
+
+```
+
+ 65/176 [==========>...................] - ETA: 17s - loss: 3.4333 - accuracy: 0.1706 - top-5-accuracy: 0.4424
+
+
+```
+
+```
+
+ 66/176 [==========>...................] - ETA: 17s - loss: 3.4322 - accuracy: 0.1714 - top-5-accuracy: 0.4431
+
+
+```
+
+```
+
+ 67/176 [==========>...................] - ETA: 17s - loss: 3.4329 - accuracy: 0.1711 - top-5-accuracy: 0.4431
+
+
+```
+
+```
+
+ 68/176 [==========>...................] - ETA: 17s - loss: 3.4336 - accuracy: 0.1712 - top-5-accuracy: 0.4431
+
+
+```
+
+```
+
+ 69/176 [==========>...................] - ETA: 16s - loss: 3.4326 - accuracy: 0.1710 - top-5-accuracy: 0.4435
+
+
+```
+
+```
+
+ 70/176 [==========>...................] - ETA: 16s - loss: 3.4321 - accuracy: 0.1713 - top-5-accuracy: 0.4435
+
+
+```
+
+```
+
+ 71/176 [===========>..................] - ETA: 16s - loss: 3.4315 - accuracy: 0.1716 - top-5-accuracy: 0.4437
+
+
+```
+
+```
+
+ 72/176 [===========>..................] - ETA: 16s - loss: 3.4321 - accuracy: 0.1717 - top-5-accuracy: 0.4434
+
+
+```
+
+```
+
+ 73/176 [===========>..................] - ETA: 16s - loss: 3.4282 - accuracy: 0.1725 - top-5-accuracy: 0.4447
+
+
+```
+
+```
+
+ 74/176 [===========>..................] - ETA: 16s - loss: 3.4273 - accuracy: 0.1726 - top-5-accuracy: 0.4445
+
+
+```
+
+```
+
+ 75/176 [===========>..................] - ETA: 16s - loss: 3.4274 - accuracy: 0.1727 - top-5-accuracy: 0.4443
+
+
+```
+
+```
+
+ 76/176 [===========>..................] - ETA: 15s - loss: 3.4273 - accuracy: 0.1727 - top-5-accuracy: 0.4440
+
+
+```
+
+```
+
+ 77/176 [============>.................] - ETA: 15s - loss: 3.4269 - accuracy: 0.1729 - top-5-accuracy: 0.4443
+
+
+```
+
+```
+
+ 78/176 [============>.................] - ETA: 15s - loss: 3.4258 - accuracy: 0.1728 - top-5-accuracy: 0.4447
+
+
+```
+
+```
+
+ 79/176 [============>.................] - ETA: 15s - loss: 3.4255 - accuracy: 0.1730 - top-5-accuracy: 0.4444
+
+
+```
+
+```
+
+ 80/176 [============>.................] - ETA: 15s - loss: 3.4253 - accuracy: 0.1733 - top-5-accuracy: 0.4446
+
+
+```
+
+```
+
+ 81/176 [============>.................] - ETA: 15s - loss: 3.4261 - accuracy: 0.1733 - top-5-accuracy: 0.4444
+
+
+```
+
+```
+
+ 82/176 [============>.................] - ETA: 14s - loss: 3.4267 - accuracy: 0.1727 - top-5-accuracy: 0.4440
+
+
+```
+
+```
+
+ 83/176 [=============>................] - ETA: 14s - loss: 3.4253 - accuracy: 0.1724 - top-5-accuracy: 0.4442
+
+
+```
+
+```
+
+ 84/176 [=============>................] - ETA: 14s - loss: 3.4239 - accuracy: 0.1729 - top-5-accuracy: 0.4445
+
+
+```
+
+```
+
+ 85/176 [=============>................] - ETA: 14s - loss: 3.4247 - accuracy: 0.1729 - top-5-accuracy: 0.4440
+
+
+```
+
+```
+
+ 86/176 [=============>................] - ETA: 14s - loss: 3.4248 - accuracy: 0.1731 - top-5-accuracy: 0.4442
+
+
+```
+
+```
+
+ 87/176 [=============>................] - ETA: 14s - loss: 3.4243 - accuracy: 0.1731 - top-5-accuracy: 0.4447
+
+
+```
+
+```
+
+ 88/176 [==============>...............] - ETA: 13s - loss: 3.4234 - accuracy: 0.1733 - top-5-accuracy: 0.4451
+
+
+```
+
+```
+
+ 89/176 [==============>...............] - ETA: 13s - loss: 3.4239 - accuracy: 0.1734 - top-5-accuracy: 0.4447
+
+
+```
+
+```
+
+ 90/176 [==============>...............] - ETA: 13s - loss: 3.4239 - accuracy: 0.1733 - top-5-accuracy: 0.4445
+
+
+```
+
+```
+
+ 91/176 [==============>...............] - ETA: 13s - loss: 3.4230 - accuracy: 0.1735 - top-5-accuracy: 0.4447
+
+
+```
+
+```
+
+ 92/176 [==============>...............] - ETA: 13s - loss: 3.4220 - accuracy: 0.1738 - top-5-accuracy: 0.4449
+
+
+```
+
+```
+
+ 93/176 [==============>...............] - ETA: 13s - loss: 3.4223 - accuracy: 0.1736 - top-5-accuracy: 0.4448
+
+
+```
+
+```
+
+ 94/176 [===============>..............] - ETA: 13s - loss: 3.4219 - accuracy: 0.1736 - top-5-accuracy: 0.4445
+
+
+```
+
+```
+
+ 95/176 [===============>..............] - ETA: 12s - loss: 3.4228 - accuracy: 0.1737 - top-5-accuracy: 0.4446
+
+
+```
+
+```
+
+ 96/176 [===============>..............] - ETA: 12s - loss: 3.4229 - accuracy: 0.1737 - top-5-accuracy: 0.4445
+
+
+```
+
+```
+
+ 97/176 [===============>..............] - ETA: 12s - loss: 3.4228 - accuracy: 0.1738 - top-5-accuracy: 0.4440
+
+
+```
+
+```
+
+ 98/176 [===============>..............] - ETA: 12s - loss: 3.4208 - accuracy: 0.1744 - top-5-accuracy: 0.4442
+
+
+```
+
+```
+
+ 99/176 [===============>..............] - ETA: 12s - loss: 3.4208 - accuracy: 0.1736 - top-5-accuracy: 0.4443
+
+
+```
+
+```
+
+100/176 [================>.............] - ETA: 12s - loss: 3.4185 - accuracy: 0.1739 - top-5-accuracy: 0.4448
+
+
+```
+
+```
+
+101/176 [================>.............] - ETA: 11s - loss: 3.4184 - accuracy: 0.1738 - top-5-accuracy: 0.4450
+
+
+```
+
+```
+
+102/176 [================>.............] - ETA: 11s - loss: 3.4177 - accuracy: 0.1739 - top-5-accuracy: 0.4450
+
+
+```
+
+```
+
+103/176 [================>.............] - ETA: 11s - loss: 3.4180 - accuracy: 0.1738 - top-5-accuracy: 0.4449
+
+
+```
+
+```
+
+104/176 [================>.............] - ETA: 11s - loss: 3.4184 - accuracy: 0.1738 - top-5-accuracy: 0.4447
+
+
+```
+
+```
+
+105/176 [================>.............] - ETA: 11s - loss: 3.4180 - accuracy: 0.1744 - top-5-accuracy: 0.4452
+
+
+```
+
+```
+
+106/176 [=================>............] - ETA: 11s - loss: 3.4174 - accuracy: 0.1744 - top-5-accuracy: 0.4452
+
+
+```
+
+```
+
+107/176 [=================>............] - ETA: 10s - loss: 3.4165 - accuracy: 0.1744 - top-5-accuracy: 0.4456
+
+
+```
+
+```
+
+108/176 [=================>............] - ETA: 10s - loss: 3.4156 - accuracy: 0.1745 - top-5-accuracy: 0.4458
+
+
+```
+
+```
+
+109/176 [=================>............] - ETA: 10s - loss: 3.4157 - accuracy: 0.1746 - top-5-accuracy: 0.4459
+
+
+```
+
+```
+
+110/176 [=================>............] - ETA: 10s - loss: 3.4132 - accuracy: 0.1750 - top-5-accuracy: 0.4467
+
+
+```
+
+```
+
+111/176 [=================>............] - ETA: 10s - loss: 3.4135 - accuracy: 0.1748 - top-5-accuracy: 0.4472
+
+
+```
+
+```
+
+112/176 [==================>...........] - ETA: 10s - loss: 3.4125 - accuracy: 0.1750 - top-5-accuracy: 0.4472
+
+
+```
+
+```
+
+113/176 [==================>...........] - ETA: 10s - loss: 3.4124 - accuracy: 0.1750 - top-5-accuracy: 0.4474
+
+
+```
+
+```
+
+114/176 [==================>...........] - ETA: 9s - loss: 3.4124 - accuracy: 0.1751 - top-5-accuracy: 0.4477
+
+
+```
+
+```
+
+115/176 [==================>...........] - ETA: 9s - loss: 3.4111 - accuracy: 0.1755 - top-5-accuracy: 0.4481
+
+
+```
+
+```
+
+116/176 [==================>...........] - ETA: 9s - loss: 3.4106 - accuracy: 0.1758 - top-5-accuracy: 0.4483
+
+
+```
+
+```
+
+117/176 [==================>...........] - ETA: 9s - loss: 3.4105 - accuracy: 0.1760 - top-5-accuracy: 0.4484
+
+
+```
+
+```
+
+118/176 [===================>..........] - ETA: 9s - loss: 3.4093 - accuracy: 0.1764 - top-5-accuracy: 0.4490
+
+
+```
+
+```
+
+119/176 [===================>..........] - ETA: 9s - loss: 3.4083 - accuracy: 0.1767 - top-5-accuracy: 0.4495
+
+
+```
+
+```
+
+120/176 [===================>..........] - ETA: 8s - loss: 3.4065 - accuracy: 0.1771 - top-5-accuracy: 0.4499
+
+
+```
+
+```
+
+121/176 [===================>..........] - ETA: 8s - loss: 3.4057 - accuracy: 0.1773 - top-5-accuracy: 0.4499
+
+
+```
+
+```
+
+122/176 [===================>..........] - ETA: 8s - loss: 3.4051 - accuracy: 0.1774 - top-5-accuracy: 0.4501
+
+
+```
+
+```
+
+123/176 [===================>..........] - ETA: 8s - loss: 3.4048 - accuracy: 0.1773 - top-5-accuracy: 0.4507
+
+
+```
+
+```
+
+124/176 [====================>.........] - ETA: 8s - loss: 3.4047 - accuracy: 0.1776 - top-5-accuracy: 0.4508
+
+
+```
+
+```
+
+125/176 [====================>.........] - ETA: 8s - loss: 3.4059 - accuracy: 0.1774 - top-5-accuracy: 0.4507
+
+
+```
+
+```
+
+126/176 [====================>.........] - ETA: 7s - loss: 3.4050 - accuracy: 0.1779 - top-5-accuracy: 0.4508
+
+
+```
+
+```
+
+127/176 [====================>.........] - ETA: 7s - loss: 3.4038 - accuracy: 0.1781 - top-5-accuracy: 0.4514
+
+
+```
+
+```
+
+128/176 [====================>.........] - ETA: 7s - loss: 3.4042 - accuracy: 0.1779 - top-5-accuracy: 0.4513
+
+
+```
+
+```
+
+129/176 [====================>.........] - ETA: 7s - loss: 3.4029 - accuracy: 0.1777 - top-5-accuracy: 0.4518
+
+
+```
+
+```
+
+130/176 [=====================>........] - ETA: 7s - loss: 3.4038 - accuracy: 0.1777 - top-5-accuracy: 0.4515
+
+
+```
+
+```
+
+131/176 [=====================>........] - ETA: 7s - loss: 3.4037 - accuracy: 0.1779 - top-5-accuracy: 0.4515
+
+
+```
+
+```
+
+132/176 [=====================>........] - ETA: 6s - loss: 3.4045 - accuracy: 0.1779 - top-5-accuracy: 0.4514
+
+
+```
+
+```
+
+133/176 [=====================>........] - ETA: 6s - loss: 3.4047 - accuracy: 0.1777 - top-5-accuracy: 0.4515
+
+
+```
+
+```
+
+134/176 [=====================>........] - ETA: 6s - loss: 3.4039 - accuracy: 0.1778 - top-5-accuracy: 0.4518
+
+
+```
+
+```
+
+135/176 [======================>.......] - ETA: 6s - loss: 3.4039 - accuracy: 0.1776 - top-5-accuracy: 0.4519
+
+
+```
+
+```
+
+136/176 [======================>.......] - ETA: 6s - loss: 3.4050 - accuracy: 0.1777 - top-5-accuracy: 0.4512
+
+
+```
+
+```
+
+137/176 [======================>.......] - ETA: 6s - loss: 3.4052 - accuracy: 0.1777 - top-5-accuracy: 0.4512
+
+
+```
+
+```
+
+138/176 [======================>.......] - ETA: 6s - loss: 3.4036 - accuracy: 0.1785 - top-5-accuracy: 0.4517
+
+
+```
+
+```
+
+139/176 [======================>.......] - ETA: 5s - loss: 3.4031 - accuracy: 0.1785 - top-5-accuracy: 0.4517
+
+
+```
+
+```
+
+140/176 [======================>.......] - ETA: 5s - loss: 3.4030 - accuracy: 0.1783 - top-5-accuracy: 0.4516
+
+
+```
+
+```
+
+141/176 [=======================>......] - ETA: 5s - loss: 3.4022 - accuracy: 0.1787 - top-5-accuracy: 0.4518
+
+
+```
+
+```
+
+142/176 [=======================>......] - ETA: 5s - loss: 3.4009 - accuracy: 0.1789 - top-5-accuracy: 0.4519
+
+
+```
+
+```
+
+143/176 [=======================>......] - ETA: 5s - loss: 3.4007 - accuracy: 0.1790 - top-5-accuracy: 0.4520
+
+
+```
+
+```
+
+144/176 [=======================>......] - ETA: 5s - loss: 3.4001 - accuracy: 0.1791 - top-5-accuracy: 0.4520
+
+
+```
+
+```
+
+145/176 [=======================>......] - ETA: 4s - loss: 3.4009 - accuracy: 0.1791 - top-5-accuracy: 0.4521
+
+
+```
+
+```
+
+146/176 [=======================>......] - ETA: 4s - loss: 3.4012 - accuracy: 0.1790 - top-5-accuracy: 0.4521
+
+
+```
+
+```
+
+147/176 [========================>.....] - ETA: 4s - loss: 3.4020 - accuracy: 0.1789 - top-5-accuracy: 0.4519
+
+
+```
+
+```
+
+148/176 [========================>.....] - ETA: 4s - loss: 3.4009 - accuracy: 0.1791 - top-5-accuracy: 0.4521
+
+
+```
+
+```
+
+149/176 [========================>.....] - ETA: 4s - loss: 3.4011 - accuracy: 0.1790 - top-5-accuracy: 0.4520
+
+
+```
+
+```
+
+150/176 [========================>.....] - ETA: 4s - loss: 3.4005 - accuracy: 0.1790 - top-5-accuracy: 0.4522
+
+
+```
+
+```
+
+151/176 [========================>.....] - ETA: 3s - loss: 3.4005 - accuracy: 0.1792 - top-5-accuracy: 0.4519
+
+
+```
+
+```
+
+152/176 [========================>.....] - ETA: 3s - loss: 3.4005 - accuracy: 0.1792 - top-5-accuracy: 0.4519
+
+
+```
+
+```
+
+153/176 [=========================>....] - ETA: 3s - loss: 3.3996 - accuracy: 0.1793 - top-5-accuracy: 0.4522
+
+
+```
+
+```
+
+154/176 [=========================>....] - ETA: 3s - loss: 3.3995 - accuracy: 0.1793 - top-5-accuracy: 0.4523
+
+
+```
+
+```
+
+155/176 [=========================>....] - ETA: 3s - loss: 3.3995 - accuracy: 0.1793 - top-5-accuracy: 0.4522
+
+
+```
+
+```
+
+156/176 [=========================>....] - ETA: 3s - loss: 3.3996 - accuracy: 0.1793 - top-5-accuracy: 0.4520
+
+
+```
+
+```
+
+157/176 [=========================>....] - ETA: 3s - loss: 3.3993 - accuracy: 0.1793 - top-5-accuracy: 0.4522
+
+
+```
+
+```
+
+158/176 [=========================>....] - ETA: 2s - loss: 3.3980 - accuracy: 0.1794 - top-5-accuracy: 0.4525
+
+
+```
+
+```
+
+159/176 [==========================>...] - ETA: 2s - loss: 3.3972 - accuracy: 0.1796 - top-5-accuracy: 0.4528
+
+
+```
+
+```
+
+160/176 [==========================>...] - ETA: 2s - loss: 3.3965 - accuracy: 0.1796 - top-5-accuracy: 0.4530
+
+
+```
+
+```
+
+161/176 [==========================>...] - ETA: 2s - loss: 3.3970 - accuracy: 0.1794 - top-5-accuracy: 0.4528
+
+
+```
+
+```
+
+162/176 [==========================>...] - ETA: 2s - loss: 3.3960 - accuracy: 0.1798 - top-5-accuracy: 0.4532
+
+
+```
+
+```
+
+163/176 [==========================>...] - ETA: 2s - loss: 3.3968 - accuracy: 0.1794 - top-5-accuracy: 0.4530
+
+
+```
+
+```
+
+164/176 [==========================>...] - ETA: 1s - loss: 3.3962 - accuracy: 0.1794 - top-5-accuracy: 0.4532
+
+
+```
+
+```
+
+165/176 [===========================>..] - ETA: 1s - loss: 3.3959 - accuracy: 0.1794 - top-5-accuracy: 0.4536
+
+
+```
+
+```
+
+166/176 [===========================>..] - ETA: 1s - loss: 3.3958 - accuracy: 0.1796 - top-5-accuracy: 0.4537
+
+
+```
+
+```
+
+167/176 [===========================>..] - ETA: 1s - loss: 3.3955 - accuracy: 0.1797 - top-5-accuracy: 0.4535
+
+
+```
+
+```
+
+168/176 [===========================>..] - ETA: 1s - loss: 3.3963 - accuracy: 0.1797 - top-5-accuracy: 0.4533
+
+
+```
+
+```
+
+169/176 [===========================>..] - ETA: 1s - loss: 3.3967 - accuracy: 0.1795 - top-5-accuracy: 0.4531
+
+
+```
+
+```
+
+170/176 [===========================>..] - ETA: 0s - loss: 3.3968 - accuracy: 0.1797 - top-5-accuracy: 0.4533
+
+
+```
+
+```
+
+171/176 [============================>.] - ETA: 0s - loss: 3.3963 - accuracy: 0.1798 - top-5-accuracy: 0.4534
+
+
+```
+
+```
+
+172/176 [============================>.] - ETA: 0s - loss: 3.3950 - accuracy: 0.1800 - top-5-accuracy: 0.4538
+
+
+```
+
+```
+
+173/176 [============================>.] - ETA: 0s - loss: 3.3937 - accuracy: 0.1803 - top-5-accuracy: 0.4540
+
+
+```
+
+```
+
+174/176 [============================>.] - ETA: 0s - loss: 3.3931 - accuracy: 0.1806 - top-5-accuracy: 0.4541
+
+
+```
+
+```
+
+175/176 [============================>.] - ETA: 0s - loss: 3.3924 - accuracy: 0.1809 - top-5-accuracy: 0.4542
+
+
+```
+
+```
+
+176/176 [==============================] - ETA: 0s - loss: 3.3913 - accuracy: 0.1811 - top-5-accuracy: 0.4544
+
+
+```
+
+```
+
+176/176 [==============================] - 29s 164ms/step - loss: 3.3913 - accuracy: 0.1811 - top-5-accuracy: 0.4544 - val_loss: 3.1073 - val_accuracy: 0.2498 - val_top-5-accuracy: 0.5326
+
+
+
+```
+Epoch 6/50
+
+```
+
+
+ 1/176 [..............................] - ETA: 27s - loss: 3.3047 - accuracy: 0.2266 - top-5-accuracy: 0.4531
+
+
+```
+
+```
+
+ 2/176 [..............................] - ETA: 27s - loss: 3.2790 - accuracy: 0.2070 - top-5-accuracy: 0.4707
+
+
+```
+
+```
+
+ 3/176 [..............................] - ETA: 27s - loss: 3.2559 - accuracy: 0.2096 - top-5-accuracy: 0.4805
+
+
+```
+
+```
+
+ 4/176 [..............................] - ETA: 27s - loss: 3.2593 - accuracy: 0.2139 - top-5-accuracy: 0.4834
+
+
+```
+
+```
+
+ 5/176 [..............................] - ETA: 27s - loss: 3.2562 - accuracy: 0.2148 - top-5-accuracy: 0.4828
+
+
+```
+
+```
+
+ 6/176 [>.............................] - ETA: 26s - loss: 3.2673 - accuracy: 0.2109 - top-5-accuracy: 0.4779
+
+
+```
+
+```
+
+ 7/176 [>.............................] - ETA: 26s - loss: 3.2415 - accuracy: 0.2109 - top-5-accuracy: 0.4799
+
+
+```
+
+```
+
+ 8/176 [>.............................] - ETA: 26s - loss: 3.2308 - accuracy: 0.2114 - top-5-accuracy: 0.4844
+
+
+```
+
+```
+
+ 9/176 [>.............................] - ETA: 26s - loss: 3.2311 - accuracy: 0.2101 - top-5-accuracy: 0.4844
+
+
+```
+
+```
+
+ 10/176 [>.............................] - ETA: 26s - loss: 3.2505 - accuracy: 0.2074 - top-5-accuracy: 0.4773
+
+
+```
+
+```
+
+ 11/176 [>.............................] - ETA: 26s - loss: 3.2501 - accuracy: 0.2081 - top-5-accuracy: 0.4826
+
+
+```
+
+```
+
+ 12/176 [=>............................] - ETA: 26s - loss: 3.2470 - accuracy: 0.2100 - top-5-accuracy: 0.4863
+
+
+```
+
+```
+
+ 13/176 [=>............................] - ETA: 25s - loss: 3.2396 - accuracy: 0.2112 - top-5-accuracy: 0.4868
+
+
+```
+
+```
+
+ 14/176 [=>............................] - ETA: 25s - loss: 3.2359 - accuracy: 0.2129 - top-5-accuracy: 0.4880
+
+
+```
+
+```
+
+ 15/176 [=>............................] - ETA: 25s - loss: 3.2368 - accuracy: 0.2112 - top-5-accuracy: 0.4865
+
+
+```
+
+```
+
+ 16/176 [=>............................] - ETA: 25s - loss: 3.2312 - accuracy: 0.2131 - top-5-accuracy: 0.4880
+
+
+```
+
+```
+
+ 17/176 [=>............................] - ETA: 25s - loss: 3.2356 - accuracy: 0.2137 - top-5-accuracy: 0.4881
+
+
+```
+
+```
+
+ 18/176 [==>...........................] - ETA: 25s - loss: 3.2411 - accuracy: 0.2118 - top-5-accuracy: 0.4883
+
+
+```
+
+```
+
+ 19/176 [==>...........................] - ETA: 24s - loss: 3.2320 - accuracy: 0.2128 - top-5-accuracy: 0.4903
+
+
+```
+
+```
+
+ 20/176 [==>...........................] - ETA: 24s - loss: 3.2291 - accuracy: 0.2133 - top-5-accuracy: 0.4922
+
+
+```
+
+```
+
+ 21/176 [==>...........................] - ETA: 24s - loss: 3.2404 - accuracy: 0.2109 - top-5-accuracy: 0.4887
+
+
+```
+
+```
+
+ 22/176 [==>...........................] - ETA: 24s - loss: 3.2469 - accuracy: 0.2095 - top-5-accuracy: 0.4867
+
+
+```
+
+```
+
+ 23/176 [==>...........................] - ETA: 24s - loss: 3.2468 - accuracy: 0.2094 - top-5-accuracy: 0.4869
+
+
+```
+
+```
+
+ 24/176 [===>..........................] - ETA: 24s - loss: 3.2560 - accuracy: 0.2072 - top-5-accuracy: 0.4844
+
+
+```
+
+```
+
+ 25/176 [===>..........................] - ETA: 23s - loss: 3.2545 - accuracy: 0.2073 - top-5-accuracy: 0.4842
+
+
+```
+
+```
+
+ 26/176 [===>..........................] - ETA: 23s - loss: 3.2554 - accuracy: 0.2078 - top-5-accuracy: 0.4823
+
+
+```
+
+```
+
+ 27/176 [===>..........................] - ETA: 23s - loss: 3.2587 - accuracy: 0.2067 - top-5-accuracy: 0.4813
+
+
+```
+
+```
+
+ 28/176 [===>..........................] - ETA: 23s - loss: 3.2610 - accuracy: 0.2055 - top-5-accuracy: 0.4820
+
+
+```
+
+```
+
+ 29/176 [===>..........................] - ETA: 23s - loss: 3.2663 - accuracy: 0.2050 - top-5-accuracy: 0.4811
+
+
+```
+
+```
+
+ 30/176 [====>.........................] - ETA: 23s - loss: 3.2721 - accuracy: 0.2039 - top-5-accuracy: 0.4797
+
+
+```
+
+```
+
+ 31/176 [====>.........................] - ETA: 23s - loss: 3.2729 - accuracy: 0.2038 - top-5-accuracy: 0.4795
+
+
+```
+
+```
+
+ 32/176 [====>.........................] - ETA: 22s - loss: 3.2728 - accuracy: 0.2034 - top-5-accuracy: 0.4795
+
+
+```
+
+```
+
+ 33/176 [====>.........................] - ETA: 22s - loss: 3.2714 - accuracy: 0.2032 - top-5-accuracy: 0.4794
+
+
+```
+
+```
+
+ 34/176 [====>.........................] - ETA: 22s - loss: 3.2678 - accuracy: 0.2040 - top-5-accuracy: 0.4812
+
+
+```
+
+```
+
+ 35/176 [====>.........................] - ETA: 22s - loss: 3.2690 - accuracy: 0.2032 - top-5-accuracy: 0.4812
+
+
+```
+
+```
+
+ 36/176 [=====>........................] - ETA: 22s - loss: 3.2703 - accuracy: 0.2030 - top-5-accuracy: 0.4807
+
+
+```
+
+```
+
+ 37/176 [=====>........................] - ETA: 22s - loss: 3.2711 - accuracy: 0.2027 - top-5-accuracy: 0.4813
+
+
+```
+
+```
+
+ 38/176 [=====>........................] - ETA: 21s - loss: 3.2702 - accuracy: 0.2023 - top-5-accuracy: 0.4819
+
+
+```
+
+```
+
+ 39/176 [=====>........................] - ETA: 21s - loss: 3.2701 - accuracy: 0.2021 - top-5-accuracy: 0.4832
+
+
+```
+
+```
+
+ 40/176 [=====>........................] - ETA: 21s - loss: 3.2720 - accuracy: 0.2018 - top-5-accuracy: 0.4819
+
+
+```
+
+```
+
+ 41/176 [=====>........................] - ETA: 21s - loss: 3.2730 - accuracy: 0.2006 - top-5-accuracy: 0.4822
+
+
+```
+
+```
+
+ 42/176 [======>.......................] - ETA: 21s - loss: 3.2758 - accuracy: 0.2010 - top-5-accuracy: 0.4829
+
+
+```
+
+```
+
+ 43/176 [======>.......................] - ETA: 21s - loss: 3.2728 - accuracy: 0.2010 - top-5-accuracy: 0.4839
+
+
+```
+
+```
+
+ 44/176 [======>.......................] - ETA: 20s - loss: 3.2731 - accuracy: 0.2012 - top-5-accuracy: 0.4841
+
+
+```
+
+```
+
+ 45/176 [======>.......................] - ETA: 20s - loss: 3.2719 - accuracy: 0.2011 - top-5-accuracy: 0.4839
+
+
+```
+
+```
+
+ 46/176 [======>.......................] - ETA: 20s - loss: 3.2719 - accuracy: 0.2012 - top-5-accuracy: 0.4834
+
+
+```
+
+```
+
+ 47/176 [=======>......................] - ETA: 20s - loss: 3.2679 - accuracy: 0.2018 - top-5-accuracy: 0.4847
+
+
+```
+
+```
+
+ 48/176 [=======>......................] - ETA: 20s - loss: 3.2648 - accuracy: 0.2024 - top-5-accuracy: 0.4857
+
+
+```
+
+```
+
+ 49/176 [=======>......................] - ETA: 20s - loss: 3.2624 - accuracy: 0.2030 - top-5-accuracy: 0.4864
+
+
+```
+
+```
+
+ 50/176 [=======>......................] - ETA: 19s - loss: 3.2610 - accuracy: 0.2030 - top-5-accuracy: 0.4863
+
+
+```
+
+```
+
+ 51/176 [=======>......................] - ETA: 19s - loss: 3.2576 - accuracy: 0.2041 - top-5-accuracy: 0.4872
+
+
+```
+
+```
+
+ 52/176 [=======>......................] - ETA: 19s - loss: 3.2571 - accuracy: 0.2043 - top-5-accuracy: 0.4878
+
+
+```
+
+```
+
+ 53/176 [========>.....................] - ETA: 19s - loss: 3.2596 - accuracy: 0.2047 - top-5-accuracy: 0.4880
+
+
+```
+
+```
+
+ 54/176 [========>.....................] - ETA: 19s - loss: 3.2587 - accuracy: 0.2051 - top-5-accuracy: 0.4883
+
+
+```
+
+```
+
+ 55/176 [========>.....................] - ETA: 19s - loss: 3.2568 - accuracy: 0.2060 - top-5-accuracy: 0.4886
+
+
+```
+
+```
+
+ 56/176 [========>.....................] - ETA: 19s - loss: 3.2557 - accuracy: 0.2061 - top-5-accuracy: 0.4886
+
+
+```
+
+```
+
+ 57/176 [========>.....................] - ETA: 18s - loss: 3.2525 - accuracy: 0.2059 - top-5-accuracy: 0.4890
+
+
+```
+
+```
+
+ 58/176 [========>.....................] - ETA: 18s - loss: 3.2553 - accuracy: 0.2055 - top-5-accuracy: 0.4881
+
+
+```
+
+```
+
+ 59/176 [=========>....................] - ETA: 18s - loss: 3.2555 - accuracy: 0.2051 - top-5-accuracy: 0.4883
+
+
+```
+
+```
+
+ 60/176 [=========>....................] - ETA: 18s - loss: 3.2517 - accuracy: 0.2061 - top-5-accuracy: 0.4893
+
+
+```
+
+```
+
+ 61/176 [=========>....................] - ETA: 18s - loss: 3.2502 - accuracy: 0.2056 - top-5-accuracy: 0.4896
+
+
+```
+
+```
+
+ 62/176 [=========>....................] - ETA: 18s - loss: 3.2514 - accuracy: 0.2054 - top-5-accuracy: 0.4894
+
+
+```
+
+```
+
+ 63/176 [=========>....................] - ETA: 17s - loss: 3.2504 - accuracy: 0.2054 - top-5-accuracy: 0.4893
+
+
+```
+
+```
+
+ 64/176 [=========>....................] - ETA: 17s - loss: 3.2496 - accuracy: 0.2054 - top-5-accuracy: 0.4894
+
+
+```
+
+```
+
+ 65/176 [==========>...................] - ETA: 17s - loss: 3.2483 - accuracy: 0.2055 - top-5-accuracy: 0.4897
+
+
+```
+
+```
+
+ 66/176 [==========>...................] - ETA: 17s - loss: 3.2492 - accuracy: 0.2056 - top-5-accuracy: 0.4901
+
+
+```
+
+```
+
+ 67/176 [==========>...................] - ETA: 17s - loss: 3.2499 - accuracy: 0.2052 - top-5-accuracy: 0.4896
+
+
+```
+
+```
+
+ 68/176 [==========>...................] - ETA: 17s - loss: 3.2484 - accuracy: 0.2051 - top-5-accuracy: 0.4897
+
+
+```
+
+```
+
+ 69/176 [==========>...................] - ETA: 16s - loss: 3.2512 - accuracy: 0.2052 - top-5-accuracy: 0.4887
+
+
+```
+
+```
+
+ 70/176 [==========>...................] - ETA: 16s - loss: 3.2513 - accuracy: 0.2052 - top-5-accuracy: 0.4887
+
+
+```
+
+```
+
+ 71/176 [===========>..................] - ETA: 16s - loss: 3.2514 - accuracy: 0.2057 - top-5-accuracy: 0.4885
+
+
+```
+
+```
+
+ 72/176 [===========>..................] - ETA: 16s - loss: 3.2524 - accuracy: 0.2054 - top-5-accuracy: 0.4881
+
+
+```
+
+```
+
+ 73/176 [===========>..................] - ETA: 16s - loss: 3.2512 - accuracy: 0.2052 - top-5-accuracy: 0.4887
+
+
+```
+
+```
+
+ 74/176 [===========>..................] - ETA: 16s - loss: 3.2490 - accuracy: 0.2056 - top-5-accuracy: 0.4892
+
+
+```
+
+```
+
+ 75/176 [===========>..................] - ETA: 15s - loss: 3.2503 - accuracy: 0.2053 - top-5-accuracy: 0.4889
+
+
+```
+
+```
+
+ 76/176 [===========>..................] - ETA: 15s - loss: 3.2510 - accuracy: 0.2055 - top-5-accuracy: 0.4887
+
+
+```
+
+```
+
+ 77/176 [============>.................] - ETA: 15s - loss: 3.2504 - accuracy: 0.2054 - top-5-accuracy: 0.4891
+
+
+```
+
+```
+
+ 78/176 [============>.................] - ETA: 15s - loss: 3.2495 - accuracy: 0.2054 - top-5-accuracy: 0.4888
+
+
+```
+
+```
+
+ 79/176 [============>.................] - ETA: 15s - loss: 3.2497 - accuracy: 0.2054 - top-5-accuracy: 0.4890
+
+
+```
+
+```
+
+ 80/176 [============>.................] - ETA: 15s - loss: 3.2507 - accuracy: 0.2054 - top-5-accuracy: 0.4883
+
+
+```
+
+```
+
+ 81/176 [============>.................] - ETA: 15s - loss: 3.2490 - accuracy: 0.2056 - top-5-accuracy: 0.4884
+
+
+```
+
+```
+
+ 82/176 [============>.................] - ETA: 14s - loss: 3.2471 - accuracy: 0.2058 - top-5-accuracy: 0.4890
+
+
+```
+
+```
+
+ 83/176 [=============>................] - ETA: 14s - loss: 3.2438 - accuracy: 0.2063 - top-5-accuracy: 0.4902
+
+
+```
+
+```
+
+ 84/176 [=============>................] - ETA: 14s - loss: 3.2450 - accuracy: 0.2059 - top-5-accuracy: 0.4898
+
+
+```
+
+```
+
+ 85/176 [=============>................] - ETA: 14s - loss: 3.2457 - accuracy: 0.2057 - top-5-accuracy: 0.4894
+
+
+```
+
+```
+
+ 86/176 [=============>................] - ETA: 14s - loss: 3.2459 - accuracy: 0.2060 - top-5-accuracy: 0.4895
+
+
+```
+
+```
+
+ 87/176 [=============>................] - ETA: 14s - loss: 3.2453 - accuracy: 0.2064 - top-5-accuracy: 0.4903
+
+
+```
+
+```
+
+ 88/176 [==============>...............] - ETA: 13s - loss: 3.2452 - accuracy: 0.2064 - top-5-accuracy: 0.4906
+
+
+```
+
+```
+
+ 89/176 [==============>...............] - ETA: 13s - loss: 3.2437 - accuracy: 0.2064 - top-5-accuracy: 0.4909
+
+
+```
+
+```
+
+ 90/176 [==============>...............] - ETA: 13s - loss: 3.2440 - accuracy: 0.2063 - top-5-accuracy: 0.4909
+
+
+```
+
+```
+
+ 91/176 [==============>...............] - ETA: 13s - loss: 3.2433 - accuracy: 0.2066 - top-5-accuracy: 0.4911
+
+
+```
+
+```
+
+ 92/176 [==============>...............] - ETA: 13s - loss: 3.2443 - accuracy: 0.2066 - top-5-accuracy: 0.4909
+
+
+```
+
+```
+
+ 93/176 [==============>...............] - ETA: 13s - loss: 3.2425 - accuracy: 0.2073 - top-5-accuracy: 0.4914
+
+
+```
+
+```
+
+ 94/176 [===============>..............] - ETA: 12s - loss: 3.2428 - accuracy: 0.2072 - top-5-accuracy: 0.4913
+
+
+```
+
+```
+
+ 95/176 [===============>..............] - ETA: 12s - loss: 3.2425 - accuracy: 0.2070 - top-5-accuracy: 0.4914
+
+
+```
+
+```
+
+ 96/176 [===============>..............] - ETA: 12s - loss: 3.2406 - accuracy: 0.2076 - top-5-accuracy: 0.4918
+
+
+```
+
+```
+
+ 97/176 [===============>..............] - ETA: 12s - loss: 3.2405 - accuracy: 0.2075 - top-5-accuracy: 0.4921
+
+
+```
+
+```
+
+ 98/176 [===============>..............] - ETA: 12s - loss: 3.2398 - accuracy: 0.2075 - top-5-accuracy: 0.4928
+
+
+```
+
+```
+
+ 99/176 [===============>..............] - ETA: 12s - loss: 3.2383 - accuracy: 0.2075 - top-5-accuracy: 0.4930
+
+
+```
+
+```
+
+100/176 [================>.............] - ETA: 12s - loss: 3.2404 - accuracy: 0.2070 - top-5-accuracy: 0.4924
+
+
+```
+
+```
+
+101/176 [================>.............] - ETA: 11s - loss: 3.2397 - accuracy: 0.2071 - top-5-accuracy: 0.4929
+
+
+```
+
+```
+
+102/176 [================>.............] - ETA: 11s - loss: 3.2398 - accuracy: 0.2073 - top-5-accuracy: 0.4928
+
+
+```
+
+```
+
+103/176 [================>.............] - ETA: 11s - loss: 3.2389 - accuracy: 0.2074 - top-5-accuracy: 0.4929
+
+
+```
+
+```
+
+104/176 [================>.............] - ETA: 11s - loss: 3.2391 - accuracy: 0.2074 - top-5-accuracy: 0.4929
+
+
+```
+
+```
+
+105/176 [================>.............] - ETA: 11s - loss: 3.2404 - accuracy: 0.2071 - top-5-accuracy: 0.4927
+
+
+```
+
+```
+
+106/176 [=================>............] - ETA: 11s - loss: 3.2393 - accuracy: 0.2074 - top-5-accuracy: 0.4932
+
+
+```
+
+```
+
+107/176 [=================>............] - ETA: 10s - loss: 3.2388 - accuracy: 0.2075 - top-5-accuracy: 0.4932
+
+
+```
+
+```
+
+108/176 [=================>............] - ETA: 10s - loss: 3.2397 - accuracy: 0.2076 - top-5-accuracy: 0.4932
+
+
+```
+
+```
+
+109/176 [=================>............] - ETA: 10s - loss: 3.2406 - accuracy: 0.2077 - top-5-accuracy: 0.4932
+
+
+```
+
+```
+
+110/176 [=================>............] - ETA: 10s - loss: 3.2403 - accuracy: 0.2076 - top-5-accuracy: 0.4933
+
+
+```
+
+```
+
+111/176 [=================>............] - ETA: 10s - loss: 3.2429 - accuracy: 0.2074 - top-5-accuracy: 0.4926
+
+
+```
+
+```
+
+112/176 [==================>...........] - ETA: 10s - loss: 3.2429 - accuracy: 0.2075 - top-5-accuracy: 0.4930
+
+
+```
+
+```
+
+113/176 [==================>...........] - ETA: 9s - loss: 3.2434 - accuracy: 0.2075 - top-5-accuracy: 0.4929
+
+
+```
+
+```
+
+114/176 [==================>...........] - ETA: 9s - loss: 3.2436 - accuracy: 0.2076 - top-5-accuracy: 0.4930
+
+
+```
+
+```
+
+115/176 [==================>...........] - ETA: 9s - loss: 3.2422 - accuracy: 0.2077 - top-5-accuracy: 0.4933
+
+
+```
+
+```
+
+116/176 [==================>...........] - ETA: 9s - loss: 3.2428 - accuracy: 0.2076 - top-5-accuracy: 0.4931
+
+
+```
+
+```
+
+117/176 [==================>...........] - ETA: 9s - loss: 3.2429 - accuracy: 0.2077 - top-5-accuracy: 0.4929
+
+
+```
+
+```
+
+118/176 [===================>..........] - ETA: 9s - loss: 3.2441 - accuracy: 0.2079 - top-5-accuracy: 0.4924
+
+
+```
+
+```
+
+119/176 [===================>..........] - ETA: 9s - loss: 3.2435 - accuracy: 0.2081 - top-5-accuracy: 0.4925
+
+
+```
+
+```
+
+120/176 [===================>..........] - ETA: 8s - loss: 3.2423 - accuracy: 0.2083 - top-5-accuracy: 0.4925
+
+
+```
+
+```
+
+121/176 [===================>..........] - ETA: 8s - loss: 3.2434 - accuracy: 0.2084 - top-5-accuracy: 0.4923
+
+
+```
+
+```
+
+122/176 [===================>..........] - ETA: 8s - loss: 3.2428 - accuracy: 0.2082 - top-5-accuracy: 0.4922
+
+
+```
+
+```
+
+123/176 [===================>..........] - ETA: 8s - loss: 3.2421 - accuracy: 0.2087 - top-5-accuracy: 0.4923
+
+
+```
+
+```
+
+124/176 [====================>.........] - ETA: 8s - loss: 3.2413 - accuracy: 0.2089 - top-5-accuracy: 0.4925
+
+
+```
+
+```
+
+125/176 [====================>.........] - ETA: 8s - loss: 3.2430 - accuracy: 0.2088 - top-5-accuracy: 0.4923
+
+
+```
+
+```
+
+126/176 [====================>.........] - ETA: 7s - loss: 3.2422 - accuracy: 0.2088 - top-5-accuracy: 0.4925
+
+
+```
+
+```
+
+127/176 [====================>.........] - ETA: 7s - loss: 3.2419 - accuracy: 0.2091 - top-5-accuracy: 0.4925
+
+
+```
+
+```
+
+128/176 [====================>.........] - ETA: 7s - loss: 3.2426 - accuracy: 0.2090 - top-5-accuracy: 0.4924
+
+
+```
+
+```
+
+129/176 [====================>.........] - ETA: 7s - loss: 3.2423 - accuracy: 0.2088 - top-5-accuracy: 0.4925
+
+
+```
+
+```
+
+130/176 [=====================>........] - ETA: 7s - loss: 3.2408 - accuracy: 0.2089 - top-5-accuracy: 0.4930
+
+
+```
+
+```
+
+131/176 [=====================>........] - ETA: 7s - loss: 3.2405 - accuracy: 0.2091 - top-5-accuracy: 0.4930
+
+
+```
+
+```
+
+132/176 [=====================>........] - ETA: 6s - loss: 3.2396 - accuracy: 0.2092 - top-5-accuracy: 0.4931
+
+
+```
+
+```
+
+133/176 [=====================>........] - ETA: 6s - loss: 3.2389 - accuracy: 0.2092 - top-5-accuracy: 0.4932
+
+
+```
+
+```
+
+134/176 [=====================>........] - ETA: 6s - loss: 3.2377 - accuracy: 0.2091 - top-5-accuracy: 0.4934
+
+
+```
+
+```
+
+135/176 [======================>.......] - ETA: 6s - loss: 3.2369 - accuracy: 0.2092 - top-5-accuracy: 0.4938
+
+
+```
+
+```
+
+136/176 [======================>.......] - ETA: 6s - loss: 3.2374 - accuracy: 0.2094 - top-5-accuracy: 0.4938
+
+
+```
+
+```
+
+137/176 [======================>.......] - ETA: 6s - loss: 3.2374 - accuracy: 0.2096 - top-5-accuracy: 0.4936
+
+
+```
+
+```
+
+138/176 [======================>.......] - ETA: 6s - loss: 3.2370 - accuracy: 0.2096 - top-5-accuracy: 0.4938
+
+
+```
+
+```
+
+139/176 [======================>.......] - ETA: 5s - loss: 3.2360 - accuracy: 0.2099 - top-5-accuracy: 0.4941
+
+
+```
+
+```
+
+140/176 [======================>.......] - ETA: 5s - loss: 3.2358 - accuracy: 0.2100 - top-5-accuracy: 0.4944
+
+
+```
+
+```
+
+141/176 [=======================>......] - ETA: 5s - loss: 3.2346 - accuracy: 0.2103 - top-5-accuracy: 0.4948
+
+
+```
+
+```
+
+142/176 [=======================>......] - ETA: 5s - loss: 3.2349 - accuracy: 0.2099 - top-5-accuracy: 0.4946
+
+
+```
+
+```
+
+143/176 [=======================>......] - ETA: 5s - loss: 3.2331 - accuracy: 0.2102 - top-5-accuracy: 0.4949
+
+
+```
+
+```
+
+144/176 [=======================>......] - ETA: 5s - loss: 3.2322 - accuracy: 0.2102 - top-5-accuracy: 0.4953
+
+
+```
+
+```
+
+145/176 [=======================>......] - ETA: 4s - loss: 3.2319 - accuracy: 0.2102 - top-5-accuracy: 0.4953
+
+
+```
+
+```
+
+146/176 [=======================>......] - ETA: 4s - loss: 3.2318 - accuracy: 0.2104 - top-5-accuracy: 0.4954
+
+
+```
+
+```
+
+147/176 [========================>.....] - ETA: 4s - loss: 3.2317 - accuracy: 0.2102 - top-5-accuracy: 0.4955
+
+
+```
+
+```
+
+148/176 [========================>.....] - ETA: 4s - loss: 3.2311 - accuracy: 0.2103 - top-5-accuracy: 0.4957
+
+
+```
+
+```
+
+149/176 [========================>.....] - ETA: 4s - loss: 3.2313 - accuracy: 0.2100 - top-5-accuracy: 0.4957
+
+
+```
+
+```
+
+150/176 [========================>.....] - ETA: 4s - loss: 3.2302 - accuracy: 0.2102 - top-5-accuracy: 0.4960
+
+
+```
+
+```
+
+151/176 [========================>.....] - ETA: 3s - loss: 3.2299 - accuracy: 0.2103 - top-5-accuracy: 0.4958
+
+
+```
+
+```
+
+152/176 [========================>.....] - ETA: 3s - loss: 3.2293 - accuracy: 0.2105 - top-5-accuracy: 0.4960
+
+
+```
+
+```
+
+153/176 [=========================>....] - ETA: 3s - loss: 3.2301 - accuracy: 0.2104 - top-5-accuracy: 0.4958
+
+
+```
+
+```
+
+154/176 [=========================>....] - ETA: 3s - loss: 3.2298 - accuracy: 0.2103 - top-5-accuracy: 0.4958
+
+
+```
+
+```
+
+155/176 [=========================>....] - ETA: 3s - loss: 3.2303 - accuracy: 0.2102 - top-5-accuracy: 0.4956
+
+
+```
+
+```
+
+156/176 [=========================>....] - ETA: 3s - loss: 3.2300 - accuracy: 0.2104 - top-5-accuracy: 0.4955
+
+
+```
+
+```
+
+157/176 [=========================>....] - ETA: 3s - loss: 3.2309 - accuracy: 0.2101 - top-5-accuracy: 0.4951
+
+
+```
+
+```
+
+158/176 [=========================>....] - ETA: 2s - loss: 3.2304 - accuracy: 0.2100 - top-5-accuracy: 0.4953
+
+
+```
+
+```
+
+159/176 [==========================>...] - ETA: 2s - loss: 3.2298 - accuracy: 0.2102 - top-5-accuracy: 0.4955
+
+
+```
+
+```
+
+160/176 [==========================>...] - ETA: 2s - loss: 3.2307 - accuracy: 0.2102 - top-5-accuracy: 0.4953
+
+
+```
+
+```
+
+161/176 [==========================>...] - ETA: 2s - loss: 3.2307 - accuracy: 0.2100 - top-5-accuracy: 0.4951
+
+
+```
+
+```
+
+162/176 [==========================>...] - ETA: 2s - loss: 3.2300 - accuracy: 0.2102 - top-5-accuracy: 0.4952
+
+
+```
+
+```
+
+163/176 [==========================>...] - ETA: 2s - loss: 3.2293 - accuracy: 0.2104 - top-5-accuracy: 0.4953
+
+
+```
+
+```
+
+164/176 [==========================>...] - ETA: 1s - loss: 3.2292 - accuracy: 0.2106 - top-5-accuracy: 0.4954
+
+
+```
+
+```
+
+165/176 [===========================>..] - ETA: 1s - loss: 3.2292 - accuracy: 0.2106 - top-5-accuracy: 0.4954
+
+
+```
+
+```
+
+166/176 [===========================>..] - ETA: 1s - loss: 3.2288 - accuracy: 0.2108 - top-5-accuracy: 0.4956
+
+
+```
+
+```
+
+167/176 [===========================>..] - ETA: 1s - loss: 3.2294 - accuracy: 0.2106 - top-5-accuracy: 0.4954
+
+
+```
+
+```
+
+168/176 [===========================>..] - ETA: 1s - loss: 3.2289 - accuracy: 0.2108 - top-5-accuracy: 0.4958
+
+
+```
+
+```
+
+169/176 [===========================>..] - ETA: 1s - loss: 3.2280 - accuracy: 0.2109 - top-5-accuracy: 0.4957
+
+
+```
+
+```
+
+170/176 [===========================>..] - ETA: 0s - loss: 3.2290 - accuracy: 0.2107 - top-5-accuracy: 0.4956
+
+
+```
+
+```
+
+171/176 [============================>.] - ETA: 0s - loss: 3.2290 - accuracy: 0.2106 - top-5-accuracy: 0.4956
+
+
+```
+
+```
+
+172/176 [============================>.] - ETA: 0s - loss: 3.2284 - accuracy: 0.2106 - top-5-accuracy: 0.4958
+
+
+```
+
+```
+
+173/176 [============================>.] - ETA: 0s - loss: 3.2284 - accuracy: 0.2105 - top-5-accuracy: 0.4957
+
+
+```
+
+```
+
+174/176 [============================>.] - ETA: 0s - loss: 3.2284 - accuracy: 0.2105 - top-5-accuracy: 0.4958
+
+
+```
+
+```
+
+175/176 [============================>.] - ETA: 0s - loss: 3.2280 - accuracy: 0.2105 - top-5-accuracy: 0.4960
+
+
+```
+
+```
+
+176/176 [==============================] - ETA: 0s - loss: 3.2278 - accuracy: 0.2104 - top-5-accuracy: 0.4961
+
+
+```
+
+```
+
+176/176 [==============================] - 29s 164ms/step - loss: 3.2278 - accuracy: 0.2104 - top-5-accuracy: 0.4961 - val_loss: 3.0028 - val_accuracy: 0.2602 - val_top-5-accuracy: 0.5504
+
+
+
+```
+Epoch 7/50
+
+```
+
+
+ 1/176 [..............................] - ETA: 27s - loss: 3.2477 - accuracy: 0.2070 - top-5-accuracy: 0.4766
+
+
+```
+
+```
+
+ 2/176 [..............................] - ETA: 27s - loss: 3.1866 - accuracy: 0.2266 - top-5-accuracy: 0.4883
+
+
+```
+
+```
+
+ 3/176 [..............................] - ETA: 27s - loss: 3.1814 - accuracy: 0.2201 - top-5-accuracy: 0.4948
+
+
+```
+
+```
+
+ 4/176 [..............................] - ETA: 27s - loss: 3.1599 - accuracy: 0.2314 - top-5-accuracy: 0.5088
+
+
+```
+
+```
+
+ 5/176 [..............................] - ETA: 27s - loss: 3.1732 - accuracy: 0.2242 - top-5-accuracy: 0.5086
+
+
+```
+
+```
+
+ 6/176 [>.............................] - ETA: 26s - loss: 3.1669 - accuracy: 0.2201 - top-5-accuracy: 0.5085
+
+
+```
+
+```
+
+ 7/176 [>.............................] - ETA: 26s - loss: 3.1563 - accuracy: 0.2204 - top-5-accuracy: 0.5134
+
+
+```
+
+```
+
+ 8/176 [>.............................] - ETA: 26s - loss: 3.1700 - accuracy: 0.2197 - top-5-accuracy: 0.5078
+
+
+```
+
+```
+
+ 9/176 [>.............................] - ETA: 26s - loss: 3.1515 - accuracy: 0.2192 - top-5-accuracy: 0.5104
+
+
+```
+
+```
+
+ 10/176 [>.............................] - ETA: 26s - loss: 3.1630 - accuracy: 0.2172 - top-5-accuracy: 0.5070
+
+
+```
+
+```
+
+ 11/176 [>.............................] - ETA: 26s - loss: 3.1657 - accuracy: 0.2191 - top-5-accuracy: 0.5064
+
+
+```
+
+```
+
+ 12/176 [=>............................] - ETA: 26s - loss: 3.1653 - accuracy: 0.2184 - top-5-accuracy: 0.5088
+
+
+```
+
+```
+
+ 13/176 [=>............................] - ETA: 25s - loss: 3.1687 - accuracy: 0.2203 - top-5-accuracy: 0.5075
+
+
+```
+
+```
+
+ 14/176 [=>............................] - ETA: 25s - loss: 3.1632 - accuracy: 0.2232 - top-5-accuracy: 0.5086
+
+
+```
+
+```
+
+ 15/176 [=>............................] - ETA: 25s - loss: 3.1614 - accuracy: 0.2245 - top-5-accuracy: 0.5117
+
+
+```
+
+```
+
+ 16/176 [=>............................] - ETA: 25s - loss: 3.1604 - accuracy: 0.2231 - top-5-accuracy: 0.5117
+
+
+```
+
+```
+
+ 17/176 [=>............................] - ETA: 25s - loss: 3.1506 - accuracy: 0.2263 - top-5-accuracy: 0.5138
+
+
+```
+
+```
+
+ 18/176 [==>...........................] - ETA: 25s - loss: 3.1484 - accuracy: 0.2274 - top-5-accuracy: 0.5156
+
+
+```
+
+```
+
+ 19/176 [==>...........................] - ETA: 24s - loss: 3.1498 - accuracy: 0.2266 - top-5-accuracy: 0.5164
+
+
+```
+
+```
+
+ 20/176 [==>...........................] - ETA: 24s - loss: 3.1526 - accuracy: 0.2256 - top-5-accuracy: 0.5174
+
+
+```
+
+```
+
+ 21/176 [==>...........................] - ETA: 24s - loss: 3.1444 - accuracy: 0.2264 - top-5-accuracy: 0.5193
+
+
+```
+
+```
+
+ 22/176 [==>...........................] - ETA: 24s - loss: 3.1449 - accuracy: 0.2262 - top-5-accuracy: 0.5199
+
+
+```
+
+```
+
+ 23/176 [==>...........................] - ETA: 24s - loss: 3.1502 - accuracy: 0.2252 - top-5-accuracy: 0.5183
+
+
+```
+
+```
+
+ 24/176 [===>..........................] - ETA: 24s - loss: 3.1515 - accuracy: 0.2248 - top-5-accuracy: 0.5166
+
+
+```
+
+```
+
+ 25/176 [===>..........................] - ETA: 23s - loss: 3.1527 - accuracy: 0.2252 - top-5-accuracy: 0.5163
+
+
+```
+
+```
+
+ 26/176 [===>..........................] - ETA: 23s - loss: 3.1551 - accuracy: 0.2245 - top-5-accuracy: 0.5162
+
+
+```
+
+```
+
+ 27/176 [===>..........................] - ETA: 23s - loss: 3.1601 - accuracy: 0.2238 - top-5-accuracy: 0.5150
+
+
+```
+
+```
+
+ 28/176 [===>..........................] - ETA: 23s - loss: 3.1562 - accuracy: 0.2242 - top-5-accuracy: 0.5155
+
+
+```
+
+```
+
+ 29/176 [===>..........................] - ETA: 23s - loss: 3.1505 - accuracy: 0.2244 - top-5-accuracy: 0.5170
+
+
+```
+
+```
+
+ 30/176 [====>.........................] - ETA: 23s - loss: 3.1496 - accuracy: 0.2245 - top-5-accuracy: 0.5177
+
+
+```
+
+```
+
+ 31/176 [====>.........................] - ETA: 23s - loss: 3.1517 - accuracy: 0.2234 - top-5-accuracy: 0.5171
+
+
+```
+
+```
+
+ 32/176 [====>.........................] - ETA: 22s - loss: 3.1546 - accuracy: 0.2223 - top-5-accuracy: 0.5153
+
+
+```
+
+```
+
+ 33/176 [====>.........................] - ETA: 22s - loss: 3.1550 - accuracy: 0.2224 - top-5-accuracy: 0.5148
+
+
+```
+
+```
+
+ 34/176 [====>.........................] - ETA: 22s - loss: 3.1593 - accuracy: 0.2219 - top-5-accuracy: 0.5128
+
+
+```
+
+```
+
+ 35/176 [====>.........................] - ETA: 22s - loss: 3.1601 - accuracy: 0.2218 - top-5-accuracy: 0.5121
+
+
+```
+
+```
+
+ 36/176 [=====>........................] - ETA: 22s - loss: 3.1606 - accuracy: 0.2220 - top-5-accuracy: 0.5124
+
+
+```
+
+```
+
+ 37/176 [=====>........................] - ETA: 22s - loss: 3.1573 - accuracy: 0.2219 - top-5-accuracy: 0.5125
+
+
+```
+
+```
+
+ 38/176 [=====>........................] - ETA: 21s - loss: 3.1574 - accuracy: 0.2228 - top-5-accuracy: 0.5125
+
+
+```
+
+```
+
+ 39/176 [=====>........................] - ETA: 21s - loss: 3.1533 - accuracy: 0.2232 - top-5-accuracy: 0.5144
+
+
+```
+
+```
+
+ 40/176 [=====>........................] - ETA: 21s - loss: 3.1500 - accuracy: 0.2239 - top-5-accuracy: 0.5158
+
+
+```
+
+```
+
+ 41/176 [=====>........................] - ETA: 21s - loss: 3.1502 - accuracy: 0.2237 - top-5-accuracy: 0.5154
+
+
+```
+
+```
+
+ 42/176 [======>.......................] - ETA: 21s - loss: 3.1449 - accuracy: 0.2250 - top-5-accuracy: 0.5180
+
+
+```
+
+```
+
+ 43/176 [======>.......................] - ETA: 21s - loss: 3.1488 - accuracy: 0.2248 - top-5-accuracy: 0.5176
+
+
+```
+
+```
+
+ 44/176 [======>.......................] - ETA: 20s - loss: 3.1499 - accuracy: 0.2239 - top-5-accuracy: 0.5170
+
+
+```
+
+```
+
+ 45/176 [======>.......................] - ETA: 20s - loss: 3.1519 - accuracy: 0.2233 - top-5-accuracy: 0.5172
+
+
+```
+
+```
+
+ 46/176 [======>.......................] - ETA: 20s - loss: 3.1521 - accuracy: 0.2237 - top-5-accuracy: 0.5171
+
+
+```
+
+```
+
+ 47/176 [=======>......................] - ETA: 20s - loss: 3.1513 - accuracy: 0.2238 - top-5-accuracy: 0.5175
+
+
+```
+
+```
+
+ 48/176 [=======>......................] - ETA: 20s - loss: 3.1485 - accuracy: 0.2249 - top-5-accuracy: 0.5177
+
+
+```
+
+```
+
+ 49/176 [=======>......................] - ETA: 20s - loss: 3.1491 - accuracy: 0.2244 - top-5-accuracy: 0.5179
+
+
+```
+
+```
+
+ 50/176 [=======>......................] - ETA: 19s - loss: 3.1446 - accuracy: 0.2251 - top-5-accuracy: 0.5191
+
+
+```
+
+```
+
+ 51/176 [=======>......................] - ETA: 19s - loss: 3.1416 - accuracy: 0.2254 - top-5-accuracy: 0.5208
+
+
+```
+
+```
+
+ 52/176 [=======>......................] - ETA: 19s - loss: 3.1409 - accuracy: 0.2260 - top-5-accuracy: 0.5209
+
+
+```
+
+```
+
+ 53/176 [========>.....................] - ETA: 19s - loss: 3.1434 - accuracy: 0.2255 - top-5-accuracy: 0.5206
+
+
+```
+
+```
+
+ 54/176 [========>.....................] - ETA: 19s - loss: 3.1448 - accuracy: 0.2255 - top-5-accuracy: 0.5203
+
+
+```
+
+```
+
+ 55/176 [========>.....................] - ETA: 19s - loss: 3.1410 - accuracy: 0.2262 - top-5-accuracy: 0.5212
+
+
+```
+
+```
+
+ 56/176 [========>.....................] - ETA: 19s - loss: 3.1391 - accuracy: 0.2263 - top-5-accuracy: 0.5215
+
+
+```
+
+```
+
+ 57/176 [========>.....................] - ETA: 18s - loss: 3.1373 - accuracy: 0.2273 - top-5-accuracy: 0.5222
+
+
+```
+
+```
+
+ 58/176 [========>.....................] - ETA: 18s - loss: 3.1364 - accuracy: 0.2271 - top-5-accuracy: 0.5222
+
+
+```
+
+```
+
+ 59/176 [=========>....................] - ETA: 18s - loss: 3.1377 - accuracy: 0.2262 - top-5-accuracy: 0.5218
+
+
+```
+
+```
+
+ 60/176 [=========>....................] - ETA: 18s - loss: 3.1375 - accuracy: 0.2267 - top-5-accuracy: 0.5220
+
+
+```
+
+```
+
+ 61/176 [=========>....................] - ETA: 18s - loss: 3.1346 - accuracy: 0.2272 - top-5-accuracy: 0.5226
+
+
+```
+
+```
+
+ 62/176 [=========>....................] - ETA: 18s - loss: 3.1359 - accuracy: 0.2273 - top-5-accuracy: 0.5221
+
+
+```
+
+```
+
+ 63/176 [=========>....................] - ETA: 17s - loss: 3.1368 - accuracy: 0.2271 - top-5-accuracy: 0.5223
+
+
+```
+
+```
+
+ 64/176 [=========>....................] - ETA: 17s - loss: 3.1393 - accuracy: 0.2271 - top-5-accuracy: 0.5215
+
+
+```
+
+```
+
+ 65/176 [==========>...................] - ETA: 17s - loss: 3.1410 - accuracy: 0.2270 - top-5-accuracy: 0.5209
+
+
+```
+
+```
+
+ 66/176 [==========>...................] - ETA: 17s - loss: 3.1391 - accuracy: 0.2272 - top-5-accuracy: 0.5215
+
+
+```
+
+```
+
+ 67/176 [==========>...................] - ETA: 17s - loss: 3.1375 - accuracy: 0.2276 - top-5-accuracy: 0.5217
+
+
+```
+
+```
+
+ 68/176 [==========>...................] - ETA: 17s - loss: 3.1394 - accuracy: 0.2268 - top-5-accuracy: 0.5209
+
+
+```
+
+```
+
+ 69/176 [==========>...................] - ETA: 16s - loss: 3.1395 - accuracy: 0.2271 - top-5-accuracy: 0.5211
+
+
+```
+
+```
+
+ 70/176 [==========>...................] - ETA: 16s - loss: 3.1395 - accuracy: 0.2271 - top-5-accuracy: 0.5207
+
+
+```
+
+```
+
+ 71/176 [===========>..................] - ETA: 16s - loss: 3.1384 - accuracy: 0.2274 - top-5-accuracy: 0.5212
+
+
+```
+
+```
+
+ 72/176 [===========>..................] - ETA: 16s - loss: 3.1373 - accuracy: 0.2274 - top-5-accuracy: 0.5218
+
+
+```
+
+```
+
+ 73/176 [===========>..................] - ETA: 16s - loss: 3.1346 - accuracy: 0.2277 - top-5-accuracy: 0.5227
+
+
+```
+
+```
+
+ 74/176 [===========>..................] - ETA: 16s - loss: 3.1356 - accuracy: 0.2276 - top-5-accuracy: 0.5228
+
+
+```
+
+```
+
+ 75/176 [===========>..................] - ETA: 16s - loss: 3.1360 - accuracy: 0.2276 - top-5-accuracy: 0.5228
+
+
+```
+
+```
+
+ 76/176 [===========>..................] - ETA: 15s - loss: 3.1355 - accuracy: 0.2278 - top-5-accuracy: 0.5227
+
+
+```
+
+```
+
+ 77/176 [============>.................] - ETA: 15s - loss: 3.1361 - accuracy: 0.2274 - top-5-accuracy: 0.5222
+
+
+```
+
+```
+
+ 78/176 [============>.................] - ETA: 15s - loss: 3.1355 - accuracy: 0.2276 - top-5-accuracy: 0.5224
+
+
+```
+
+```
+
+ 79/176 [============>.................] - ETA: 15s - loss: 3.1357 - accuracy: 0.2274 - top-5-accuracy: 0.5223
+
+
+```
+
+```
+
+ 80/176 [============>.................] - ETA: 15s - loss: 3.1362 - accuracy: 0.2272 - top-5-accuracy: 0.5221
+
+
+```
+
+```
+
+ 81/176 [============>.................] - ETA: 15s - loss: 3.1351 - accuracy: 0.2275 - top-5-accuracy: 0.5221
+
+
+```
+
+```
+
+ 82/176 [============>.................] - ETA: 14s - loss: 3.1341 - accuracy: 0.2277 - top-5-accuracy: 0.5226
+
+
+```
+
+```
+
+ 83/176 [=============>................] - ETA: 14s - loss: 3.1357 - accuracy: 0.2277 - top-5-accuracy: 0.5224
+
+
+```
+
+```
+
+ 84/176 [=============>................] - ETA: 14s - loss: 3.1359 - accuracy: 0.2275 - top-5-accuracy: 0.5223
+
+
+```
+
+```
+
+ 85/176 [=============>................] - ETA: 14s - loss: 3.1365 - accuracy: 0.2273 - top-5-accuracy: 0.5222
+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
+ 88/176 [==============>...............] - ETA: 13s - loss: 3.1337 - accuracy: 0.2280 - top-5-accuracy: 0.5225
+
+
+```
+
+```
+
+ 89/176 [==============>...............] - ETA: 13s - loss: 3.1335 - accuracy: 0.2277 - top-5-accuracy: 0.5224
+
+
+```
+
+```
+
+ 90/176 [==============>...............] - ETA: 13s - loss: 3.1320 - accuracy: 0.2280 - top-5-accuracy: 0.5225
+
+
+```
+
+```
+
+ 91/176 [==============>...............] - ETA: 13s - loss: 3.1308 - accuracy: 0.2282 - top-5-accuracy: 0.5230
+
+
+```
+
+```
+
+ 92/176 [==============>...............] - ETA: 13s - loss: 3.1306 - accuracy: 0.2281 - top-5-accuracy: 0.5233
+
+
+```
+
+```
+
+ 93/176 [==============>...............] - ETA: 13s - loss: 3.1299 - accuracy: 0.2286 - top-5-accuracy: 0.5239
+
+
+```
+
+```
+
+ 94/176 [===============>..............] - ETA: 13s - loss: 3.1300 - accuracy: 0.2286 - top-5-accuracy: 0.5242
+
+
+```
+
+```
+
+ 95/176 [===============>..............] - ETA: 12s - loss: 3.1299 - accuracy: 0.2285 - top-5-accuracy: 0.5245
+
+
+```
+
+```
+
+ 96/176 [===============>..............] - ETA: 12s - loss: 3.1304 - accuracy: 0.2283 - top-5-accuracy: 0.5242
+
+
+```
+
+```
+
+ 97/176 [===============>..............] - ETA: 12s - loss: 3.1309 - accuracy: 0.2282 - top-5-accuracy: 0.5240
+
+
+```
+
+```
+
+ 98/176 [===============>..............] - ETA: 12s - loss: 3.1284 - accuracy: 0.2288 - top-5-accuracy: 0.5244
+
+
+```
+
+```
+
+ 99/176 [===============>..............] - ETA: 12s - loss: 3.1281 - accuracy: 0.2288 - top-5-accuracy: 0.5243
+
+
+```
+
+```
+
+100/176 [================>.............] - ETA: 12s - loss: 3.1263 - accuracy: 0.2291 - top-5-accuracy: 0.5250
+
+
+```
+
+```
+
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+
+
+```
+
+```
+
+102/176 [================>.............] - ETA: 11s - loss: 3.1243 - accuracy: 0.2289 - top-5-accuracy: 0.5255
+
+
+```
+
+```
+
+103/176 [================>.............] - ETA: 11s - loss: 3.1238 - accuracy: 0.2293 - top-5-accuracy: 0.5259
+
+
+```
+
+```
+
+104/176 [================>.............] - ETA: 11s - loss: 3.1231 - accuracy: 0.2293 - top-5-accuracy: 0.5263
+
+
+```
+
+```
+
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+
+
+```
+
+```
+
+106/176 [=================>............] - ETA: 11s - loss: 3.1229 - accuracy: 0.2290 - top-5-accuracy: 0.5268
+
+
+```
+
+```
+
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+
+
+```
+
+```
+
+108/176 [=================>............] - ETA: 10s - loss: 3.1231 - accuracy: 0.2289 - top-5-accuracy: 0.5266
+
+
+```
+
+```
+
+109/176 [=================>............] - ETA: 10s - loss: 3.1235 - accuracy: 0.2289 - top-5-accuracy: 0.5264
+
+
+```
+
+```
+
+110/176 [=================>............] - ETA: 10s - loss: 3.1224 - accuracy: 0.2287 - top-5-accuracy: 0.5267
+
+
+```
+
+```
+
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+
+
+```
+
+```
+
+112/176 [==================>...........] - ETA: 10s - loss: 3.1200 - accuracy: 0.2289 - top-5-accuracy: 0.5269
+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
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+```
+
+```
+
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+
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+```
+
+```
+
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+
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+```
+
+```
+
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+
+
+```
+
+```
+
+150/176 [========================>.....] - ETA: 4s - loss: 3.1100 - accuracy: 0.2321 - top-5-accuracy: 0.5297
+
+
+```
+
+```
+
+151/176 [========================>.....] - ETA: 3s - loss: 3.1102 - accuracy: 0.2321 - top-5-accuracy: 0.5297
+
+
+```
+
+```
+
+152/176 [========================>.....] - ETA: 3s - loss: 3.1097 - accuracy: 0.2323 - top-5-accuracy: 0.5297
+
+
+```
+
+```
+
+153/176 [=========================>....] - ETA: 3s - loss: 3.1092 - accuracy: 0.2323 - top-5-accuracy: 0.5299
+
+
+```
+
+```
+
+154/176 [=========================>....] - ETA: 3s - loss: 3.1091 - accuracy: 0.2325 - top-5-accuracy: 0.5300
+
+
+```
+
+```
+
+155/176 [=========================>....] - ETA: 3s - loss: 3.1096 - accuracy: 0.2325 - top-5-accuracy: 0.5300
+
+
+```
+
+```
+
+156/176 [=========================>....] - ETA: 3s - loss: 3.1093 - accuracy: 0.2324 - top-5-accuracy: 0.5299
+
+
+```
+
+```
+
+157/176 [=========================>....] - ETA: 3s - loss: 3.1085 - accuracy: 0.2326 - top-5-accuracy: 0.5302
+
+
+```
+
+```
+
+158/176 [=========================>....] - ETA: 2s - loss: 3.1083 - accuracy: 0.2328 - top-5-accuracy: 0.5301
+
+
+```
+
+```
+
+159/176 [==========================>...] - ETA: 2s - loss: 3.1074 - accuracy: 0.2329 - top-5-accuracy: 0.5307
+
+
+```
+
+```
+
+160/176 [==========================>...] - ETA: 2s - loss: 3.1078 - accuracy: 0.2328 - top-5-accuracy: 0.5305
+
+
+```
+
+```
+
+161/176 [==========================>...] - ETA: 2s - loss: 3.1089 - accuracy: 0.2325 - top-5-accuracy: 0.5301
+
+
+```
+
+```
+
+162/176 [==========================>...] - ETA: 2s - loss: 3.1089 - accuracy: 0.2325 - top-5-accuracy: 0.5301
+
+
+```
+
+```
+
+163/176 [==========================>...] - ETA: 2s - loss: 3.1075 - accuracy: 0.2330 - top-5-accuracy: 0.5303
+
+
+```
+
+```
+
+164/176 [==========================>...] - ETA: 1s - loss: 3.1071 - accuracy: 0.2332 - top-5-accuracy: 0.5304
+
+
+```
+
+```
+
+165/176 [===========================>..] - ETA: 1s - loss: 3.1068 - accuracy: 0.2333 - top-5-accuracy: 0.5304
+
+
+```
+
+```
+
+166/176 [===========================>..] - ETA: 1s - loss: 3.1074 - accuracy: 0.2335 - top-5-accuracy: 0.5303
+
+
+```
+
+```
+
+167/176 [===========================>..] - ETA: 1s - loss: 3.1073 - accuracy: 0.2333 - top-5-accuracy: 0.5303
+
+
+```
+
+```
+
+168/176 [===========================>..] - ETA: 1s - loss: 3.1077 - accuracy: 0.2332 - top-5-accuracy: 0.5303
+
+
+```
+
+```
+
+169/176 [===========================>..] - ETA: 1s - loss: 3.1075 - accuracy: 0.2332 - top-5-accuracy: 0.5303
+
+
+```
+
+```
+
+170/176 [===========================>..] - ETA: 0s - loss: 3.1077 - accuracy: 0.2331 - top-5-accuracy: 0.5301
+
+
+```
+
+```
+
+171/176 [============================>.] - ETA: 0s - loss: 3.1078 - accuracy: 0.2332 - top-5-accuracy: 0.5300
+
+
+```
+
+```
+
+172/176 [============================>.] - ETA: 0s - loss: 3.1074 - accuracy: 0.2332 - top-5-accuracy: 0.5300
+
+
+```
+
+```
+
+173/176 [============================>.] - ETA: 0s - loss: 3.1071 - accuracy: 0.2332 - top-5-accuracy: 0.5301
+
+
+```
+
+```
+
+174/176 [============================>.] - ETA: 0s - loss: 3.1055 - accuracy: 0.2335 - top-5-accuracy: 0.5304
+
+
+```
+
+```
+
+175/176 [============================>.] - ETA: 0s - loss: 3.1049 - accuracy: 0.2335 - top-5-accuracy: 0.5304
+
+
+```
+
+```
+
+176/176 [==============================] - ETA: 0s - loss: 3.1047 - accuracy: 0.2336 - top-5-accuracy: 0.5306
+
+
+```
+
+```
+
+176/176 [==============================] - 29s 164ms/step - loss: 3.1047 - accuracy: 0.2336 - top-5-accuracy: 0.5306 - val_loss: 2.8182 - val_accuracy: 0.2938 - val_top-5-accuracy: 0.5910
+
+
+
+```
+Epoch 8/50
+
+```
+
+
+ 1/176 [..............................] - ETA: 27s - loss: 3.1640 - accuracy: 0.2031 - top-5-accuracy: 0.5312
+
+
+```
+
+```
+
+ 2/176 [..............................] - ETA: 27s - loss: 3.0973 - accuracy: 0.2090 - top-5-accuracy: 0.5371
+
+
+```
+
+```
+
+ 3/176 [..............................] - ETA: 27s - loss: 3.0810 - accuracy: 0.2174 - top-5-accuracy: 0.5430
+
+
+```
+
+```
+
+ 4/176 [..............................] - ETA: 27s - loss: 3.0907 - accuracy: 0.2188 - top-5-accuracy: 0.5371
+
+
+```
+
+```
+
+ 5/176 [..............................] - ETA: 27s - loss: 3.0448 - accuracy: 0.2305 - top-5-accuracy: 0.5555
+
+
+```
+
+```
+
+ 6/176 [>.............................] - ETA: 27s - loss: 3.0488 - accuracy: 0.2318 - top-5-accuracy: 0.5540
+
+
+```
+
+```
+
+ 7/176 [>.............................] - ETA: 26s - loss: 3.0394 - accuracy: 0.2372 - top-5-accuracy: 0.5575
+
+
+```
+
+```
+
+ 8/176 [>.............................] - ETA: 26s - loss: 3.0386 - accuracy: 0.2383 - top-5-accuracy: 0.5581
+
+
+```
+
+```
+
+ 9/176 [>.............................] - ETA: 26s - loss: 3.0387 - accuracy: 0.2391 - top-5-accuracy: 0.5560
+
+
+```
+
+```
+
+ 10/176 [>.............................] - ETA: 26s - loss: 3.0400 - accuracy: 0.2430 - top-5-accuracy: 0.5551
+
+
+```
+
+```
+
+ 11/176 [>.............................] - ETA: 26s - loss: 3.0480 - accuracy: 0.2429 - top-5-accuracy: 0.5554
+
+
+```
+
+```
+
+ 12/176 [=>............................] - ETA: 26s - loss: 3.0582 - accuracy: 0.2428 - top-5-accuracy: 0.5527
+
+
+```
+
+```
+
+ 13/176 [=>............................] - ETA: 25s - loss: 3.0550 - accuracy: 0.2422 - top-5-accuracy: 0.5529
+
+
+```
+
+```
+
+ 14/176 [=>............................] - ETA: 25s - loss: 3.0522 - accuracy: 0.2439 - top-5-accuracy: 0.5525
+
+
+```
+
+```
+
+ 15/176 [=>............................] - ETA: 25s - loss: 3.0599 - accuracy: 0.2438 - top-5-accuracy: 0.5508
+
+
+```
+
+```
+
+ 16/176 [=>............................] - ETA: 25s - loss: 3.0555 - accuracy: 0.2419 - top-5-accuracy: 0.5505
+
+
+```
+
+```
+
+ 17/176 [=>............................] - ETA: 25s - loss: 3.0531 - accuracy: 0.2433 - top-5-accuracy: 0.5524
+
+
+```
+
+```
+
+ 18/176 [==>...........................] - ETA: 25s - loss: 3.0577 - accuracy: 0.2424 - top-5-accuracy: 0.5501
+
+
+```
+
+```
+
+ 19/176 [==>...........................] - ETA: 24s - loss: 3.0512 - accuracy: 0.2424 - top-5-accuracy: 0.5516
+
+
+```
+
+```
+
+ 20/176 [==>...........................] - ETA: 24s - loss: 3.0454 - accuracy: 0.2439 - top-5-accuracy: 0.5527
+
+
+```
+
+```
+
+ 21/176 [==>...........................] - ETA: 24s - loss: 3.0385 - accuracy: 0.2435 - top-5-accuracy: 0.5539
+
+
+```
+
+```
+
+ 22/176 [==>...........................] - ETA: 24s - loss: 3.0354 - accuracy: 0.2459 - top-5-accuracy: 0.5547
+
+
+```
+
+```
+
+ 23/176 [==>...........................] - ETA: 24s - loss: 3.0308 - accuracy: 0.2449 - top-5-accuracy: 0.5571
+
+
+```
+
+```
+
+ 24/176 [===>..........................] - ETA: 24s - loss: 3.0277 - accuracy: 0.2448 - top-5-accuracy: 0.5586
+
+
+```
+
+```
+
+ 25/176 [===>..........................] - ETA: 23s - loss: 3.0227 - accuracy: 0.2461 - top-5-accuracy: 0.5598
+
+
+```
+
+```
+
+ 26/176 [===>..........................] - ETA: 23s - loss: 3.0214 - accuracy: 0.2458 - top-5-accuracy: 0.5599
+
+
+```
+
+```
+
+ 27/176 [===>..........................] - ETA: 23s - loss: 3.0167 - accuracy: 0.2464 - top-5-accuracy: 0.5600
+
+
+```
+
+```
+
+ 28/176 [===>..........................] - ETA: 23s - loss: 3.0222 - accuracy: 0.2461 - top-5-accuracy: 0.5578
+
+
+```
+
+```
+
+ 29/176 [===>..........................] - ETA: 23s - loss: 3.0161 - accuracy: 0.2478 - top-5-accuracy: 0.5597
+
+
+```
+
+```
+
+ 30/176 [====>.........................] - ETA: 23s - loss: 3.0205 - accuracy: 0.2474 - top-5-accuracy: 0.5583
+
+
+```
+
+```
+
+ 31/176 [====>.........................] - ETA: 23s - loss: 3.0195 - accuracy: 0.2472 - top-5-accuracy: 0.5576
+
+
+```
+
+```
+
+ 32/176 [====>.........................] - ETA: 22s - loss: 3.0177 - accuracy: 0.2471 - top-5-accuracy: 0.5581
+
+
+```
+
+```
+
+ 33/176 [====>.........................] - ETA: 22s - loss: 3.0179 - accuracy: 0.2457 - top-5-accuracy: 0.5585
+
+
+```
+
+```
+
+ 34/176 [====>.........................] - ETA: 22s - loss: 3.0148 - accuracy: 0.2468 - top-5-accuracy: 0.5587
+
+
+```
+
+```
+
+ 35/176 [====>.........................] - ETA: 22s - loss: 3.0142 - accuracy: 0.2482 - top-5-accuracy: 0.5580
+
+
+```
+
+```
+
+ 36/176 [=====>........................] - ETA: 22s - loss: 3.0142 - accuracy: 0.2475 - top-5-accuracy: 0.5586
+
+
+```
+
+```
+
+ 37/176 [=====>........................] - ETA: 22s - loss: 3.0179 - accuracy: 0.2471 - top-5-accuracy: 0.5572
+
+
+```
+
+```
+
+ 38/176 [=====>........................] - ETA: 21s - loss: 3.0203 - accuracy: 0.2471 - top-5-accuracy: 0.5569
+
+
+```
+
+```
+
+ 39/176 [=====>........................] - ETA: 21s - loss: 3.0234 - accuracy: 0.2463 - top-5-accuracy: 0.5555
+
+
+```
+
+```
+
+ 40/176 [=====>........................] - ETA: 21s - loss: 3.0198 - accuracy: 0.2467 - top-5-accuracy: 0.5558
+
+
+```
+
+```
+
+ 41/176 [=====>........................] - ETA: 21s - loss: 3.0196 - accuracy: 0.2470 - top-5-accuracy: 0.5560
+
+
+```
+
+```
+
+ 42/176 [======>.......................] - ETA: 21s - loss: 3.0221 - accuracy: 0.2467 - top-5-accuracy: 0.5560
+
+
+```
+
+```
+
+ 43/176 [======>.......................] - ETA: 21s - loss: 3.0193 - accuracy: 0.2469 - top-5-accuracy: 0.5559
+
+
+```
+
+```
+
+ 44/176 [======>.......................] - ETA: 20s - loss: 3.0191 - accuracy: 0.2470 - top-5-accuracy: 0.5550
+
+
+```
+
+```
+
+ 45/176 [======>.......................] - ETA: 20s - loss: 3.0185 - accuracy: 0.2470 - top-5-accuracy: 0.5550
+
+
+```
+
+```
+
+ 46/176 [======>.......................] - ETA: 20s - loss: 3.0153 - accuracy: 0.2476 - top-5-accuracy: 0.5555
+
+
+```
+
+```
+
+ 47/176 [=======>......................] - ETA: 20s - loss: 3.0149 - accuracy: 0.2477 - top-5-accuracy: 0.5554
+
+
+```
+
+```
+
+ 48/176 [=======>......................] - ETA: 20s - loss: 3.0131 - accuracy: 0.2482 - top-5-accuracy: 0.5549
+
+
+```
+
+```
+
+ 49/176 [=======>......................] - ETA: 20s - loss: 3.0117 - accuracy: 0.2488 - top-5-accuracy: 0.5560
+
+
+```
+
+```
+
+ 50/176 [=======>......................] - ETA: 20s - loss: 3.0108 - accuracy: 0.2484 - top-5-accuracy: 0.5558
+
+
+```
+
+```
+
+ 51/176 [=======>......................] - ETA: 19s - loss: 3.0138 - accuracy: 0.2481 - top-5-accuracy: 0.5551
+
+
+```
+
+```
+
+ 52/176 [=======>......................] - ETA: 19s - loss: 3.0122 - accuracy: 0.2484 - top-5-accuracy: 0.5557
+
+
+```
+
+```
+
+ 53/176 [========>.....................] - ETA: 19s - loss: 3.0140 - accuracy: 0.2474 - top-5-accuracy: 0.5540
+
+
+```
+
+```
+
+ 54/176 [========>.....................] - ETA: 19s - loss: 3.0125 - accuracy: 0.2483 - top-5-accuracy: 0.5539
+
+
+```
+
+```
+
+ 55/176 [========>.....................] - ETA: 19s - loss: 3.0120 - accuracy: 0.2479 - top-5-accuracy: 0.5533
+
+
+```
+
+```
+
+ 56/176 [========>.....................] - ETA: 19s - loss: 3.0122 - accuracy: 0.2477 - top-5-accuracy: 0.5536
+
+
+```
+
+```
+
+ 57/176 [========>.....................] - ETA: 18s - loss: 3.0146 - accuracy: 0.2474 - top-5-accuracy: 0.5535
+
+
+```
+
+```
+
+ 58/176 [========>.....................] - ETA: 18s - loss: 3.0143 - accuracy: 0.2474 - top-5-accuracy: 0.5535
+
+
+```
+
+```
+
+ 59/176 [=========>....................] - ETA: 18s - loss: 3.0116 - accuracy: 0.2483 - top-5-accuracy: 0.5543
+
+
+```
+
+```
+
+ 60/176 [=========>....................] - ETA: 18s - loss: 3.0097 - accuracy: 0.2486 - top-5-accuracy: 0.5551
+
+
+```
+
+```
+
+ 61/176 [=========>....................] - ETA: 18s - loss: 3.0099 - accuracy: 0.2481 - top-5-accuracy: 0.5548
+
+
+```
+
+```
+
+ 62/176 [=========>....................] - ETA: 18s - loss: 3.0104 - accuracy: 0.2475 - top-5-accuracy: 0.5545
+
+
+```
+
+```
+
+ 63/176 [=========>....................] - ETA: 17s - loss: 3.0097 - accuracy: 0.2474 - top-5-accuracy: 0.5547
+
+
+```
+
+```
+
+ 64/176 [=========>....................] - ETA: 17s - loss: 3.0100 - accuracy: 0.2480 - top-5-accuracy: 0.5547
+
+
+```
+
+```
+
+ 65/176 [==========>...................] - ETA: 17s - loss: 3.0099 - accuracy: 0.2479 - top-5-accuracy: 0.5545
+
+
+```
+
+```
+
+ 66/176 [==========>...................] - ETA: 17s - loss: 3.0111 - accuracy: 0.2480 - top-5-accuracy: 0.5543
+
+
+```
+
+```
+
+ 67/176 [==========>...................] - ETA: 17s - loss: 3.0089 - accuracy: 0.2483 - top-5-accuracy: 0.5549
+
+
+```
+
+```
+
+ 68/176 [==========>...................] - ETA: 17s - loss: 3.0076 - accuracy: 0.2484 - top-5-accuracy: 0.5554
+
+
+```
+
+```
+
+ 69/176 [==========>...................] - ETA: 16s - loss: 3.0069 - accuracy: 0.2484 - top-5-accuracy: 0.5554
+
+
+```
+
+```
+
+ 70/176 [==========>...................] - ETA: 16s - loss: 3.0060 - accuracy: 0.2489 - top-5-accuracy: 0.5559
+
+
+```
+
+```
+
+ 71/176 [===========>..................] - ETA: 16s - loss: 3.0047 - accuracy: 0.2496 - top-5-accuracy: 0.5563
+
+
+```
+
+```
+
+ 72/176 [===========>..................] - ETA: 16s - loss: 3.0036 - accuracy: 0.2498 - top-5-accuracy: 0.5566
+
+
+```
+
+```
+
+ 73/176 [===========>..................] - ETA: 16s - loss: 3.0017 - accuracy: 0.2504 - top-5-accuracy: 0.5572
+
+
+```
+
+```
+
+ 74/176 [===========>..................] - ETA: 16s - loss: 3.0034 - accuracy: 0.2506 - top-5-accuracy: 0.5567
+
+
+```
+
+```
+
+ 75/176 [===========>..................] - ETA: 16s - loss: 3.0011 - accuracy: 0.2510 - top-5-accuracy: 0.5576
+
+
+```
+
+```
+
+ 76/176 [===========>..................] - ETA: 15s - loss: 2.9993 - accuracy: 0.2514 - top-5-accuracy: 0.5579
+
+
+```
+
+```
+
+ 77/176 [============>.................] - ETA: 15s - loss: 2.9999 - accuracy: 0.2511 - top-5-accuracy: 0.5575
+
+
+```
+
+```
+
+ 78/176 [============>.................] - ETA: 15s - loss: 3.0005 - accuracy: 0.2512 - top-5-accuracy: 0.5575
+
+
+```
+
+```
+
+ 79/176 [============>.................] - ETA: 15s - loss: 3.0002 - accuracy: 0.2506 - top-5-accuracy: 0.5577
+
+
+```
+
+```
+
+ 80/176 [============>.................] - ETA: 15s - loss: 2.9997 - accuracy: 0.2507 - top-5-accuracy: 0.5578
+
+
+```
+
+```
+
+ 81/176 [============>.................] - ETA: 15s - loss: 2.9974 - accuracy: 0.2511 - top-5-accuracy: 0.5577
+
+
+```
+
+```
+
+ 82/176 [============>.................] - ETA: 14s - loss: 2.9974 - accuracy: 0.2514 - top-5-accuracy: 0.5577
+
+
+```
+
+```
+
+ 83/176 [=============>................] - ETA: 14s - loss: 2.9977 - accuracy: 0.2514 - top-5-accuracy: 0.5578
+
+
+```
+
+```
+
+ 84/176 [=============>................] - ETA: 14s - loss: 2.9971 - accuracy: 0.2517 - top-5-accuracy: 0.5584
+
+
+```
+
+```
+
+ 85/176 [=============>................] - ETA: 14s - loss: 2.9975 - accuracy: 0.2511 - top-5-accuracy: 0.5582
+
+
+```
+
+```
+
+ 86/176 [=============>................] - ETA: 14s - loss: 2.9958 - accuracy: 0.2513 - top-5-accuracy: 0.5587
+
+
+```
+
+```
+
+ 87/176 [=============>................] - ETA: 14s - loss: 2.9948 - accuracy: 0.2513 - top-5-accuracy: 0.5590
+
+
+```
+
+```
+
+ 88/176 [==============>...............] - ETA: 13s - loss: 2.9970 - accuracy: 0.2511 - top-5-accuracy: 0.5588
+
+
+```
+
+```
+
+ 89/176 [==============>...............] - ETA: 13s - loss: 2.9991 - accuracy: 0.2505 - top-5-accuracy: 0.5581
+
+
+```
+
+```
+
+ 90/176 [==============>...............] - ETA: 13s - loss: 3.0000 - accuracy: 0.2502 - top-5-accuracy: 0.5575
+
+
+```
+
+```
+
+ 91/176 [==============>...............] - ETA: 13s - loss: 3.0001 - accuracy: 0.2502 - top-5-accuracy: 0.5572
+
+
+```
+
+```
+
+ 92/176 [==============>...............] - ETA: 13s - loss: 2.9981 - accuracy: 0.2506 - top-5-accuracy: 0.5579
+
+
+```
+
+```
+
+ 93/176 [==============>...............] - ETA: 13s - loss: 2.9983 - accuracy: 0.2506 - top-5-accuracy: 0.5580
+
+
+```
+
+```
+
+ 94/176 [===============>..............] - ETA: 13s - loss: 2.9987 - accuracy: 0.2505 - top-5-accuracy: 0.5583
+
+
+```
+
+```
+
+ 95/176 [===============>..............] - ETA: 12s - loss: 2.9994 - accuracy: 0.2501 - top-5-accuracy: 0.5576
+
+
+```
+
+```
+
+ 96/176 [===============>..............] - ETA: 12s - loss: 2.9991 - accuracy: 0.2503 - top-5-accuracy: 0.5577
+
+
+```
+
+```
+
+ 97/176 [===============>..............] - ETA: 12s - loss: 3.0000 - accuracy: 0.2504 - top-5-accuracy: 0.5577
+
+
+```
+
+```
+
+ 98/176 [===============>..............] - ETA: 12s - loss: 2.9989 - accuracy: 0.2507 - top-5-accuracy: 0.5582
+
+
+```
+
+```
+
+ 99/176 [===============>..............] - ETA: 12s - loss: 2.9988 - accuracy: 0.2509 - top-5-accuracy: 0.5580
+
+
+```
+
+```
+
+100/176 [================>.............] - ETA: 12s - loss: 2.9989 - accuracy: 0.2511 - top-5-accuracy: 0.5581
+
+
+```
+
+```
+
+101/176 [================>.............] - ETA: 11s - loss: 2.9979 - accuracy: 0.2513 - top-5-accuracy: 0.5583
+
+
+```
+
+```
+
+102/176 [================>.............] - ETA: 11s - loss: 2.9969 - accuracy: 0.2518 - top-5-accuracy: 0.5589
+
+
+```
+
+```
+
+103/176 [================>.............] - ETA: 11s - loss: 2.9970 - accuracy: 0.2517 - top-5-accuracy: 0.5586
+
+
+```
+
+```
+
+104/176 [================>.............] - ETA: 11s - loss: 2.9956 - accuracy: 0.2520 - top-5-accuracy: 0.5590
+
+
+```
+
+```
+
+105/176 [================>.............] - ETA: 11s - loss: 2.9954 - accuracy: 0.2517 - top-5-accuracy: 0.5589
+
+
+```
+
+```
+
+106/176 [=================>............] - ETA: 11s - loss: 2.9943 - accuracy: 0.2522 - top-5-accuracy: 0.5590
+
+
+```
+
+```
+
+107/176 [=================>............] - ETA: 10s - loss: 2.9948 - accuracy: 0.2522 - top-5-accuracy: 0.5590
+
+
+```
+
+```
+
+108/176 [=================>............] - ETA: 10s - loss: 2.9937 - accuracy: 0.2527 - top-5-accuracy: 0.5591
+
+
+```
+
+```
+
+109/176 [=================>............] - ETA: 10s - loss: 2.9923 - accuracy: 0.2528 - top-5-accuracy: 0.5596
+
+
+```
+
+```
+
+110/176 [=================>............] - ETA: 10s - loss: 2.9927 - accuracy: 0.2527 - top-5-accuracy: 0.5595
+
+
+```
+
+```
+
+111/176 [=================>............] - ETA: 10s - loss: 2.9921 - accuracy: 0.2532 - top-5-accuracy: 0.5596
+
+
+```
+
+```
+
+112/176 [==================>...........] - ETA: 10s - loss: 2.9919 - accuracy: 0.2535 - top-5-accuracy: 0.5595
+
+
+```
+
+```
+
+113/176 [==================>...........] - ETA: 9s - loss: 2.9922 - accuracy: 0.2534 - top-5-accuracy: 0.5596
+
+
+```
+
+```
+
+114/176 [==================>...........] - ETA: 9s - loss: 2.9928 - accuracy: 0.2533 - top-5-accuracy: 0.5593
+
+
+```
+
+```
+
+115/176 [==================>...........] - ETA: 9s - loss: 2.9917 - accuracy: 0.2534 - top-5-accuracy: 0.5596
+
+
+```
+
+```
+
+116/176 [==================>...........] - ETA: 9s - loss: 2.9917 - accuracy: 0.2535 - top-5-accuracy: 0.5595
+
+
+```
+
+```
+
+117/176 [==================>...........] - ETA: 9s - loss: 2.9916 - accuracy: 0.2536 - top-5-accuracy: 0.5596
+
+
+```
+
+```
+
+118/176 [===================>..........] - ETA: 9s - loss: 2.9921 - accuracy: 0.2538 - top-5-accuracy: 0.5593
+
+
+```
+
+```
+
+119/176 [===================>..........] - ETA: 9s - loss: 2.9919 - accuracy: 0.2539 - top-5-accuracy: 0.5593
+
+
+```
+
+```
+
+120/176 [===================>..........] - ETA: 8s - loss: 2.9911 - accuracy: 0.2540 - top-5-accuracy: 0.5594
+
+
+```
+
+```
+
+121/176 [===================>..........] - ETA: 8s - loss: 2.9895 - accuracy: 0.2546 - top-5-accuracy: 0.5599
+
+
+```
+
+```
+
+122/176 [===================>..........] - ETA: 8s - loss: 2.9893 - accuracy: 0.2547 - top-5-accuracy: 0.5600
+
+
+```
+
+```
+
+123/176 [===================>..........] - ETA: 8s - loss: 2.9885 - accuracy: 0.2552 - top-5-accuracy: 0.5601
+
+
+```
+
+```
+
+124/176 [====================>.........] - ETA: 8s - loss: 2.9870 - accuracy: 0.2555 - top-5-accuracy: 0.5605
+
+
+```
+
+```
+
+125/176 [====================>.........] - ETA: 8s - loss: 2.9862 - accuracy: 0.2558 - top-5-accuracy: 0.5605
+
+
+```
+
+```
+
+126/176 [====================>.........] - ETA: 7s - loss: 2.9863 - accuracy: 0.2558 - top-5-accuracy: 0.5605
+
+
+```
+
+```
+
+127/176 [====================>.........] - ETA: 7s - loss: 2.9851 - accuracy: 0.2560 - top-5-accuracy: 0.5608
+
+
+```
+
+```
+
+128/176 [====================>.........] - ETA: 7s - loss: 2.9850 - accuracy: 0.2562 - top-5-accuracy: 0.5609
+
+
+```
+
+```
+
+129/176 [====================>.........] - ETA: 7s - loss: 2.9864 - accuracy: 0.2561 - top-5-accuracy: 0.5604
+
+
+```
+
+```
+
+130/176 [=====================>........] - ETA: 7s - loss: 2.9874 - accuracy: 0.2559 - top-5-accuracy: 0.5600
+
+
+```
+
+```
+
+131/176 [=====================>........] - ETA: 7s - loss: 2.9876 - accuracy: 0.2561 - top-5-accuracy: 0.5600
+
+
+```
+
+```
+
+132/176 [=====================>........] - ETA: 6s - loss: 2.9880 - accuracy: 0.2563 - top-5-accuracy: 0.5601
+
+
+```
+
+```
+
+133/176 [=====================>........] - ETA: 6s - loss: 2.9866 - accuracy: 0.2565 - top-5-accuracy: 0.5606
+
+
+```
+
+```
+
+134/176 [=====================>........] - ETA: 6s - loss: 2.9860 - accuracy: 0.2567 - top-5-accuracy: 0.5607
+
+
+```
+
+```
+
+135/176 [======================>.......] - ETA: 6s - loss: 2.9860 - accuracy: 0.2568 - top-5-accuracy: 0.5606
+
+
+```
+
+```
+
+136/176 [======================>.......] - ETA: 6s - loss: 2.9855 - accuracy: 0.2570 - top-5-accuracy: 0.5607
+
+
+```
+
+```
+
+137/176 [======================>.......] - ETA: 6s - loss: 2.9856 - accuracy: 0.2573 - top-5-accuracy: 0.5607
+
+
+```
+
+```
+
+138/176 [======================>.......] - ETA: 6s - loss: 2.9848 - accuracy: 0.2576 - top-5-accuracy: 0.5611
+
+
+```
+
+```
+
+139/176 [======================>.......] - ETA: 5s - loss: 2.9838 - accuracy: 0.2578 - top-5-accuracy: 0.5613
+
+
+```
+
+```
+
+140/176 [======================>.......] - ETA: 5s - loss: 2.9840 - accuracy: 0.2579 - top-5-accuracy: 0.5614
+
+
+```
+
+```
+
+141/176 [=======================>......] - ETA: 5s - loss: 2.9834 - accuracy: 0.2579 - top-5-accuracy: 0.5613
+
+
+```
+
+```
+
+142/176 [=======================>......] - ETA: 5s - loss: 2.9833 - accuracy: 0.2579 - top-5-accuracy: 0.5612
+
+
+```
+
+```
+
+143/176 [=======================>......] - ETA: 5s - loss: 2.9833 - accuracy: 0.2581 - top-5-accuracy: 0.5610
+
+
+```
+
+```
+
+144/176 [=======================>......] - ETA: 5s - loss: 2.9833 - accuracy: 0.2582 - top-5-accuracy: 0.5610
+
+
+```
+
+```
+
+145/176 [=======================>......] - ETA: 4s - loss: 2.9832 - accuracy: 0.2583 - top-5-accuracy: 0.5610
+
+
+```
+
+```
+
+146/176 [=======================>......] - ETA: 4s - loss: 2.9833 - accuracy: 0.2583 - top-5-accuracy: 0.5611
+
+
+```
+
+```
+
+147/176 [========================>.....] - ETA: 4s - loss: 2.9832 - accuracy: 0.2582 - top-5-accuracy: 0.5610
+
+
+```
+
+```
+
+148/176 [========================>.....] - ETA: 4s - loss: 2.9838 - accuracy: 0.2581 - top-5-accuracy: 0.5608
+
+
+```
+
+```
+
+149/176 [========================>.....] - ETA: 4s - loss: 2.9847 - accuracy: 0.2581 - top-5-accuracy: 0.5607
+
+
+```
+
+```
+
+150/176 [========================>.....] - ETA: 4s - loss: 2.9852 - accuracy: 0.2582 - top-5-accuracy: 0.5606
+
+
+```
+
+```
+
+151/176 [========================>.....] - ETA: 3s - loss: 2.9851 - accuracy: 0.2582 - top-5-accuracy: 0.5606
+
+
+```
+
+```
+
+152/176 [========================>.....] - ETA: 3s - loss: 2.9848 - accuracy: 0.2585 - top-5-accuracy: 0.5606
+
+
+```
+
+```
+
+153/176 [=========================>....] - ETA: 3s - loss: 2.9847 - accuracy: 0.2585 - top-5-accuracy: 0.5606
+
+
+```
+
+```
+
+154/176 [=========================>....] - ETA: 3s - loss: 2.9841 - accuracy: 0.2584 - top-5-accuracy: 0.5608
+
+
+```
+
+```
+
+155/176 [=========================>....] - ETA: 3s - loss: 2.9839 - accuracy: 0.2585 - top-5-accuracy: 0.5609
+
+
+```
+
+```
+
+156/176 [=========================>....] - ETA: 3s - loss: 2.9846 - accuracy: 0.2584 - top-5-accuracy: 0.5607
+
+
+```
+
+```
+
+157/176 [=========================>....] - ETA: 3s - loss: 2.9843 - accuracy: 0.2584 - top-5-accuracy: 0.5609
+
+
+```
+
+```
+
+158/176 [=========================>....] - ETA: 2s - loss: 2.9850 - accuracy: 0.2584 - top-5-accuracy: 0.5607
+
+
+```
+
+```
+
+159/176 [==========================>...] - ETA: 2s - loss: 2.9845 - accuracy: 0.2586 - top-5-accuracy: 0.5608
+
+
+```
+
+```
+
+160/176 [==========================>...] - ETA: 2s - loss: 2.9839 - accuracy: 0.2587 - top-5-accuracy: 0.5607
+
+
+```
+
+```
+
+161/176 [==========================>...] - ETA: 2s - loss: 2.9828 - accuracy: 0.2589 - top-5-accuracy: 0.5608
+
+
+```
+
+```
+
+162/176 [==========================>...] - ETA: 2s - loss: 2.9817 - accuracy: 0.2592 - top-5-accuracy: 0.5609
+
+
+```
+
+```
+
+163/176 [==========================>...] - ETA: 2s - loss: 2.9822 - accuracy: 0.2591 - top-5-accuracy: 0.5607
+
+
+```
+
+```
+
+164/176 [==========================>...] - ETA: 1s - loss: 2.9818 - accuracy: 0.2592 - top-5-accuracy: 0.5607
+
+
+```
+
+```
+
+165/176 [===========================>..] - ETA: 1s - loss: 2.9825 - accuracy: 0.2590 - top-5-accuracy: 0.5605
+
+
+```
+
+```
+
+166/176 [===========================>..] - ETA: 1s - loss: 2.9820 - accuracy: 0.2590 - top-5-accuracy: 0.5606
+
+
+```
+
+```
+
+167/176 [===========================>..] - ETA: 1s - loss: 2.9829 - accuracy: 0.2588 - top-5-accuracy: 0.5604
+
+
+```
+
+```
+
+168/176 [===========================>..] - ETA: 1s - loss: 2.9813 - accuracy: 0.2591 - top-5-accuracy: 0.5606
+
+
+```
+
+```
+
+169/176 [===========================>..] - ETA: 1s - loss: 2.9816 - accuracy: 0.2590 - top-5-accuracy: 0.5607
+
+
+```
+
+```
+
+170/176 [===========================>..] - ETA: 0s - loss: 2.9810 - accuracy: 0.2590 - top-5-accuracy: 0.5608
+
+
+```
+
+```
+
+171/176 [============================>.] - ETA: 0s - loss: 2.9818 - accuracy: 0.2590 - top-5-accuracy: 0.5605
+
+
+```
+
+```
+
+172/176 [============================>.] - ETA: 0s - loss: 2.9819 - accuracy: 0.2589 - top-5-accuracy: 0.5606
+
+
+```
+
+```
+
+173/176 [============================>.] - ETA: 0s - loss: 2.9805 - accuracy: 0.2593 - top-5-accuracy: 0.5610
+
+
+```
+
+```
+
+174/176 [============================>.] - ETA: 0s - loss: 2.9809 - accuracy: 0.2593 - top-5-accuracy: 0.5610
+
+
+```
+
+```
+
+175/176 [============================>.] - ETA: 0s - loss: 2.9814 - accuracy: 0.2594 - top-5-accuracy: 0.5610
+
+
+```
+
+```
+
+176/176 [==============================] - ETA: 0s - loss: 2.9814 - accuracy: 0.2592 - top-5-accuracy: 0.5611
+
+
+```
+
+```
+
+176/176 [==============================] - 29s 164ms/step - loss: 2.9814 - accuracy: 0.2592 - top-5-accuracy: 0.5611 - val_loss: 2.7000 - val_accuracy: 0.3160 - val_top-5-accuracy: 0.6316
+
+
+
+```
+Epoch 9/50
+
+```
+
+
+ 1/176 [..............................] - ETA: 27s - loss: 2.9765 - accuracy: 0.2266 - top-5-accuracy: 0.5234
+
+
+```
+
+```
+
+ 2/176 [..............................] - ETA: 27s - loss: 2.9457 - accuracy: 0.2500 - top-5-accuracy: 0.5488
+
+
+```
+
+```
+
+ 3/176 [..............................] - ETA: 27s - loss: 2.9203 - accuracy: 0.2565 - top-5-accuracy: 0.5521
+
+
+```
+
+```
+
+ 4/176 [..............................] - ETA: 27s - loss: 2.9278 - accuracy: 0.2549 - top-5-accuracy: 0.5479
+
+
+```
+
+```
+
+ 5/176 [..............................] - ETA: 27s - loss: 2.9266 - accuracy: 0.2617 - top-5-accuracy: 0.5555
+
+
+```
+
+```
+
+ 6/176 [>.............................] - ETA: 27s - loss: 2.9370 - accuracy: 0.2663 - top-5-accuracy: 0.5547
+
+
+```
+
+```
+
+ 7/176 [>.............................] - ETA: 26s - loss: 2.8913 - accuracy: 0.2790 - top-5-accuracy: 0.5698
+
+
+```
+
+```
+
+ 8/176 [>.............................] - ETA: 26s - loss: 2.9145 - accuracy: 0.2769 - top-5-accuracy: 0.5649
+
+
+```
+
+```
+
+ 9/176 [>.............................] - ETA: 26s - loss: 2.8829 - accuracy: 0.2812 - top-5-accuracy: 0.5734
+
+
+```
+
+```
+
+ 10/176 [>.............................] - ETA: 26s - loss: 2.8904 - accuracy: 0.2777 - top-5-accuracy: 0.5730
+
+
+```
+
+```
+
+ 11/176 [>.............................] - ETA: 26s - loss: 2.8976 - accuracy: 0.2731 - top-5-accuracy: 0.5710
+
+
+```
+
+```
+
+ 12/176 [=>............................] - ETA: 26s - loss: 2.8838 - accuracy: 0.2767 - top-5-accuracy: 0.5758
+
+
+```
+
+```
+
+ 13/176 [=>............................] - ETA: 25s - loss: 2.8913 - accuracy: 0.2761 - top-5-accuracy: 0.5760
+
+
+```
+
+```
+
+ 14/176 [=>............................] - ETA: 25s - loss: 2.8870 - accuracy: 0.2748 - top-5-accuracy: 0.5770
+
+
+```
+
+```
+
+ 15/176 [=>............................] - ETA: 25s - loss: 2.8844 - accuracy: 0.2760 - top-5-accuracy: 0.5766
+
+
+```
+
+```
+
+ 16/176 [=>............................] - ETA: 25s - loss: 2.8880 - accuracy: 0.2747 - top-5-accuracy: 0.5750
+
+
+```
+
+```
+
+ 17/176 [=>............................] - ETA: 25s - loss: 2.8876 - accuracy: 0.2741 - top-5-accuracy: 0.5731
+
+
+```
+
+```
+
+ 18/176 [==>...........................] - ETA: 25s - loss: 2.8900 - accuracy: 0.2730 - top-5-accuracy: 0.5720
+
+
+```
+
+```
+
+ 19/176 [==>...........................] - ETA: 24s - loss: 2.8894 - accuracy: 0.2722 - top-5-accuracy: 0.5724
+
+
+```
+
+```
+
+ 20/176 [==>...........................] - ETA: 24s - loss: 2.9015 - accuracy: 0.2719 - top-5-accuracy: 0.5713
+
+
+```
+
+```
+
+ 21/176 [==>...........................] - ETA: 24s - loss: 2.8932 - accuracy: 0.2738 - top-5-accuracy: 0.5746
+
+
+```
+
+```
+
+ 22/176 [==>...........................] - ETA: 24s - loss: 2.8936 - accuracy: 0.2725 - top-5-accuracy: 0.5756
+
+
+```
+
+```
+
+ 23/176 [==>...........................] - ETA: 24s - loss: 2.8879 - accuracy: 0.2728 - top-5-accuracy: 0.5785
+
+
+```
+
+```
+
+ 24/176 [===>..........................] - ETA: 24s - loss: 2.8878 - accuracy: 0.2720 - top-5-accuracy: 0.5781
+
+
+```
+
+```
+
+ 25/176 [===>..........................] - ETA: 23s - loss: 2.8910 - accuracy: 0.2709 - top-5-accuracy: 0.5778
+
+
+```
+
+```
+
+ 26/176 [===>..........................] - ETA: 23s - loss: 2.8898 - accuracy: 0.2707 - top-5-accuracy: 0.5783
+
+
+```
+
+```
+
+ 27/176 [===>..........................] - ETA: 23s - loss: 2.8901 - accuracy: 0.2710 - top-5-accuracy: 0.5775
+
+
+```
+
+```
+
+ 28/176 [===>..........................] - ETA: 23s - loss: 2.8909 - accuracy: 0.2712 - top-5-accuracy: 0.5771
+
+
+```
+
+```
+
+ 29/176 [===>..........................] - ETA: 23s - loss: 2.8906 - accuracy: 0.2713 - top-5-accuracy: 0.5773
+
+
+```
+
+```
+
+ 30/176 [====>.........................] - ETA: 23s - loss: 2.8836 - accuracy: 0.2738 - top-5-accuracy: 0.5781
+
+
+```
+
+```
+
+ 31/176 [====>.........................] - ETA: 23s - loss: 2.8869 - accuracy: 0.2727 - top-5-accuracy: 0.5777
+
+
+```
+
+```
+
+ 32/176 [====>.........................] - ETA: 22s - loss: 2.8846 - accuracy: 0.2729 - top-5-accuracy: 0.5785
+
+
+```
+
+```
+
+ 33/176 [====>.........................] - ETA: 22s - loss: 2.8864 - accuracy: 0.2720 - top-5-accuracy: 0.5779
+
+
+```
+
+```
+
+ 34/176 [====>.........................] - ETA: 22s - loss: 2.8849 - accuracy: 0.2725 - top-5-accuracy: 0.5777
+
+
+```
+
+```
+
+ 35/176 [====>.........................] - ETA: 22s - loss: 2.8876 - accuracy: 0.2725 - top-5-accuracy: 0.5775
+
+
+```
+
+```
+
+ 36/176 [=====>........................] - ETA: 22s - loss: 2.8829 - accuracy: 0.2737 - top-5-accuracy: 0.5785
+
+
+```
+
+```
+
+ 37/176 [=====>........................] - ETA: 22s - loss: 2.8781 - accuracy: 0.2750 - top-5-accuracy: 0.5801
+
+
+```
+
+```
+
+ 38/176 [=====>........................] - ETA: 21s - loss: 2.8792 - accuracy: 0.2733 - top-5-accuracy: 0.5799
+
+
+```
+
+```
+
+ 39/176 [=====>........................] - ETA: 21s - loss: 2.8818 - accuracy: 0.2727 - top-5-accuracy: 0.5791
+
+
+```
+
+```
+
+ 40/176 [=====>........................] - ETA: 21s - loss: 2.8833 - accuracy: 0.2730 - top-5-accuracy: 0.5786
+
+
+```
+
+```
+
+ 41/176 [=====>........................] - ETA: 21s - loss: 2.8818 - accuracy: 0.2732 - top-5-accuracy: 0.5787
+
+
+```
+
+```
+
+ 42/176 [======>.......................] - ETA: 21s - loss: 2.8821 - accuracy: 0.2722 - top-5-accuracy: 0.5784
+
+
+```
+
+```
+
+ 43/176 [======>.......................] - ETA: 21s - loss: 2.8777 - accuracy: 0.2729 - top-5-accuracy: 0.5801
+
+
+```
+
+```
+
+ 44/176 [======>.......................] - ETA: 20s - loss: 2.8770 - accuracy: 0.2732 - top-5-accuracy: 0.5803
+
+
+```
+
+```
+
+ 45/176 [======>.......................] - ETA: 20s - loss: 2.8787 - accuracy: 0.2727 - top-5-accuracy: 0.5800
+
+
+```
+
+```
+
+ 46/176 [======>.......................] - ETA: 20s - loss: 2.8771 - accuracy: 0.2730 - top-5-accuracy: 0.5805
+
+
+```
+
+```
+
+ 47/176 [=======>......................] - ETA: 20s - loss: 2.8750 - accuracy: 0.2744 - top-5-accuracy: 0.5809
+
+
+```
+
+```
+
+ 48/176 [=======>......................] - ETA: 20s - loss: 2.8758 - accuracy: 0.2748 - top-5-accuracy: 0.5809
+
+
+```
+
+```
+
+ 49/176 [=======>......................] - ETA: 20s - loss: 2.8764 - accuracy: 0.2748 - top-5-accuracy: 0.5811
+
+
+```
+
+```
+
+ 50/176 [=======>......................] - ETA: 19s - loss: 2.8752 - accuracy: 0.2748 - top-5-accuracy: 0.5816
+
+
+```
+
+```
+
+ 51/176 [=======>......................] - ETA: 19s - loss: 2.8745 - accuracy: 0.2743 - top-5-accuracy: 0.5810
+
+
+```
+
+```
+
+ 52/176 [=======>......................] - ETA: 19s - loss: 2.8755 - accuracy: 0.2745 - top-5-accuracy: 0.5814
+
+
+```
+
+```
+
+ 53/176 [========>.....................] - ETA: 19s - loss: 2.8731 - accuracy: 0.2754 - top-5-accuracy: 0.5820
+
+
+```
+
+```
+
+ 54/176 [========>.....................] - ETA: 19s - loss: 2.8728 - accuracy: 0.2750 - top-5-accuracy: 0.5825
+
+
+```
+
+```
+
+ 55/176 [========>.....................] - ETA: 19s - loss: 2.8721 - accuracy: 0.2751 - top-5-accuracy: 0.5826
+
+
+```
+
+```
+
+ 56/176 [========>.....................] - ETA: 19s - loss: 2.8717 - accuracy: 0.2749 - top-5-accuracy: 0.5822
+
+
+```
+
+```
+
+ 57/176 [========>.....................] - ETA: 18s - loss: 2.8726 - accuracy: 0.2749 - top-5-accuracy: 0.5823
+
+
+```
+
+```
+
+ 58/176 [========>.....................] - ETA: 18s - loss: 2.8740 - accuracy: 0.2753 - top-5-accuracy: 0.5820
+
+
+```
+
+```
+
+ 59/176 [=========>....................] - ETA: 18s - loss: 2.8773 - accuracy: 0.2750 - top-5-accuracy: 0.5814
+
+
+```
+
+```
+
+ 60/176 [=========>....................] - ETA: 18s - loss: 2.8767 - accuracy: 0.2753 - top-5-accuracy: 0.5811
+
+
+```
+
+```
+
+ 61/176 [=========>....................] - ETA: 18s - loss: 2.8739 - accuracy: 0.2756 - top-5-accuracy: 0.5820
+
+
+```
+
+```
+
+ 62/176 [=========>....................] - ETA: 18s - loss: 2.8753 - accuracy: 0.2755 - top-5-accuracy: 0.5815
+
+
+```
+
+```
+
+ 63/176 [=========>....................] - ETA: 17s - loss: 2.8771 - accuracy: 0.2750 - top-5-accuracy: 0.5808
+
+
+```
+
+```
+
+ 64/176 [=========>....................] - ETA: 17s - loss: 2.8800 - accuracy: 0.2744 - top-5-accuracy: 0.5803
+
+
+```
+
+```
+
+ 65/176 [==========>...................] - ETA: 17s - loss: 2.8805 - accuracy: 0.2742 - top-5-accuracy: 0.5801
+
+
+```
+
+```
+
+ 66/176 [==========>...................] - ETA: 17s - loss: 2.8801 - accuracy: 0.2744 - top-5-accuracy: 0.5799
+
+
+```
+
+```
+
+ 67/176 [==========>...................] - ETA: 17s - loss: 2.8792 - accuracy: 0.2745 - top-5-accuracy: 0.5804
+
+
+```
+
+```
+
+ 68/176 [==========>...................] - ETA: 17s - loss: 2.8796 - accuracy: 0.2739 - top-5-accuracy: 0.5804
+
+
+```
+
+```
+
+ 69/176 [==========>...................] - ETA: 16s - loss: 2.8781 - accuracy: 0.2745 - top-5-accuracy: 0.5809
+
+
+```
+
+```
+
+ 70/176 [==========>...................] - ETA: 16s - loss: 2.8791 - accuracy: 0.2740 - top-5-accuracy: 0.5802
+
+
+```
+
+```
+
+ 71/176 [===========>..................] - ETA: 16s - loss: 2.8791 - accuracy: 0.2745 - top-5-accuracy: 0.5802
+
+
+```
+
+```
+
+ 72/176 [===========>..................] - ETA: 16s - loss: 2.8781 - accuracy: 0.2747 - top-5-accuracy: 0.5805
+
+
+```
+
+```
+
+ 73/176 [===========>..................] - ETA: 16s - loss: 2.8763 - accuracy: 0.2751 - top-5-accuracy: 0.5811
+
+
+```
+
+```
+
+ 74/176 [===========>..................] - ETA: 16s - loss: 2.8780 - accuracy: 0.2748 - top-5-accuracy: 0.5807
+
+
+```
+
+```
+
+ 75/176 [===========>..................] - ETA: 16s - loss: 2.8798 - accuracy: 0.2742 - top-5-accuracy: 0.5803
+
+
+```
+
+```
+
+ 76/176 [===========>..................] - ETA: 15s - loss: 2.8816 - accuracy: 0.2742 - top-5-accuracy: 0.5799
+
+
+```
+
+```
+
+ 77/176 [============>.................] - ETA: 15s - loss: 2.8796 - accuracy: 0.2742 - top-5-accuracy: 0.5805
+
+
+```
+
+```
+
+ 78/176 [============>.................] - ETA: 15s - loss: 2.8793 - accuracy: 0.2745 - top-5-accuracy: 0.5808
+
+
+```
+
+```
+
+ 79/176 [============>.................] - ETA: 15s - loss: 2.8772 - accuracy: 0.2746 - top-5-accuracy: 0.5814
+
+
+```
+
+```
+
+ 80/176 [============>.................] - ETA: 15s - loss: 2.8775 - accuracy: 0.2745 - top-5-accuracy: 0.5812
+
+
+```
+
+```
+
+ 81/176 [============>.................] - ETA: 15s - loss: 2.8767 - accuracy: 0.2750 - top-5-accuracy: 0.5815
+
+
+```
+
+```
+
+ 82/176 [============>.................] - ETA: 14s - loss: 2.8780 - accuracy: 0.2751 - top-5-accuracy: 0.5812
+
+
+```
+
+```
+
+ 83/176 [=============>................] - ETA: 14s - loss: 2.8786 - accuracy: 0.2750 - top-5-accuracy: 0.5811
+
+
+```
+
+```
+
+ 84/176 [=============>................] - ETA: 14s - loss: 2.8799 - accuracy: 0.2746 - top-5-accuracy: 0.5807
+
+
+```
+
+```
+
+ 85/176 [=============>................] - ETA: 14s - loss: 2.8797 - accuracy: 0.2746 - top-5-accuracy: 0.5810
+
+
+```
+
+```
+
+ 86/176 [=============>................] - ETA: 14s - loss: 2.8788 - accuracy: 0.2748 - top-5-accuracy: 0.5810
+
+
+```
+
+```
+
+ 87/176 [=============>................] - ETA: 14s - loss: 2.8782 - accuracy: 0.2751 - top-5-accuracy: 0.5812
+
+
+```
+
+```
+
+ 88/176 [==============>...............] - ETA: 13s - loss: 2.8778 - accuracy: 0.2755 - top-5-accuracy: 0.5816
+
+
+```
+
+```
+
+ 89/176 [==============>...............] - ETA: 13s - loss: 2.8771 - accuracy: 0.2755 - top-5-accuracy: 0.5818
+
+
+```
+
+```
+
+ 90/176 [==============>...............] - ETA: 13s - loss: 2.8770 - accuracy: 0.2757 - top-5-accuracy: 0.5813
+
+
+```
+
+```
+
+ 91/176 [==============>...............] - ETA: 13s - loss: 2.8784 - accuracy: 0.2758 - top-5-accuracy: 0.5814
+
+
+```
+
+```
+
+ 92/176 [==============>...............] - ETA: 13s - loss: 2.8773 - accuracy: 0.2762 - top-5-accuracy: 0.5816
+
+
+```
+
+```
+
+ 93/176 [==============>...............] - ETA: 13s - loss: 2.8793 - accuracy: 0.2757 - top-5-accuracy: 0.5807
+
+
+```
+
+```
+
+ 94/176 [===============>..............] - ETA: 13s - loss: 2.8800 - accuracy: 0.2757 - top-5-accuracy: 0.5810
+
+
+```
+
+```
+
+ 95/176 [===============>..............] - ETA: 12s - loss: 2.8807 - accuracy: 0.2759 - top-5-accuracy: 0.5813
+
+
+```
+
+```
+
+ 96/176 [===============>..............] - ETA: 12s - loss: 2.8816 - accuracy: 0.2758 - top-5-accuracy: 0.5811
+
+
+```
+
+```
+
+ 97/176 [===============>..............] - ETA: 12s - loss: 2.8824 - accuracy: 0.2759 - top-5-accuracy: 0.5811
+
+
+```
+
+```
+
+ 98/176 [===============>..............] - ETA: 12s - loss: 2.8824 - accuracy: 0.2758 - top-5-accuracy: 0.5812
+
+
+```
+
+```
+
+ 99/176 [===============>..............] - ETA: 12s - loss: 2.8849 - accuracy: 0.2753 - top-5-accuracy: 0.5807
+
+
+```
+
+```
+
+100/176 [================>.............] - ETA: 12s - loss: 2.8848 - accuracy: 0.2750 - top-5-accuracy: 0.5809
+
+
+```
+
+```
+
+101/176 [================>.............] - ETA: 11s - loss: 2.8856 - accuracy: 0.2752 - top-5-accuracy: 0.5806
+
+
+```
+
+```
+
+102/176 [================>.............] - ETA: 11s - loss: 2.8867 - accuracy: 0.2752 - top-5-accuracy: 0.5807
+
+
+```
+
+```
+
+103/176 [================>.............] - ETA: 11s - loss: 2.8853 - accuracy: 0.2756 - top-5-accuracy: 0.5809
+
+
+```
+
+```
+
+104/176 [================>.............] - ETA: 11s - loss: 2.8851 - accuracy: 0.2755 - top-5-accuracy: 0.5812
+
+
+```
+
+```
+
+105/176 [================>.............] - ETA: 11s - loss: 2.8864 - accuracy: 0.2753 - top-5-accuracy: 0.5810
+
+
+```
+
+```
+
+106/176 [=================>............] - ETA: 11s - loss: 2.8871 - accuracy: 0.2755 - top-5-accuracy: 0.5807
+
+
+```
+
+```
+
+107/176 [=================>............] - ETA: 10s - loss: 2.8856 - accuracy: 0.2757 - top-5-accuracy: 0.5810
+
+
+```
+
+```
+
+108/176 [=================>............] - ETA: 10s - loss: 2.8871 - accuracy: 0.2752 - top-5-accuracy: 0.5806
+
+
+```
+
+```
+
+109/176 [=================>............] - ETA: 10s - loss: 2.8856 - accuracy: 0.2757 - top-5-accuracy: 0.5809
+
+
+```
+
+```
+
+110/176 [=================>............] - ETA: 10s - loss: 2.8864 - accuracy: 0.2756 - top-5-accuracy: 0.5808
+
+
+```
+
+```
+
+111/176 [=================>............] - ETA: 10s - loss: 2.8859 - accuracy: 0.2753 - top-5-accuracy: 0.5809
+
+
+```
+
+```
+
+112/176 [==================>...........] - ETA: 10s - loss: 2.8851 - accuracy: 0.2753 - top-5-accuracy: 0.5812
+
+
+```
+
+```
+
+113/176 [==================>...........] - ETA: 9s - loss: 2.8868 - accuracy: 0.2754 - top-5-accuracy: 0.5810
+
+
+```
+
+```
+
+114/176 [==================>...........] - ETA: 9s - loss: 2.8860 - accuracy: 0.2754 - top-5-accuracy: 0.5815
+
+
+```
+
+```
+
+115/176 [==================>...........] - ETA: 9s - loss: 2.8845 - accuracy: 0.2761 - top-5-accuracy: 0.5820
+
+
+```
+
+```
+
+116/176 [==================>...........] - ETA: 9s - loss: 2.8857 - accuracy: 0.2758 - top-5-accuracy: 0.5816
+
+
+```
+
+```
+
+117/176 [==================>...........] - ETA: 9s - loss: 2.8852 - accuracy: 0.2758 - top-5-accuracy: 0.5818
+
+
+```
+
+```
+
+118/176 [===================>..........] - ETA: 9s - loss: 2.8847 - accuracy: 0.2757 - top-5-accuracy: 0.5819
+
+
+```
+
+```
+
+119/176 [===================>..........] - ETA: 9s - loss: 2.8850 - accuracy: 0.2759 - top-5-accuracy: 0.5818
+
+
+```
+
+```
+
+120/176 [===================>..........] - ETA: 8s - loss: 2.8849 - accuracy: 0.2759 - top-5-accuracy: 0.5818
+
+
+```
+
+```
+
+121/176 [===================>..........] - ETA: 8s - loss: 2.8836 - accuracy: 0.2759 - top-5-accuracy: 0.5821
+
+
+```
+
+```
+
+122/176 [===================>..........] - ETA: 8s - loss: 2.8841 - accuracy: 0.2758 - top-5-accuracy: 0.5821
+
+
+```
+
+```
+
+123/176 [===================>..........] - ETA: 8s - loss: 2.8836 - accuracy: 0.2759 - top-5-accuracy: 0.5823
+
+
+```
+
+```
+
+124/176 [====================>.........] - ETA: 8s - loss: 2.8840 - accuracy: 0.2760 - top-5-accuracy: 0.5824
+
+
+```
+
+```
+
+125/176 [====================>.........] - ETA: 8s - loss: 2.8844 - accuracy: 0.2759 - top-5-accuracy: 0.5825
+
+
+```
+
+```
+
+126/176 [====================>.........] - ETA: 7s - loss: 2.8869 - accuracy: 0.2755 - top-5-accuracy: 0.5821
+
+
+```
+
+```
+
+127/176 [====================>.........] - ETA: 7s - loss: 2.8870 - accuracy: 0.2756 - top-5-accuracy: 0.5819
+
+
+```
+
+```
+
+128/176 [====================>.........] - ETA: 7s - loss: 2.8865 - accuracy: 0.2760 - top-5-accuracy: 0.5821
+
+
+```
+
+```
+
+129/176 [====================>.........] - ETA: 7s - loss: 2.8877 - accuracy: 0.2758 - top-5-accuracy: 0.5819
+
+
+```
+
+```
+
+130/176 [=====================>........] - ETA: 7s - loss: 2.8884 - accuracy: 0.2759 - top-5-accuracy: 0.5819
+
+
+```
+
+```
+
+131/176 [=====================>........] - ETA: 7s - loss: 2.8882 - accuracy: 0.2763 - top-5-accuracy: 0.5820
+
+
+```
+
+```
+
+132/176 [=====================>........] - ETA: 6s - loss: 2.8885 - accuracy: 0.2765 - top-5-accuracy: 0.5821
+
+
+```
+
+```
+
+133/176 [=====================>........] - ETA: 6s - loss: 2.8876 - accuracy: 0.2767 - top-5-accuracy: 0.5826
+
+
+```
+
+```
+
+134/176 [=====================>........] - ETA: 6s - loss: 2.8873 - accuracy: 0.2768 - top-5-accuracy: 0.5825
+
+
+```
+
+```
+
+135/176 [======================>.......] - ETA: 6s - loss: 2.8873 - accuracy: 0.2769 - top-5-accuracy: 0.5826
+
+
+```
+
+```
+
+136/176 [======================>.......] - ETA: 6s - loss: 2.8883 - accuracy: 0.2767 - top-5-accuracy: 0.5826
+
+
+```
+
+```
+
+137/176 [======================>.......] - ETA: 6s - loss: 2.8892 - accuracy: 0.2767 - top-5-accuracy: 0.5821
+
+
+```
+
+```
+
+138/176 [======================>.......] - ETA: 6s - loss: 2.8896 - accuracy: 0.2764 - top-5-accuracy: 0.5821
+
+
+```
+
+```
+
+139/176 [======================>.......] - ETA: 5s - loss: 2.8889 - accuracy: 0.2765 - top-5-accuracy: 0.5821
+
+
+```
+
+```
+
+140/176 [======================>.......] - ETA: 5s - loss: 2.8899 - accuracy: 0.2766 - top-5-accuracy: 0.5819
+
+
+```
+
+```
+
+141/176 [=======================>......] - ETA: 5s - loss: 2.8900 - accuracy: 0.2766 - top-5-accuracy: 0.5819
+
+
+```
+
+```
+
+142/176 [=======================>......] - ETA: 5s - loss: 2.8891 - accuracy: 0.2767 - top-5-accuracy: 0.5822
+
+
+```
+
+```
+
+143/176 [=======================>......] - ETA: 5s - loss: 2.8900 - accuracy: 0.2765 - top-5-accuracy: 0.5821
+
+
+```
+
+```
+
+144/176 [=======================>......] - ETA: 5s - loss: 2.8890 - accuracy: 0.2769 - top-5-accuracy: 0.5821
+
+
+```
+
+```
+
+145/176 [=======================>......] - ETA: 4s - loss: 2.8887 - accuracy: 0.2769 - top-5-accuracy: 0.5822
+
+
+```
+
+```
+
+146/176 [=======================>......] - ETA: 4s - loss: 2.8894 - accuracy: 0.2767 - top-5-accuracy: 0.5822
+
+
+```
+
+```
+
+147/176 [========================>.....] - ETA: 4s - loss: 2.8892 - accuracy: 0.2769 - top-5-accuracy: 0.5822
+
+
+```
+
+```
+
+148/176 [========================>.....] - ETA: 4s - loss: 2.8907 - accuracy: 0.2766 - top-5-accuracy: 0.5820
+
+
+```
+
+```
+
+149/176 [========================>.....] - ETA: 4s - loss: 2.8902 - accuracy: 0.2769 - top-5-accuracy: 0.5822
+
+
+```
+
+```
+
+150/176 [========================>.....] - ETA: 4s - loss: 2.8909 - accuracy: 0.2769 - top-5-accuracy: 0.5818
+
+
+```
+
+```
+
+151/176 [========================>.....] - ETA: 3s - loss: 2.8903 - accuracy: 0.2770 - top-5-accuracy: 0.5820
+
+
+```
+
+```
+
+152/176 [========================>.....] - ETA: 3s - loss: 2.8902 - accuracy: 0.2771 - top-5-accuracy: 0.5817
+
+
+```
+
+```
+
+153/176 [=========================>....] - ETA: 3s - loss: 2.8896 - accuracy: 0.2771 - top-5-accuracy: 0.5818
+
+
+```
+
+```
+
+154/176 [=========================>....] - ETA: 3s - loss: 2.8896 - accuracy: 0.2775 - top-5-accuracy: 0.5818
+
+
+```
+
+```
+
+155/176 [=========================>....] - ETA: 3s - loss: 2.8897 - accuracy: 0.2774 - top-5-accuracy: 0.5816
+
+
+```
+
+```
+
+156/176 [=========================>....] - ETA: 3s - loss: 2.8902 - accuracy: 0.2772 - top-5-accuracy: 0.5816
+
+
+```
+
+```
+
+157/176 [=========================>....] - ETA: 3s - loss: 2.8916 - accuracy: 0.2769 - top-5-accuracy: 0.5813
+
+
+```
+
+```
+
+158/176 [=========================>....] - ETA: 2s - loss: 2.8917 - accuracy: 0.2770 - top-5-accuracy: 0.5813
+
+
+```
+
+```
+
+159/176 [==========================>...] - ETA: 2s - loss: 2.8913 - accuracy: 0.2770 - top-5-accuracy: 0.5813
+
+
+```
+
+```
+
+160/176 [==========================>...] - ETA: 2s - loss: 2.8912 - accuracy: 0.2768 - top-5-accuracy: 0.5812
+
+
+```
+
+```
+
+161/176 [==========================>...] - ETA: 2s - loss: 2.8912 - accuracy: 0.2770 - top-5-accuracy: 0.5813
+
+
+```
+
+```
+
+162/176 [==========================>...] - ETA: 2s - loss: 2.8900 - accuracy: 0.2774 - top-5-accuracy: 0.5815
+
+
+```
+
+```
+
+163/176 [==========================>...] - ETA: 2s - loss: 2.8888 - accuracy: 0.2776 - top-5-accuracy: 0.5819
+
+
+```
+
+```
+
+164/176 [==========================>...] - ETA: 1s - loss: 2.8874 - accuracy: 0.2779 - top-5-accuracy: 0.5821
+
+
+```
+
+```
+
+165/176 [===========================>..] - ETA: 1s - loss: 2.8864 - accuracy: 0.2780 - top-5-accuracy: 0.5823
+
+
+```
+
+```
+
+166/176 [===========================>..] - ETA: 1s - loss: 2.8860 - accuracy: 0.2780 - top-5-accuracy: 0.5826
+
+
+```
+
+```
+
+167/176 [===========================>..] - ETA: 1s - loss: 2.8856 - accuracy: 0.2780 - top-5-accuracy: 0.5826
+
+
+```
+
+```
+
+168/176 [===========================>..] - ETA: 1s - loss: 2.8847 - accuracy: 0.2783 - top-5-accuracy: 0.5828
+
+
+```
+
+```
+
+169/176 [===========================>..] - ETA: 1s - loss: 2.8835 - accuracy: 0.2783 - top-5-accuracy: 0.5830
+
+
+```
+
+```
+
+170/176 [===========================>..] - ETA: 0s - loss: 2.8827 - accuracy: 0.2783 - top-5-accuracy: 0.5831
+
+
+```
+
+```
+
+171/176 [============================>.] - ETA: 0s - loss: 2.8824 - accuracy: 0.2783 - top-5-accuracy: 0.5834
+
+
+```
+
+```
+
+172/176 [============================>.] - ETA: 0s - loss: 2.8827 - accuracy: 0.2782 - top-5-accuracy: 0.5831
+
+
+```
+
+```
+
+173/176 [============================>.] - ETA: 0s - loss: 2.8822 - accuracy: 0.2781 - top-5-accuracy: 0.5832
+
+
+```
+
+```
+
+174/176 [============================>.] - ETA: 0s - loss: 2.8823 - accuracy: 0.2780 - top-5-accuracy: 0.5831
+
+
+```
+
+```
+
+175/176 [============================>.] - ETA: 0s - loss: 2.8833 - accuracy: 0.2779 - top-5-accuracy: 0.5830
+
+
+```
+
+```
+
+176/176 [==============================] - ETA: 0s - loss: 2.8831 - accuracy: 0.2779 - top-5-accuracy: 0.5830
+
+
+```
+
+```
+
+176/176 [==============================] - 29s 164ms/step - loss: 2.8831 - accuracy: 0.2779 - top-5-accuracy: 0.5830 - val_loss: 2.6442 - val_accuracy: 0.3406 - val_top-5-accuracy: 0.6336
+
+
+
+```
+Epoch 10/50
+
+```
+
+
+ 1/176 [..............................] - ETA: 27s - loss: 2.6499 - accuracy: 0.3203 - top-5-accuracy: 0.6562
+
+
+```
+
+```
+
+ 2/176 [..............................] - ETA: 27s - loss: 2.6849 - accuracy: 0.3223 - top-5-accuracy: 0.6328
+
+
+```
+
+```
+
+ 3/176 [..............................] - ETA: 27s - loss: 2.6781 - accuracy: 0.3294 - top-5-accuracy: 0.6341
+
+
+```
+
+```
+
+ 4/176 [..............................] - ETA: 27s - loss: 2.6869 - accuracy: 0.3213 - top-5-accuracy: 0.6279
+
+
+```
+
+```
+
+ 5/176 [..............................] - ETA: 27s - loss: 2.7384 - accuracy: 0.3023 - top-5-accuracy: 0.6172
+
+
+```
+
+```
+
+ 6/176 [>.............................] - ETA: 26s - loss: 2.7322 - accuracy: 0.3040 - top-5-accuracy: 0.6133
+
+
+```
+
+```
+
+ 7/176 [>.............................] - ETA: 26s - loss: 2.7604 - accuracy: 0.2985 - top-5-accuracy: 0.6044
+
+
+```
+
+```
+
+ 8/176 [>.............................] - ETA: 26s - loss: 2.7387 - accuracy: 0.3037 - top-5-accuracy: 0.6089
+
+
+```
+
+```
+
+ 9/176 [>.............................] - ETA: 26s - loss: 2.7391 - accuracy: 0.3021 - top-5-accuracy: 0.6141
+
+
+```
+
+```
+
+ 10/176 [>.............................] - ETA: 26s - loss: 2.7435 - accuracy: 0.3023 - top-5-accuracy: 0.6156
+
+
+```
+
+```
+
+ 11/176 [>.............................] - ETA: 26s - loss: 2.7618 - accuracy: 0.2972 - top-5-accuracy: 0.6126
+
+
+```
+
+```
+
+ 12/176 [=>............................] - ETA: 26s - loss: 2.7603 - accuracy: 0.2975 - top-5-accuracy: 0.6117
+
+
+```
+
+```
+
+ 13/176 [=>............................] - ETA: 25s - loss: 2.7600 - accuracy: 0.2966 - top-5-accuracy: 0.6106
+
+
+```
+
+```
+
+ 14/176 [=>............................] - ETA: 25s - loss: 2.7714 - accuracy: 0.2963 - top-5-accuracy: 0.6085
+
+
+```
+
+```
+
+ 15/176 [=>............................] - ETA: 25s - loss: 2.7652 - accuracy: 0.2958 - top-5-accuracy: 0.6099
+
+
+```
+
+```
+
+ 16/176 [=>............................] - ETA: 25s - loss: 2.7467 - accuracy: 0.3000 - top-5-accuracy: 0.6150
+
+
+```
+
+```
+
+ 17/176 [=>............................] - ETA: 25s - loss: 2.7554 - accuracy: 0.3010 - top-5-accuracy: 0.6144
+
+
+```
+
+```
+
+ 18/176 [==>...........................] - ETA: 25s - loss: 2.7551 - accuracy: 0.2997 - top-5-accuracy: 0.6144
+
+
+```
+
+```
+
+ 19/176 [==>...........................] - ETA: 24s - loss: 2.7576 - accuracy: 0.2998 - top-5-accuracy: 0.6118
+
+
+```
+
+```
+
+ 20/176 [==>...........................] - ETA: 24s - loss: 2.7647 - accuracy: 0.3000 - top-5-accuracy: 0.6109
+
+
+```
+
+```
+
+ 21/176 [==>...........................] - ETA: 24s - loss: 2.7602 - accuracy: 0.3010 - top-5-accuracy: 0.6120
+
+
+```
+
+```
+
+ 22/176 [==>...........................] - ETA: 24s - loss: 2.7594 - accuracy: 0.3008 - top-5-accuracy: 0.6127
+
+
+```
+
+```
+
+ 23/176 [==>...........................] - ETA: 24s - loss: 2.7579 - accuracy: 0.3003 - top-5-accuracy: 0.6129
+
+
+```
+
+```
+
+ 24/176 [===>..........................] - ETA: 24s - loss: 2.7611 - accuracy: 0.2987 - top-5-accuracy: 0.6115
+
+
+```
+
+```
+
+ 25/176 [===>..........................] - ETA: 23s - loss: 2.7615 - accuracy: 0.2984 - top-5-accuracy: 0.6128
+
+
+```
+
+```
+
+ 26/176 [===>..........................] - ETA: 23s - loss: 2.7655 - accuracy: 0.2978 - top-5-accuracy: 0.6121
+
+
+```
+
+```
+
+ 27/176 [===>..........................] - ETA: 23s - loss: 2.7728 - accuracy: 0.2966 - top-5-accuracy: 0.6098
+
+
+```
+
+```
+
+ 28/176 [===>..........................] - ETA: 23s - loss: 2.7791 - accuracy: 0.2942 - top-5-accuracy: 0.6092
+
+
+```
+
+```
+
+ 29/176 [===>..........................] - ETA: 23s - loss: 2.7773 - accuracy: 0.2951 - top-5-accuracy: 0.6098
+
+
+```
+
+```
+
+ 30/176 [====>.........................] - ETA: 23s - loss: 2.7829 - accuracy: 0.2937 - top-5-accuracy: 0.6087
+
+
+```
+
+```
+
+ 31/176 [====>.........................] - ETA: 23s - loss: 2.7805 - accuracy: 0.2933 - top-5-accuracy: 0.6085
+
+
+```
+
+```
+
+ 32/176 [====>.........................] - ETA: 22s - loss: 2.7781 - accuracy: 0.2938 - top-5-accuracy: 0.6095
+
+
+```
+
+```
+
+ 33/176 [====>.........................] - ETA: 22s - loss: 2.7750 - accuracy: 0.2936 - top-5-accuracy: 0.6102
+
+
+```
+
+```
+
+ 34/176 [====>.........................] - ETA: 22s - loss: 2.7737 - accuracy: 0.2935 - top-5-accuracy: 0.6110
+
+
+```
+
+```
+
+ 35/176 [====>.........................] - ETA: 22s - loss: 2.7773 - accuracy: 0.2934 - top-5-accuracy: 0.6110
+
+
+```
+
+```
+
+ 36/176 [=====>........................] - ETA: 22s - loss: 2.7818 - accuracy: 0.2914 - top-5-accuracy: 0.6096
+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
+ 50/176 [=======>......................] - ETA: 19s - loss: 2.7781 - accuracy: 0.2941 - top-5-accuracy: 0.6107
+
+
+```
+
+```
+
+ 51/176 [=======>......................] - ETA: 19s - loss: 2.7783 - accuracy: 0.2935 - top-5-accuracy: 0.6109
+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
+ 59/176 [=========>....................] - ETA: 18s - loss: 2.7709 - accuracy: 0.2952 - top-5-accuracy: 0.6126
+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
+ 63/176 [=========>....................] - ETA: 17s - loss: 2.7668 - accuracy: 0.2958 - top-5-accuracy: 0.6131
+
+
+```
+
+```
+
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+
+
+```
+
+```
+
+ 65/176 [==========>...................] - ETA: 17s - loss: 2.7667 - accuracy: 0.2954 - top-5-accuracy: 0.6134
+
+
+```
+
+```
+
+ 66/176 [==========>...................] - ETA: 17s - loss: 2.7676 - accuracy: 0.2949 - top-5-accuracy: 0.6134
+
+
+```
+
+```
+
+ 67/176 [==========>...................] - ETA: 17s - loss: 2.7689 - accuracy: 0.2947 - top-5-accuracy: 0.6134
+
+
+```
+
+```
+
+ 68/176 [==========>...................] - ETA: 17s - loss: 2.7679 - accuracy: 0.2953 - top-5-accuracy: 0.6129
+
+
+```
+
+```
+
+ 69/176 [==========>...................] - ETA: 16s - loss: 2.7648 - accuracy: 0.2961 - top-5-accuracy: 0.6133
+
+
+```
+
+```
+
+ 70/176 [==========>...................] - ETA: 16s - loss: 2.7632 - accuracy: 0.2969 - top-5-accuracy: 0.6137
+
+
+```
+
+```
+
+ 71/176 [===========>..................] - ETA: 16s - loss: 2.7628 - accuracy: 0.2969 - top-5-accuracy: 0.6133
+
+
+```
+
+```
+
+ 72/176 [===========>..................] - ETA: 16s - loss: 2.7665 - accuracy: 0.2962 - top-5-accuracy: 0.6127
+
+
+```
+
+```
+
+ 73/176 [===========>..................] - ETA: 16s - loss: 2.7693 - accuracy: 0.2960 - top-5-accuracy: 0.6123
+
+
+```
+
+```
+
+ 74/176 [===========>..................] - ETA: 16s - loss: 2.7679 - accuracy: 0.2959 - top-5-accuracy: 0.6126
+
+
+```
+
+```
+
+ 75/176 [===========>..................] - ETA: 16s - loss: 2.7685 - accuracy: 0.2962 - top-5-accuracy: 0.6127
+
+
+```
+
+```
+
+ 76/176 [===========>..................] - ETA: 15s - loss: 2.7689 - accuracy: 0.2967 - top-5-accuracy: 0.6128
+
+
+```
+
+```
+
+ 77/176 [============>.................] - ETA: 15s - loss: 2.7698 - accuracy: 0.2965 - top-5-accuracy: 0.6125
+
+
+```
+
+```
+
+ 78/176 [============>.................] - ETA: 15s - loss: 2.7708 - accuracy: 0.2968 - top-5-accuracy: 0.6116
+
+
+```
+
+```
+
+ 79/176 [============>.................] - ETA: 15s - loss: 2.7714 - accuracy: 0.2961 - top-5-accuracy: 0.6113
+
+
+```
+
+```
+
+ 80/176 [============>.................] - ETA: 15s - loss: 2.7723 - accuracy: 0.2961 - top-5-accuracy: 0.6114
+
+
+```
+
+```
+
+ 81/176 [============>.................] - ETA: 15s - loss: 2.7726 - accuracy: 0.2966 - top-5-accuracy: 0.6113
+
+
+```
+
+```
+
+ 82/176 [============>.................] - ETA: 14s - loss: 2.7712 - accuracy: 0.2970 - top-5-accuracy: 0.6115
+
+
+```
+
+```
+
+ 83/176 [=============>................] - ETA: 14s - loss: 2.7713 - accuracy: 0.2970 - top-5-accuracy: 0.6115
+
+
+```
+
+```
+
+ 84/176 [=============>................] - ETA: 14s - loss: 2.7734 - accuracy: 0.2966 - top-5-accuracy: 0.6112
+
+
+```
+
+```
+
+ 85/176 [=============>................] - ETA: 14s - loss: 2.7725 - accuracy: 0.2968 - top-5-accuracy: 0.6112
+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
+ 88/176 [==============>...............] - ETA: 13s - loss: 2.7755 - accuracy: 0.2962 - top-5-accuracy: 0.6103
+
+
+```
+
+```
+
+ 89/176 [==============>...............] - ETA: 13s - loss: 2.7740 - accuracy: 0.2966 - top-5-accuracy: 0.6106
+
+
+```
+
+```
+
+ 90/176 [==============>...............] - ETA: 13s - loss: 2.7737 - accuracy: 0.2966 - top-5-accuracy: 0.6107
+
+
+```
+
+```
+
+ 91/176 [==============>...............] - ETA: 13s - loss: 2.7740 - accuracy: 0.2967 - top-5-accuracy: 0.6105
+
+
+```
+
+```
+
+ 92/176 [==============>...............] - ETA: 13s - loss: 2.7739 - accuracy: 0.2971 - top-5-accuracy: 0.6106
+
+
+```
+
+```
+
+ 93/176 [==============>...............] - ETA: 13s - loss: 2.7719 - accuracy: 0.2974 - top-5-accuracy: 0.6106
+
+
+```
+
+```
+
+ 94/176 [===============>..............] - ETA: 13s - loss: 2.7722 - accuracy: 0.2972 - top-5-accuracy: 0.6108
+
+
+```
+
+```
+
+ 95/176 [===============>..............] - ETA: 12s - loss: 2.7719 - accuracy: 0.2974 - top-5-accuracy: 0.6108
+
+
+```
+
+```
+
+ 96/176 [===============>..............] - ETA: 12s - loss: 2.7707 - accuracy: 0.2976 - top-5-accuracy: 0.6110
+
+
+```
+
+```
+
+ 97/176 [===============>..............] - ETA: 12s - loss: 2.7731 - accuracy: 0.2967 - top-5-accuracy: 0.6103
+
+
+```
+
+```
+
+ 98/176 [===============>..............] - ETA: 12s - loss: 2.7735 - accuracy: 0.2968 - top-5-accuracy: 0.6097
+
+
+```
+
+```
+
+ 99/176 [===============>..............] - ETA: 12s - loss: 2.7741 - accuracy: 0.2966 - top-5-accuracy: 0.6094
+
+
+```
+
+```
+
+100/176 [================>.............] - ETA: 12s - loss: 2.7755 - accuracy: 0.2962 - top-5-accuracy: 0.6091
+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
+108/176 [=================>............] - ETA: 10s - loss: 2.7751 - accuracy: 0.2974 - top-5-accuracy: 0.6089
+
+
+```
+
+```
+
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+
+
+```
+
+```
+
+110/176 [=================>............] - ETA: 10s - loss: 2.7713 - accuracy: 0.2983 - top-5-accuracy: 0.6099
+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
+118/176 [===================>..........] - ETA: 9s - loss: 2.7719 - accuracy: 0.2986 - top-5-accuracy: 0.6100
+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
+131/176 [=====================>........] - ETA: 7s - loss: 2.7711 - accuracy: 0.2988 - top-5-accuracy: 0.6100
+
+
+```
+
+```
+
+132/176 [=====================>........] - ETA: 6s - loss: 2.7716 - accuracy: 0.2987 - top-5-accuracy: 0.6098
+
+
+```
+
+```
+
+133/176 [=====================>........] - ETA: 6s - loss: 2.7720 - accuracy: 0.2987 - top-5-accuracy: 0.6099
+
+
+```
+
+```
+
+134/176 [=====================>........] - ETA: 6s - loss: 2.7727 - accuracy: 0.2986 - top-5-accuracy: 0.6098
+
+
+```
+
+```
+
+135/176 [======================>.......] - ETA: 6s - loss: 2.7727 - accuracy: 0.2988 - top-5-accuracy: 0.6100
+
+
+```
+
+```
+
+136/176 [======================>.......] - ETA: 6s - loss: 2.7712 - accuracy: 0.2991 - top-5-accuracy: 0.6103
+
+
+```
+
+```
+
+137/176 [======================>.......] - ETA: 6s - loss: 2.7717 - accuracy: 0.2991 - top-5-accuracy: 0.6103
+
+
+```
+
+```
+
+138/176 [======================>.......] - ETA: 6s - loss: 2.7715 - accuracy: 0.2991 - top-5-accuracy: 0.6103
+
+
+```
+
+```
+
+139/176 [======================>.......] - ETA: 5s - loss: 2.7713 - accuracy: 0.2991 - top-5-accuracy: 0.6101
+
+
+```
+
+```
+
+140/176 [======================>.......] - ETA: 5s - loss: 2.7703 - accuracy: 0.2995 - top-5-accuracy: 0.6103
+
+
+```
+
+```
+
+141/176 [=======================>......] - ETA: 5s - loss: 2.7704 - accuracy: 0.2996 - top-5-accuracy: 0.6104
+
+
+```
+
+```
+
+142/176 [=======================>......] - ETA: 5s - loss: 2.7703 - accuracy: 0.2999 - top-5-accuracy: 0.6104
+
+
+```
+
+```
+
+143/176 [=======================>......] - ETA: 5s - loss: 2.7716 - accuracy: 0.2997 - top-5-accuracy: 0.6102
+
+
+```
+
+```
+
+144/176 [=======================>......] - ETA: 5s - loss: 2.7711 - accuracy: 0.2999 - top-5-accuracy: 0.6105
+
+
+```
+
+```
+
+145/176 [=======================>......] - ETA: 4s - loss: 2.7712 - accuracy: 0.3002 - top-5-accuracy: 0.6103
+
+
+```
+
+```
+
+146/176 [=======================>......] - ETA: 4s - loss: 2.7707 - accuracy: 0.3002 - top-5-accuracy: 0.6103
+
+
+```
+
+```
+
+147/176 [========================>.....] - ETA: 4s - loss: 2.7703 - accuracy: 0.3002 - top-5-accuracy: 0.6104
+
+
+```
+
+```
+
+148/176 [========================>.....] - ETA: 4s - loss: 2.7707 - accuracy: 0.3000 - top-5-accuracy: 0.6105
+
+
+```
+
+```
+
+149/176 [========================>.....] - ETA: 4s - loss: 2.7710 - accuracy: 0.2999 - top-5-accuracy: 0.6104
+
+
+```
+
+```
+
+150/176 [========================>.....] - ETA: 4s - loss: 2.7696 - accuracy: 0.3003 - top-5-accuracy: 0.6108
+
+
+```
+
+```
+
+151/176 [========================>.....] - ETA: 3s - loss: 2.7698 - accuracy: 0.2999 - top-5-accuracy: 0.6109
+
+
+```
+
+```
+
+152/176 [========================>.....] - ETA: 3s - loss: 2.7699 - accuracy: 0.2998 - top-5-accuracy: 0.6111
+
+
+```
+
+```
+
+153/176 [=========================>....] - ETA: 3s - loss: 2.7701 - accuracy: 0.2998 - top-5-accuracy: 0.6111
+
+
+```
+
+```
+
+154/176 [=========================>....] - ETA: 3s - loss: 2.7699 - accuracy: 0.2999 - top-5-accuracy: 0.6111
+
+
+```
+
+```
+
+155/176 [=========================>....] - ETA: 3s - loss: 2.7699 - accuracy: 0.3000 - top-5-accuracy: 0.6110
+
+
+```
+
+```
+
+156/176 [=========================>....] - ETA: 3s - loss: 2.7695 - accuracy: 0.3000 - top-5-accuracy: 0.6112
+
+
+```
+
+```
+
+157/176 [=========================>....] - ETA: 3s - loss: 2.7696 - accuracy: 0.3000 - top-5-accuracy: 0.6112
+
+
+```
+
+```
+
+158/176 [=========================>....] - ETA: 2s - loss: 2.7703 - accuracy: 0.2999 - top-5-accuracy: 0.6112
+
+
+```
+
+```
+
+159/176 [==========================>...] - ETA: 2s - loss: 2.7706 - accuracy: 0.3001 - top-5-accuracy: 0.6110
+
+
+```
+
+```
+
+160/176 [==========================>...] - ETA: 2s - loss: 2.7694 - accuracy: 0.3003 - top-5-accuracy: 0.6111
+
+
+```
+
+```
+
+161/176 [==========================>...] - ETA: 2s - loss: 2.7697 - accuracy: 0.3003 - top-5-accuracy: 0.6110
+
+
+```
+
+```
+
+162/176 [==========================>...] - ETA: 2s - loss: 2.7706 - accuracy: 0.3001 - top-5-accuracy: 0.6111
+
+
+```
+
+```
+
+163/176 [==========================>...] - ETA: 2s - loss: 2.7704 - accuracy: 0.3001 - top-5-accuracy: 0.6111
+
+
+```
+
+```
+
+164/176 [==========================>...] - ETA: 1s - loss: 2.7710 - accuracy: 0.2999 - top-5-accuracy: 0.6111
+
+
+```
+
+```
+
+165/176 [===========================>..] - ETA: 1s - loss: 2.7718 - accuracy: 0.2998 - top-5-accuracy: 0.6109
+
+
+```
+
+```
+
+166/176 [===========================>..] - ETA: 1s - loss: 2.7711 - accuracy: 0.2999 - top-5-accuracy: 0.6111
+
+
+```
+
+```
+
+167/176 [===========================>..] - ETA: 1s - loss: 2.7701 - accuracy: 0.3002 - top-5-accuracy: 0.6112
+
+
+```
+
+```
+
+168/176 [===========================>..] - ETA: 1s - loss: 2.7699 - accuracy: 0.3002 - top-5-accuracy: 0.6113
+
+
+```
+
+```
+
+169/176 [===========================>..] - ETA: 1s - loss: 2.7687 - accuracy: 0.3004 - top-5-accuracy: 0.6117
+
+
+```
+
+```
+
+170/176 [===========================>..] - ETA: 0s - loss: 2.7686 - accuracy: 0.3005 - top-5-accuracy: 0.6118
+
+
+```
+
+```
+
+171/176 [============================>.] - ETA: 0s - loss: 2.7687 - accuracy: 0.3005 - top-5-accuracy: 0.6117
+
+
+```
+
+```
+
+172/176 [============================>.] - ETA: 0s - loss: 2.7682 - accuracy: 0.3005 - top-5-accuracy: 0.6119
+
+
+```
+
+```
+
+173/176 [============================>.] - ETA: 0s - loss: 2.7684 - accuracy: 0.3004 - top-5-accuracy: 0.6118
+
+
+```
+
+```
+
+174/176 [============================>.] - ETA: 0s - loss: 2.7684 - accuracy: 0.3003 - top-5-accuracy: 0.6118
+
+
+```
+
+```
+
+175/176 [============================>.] - ETA: 0s - loss: 2.7686 - accuracy: 0.3002 - top-5-accuracy: 0.6116
+
+
+```
+
+```
+
+176/176 [==============================] - ETA: 0s - loss: 2.7679 - accuracy: 0.3002 - top-5-accuracy: 0.6118
+
+
+```
+
+```
+
+176/176 [==============================] - 29s 164ms/step - loss: 2.7679 - accuracy: 0.3002 - top-5-accuracy: 0.6118 - val_loss: 2.5342 - val_accuracy: 0.3512 - val_top-5-accuracy: 0.6642
+
+
+
+```
+Epoch 11/50
+
+```
+
+
+ 1/176 [..............................] - ETA: 27s - loss: 2.5674 - accuracy: 0.3086 - top-5-accuracy: 0.6719
+
+
+```
+
+```
+
+ 2/176 [..............................] - ETA: 27s - loss: 2.6350 - accuracy: 0.3242 - top-5-accuracy: 0.6328
+
+
+```
+
+```
+
+ 3/176 [..............................] - ETA: 27s - loss: 2.6123 - accuracy: 0.3464 - top-5-accuracy: 0.6497
+
+
+```
+
+```
+
+ 4/176 [..............................] - ETA: 27s - loss: 2.6211 - accuracy: 0.3330 - top-5-accuracy: 0.6387
+
+
+```
+
+```
+
+ 5/176 [..............................] - ETA: 27s - loss: 2.6262 - accuracy: 0.3266 - top-5-accuracy: 0.6352
+
+
+```
+
+```
+
+ 6/176 [>.............................] - ETA: 27s - loss: 2.6389 - accuracy: 0.3255 - top-5-accuracy: 0.6315
+
+
+```
+
+```
+
+ 7/176 [>.............................] - ETA: 26s - loss: 2.6700 - accuracy: 0.3220 - top-5-accuracy: 0.6267
+
+
+```
+
+```
+
+ 8/176 [>.............................] - ETA: 26s - loss: 2.6560 - accuracy: 0.3232 - top-5-accuracy: 0.6328
+
+
+```
+
+```
+
+ 9/176 [>.............................] - ETA: 26s - loss: 2.6737 - accuracy: 0.3203 - top-5-accuracy: 0.6298
+
+
+```
+
+```
+
+ 10/176 [>.............................] - ETA: 26s - loss: 2.6726 - accuracy: 0.3184 - top-5-accuracy: 0.6320
+
+
+```
+
+```
+
+ 11/176 [>.............................] - ETA: 26s - loss: 2.6945 - accuracy: 0.3153 - top-5-accuracy: 0.6286
+
+
+```
+
+```
+
+ 12/176 [=>............................] - ETA: 26s - loss: 2.6978 - accuracy: 0.3141 - top-5-accuracy: 0.6263
+
+
+```
+
+```
+
+ 13/176 [=>............................] - ETA: 25s - loss: 2.6917 - accuracy: 0.3170 - top-5-accuracy: 0.6262
+
+
+```
+
+```
+
+ 14/176 [=>............................] - ETA: 25s - loss: 2.6938 - accuracy: 0.3161 - top-5-accuracy: 0.6258
+
+
+```
+
+```
+
+ 15/176 [=>............................] - ETA: 25s - loss: 2.6923 - accuracy: 0.3164 - top-5-accuracy: 0.6258
+
+
+```
+
+```
+
+ 16/176 [=>............................] - ETA: 25s - loss: 2.6886 - accuracy: 0.3167 - top-5-accuracy: 0.6279
+
+
+```
+
+```
+
+ 17/176 [=>............................] - ETA: 25s - loss: 2.6925 - accuracy: 0.3171 - top-5-accuracy: 0.6278
+
+
+```
+
+```
+
+ 18/176 [==>...........................] - ETA: 25s - loss: 2.6958 - accuracy: 0.3171 - top-5-accuracy: 0.6263
+
+
+```
+
+```
+
+ 19/176 [==>...........................] - ETA: 24s - loss: 2.6876 - accuracy: 0.3174 - top-5-accuracy: 0.6281
+
+
+```
+
+```
+
+ 20/176 [==>...........................] - ETA: 24s - loss: 2.6844 - accuracy: 0.3170 - top-5-accuracy: 0.6285
+
+
+```
+
+```
+
+ 21/176 [==>...........................] - ETA: 24s - loss: 2.6896 - accuracy: 0.3160 - top-5-accuracy: 0.6280
+
+
+```
+
+```
+
+ 22/176 [==>...........................] - ETA: 24s - loss: 2.6910 - accuracy: 0.3148 - top-5-accuracy: 0.6268
+
+
+```
+
+```
+
+ 23/176 [==>...........................] - ETA: 24s - loss: 2.6929 - accuracy: 0.3152 - top-5-accuracy: 0.6267
+
+
+```
+
+```
+
+ 24/176 [===>..........................] - ETA: 24s - loss: 2.6897 - accuracy: 0.3169 - top-5-accuracy: 0.6278
+
+
+```
+
+```
+
+ 25/176 [===>..........................] - ETA: 23s - loss: 2.6944 - accuracy: 0.3164 - top-5-accuracy: 0.6269
+
+
+```
+
+```
+
+ 26/176 [===>..........................] - ETA: 23s - loss: 2.6929 - accuracy: 0.3166 - top-5-accuracy: 0.6264
+
+
+```
+
+```
+
+ 27/176 [===>..........................] - ETA: 23s - loss: 2.6926 - accuracy: 0.3173 - top-5-accuracy: 0.6264
+
+
+```
+
+```
+
+ 28/176 [===>..........................] - ETA: 23s - loss: 2.6877 - accuracy: 0.3191 - top-5-accuracy: 0.6279
+
+
+```
+
+```
+
+ 29/176 [===>..........................] - ETA: 23s - loss: 2.6893 - accuracy: 0.3163 - top-5-accuracy: 0.6286
+
+
+```
+
+```
+
+ 30/176 [====>.........................] - ETA: 23s - loss: 2.6856 - accuracy: 0.3169 - top-5-accuracy: 0.6302
+
+
+```
+
+```
+
+ 31/176 [====>.........................] - ETA: 23s - loss: 2.6806 - accuracy: 0.3182 - top-5-accuracy: 0.6303
+
+
+```
+
+```
+
+ 32/176 [====>.........................] - ETA: 22s - loss: 2.6773 - accuracy: 0.3180 - top-5-accuracy: 0.6304
+
+
+```
+
+```
+
+ 33/176 [====>.........................] - ETA: 22s - loss: 2.6833 - accuracy: 0.3169 - top-5-accuracy: 0.6297
+
+
+```
+
+```
+
+ 34/176 [====>.........................] - ETA: 22s - loss: 2.6818 - accuracy: 0.3172 - top-5-accuracy: 0.6311
+
+
+```
+
+```
+
+ 35/176 [====>.........................] - ETA: 22s - loss: 2.6841 - accuracy: 0.3165 - top-5-accuracy: 0.6314
+
+
+```
+
+```
+
+ 36/176 [=====>........................] - ETA: 22s - loss: 2.6846 - accuracy: 0.3166 - top-5-accuracy: 0.6311
+
+
+```
+
+```
+
+ 37/176 [=====>........................] - ETA: 22s - loss: 2.6845 - accuracy: 0.3169 - top-5-accuracy: 0.6310
+
+
+```
+
+```
+
+ 38/176 [=====>........................] - ETA: 21s - loss: 2.6861 - accuracy: 0.3172 - top-5-accuracy: 0.6303
+
+
+```
+
+```
+
+ 39/176 [=====>........................] - ETA: 21s - loss: 2.6838 - accuracy: 0.3179 - top-5-accuracy: 0.6306
+
+
+```
+
+```
+
+ 40/176 [=====>........................] - ETA: 21s - loss: 2.6879 - accuracy: 0.3170 - top-5-accuracy: 0.6290
+
+
+```
+
+```
+
+ 41/176 [=====>........................] - ETA: 21s - loss: 2.6864 - accuracy: 0.3175 - top-5-accuracy: 0.6295
+
+
+```
+
+```
+
+ 42/176 [======>.......................] - ETA: 21s - loss: 2.6873 - accuracy: 0.3164 - top-5-accuracy: 0.6305
+
+
+```
+
+```
+
+ 43/176 [======>.......................] - ETA: 21s - loss: 2.6866 - accuracy: 0.3169 - top-5-accuracy: 0.6308
+
+
+```
+
+```
+
+ 44/176 [======>.......................] - ETA: 20s - loss: 2.6868 - accuracy: 0.3176 - top-5-accuracy: 0.6308
+
+
+```
+
+```
+
+ 45/176 [======>.......................] - ETA: 20s - loss: 2.6857 - accuracy: 0.3177 - top-5-accuracy: 0.6313
+
+
+```
+
+```
+
+ 46/176 [======>.......................] - ETA: 20s - loss: 2.6815 - accuracy: 0.3182 - top-5-accuracy: 0.6325
+
+
+```
+
+```
+
+ 47/176 [=======>......................] - ETA: 20s - loss: 2.6867 - accuracy: 0.3175 - top-5-accuracy: 0.6314
+
+
+```
+
+```
+
+ 48/176 [=======>......................] - ETA: 20s - loss: 2.6837 - accuracy: 0.3180 - top-5-accuracy: 0.6320
+
+
+```
+
+```
+
+ 49/176 [=======>......................] - ETA: 20s - loss: 2.6841 - accuracy: 0.3182 - top-5-accuracy: 0.6312
+
+
+```
+
+```
+
+ 50/176 [=======>......................] - ETA: 19s - loss: 2.6831 - accuracy: 0.3185 - top-5-accuracy: 0.6320
+
+
+```
+
+```
+
+ 51/176 [=======>......................] - ETA: 19s - loss: 2.6831 - accuracy: 0.3175 - top-5-accuracy: 0.6320
+
+
+```
+
+```
+
+ 52/176 [=======>......................] - ETA: 19s - loss: 2.6829 - accuracy: 0.3171 - top-5-accuracy: 0.6324
+
+
+```
+
+```
+
+ 53/176 [========>.....................] - ETA: 19s - loss: 2.6819 - accuracy: 0.3182 - top-5-accuracy: 0.6326
+
+
+```
+
+```
+
+ 54/176 [========>.....................] - ETA: 19s - loss: 2.6863 - accuracy: 0.3172 - top-5-accuracy: 0.6321
+
+
+```
+
+```
+
+ 55/176 [========>.....................] - ETA: 19s - loss: 2.6888 - accuracy: 0.3167 - top-5-accuracy: 0.6317
+
+
+```
+
+```
+
+ 56/176 [========>.....................] - ETA: 19s - loss: 2.6871 - accuracy: 0.3163 - top-5-accuracy: 0.6323
+
+
+```
+
+```
+
+ 57/176 [========>.....................] - ETA: 18s - loss: 2.6842 - accuracy: 0.3163 - top-5-accuracy: 0.6329
+
+
+```
+
+```
+
+ 58/176 [========>.....................] - ETA: 18s - loss: 2.6836 - accuracy: 0.3165 - top-5-accuracy: 0.6327
+
+
+```
+
+```
+
+ 59/176 [=========>....................] - ETA: 18s - loss: 2.6838 - accuracy: 0.3167 - top-5-accuracy: 0.6318
+
+
+```
+
+```
+
+ 60/176 [=========>....................] - ETA: 18s - loss: 2.6856 - accuracy: 0.3166 - top-5-accuracy: 0.6313
+
+
+```
+
+```
+
+ 61/176 [=========>....................] - ETA: 18s - loss: 2.6838 - accuracy: 0.3167 - top-5-accuracy: 0.6308
+
+
+```
+
+```
+
+ 62/176 [=========>....................] - ETA: 18s - loss: 2.6843 - accuracy: 0.3168 - top-5-accuracy: 0.6311
+
+
+```
+
+```
+
+ 63/176 [=========>....................] - ETA: 17s - loss: 2.6841 - accuracy: 0.3172 - top-5-accuracy: 0.6311
+
+
+```
+
+```
+
+ 64/176 [=========>....................] - ETA: 17s - loss: 2.6856 - accuracy: 0.3170 - top-5-accuracy: 0.6306
+
+
+```
+
+```
+
+ 65/176 [==========>...................] - ETA: 17s - loss: 2.6861 - accuracy: 0.3167 - top-5-accuracy: 0.6303
+
+
+```
+
+```
+
+ 66/176 [==========>...................] - ETA: 17s - loss: 2.6854 - accuracy: 0.3164 - top-5-accuracy: 0.6304
+
+
+```
+
+```
+
+ 67/176 [==========>...................] - ETA: 17s - loss: 2.6874 - accuracy: 0.3163 - top-5-accuracy: 0.6296
+
+
+```
+
+```
+
+ 68/176 [==========>...................] - ETA: 17s - loss: 2.6851 - accuracy: 0.3166 - top-5-accuracy: 0.6297
+
+
+```
+
+```
+
+ 69/176 [==========>...................] - ETA: 16s - loss: 2.6834 - accuracy: 0.3170 - top-5-accuracy: 0.6304
+
+
+```
+
+```
+
+ 70/176 [==========>...................] - ETA: 16s - loss: 2.6837 - accuracy: 0.3169 - top-5-accuracy: 0.6304
+
+
+```
+
+```
+
+ 71/176 [===========>..................] - ETA: 16s - loss: 2.6830 - accuracy: 0.3170 - top-5-accuracy: 0.6302
+
+
+```
+
+```
+
+ 72/176 [===========>..................] - ETA: 16s - loss: 2.6825 - accuracy: 0.3172 - top-5-accuracy: 0.6304
+
+
+```
+
+```
+
+ 73/176 [===========>..................] - ETA: 16s - loss: 2.6829 - accuracy: 0.3170 - top-5-accuracy: 0.6306
+
+
+```
+
+```
+
+ 74/176 [===========>..................] - ETA: 16s - loss: 2.6845 - accuracy: 0.3172 - top-5-accuracy: 0.6301
+
+
+```
+
+```
+
+ 75/176 [===========>..................] - ETA: 16s - loss: 2.6833 - accuracy: 0.3171 - top-5-accuracy: 0.6301
+
+
+```
+
+```
+
+ 76/176 [===========>..................] - ETA: 15s - loss: 2.6847 - accuracy: 0.3172 - top-5-accuracy: 0.6298
+
+
+```
+
+```
+
+ 77/176 [============>.................] - ETA: 15s - loss: 2.6818 - accuracy: 0.3177 - top-5-accuracy: 0.6307
+
+
+```
+
+```
+
+ 78/176 [============>.................] - ETA: 15s - loss: 2.6807 - accuracy: 0.3176 - top-5-accuracy: 0.6312
+
+
+```
+
+```
+
+ 79/176 [============>.................] - ETA: 15s - loss: 2.6799 - accuracy: 0.3176 - top-5-accuracy: 0.6316
+
+
+```
+
+```
+
+ 80/176 [============>.................] - ETA: 15s - loss: 2.6807 - accuracy: 0.3174 - top-5-accuracy: 0.6313
+
+
+```
+
+```
+
+ 81/176 [============>.................] - ETA: 15s - loss: 2.6785 - accuracy: 0.3176 - top-5-accuracy: 0.6320
+
+
+```
+
+```
+
+ 82/176 [============>.................] - ETA: 14s - loss: 2.6772 - accuracy: 0.3177 - top-5-accuracy: 0.6322
+
+
+```
+
+```
+
+ 83/176 [=============>................] - ETA: 14s - loss: 2.6783 - accuracy: 0.3178 - top-5-accuracy: 0.6321
+
+
+```
+
+```
+
+ 84/176 [=============>................] - ETA: 14s - loss: 2.6787 - accuracy: 0.3173 - top-5-accuracy: 0.6321
+
+
+```
+
+```
+
+ 85/176 [=============>................] - ETA: 14s - loss: 2.6812 - accuracy: 0.3164 - top-5-accuracy: 0.6317
+
+
+```
+
+```
+
+ 86/176 [=============>................] - ETA: 14s - loss: 2.6836 - accuracy: 0.3161 - top-5-accuracy: 0.6307
+
+
+```
+
+```
+
+ 87/176 [=============>................] - ETA: 14s - loss: 2.6819 - accuracy: 0.3166 - top-5-accuracy: 0.6312
+
+
+```
+
+```
+
+ 88/176 [==============>...............] - ETA: 13s - loss: 2.6806 - accuracy: 0.3168 - top-5-accuracy: 0.6314
+
+
+```
+
+```
+
+ 89/176 [==============>...............] - ETA: 13s - loss: 2.6803 - accuracy: 0.3170 - top-5-accuracy: 0.6311
+
+
+```
+
+```
+
+ 90/176 [==============>...............] - ETA: 13s - loss: 2.6808 - accuracy: 0.3171 - top-5-accuracy: 0.6313
+
+
+```
+
+```
+
+ 91/176 [==============>...............] - ETA: 13s - loss: 2.6800 - accuracy: 0.3176 - top-5-accuracy: 0.6317
+
+
+```
+
+```
+
+ 92/176 [==============>...............] - ETA: 13s - loss: 2.6810 - accuracy: 0.3179 - top-5-accuracy: 0.6317
+
+
+```
+
+```
+
+ 93/176 [==============>...............] - ETA: 13s - loss: 2.6808 - accuracy: 0.3178 - top-5-accuracy: 0.6318
+
+
+```
+
+```
+
+ 94/176 [===============>..............] - ETA: 13s - loss: 2.6822 - accuracy: 0.3180 - top-5-accuracy: 0.6319
+
+
+```
+
+```
+
+ 95/176 [===============>..............] - ETA: 12s - loss: 2.6818 - accuracy: 0.3185 - top-5-accuracy: 0.6318
+
+
+```
+
+```
+
+ 96/176 [===============>..............] - ETA: 12s - loss: 2.6801 - accuracy: 0.3186 - top-5-accuracy: 0.6322
+
+
+```
+
+```
+
+ 97/176 [===============>..............] - ETA: 12s - loss: 2.6778 - accuracy: 0.3191 - top-5-accuracy: 0.6325
+
+
+```
+
+```
+
+ 98/176 [===============>..............] - ETA: 12s - loss: 2.6778 - accuracy: 0.3192 - top-5-accuracy: 0.6325
+
+
+```
+
+```
+
+ 99/176 [===============>..............] - ETA: 12s - loss: 2.6774 - accuracy: 0.3192 - top-5-accuracy: 0.6323
+
+
+```
+
+```
+
+100/176 [================>.............] - ETA: 12s - loss: 2.6768 - accuracy: 0.3193 - top-5-accuracy: 0.6321
+
+
+```
+
+```
+
+101/176 [================>.............] - ETA: 11s - loss: 2.6776 - accuracy: 0.3191 - top-5-accuracy: 0.6321
+
+
+```
+
+```
+
+102/176 [================>.............] - ETA: 11s - loss: 2.6767 - accuracy: 0.3190 - top-5-accuracy: 0.6325
+
+
+```
+
+```
+
+103/176 [================>.............] - ETA: 11s - loss: 2.6764 - accuracy: 0.3190 - top-5-accuracy: 0.6325
+
+
+```
+
+```
+
+104/176 [================>.............] - ETA: 11s - loss: 2.6751 - accuracy: 0.3191 - top-5-accuracy: 0.6328
+
+
+```
+
+```
+
+105/176 [================>.............] - ETA: 11s - loss: 2.6751 - accuracy: 0.3190 - top-5-accuracy: 0.6330
+
+
+```
+
+```
+
+106/176 [=================>............] - ETA: 11s - loss: 2.6773 - accuracy: 0.3185 - top-5-accuracy: 0.6327
+
+
+```
+
+```
+
+107/176 [=================>............] - ETA: 10s - loss: 2.6785 - accuracy: 0.3183 - top-5-accuracy: 0.6323
+
+
+```
+
+```
+
+108/176 [=================>............] - ETA: 10s - loss: 2.6796 - accuracy: 0.3183 - top-5-accuracy: 0.6321
+
+
+```
+
+```
+
+109/176 [=================>............] - ETA: 10s - loss: 2.6792 - accuracy: 0.3184 - top-5-accuracy: 0.6322
+
+
+```
+
+```
+
+110/176 [=================>............] - ETA: 10s - loss: 2.6782 - accuracy: 0.3185 - top-5-accuracy: 0.6326
+
+
+```
+
+```
+
+111/176 [=================>............] - ETA: 10s - loss: 2.6773 - accuracy: 0.3186 - top-5-accuracy: 0.6327
+
+
+```
+
+```
+
+112/176 [==================>...........] - ETA: 10s - loss: 2.6762 - accuracy: 0.3188 - top-5-accuracy: 0.6330
+
+
+```
+
+```
+
+113/176 [==================>...........] - ETA: 9s - loss: 2.6774 - accuracy: 0.3187 - top-5-accuracy: 0.6328
+
+
+```
+
+```
+
+114/176 [==================>...........] - ETA: 9s - loss: 2.6789 - accuracy: 0.3182 - top-5-accuracy: 0.6325
+
+
+```
+
+```
+
+115/176 [==================>...........] - ETA: 9s - loss: 2.6790 - accuracy: 0.3182 - top-5-accuracy: 0.6323
+
+
+```
+
+```
+
+116/176 [==================>...........] - ETA: 9s - loss: 2.6798 - accuracy: 0.3181 - top-5-accuracy: 0.6323
+
+
+```
+
+```
+
+117/176 [==================>...........] - ETA: 9s - loss: 2.6789 - accuracy: 0.3181 - top-5-accuracy: 0.6321
+
+
+```
+
+```
+
+118/176 [===================>..........] - ETA: 9s - loss: 2.6796 - accuracy: 0.3179 - top-5-accuracy: 0.6322
+
+
+```
+
+```
+
+119/176 [===================>..........] - ETA: 9s - loss: 2.6797 - accuracy: 0.3179 - top-5-accuracy: 0.6320
+
+
+```
+
+```
+
+120/176 [===================>..........] - ETA: 8s - loss: 2.6795 - accuracy: 0.3179 - top-5-accuracy: 0.6322
+
+
+```
+
+```
+
+121/176 [===================>..........] - ETA: 8s - loss: 2.6798 - accuracy: 0.3174 - top-5-accuracy: 0.6323
+
+
+```
+
+```
+
+122/176 [===================>..........] - ETA: 8s - loss: 2.6797 - accuracy: 0.3175 - top-5-accuracy: 0.6322
+
+
+```
+
+```
+
+123/176 [===================>..........] - ETA: 8s - loss: 2.6797 - accuracy: 0.3177 - top-5-accuracy: 0.6323
+
+
+```
+
+```
+
+124/176 [====================>.........] - ETA: 8s - loss: 2.6788 - accuracy: 0.3179 - top-5-accuracy: 0.6324
+
+
+```
+
+```
+
+125/176 [====================>.........] - ETA: 8s - loss: 2.6786 - accuracy: 0.3182 - top-5-accuracy: 0.6323
+
+
+```
+
+```
+
+126/176 [====================>.........] - ETA: 7s - loss: 2.6773 - accuracy: 0.3182 - top-5-accuracy: 0.6326
+
+
+```
+
+```
+
+127/176 [====================>.........] - ETA: 7s - loss: 2.6764 - accuracy: 0.3186 - top-5-accuracy: 0.6329
+
+
+```
+
+```
+
+128/176 [====================>.........] - ETA: 7s - loss: 2.6768 - accuracy: 0.3186 - top-5-accuracy: 0.6326
+
+
+```
+
+```
+
+129/176 [====================>.........] - ETA: 7s - loss: 2.6778 - accuracy: 0.3184 - top-5-accuracy: 0.6323
+
+
+```
+
+```
+
+130/176 [=====================>........] - ETA: 7s - loss: 2.6768 - accuracy: 0.3187 - top-5-accuracy: 0.6325
+
+
+```
+
+```
+
+131/176 [=====================>........] - ETA: 7s - loss: 2.6785 - accuracy: 0.3185 - top-5-accuracy: 0.6322
+
+
+```
+
+```
+
+132/176 [=====================>........] - ETA: 6s - loss: 2.6796 - accuracy: 0.3183 - top-5-accuracy: 0.6319
+
+
+```
+
+```
+
+133/176 [=====================>........] - ETA: 6s - loss: 2.6775 - accuracy: 0.3187 - top-5-accuracy: 0.6323
+
+
+```
+
+```
+
+134/176 [=====================>........] - ETA: 6s - loss: 2.6785 - accuracy: 0.3185 - top-5-accuracy: 0.6320
+
+
+```
+
+```
+
+135/176 [======================>.......] - ETA: 6s - loss: 2.6783 - accuracy: 0.3185 - top-5-accuracy: 0.6319
+
+
+```
+
+```
+
+136/176 [======================>.......] - ETA: 6s - loss: 2.6784 - accuracy: 0.3185 - top-5-accuracy: 0.6317
+
+
+```
+
+```
+
+137/176 [======================>.......] - ETA: 6s - loss: 2.6789 - accuracy: 0.3185 - top-5-accuracy: 0.6316
+
+
+```
+
+```
+
+138/176 [======================>.......] - ETA: 6s - loss: 2.6785 - accuracy: 0.3182 - top-5-accuracy: 0.6318
+
+
+```
+
+```
+
+139/176 [======================>.......] - ETA: 5s - loss: 2.6785 - accuracy: 0.3182 - top-5-accuracy: 0.6318
+
+
+```
+
+```
+
+140/176 [======================>.......] - ETA: 5s - loss: 2.6789 - accuracy: 0.3182 - top-5-accuracy: 0.6318
+
+
+```
+
+```
+
+141/176 [=======================>......] - ETA: 5s - loss: 2.6791 - accuracy: 0.3181 - top-5-accuracy: 0.6318
+
+
+```
+
+```
+
+142/176 [=======================>......] - ETA: 5s - loss: 2.6780 - accuracy: 0.3181 - top-5-accuracy: 0.6321
+
+
+```
+
+```
+
+143/176 [=======================>......] - ETA: 5s - loss: 2.6769 - accuracy: 0.3185 - top-5-accuracy: 0.6325
+
+
+```
+
+```
+
+144/176 [=======================>......] - ETA: 5s - loss: 2.6771 - accuracy: 0.3186 - top-5-accuracy: 0.6325
+
+
+```
+
+```
+
+145/176 [=======================>......] - ETA: 4s - loss: 2.6767 - accuracy: 0.3184 - top-5-accuracy: 0.6327
+
+
+```
+
+```
+
+146/176 [=======================>......] - ETA: 4s - loss: 2.6767 - accuracy: 0.3183 - top-5-accuracy: 0.6327
+
+
+```
+
+```
+
+147/176 [========================>.....] - ETA: 4s - loss: 2.6768 - accuracy: 0.3183 - top-5-accuracy: 0.6325
+
+
+```
+
+```
+
+148/176 [========================>.....] - ETA: 4s - loss: 2.6782 - accuracy: 0.3179 - top-5-accuracy: 0.6323
+
+
+```
+
+```
+
+149/176 [========================>.....] - ETA: 4s - loss: 2.6780 - accuracy: 0.3180 - top-5-accuracy: 0.6323
+
+
+```
+
+```
+
+150/176 [========================>.....] - ETA: 4s - loss: 2.6763 - accuracy: 0.3184 - top-5-accuracy: 0.6327
+
+
+```
+
+```
+
+151/176 [========================>.....] - ETA: 3s - loss: 2.6768 - accuracy: 0.3184 - top-5-accuracy: 0.6328
+
+
+```
+
+```
+
+152/176 [========================>.....] - ETA: 3s - loss: 2.6781 - accuracy: 0.3183 - top-5-accuracy: 0.6326
+
+
+```
+
+```
+
+153/176 [=========================>....] - ETA: 3s - loss: 2.6790 - accuracy: 0.3182 - top-5-accuracy: 0.6325
+
+
+```
+
+```
+
+154/176 [=========================>....] - ETA: 3s - loss: 2.6779 - accuracy: 0.3184 - top-5-accuracy: 0.6326
+
+
+```
+
+```
+
+155/176 [=========================>....] - ETA: 3s - loss: 2.6770 - accuracy: 0.3186 - top-5-accuracy: 0.6329
+
+
+```
+
+```
+
+156/176 [=========================>....] - ETA: 3s - loss: 2.6770 - accuracy: 0.3186 - top-5-accuracy: 0.6329
+
+
+```
+
+```
+
+157/176 [=========================>....] - ETA: 3s - loss: 2.6770 - accuracy: 0.3187 - top-5-accuracy: 0.6330
+
+
+```
+
+```
+
+158/176 [=========================>....] - ETA: 2s - loss: 2.6774 - accuracy: 0.3187 - top-5-accuracy: 0.6327
+
+
+```
+
+```
+
+159/176 [==========================>...] - ETA: 2s - loss: 2.6768 - accuracy: 0.3187 - top-5-accuracy: 0.6329
+
+
+```
+
+```
+
+160/176 [==========================>...] - ETA: 2s - loss: 2.6758 - accuracy: 0.3189 - top-5-accuracy: 0.6332
+
+
+```
+
+```
+
+161/176 [==========================>...] - ETA: 2s - loss: 2.6761 - accuracy: 0.3187 - top-5-accuracy: 0.6331
+
+
+```
+
+```
+
+162/176 [==========================>...] - ETA: 2s - loss: 2.6763 - accuracy: 0.3187 - top-5-accuracy: 0.6329
+
+
+```
+
+```
+
+163/176 [==========================>...] - ETA: 2s - loss: 2.6766 - accuracy: 0.3186 - top-5-accuracy: 0.6329
+
+
+```
+
+```
+
+164/176 [==========================>...] - ETA: 1s - loss: 2.6769 - accuracy: 0.3185 - top-5-accuracy: 0.6328
+
+
+```
+
+```
+
+165/176 [===========================>..] - ETA: 1s - loss: 2.6767 - accuracy: 0.3186 - top-5-accuracy: 0.6330
+
+
+```
+
+```
+
+166/176 [===========================>..] - ETA: 1s - loss: 2.6761 - accuracy: 0.3188 - top-5-accuracy: 0.6330
+
+
+```
+
+```
+
+167/176 [===========================>..] - ETA: 1s - loss: 2.6775 - accuracy: 0.3185 - top-5-accuracy: 0.6327
+
+
+```
+
+```
+
+168/176 [===========================>..] - ETA: 1s - loss: 2.6784 - accuracy: 0.3182 - top-5-accuracy: 0.6326
+
+
+```
+
+```
+
+169/176 [===========================>..] - ETA: 1s - loss: 2.6786 - accuracy: 0.3180 - top-5-accuracy: 0.6326
+
+
+```
+
+```
+
+170/176 [===========================>..] - ETA: 0s - loss: 2.6793 - accuracy: 0.3179 - top-5-accuracy: 0.6326
+
+
+```
+
+```
+
+171/176 [============================>.] - ETA: 0s - loss: 2.6801 - accuracy: 0.3178 - top-5-accuracy: 0.6322
+
+
+```
+
+```
+
+172/176 [============================>.] - ETA: 0s - loss: 2.6792 - accuracy: 0.3180 - top-5-accuracy: 0.6324
+
+
+```
+
+```
+
+173/176 [============================>.] - ETA: 0s - loss: 2.6792 - accuracy: 0.3179 - top-5-accuracy: 0.6324
+
+
+```
+
+```
+
+174/176 [============================>.] - ETA: 0s - loss: 2.6801 - accuracy: 0.3180 - top-5-accuracy: 0.6321
+
+
+```
+
+```
+
+175/176 [============================>.] - ETA: 0s - loss: 2.6814 - accuracy: 0.3175 - top-5-accuracy: 0.6319
+
+
+```
+
+```
+
+176/176 [==============================] - ETA: 0s - loss: 2.6806 - accuracy: 0.3178 - top-5-accuracy: 0.6322
+
+
+```
+
+```
+
+176/176 [==============================] - 29s 164ms/step - loss: 2.6806 - accuracy: 0.3178 - top-5-accuracy: 0.6322 - val_loss: 2.4752 - val_accuracy: 0.3624 - val_top-5-accuracy: 0.6768
+
+
+
+```
+Epoch 12/50
+
+```
+
+
+ 1/176 [..............................] - ETA: 27s - loss: 2.6152 - accuracy: 0.3477 - top-5-accuracy: 0.6406
+
+
+```
+
+```
+
+ 2/176 [..............................] - ETA: 27s - loss: 2.6391 - accuracy: 0.3223 - top-5-accuracy: 0.6367
+
+
+```
+
+```
+
+ 3/176 [..............................] - ETA: 27s - loss: 2.7517 - accuracy: 0.3099 - top-5-accuracy: 0.6081
+
+
+```
+
+```
+
+ 4/176 [..............................] - ETA: 27s - loss: 2.7191 - accuracy: 0.3193 - top-5-accuracy: 0.6133
+
+
+```
+
+```
+
+ 5/176 [..............................] - ETA: 27s - loss: 2.6352 - accuracy: 0.3344 - top-5-accuracy: 0.6313
+
+
+```
+
+```
+
+ 6/176 [>.............................] - ETA: 27s - loss: 2.6020 - accuracy: 0.3451 - top-5-accuracy: 0.6380
+
+
+```
+
+```
+
+ 7/176 [>.............................] - ETA: 26s - loss: 2.5822 - accuracy: 0.3477 - top-5-accuracy: 0.6429
+
+
+```
+
+```
+
+ 8/176 [>.............................] - ETA: 26s - loss: 2.5987 - accuracy: 0.3413 - top-5-accuracy: 0.6406
+
+
+```
+
+```
+
+ 9/176 [>.............................] - ETA: 26s - loss: 2.6065 - accuracy: 0.3429 - top-5-accuracy: 0.6406
+
+
+```
+
+```
+
+ 10/176 [>.............................] - ETA: 26s - loss: 2.5964 - accuracy: 0.3453 - top-5-accuracy: 0.6430
+
+
+```
+
+```
+
+ 11/176 [>.............................] - ETA: 26s - loss: 2.5882 - accuracy: 0.3466 - top-5-accuracy: 0.6445
+
+
+```
+
+```
+
+ 12/176 [=>............................] - ETA: 26s - loss: 2.5848 - accuracy: 0.3467 - top-5-accuracy: 0.6452
+
+
+```
+
+```
+
+ 13/176 [=>............................] - ETA: 25s - loss: 2.5750 - accuracy: 0.3501 - top-5-accuracy: 0.6493
+
+
+```
+
+```
+
+ 14/176 [=>............................] - ETA: 25s - loss: 2.5822 - accuracy: 0.3488 - top-5-accuracy: 0.6490
+
+
+```
+
+```
+
+ 15/176 [=>............................] - ETA: 25s - loss: 2.5880 - accuracy: 0.3477 - top-5-accuracy: 0.6458
+
+
+```
+
+```
+
+ 16/176 [=>............................] - ETA: 25s - loss: 2.5920 - accuracy: 0.3452 - top-5-accuracy: 0.6445
+
+
+```
+
+```
+
+ 17/176 [=>............................] - ETA: 25s - loss: 2.5957 - accuracy: 0.3456 - top-5-accuracy: 0.6432
+
+
+```
+
+```
+
+ 18/176 [==>...........................] - ETA: 25s - loss: 2.5976 - accuracy: 0.3451 - top-5-accuracy: 0.6426
+
+
+```
+
+```
+
+ 19/176 [==>...........................] - ETA: 24s - loss: 2.5979 - accuracy: 0.3444 - top-5-accuracy: 0.6425
+
+
+```
+
+```
+
+ 20/176 [==>...........................] - ETA: 24s - loss: 2.5926 - accuracy: 0.3459 - top-5-accuracy: 0.6447
+
+
+```
+
+```
+
+ 21/176 [==>...........................] - ETA: 24s - loss: 2.5866 - accuracy: 0.3480 - top-5-accuracy: 0.6460
+
+
+```
+
+```
+
+ 22/176 [==>...........................] - ETA: 24s - loss: 2.5912 - accuracy: 0.3448 - top-5-accuracy: 0.6451
+
+
+```
+
+```
+
+ 23/176 [==>...........................] - ETA: 24s - loss: 2.5896 - accuracy: 0.3456 - top-5-accuracy: 0.6450
+
+
+```
+
+```
+
+ 24/176 [===>..........................] - ETA: 24s - loss: 2.6005 - accuracy: 0.3446 - top-5-accuracy: 0.6434
+
+
+```
+
+```
+
+ 25/176 [===>..........................] - ETA: 23s - loss: 2.6095 - accuracy: 0.3427 - top-5-accuracy: 0.6423
+
+
+```
+
+```
+
+ 26/176 [===>..........................] - ETA: 23s - loss: 2.6097 - accuracy: 0.3416 - top-5-accuracy: 0.6420
+
+
+```
+
+```
+
+ 27/176 [===>..........................] - ETA: 23s - loss: 2.6149 - accuracy: 0.3409 - top-5-accuracy: 0.6402
+
+
+```
+
+```
+
+ 28/176 [===>..........................] - ETA: 23s - loss: 2.6185 - accuracy: 0.3397 - top-5-accuracy: 0.6396
+
+
+```
+
+```
+
+ 29/176 [===>..........................] - ETA: 23s - loss: 2.6129 - accuracy: 0.3400 - top-5-accuracy: 0.6410
+
+
+```
+
+```
+
+ 30/176 [====>.........................] - ETA: 23s - loss: 2.6101 - accuracy: 0.3405 - top-5-accuracy: 0.6423
+
+
+```
+
+```
+
+ 31/176 [====>.........................] - ETA: 23s - loss: 2.6071 - accuracy: 0.3420 - top-5-accuracy: 0.6435
+
+
+```
+
+```
+
+ 32/176 [====>.........................] - ETA: 22s - loss: 2.6067 - accuracy: 0.3422 - top-5-accuracy: 0.6448
+
+
+```
+
+```
+
+ 33/176 [====>.........................] - ETA: 22s - loss: 2.6095 - accuracy: 0.3410 - top-5-accuracy: 0.6443
+
+
+```
+
+```
+
+ 34/176 [====>.........................] - ETA: 22s - loss: 2.6087 - accuracy: 0.3404 - top-5-accuracy: 0.6449
+
+
+```
+
+```
+
+ 35/176 [====>.........................] - ETA: 22s - loss: 2.6122 - accuracy: 0.3388 - top-5-accuracy: 0.6452
+
+
+```
+
+```
+
+ 36/176 [=====>........................] - ETA: 22s - loss: 2.6136 - accuracy: 0.3382 - top-5-accuracy: 0.6455
+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
+ 77/176 [============>.................] - ETA: 15s - loss: 2.6018 - accuracy: 0.3354 - top-5-accuracy: 0.6504
+
+
+```
+
+```
+
+ 78/176 [============>.................] - ETA: 15s - loss: 2.6024 - accuracy: 0.3353 - top-5-accuracy: 0.6503
+
+
+```
+
+```
+
+ 79/176 [============>.................] - ETA: 15s - loss: 2.6036 - accuracy: 0.3349 - top-5-accuracy: 0.6498
+
+
+```
+
+```
+
+ 80/176 [============>.................] - ETA: 15s - loss: 2.6024 - accuracy: 0.3350 - top-5-accuracy: 0.6500
+
+
+```
+
+```
+
+ 81/176 [============>.................] - ETA: 15s - loss: 2.6025 - accuracy: 0.3351 - top-5-accuracy: 0.6500
+
+
+```
+
+```
+
+ 82/176 [============>.................] - ETA: 14s - loss: 2.6008 - accuracy: 0.3350 - top-5-accuracy: 0.6507
+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
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+```
+
+```
+
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+
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+```
+
+```
+
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+
+
+```
+
+```
+
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+
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+```
+
+```
+
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+
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+```
+
+```
+
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+
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+```
+
+```
+
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+
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+```
+
+```
+
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+
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+```
+
+```
+
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+
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+```
+
+```
+
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+
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+```
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+```
+
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+
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+```
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+```
+
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+
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+```
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+
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+```
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+```
+
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+
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+```
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+
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+```
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+```
+
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+
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+```
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+```
+
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+
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+```
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+```
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+
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+```
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+```
+
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+
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+```
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+```
+
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+
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+```
+
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+
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+```
+
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+
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+```
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+```
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+
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+```
+
+```
+
+161/176 [==========================>...] - ETA: 2s - loss: 2.5991 - accuracy: 0.3360 - top-5-accuracy: 0.6515
+
+
+```
+
+```
+
+162/176 [==========================>...] - ETA: 2s - loss: 2.5992 - accuracy: 0.3361 - top-5-accuracy: 0.6515
+
+
+```
+
+```
+
+163/176 [==========================>...] - ETA: 2s - loss: 2.5993 - accuracy: 0.3360 - top-5-accuracy: 0.6516
+
+
+```
+
+```
+
+164/176 [==========================>...] - ETA: 1s - loss: 2.6001 - accuracy: 0.3359 - top-5-accuracy: 0.6513
+
+
+```
+
+```
+
+165/176 [===========================>..] - ETA: 1s - loss: 2.5997 - accuracy: 0.3359 - top-5-accuracy: 0.6513
+
+
+```
+
+```
+
+166/176 [===========================>..] - ETA: 1s - loss: 2.6011 - accuracy: 0.3357 - top-5-accuracy: 0.6510
+
+
+```
+
+```
+
+167/176 [===========================>..] - ETA: 1s - loss: 2.6001 - accuracy: 0.3356 - top-5-accuracy: 0.6512
+
+
+```
+
+```
+
+168/176 [===========================>..] - ETA: 1s - loss: 2.6005 - accuracy: 0.3354 - top-5-accuracy: 0.6512
+
+
+```
+
+```
+
+169/176 [===========================>..] - ETA: 1s - loss: 2.6006 - accuracy: 0.3355 - top-5-accuracy: 0.6511
+
+
+```
+
+```
+
+170/176 [===========================>..] - ETA: 0s - loss: 2.6004 - accuracy: 0.3355 - top-5-accuracy: 0.6511
+
+
+```
+
+```
+
+171/176 [============================>.] - ETA: 0s - loss: 2.6002 - accuracy: 0.3355 - top-5-accuracy: 0.6508
+
+
+```
+
+```
+
+172/176 [============================>.] - ETA: 0s - loss: 2.6003 - accuracy: 0.3355 - top-5-accuracy: 0.6506
+
+
+```
+
+```
+
+173/176 [============================>.] - ETA: 0s - loss: 2.6009 - accuracy: 0.3352 - top-5-accuracy: 0.6505
+
+
+```
+
+```
+
+174/176 [============================>.] - ETA: 0s - loss: 2.6010 - accuracy: 0.3351 - top-5-accuracy: 0.6506
+
+
+```
+
+```
+
+175/176 [============================>.] - ETA: 0s - loss: 2.6009 - accuracy: 0.3352 - top-5-accuracy: 0.6505
+
+
+```
+
+```
+
+176/176 [==============================] - ETA: 0s - loss: 2.6012 - accuracy: 0.3352 - top-5-accuracy: 0.6505
+
+
+```
+
+```
+
+176/176 [==============================] - 29s 164ms/step - loss: 2.6012 - accuracy: 0.3352 - top-5-accuracy: 0.6505 - val_loss: 2.4588 - val_accuracy: 0.3664 - val_top-5-accuracy: 0.6762
+
+
+
+```
+Epoch 13/50
+
+```
+
+
+ 1/176 [..............................] - ETA: 27s - loss: 2.7521 - accuracy: 0.3359 - top-5-accuracy: 0.6250
+
+
+```
+
+```
+
+ 2/176 [..............................] - ETA: 27s - loss: 2.6755 - accuracy: 0.3535 - top-5-accuracy: 0.6426
+
+
+```
+
+```
+
+ 3/176 [..............................] - ETA: 27s - loss: 2.5970 - accuracy: 0.3555 - top-5-accuracy: 0.6497
+
+
+```
+
+```
+
+ 4/176 [..............................] - ETA: 27s - loss: 2.5791 - accuracy: 0.3525 - top-5-accuracy: 0.6533
+
+
+```
+
+```
+
+ 5/176 [..............................] - ETA: 27s - loss: 2.5768 - accuracy: 0.3438 - top-5-accuracy: 0.6562
+
+
+```
+
+```
+
+ 6/176 [>.............................] - ETA: 27s - loss: 2.5590 - accuracy: 0.3444 - top-5-accuracy: 0.6647
+
+
+```
+
+```
+
+ 7/176 [>.............................] - ETA: 26s - loss: 2.5635 - accuracy: 0.3432 - top-5-accuracy: 0.6624
+
+
+```
+
+```
+
+ 8/176 [>.............................] - ETA: 26s - loss: 2.5671 - accuracy: 0.3438 - top-5-accuracy: 0.6567
+
+
+```
+
+```
+
+ 9/176 [>.............................] - ETA: 26s - loss: 2.5695 - accuracy: 0.3407 - top-5-accuracy: 0.6589
+
+
+```
+
+```
+
+ 10/176 [>.............................] - ETA: 26s - loss: 2.5821 - accuracy: 0.3410 - top-5-accuracy: 0.6523
+
+
+```
+
+```
+
+ 11/176 [>.............................] - ETA: 26s - loss: 2.5682 - accuracy: 0.3459 - top-5-accuracy: 0.6566
+
+
+```
+
+```
+
+ 12/176 [=>............................] - ETA: 26s - loss: 2.5582 - accuracy: 0.3473 - top-5-accuracy: 0.6595
+
+
+```
+
+```
+
+ 13/176 [=>............................] - ETA: 25s - loss: 2.5523 - accuracy: 0.3504 - top-5-accuracy: 0.6623
+
+
+```
+
+```
+
+ 14/176 [=>............................] - ETA: 25s - loss: 2.5439 - accuracy: 0.3521 - top-5-accuracy: 0.6618
+
+
+```
+
+```
+
+ 15/176 [=>............................] - ETA: 25s - loss: 2.5493 - accuracy: 0.3497 - top-5-accuracy: 0.6596
+
+
+```
+
+```
+
+ 16/176 [=>............................] - ETA: 25s - loss: 2.5448 - accuracy: 0.3496 - top-5-accuracy: 0.6616
+
+
+```
+
+```
+
+ 17/176 [=>............................] - ETA: 25s - loss: 2.5325 - accuracy: 0.3539 - top-5-accuracy: 0.6652
+
+
+```
+
+```
+
+ 18/176 [==>...........................] - ETA: 25s - loss: 2.5282 - accuracy: 0.3550 - top-5-accuracy: 0.6658
+
+
+```
+
+```
+
+ 19/176 [==>...........................] - ETA: 24s - loss: 2.5342 - accuracy: 0.3565 - top-5-accuracy: 0.6634
+
+
+```
+
+```
+
+ 20/176 [==>...........................] - ETA: 24s - loss: 2.5260 - accuracy: 0.3576 - top-5-accuracy: 0.6652
+
+
+```
+
+```
+
+ 21/176 [==>...........................] - ETA: 24s - loss: 2.5269 - accuracy: 0.3555 - top-5-accuracy: 0.6656
+
+
+```
+
+```
+
+ 22/176 [==>...........................] - ETA: 24s - loss: 2.5278 - accuracy: 0.3551 - top-5-accuracy: 0.6646
+
+
+```
+
+```
+
+ 23/176 [==>...........................] - ETA: 24s - loss: 2.5229 - accuracy: 0.3550 - top-5-accuracy: 0.6668
+
+
+```
+
+```
+
+ 24/176 [===>..........................] - ETA: 24s - loss: 2.5235 - accuracy: 0.3543 - top-5-accuracy: 0.6665
+
+
+```
+
+```
+
+ 25/176 [===>..........................] - ETA: 23s - loss: 2.5281 - accuracy: 0.3542 - top-5-accuracy: 0.6653
+
+
+```
+
+```
+
+ 26/176 [===>..........................] - ETA: 23s - loss: 2.5247 - accuracy: 0.3543 - top-5-accuracy: 0.6654
+
+
+```
+
+```
+
+ 27/176 [===>..........................] - ETA: 23s - loss: 2.5233 - accuracy: 0.3540 - top-5-accuracy: 0.6657
+
+
+```
+
+```
+
+ 28/176 [===>..........................] - ETA: 23s - loss: 2.5167 - accuracy: 0.3563 - top-5-accuracy: 0.6674
+
+
+```
+
+```
+
+ 29/176 [===>..........................] - ETA: 23s - loss: 2.5153 - accuracy: 0.3560 - top-5-accuracy: 0.6689
+
+
+```
+
+```
+
+ 30/176 [====>.........................] - ETA: 23s - loss: 2.5254 - accuracy: 0.3542 - top-5-accuracy: 0.6671
+
+
+```
+
+```
+
+ 31/176 [====>.........................] - ETA: 23s - loss: 2.5252 - accuracy: 0.3540 - top-5-accuracy: 0.6675
+
+
+```
+
+```
+
+ 32/176 [====>.........................] - ETA: 22s - loss: 2.5258 - accuracy: 0.3539 - top-5-accuracy: 0.6674
+
+
+```
+
+```
+
+ 33/176 [====>.........................] - ETA: 22s - loss: 2.5234 - accuracy: 0.3545 - top-5-accuracy: 0.6679
+
+
+```
+
+```
+
+ 34/176 [====>.........................] - ETA: 22s - loss: 2.5236 - accuracy: 0.3543 - top-5-accuracy: 0.6687
+
+
+```
+
+```
+
+ 35/176 [====>.........................] - ETA: 22s - loss: 2.5212 - accuracy: 0.3552 - top-5-accuracy: 0.6698
+
+
+```
+
+```
+
+ 36/176 [=====>........................] - ETA: 22s - loss: 2.5183 - accuracy: 0.3553 - top-5-accuracy: 0.6715
+
+
+```
+
+```
+
+ 37/176 [=====>........................] - ETA: 22s - loss: 2.5162 - accuracy: 0.3561 - top-5-accuracy: 0.6721
+
+
+```
+
+```
+
+ 38/176 [=====>........................] - ETA: 21s - loss: 2.5117 - accuracy: 0.3566 - top-5-accuracy: 0.6735
+
+
+```
+
+```
+
+ 39/176 [=====>........................] - ETA: 21s - loss: 2.5096 - accuracy: 0.3573 - top-5-accuracy: 0.6741
+
+
+```
+
+```
+
+ 40/176 [=====>........................] - ETA: 21s - loss: 2.5117 - accuracy: 0.3565 - top-5-accuracy: 0.6732
+
+
+```
+
+```
+
+ 41/176 [=====>........................] - ETA: 21s - loss: 2.5127 - accuracy: 0.3572 - top-5-accuracy: 0.6726
+
+
+```
+
+```
+
+ 42/176 [======>.......................] - ETA: 21s - loss: 2.5086 - accuracy: 0.3585 - top-5-accuracy: 0.6732
+
+
+```
+
+```
+
+ 43/176 [======>.......................] - ETA: 21s - loss: 2.5082 - accuracy: 0.3584 - top-5-accuracy: 0.6737
+
+
+```
+
+```
+
+ 44/176 [======>.......................] - ETA: 20s - loss: 2.5046 - accuracy: 0.3595 - top-5-accuracy: 0.6744
+
+
+```
+
+```
+
+ 45/176 [======>.......................] - ETA: 20s - loss: 2.5073 - accuracy: 0.3587 - top-5-accuracy: 0.6733
+
+
+```
+
+```
+
+ 46/176 [======>.......................] - ETA: 20s - loss: 2.5055 - accuracy: 0.3586 - top-5-accuracy: 0.6733
+
+
+```
+
+```
+
+ 47/176 [=======>......................] - ETA: 20s - loss: 2.5026 - accuracy: 0.3585 - top-5-accuracy: 0.6737
+
+
+```
+
+```
+
+ 48/176 [=======>......................] - ETA: 20s - loss: 2.5037 - accuracy: 0.3582 - top-5-accuracy: 0.6735
+
+
+```
+
+```
+
+ 49/176 [=======>......................] - ETA: 20s - loss: 2.5035 - accuracy: 0.3579 - top-5-accuracy: 0.6740
+
+
+```
+
+```
+
+ 50/176 [=======>......................] - ETA: 20s - loss: 2.5022 - accuracy: 0.3576 - top-5-accuracy: 0.6741
+
+
+```
+
+```
+
+ 51/176 [=======>......................] - ETA: 19s - loss: 2.4994 - accuracy: 0.3581 - top-5-accuracy: 0.6749
+
+
+```
+
+```
+
+ 52/176 [=======>......................] - ETA: 19s - loss: 2.4990 - accuracy: 0.3581 - top-5-accuracy: 0.6748
+
+
+```
+
+```
+
+ 53/176 [========>.....................] - ETA: 19s - loss: 2.4994 - accuracy: 0.3579 - top-5-accuracy: 0.6745
+
+
+```
+
+```
+
+ 54/176 [========>.....................] - ETA: 19s - loss: 2.5003 - accuracy: 0.3577 - top-5-accuracy: 0.6738
+
+
+```
+
+```
+
+ 55/176 [========>.....................] - ETA: 19s - loss: 2.4995 - accuracy: 0.3580 - top-5-accuracy: 0.6741
+
+
+```
+
+```
+
+ 56/176 [========>.....................] - ETA: 19s - loss: 2.5014 - accuracy: 0.3570 - top-5-accuracy: 0.6734
+
+
+```
+
+```
+
+ 57/176 [========>.....................] - ETA: 18s - loss: 2.5041 - accuracy: 0.3569 - top-5-accuracy: 0.6725
+
+
+```
+
+```
+
+ 58/176 [========>.....................] - ETA: 18s - loss: 2.5033 - accuracy: 0.3573 - top-5-accuracy: 0.6727
+
+
+```
+
+```
+
+ 59/176 [=========>....................] - ETA: 18s - loss: 2.5024 - accuracy: 0.3575 - top-5-accuracy: 0.6727
+
+
+```
+
+```
+
+ 60/176 [=========>....................] - ETA: 18s - loss: 2.5016 - accuracy: 0.3568 - top-5-accuracy: 0.6727
+
+
+```
+
+```
+
+ 61/176 [=========>....................] - ETA: 18s - loss: 2.5024 - accuracy: 0.3563 - top-5-accuracy: 0.6728
+
+
+```
+
+```
+
+ 62/176 [=========>....................] - ETA: 18s - loss: 2.5016 - accuracy: 0.3563 - top-5-accuracy: 0.6724
+
+
+```
+
+```
+
+ 63/176 [=========>....................] - ETA: 17s - loss: 2.4999 - accuracy: 0.3562 - top-5-accuracy: 0.6732
+
+
+```
+
+```
+
+ 64/176 [=========>....................] - ETA: 17s - loss: 2.4975 - accuracy: 0.3565 - top-5-accuracy: 0.6740
+
+
+```
+
+```
+
+ 65/176 [==========>...................] - ETA: 17s - loss: 2.4993 - accuracy: 0.3561 - top-5-accuracy: 0.6736
+
+
+```
+
+```
+
+ 66/176 [==========>...................] - ETA: 17s - loss: 2.4995 - accuracy: 0.3556 - top-5-accuracy: 0.6734
+
+
+```
+
+```
+
+ 67/176 [==========>...................] - ETA: 17s - loss: 2.5002 - accuracy: 0.3555 - top-5-accuracy: 0.6731
+
+
+```
+
+```
+
+ 68/176 [==========>...................] - ETA: 17s - loss: 2.5021 - accuracy: 0.3549 - top-5-accuracy: 0.6723
+
+
+```
+
+```
+
+ 69/176 [==========>...................] - ETA: 16s - loss: 2.4992 - accuracy: 0.3548 - top-5-accuracy: 0.6728
+
+
+```
+
+```
+
+ 70/176 [==========>...................] - ETA: 16s - loss: 2.4995 - accuracy: 0.3546 - top-5-accuracy: 0.6728
+
+
+```
+
+```
+
+ 71/176 [===========>..................] - ETA: 16s - loss: 2.4995 - accuracy: 0.3545 - top-5-accuracy: 0.6728
+
+
+```
+
+```
+
+ 72/176 [===========>..................] - ETA: 16s - loss: 2.5004 - accuracy: 0.3543 - top-5-accuracy: 0.6726
+
+
+```
+
+```
+
+ 73/176 [===========>..................] - ETA: 16s - loss: 2.4992 - accuracy: 0.3545 - top-5-accuracy: 0.6730
+
+
+```
+
+```
+
+ 74/176 [===========>..................] - ETA: 16s - loss: 2.5003 - accuracy: 0.3548 - top-5-accuracy: 0.6726
+
+
+```
+
+```
+
+ 75/176 [===========>..................] - ETA: 16s - loss: 2.4989 - accuracy: 0.3551 - top-5-accuracy: 0.6729
+
+
+```
+
+```
+
+ 76/176 [===========>..................] - ETA: 15s - loss: 2.5007 - accuracy: 0.3548 - top-5-accuracy: 0.6724
+
+
+```
+
+```
+
+ 77/176 [============>.................] - ETA: 15s - loss: 2.5010 - accuracy: 0.3543 - top-5-accuracy: 0.6723
+
+
+```
+
+```
+
+ 78/176 [============>.................] - ETA: 15s - loss: 2.5012 - accuracy: 0.3538 - top-5-accuracy: 0.6725
+
+
+```
+
+```
+
+ 79/176 [============>.................] - ETA: 15s - loss: 2.5003 - accuracy: 0.3540 - top-5-accuracy: 0.6727
+
+
+```
+
+```
+
+ 80/176 [============>.................] - ETA: 15s - loss: 2.5012 - accuracy: 0.3540 - top-5-accuracy: 0.6721
+
+
+```
+
+```
+
+ 81/176 [============>.................] - ETA: 15s - loss: 2.5031 - accuracy: 0.3537 - top-5-accuracy: 0.6719
+
+
+```
+
+```
+
+ 82/176 [============>.................] - ETA: 14s - loss: 2.5022 - accuracy: 0.3536 - top-5-accuracy: 0.6717
+
+
+```
+
+```
+
+ 83/176 [=============>................] - ETA: 14s - loss: 2.4998 - accuracy: 0.3542 - top-5-accuracy: 0.6723
+
+
+```
+
+```
+
+ 84/176 [=============>................] - ETA: 14s - loss: 2.4993 - accuracy: 0.3544 - top-5-accuracy: 0.6722
+
+
+```
+
+```
+
+ 85/176 [=============>................] - ETA: 14s - loss: 2.4992 - accuracy: 0.3545 - top-5-accuracy: 0.6722
+
+
+```
+
+```
+
+ 86/176 [=============>................] - ETA: 14s - loss: 2.5012 - accuracy: 0.3542 - top-5-accuracy: 0.6717
+
+
+```
+
+```
+
+ 87/176 [=============>................] - ETA: 14s - loss: 2.5017 - accuracy: 0.3544 - top-5-accuracy: 0.6717
+
+
+```
+
+```
+
+ 88/176 [==============>...............] - ETA: 13s - loss: 2.5030 - accuracy: 0.3541 - top-5-accuracy: 0.6715
+
+
+```
+
+```
+
+ 89/176 [==============>...............] - ETA: 13s - loss: 2.5002 - accuracy: 0.3544 - top-5-accuracy: 0.6721
+
+
+```
+
+```
+
+ 90/176 [==============>...............] - ETA: 13s - loss: 2.4996 - accuracy: 0.3543 - top-5-accuracy: 0.6721
+
+
+```
+
+```
+
+ 91/176 [==============>...............] - ETA: 13s - loss: 2.5004 - accuracy: 0.3540 - top-5-accuracy: 0.6719
+
+
+```
+
+```
+
+ 92/176 [==============>...............] - ETA: 13s - loss: 2.5022 - accuracy: 0.3539 - top-5-accuracy: 0.6714
+
+
+```
+
+```
+
+ 93/176 [==============>...............] - ETA: 13s - loss: 2.5026 - accuracy: 0.3538 - top-5-accuracy: 0.6715
+
+
+```
+
+```
+
+ 94/176 [===============>..............] - ETA: 13s - loss: 2.5031 - accuracy: 0.3534 - top-5-accuracy: 0.6714
+
+
+```
+
+```
+
+ 95/176 [===============>..............] - ETA: 12s - loss: 2.5012 - accuracy: 0.3535 - top-5-accuracy: 0.6716
+
+
+```
+
+```
+
+ 96/176 [===============>..............] - ETA: 12s - loss: 2.5015 - accuracy: 0.3537 - top-5-accuracy: 0.6716
+
+
+```
+
+```
+
+ 97/176 [===============>..............] - ETA: 12s - loss: 2.5018 - accuracy: 0.3537 - top-5-accuracy: 0.6715
+
+
+```
+
+```
+
+ 98/176 [===============>..............] - ETA: 12s - loss: 2.5026 - accuracy: 0.3534 - top-5-accuracy: 0.6716
+
+
+```
+
+```
+
+ 99/176 [===============>..............] - ETA: 12s - loss: 2.5020 - accuracy: 0.3535 - top-5-accuracy: 0.6716
+
+
+```
+
+```
+
+100/176 [================>.............] - ETA: 12s - loss: 2.5017 - accuracy: 0.3535 - top-5-accuracy: 0.6716
+
+
+```
+
+```
+
+101/176 [================>.............] - ETA: 11s - loss: 2.5017 - accuracy: 0.3534 - top-5-accuracy: 0.6719
+
+
+```
+
+```
+
+102/176 [================>.............] - ETA: 11s - loss: 2.5003 - accuracy: 0.3540 - top-5-accuracy: 0.6722
+
+
+```
+
+```
+
+103/176 [================>.............] - ETA: 11s - loss: 2.5017 - accuracy: 0.3536 - top-5-accuracy: 0.6719
+
+
+```
+
+```
+
+104/176 [================>.............] - ETA: 11s - loss: 2.5036 - accuracy: 0.3534 - top-5-accuracy: 0.6710
+
+
+```
+
+```
+
+105/176 [================>.............] - ETA: 11s - loss: 2.5022 - accuracy: 0.3537 - top-5-accuracy: 0.6712
+
+
+```
+
+```
+
+106/176 [=================>............] - ETA: 11s - loss: 2.5036 - accuracy: 0.3536 - top-5-accuracy: 0.6709
+
+
+```
+
+```
+
+107/176 [=================>............] - ETA: 10s - loss: 2.5030 - accuracy: 0.3533 - top-5-accuracy: 0.6711
+
+
+```
+
+```
+
+108/176 [=================>............] - ETA: 10s - loss: 2.5032 - accuracy: 0.3533 - top-5-accuracy: 0.6709
+
+
+```
+
+```
+
+109/176 [=================>............] - ETA: 10s - loss: 2.5033 - accuracy: 0.3530 - top-5-accuracy: 0.6709
+
+
+```
+
+```
+
+110/176 [=================>............] - ETA: 10s - loss: 2.5032 - accuracy: 0.3529 - top-5-accuracy: 0.6707
+
+
+```
+
+```
+
+111/176 [=================>............] - ETA: 10s - loss: 2.5034 - accuracy: 0.3529 - top-5-accuracy: 0.6706
+
+
+```
+
+```
+
+112/176 [==================>...........] - ETA: 10s - loss: 2.5040 - accuracy: 0.3530 - top-5-accuracy: 0.6707
+
+
+```
+
+```
+
+113/176 [==================>...........] - ETA: 10s - loss: 2.5062 - accuracy: 0.3527 - top-5-accuracy: 0.6703
+
+
+```
+
+```
+
+114/176 [==================>...........] - ETA: 9s - loss: 2.5076 - accuracy: 0.3522 - top-5-accuracy: 0.6701
+
+
+```
+
+```
+
+115/176 [==================>...........] - ETA: 9s - loss: 2.5070 - accuracy: 0.3522 - top-5-accuracy: 0.6703
+
+
+```
+
+```
+
+116/176 [==================>...........] - ETA: 9s - loss: 2.5069 - accuracy: 0.3521 - top-5-accuracy: 0.6706
+
+
+```
+
+```
+
+117/176 [==================>...........] - ETA: 9s - loss: 2.5056 - accuracy: 0.3525 - top-5-accuracy: 0.6707
+
+
+```
+
+```
+
+118/176 [===================>..........] - ETA: 9s - loss: 2.5065 - accuracy: 0.3520 - top-5-accuracy: 0.6702
+
+
+```
+
+```
+
+119/176 [===================>..........] - ETA: 9s - loss: 2.5077 - accuracy: 0.3517 - top-5-accuracy: 0.6699
+
+
+```
+
+```
+
+120/176 [===================>..........] - ETA: 8s - loss: 2.5084 - accuracy: 0.3517 - top-5-accuracy: 0.6697
+
+
+```
+
+```
+
+121/176 [===================>..........] - ETA: 8s - loss: 2.5078 - accuracy: 0.3517 - top-5-accuracy: 0.6697
+
+
+```
+
+```
+
+122/176 [===================>..........] - ETA: 8s - loss: 2.5080 - accuracy: 0.3515 - top-5-accuracy: 0.6696
+
+
+```
+
+```
+
+123/176 [===================>..........] - ETA: 8s - loss: 2.5087 - accuracy: 0.3514 - top-5-accuracy: 0.6692
+
+
+```
+
+```
+
+124/176 [====================>.........] - ETA: 8s - loss: 2.5091 - accuracy: 0.3512 - top-5-accuracy: 0.6689
+
+
+```
+
+```
+
+125/176 [====================>.........] - ETA: 8s - loss: 2.5082 - accuracy: 0.3514 - top-5-accuracy: 0.6689
+
+
+```
+
+```
+
+126/176 [====================>.........] - ETA: 7s - loss: 2.5074 - accuracy: 0.3518 - top-5-accuracy: 0.6690
+
+
+```
+
+```
+
+127/176 [====================>.........] - ETA: 7s - loss: 2.5079 - accuracy: 0.3516 - top-5-accuracy: 0.6692
+
+
+```
+
+```
+
+128/176 [====================>.........] - ETA: 7s - loss: 2.5098 - accuracy: 0.3515 - top-5-accuracy: 0.6689
+
+
+```
+
+```
+
+129/176 [====================>.........] - ETA: 7s - loss: 2.5114 - accuracy: 0.3514 - top-5-accuracy: 0.6685
+
+
+```
+
+```
+
+130/176 [=====================>........] - ETA: 7s - loss: 2.5102 - accuracy: 0.3515 - top-5-accuracy: 0.6688
+
+
+```
+
+```
+
+131/176 [=====================>........] - ETA: 7s - loss: 2.5098 - accuracy: 0.3515 - top-5-accuracy: 0.6690
+
+
+```
+
+```
+
+132/176 [=====================>........] - ETA: 6s - loss: 2.5101 - accuracy: 0.3517 - top-5-accuracy: 0.6689
+
+
+```
+
+```
+
+133/176 [=====================>........] - ETA: 6s - loss: 2.5105 - accuracy: 0.3513 - top-5-accuracy: 0.6688
+
+
+```
+
+```
+
+134/176 [=====================>........] - ETA: 6s - loss: 2.5116 - accuracy: 0.3514 - top-5-accuracy: 0.6684
+
+
+```
+
+```
+
+135/176 [======================>.......] - ETA: 6s - loss: 2.5118 - accuracy: 0.3516 - top-5-accuracy: 0.6682
+
+
+```
+
+```
+
+136/176 [======================>.......] - ETA: 6s - loss: 2.5118 - accuracy: 0.3518 - top-5-accuracy: 0.6683
+
+
+```
+
+```
+
+137/176 [======================>.......] - ETA: 6s - loss: 2.5102 - accuracy: 0.3524 - top-5-accuracy: 0.6687
+
+
+```
+
+```
+
+138/176 [======================>.......] - ETA: 6s - loss: 2.5107 - accuracy: 0.3522 - top-5-accuracy: 0.6687
+
+
+```
+
+```
+
+139/176 [======================>.......] - ETA: 5s - loss: 2.5129 - accuracy: 0.3518 - top-5-accuracy: 0.6682
+
+
+```
+
+```
+
+140/176 [======================>.......] - ETA: 5s - loss: 2.5138 - accuracy: 0.3517 - top-5-accuracy: 0.6679
+
+
+```
+
+```
+
+141/176 [=======================>......] - ETA: 5s - loss: 2.5135 - accuracy: 0.3518 - top-5-accuracy: 0.6679
+
+
+```
+
+```
+
+142/176 [=======================>......] - ETA: 5s - loss: 2.5138 - accuracy: 0.3519 - top-5-accuracy: 0.6680
+
+
+```
+
+```
+
+143/176 [=======================>......] - ETA: 5s - loss: 2.5140 - accuracy: 0.3519 - top-5-accuracy: 0.6681
+
+
+```
+
+```
+
+144/176 [=======================>......] - ETA: 5s - loss: 2.5147 - accuracy: 0.3521 - top-5-accuracy: 0.6677
+
+
+```
+
+```
+
+145/176 [=======================>......] - ETA: 4s - loss: 2.5152 - accuracy: 0.3519 - top-5-accuracy: 0.6675
+
+
+```
+
+```
+
+146/176 [=======================>......] - ETA: 4s - loss: 2.5161 - accuracy: 0.3516 - top-5-accuracy: 0.6671
+
+
+```
+
+```
+
+147/176 [========================>.....] - ETA: 4s - loss: 2.5155 - accuracy: 0.3516 - top-5-accuracy: 0.6672
+
+
+```
+
+```
+
+148/176 [========================>.....] - ETA: 4s - loss: 2.5159 - accuracy: 0.3515 - top-5-accuracy: 0.6671
+
+
+```
+
+```
+
+149/176 [========================>.....] - ETA: 4s - loss: 2.5161 - accuracy: 0.3516 - top-5-accuracy: 0.6669
+
+
+```
+
+```
+
+150/176 [========================>.....] - ETA: 4s - loss: 2.5169 - accuracy: 0.3514 - top-5-accuracy: 0.6669
+
+
+```
+
+```
+
+151/176 [========================>.....] - ETA: 3s - loss: 2.5176 - accuracy: 0.3511 - top-5-accuracy: 0.6667
+
+
+```
+
+```
+
+152/176 [========================>.....] - ETA: 3s - loss: 2.5171 - accuracy: 0.3513 - top-5-accuracy: 0.6669
+
+
+```
+
+```
+
+153/176 [=========================>....] - ETA: 3s - loss: 2.5173 - accuracy: 0.3512 - top-5-accuracy: 0.6665
+
+
+```
+
+```
+
+154/176 [=========================>....] - ETA: 3s - loss: 2.5168 - accuracy: 0.3511 - top-5-accuracy: 0.6668
+
+
+```
+
+```
+
+155/176 [=========================>....] - ETA: 3s - loss: 2.5159 - accuracy: 0.3512 - top-5-accuracy: 0.6668
+
+
+```
+
+```
+
+156/176 [=========================>....] - ETA: 3s - loss: 2.5150 - accuracy: 0.3513 - top-5-accuracy: 0.6669
+
+
+```
+
+```
+
+157/176 [=========================>....] - ETA: 3s - loss: 2.5159 - accuracy: 0.3511 - top-5-accuracy: 0.6670
+
+
+```
+
+```
+
+158/176 [=========================>....] - ETA: 2s - loss: 2.5159 - accuracy: 0.3511 - top-5-accuracy: 0.6671
+
+
+```
+
+```
+
+159/176 [==========================>...] - ETA: 2s - loss: 2.5165 - accuracy: 0.3511 - top-5-accuracy: 0.6669
+
+
+```
+
+```
+
+160/176 [==========================>...] - ETA: 2s - loss: 2.5163 - accuracy: 0.3509 - top-5-accuracy: 0.6669
+
+
+```
+
+```
+
+161/176 [==========================>...] - ETA: 2s - loss: 2.5170 - accuracy: 0.3507 - top-5-accuracy: 0.6670
+
+
+```
+
+```
+
+162/176 [==========================>...] - ETA: 2s - loss: 2.5174 - accuracy: 0.3507 - top-5-accuracy: 0.6669
+
+
+```
+
+```
+
+163/176 [==========================>...] - ETA: 2s - loss: 2.5188 - accuracy: 0.3503 - top-5-accuracy: 0.6666
+
+
+```
+
+```
+
+164/176 [==========================>...] - ETA: 1s - loss: 2.5191 - accuracy: 0.3504 - top-5-accuracy: 0.6665
+
+
+```
+
+```
+
+165/176 [===========================>..] - ETA: 1s - loss: 2.5185 - accuracy: 0.3504 - top-5-accuracy: 0.6667
+
+
+```
+
+```
+
+166/176 [===========================>..] - ETA: 1s - loss: 2.5187 - accuracy: 0.3503 - top-5-accuracy: 0.6665
+
+
+```
+
+```
+
+167/176 [===========================>..] - ETA: 1s - loss: 2.5185 - accuracy: 0.3502 - top-5-accuracy: 0.6667
+
+
+```
+
+```
+
+168/176 [===========================>..] - ETA: 1s - loss: 2.5189 - accuracy: 0.3500 - top-5-accuracy: 0.6667
+
+
+```
+
+```
+
+169/176 [===========================>..] - ETA: 1s - loss: 2.5181 - accuracy: 0.3502 - top-5-accuracy: 0.6668
+
+
+```
+
+```
+
+170/176 [===========================>..] - ETA: 0s - loss: 2.5190 - accuracy: 0.3499 - top-5-accuracy: 0.6668
+
+
+```
+
+```
+
+171/176 [============================>.] - ETA: 0s - loss: 2.5197 - accuracy: 0.3500 - top-5-accuracy: 0.6665
+
+
+```
+
+```
+
+172/176 [============================>.] - ETA: 0s - loss: 2.5202 - accuracy: 0.3497 - top-5-accuracy: 0.6667
+
+
+```
+
+```
+
+173/176 [============================>.] - ETA: 0s - loss: 2.5204 - accuracy: 0.3497 - top-5-accuracy: 0.6669
+
+
+```
+
+```
+
+174/176 [============================>.] - ETA: 0s - loss: 2.5196 - accuracy: 0.3498 - top-5-accuracy: 0.6668
+
+
+```
+
+```
+
+175/176 [============================>.] - ETA: 0s - loss: 2.5191 - accuracy: 0.3498 - top-5-accuracy: 0.6668
+
+
+```
+
+```
+
+176/176 [==============================] - ETA: 0s - loss: 2.5188 - accuracy: 0.3499 - top-5-accuracy: 0.6669
+
+
+```
+
+```
+
+176/176 [==============================] - 29s 164ms/step - loss: 2.5188 - accuracy: 0.3499 - top-5-accuracy: 0.6669 - val_loss: 2.3830 - val_accuracy: 0.3858 - val_top-5-accuracy: 0.6902
+
+
+
+```
+Epoch 14/50
+
+```
+
+
+ 1/176 [..............................] - ETA: 27s - loss: 2.3554 - accuracy: 0.3906 - top-5-accuracy: 0.7305
+
+
+```
+
+```
+
+ 2/176 [..............................] - ETA: 27s - loss: 2.3981 - accuracy: 0.3750 - top-5-accuracy: 0.6992
+
+
+```
+
+```
+
+ 3/176 [..............................] - ETA: 27s - loss: 2.3960 - accuracy: 0.3698 - top-5-accuracy: 0.6875
+
+
+```
+
+```
+
+ 4/176 [..............................] - ETA: 27s - loss: 2.3480 - accuracy: 0.3760 - top-5-accuracy: 0.7070
+
+
+```
+
+```
+
+ 5/176 [..............................] - ETA: 27s - loss: 2.3840 - accuracy: 0.3766 - top-5-accuracy: 0.7008
+
+
+```
+
+```
+
+ 6/176 [>.............................] - ETA: 27s - loss: 2.4027 - accuracy: 0.3724 - top-5-accuracy: 0.6934
+
+
+```
+
+```
+
+ 7/176 [>.............................] - ETA: 26s - loss: 2.4224 - accuracy: 0.3700 - top-5-accuracy: 0.6869
+
+
+```
+
+```
+
+ 8/176 [>.............................] - ETA: 26s - loss: 2.4303 - accuracy: 0.3657 - top-5-accuracy: 0.6846
+
+
+```
+
+```
+
+ 9/176 [>.............................] - ETA: 26s - loss: 2.4446 - accuracy: 0.3650 - top-5-accuracy: 0.6797
+
+
+```
+
+```
+
+ 10/176 [>.............................] - ETA: 26s - loss: 2.4304 - accuracy: 0.3676 - top-5-accuracy: 0.6836
+
+
+```
+
+```
+
+ 11/176 [>.............................] - ETA: 26s - loss: 2.4214 - accuracy: 0.3683 - top-5-accuracy: 0.6854
+
+
+```
+
+```
+
+ 12/176 [=>............................] - ETA: 26s - loss: 2.4373 - accuracy: 0.3639 - top-5-accuracy: 0.6829
+
+
+```
+
+```
+
+ 13/176 [=>............................] - ETA: 25s - loss: 2.4442 - accuracy: 0.3627 - top-5-accuracy: 0.6818
+
+
+```
+
+```
+
+ 14/176 [=>............................] - ETA: 25s - loss: 2.4374 - accuracy: 0.3647 - top-5-accuracy: 0.6828
+
+
+```
+
+```
+
+ 15/176 [=>............................] - ETA: 25s - loss: 2.4365 - accuracy: 0.3656 - top-5-accuracy: 0.6839
+
+
+```
+
+```
+
+ 16/176 [=>............................] - ETA: 25s - loss: 2.4329 - accuracy: 0.3669 - top-5-accuracy: 0.6853
+
+
+```
+
+```
+
+ 17/176 [=>............................] - ETA: 25s - loss: 2.4363 - accuracy: 0.3670 - top-5-accuracy: 0.6859
+
+
+```
+
+```
+
+ 18/176 [==>...........................] - ETA: 25s - loss: 2.4370 - accuracy: 0.3661 - top-5-accuracy: 0.6851
+
+
+```
+
+```
+
+ 19/176 [==>...........................] - ETA: 24s - loss: 2.4247 - accuracy: 0.3694 - top-5-accuracy: 0.6873
+
+
+```
+
+```
+
+ 20/176 [==>...........................] - ETA: 24s - loss: 2.4283 - accuracy: 0.3705 - top-5-accuracy: 0.6877
+
+
+```
+
+```
+
+ 21/176 [==>...........................] - ETA: 24s - loss: 2.4291 - accuracy: 0.3692 - top-5-accuracy: 0.6890
+
+
+```
+
+```
+
+ 22/176 [==>...........................] - ETA: 24s - loss: 2.4232 - accuracy: 0.3702 - top-5-accuracy: 0.6912
+
+
+```
+
+```
+
+ 23/176 [==>...........................] - ETA: 24s - loss: 2.4285 - accuracy: 0.3694 - top-5-accuracy: 0.6894
+
+
+```
+
+```
+
+ 24/176 [===>..........................] - ETA: 24s - loss: 2.4331 - accuracy: 0.3664 - top-5-accuracy: 0.6885
+
+
+```
+
+```
+
+ 25/176 [===>..........................] - ETA: 23s - loss: 2.4339 - accuracy: 0.3675 - top-5-accuracy: 0.6891
+
+
+```
+
+```
+
+ 26/176 [===>..........................] - ETA: 23s - loss: 2.4365 - accuracy: 0.3666 - top-5-accuracy: 0.6884
+
+
+```
+
+```
+
+ 27/176 [===>..........................] - ETA: 23s - loss: 2.4326 - accuracy: 0.3663 - top-5-accuracy: 0.6891
+
+
+```
+
+```
+
+ 28/176 [===>..........................] - ETA: 23s - loss: 2.4325 - accuracy: 0.3661 - top-5-accuracy: 0.6889
+
+
+```
+
+```
+
+ 29/176 [===>..........................] - ETA: 23s - loss: 2.4345 - accuracy: 0.3660 - top-5-accuracy: 0.6891
+
+
+```
+
+```
+
+ 30/176 [====>.........................] - ETA: 23s - loss: 2.4319 - accuracy: 0.3659 - top-5-accuracy: 0.6889
+
+
+```
+
+```
+
+ 31/176 [====>.........................] - ETA: 23s - loss: 2.4304 - accuracy: 0.3661 - top-5-accuracy: 0.6898
+
+
+```
+
+```
+
+ 32/176 [====>.........................] - ETA: 22s - loss: 2.4270 - accuracy: 0.3662 - top-5-accuracy: 0.6899
+
+
+```
+
+```
+
+ 33/176 [====>.........................] - ETA: 22s - loss: 2.4292 - accuracy: 0.3656 - top-5-accuracy: 0.6894
+
+
+```
+
+```
+
+ 34/176 [====>.........................] - ETA: 22s - loss: 2.4342 - accuracy: 0.3649 - top-5-accuracy: 0.6883
+
+
+```
+
+```
+
+ 35/176 [====>.........................] - ETA: 22s - loss: 2.4335 - accuracy: 0.3652 - top-5-accuracy: 0.6890
+
+
+```
+
+```
+
+ 36/176 [=====>........................] - ETA: 22s - loss: 2.4308 - accuracy: 0.3660 - top-5-accuracy: 0.6896
+
+
+```
+
+```
+
+ 37/176 [=====>........................] - ETA: 22s - loss: 2.4302 - accuracy: 0.3675 - top-5-accuracy: 0.6895
+
+
+```
+
+```
+
+ 38/176 [=====>........................] - ETA: 21s - loss: 2.4286 - accuracy: 0.3682 - top-5-accuracy: 0.6897
+
+
+```
+
+```
+
+ 39/176 [=====>........................] - ETA: 21s - loss: 2.4313 - accuracy: 0.3683 - top-5-accuracy: 0.6890
+
+
+```
+
+```
+
+ 40/176 [=====>........................] - ETA: 21s - loss: 2.4315 - accuracy: 0.3681 - top-5-accuracy: 0.6888
+
+
+```
+
+```
+
+ 41/176 [=====>........................] - ETA: 21s - loss: 2.4349 - accuracy: 0.3679 - top-5-accuracy: 0.6876
+
+
+```
+
+```
+
+ 42/176 [======>.......................] - ETA: 21s - loss: 2.4360 - accuracy: 0.3681 - top-5-accuracy: 0.6870
+
+
+```
+
+```
+
+ 43/176 [======>.......................] - ETA: 21s - loss: 2.4361 - accuracy: 0.3676 - top-5-accuracy: 0.6869
+
+
+```
+
+```
+
+ 44/176 [======>.......................] - ETA: 20s - loss: 2.4380 - accuracy: 0.3673 - top-5-accuracy: 0.6862
+
+
+```
+
+```
+
+ 45/176 [======>.......................] - ETA: 20s - loss: 2.4405 - accuracy: 0.3667 - top-5-accuracy: 0.6852
+
+
+```
+
+```
+
+ 46/176 [======>.......................] - ETA: 20s - loss: 2.4407 - accuracy: 0.3662 - top-5-accuracy: 0.6853
+
+
+```
+
+```
+
+ 47/176 [=======>......................] - ETA: 20s - loss: 2.4414 - accuracy: 0.3662 - top-5-accuracy: 0.6850
+
+
+```
+
+```
+
+ 48/176 [=======>......................] - ETA: 20s - loss: 2.4416 - accuracy: 0.3662 - top-5-accuracy: 0.6853
+
+
+```
+
+```
+
+ 49/176 [=======>......................] - ETA: 20s - loss: 2.4401 - accuracy: 0.3663 - top-5-accuracy: 0.6860
+
+
+```
+
+```
+
+ 50/176 [=======>......................] - ETA: 19s - loss: 2.4397 - accuracy: 0.3673 - top-5-accuracy: 0.6856
+
+
+```
+
+```
+
+ 51/176 [=======>......................] - ETA: 19s - loss: 2.4394 - accuracy: 0.3674 - top-5-accuracy: 0.6858
+
+
+```
+
+```
+
+ 52/176 [=======>......................] - ETA: 19s - loss: 2.4410 - accuracy: 0.3674 - top-5-accuracy: 0.6859
+
+
+```
+
+```
+
+ 53/176 [========>.....................] - ETA: 19s - loss: 2.4390 - accuracy: 0.3674 - top-5-accuracy: 0.6865
+
+
+```
+
+```
+
+ 54/176 [========>.....................] - ETA: 19s - loss: 2.4409 - accuracy: 0.3673 - top-5-accuracy: 0.6858
+
+
+```
+
+```
+
+ 55/176 [========>.....................] - ETA: 19s - loss: 2.4421 - accuracy: 0.3675 - top-5-accuracy: 0.6854
+
+
+```
+
+```
+
+ 56/176 [========>.....................] - ETA: 19s - loss: 2.4428 - accuracy: 0.3669 - top-5-accuracy: 0.6858
+
+
+```
+
+```
+
+ 57/176 [========>.....................] - ETA: 18s - loss: 2.4443 - accuracy: 0.3673 - top-5-accuracy: 0.6851
+
+
+```
+
+```
+
+ 58/176 [========>.....................] - ETA: 18s - loss: 2.4460 - accuracy: 0.3669 - top-5-accuracy: 0.6845
+
+
+```
+
+```
+
+ 59/176 [=========>....................] - ETA: 18s - loss: 2.4488 - accuracy: 0.3663 - top-5-accuracy: 0.6839
+
+
+```
+
+```
+
+ 60/176 [=========>....................] - ETA: 18s - loss: 2.4506 - accuracy: 0.3656 - top-5-accuracy: 0.6833
+
+
+```
+
+```
+
+ 61/176 [=========>....................] - ETA: 18s - loss: 2.4517 - accuracy: 0.3654 - top-5-accuracy: 0.6835
+
+
+```
+
+```
+
+ 62/176 [=========>....................] - ETA: 18s - loss: 2.4538 - accuracy: 0.3649 - top-5-accuracy: 0.6835
+
+
+```
+
+```
+
+ 63/176 [=========>....................] - ETA: 17s - loss: 2.4509 - accuracy: 0.3657 - top-5-accuracy: 0.6844
+
+
+```
+
+```
+
+ 64/176 [=========>....................] - ETA: 17s - loss: 2.4511 - accuracy: 0.3656 - top-5-accuracy: 0.6841
+
+
+```
+
+```
+
+ 65/176 [==========>...................] - ETA: 17s - loss: 2.4509 - accuracy: 0.3651 - top-5-accuracy: 0.6837
+
+
+```
+
+```
+
+ 66/176 [==========>...................] - ETA: 17s - loss: 2.4489 - accuracy: 0.3655 - top-5-accuracy: 0.6841
+
+
+```
+
+```
+
+ 67/176 [==========>...................] - ETA: 17s - loss: 2.4472 - accuracy: 0.3660 - top-5-accuracy: 0.6846
+
+
+```
+
+```
+
+ 68/176 [==========>...................] - ETA: 17s - loss: 2.4478 - accuracy: 0.3660 - top-5-accuracy: 0.6845
+
+
+```
+
+```
+
+ 69/176 [==========>...................] - ETA: 16s - loss: 2.4470 - accuracy: 0.3667 - top-5-accuracy: 0.6849
+
+
+```
+
+```
+
+ 70/176 [==========>...................] - ETA: 16s - loss: 2.4474 - accuracy: 0.3667 - top-5-accuracy: 0.6850
+
+
+```
+
+```
+
+ 71/176 [===========>..................] - ETA: 16s - loss: 2.4447 - accuracy: 0.3676 - top-5-accuracy: 0.6854
+
+
+```
+
+```
+
+ 72/176 [===========>..................] - ETA: 16s - loss: 2.4446 - accuracy: 0.3681 - top-5-accuracy: 0.6855
+
+
+```
+
+```
+
+ 73/176 [===========>..................] - ETA: 16s - loss: 2.4443 - accuracy: 0.3686 - top-5-accuracy: 0.6856
+
+
+```
+
+```
+
+ 74/176 [===========>..................] - ETA: 16s - loss: 2.4443 - accuracy: 0.3683 - top-5-accuracy: 0.6854
+
+
+```
+
+```
+
+ 75/176 [===========>..................] - ETA: 16s - loss: 2.4436 - accuracy: 0.3685 - top-5-accuracy: 0.6853
+
+
+```
+
+```
+
+ 76/176 [===========>..................] - ETA: 15s - loss: 2.4420 - accuracy: 0.3685 - top-5-accuracy: 0.6861
+
+
+```
+
+```
+
+ 77/176 [============>.................] - ETA: 15s - loss: 2.4404 - accuracy: 0.3688 - top-5-accuracy: 0.6867
+
+
+```
+
+```
+
+ 78/176 [============>.................] - ETA: 15s - loss: 2.4411 - accuracy: 0.3685 - top-5-accuracy: 0.6864
+
+
+```
+
+```
+
+ 79/176 [============>.................] - ETA: 15s - loss: 2.4408 - accuracy: 0.3687 - top-5-accuracy: 0.6863
+
+
+```
+
+```
+
+ 80/176 [============>.................] - ETA: 15s - loss: 2.4398 - accuracy: 0.3690 - top-5-accuracy: 0.6862
+
+
+```
+
+```
+
+ 81/176 [============>.................] - ETA: 15s - loss: 2.4398 - accuracy: 0.3694 - top-5-accuracy: 0.6860
+
+
+```
+
+```
+
+ 82/176 [============>.................] - ETA: 14s - loss: 2.4415 - accuracy: 0.3691 - top-5-accuracy: 0.6856
+
+
+```
+
+```
+
+ 83/176 [=============>................] - ETA: 14s - loss: 2.4411 - accuracy: 0.3692 - top-5-accuracy: 0.6856
+
+
+```
+
+```
+
+ 84/176 [=============>................] - ETA: 14s - loss: 2.4421 - accuracy: 0.3691 - top-5-accuracy: 0.6856
+
+
+```
+
+```
+
+ 85/176 [=============>................] - ETA: 14s - loss: 2.4447 - accuracy: 0.3687 - top-5-accuracy: 0.6850
+
+
+```
+
+```
+
+ 86/176 [=============>................] - ETA: 14s - loss: 2.4455 - accuracy: 0.3686 - top-5-accuracy: 0.6847
+
+
+```
+
+```
+
+ 87/176 [=============>................] - ETA: 14s - loss: 2.4446 - accuracy: 0.3688 - top-5-accuracy: 0.6850
+
+
+```
+
+```
+
+ 88/176 [==============>...............] - ETA: 13s - loss: 2.4463 - accuracy: 0.3683 - top-5-accuracy: 0.6848
+
+
+```
+
+```
+
+ 89/176 [==============>...............] - ETA: 13s - loss: 2.4467 - accuracy: 0.3681 - top-5-accuracy: 0.6845
+
+
+```
+
+```
+
+ 90/176 [==============>...............] - ETA: 13s - loss: 2.4481 - accuracy: 0.3678 - top-5-accuracy: 0.6840
+
+
+```
+
+```
+
+ 91/176 [==============>...............] - ETA: 13s - loss: 2.4485 - accuracy: 0.3679 - top-5-accuracy: 0.6839
+
+
+```
+
+```
+
+ 92/176 [==============>...............] - ETA: 13s - loss: 2.4478 - accuracy: 0.3677 - top-5-accuracy: 0.6842
+
+
+```
+
+```
+
+ 93/176 [==============>...............] - ETA: 13s - loss: 2.4482 - accuracy: 0.3675 - top-5-accuracy: 0.6844
+
+
+```
+
+```
+
+ 94/176 [===============>..............] - ETA: 13s - loss: 2.4506 - accuracy: 0.3671 - top-5-accuracy: 0.6839
+
+
+```
+
+```
+
+ 95/176 [===============>..............] - ETA: 12s - loss: 2.4503 - accuracy: 0.3674 - top-5-accuracy: 0.6843
+
+
+```
+
+```
+
+ 96/176 [===============>..............] - ETA: 12s - loss: 2.4487 - accuracy: 0.3676 - top-5-accuracy: 0.6842
+
+
+```
+
+```
+
+ 97/176 [===============>..............] - ETA: 12s - loss: 2.4500 - accuracy: 0.3676 - top-5-accuracy: 0.6837
+
+
+```
+
+```
+
+ 98/176 [===============>..............] - ETA: 12s - loss: 2.4493 - accuracy: 0.3677 - top-5-accuracy: 0.6842
+
+
+```
+
+```
+
+ 99/176 [===============>..............] - ETA: 12s - loss: 2.4492 - accuracy: 0.3678 - top-5-accuracy: 0.6841
+
+
+```
+
+```
+
+100/176 [================>.............] - ETA: 12s - loss: 2.4484 - accuracy: 0.3681 - top-5-accuracy: 0.6842
+
+
+```
+
+```
+
+101/176 [================>.............] - ETA: 11s - loss: 2.4489 - accuracy: 0.3673 - top-5-accuracy: 0.6843
+
+
+```
+
+```
+
+102/176 [================>.............] - ETA: 11s - loss: 2.4492 - accuracy: 0.3671 - top-5-accuracy: 0.6841
+
+
+```
+
+```
+
+103/176 [================>.............] - ETA: 11s - loss: 2.4486 - accuracy: 0.3670 - top-5-accuracy: 0.6841
+
+
+```
+
+```
+
+104/176 [================>.............] - ETA: 11s - loss: 2.4500 - accuracy: 0.3670 - top-5-accuracy: 0.6838
+
+
+```
+
+```
+
+105/176 [================>.............] - ETA: 11s - loss: 2.4517 - accuracy: 0.3670 - top-5-accuracy: 0.6834
+
+
+```
+
+```
+
+106/176 [=================>............] - ETA: 11s - loss: 2.4524 - accuracy: 0.3670 - top-5-accuracy: 0.6834
+
+
+```
+
+```
+
+107/176 [=================>............] - ETA: 10s - loss: 2.4534 - accuracy: 0.3666 - top-5-accuracy: 0.6830
+
+
+```
+
+```
+
+108/176 [=================>............] - ETA: 10s - loss: 2.4546 - accuracy: 0.3665 - top-5-accuracy: 0.6828
+
+
+```
+
+```
+
+109/176 [=================>............] - ETA: 10s - loss: 2.4552 - accuracy: 0.3665 - top-5-accuracy: 0.6826
+
+
+```
+
+```
+
+110/176 [=================>............] - ETA: 10s - loss: 2.4567 - accuracy: 0.3663 - top-5-accuracy: 0.6820
+
+
+```
+
+```
+
+111/176 [=================>............] - ETA: 10s - loss: 2.4577 - accuracy: 0.3658 - top-5-accuracy: 0.6815
+
+
+```
+
+```
+
+112/176 [==================>...........] - ETA: 10s - loss: 2.4595 - accuracy: 0.3651 - top-5-accuracy: 0.6813
+
+
+```
+
+```
+
+113/176 [==================>...........] - ETA: 10s - loss: 2.4594 - accuracy: 0.3653 - top-5-accuracy: 0.6814
+
+
+```
+
+```
+
+114/176 [==================>...........] - ETA: 9s - loss: 2.4571 - accuracy: 0.3656 - top-5-accuracy: 0.6818
+
+
+```
+
+```
+
+115/176 [==================>...........] - ETA: 9s - loss: 2.4576 - accuracy: 0.3656 - top-5-accuracy: 0.6817
+
+
+```
+
+```
+
+116/176 [==================>...........] - ETA: 9s - loss: 2.4584 - accuracy: 0.3653 - top-5-accuracy: 0.6816
+
+
+```
+
+```
+
+117/176 [==================>...........] - ETA: 9s - loss: 2.4589 - accuracy: 0.3655 - top-5-accuracy: 0.6813
+
+
+```
+
+```
+
+118/176 [===================>..........] - ETA: 9s - loss: 2.4592 - accuracy: 0.3658 - top-5-accuracy: 0.6813
+
+
+```
+
+```
+
+119/176 [===================>..........] - ETA: 9s - loss: 2.4600 - accuracy: 0.3654 - top-5-accuracy: 0.6810
+
+
+```
+
+```
+
+120/176 [===================>..........] - ETA: 8s - loss: 2.4605 - accuracy: 0.3655 - top-5-accuracy: 0.6809
+
+
+```
+
+```
+
+121/176 [===================>..........] - ETA: 8s - loss: 2.4599 - accuracy: 0.3655 - top-5-accuracy: 0.6812
+
+
+```
+
+```
+
+122/176 [===================>..........] - ETA: 8s - loss: 2.4588 - accuracy: 0.3657 - top-5-accuracy: 0.6816
+
+
+```
+
+```
+
+123/176 [===================>..........] - ETA: 8s - loss: 2.4592 - accuracy: 0.3658 - top-5-accuracy: 0.6813
+
+
+```
+
+```
+
+124/176 [====================>.........] - ETA: 8s - loss: 2.4611 - accuracy: 0.3653 - top-5-accuracy: 0.6809
+
+
+```
+
+```
+
+125/176 [====================>.........] - ETA: 8s - loss: 2.4619 - accuracy: 0.3650 - top-5-accuracy: 0.6808
+
+
+```
+
+```
+
+126/176 [====================>.........] - ETA: 7s - loss: 2.4642 - accuracy: 0.3645 - top-5-accuracy: 0.6805
+
+
+```
+
+```
+
+127/176 [====================>.........] - ETA: 7s - loss: 2.4649 - accuracy: 0.3646 - top-5-accuracy: 0.6800
+
+
+```
+
+```
+
+128/176 [====================>.........] - ETA: 7s - loss: 2.4641 - accuracy: 0.3648 - top-5-accuracy: 0.6801
+
+
+```
+
+```
+
+129/176 [====================>.........] - ETA: 7s - loss: 2.4640 - accuracy: 0.3649 - top-5-accuracy: 0.6798
+
+
+```
+
+```
+
+130/176 [=====================>........] - ETA: 7s - loss: 2.4637 - accuracy: 0.3649 - top-5-accuracy: 0.6797
+
+
+```
+
+```
+
+131/176 [=====================>........] - ETA: 7s - loss: 2.4636 - accuracy: 0.3650 - top-5-accuracy: 0.6797
+
+
+```
+
+```
+
+132/176 [=====================>........] - ETA: 6s - loss: 2.4621 - accuracy: 0.3654 - top-5-accuracy: 0.6796
+
+
+```
+
+```
+
+133/176 [=====================>........] - ETA: 6s - loss: 2.4607 - accuracy: 0.3655 - top-5-accuracy: 0.6800
+
+
+```
+
+```
+
+134/176 [=====================>........] - ETA: 6s - loss: 2.4614 - accuracy: 0.3651 - top-5-accuracy: 0.6798
+
+
+```
+
+```
+
+135/176 [======================>.......] - ETA: 6s - loss: 2.4615 - accuracy: 0.3649 - top-5-accuracy: 0.6799
+
+
+```
+
+```
+
+136/176 [======================>.......] - ETA: 6s - loss: 2.4616 - accuracy: 0.3651 - top-5-accuracy: 0.6797
+
+
+```
+
+```
+
+137/176 [======================>.......] - ETA: 6s - loss: 2.4630 - accuracy: 0.3649 - top-5-accuracy: 0.6795
+
+
+```
+
+```
+
+138/176 [======================>.......] - ETA: 6s - loss: 2.4624 - accuracy: 0.3648 - top-5-accuracy: 0.6795
+
+
+```
+
+```
+
+139/176 [======================>.......] - ETA: 5s - loss: 2.4634 - accuracy: 0.3645 - top-5-accuracy: 0.6793
+
+
+```
+
+```
+
+140/176 [======================>.......] - ETA: 5s - loss: 2.4638 - accuracy: 0.3642 - top-5-accuracy: 0.6794
+
+
+```
+
+```
+
+141/176 [=======================>......] - ETA: 5s - loss: 2.4645 - accuracy: 0.3643 - top-5-accuracy: 0.6794
+
+
+```
+
+```
+
+142/176 [=======================>......] - ETA: 5s - loss: 2.4651 - accuracy: 0.3639 - top-5-accuracy: 0.6794
+
+
+```
+
+```
+
+143/176 [=======================>......] - ETA: 5s - loss: 2.4648 - accuracy: 0.3640 - top-5-accuracy: 0.6793
+
+
+```
+
+```
+
+144/176 [=======================>......] - ETA: 5s - loss: 2.4650 - accuracy: 0.3642 - top-5-accuracy: 0.6792
+
+
+```
+
+```
+
+145/176 [=======================>......] - ETA: 4s - loss: 2.4659 - accuracy: 0.3641 - top-5-accuracy: 0.6789
+
+
+```
+
+```
+
+146/176 [=======================>......] - ETA: 4s - loss: 2.4656 - accuracy: 0.3641 - top-5-accuracy: 0.6790
+
+
+```
+
+```
+
+147/176 [========================>.....] - ETA: 4s - loss: 2.4643 - accuracy: 0.3643 - top-5-accuracy: 0.6792
+
+
+```
+
+```
+
+148/176 [========================>.....] - ETA: 4s - loss: 2.4636 - accuracy: 0.3643 - top-5-accuracy: 0.6792
+
+
+```
+
+```
+
+149/176 [========================>.....] - ETA: 4s - loss: 2.4624 - accuracy: 0.3646 - top-5-accuracy: 0.6797
+
+
+```
+
+```
+
+150/176 [========================>.....] - ETA: 4s - loss: 2.4623 - accuracy: 0.3647 - top-5-accuracy: 0.6798
+
+
+```
+
+```
+
+151/176 [========================>.....] - ETA: 3s - loss: 2.4618 - accuracy: 0.3647 - top-5-accuracy: 0.6799
+
+
+```
+
+```
+
+152/176 [========================>.....] - ETA: 3s - loss: 2.4601 - accuracy: 0.3651 - top-5-accuracy: 0.6802
+
+
+```
+
+```
+
+153/176 [=========================>....] - ETA: 3s - loss: 2.4594 - accuracy: 0.3653 - top-5-accuracy: 0.6802
+
+
+```
+
+```
+
+154/176 [=========================>....] - ETA: 3s - loss: 2.4597 - accuracy: 0.3654 - top-5-accuracy: 0.6799
+
+
+```
+
+```
+
+155/176 [=========================>....] - ETA: 3s - loss: 2.4589 - accuracy: 0.3656 - top-5-accuracy: 0.6801
+
+
+```
+
+```
+
+156/176 [=========================>....] - ETA: 3s - loss: 2.4589 - accuracy: 0.3655 - top-5-accuracy: 0.6801
+
+
+```
+
+```
+
+157/176 [=========================>....] - ETA: 3s - loss: 2.4598 - accuracy: 0.3650 - top-5-accuracy: 0.6799
+
+
+```
+
+```
+
+158/176 [=========================>....] - ETA: 2s - loss: 2.4585 - accuracy: 0.3653 - top-5-accuracy: 0.6803
+
+
+```
+
+```
+
+159/176 [==========================>...] - ETA: 2s - loss: 2.4581 - accuracy: 0.3652 - top-5-accuracy: 0.6805
+
+
+```
+
+```
+
+160/176 [==========================>...] - ETA: 2s - loss: 2.4574 - accuracy: 0.3652 - top-5-accuracy: 0.6806
+
+
+```
+
+```
+
+161/176 [==========================>...] - ETA: 2s - loss: 2.4581 - accuracy: 0.3652 - top-5-accuracy: 0.6807
+
+
+```
+
+```
+
+162/176 [==========================>...] - ETA: 2s - loss: 2.4585 - accuracy: 0.3650 - top-5-accuracy: 0.6806
+
+
+```
+
+```
+
+163/176 [==========================>...] - ETA: 2s - loss: 2.4580 - accuracy: 0.3651 - top-5-accuracy: 0.6807
+
+
+```
+
+```
+
+164/176 [==========================>...] - ETA: 1s - loss: 2.4574 - accuracy: 0.3651 - top-5-accuracy: 0.6809
+
+
+```
+
+```
+
+165/176 [===========================>..] - ETA: 1s - loss: 2.4572 - accuracy: 0.3653 - top-5-accuracy: 0.6808
+
+
+```
+
+```
+
+166/176 [===========================>..] - ETA: 1s - loss: 2.4581 - accuracy: 0.3650 - top-5-accuracy: 0.6805
+
+
+```
+
+```
+
+167/176 [===========================>..] - ETA: 1s - loss: 2.4582 - accuracy: 0.3646 - top-5-accuracy: 0.6805
+
+
+```
+
+```
+
+168/176 [===========================>..] - ETA: 1s - loss: 2.4583 - accuracy: 0.3644 - top-5-accuracy: 0.6802
+
+
+```
+
+```
+
+169/176 [===========================>..] - ETA: 1s - loss: 2.4583 - accuracy: 0.3644 - top-5-accuracy: 0.6804
+
+
+```
+
+```
+
+170/176 [===========================>..] - ETA: 0s - loss: 2.4585 - accuracy: 0.3643 - top-5-accuracy: 0.6804
+
+
+```
+
+```
+
+171/176 [============================>.] - ETA: 0s - loss: 2.4581 - accuracy: 0.3643 - top-5-accuracy: 0.6804
+
+
+```
+
+```
+
+172/176 [============================>.] - ETA: 0s - loss: 2.4585 - accuracy: 0.3641 - top-5-accuracy: 0.6804
+
+
+```
+
+```
+
+173/176 [============================>.] - ETA: 0s - loss: 2.4580 - accuracy: 0.3642 - top-5-accuracy: 0.6805
+
+
+```
+
+```
+
+174/176 [============================>.] - ETA: 0s - loss: 2.4585 - accuracy: 0.3640 - top-5-accuracy: 0.6804
+
+
+```
+
+```
+
+175/176 [============================>.] - ETA: 0s - loss: 2.4583 - accuracy: 0.3641 - top-5-accuracy: 0.6804
+
+
+```
+
+```
+
+176/176 [==============================] - ETA: 0s - loss: 2.4575 - accuracy: 0.3644 - top-5-accuracy: 0.6806
+
+
+```
+
+```
+
+176/176 [==============================] - 29s 164ms/step - loss: 2.4575 - accuracy: 0.3644 - top-5-accuracy: 0.6806 - val_loss: 2.3615 - val_accuracy: 0.3920 - val_top-5-accuracy: 0.6968
+
+
+
+```
+Epoch 15/50
+
+```
+
+
+ 1/176 [..............................] - ETA: 27s - loss: 2.5255 - accuracy: 0.3672 - top-5-accuracy: 0.6797
+
+
+```
+
+```
+
+ 2/176 [..............................] - ETA: 27s - loss: 2.4376 - accuracy: 0.3848 - top-5-accuracy: 0.6895
+
+
+```
+
+```
+
+ 3/176 [..............................] - ETA: 27s - loss: 2.4645 - accuracy: 0.3737 - top-5-accuracy: 0.6745
+
+
+```
+
+```
+
+ 4/176 [..............................] - ETA: 27s - loss: 2.4384 - accuracy: 0.3721 - top-5-accuracy: 0.6885
+
+
+```
+
+```
+
+ 5/176 [..............................] - ETA: 27s - loss: 2.4216 - accuracy: 0.3758 - top-5-accuracy: 0.6836
+
+
+```
+
+```
+
+ 6/176 [>.............................] - ETA: 26s - loss: 2.4507 - accuracy: 0.3691 - top-5-accuracy: 0.6836
+
+
+```
+
+```
+
+ 7/176 [>.............................] - ETA: 26s - loss: 2.4541 - accuracy: 0.3672 - top-5-accuracy: 0.6875
+
+
+```
+
+```
+
+ 8/176 [>.............................] - ETA: 26s - loss: 2.4117 - accuracy: 0.3784 - top-5-accuracy: 0.6934
+
+
+```
+
+```
+
+ 9/176 [>.............................] - ETA: 26s - loss: 2.3900 - accuracy: 0.3828 - top-5-accuracy: 0.7005
+
+
+```
+
+```
+
+ 10/176 [>.............................] - ETA: 26s - loss: 2.3742 - accuracy: 0.3891 - top-5-accuracy: 0.7012
+
+
+```
+
+```
+
+ 11/176 [>.............................] - ETA: 26s - loss: 2.3809 - accuracy: 0.3828 - top-5-accuracy: 0.6974
+
+
+```
+
+```
+
+ 12/176 [=>............................] - ETA: 26s - loss: 2.3896 - accuracy: 0.3805 - top-5-accuracy: 0.6947
+
+
+```
+
+```
+
+ 13/176 [=>............................] - ETA: 25s - loss: 2.4010 - accuracy: 0.3768 - top-5-accuracy: 0.6926
+
+
+```
+
+```
+
+ 14/176 [=>............................] - ETA: 25s - loss: 2.4010 - accuracy: 0.3764 - top-5-accuracy: 0.6953
+
+
+```
+
+```
+
+ 15/176 [=>............................] - ETA: 25s - loss: 2.4061 - accuracy: 0.3763 - top-5-accuracy: 0.6927
+
+
+```
+
+```
+
+ 16/176 [=>............................] - ETA: 25s - loss: 2.3993 - accuracy: 0.3792 - top-5-accuracy: 0.6941
+
+
+```
+
+```
+
+ 17/176 [=>............................] - ETA: 25s - loss: 2.3963 - accuracy: 0.3784 - top-5-accuracy: 0.6942
+
+
+```
+
+```
+
+ 18/176 [==>...........................] - ETA: 25s - loss: 2.3951 - accuracy: 0.3798 - top-5-accuracy: 0.6949
+
+
+```
+
+```
+
+ 19/176 [==>...........................] - ETA: 24s - loss: 2.3958 - accuracy: 0.3777 - top-5-accuracy: 0.6935
+
+
+```
+
+```
+
+ 20/176 [==>...........................] - ETA: 24s - loss: 2.3891 - accuracy: 0.3799 - top-5-accuracy: 0.6959
+
+
+```
+
+```
+
+ 21/176 [==>...........................] - ETA: 24s - loss: 2.3851 - accuracy: 0.3785 - top-5-accuracy: 0.6953
+
+
+```
+
+```
+
+ 22/176 [==>...........................] - ETA: 24s - loss: 2.3753 - accuracy: 0.3800 - top-5-accuracy: 0.6978
+
+
+```
+
+```
+
+ 23/176 [==>...........................] - ETA: 24s - loss: 2.3780 - accuracy: 0.3786 - top-5-accuracy: 0.6963
+
+
+```
+
+```
+
+ 24/176 [===>..........................] - ETA: 24s - loss: 2.3814 - accuracy: 0.3768 - top-5-accuracy: 0.6963
+
+
+```
+
+```
+
+ 25/176 [===>..........................] - ETA: 23s - loss: 2.3801 - accuracy: 0.3781 - top-5-accuracy: 0.6970
+
+
+```
+
+```
+
+ 26/176 [===>..........................] - ETA: 23s - loss: 2.3830 - accuracy: 0.3789 - top-5-accuracy: 0.6967
+
+
+```
+
+```
+
+ 27/176 [===>..........................] - ETA: 23s - loss: 2.3758 - accuracy: 0.3799 - top-5-accuracy: 0.6982
+
+
+```
+
+```
+
+ 28/176 [===>..........................] - ETA: 23s - loss: 2.3742 - accuracy: 0.3799 - top-5-accuracy: 0.6988
+
+
+```
+
+```
+
+ 29/176 [===>..........................] - ETA: 23s - loss: 2.3794 - accuracy: 0.3786 - top-5-accuracy: 0.6976
+
+
+```
+
+```
+
+ 30/176 [====>.........................] - ETA: 23s - loss: 2.3755 - accuracy: 0.3790 - top-5-accuracy: 0.6982
+
+
+```
+
+```
+
+ 31/176 [====>.........................] - ETA: 23s - loss: 2.3741 - accuracy: 0.3803 - top-5-accuracy: 0.6975
+
+
+```
+
+```
+
+ 32/176 [====>.........................] - ETA: 22s - loss: 2.3757 - accuracy: 0.3785 - top-5-accuracy: 0.6970
+
+
+```
+
+```
+
+ 33/176 [====>.........................] - ETA: 22s - loss: 2.3733 - accuracy: 0.3786 - top-5-accuracy: 0.6973
+
+
+```
+
+```
+
+ 34/176 [====>.........................] - ETA: 22s - loss: 2.3718 - accuracy: 0.3797 - top-5-accuracy: 0.6966
+
+
+```
+
+```
+
+ 35/176 [====>.........................] - ETA: 22s - loss: 2.3677 - accuracy: 0.3815 - top-5-accuracy: 0.6969
+
+
+```
+
+```
+
+ 36/176 [=====>........................] - ETA: 22s - loss: 2.3672 - accuracy: 0.3818 - top-5-accuracy: 0.6976
+
+
+```
+
+```
+
+ 37/176 [=====>........................] - ETA: 22s - loss: 2.3694 - accuracy: 0.3811 - top-5-accuracy: 0.6966
+
+
+```
+
+```
+
+ 38/176 [=====>........................] - ETA: 21s - loss: 2.3722 - accuracy: 0.3814 - top-5-accuracy: 0.6970
+
+
+```
+
+```
+
+ 39/176 [=====>........................] - ETA: 21s - loss: 2.3780 - accuracy: 0.3803 - top-5-accuracy: 0.6959
+
+
+```
+
+```
+
+ 40/176 [=====>........................] - ETA: 21s - loss: 2.3797 - accuracy: 0.3797 - top-5-accuracy: 0.6955
+
+
+```
+
+```
+
+ 41/176 [=====>........................] - ETA: 21s - loss: 2.3781 - accuracy: 0.3798 - top-5-accuracy: 0.6966
+
+
+```
+
+```
+
+ 42/176 [======>.......................] - ETA: 21s - loss: 2.3806 - accuracy: 0.3796 - top-5-accuracy: 0.6957
+
+
+```
+
+```
+
+ 43/176 [======>.......................] - ETA: 21s - loss: 2.3816 - accuracy: 0.3794 - top-5-accuracy: 0.6958
+
+
+```
+
+```
+
+ 44/176 [======>.......................] - ETA: 20s - loss: 2.3800 - accuracy: 0.3800 - top-5-accuracy: 0.6958
+
+
+```
+
+```
+
+ 45/176 [======>.......................] - ETA: 20s - loss: 2.3784 - accuracy: 0.3807 - top-5-accuracy: 0.6963
+
+
+```
+
+```
+
+ 46/176 [======>.......................] - ETA: 20s - loss: 2.3839 - accuracy: 0.3792 - top-5-accuracy: 0.6952
+
+
+```
+
+```
+
+ 47/176 [=======>......................] - ETA: 20s - loss: 2.3808 - accuracy: 0.3797 - top-5-accuracy: 0.6966
+
+
+```
+
+```
+
+ 48/176 [=======>......................] - ETA: 20s - loss: 2.3776 - accuracy: 0.3804 - top-5-accuracy: 0.6971
+
+
+```
+
+```
+
+ 49/176 [=======>......................] - ETA: 20s - loss: 2.3759 - accuracy: 0.3809 - top-5-accuracy: 0.6979
+
+
+```
+
+```
+
+ 50/176 [=======>......................] - ETA: 19s - loss: 2.3737 - accuracy: 0.3818 - top-5-accuracy: 0.6989
+
+
+```
+
+```
+
+ 51/176 [=======>......................] - ETA: 19s - loss: 2.3739 - accuracy: 0.3816 - top-5-accuracy: 0.6993
+
+
+```
+
+```
+
+ 52/176 [=======>......................] - ETA: 19s - loss: 2.3737 - accuracy: 0.3816 - top-5-accuracy: 0.6993
+
+
+```
+
+```
+
+ 53/176 [========>.....................] - ETA: 19s - loss: 2.3744 - accuracy: 0.3813 - top-5-accuracy: 0.6992
+
+
+```
+
+```
+
+ 54/176 [========>.....................] - ETA: 19s - loss: 2.3772 - accuracy: 0.3806 - top-5-accuracy: 0.6996
+
+
+```
+
+```
+
+ 55/176 [========>.....................] - ETA: 19s - loss: 2.3782 - accuracy: 0.3804 - top-5-accuracy: 0.6990
+
+
+```
+
+```
+
+ 56/176 [========>.....................] - ETA: 19s - loss: 2.3800 - accuracy: 0.3802 - top-5-accuracy: 0.6987
+
+
+```
+
+```
+
+ 57/176 [========>.....................] - ETA: 18s - loss: 2.3816 - accuracy: 0.3799 - top-5-accuracy: 0.6981
+
+
+```
+
+```
+
+ 58/176 [========>.....................] - ETA: 18s - loss: 2.3797 - accuracy: 0.3802 - top-5-accuracy: 0.6979
+
+
+```
+
+```
+
+ 59/176 [=========>....................] - ETA: 18s - loss: 2.3777 - accuracy: 0.3804 - top-5-accuracy: 0.6978
+
+
+```
+
+```
+
+ 60/176 [=========>....................] - ETA: 18s - loss: 2.3805 - accuracy: 0.3803 - top-5-accuracy: 0.6973
+
+
+```
+
+```
+
+ 61/176 [=========>....................] - ETA: 18s - loss: 2.3803 - accuracy: 0.3811 - top-5-accuracy: 0.6974
+
+
+```
+
+```
+
+ 62/176 [=========>....................] - ETA: 18s - loss: 2.3803 - accuracy: 0.3805 - top-5-accuracy: 0.6974
+
+
+```
+
+```
+
+ 63/176 [=========>....................] - ETA: 17s - loss: 2.3802 - accuracy: 0.3808 - top-5-accuracy: 0.6974
+
+
+```
+
+```
+
+ 64/176 [=========>....................] - ETA: 17s - loss: 2.3793 - accuracy: 0.3812 - top-5-accuracy: 0.6975
+
+
+```
+
+```
+
+ 65/176 [==========>...................] - ETA: 17s - loss: 2.3805 - accuracy: 0.3812 - top-5-accuracy: 0.6972
+
+
+```
+
+```
+
+ 66/176 [==========>...................] - ETA: 17s - loss: 2.3785 - accuracy: 0.3812 - top-5-accuracy: 0.6976
+
+
+```
+
+```
+
+ 67/176 [==========>...................] - ETA: 17s - loss: 2.3799 - accuracy: 0.3807 - top-5-accuracy: 0.6975
+
+
+```
+
+```
+
+ 68/176 [==========>...................] - ETA: 17s - loss: 2.3806 - accuracy: 0.3806 - top-5-accuracy: 0.6977
+
+
+```
+
+```
+
+ 69/176 [==========>...................] - ETA: 16s - loss: 2.3817 - accuracy: 0.3805 - top-5-accuracy: 0.6978
+
+
+```
+
+```
+
+ 70/176 [==========>...................] - ETA: 16s - loss: 2.3830 - accuracy: 0.3802 - top-5-accuracy: 0.6969
+
+
+```
+
+```
+
+ 71/176 [===========>..................] - ETA: 16s - loss: 2.3819 - accuracy: 0.3806 - top-5-accuracy: 0.6976
+
+
+```
+
+```
+
+ 72/176 [===========>..................] - ETA: 16s - loss: 2.3811 - accuracy: 0.3806 - top-5-accuracy: 0.6976
+
+
+```
+
+```
+
+ 73/176 [===========>..................] - ETA: 16s - loss: 2.3822 - accuracy: 0.3805 - top-5-accuracy: 0.6976
+
+
+```
+
+```
+
+ 74/176 [===========>..................] - ETA: 16s - loss: 2.3819 - accuracy: 0.3804 - top-5-accuracy: 0.6979
+
+
+```
+
+```
+
+ 75/176 [===========>..................] - ETA: 16s - loss: 2.3849 - accuracy: 0.3801 - top-5-accuracy: 0.6977
+
+
+```
+
+```
+
+ 76/176 [===========>..................] - ETA: 15s - loss: 2.3840 - accuracy: 0.3798 - top-5-accuracy: 0.6976
+
+
+```
+
+```
+
+ 77/176 [============>.................] - ETA: 15s - loss: 2.3841 - accuracy: 0.3798 - top-5-accuracy: 0.6975
+
+
+```
+
+```
+
+ 78/176 [============>.................] - ETA: 15s - loss: 2.3845 - accuracy: 0.3796 - top-5-accuracy: 0.6976
+
+
+```
+
+```
+
+ 79/176 [============>.................] - ETA: 15s - loss: 2.3872 - accuracy: 0.3786 - top-5-accuracy: 0.6972
+
+
+```
+
+```
+
+ 80/176 [============>.................] - ETA: 15s - loss: 2.3864 - accuracy: 0.3792 - top-5-accuracy: 0.6972
+
+
+```
+
+```
+
+ 81/176 [============>.................] - ETA: 15s - loss: 2.3863 - accuracy: 0.3791 - top-5-accuracy: 0.6972
+
+
+```
+
+```
+
+ 82/176 [============>.................] - ETA: 14s - loss: 2.3876 - accuracy: 0.3791 - top-5-accuracy: 0.6968
+
+
+```
+
+```
+
+ 83/176 [=============>................] - ETA: 14s - loss: 2.3879 - accuracy: 0.3792 - top-5-accuracy: 0.6964
+
+
+```
+
+```
+
+ 84/176 [=============>................] - ETA: 14s - loss: 2.3875 - accuracy: 0.3796 - top-5-accuracy: 0.6963
+
+
+```
+
+```
+
+ 85/176 [=============>................] - ETA: 14s - loss: 2.3872 - accuracy: 0.3797 - top-5-accuracy: 0.6962
+
+
+```
+
+```
+
+ 86/176 [=============>................] - ETA: 14s - loss: 2.3880 - accuracy: 0.3795 - top-5-accuracy: 0.6963
+
+
+```
+
+```
+
+ 87/176 [=============>................] - ETA: 14s - loss: 2.3883 - accuracy: 0.3793 - top-5-accuracy: 0.6963
+
+
+```
+
+```
+
+ 88/176 [==============>...............] - ETA: 13s - loss: 2.3880 - accuracy: 0.3794 - top-5-accuracy: 0.6963
+
+
+```
+
+```
+
+ 89/176 [==============>...............] - ETA: 13s - loss: 2.3876 - accuracy: 0.3795 - top-5-accuracy: 0.6965
+
+
+```
+
+```
+
+ 90/176 [==============>...............] - ETA: 13s - loss: 2.3855 - accuracy: 0.3799 - top-5-accuracy: 0.6971
+
+
+```
+
+```
+
+ 91/176 [==============>...............] - ETA: 13s - loss: 2.3857 - accuracy: 0.3801 - top-5-accuracy: 0.6967
+
+
+```
+
+```
+
+ 92/176 [==============>...............] - ETA: 13s - loss: 2.3860 - accuracy: 0.3798 - top-5-accuracy: 0.6969
+
+
+```
+
+```
+
+ 93/176 [==============>...............] - ETA: 13s - loss: 2.3876 - accuracy: 0.3791 - top-5-accuracy: 0.6963
+
+
+```
+
+```
+
+ 94/176 [===============>..............] - ETA: 13s - loss: 2.3881 - accuracy: 0.3788 - top-5-accuracy: 0.6964
+
+
+```
+
+```
+
+ 95/176 [===============>..............] - ETA: 12s - loss: 2.3851 - accuracy: 0.3793 - top-5-accuracy: 0.6970
+
+
+```
+
+```
+
+ 96/176 [===============>..............] - ETA: 12s - loss: 2.3840 - accuracy: 0.3794 - top-5-accuracy: 0.6972
+
+
+```
+
+```
+
+ 97/176 [===============>..............] - ETA: 12s - loss: 2.3833 - accuracy: 0.3795 - top-5-accuracy: 0.6974
+
+
+```
+
+```
+
+ 98/176 [===============>..............] - ETA: 12s - loss: 2.3828 - accuracy: 0.3798 - top-5-accuracy: 0.6972
+
+
+```
+
+```
+
+ 99/176 [===============>..............] - ETA: 12s - loss: 2.3826 - accuracy: 0.3797 - top-5-accuracy: 0.6972
+
+
+```
+
+```
+
+100/176 [================>.............] - ETA: 12s - loss: 2.3840 - accuracy: 0.3795 - top-5-accuracy: 0.6967
+
+
+```
+
+```
+
+101/176 [================>.............] - ETA: 11s - loss: 2.3849 - accuracy: 0.3794 - top-5-accuracy: 0.6962
+
+
+```
+
+```
+
+102/176 [================>.............] - ETA: 11s - loss: 2.3851 - accuracy: 0.3788 - top-5-accuracy: 0.6963
+
+
+```
+
+```
+
+103/176 [================>.............] - ETA: 11s - loss: 2.3835 - accuracy: 0.3788 - top-5-accuracy: 0.6968
+
+
+```
+
+```
+
+104/176 [================>.............] - ETA: 11s - loss: 2.3835 - accuracy: 0.3789 - top-5-accuracy: 0.6968
+
+
+```
+
+```
+
+105/176 [================>.............] - ETA: 11s - loss: 2.3814 - accuracy: 0.3792 - top-5-accuracy: 0.6972
+
+
+```
+
+```
+
+106/176 [=================>............] - ETA: 11s - loss: 2.3813 - accuracy: 0.3792 - top-5-accuracy: 0.6970
+
+
+```
+
+```
+
+107/176 [=================>............] - ETA: 10s - loss: 2.3817 - accuracy: 0.3789 - top-5-accuracy: 0.6970
+
+
+```
+
+```
+
+108/176 [=================>............] - ETA: 10s - loss: 2.3831 - accuracy: 0.3787 - top-5-accuracy: 0.6968
+
+
+```
+
+```
+
+109/176 [=================>............] - ETA: 10s - loss: 2.3849 - accuracy: 0.3785 - top-5-accuracy: 0.6966
+
+
+```
+
+```
+
+110/176 [=================>............] - ETA: 10s - loss: 2.3842 - accuracy: 0.3784 - top-5-accuracy: 0.6968
+
+
+```
+
+```
+
+111/176 [=================>............] - ETA: 10s - loss: 2.3825 - accuracy: 0.3788 - top-5-accuracy: 0.6971
+
+
+```
+
+```
+
+112/176 [==================>...........] - ETA: 10s - loss: 2.3839 - accuracy: 0.3784 - top-5-accuracy: 0.6966
+
+
+```
+
+```
+
+113/176 [==================>...........] - ETA: 9s - loss: 2.3853 - accuracy: 0.3782 - top-5-accuracy: 0.6963
+
+
+```
+
+```
+
+114/176 [==================>...........] - ETA: 9s - loss: 2.3846 - accuracy: 0.3786 - top-5-accuracy: 0.6965
+
+
+```
+
+```
+
+115/176 [==================>...........] - ETA: 9s - loss: 2.3849 - accuracy: 0.3786 - top-5-accuracy: 0.6965
+
+
+```
+
+```
+
+116/176 [==================>...........] - ETA: 9s - loss: 2.3843 - accuracy: 0.3786 - top-5-accuracy: 0.6965
+
+
+```
+
+```
+
+117/176 [==================>...........] - ETA: 9s - loss: 2.3852 - accuracy: 0.3791 - top-5-accuracy: 0.6961
+
+
+```
+
+```
+
+118/176 [===================>..........] - ETA: 9s - loss: 2.3846 - accuracy: 0.3795 - top-5-accuracy: 0.6963
+
+
+```
+
+```
+
+119/176 [===================>..........] - ETA: 9s - loss: 2.3867 - accuracy: 0.3790 - top-5-accuracy: 0.6958
+
+
+```
+
+```
+
+120/176 [===================>..........] - ETA: 8s - loss: 2.3848 - accuracy: 0.3791 - top-5-accuracy: 0.6964
+
+
+```
+
+```
+
+121/176 [===================>..........] - ETA: 8s - loss: 2.3848 - accuracy: 0.3792 - top-5-accuracy: 0.6963
+
+
+```
+
+```
+
+122/176 [===================>..........] - ETA: 8s - loss: 2.3843 - accuracy: 0.3794 - top-5-accuracy: 0.6963
+
+
+```
+
+```
+
+123/176 [===================>..........] - ETA: 8s - loss: 2.3842 - accuracy: 0.3796 - top-5-accuracy: 0.6963
+
+
+```
+
+```
+
+124/176 [====================>.........] - ETA: 8s - loss: 2.3849 - accuracy: 0.3796 - top-5-accuracy: 0.6960
+
+
+```
+
+```
+
+125/176 [====================>.........] - ETA: 8s - loss: 2.3839 - accuracy: 0.3798 - top-5-accuracy: 0.6962
+
+
+```
+
+```
+
+126/176 [====================>.........] - ETA: 7s - loss: 2.3824 - accuracy: 0.3801 - top-5-accuracy: 0.6966
+
+
+```
+
+```
+
+127/176 [====================>.........] - ETA: 7s - loss: 2.3826 - accuracy: 0.3800 - top-5-accuracy: 0.6966
+
+
+```
+
+```
+
+128/176 [====================>.........] - ETA: 7s - loss: 2.3839 - accuracy: 0.3798 - top-5-accuracy: 0.6963
+
+
+```
+
+```
+
+129/176 [====================>.........] - ETA: 7s - loss: 2.3828 - accuracy: 0.3801 - top-5-accuracy: 0.6965
+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
+135/176 [======================>.......] - ETA: 6s - loss: 2.3850 - accuracy: 0.3800 - top-5-accuracy: 0.6960
+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
+141/176 [=======================>......] - ETA: 5s - loss: 2.3823 - accuracy: 0.3802 - top-5-accuracy: 0.6967
+
+
+```
+
+```
+
+142/176 [=======================>......] - ETA: 5s - loss: 2.3823 - accuracy: 0.3802 - top-5-accuracy: 0.6966
+
+
+```
+
+```
+
+143/176 [=======================>......] - ETA: 5s - loss: 2.3813 - accuracy: 0.3804 - top-5-accuracy: 0.6969
+
+
+```
+
+```
+
+144/176 [=======================>......] - ETA: 5s - loss: 2.3824 - accuracy: 0.3802 - top-5-accuracy: 0.6967
+
+
+```
+
+```
+
+145/176 [=======================>......] - ETA: 4s - loss: 2.3830 - accuracy: 0.3801 - top-5-accuracy: 0.6963
+
+
+```
+
+```
+
+146/176 [=======================>......] - ETA: 4s - loss: 2.3826 - accuracy: 0.3802 - top-5-accuracy: 0.6964
+
+
+```
+
+```
+
+147/176 [========================>.....] - ETA: 4s - loss: 2.3824 - accuracy: 0.3800 - top-5-accuracy: 0.6965
+
+
+```
+
+```
+
+148/176 [========================>.....] - ETA: 4s - loss: 2.3831 - accuracy: 0.3799 - top-5-accuracy: 0.6962
+
+
+```
+
+```
+
+149/176 [========================>.....] - ETA: 4s - loss: 2.3841 - accuracy: 0.3797 - top-5-accuracy: 0.6960
+
+
+```
+
+```
+
+150/176 [========================>.....] - ETA: 4s - loss: 2.3832 - accuracy: 0.3798 - top-5-accuracy: 0.6963
+
+
+```
+
+```
+
+151/176 [========================>.....] - ETA: 3s - loss: 2.3836 - accuracy: 0.3798 - top-5-accuracy: 0.6961
+
+
+```
+
+```
+
+152/176 [========================>.....] - ETA: 3s - loss: 2.3848 - accuracy: 0.3797 - top-5-accuracy: 0.6957
+
+
+```
+
+```
+
+153/176 [=========================>....] - ETA: 3s - loss: 2.3851 - accuracy: 0.3794 - top-5-accuracy: 0.6955
+
+
+```
+
+```
+
+154/176 [=========================>....] - ETA: 3s - loss: 2.3859 - accuracy: 0.3795 - top-5-accuracy: 0.6954
+
+
+```
+
+```
+
+155/176 [=========================>....] - ETA: 3s - loss: 2.3856 - accuracy: 0.3797 - top-5-accuracy: 0.6952
+
+
+```
+
+```
+
+156/176 [=========================>....] - ETA: 3s - loss: 2.3859 - accuracy: 0.3797 - top-5-accuracy: 0.6953
+
+
+```
+
+```
+
+157/176 [=========================>....] - ETA: 3s - loss: 2.3866 - accuracy: 0.3797 - top-5-accuracy: 0.6953
+
+
+```
+
+```
+
+158/176 [=========================>....] - ETA: 2s - loss: 2.3866 - accuracy: 0.3797 - top-5-accuracy: 0.6952
+
+
+```
+
+```
+
+159/176 [==========================>...] - ETA: 2s - loss: 2.3888 - accuracy: 0.3793 - top-5-accuracy: 0.6948
+
+
+```
+
+```
+
+160/176 [==========================>...] - ETA: 2s - loss: 2.3901 - accuracy: 0.3791 - top-5-accuracy: 0.6946
+
+
+```
+
+```
+
+161/176 [==========================>...] - ETA: 2s - loss: 2.3904 - accuracy: 0.3790 - top-5-accuracy: 0.6945
+
+
+```
+
+```
+
+162/176 [==========================>...] - ETA: 2s - loss: 2.3893 - accuracy: 0.3793 - top-5-accuracy: 0.6947
+
+
+```
+
+```
+
+163/176 [==========================>...] - ETA: 2s - loss: 2.3905 - accuracy: 0.3790 - top-5-accuracy: 0.6943
+
+
+```
+
+```
+
+164/176 [==========================>...] - ETA: 1s - loss: 2.3904 - accuracy: 0.3791 - top-5-accuracy: 0.6942
+
+
+```
+
+```
+
+165/176 [===========================>..] - ETA: 1s - loss: 2.3901 - accuracy: 0.3791 - top-5-accuracy: 0.6942
+
+
+```
+
+```
+
+166/176 [===========================>..] - ETA: 1s - loss: 2.3901 - accuracy: 0.3790 - top-5-accuracy: 0.6942
+
+
+```
+
+```
+
+167/176 [===========================>..] - ETA: 1s - loss: 2.3906 - accuracy: 0.3789 - top-5-accuracy: 0.6942
+
+
+```
+
+```
+
+168/176 [===========================>..] - ETA: 1s - loss: 2.3903 - accuracy: 0.3791 - top-5-accuracy: 0.6944
+
+
+```
+
+```
+
+169/176 [===========================>..] - ETA: 1s - loss: 2.3898 - accuracy: 0.3789 - top-5-accuracy: 0.6946
+
+
+```
+
+```
+
+170/176 [===========================>..] - ETA: 0s - loss: 2.3892 - accuracy: 0.3790 - top-5-accuracy: 0.6947
+
+
+```
+
+```
+
+171/176 [============================>.] - ETA: 0s - loss: 2.3887 - accuracy: 0.3792 - top-5-accuracy: 0.6948
+
+
+```
+
+```
+
+172/176 [============================>.] - ETA: 0s - loss: 2.3893 - accuracy: 0.3789 - top-5-accuracy: 0.6946
+
+
+```
+
+```
+
+173/176 [============================>.] - ETA: 0s - loss: 2.3893 - accuracy: 0.3788 - top-5-accuracy: 0.6946
+
+
+```
+
+```
+
+174/176 [============================>.] - ETA: 0s - loss: 2.3887 - accuracy: 0.3791 - top-5-accuracy: 0.6948
+
+
+```
+
+```
+
+175/176 [============================>.] - ETA: 0s - loss: 2.3894 - accuracy: 0.3787 - top-5-accuracy: 0.6946
+
+
+```
+
+```
+
+176/176 [==============================] - ETA: 0s - loss: 2.3894 - accuracy: 0.3786 - top-5-accuracy: 0.6946
+
+
+```
+
+```
+
+176/176 [==============================] - 29s 164ms/step - loss: 2.3894 - accuracy: 0.3786 - top-5-accuracy: 0.6946 - val_loss: 2.3419 - val_accuracy: 0.3990 - val_top-5-accuracy: 0.6964
+
+
+
+```
+Epoch 16/50
+
+```
+
+
+ 1/176 [..............................] - ETA: 27s - loss: 2.4797 - accuracy: 0.3672 - top-5-accuracy: 0.6602
+
+
+```
+
+```
+
+ 2/176 [..............................] - ETA: 27s - loss: 2.4800 - accuracy: 0.3809 - top-5-accuracy: 0.6621
+
+
+```
+
+```
+
+ 3/176 [..............................] - ETA: 27s - loss: 2.4044 - accuracy: 0.3802 - top-5-accuracy: 0.6836
+
+
+```
+
+```
+
+ 4/176 [..............................] - ETA: 27s - loss: 2.3879 - accuracy: 0.3838 - top-5-accuracy: 0.6836
+
+
+```
+
+```
+
+ 5/176 [..............................] - ETA: 27s - loss: 2.3544 - accuracy: 0.3914 - top-5-accuracy: 0.6922
+
+
+```
+
+```
+
+ 6/176 [>.............................] - ETA: 26s - loss: 2.3506 - accuracy: 0.3926 - top-5-accuracy: 0.6927
+
+
+```
+
+```
+
+ 7/176 [>.............................] - ETA: 26s - loss: 2.3535 - accuracy: 0.3839 - top-5-accuracy: 0.6970
+
+
+```
+
+```
+
+ 8/176 [>.............................] - ETA: 26s - loss: 2.3470 - accuracy: 0.3848 - top-5-accuracy: 0.6963
+
+
+```
+
+```
+
+ 9/176 [>.............................] - ETA: 26s - loss: 2.3269 - accuracy: 0.3919 - top-5-accuracy: 0.7014
+
+
+```
+
+```
+
+ 10/176 [>.............................] - ETA: 26s - loss: 2.3254 - accuracy: 0.3945 - top-5-accuracy: 0.7031
+
+
+```
+
+```
+
+ 11/176 [>.............................] - ETA: 26s - loss: 2.3276 - accuracy: 0.3928 - top-5-accuracy: 0.7024
+
+
+```
+
+```
+
+ 12/176 [=>............................] - ETA: 25s - loss: 2.3316 - accuracy: 0.3916 - top-5-accuracy: 0.7035
+
+
+```
+
+```
+
+ 13/176 [=>............................] - ETA: 25s - loss: 2.3302 - accuracy: 0.3885 - top-5-accuracy: 0.7034
+
+
+```
+
+```
+
+ 14/176 [=>............................] - ETA: 25s - loss: 2.3230 - accuracy: 0.3926 - top-5-accuracy: 0.7070
+
+
+```
+
+```
+
+ 15/176 [=>............................] - ETA: 25s - loss: 2.3134 - accuracy: 0.3956 - top-5-accuracy: 0.7078
+
+
+```
+
+```
+
+ 16/176 [=>............................] - ETA: 25s - loss: 2.3090 - accuracy: 0.3962 - top-5-accuracy: 0.7102
+
+
+```
+
+```
+
+ 17/176 [=>............................] - ETA: 25s - loss: 2.3059 - accuracy: 0.3973 - top-5-accuracy: 0.7105
+
+
+```
+
+```
+
+ 18/176 [==>...........................] - ETA: 24s - loss: 2.2996 - accuracy: 0.3987 - top-5-accuracy: 0.7127
+
+
+```
+
+```
+
+ 19/176 [==>...........................] - ETA: 24s - loss: 2.3000 - accuracy: 0.3997 - top-5-accuracy: 0.7130
+
+
+```
+
+```
+
+ 20/176 [==>...........................] - ETA: 24s - loss: 2.3018 - accuracy: 0.3986 - top-5-accuracy: 0.7148
+
+
+```
+
+```
+
+ 21/176 [==>...........................] - ETA: 24s - loss: 2.3009 - accuracy: 0.3994 - top-5-accuracy: 0.7152
+
+
+```
+
+```
+
+ 22/176 [==>...........................] - ETA: 24s - loss: 2.3007 - accuracy: 0.3990 - top-5-accuracy: 0.7150
+
+
+```
+
+```
+
+ 23/176 [==>...........................] - ETA: 24s - loss: 2.3011 - accuracy: 0.3991 - top-5-accuracy: 0.7148
+
+
+```
+
+```
+
+ 24/176 [===>..........................] - ETA: 24s - loss: 2.2993 - accuracy: 0.3996 - top-5-accuracy: 0.7157
+
+
+```
+
+```
+
+ 25/176 [===>..........................] - ETA: 23s - loss: 2.2995 - accuracy: 0.4000 - top-5-accuracy: 0.7144
+
+
+```
+
+```
+
+ 26/176 [===>..........................] - ETA: 23s - loss: 2.3018 - accuracy: 0.3993 - top-5-accuracy: 0.7132
+
+
+```
+
+```
+
+ 27/176 [===>..........................] - ETA: 23s - loss: 2.2989 - accuracy: 0.4002 - top-5-accuracy: 0.7137
+
+
+```
+
+```
+
+ 28/176 [===>..........................] - ETA: 23s - loss: 2.2931 - accuracy: 0.4011 - top-5-accuracy: 0.7143
+
+
+```
+
+```
+
+ 29/176 [===>..........................] - ETA: 23s - loss: 2.2952 - accuracy: 0.4010 - top-5-accuracy: 0.7135
+
+
+```
+
+```
+
+ 30/176 [====>.........................] - ETA: 23s - loss: 2.2966 - accuracy: 0.4005 - top-5-accuracy: 0.7130
+
+
+```
+
+```
+
+ 31/176 [====>.........................] - ETA: 22s - loss: 2.2951 - accuracy: 0.4002 - top-5-accuracy: 0.7128
+
+
+```
+
+```
+
+ 32/176 [====>.........................] - ETA: 22s - loss: 2.2962 - accuracy: 0.4001 - top-5-accuracy: 0.7123
+
+
+```
+
+```
+
+ 33/176 [====>.........................] - ETA: 22s - loss: 2.2979 - accuracy: 0.3990 - top-5-accuracy: 0.7126
+
+
+```
+
+```
+
+ 34/176 [====>.........................] - ETA: 22s - loss: 2.2955 - accuracy: 0.3992 - top-5-accuracy: 0.7134
+
+
+```
+
+```
+
+ 35/176 [====>.........................] - ETA: 22s - loss: 2.3001 - accuracy: 0.3979 - top-5-accuracy: 0.7125
+
+
+```
+
+```
+
+ 36/176 [=====>........................] - ETA: 22s - loss: 2.3009 - accuracy: 0.3980 - top-5-accuracy: 0.7116
+
+
+```
+
+```
+
+ 37/176 [=====>........................] - ETA: 22s - loss: 2.3048 - accuracy: 0.3969 - top-5-accuracy: 0.7104
+
+
+```
+
+```
+
+ 38/176 [=====>........................] - ETA: 21s - loss: 2.3026 - accuracy: 0.3984 - top-5-accuracy: 0.7097
+
+
+```
+
+```
+
+ 39/176 [=====>........................] - ETA: 21s - loss: 2.3009 - accuracy: 0.3988 - top-5-accuracy: 0.7104
+
+
+```
+
+```
+
+ 40/176 [=====>........................] - ETA: 21s - loss: 2.2977 - accuracy: 0.3994 - top-5-accuracy: 0.7115
+
+
+```
+
+```
+
+ 41/176 [=====>........................] - ETA: 21s - loss: 2.2975 - accuracy: 0.3990 - top-5-accuracy: 0.7119
+
+
+```
+
+```
+
+ 42/176 [======>.......................] - ETA: 21s - loss: 2.2954 - accuracy: 0.3995 - top-5-accuracy: 0.7133
+
+
+```
+
+```
+
+ 43/176 [======>.......................] - ETA: 21s - loss: 2.2952 - accuracy: 0.3993 - top-5-accuracy: 0.7128
+
+
+```
+
+```
+
+ 44/176 [======>.......................] - ETA: 20s - loss: 2.2951 - accuracy: 0.3999 - top-5-accuracy: 0.7128
+
+
+```
+
+```
+
+ 45/176 [======>.......................] - ETA: 20s - loss: 2.2942 - accuracy: 0.4004 - top-5-accuracy: 0.7128
+
+
+```
+
+```
+
+ 46/176 [======>.......................] - ETA: 20s - loss: 2.2934 - accuracy: 0.4004 - top-5-accuracy: 0.7128
+
+
+```
+
+```
+
+ 47/176 [=======>......................] - ETA: 20s - loss: 2.2957 - accuracy: 0.3992 - top-5-accuracy: 0.7125
+
+
+```
+
+```
+
+ 48/176 [=======>......................] - ETA: 20s - loss: 2.2954 - accuracy: 0.3993 - top-5-accuracy: 0.7126
+
+
+```
+
+```
+
+ 49/176 [=======>......................] - ETA: 20s - loss: 2.2962 - accuracy: 0.3995 - top-5-accuracy: 0.7125
+
+
+```
+
+```
+
+ 50/176 [=======>......................] - ETA: 19s - loss: 2.2966 - accuracy: 0.3997 - top-5-accuracy: 0.7124
+
+
+```
+
+```
+
+ 51/176 [=======>......................] - ETA: 19s - loss: 2.2953 - accuracy: 0.3993 - top-5-accuracy: 0.7128
+
+
+```
+
+```
+
+ 52/176 [=======>......................] - ETA: 19s - loss: 2.2927 - accuracy: 0.3998 - top-5-accuracy: 0.7139
+
+
+```
+
+```
+
+ 53/176 [========>.....................] - ETA: 19s - loss: 2.2956 - accuracy: 0.3992 - top-5-accuracy: 0.7135
+
+
+```
+
+```
+
+ 54/176 [========>.....................] - ETA: 19s - loss: 2.2957 - accuracy: 0.3991 - top-5-accuracy: 0.7134
+
+
+```
+
+```
+
+ 55/176 [========>.....................] - ETA: 19s - loss: 2.2974 - accuracy: 0.3982 - top-5-accuracy: 0.7132
+
+
+```
+
+```
+
+ 56/176 [========>.....................] - ETA: 19s - loss: 2.3005 - accuracy: 0.3984 - top-5-accuracy: 0.7125
+
+
+```
+
+```
+
+ 57/176 [========>.....................] - ETA: 18s - loss: 2.3018 - accuracy: 0.3979 - top-5-accuracy: 0.7121
+
+
+```
+
+```
+
+ 58/176 [========>.....................] - ETA: 18s - loss: 2.3022 - accuracy: 0.3976 - top-5-accuracy: 0.7121
+
+
+```
+
+```
+
+ 59/176 [=========>....................] - ETA: 18s - loss: 2.3037 - accuracy: 0.3968 - top-5-accuracy: 0.7120
+
+
+```
+
+```
+
+ 60/176 [=========>....................] - ETA: 18s - loss: 2.3034 - accuracy: 0.3970 - top-5-accuracy: 0.7119
+
+
+```
+
+```
+
+ 61/176 [=========>....................] - ETA: 18s - loss: 2.3064 - accuracy: 0.3964 - top-5-accuracy: 0.7111
+
+
+```
+
+```
+
+ 62/176 [=========>....................] - ETA: 18s - loss: 2.3097 - accuracy: 0.3959 - top-5-accuracy: 0.7104
+
+
+```
+
+```
+
+ 63/176 [=========>....................] - ETA: 17s - loss: 2.3117 - accuracy: 0.3958 - top-5-accuracy: 0.7102
+
+
+```
+
+```
+
+ 64/176 [=========>....................] - ETA: 17s - loss: 2.3124 - accuracy: 0.3951 - top-5-accuracy: 0.7104
+
+
+```
+
+```
+
+ 65/176 [==========>...................] - ETA: 17s - loss: 2.3116 - accuracy: 0.3955 - top-5-accuracy: 0.7106
+
+
+```
+
+```
+
+ 66/176 [==========>...................] - ETA: 17s - loss: 2.3139 - accuracy: 0.3951 - top-5-accuracy: 0.7103
+
+
+```
+
+```
+
+ 67/176 [==========>...................] - ETA: 17s - loss: 2.3115 - accuracy: 0.3953 - top-5-accuracy: 0.7107
+
+
+```
+
+```
+
+ 68/176 [==========>...................] - ETA: 17s - loss: 2.3120 - accuracy: 0.3949 - top-5-accuracy: 0.7102
+
+
+```
+
+```
+
+ 69/176 [==========>...................] - ETA: 16s - loss: 2.3136 - accuracy: 0.3940 - top-5-accuracy: 0.7106
+
+
+```
+
+```
+
+ 70/176 [==========>...................] - ETA: 16s - loss: 2.3123 - accuracy: 0.3950 - top-5-accuracy: 0.7114
+
+
+```
+
+```
+
+ 71/176 [===========>..................] - ETA: 16s - loss: 2.3133 - accuracy: 0.3949 - top-5-accuracy: 0.7111
+
+
+```
+
+```
+
+ 72/176 [===========>..................] - ETA: 16s - loss: 2.3131 - accuracy: 0.3951 - top-5-accuracy: 0.7110
+
+
+```
+
+```
+
+ 73/176 [===========>..................] - ETA: 16s - loss: 2.3131 - accuracy: 0.3953 - top-5-accuracy: 0.7112
+
+
+```
+
+```
+
+ 74/176 [===========>..................] - ETA: 16s - loss: 2.3107 - accuracy: 0.3962 - top-5-accuracy: 0.7119
+
+
+```
+
+```
+
+ 75/176 [===========>..................] - ETA: 15s - loss: 2.3108 - accuracy: 0.3963 - top-5-accuracy: 0.7118
+
+
+```
+
+```
+
+ 76/176 [===========>..................] - ETA: 15s - loss: 2.3105 - accuracy: 0.3963 - top-5-accuracy: 0.7122
+
+
+```
+
+```
+
+ 77/176 [============>.................] - ETA: 15s - loss: 2.3115 - accuracy: 0.3964 - top-5-accuracy: 0.7119
+
+
+```
+
+```
+
+ 78/176 [============>.................] - ETA: 15s - loss: 2.3119 - accuracy: 0.3963 - top-5-accuracy: 0.7117
+
+
+```
+
+```
+
+ 79/176 [============>.................] - ETA: 15s - loss: 2.3116 - accuracy: 0.3966 - top-5-accuracy: 0.7114
+
+
+```
+
+```
+
+ 80/176 [============>.................] - ETA: 15s - loss: 2.3124 - accuracy: 0.3968 - top-5-accuracy: 0.7110
+
+
+```
+
+```
+
+ 81/176 [============>.................] - ETA: 15s - loss: 2.3146 - accuracy: 0.3962 - top-5-accuracy: 0.7107
+
+
+```
+
+```
+
+ 82/176 [============>.................] - ETA: 14s - loss: 2.3124 - accuracy: 0.3962 - top-5-accuracy: 0.7110
+
+
+```
+
+```
+
+ 83/176 [=============>................] - ETA: 14s - loss: 2.3104 - accuracy: 0.3966 - top-5-accuracy: 0.7113
+
+
+```
+
+```
+
+ 84/176 [=============>................] - ETA: 14s - loss: 2.3128 - accuracy: 0.3961 - top-5-accuracy: 0.7111
+
+
+```
+
+```
+
+ 85/176 [=============>................] - ETA: 14s - loss: 2.3125 - accuracy: 0.3966 - top-5-accuracy: 0.7113
+
+
+```
+
+```
+
+ 86/176 [=============>................] - ETA: 14s - loss: 2.3119 - accuracy: 0.3965 - top-5-accuracy: 0.7116
+
+
+```
+
+```
+
+ 87/176 [=============>................] - ETA: 14s - loss: 2.3109 - accuracy: 0.3963 - top-5-accuracy: 0.7119
+
+
+```
+
+```
+
+ 88/176 [==============>...............] - ETA: 13s - loss: 2.3097 - accuracy: 0.3960 - top-5-accuracy: 0.7124
+
+
+```
+
+```
+
+ 89/176 [==============>...............] - ETA: 13s - loss: 2.3097 - accuracy: 0.3962 - top-5-accuracy: 0.7121
+
+
+```
+
+```
+
+ 90/176 [==============>...............] - ETA: 13s - loss: 2.3089 - accuracy: 0.3966 - top-5-accuracy: 0.7121
+
+
+```
+
+```
+
+ 91/176 [==============>...............] - ETA: 13s - loss: 2.3083 - accuracy: 0.3965 - top-5-accuracy: 0.7124
+
+
+```
+
+```
+
+ 92/176 [==============>...............] - ETA: 13s - loss: 2.3089 - accuracy: 0.3967 - top-5-accuracy: 0.7121
+
+
+```
+
+```
+
+ 93/176 [==============>...............] - ETA: 13s - loss: 2.3088 - accuracy: 0.3968 - top-5-accuracy: 0.7119
+
+
+```
+
+```
+
+ 94/176 [===============>..............] - ETA: 12s - loss: 2.3095 - accuracy: 0.3964 - top-5-accuracy: 0.7115
+
+
+```
+
+```
+
+ 95/176 [===============>..............] - ETA: 12s - loss: 2.3107 - accuracy: 0.3963 - top-5-accuracy: 0.7113
+
+
+```
+
+```
+
+ 96/176 [===============>..............] - ETA: 12s - loss: 2.3107 - accuracy: 0.3961 - top-5-accuracy: 0.7113
+
+
+```
+
+```
+
+ 97/176 [===============>..............] - ETA: 12s - loss: 2.3096 - accuracy: 0.3962 - top-5-accuracy: 0.7117
+
+
+```
+
+```
+
+ 98/176 [===============>..............] - ETA: 12s - loss: 2.3107 - accuracy: 0.3958 - top-5-accuracy: 0.7114
+
+
+```
+
+```
+
+ 99/176 [===============>..............] - ETA: 12s - loss: 2.3104 - accuracy: 0.3960 - top-5-accuracy: 0.7111
+
+
+```
+
+```
+
+100/176 [================>.............] - ETA: 12s - loss: 2.3109 - accuracy: 0.3961 - top-5-accuracy: 0.7111
+
+
+```
+
+```
+
+101/176 [================>.............] - ETA: 11s - loss: 2.3114 - accuracy: 0.3961 - top-5-accuracy: 0.7107
+
+
+```
+
+```
+
+102/176 [================>.............] - ETA: 11s - loss: 2.3104 - accuracy: 0.3963 - top-5-accuracy: 0.7109
+
+
+```
+
+```
+
+103/176 [================>.............] - ETA: 11s - loss: 2.3113 - accuracy: 0.3962 - top-5-accuracy: 0.7106
+
+
+```
+
+```
+
+104/176 [================>.............] - ETA: 11s - loss: 2.3123 - accuracy: 0.3961 - top-5-accuracy: 0.7103
+
+
+```
+
+```
+
+105/176 [================>.............] - ETA: 11s - loss: 2.3107 - accuracy: 0.3966 - top-5-accuracy: 0.7108
+
+
+```
+
+```
+
+106/176 [=================>............] - ETA: 11s - loss: 2.3103 - accuracy: 0.3968 - top-5-accuracy: 0.7108
+
+
+```
+
+```
+
+107/176 [=================>............] - ETA: 10s - loss: 2.3092 - accuracy: 0.3970 - top-5-accuracy: 0.7110
+
+
+```
+
+```
+
+108/176 [=================>............] - ETA: 10s - loss: 2.3090 - accuracy: 0.3969 - top-5-accuracy: 0.7111
+
+
+```
+
+```
+
+109/176 [=================>............] - ETA: 10s - loss: 2.3088 - accuracy: 0.3969 - top-5-accuracy: 0.7112
+
+
+```
+
+```
+
+110/176 [=================>............] - ETA: 10s - loss: 2.3094 - accuracy: 0.3969 - top-5-accuracy: 0.7109
+
+
+```
+
+```
+
+111/176 [=================>............] - ETA: 10s - loss: 2.3084 - accuracy: 0.3969 - top-5-accuracy: 0.7111
+
+
+```
+
+```
+
+112/176 [==================>...........] - ETA: 10s - loss: 2.3085 - accuracy: 0.3970 - top-5-accuracy: 0.7110
+
+
+```
+
+```
+
+113/176 [==================>...........] - ETA: 9s - loss: 2.3072 - accuracy: 0.3973 - top-5-accuracy: 0.7111
+
+
+```
+
+```
+
+114/176 [==================>...........] - ETA: 9s - loss: 2.3087 - accuracy: 0.3967 - top-5-accuracy: 0.7110
+
+
+```
+
+```
+
+115/176 [==================>...........] - ETA: 9s - loss: 2.3095 - accuracy: 0.3969 - top-5-accuracy: 0.7106
+
+
+```
+
+```
+
+116/176 [==================>...........] - ETA: 9s - loss: 2.3097 - accuracy: 0.3971 - top-5-accuracy: 0.7104
+
+
+```
+
+```
+
+117/176 [==================>...........] - ETA: 9s - loss: 2.3111 - accuracy: 0.3967 - top-5-accuracy: 0.7100
+
+
+```
+
+```
+
+118/176 [===================>..........] - ETA: 9s - loss: 2.3124 - accuracy: 0.3964 - top-5-accuracy: 0.7100
+
+
+```
+
+```
+
+119/176 [===================>..........] - ETA: 9s - loss: 2.3122 - accuracy: 0.3964 - top-5-accuracy: 0.7101
+
+
+```
+
+```
+
+120/176 [===================>..........] - ETA: 8s - loss: 2.3140 - accuracy: 0.3964 - top-5-accuracy: 0.7096
+
+
+```
+
+```
+
+121/176 [===================>..........] - ETA: 8s - loss: 2.3142 - accuracy: 0.3962 - top-5-accuracy: 0.7095
+
+
+```
+
+```
+
+122/176 [===================>..........] - ETA: 8s - loss: 2.3140 - accuracy: 0.3964 - top-5-accuracy: 0.7095
+
+
+```
+
+```
+
+123/176 [===================>..........] - ETA: 8s - loss: 2.3149 - accuracy: 0.3962 - top-5-accuracy: 0.7095
+
+
+```
+
+```
+
+124/176 [====================>.........] - ETA: 8s - loss: 2.3173 - accuracy: 0.3956 - top-5-accuracy: 0.7090
+
+
+```
+
+```
+
+125/176 [====================>.........] - ETA: 8s - loss: 2.3177 - accuracy: 0.3955 - top-5-accuracy: 0.7088
+
+
+```
+
+```
+
+126/176 [====================>.........] - ETA: 7s - loss: 2.3167 - accuracy: 0.3956 - top-5-accuracy: 0.7090
+
+
+```
+
+```
+
+127/176 [====================>.........] - ETA: 7s - loss: 2.3164 - accuracy: 0.3958 - top-5-accuracy: 0.7092
+
+
+```
+
+```
+
+128/176 [====================>.........] - ETA: 7s - loss: 2.3171 - accuracy: 0.3957 - top-5-accuracy: 0.7090
+
+
+```
+
+```
+
+129/176 [====================>.........] - ETA: 7s - loss: 2.3170 - accuracy: 0.3957 - top-5-accuracy: 0.7093
+
+
+```
+
+```
+
+130/176 [=====================>........] - ETA: 7s - loss: 2.3174 - accuracy: 0.3955 - top-5-accuracy: 0.7091
+
+
+```
+
+```
+
+131/176 [=====================>........] - ETA: 7s - loss: 2.3180 - accuracy: 0.3955 - top-5-accuracy: 0.7088
+
+
+```
+
+```
+
+132/176 [=====================>........] - ETA: 6s - loss: 2.3171 - accuracy: 0.3957 - top-5-accuracy: 0.7090
+
+
+```
+
+```
+
+133/176 [=====================>........] - ETA: 6s - loss: 2.3178 - accuracy: 0.3956 - top-5-accuracy: 0.7087
+
+
+```
+
+```
+
+134/176 [=====================>........] - ETA: 6s - loss: 2.3198 - accuracy: 0.3951 - top-5-accuracy: 0.7082
+
+
+```
+
+```
+
+135/176 [======================>.......] - ETA: 6s - loss: 2.3189 - accuracy: 0.3953 - top-5-accuracy: 0.7082
+
+
+```
+
+```
+
+136/176 [======================>.......] - ETA: 6s - loss: 2.3193 - accuracy: 0.3951 - top-5-accuracy: 0.7082
+
+
+```
+
+```
+
+137/176 [======================>.......] - ETA: 6s - loss: 2.3204 - accuracy: 0.3948 - top-5-accuracy: 0.7081
+
+
+```
+
+```
+
+138/176 [======================>.......] - ETA: 6s - loss: 2.3214 - accuracy: 0.3943 - top-5-accuracy: 0.7079
+
+
+```
+
+```
+
+139/176 [======================>.......] - ETA: 5s - loss: 2.3218 - accuracy: 0.3945 - top-5-accuracy: 0.7077
+
+
+```
+
+```
+
+140/176 [======================>.......] - ETA: 5s - loss: 2.3215 - accuracy: 0.3946 - top-5-accuracy: 0.7079
+
+
+```
+
+```
+
+141/176 [=======================>......] - ETA: 5s - loss: 2.3232 - accuracy: 0.3941 - top-5-accuracy: 0.7074
+
+
+```
+
+```
+
+142/176 [=======================>......] - ETA: 5s - loss: 2.3247 - accuracy: 0.3938 - top-5-accuracy: 0.7069
+
+
+```
+
+```
+
+143/176 [=======================>......] - ETA: 5s - loss: 2.3262 - accuracy: 0.3933 - top-5-accuracy: 0.7065
+
+
+```
+
+```
+
+144/176 [=======================>......] - ETA: 5s - loss: 2.3250 - accuracy: 0.3935 - top-5-accuracy: 0.7069
+
+
+```
+
+```
+
+145/176 [=======================>......] - ETA: 4s - loss: 2.3253 - accuracy: 0.3934 - top-5-accuracy: 0.7067
+
+
+```
+
+```
+
+146/176 [=======================>......] - ETA: 4s - loss: 2.3241 - accuracy: 0.3935 - top-5-accuracy: 0.7069
+
+
+```
+
+```
+
+147/176 [========================>.....] - ETA: 4s - loss: 2.3248 - accuracy: 0.3937 - top-5-accuracy: 0.7066
+
+
+```
+
+```
+
+148/176 [========================>.....] - ETA: 4s - loss: 2.3246 - accuracy: 0.3938 - top-5-accuracy: 0.7066
+
+
+```
+
+```
+
+149/176 [========================>.....] - ETA: 4s - loss: 2.3252 - accuracy: 0.3938 - top-5-accuracy: 0.7065
+
+
+```
+
+```
+
+150/176 [========================>.....] - ETA: 4s - loss: 2.3259 - accuracy: 0.3937 - top-5-accuracy: 0.7063
+
+
+```
+
+```
+
+151/176 [========================>.....] - ETA: 3s - loss: 2.3255 - accuracy: 0.3936 - top-5-accuracy: 0.7066
+
+
+```
+
+```
+
+152/176 [========================>.....] - ETA: 3s - loss: 2.3260 - accuracy: 0.3931 - top-5-accuracy: 0.7065
+
+
+```
+
+```
+
+153/176 [=========================>....] - ETA: 3s - loss: 2.3253 - accuracy: 0.3930 - top-5-accuracy: 0.7068
+
+
+```
+
+```
+
+154/176 [=========================>....] - ETA: 3s - loss: 2.3262 - accuracy: 0.3928 - top-5-accuracy: 0.7070
+
+
+```
+
+```
+
+155/176 [=========================>....] - ETA: 3s - loss: 2.3261 - accuracy: 0.3927 - top-5-accuracy: 0.7071
+
+
+```
+
+```
+
+156/176 [=========================>....] - ETA: 3s - loss: 2.3264 - accuracy: 0.3925 - top-5-accuracy: 0.7070
+
+
+```
+
+```
+
+157/176 [=========================>....] - ETA: 3s - loss: 2.3251 - accuracy: 0.3929 - top-5-accuracy: 0.7072
+
+
+```
+
+```
+
+158/176 [=========================>....] - ETA: 2s - loss: 2.3238 - accuracy: 0.3931 - top-5-accuracy: 0.7077
+
+
+```
+
+```
+
+159/176 [==========================>...] - ETA: 2s - loss: 2.3230 - accuracy: 0.3934 - top-5-accuracy: 0.7080
+
+
+```
+
+```
+
+160/176 [==========================>...] - ETA: 2s - loss: 2.3251 - accuracy: 0.3931 - top-5-accuracy: 0.7075
+
+
+```
+
+```
+
+161/176 [==========================>...] - ETA: 2s - loss: 2.3259 - accuracy: 0.3930 - top-5-accuracy: 0.7072
+
+
+```
+
+```
+
+162/176 [==========================>...] - ETA: 2s - loss: 2.3261 - accuracy: 0.3930 - top-5-accuracy: 0.7068
+
+
+```
+
+```
+
+163/176 [==========================>...] - ETA: 2s - loss: 2.3272 - accuracy: 0.3929 - top-5-accuracy: 0.7066
+
+
+```
+
+```
+
+164/176 [==========================>...] - ETA: 1s - loss: 2.3286 - accuracy: 0.3929 - top-5-accuracy: 0.7063
+
+
+```
+
+```
+
+165/176 [===========================>..] - ETA: 1s - loss: 2.3297 - accuracy: 0.3925 - top-5-accuracy: 0.7061
+
+
+```
+
+```
+
+166/176 [===========================>..] - ETA: 1s - loss: 2.3300 - accuracy: 0.3924 - top-5-accuracy: 0.7060
+
+
+```
+
+```
+
+167/176 [===========================>..] - ETA: 1s - loss: 2.3305 - accuracy: 0.3921 - top-5-accuracy: 0.7060
+
+
+```
+
+```
+
+168/176 [===========================>..] - ETA: 1s - loss: 2.3308 - accuracy: 0.3921 - top-5-accuracy: 0.7060
+
+
+```
+
+```
+
+169/176 [===========================>..] - ETA: 1s - loss: 2.3304 - accuracy: 0.3919 - top-5-accuracy: 0.7061
+
+
+```
+
+```
+
+170/176 [===========================>..] - ETA: 0s - loss: 2.3305 - accuracy: 0.3920 - top-5-accuracy: 0.7060
+
+
+```
+
+```
+
+171/176 [============================>.] - ETA: 0s - loss: 2.3315 - accuracy: 0.3917 - top-5-accuracy: 0.7059
+
+
+```
+
+```
+
+172/176 [============================>.] - ETA: 0s - loss: 2.3318 - accuracy: 0.3915 - top-5-accuracy: 0.7057
+
+
+```
+
+```
+
+173/176 [============================>.] - ETA: 0s - loss: 2.3316 - accuracy: 0.3916 - top-5-accuracy: 0.7057
+
+
+```
+
+```
+
+174/176 [============================>.] - ETA: 0s - loss: 2.3318 - accuracy: 0.3914 - top-5-accuracy: 0.7058
+
+
+```
+
+```
+
+175/176 [============================>.] - ETA: 0s - loss: 2.3309 - accuracy: 0.3915 - top-5-accuracy: 0.7060
+
+
+```
+
+```
+
+176/176 [==============================] - ETA: 0s - loss: 2.3311 - accuracy: 0.3916 - top-5-accuracy: 0.7060
+
+
+```
+
+```
+
+176/176 [==============================] - 29s 164ms/step - loss: 2.3311 - accuracy: 0.3916 - top-5-accuracy: 0.7060 - val_loss: 2.2080 - val_accuracy: 0.4232 - val_top-5-accuracy: 0.7256
+
+
+
+```
+Epoch 17/50
+
+```
+
+
+ 1/176 [..............................] - ETA: 27s - loss: 2.2952 - accuracy: 0.3984 - top-5-accuracy: 0.7422
+
+
+```
+
+```
+
+ 2/176 [..............................] - ETA: 27s - loss: 2.2295 - accuracy: 0.4297 - top-5-accuracy: 0.7578
+
+
+```
+
+```
+
+ 3/176 [..............................] - ETA: 27s - loss: 2.2586 - accuracy: 0.4128 - top-5-accuracy: 0.7565
+
+
+```
+
+```
+
+ 4/176 [..............................] - ETA: 27s - loss: 2.2518 - accuracy: 0.4199 - top-5-accuracy: 0.7402
+
+
+```
+
+```
+
+ 5/176 [..............................] - ETA: 27s - loss: 2.2733 - accuracy: 0.4102 - top-5-accuracy: 0.7305
+
+
+```
+
+```
+
+ 6/176 [>.............................] - ETA: 26s - loss: 2.2878 - accuracy: 0.4056 - top-5-accuracy: 0.7220
+
+
+```
+
+```
+
+ 7/176 [>.............................] - ETA: 26s - loss: 2.2933 - accuracy: 0.4012 - top-5-accuracy: 0.7215
+
+
+```
+
+```
+
+ 8/176 [>.............................] - ETA: 26s - loss: 2.2940 - accuracy: 0.3979 - top-5-accuracy: 0.7212
+
+
+```
+
+```
+
+ 9/176 [>.............................] - ETA: 26s - loss: 2.2908 - accuracy: 0.4032 - top-5-accuracy: 0.7188
+
+
+```
+
+```
+
+ 10/176 [>.............................] - ETA: 26s - loss: 2.2870 - accuracy: 0.3996 - top-5-accuracy: 0.7219
+
+
+```
+
+```
+
+ 11/176 [>.............................] - ETA: 26s - loss: 2.2962 - accuracy: 0.3970 - top-5-accuracy: 0.7227
+
+
+```
+
+```
+
+ 12/176 [=>............................] - ETA: 25s - loss: 2.2994 - accuracy: 0.3978 - top-5-accuracy: 0.7240
+
+
+```
+
+```
+
+ 13/176 [=>............................] - ETA: 25s - loss: 2.2911 - accuracy: 0.3993 - top-5-accuracy: 0.7260
+
+
+```
+
+```
+
+ 14/176 [=>............................] - ETA: 25s - loss: 2.2882 - accuracy: 0.3993 - top-5-accuracy: 0.7299
+
+
+```
+
+```
+
+ 15/176 [=>............................] - ETA: 25s - loss: 2.2848 - accuracy: 0.4016 - top-5-accuracy: 0.7292
+
+
+```
+
+```
+
+ 16/176 [=>............................] - ETA: 25s - loss: 2.2741 - accuracy: 0.4038 - top-5-accuracy: 0.7300
+
+
+```
+
+```
+
+ 17/176 [=>............................] - ETA: 25s - loss: 2.2734 - accuracy: 0.4033 - top-5-accuracy: 0.7300
+
+
+```
+
+```
+
+ 18/176 [==>...........................] - ETA: 24s - loss: 2.2649 - accuracy: 0.4043 - top-5-accuracy: 0.7320
+
+
+```
+
+```
+
+ 19/176 [==>...........................] - ETA: 24s - loss: 2.2556 - accuracy: 0.4067 - top-5-accuracy: 0.7321
+
+
+```
+
+```
+
+ 20/176 [==>...........................] - ETA: 24s - loss: 2.2519 - accuracy: 0.4078 - top-5-accuracy: 0.7318
+
+
+```
+
+```
+
+ 21/176 [==>...........................] - ETA: 24s - loss: 2.2551 - accuracy: 0.4061 - top-5-accuracy: 0.7299
+
+
+```
+
+```
+
+ 22/176 [==>...........................] - ETA: 24s - loss: 2.2437 - accuracy: 0.4086 - top-5-accuracy: 0.7319
+
+
+```
+
+```
+
+ 23/176 [==>...........................] - ETA: 24s - loss: 2.2446 - accuracy: 0.4083 - top-5-accuracy: 0.7315
+
+
+```
+
+```
+
+ 24/176 [===>..........................] - ETA: 24s - loss: 2.2460 - accuracy: 0.4089 - top-5-accuracy: 0.7306
+
+
+```
+
+```
+
+ 25/176 [===>..........................] - ETA: 23s - loss: 2.2555 - accuracy: 0.4080 - top-5-accuracy: 0.7278
+
+
+```
+
+```
+
+ 26/176 [===>..........................] - ETA: 23s - loss: 2.2484 - accuracy: 0.4103 - top-5-accuracy: 0.7288
+
+
+```
+
+```
+
+ 27/176 [===>..........................] - ETA: 23s - loss: 2.2444 - accuracy: 0.4110 - top-5-accuracy: 0.7277
+
+
+```
+
+```
+
+ 28/176 [===>..........................] - ETA: 23s - loss: 2.2446 - accuracy: 0.4104 - top-5-accuracy: 0.7285
+
+
+```
+
+```
+
+ 29/176 [===>..........................] - ETA: 23s - loss: 2.2469 - accuracy: 0.4098 - top-5-accuracy: 0.7280
+
+
+```
+
+```
+
+ 30/176 [====>.........................] - ETA: 23s - loss: 2.2532 - accuracy: 0.4072 - top-5-accuracy: 0.7267
+
+
+```
+
+```
+
+ 31/176 [====>.........................] - ETA: 22s - loss: 2.2537 - accuracy: 0.4076 - top-5-accuracy: 0.7259
+
+
+```
+
+```
+
+ 32/176 [====>.........................] - ETA: 22s - loss: 2.2558 - accuracy: 0.4069 - top-5-accuracy: 0.7255
+
+
+```
+
+```
+
+ 33/176 [====>.........................] - ETA: 22s - loss: 2.2607 - accuracy: 0.4059 - top-5-accuracy: 0.7240
+
+
+```
+
+```
+
+ 34/176 [====>.........................] - ETA: 22s - loss: 2.2627 - accuracy: 0.4073 - top-5-accuracy: 0.7228
+
+
+```
+
+```
+
+ 35/176 [====>.........................] - ETA: 22s - loss: 2.2660 - accuracy: 0.4066 - top-5-accuracy: 0.7215
+
+
+```
+
+```
+
+ 36/176 [=====>........................] - ETA: 22s - loss: 2.2587 - accuracy: 0.4083 - top-5-accuracy: 0.7228
+
+
+```
+
+```
+
+ 37/176 [=====>........................] - ETA: 21s - loss: 2.2520 - accuracy: 0.4098 - top-5-accuracy: 0.7242
+
+
+```
+
+```
+
+ 38/176 [=====>........................] - ETA: 21s - loss: 2.2489 - accuracy: 0.4093 - top-5-accuracy: 0.7243
+
+
+```
+
+```
+
+ 39/176 [=====>........................] - ETA: 21s - loss: 2.2513 - accuracy: 0.4095 - top-5-accuracy: 0.7240
+
+
+```
+
+```
+
+ 40/176 [=====>........................] - ETA: 21s - loss: 2.2492 - accuracy: 0.4099 - top-5-accuracy: 0.7245
+
+
+```
+
+```
+
+ 41/176 [=====>........................] - ETA: 21s - loss: 2.2521 - accuracy: 0.4085 - top-5-accuracy: 0.7246
+
+
+```
+
+```
+
+ 42/176 [======>.......................] - ETA: 21s - loss: 2.2566 - accuracy: 0.4079 - top-5-accuracy: 0.7230
+
+
+```
+
+```
+
+ 43/176 [======>.......................] - ETA: 21s - loss: 2.2571 - accuracy: 0.4085 - top-5-accuracy: 0.7227
+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
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+
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+
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+
+
+```
+
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+
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+
+
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+
+```
+
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+
+
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+
+```
+
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+
+
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+
+```
+
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+
+
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+
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+
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+
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+
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+
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+
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+
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+
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+
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+
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+
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+
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+
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+
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+
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+
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+
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+
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+
+```
+
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+
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+
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+
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+
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+
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+
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+
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+
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+
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+
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+
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+
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+
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+```
+
+```
+
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+
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+
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+
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+
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+
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+
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+
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+
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+
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+
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+
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+
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+
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+
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+
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+
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+
+
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+
+```
+
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+
+
+```
+
+```
+
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+
+
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+
+```
+
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+
+
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+
+```
+
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+
+
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+
+```
+
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+
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+
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+
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+
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+
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+
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+
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+
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+
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+
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+
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+
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+
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+
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+
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+
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+
+```
+
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+
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+
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+
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+
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+
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+
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+
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+
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+
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+
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+
+```
+
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+
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+
+```
+
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+
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+
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+
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+
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+
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+
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+
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+
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+
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+
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+
+```
+
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+
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+
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+
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+
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+
+```
+
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+
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+
+```
+
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+
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+
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+
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+
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+
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+
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+
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+
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+
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+
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+
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+
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+
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+
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+
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+
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+
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+
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+
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+
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+
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+
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+
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+
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+
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+
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+
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+
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+
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+
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+
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+
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+
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+
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+
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+
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+
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+
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+
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+
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+
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+
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+
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+
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+
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+
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+
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+
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+
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+
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+
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+
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+
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+
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+
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+
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+
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+
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+
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+
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+
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+
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+
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+
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+
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+
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+
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+
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+
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+
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+
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+
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+
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+
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+
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+
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+
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+
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+
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+
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+
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+
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+
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+
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+
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+
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+
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+
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+
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+
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+
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+
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+
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+
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+
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+
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+
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+
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+
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+
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+
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+
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+
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+
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+
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+
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+
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+
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+
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+
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+
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+
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+
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+
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+
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+
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+
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+
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+
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+
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+
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+
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+
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+
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+
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+
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+
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+
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+
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+
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+
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+
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+
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+```
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+
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+
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+
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+
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+
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+
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+
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+
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+
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+
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+```
+
+171/176 [============================>.] - ETA: 0s - loss: 2.2761 - accuracy: 0.4038 - top-5-accuracy: 0.7187
+
+
+```
+
+```
+
+172/176 [============================>.] - ETA: 0s - loss: 2.2753 - accuracy: 0.4041 - top-5-accuracy: 0.7188
+
+
+```
+
+```
+
+173/176 [============================>.] - ETA: 0s - loss: 2.2755 - accuracy: 0.4041 - top-5-accuracy: 0.7187
+
+
+```
+
+```
+
+174/176 [============================>.] - ETA: 0s - loss: 2.2759 - accuracy: 0.4041 - top-5-accuracy: 0.7188
+
+
+```
+
+```
+
+175/176 [============================>.] - ETA: 0s - loss: 2.2781 - accuracy: 0.4037 - top-5-accuracy: 0.7183
+
+
+```
+
+```
+
+176/176 [==============================] - ETA: 0s - loss: 2.2782 - accuracy: 0.4039 - top-5-accuracy: 0.7184
+
+
+```
+
+```
+
+176/176 [==============================] - 29s 164ms/step - loss: 2.2782 - accuracy: 0.4039 - top-5-accuracy: 0.7184 - val_loss: 2.2259 - val_accuracy: 0.4260 - val_top-5-accuracy: 0.7186
+
+
+
+```
+Epoch 18/50
+
+```
+
+
+ 1/176 [..............................] - ETA: 27s - loss: 1.9486 - accuracy: 0.4883 - top-5-accuracy: 0.7812
+
+
+```
+
+```
+
+ 2/176 [..............................] - ETA: 27s - loss: 2.0836 - accuracy: 0.4395 - top-5-accuracy: 0.7539
+
+
+```
+
+```
+
+ 3/176 [..............................] - ETA: 27s - loss: 2.0783 - accuracy: 0.4440 - top-5-accuracy: 0.7513
+
+
+```
+
+```
+
+ 4/176 [..............................] - ETA: 27s - loss: 2.0948 - accuracy: 0.4375 - top-5-accuracy: 0.7451
+
+
+```
+
+```
+
+ 5/176 [..............................] - ETA: 27s - loss: 2.0974 - accuracy: 0.4359 - top-5-accuracy: 0.7500
+
+
+```
+
+```
+
+ 6/176 [>.............................] - ETA: 27s - loss: 2.0856 - accuracy: 0.4388 - top-5-accuracy: 0.7565
+
+
+```
+
+```
+
+ 7/176 [>.............................] - ETA: 26s - loss: 2.0925 - accuracy: 0.4364 - top-5-accuracy: 0.7561
+
+
+```
+
+```
+
+ 8/176 [>.............................] - ETA: 26s - loss: 2.0959 - accuracy: 0.4346 - top-5-accuracy: 0.7563
+
+
+```
+
+```
+
+ 9/176 [>.............................] - ETA: 26s - loss: 2.0966 - accuracy: 0.4375 - top-5-accuracy: 0.7539
+
+
+```
+
+```
+
+ 10/176 [>.............................] - ETA: 26s - loss: 2.1122 - accuracy: 0.4348 - top-5-accuracy: 0.7531
+
+
+```
+
+```
+
+ 11/176 [>.............................] - ETA: 26s - loss: 2.1039 - accuracy: 0.4350 - top-5-accuracy: 0.7582
+
+
+```
+
+```
+
+ 12/176 [=>............................] - ETA: 26s - loss: 2.1066 - accuracy: 0.4323 - top-5-accuracy: 0.7568
+
+
+```
+
+```
+
+ 13/176 [=>............................] - ETA: 25s - loss: 2.1248 - accuracy: 0.4306 - top-5-accuracy: 0.7560
+
+
+```
+
+```
+
+ 14/176 [=>............................] - ETA: 25s - loss: 2.1299 - accuracy: 0.4291 - top-5-accuracy: 0.7514
+
+
+```
+
+```
+
+ 15/176 [=>............................] - ETA: 25s - loss: 2.1383 - accuracy: 0.4289 - top-5-accuracy: 0.7482
+
+
+```
+
+```
+
+ 16/176 [=>............................] - ETA: 25s - loss: 2.1360 - accuracy: 0.4290 - top-5-accuracy: 0.7476
+
+
+```
+
+```
+
+ 17/176 [=>............................] - ETA: 25s - loss: 2.1324 - accuracy: 0.4297 - top-5-accuracy: 0.7477
+
+
+```
+
+```
+
+ 18/176 [==>...........................] - ETA: 25s - loss: 2.1294 - accuracy: 0.4306 - top-5-accuracy: 0.7485
+
+
+```
+
+```
+
+ 19/176 [==>...........................] - ETA: 24s - loss: 2.1290 - accuracy: 0.4289 - top-5-accuracy: 0.7504
+
+
+```
+
+```
+
+ 20/176 [==>...........................] - ETA: 24s - loss: 2.1367 - accuracy: 0.4270 - top-5-accuracy: 0.7492
+
+
+```
+
+```
+
+ 21/176 [==>...........................] - ETA: 24s - loss: 2.1391 - accuracy: 0.4258 - top-5-accuracy: 0.7494
+
+
+```
+
+```
+
+ 22/176 [==>...........................] - ETA: 24s - loss: 2.1298 - accuracy: 0.4279 - top-5-accuracy: 0.7505
+
+
+```
+
+```
+
+ 23/176 [==>...........................] - ETA: 24s - loss: 2.1265 - accuracy: 0.4297 - top-5-accuracy: 0.7515
+
+
+```
+
+```
+
+ 24/176 [===>..........................] - ETA: 24s - loss: 2.1369 - accuracy: 0.4287 - top-5-accuracy: 0.7510
+
+
+```
+
+```
+
+ 25/176 [===>..........................] - ETA: 23s - loss: 2.1381 - accuracy: 0.4294 - top-5-accuracy: 0.7508
+
+
+```
+
+```
+
+ 26/176 [===>..........................] - ETA: 23s - loss: 2.1452 - accuracy: 0.4283 - top-5-accuracy: 0.7497
+
+
+```
+
+```
+
+ 27/176 [===>..........................] - ETA: 23s - loss: 2.1492 - accuracy: 0.4282 - top-5-accuracy: 0.7486
+
+
+```
+
+```
+
+ 28/176 [===>..........................] - ETA: 23s - loss: 2.1492 - accuracy: 0.4265 - top-5-accuracy: 0.7492
+
+
+```
+
+```
+
+ 29/176 [===>..........................] - ETA: 23s - loss: 2.1494 - accuracy: 0.4259 - top-5-accuracy: 0.7488
+
+
+```
+
+```
+
+ 30/176 [====>.........................] - ETA: 23s - loss: 2.1544 - accuracy: 0.4250 - top-5-accuracy: 0.7473
+
+
+```
+
+```
+
+ 31/176 [====>.........................] - ETA: 23s - loss: 2.1547 - accuracy: 0.4249 - top-5-accuracy: 0.7477
+
+
+```
+
+```
+
+ 32/176 [====>.........................] - ETA: 22s - loss: 2.1550 - accuracy: 0.4253 - top-5-accuracy: 0.7472
+
+
+```
+
+```
+
+ 33/176 [====>.........................] - ETA: 22s - loss: 2.1550 - accuracy: 0.4248 - top-5-accuracy: 0.7473
+
+
+```
+
+```
+
+ 34/176 [====>.........................] - ETA: 22s - loss: 2.1566 - accuracy: 0.4256 - top-5-accuracy: 0.7463
+
+
+```
+
+```
+
+ 35/176 [====>.........................] - ETA: 22s - loss: 2.1576 - accuracy: 0.4257 - top-5-accuracy: 0.7464
+
+
+```
+
+```
+
+ 36/176 [=====>........................] - ETA: 22s - loss: 2.1668 - accuracy: 0.4226 - top-5-accuracy: 0.7452
+
+
+```
+
+```
+
+ 37/176 [=====>........................] - ETA: 22s - loss: 2.1711 - accuracy: 0.4215 - top-5-accuracy: 0.7446
+
+
+```
+
+```
+
+ 38/176 [=====>........................] - ETA: 21s - loss: 2.1705 - accuracy: 0.4216 - top-5-accuracy: 0.7446
+
+
+```
+
+```
+
+ 39/176 [=====>........................] - ETA: 21s - loss: 2.1715 - accuracy: 0.4219 - top-5-accuracy: 0.7441
+
+
+```
+
+```
+
+ 40/176 [=====>........................] - ETA: 21s - loss: 2.1731 - accuracy: 0.4216 - top-5-accuracy: 0.7438
+
+
+```
+
+```
+
+ 41/176 [=====>........................] - ETA: 21s - loss: 2.1680 - accuracy: 0.4232 - top-5-accuracy: 0.7446
+
+
+```
+
+```
+
+ 42/176 [======>.......................] - ETA: 21s - loss: 2.1687 - accuracy: 0.4233 - top-5-accuracy: 0.7447
+
+
+```
+
+```
+
+ 43/176 [======>.......................] - ETA: 21s - loss: 2.1715 - accuracy: 0.4235 - top-5-accuracy: 0.7445
+
+
+```
+
+```
+
+ 44/176 [======>.......................] - ETA: 20s - loss: 2.1729 - accuracy: 0.4232 - top-5-accuracy: 0.7438
+
+
+```
+
+```
+
+ 45/176 [======>.......................] - ETA: 20s - loss: 2.1725 - accuracy: 0.4240 - top-5-accuracy: 0.7435
+
+
+```
+
+```
+
+ 46/176 [======>.......................] - ETA: 20s - loss: 2.1769 - accuracy: 0.4235 - top-5-accuracy: 0.7428
+
+
+```
+
+```
+
+ 47/176 [=======>......................] - ETA: 20s - loss: 2.1797 - accuracy: 0.4226 - top-5-accuracy: 0.7419
+
+
+```
+
+```
+
+ 48/176 [=======>......................] - ETA: 20s - loss: 2.1769 - accuracy: 0.4230 - top-5-accuracy: 0.7424
+
+
+```
+
+```
+
+ 49/176 [=======>......................] - ETA: 20s - loss: 2.1789 - accuracy: 0.4232 - top-5-accuracy: 0.7422
+
+
+```
+
+```
+
+ 50/176 [=======>......................] - ETA: 19s - loss: 2.1749 - accuracy: 0.4235 - top-5-accuracy: 0.7430
+
+
+```
+
+```
+
+ 51/176 [=======>......................] - ETA: 19s - loss: 2.1761 - accuracy: 0.4231 - top-5-accuracy: 0.7423
+
+
+```
+
+```
+
+ 52/176 [=======>......................] - ETA: 19s - loss: 2.1783 - accuracy: 0.4232 - top-5-accuracy: 0.7412
+
+
+```
+
+```
+
+ 53/176 [========>.....................] - ETA: 19s - loss: 2.1832 - accuracy: 0.4229 - top-5-accuracy: 0.7395
+
+
+```
+
+```
+
+ 54/176 [========>.....................] - ETA: 19s - loss: 2.1824 - accuracy: 0.4227 - top-5-accuracy: 0.7402
+
+
+```
+
+```
+
+ 55/176 [========>.....................] - ETA: 19s - loss: 2.1820 - accuracy: 0.4231 - top-5-accuracy: 0.7408
+
+
+```
+
+```
+
+ 56/176 [========>.....................] - ETA: 19s - loss: 2.1839 - accuracy: 0.4226 - top-5-accuracy: 0.7404
+
+
+```
+
+```
+
+ 57/176 [========>.....................] - ETA: 18s - loss: 2.1859 - accuracy: 0.4216 - top-5-accuracy: 0.7400
+
+
+```
+
+```
+
+ 58/176 [========>.....................] - ETA: 18s - loss: 2.1851 - accuracy: 0.4223 - top-5-accuracy: 0.7401
+
+
+```
+
+```
+
+ 59/176 [=========>....................] - ETA: 18s - loss: 2.1840 - accuracy: 0.4225 - top-5-accuracy: 0.7403
+
+
+```
+
+```
+
+ 60/176 [=========>....................] - ETA: 18s - loss: 2.1831 - accuracy: 0.4224 - top-5-accuracy: 0.7406
+
+
+```
+
+```
+
+ 61/176 [=========>....................] - ETA: 18s - loss: 2.1831 - accuracy: 0.4221 - top-5-accuracy: 0.7407
+
+
+```
+
+```
+
+ 62/176 [=========>....................] - ETA: 18s - loss: 2.1866 - accuracy: 0.4212 - top-5-accuracy: 0.7399
+
+
+```
+
+```
+
+ 63/176 [=========>....................] - ETA: 17s - loss: 2.1840 - accuracy: 0.4213 - top-5-accuracy: 0.7399
+
+
+```
+
+```
+
+ 64/176 [=========>....................] - ETA: 17s - loss: 2.1831 - accuracy: 0.4215 - top-5-accuracy: 0.7402
+
+
+```
+
+```
+
+ 65/176 [==========>...................] - ETA: 17s - loss: 2.1816 - accuracy: 0.4212 - top-5-accuracy: 0.7407
+
+
+```
+
+```
+
+ 66/176 [==========>...................] - ETA: 17s - loss: 2.1823 - accuracy: 0.4212 - top-5-accuracy: 0.7408
+
+
+```
+
+```
+
+ 67/176 [==========>...................] - ETA: 17s - loss: 2.1840 - accuracy: 0.4209 - top-5-accuracy: 0.7406
+
+
+```
+
+```
+
+ 68/176 [==========>...................] - ETA: 17s - loss: 2.1842 - accuracy: 0.4211 - top-5-accuracy: 0.7407
+
+
+```
+
+```
+
+ 69/176 [==========>...................] - ETA: 16s - loss: 2.1836 - accuracy: 0.4211 - top-5-accuracy: 0.7404
+
+
+```
+
+```
+
+ 70/176 [==========>...................] - ETA: 16s - loss: 2.1830 - accuracy: 0.4209 - top-5-accuracy: 0.7405
+
+
+```
+
+```
+
+ 71/176 [===========>..................] - ETA: 16s - loss: 2.1837 - accuracy: 0.4206 - top-5-accuracy: 0.7404
+
+
+```
+
+```
+
+ 72/176 [===========>..................] - ETA: 16s - loss: 2.1846 - accuracy: 0.4202 - top-5-accuracy: 0.7404
+
+
+```
+
+```
+
+ 73/176 [===========>..................] - ETA: 16s - loss: 2.1829 - accuracy: 0.4206 - top-5-accuracy: 0.7407
+
+
+```
+
+```
+
+ 74/176 [===========>..................] - ETA: 16s - loss: 2.1844 - accuracy: 0.4198 - top-5-accuracy: 0.7401
+
+
+```
+
+```
+
+ 75/176 [===========>..................] - ETA: 16s - loss: 2.1830 - accuracy: 0.4202 - top-5-accuracy: 0.7404
+
+
+```
+
+```
+
+ 76/176 [===========>..................] - ETA: 15s - loss: 2.1874 - accuracy: 0.4193 - top-5-accuracy: 0.7396
+
+
+```
+
+```
+
+ 77/176 [============>.................] - ETA: 15s - loss: 2.1866 - accuracy: 0.4190 - top-5-accuracy: 0.7401
+
+
+```
+
+```
+
+ 78/176 [============>.................] - ETA: 15s - loss: 2.1866 - accuracy: 0.4193 - top-5-accuracy: 0.7403
+
+
+```
+
+```
+
+ 79/176 [============>.................] - ETA: 15s - loss: 2.1864 - accuracy: 0.4194 - top-5-accuracy: 0.7406
+
+
+```
+
+```
+
+ 80/176 [============>.................] - ETA: 15s - loss: 2.1848 - accuracy: 0.4198 - top-5-accuracy: 0.7410
+
+
+```
+
+```
+
+ 81/176 [============>.................] - ETA: 15s - loss: 2.1864 - accuracy: 0.4196 - top-5-accuracy: 0.7405
+
+
+```
+
+```
+
+ 82/176 [============>.................] - ETA: 14s - loss: 2.1851 - accuracy: 0.4202 - top-5-accuracy: 0.7408
+
+
+```
+
+```
+
+ 83/176 [=============>................] - ETA: 14s - loss: 2.1862 - accuracy: 0.4199 - top-5-accuracy: 0.7408
+
+
+```
+
+```
+
+ 84/176 [=============>................] - ETA: 14s - loss: 2.1857 - accuracy: 0.4200 - top-5-accuracy: 0.7409
+
+
+```
+
+```
+
+ 85/176 [=============>................] - ETA: 14s - loss: 2.1846 - accuracy: 0.4202 - top-5-accuracy: 0.7411
+
+
+```
+
+```
+
+ 86/176 [=============>................] - ETA: 14s - loss: 2.1851 - accuracy: 0.4202 - top-5-accuracy: 0.7408
+
+
+```
+
+```
+
+ 87/176 [=============>................] - ETA: 14s - loss: 2.1862 - accuracy: 0.4199 - top-5-accuracy: 0.7408
+
+
+```
+
+```
+
+ 88/176 [==============>...............] - ETA: 13s - loss: 2.1877 - accuracy: 0.4196 - top-5-accuracy: 0.7404
+
+
+```
+
+```
+
+ 89/176 [==============>...............] - ETA: 13s - loss: 2.1900 - accuracy: 0.4193 - top-5-accuracy: 0.7396
+
+
+```
+
+```
+
+ 90/176 [==============>...............] - ETA: 13s - loss: 2.1918 - accuracy: 0.4189 - top-5-accuracy: 0.7391
+
+
+```
+
+```
+
+ 91/176 [==============>...............] - ETA: 13s - loss: 2.1929 - accuracy: 0.4185 - top-5-accuracy: 0.7388
+
+
+```
+
+```
+
+ 92/176 [==============>...............] - ETA: 13s - loss: 2.1924 - accuracy: 0.4186 - top-5-accuracy: 0.7387
+
+
+```
+
+```
+
+ 93/176 [==============>...............] - ETA: 13s - loss: 2.1929 - accuracy: 0.4189 - top-5-accuracy: 0.7383
+
+
+```
+
+```
+
+ 94/176 [===============>..............] - ETA: 13s - loss: 2.1949 - accuracy: 0.4188 - top-5-accuracy: 0.7377
+
+
+```
+
+```
+
+ 95/176 [===============>..............] - ETA: 12s - loss: 2.1950 - accuracy: 0.4190 - top-5-accuracy: 0.7377
+
+
+```
+
+```
+
+ 96/176 [===============>..............] - ETA: 12s - loss: 2.1954 - accuracy: 0.4187 - top-5-accuracy: 0.7376
+
+
+```
+
+```
+
+ 97/176 [===============>..............] - ETA: 12s - loss: 2.1967 - accuracy: 0.4185 - top-5-accuracy: 0.7373
+
+
+```
+
+```
+
+ 98/176 [===============>..............] - ETA: 12s - loss: 2.1977 - accuracy: 0.4184 - top-5-accuracy: 0.7374
+
+
+```
+
+```
+
+ 99/176 [===============>..............] - ETA: 12s - loss: 2.1966 - accuracy: 0.4188 - top-5-accuracy: 0.7375
+
+
+```
+
+```
+
+100/176 [================>.............] - ETA: 12s - loss: 2.1961 - accuracy: 0.4190 - top-5-accuracy: 0.7377
+
+
+```
+
+```
+
+101/176 [================>.............] - ETA: 11s - loss: 2.1965 - accuracy: 0.4191 - top-5-accuracy: 0.7376
+
+
+```
+
+```
+
+102/176 [================>.............] - ETA: 11s - loss: 2.1955 - accuracy: 0.4195 - top-5-accuracy: 0.7376
+
+
+```
+
+```
+
+103/176 [================>.............] - ETA: 11s - loss: 2.1950 - accuracy: 0.4196 - top-5-accuracy: 0.7378
+
+
+```
+
+```
+
+104/176 [================>.............] - ETA: 11s - loss: 2.1966 - accuracy: 0.4189 - top-5-accuracy: 0.7376
+
+
+```
+
+```
+
+105/176 [================>.............] - ETA: 11s - loss: 2.1966 - accuracy: 0.4187 - top-5-accuracy: 0.7374
+
+
+```
+
+```
+
+106/176 [=================>............] - ETA: 11s - loss: 2.1968 - accuracy: 0.4190 - top-5-accuracy: 0.7371
+
+
+```
+
+```
+
+107/176 [=================>............] - ETA: 10s - loss: 2.1966 - accuracy: 0.4191 - top-5-accuracy: 0.7371
+
+
+```
+
+```
+
+108/176 [=================>............] - ETA: 10s - loss: 2.1960 - accuracy: 0.4192 - top-5-accuracy: 0.7372
+
+
+```
+
+```
+
+109/176 [=================>............] - ETA: 10s - loss: 2.1963 - accuracy: 0.4190 - top-5-accuracy: 0.7372
+
+
+```
+
+```
+
+110/176 [=================>............] - ETA: 10s - loss: 2.1977 - accuracy: 0.4183 - top-5-accuracy: 0.7370
+
+
+```
+
+```
+
+111/176 [=================>............] - ETA: 10s - loss: 2.1983 - accuracy: 0.4183 - top-5-accuracy: 0.7367
+
+
+```
+
+```
+
+112/176 [==================>...........] - ETA: 10s - loss: 2.2009 - accuracy: 0.4177 - top-5-accuracy: 0.7364
+
+
+```
+
+```
+
+113/176 [==================>...........] - ETA: 9s - loss: 2.2021 - accuracy: 0.4174 - top-5-accuracy: 0.7362
+
+
+```
+
+```
+
+114/176 [==================>...........] - ETA: 9s - loss: 2.2010 - accuracy: 0.4177 - top-5-accuracy: 0.7363
+
+
+```
+
+```
+
+115/176 [==================>...........] - ETA: 9s - loss: 2.2011 - accuracy: 0.4176 - top-5-accuracy: 0.7366
+
+
+```
+
+```
+
+116/176 [==================>...........] - ETA: 9s - loss: 2.2032 - accuracy: 0.4172 - top-5-accuracy: 0.7360
+
+
+```
+
+```
+
+117/176 [==================>...........] - ETA: 9s - loss: 2.2038 - accuracy: 0.4174 - top-5-accuracy: 0.7358
+
+
+```
+
+```
+
+118/176 [===================>..........] - ETA: 9s - loss: 2.2046 - accuracy: 0.4170 - top-5-accuracy: 0.7357
+
+
+```
+
+```
+
+119/176 [===================>..........] - ETA: 9s - loss: 2.2054 - accuracy: 0.4170 - top-5-accuracy: 0.7353
+
+
+```
+
+```
+
+120/176 [===================>..........] - ETA: 8s - loss: 2.2054 - accuracy: 0.4170 - top-5-accuracy: 0.7354
+
+
+```
+
+```
+
+121/176 [===================>..........] - ETA: 8s - loss: 2.2047 - accuracy: 0.4173 - top-5-accuracy: 0.7356
+
+
+```
+
+```
+
+122/176 [===================>..........] - ETA: 8s - loss: 2.2045 - accuracy: 0.4172 - top-5-accuracy: 0.7356
+
+
+```
+
+```
+
+123/176 [===================>..........] - ETA: 8s - loss: 2.2047 - accuracy: 0.4174 - top-5-accuracy: 0.7356
+
+
+```
+
+```
+
+124/176 [====================>.........] - ETA: 8s - loss: 2.2035 - accuracy: 0.4177 - top-5-accuracy: 0.7357
+
+
+```
+
+```
+
+125/176 [====================>.........] - ETA: 8s - loss: 2.2045 - accuracy: 0.4175 - top-5-accuracy: 0.7354
+
+
+```
+
+```
+
+126/176 [====================>.........] - ETA: 7s - loss: 2.2063 - accuracy: 0.4169 - top-5-accuracy: 0.7351
+
+
+```
+
+```
+
+127/176 [====================>.........] - ETA: 7s - loss: 2.2072 - accuracy: 0.4168 - top-5-accuracy: 0.7350
+
+
+```
+
+```
+
+128/176 [====================>.........] - ETA: 7s - loss: 2.2062 - accuracy: 0.4173 - top-5-accuracy: 0.7352
+
+
+```
+
+```
+
+129/176 [====================>.........] - ETA: 7s - loss: 2.2048 - accuracy: 0.4179 - top-5-accuracy: 0.7352
+
+
+```
+
+```
+
+130/176 [=====================>........] - ETA: 7s - loss: 2.2048 - accuracy: 0.4182 - top-5-accuracy: 0.7353
+
+
+```
+
+```
+
+131/176 [=====================>........] - ETA: 7s - loss: 2.2038 - accuracy: 0.4185 - top-5-accuracy: 0.7357
+
+
+```
+
+```
+
+132/176 [=====================>........] - ETA: 6s - loss: 2.2037 - accuracy: 0.4185 - top-5-accuracy: 0.7360
+
+
+```
+
+```
+
+133/176 [=====================>........] - ETA: 6s - loss: 2.2029 - accuracy: 0.4186 - top-5-accuracy: 0.7363
+
+
+```
+
+```
+
+134/176 [=====================>........] - ETA: 6s - loss: 2.2016 - accuracy: 0.4190 - top-5-accuracy: 0.7366
+
+
+```
+
+```
+
+135/176 [======================>.......] - ETA: 6s - loss: 2.2034 - accuracy: 0.4186 - top-5-accuracy: 0.7363
+
+
+```
+
+```
+
+136/176 [======================>.......] - ETA: 6s - loss: 2.2035 - accuracy: 0.4188 - top-5-accuracy: 0.7361
+
+
+```
+
+```
+
+137/176 [======================>.......] - ETA: 6s - loss: 2.2034 - accuracy: 0.4191 - top-5-accuracy: 0.7360
+
+
+```
+
+```
+
+138/176 [======================>.......] - ETA: 6s - loss: 2.2041 - accuracy: 0.4189 - top-5-accuracy: 0.7357
+
+
+```
+
+```
+
+139/176 [======================>.......] - ETA: 5s - loss: 2.2037 - accuracy: 0.4190 - top-5-accuracy: 0.7358
+
+
+```
+
+```
+
+140/176 [======================>.......] - ETA: 5s - loss: 2.2036 - accuracy: 0.4188 - top-5-accuracy: 0.7356
+
+
+```
+
+```
+
+141/176 [=======================>......] - ETA: 5s - loss: 2.2039 - accuracy: 0.4187 - top-5-accuracy: 0.7355
+
+
+```
+
+```
+
+142/176 [=======================>......] - ETA: 5s - loss: 2.2038 - accuracy: 0.4187 - top-5-accuracy: 0.7353
+
+
+```
+
+```
+
+143/176 [=======================>......] - ETA: 5s - loss: 2.2042 - accuracy: 0.4185 - top-5-accuracy: 0.7354
+
+
+```
+
+```
+
+144/176 [=======================>......] - ETA: 5s - loss: 2.2035 - accuracy: 0.4186 - top-5-accuracy: 0.7355
+
+
+```
+
+```
+
+145/176 [=======================>......] - ETA: 4s - loss: 2.2041 - accuracy: 0.4184 - top-5-accuracy: 0.7354
+
+
+```
+
+```
+
+146/176 [=======================>......] - ETA: 4s - loss: 2.2041 - accuracy: 0.4183 - top-5-accuracy: 0.7356
+
+
+```
+
+```
+
+147/176 [========================>.....] - ETA: 4s - loss: 2.2053 - accuracy: 0.4181 - top-5-accuracy: 0.7353
+
+
+```
+
+```
+
+148/176 [========================>.....] - ETA: 4s - loss: 2.2055 - accuracy: 0.4182 - top-5-accuracy: 0.7354
+
+
+```
+
+```
+
+149/176 [========================>.....] - ETA: 4s - loss: 2.2049 - accuracy: 0.4182 - top-5-accuracy: 0.7357
+
+
+```
+
+```
+
+150/176 [========================>.....] - ETA: 4s - loss: 2.2053 - accuracy: 0.4181 - top-5-accuracy: 0.7357
+
+
+```
+
+```
+
+151/176 [========================>.....] - ETA: 3s - loss: 2.2055 - accuracy: 0.4180 - top-5-accuracy: 0.7358
+
+
+```
+
+```
+
+152/176 [========================>.....] - ETA: 3s - loss: 2.2055 - accuracy: 0.4179 - top-5-accuracy: 0.7359
+
+
+```
+
+```
+
+153/176 [=========================>....] - ETA: 3s - loss: 2.2056 - accuracy: 0.4178 - top-5-accuracy: 0.7360
+
+
+```
+
+```
+
+154/176 [=========================>....] - ETA: 3s - loss: 2.2067 - accuracy: 0.4176 - top-5-accuracy: 0.7356
+
+
+```
+
+```
+
+155/176 [=========================>....] - ETA: 3s - loss: 2.2071 - accuracy: 0.4177 - top-5-accuracy: 0.7356
+
+
+```
+
+```
+
+156/176 [=========================>....] - ETA: 3s - loss: 2.2061 - accuracy: 0.4181 - top-5-accuracy: 0.7359
+
+
+```
+
+```
+
+157/176 [=========================>....] - ETA: 3s - loss: 2.2064 - accuracy: 0.4181 - top-5-accuracy: 0.7358
+
+
+```
+
+```
+
+158/176 [=========================>....] - ETA: 2s - loss: 2.2062 - accuracy: 0.4180 - top-5-accuracy: 0.7359
+
+
+```
+
+```
+
+159/176 [==========================>...] - ETA: 2s - loss: 2.2072 - accuracy: 0.4179 - top-5-accuracy: 0.7359
+
+
+```
+
+```
+
+160/176 [==========================>...] - ETA: 2s - loss: 2.2072 - accuracy: 0.4178 - top-5-accuracy: 0.7361
+
+
+```
+
+```
+
+161/176 [==========================>...] - ETA: 2s - loss: 2.2068 - accuracy: 0.4178 - top-5-accuracy: 0.7361
+
+
+```
+
+```
+
+162/176 [==========================>...] - ETA: 2s - loss: 2.2069 - accuracy: 0.4177 - top-5-accuracy: 0.7362
+
+
+```
+
+```
+
+163/176 [==========================>...] - ETA: 2s - loss: 2.2071 - accuracy: 0.4176 - top-5-accuracy: 0.7362
+
+
+```
+
+```
+
+164/176 [==========================>...] - ETA: 1s - loss: 2.2067 - accuracy: 0.4177 - top-5-accuracy: 0.7363
+
+
+```
+
+```
+
+165/176 [===========================>..] - ETA: 1s - loss: 2.2073 - accuracy: 0.4174 - top-5-accuracy: 0.7360
+
+
+```
+
+```
+
+166/176 [===========================>..] - ETA: 1s - loss: 2.2077 - accuracy: 0.4173 - top-5-accuracy: 0.7359
+
+
+```
+
+```
+
+167/176 [===========================>..] - ETA: 1s - loss: 2.2082 - accuracy: 0.4174 - top-5-accuracy: 0.7358
+
+
+```
+
+```
+
+168/176 [===========================>..] - ETA: 1s - loss: 2.2081 - accuracy: 0.4173 - top-5-accuracy: 0.7358
+
+
+```
+
+```
+
+169/176 [===========================>..] - ETA: 1s - loss: 2.2081 - accuracy: 0.4172 - top-5-accuracy: 0.7358
+
+
+```
+
+```
+
+170/176 [===========================>..] - ETA: 0s - loss: 2.2082 - accuracy: 0.4170 - top-5-accuracy: 0.7359
+
+
+```
+
+```
+
+171/176 [============================>.] - ETA: 0s - loss: 2.2082 - accuracy: 0.4170 - top-5-accuracy: 0.7360
+
+
+```
+
+```
+
+172/176 [============================>.] - ETA: 0s - loss: 2.2097 - accuracy: 0.4169 - top-5-accuracy: 0.7356
+
+
+```
+
+```
+
+173/176 [============================>.] - ETA: 0s - loss: 2.2098 - accuracy: 0.4168 - top-5-accuracy: 0.7358
+
+
+```
+
+```
+
+174/176 [============================>.] - ETA: 0s - loss: 2.2096 - accuracy: 0.4168 - top-5-accuracy: 0.7359
+
+
+```
+
+```
+
+175/176 [============================>.] - ETA: 0s - loss: 2.2089 - accuracy: 0.4170 - top-5-accuracy: 0.7360
+
+
+```
+
+```
+
+176/176 [==============================] - ETA: 0s - loss: 2.2089 - accuracy: 0.4170 - top-5-accuracy: 0.7360
+
+
+```
+
+```
+
+176/176 [==============================] - 29s 164ms/step - loss: 2.2089 - accuracy: 0.4170 - top-5-accuracy: 0.7360 - val_loss: 2.1674 - val_accuracy: 0.4328 - val_top-5-accuracy: 0.7344
+
+
+
+```
+Epoch 19/50
+
+```
+
+
+ 1/176 [..............................] - ETA: 27s - loss: 1.9275 - accuracy: 0.4727 - top-5-accuracy: 0.7773
+
+
+```
+
+```
+
+ 2/176 [..............................] - ETA: 27s - loss: 1.9561 - accuracy: 0.4688 - top-5-accuracy: 0.7852
+
+
+```
+
+```
+
+ 3/176 [..............................] - ETA: 27s - loss: 2.0087 - accuracy: 0.4518 - top-5-accuracy: 0.7708
+
+
+```
+
+```
+
+ 4/176 [..............................] - ETA: 27s - loss: 2.0521 - accuracy: 0.4453 - top-5-accuracy: 0.7588
+
+
+```
+
+```
+
+ 5/176 [..............................] - ETA: 27s - loss: 2.0383 - accuracy: 0.4500 - top-5-accuracy: 0.7625
+
+
+```
+
+```
+
+ 6/176 [>.............................] - ETA: 26s - loss: 2.0525 - accuracy: 0.4505 - top-5-accuracy: 0.7617
+
+
+```
+
+```
+
+ 7/176 [>.............................] - ETA: 26s - loss: 2.0282 - accuracy: 0.4554 - top-5-accuracy: 0.7667
+
+
+```
+
+```
+
+ 8/176 [>.............................] - ETA: 26s - loss: 2.0444 - accuracy: 0.4502 - top-5-accuracy: 0.7642
+
+
+```
+
+```
+
+ 9/176 [>.............................] - ETA: 26s - loss: 2.0347 - accuracy: 0.4553 - top-5-accuracy: 0.7687
+
+
+```
+
+```
+
+ 10/176 [>.............................] - ETA: 26s - loss: 2.0440 - accuracy: 0.4527 - top-5-accuracy: 0.7664
+
+
+```
+
+```
+
+ 11/176 [>.............................] - ETA: 26s - loss: 2.0426 - accuracy: 0.4528 - top-5-accuracy: 0.7663
+
+
+```
+
+```
+
+ 12/176 [=>............................] - ETA: 25s - loss: 2.0653 - accuracy: 0.4489 - top-5-accuracy: 0.7627
+
+
+```
+
+```
+
+ 13/176 [=>............................] - ETA: 25s - loss: 2.0734 - accuracy: 0.4495 - top-5-accuracy: 0.7599
+
+
+```
+
+```
+
+ 14/176 [=>............................] - ETA: 25s - loss: 2.0752 - accuracy: 0.4481 - top-5-accuracy: 0.7609
+
+
+```
+
+```
+
+ 15/176 [=>............................] - ETA: 25s - loss: 2.0782 - accuracy: 0.4471 - top-5-accuracy: 0.7609
+
+
+```
+
+```
+
+ 16/176 [=>............................] - ETA: 25s - loss: 2.0818 - accuracy: 0.4485 - top-5-accuracy: 0.7607
+
+
+```
+
+```
+
+ 17/176 [=>............................] - ETA: 25s - loss: 2.0715 - accuracy: 0.4506 - top-5-accuracy: 0.7640
+
+
+```
+
+```
+
+ 18/176 [==>...........................] - ETA: 24s - loss: 2.0870 - accuracy: 0.4477 - top-5-accuracy: 0.7609
+
+
+```
+
+```
+
+ 19/176 [==>...........................] - ETA: 24s - loss: 2.0858 - accuracy: 0.4490 - top-5-accuracy: 0.7593
+
+
+```
+
+```
+
+ 20/176 [==>...........................] - ETA: 24s - loss: 2.0967 - accuracy: 0.4471 - top-5-accuracy: 0.7576
+
+
+```
+
+```
+
+ 21/176 [==>...........................] - ETA: 24s - loss: 2.1019 - accuracy: 0.4449 - top-5-accuracy: 0.7571
+
+
+```
+
+```
+
+ 22/176 [==>...........................] - ETA: 24s - loss: 2.1094 - accuracy: 0.4432 - top-5-accuracy: 0.7557
+
+
+```
+
+```
+
+ 23/176 [==>...........................] - ETA: 24s - loss: 2.1024 - accuracy: 0.4451 - top-5-accuracy: 0.7559
+
+
+```
+
+```
+
+ 24/176 [===>..........................] - ETA: 24s - loss: 2.1087 - accuracy: 0.4425 - top-5-accuracy: 0.7549
+
+
+```
+
+```
+
+ 25/176 [===>..........................] - ETA: 23s - loss: 2.1053 - accuracy: 0.4436 - top-5-accuracy: 0.7552
+
+
+```
+
+```
+
+ 26/176 [===>..........................] - ETA: 23s - loss: 2.1022 - accuracy: 0.4447 - top-5-accuracy: 0.7556
+
+
+```
+
+```
+
+ 27/176 [===>..........................] - ETA: 23s - loss: 2.0988 - accuracy: 0.4446 - top-5-accuracy: 0.7558
+
+
+```
+
+```
+
+ 28/176 [===>..........................] - ETA: 23s - loss: 2.0987 - accuracy: 0.4446 - top-5-accuracy: 0.7561
+
+
+```
+
+```
+
+ 29/176 [===>..........................] - ETA: 23s - loss: 2.1010 - accuracy: 0.4441 - top-5-accuracy: 0.7566
+
+
+```
+
+```
+
+ 30/176 [====>.........................] - ETA: 23s - loss: 2.1050 - accuracy: 0.4428 - top-5-accuracy: 0.7553
+
+
+```
+
+```
+
+ 31/176 [====>.........................] - ETA: 22s - loss: 2.1045 - accuracy: 0.4424 - top-5-accuracy: 0.7559
+
+
+```
+
+```
+
+ 32/176 [====>.........................] - ETA: 22s - loss: 2.1034 - accuracy: 0.4437 - top-5-accuracy: 0.7562
+
+
+```
+
+```
+
+ 33/176 [====>.........................] - ETA: 22s - loss: 2.0986 - accuracy: 0.4458 - top-5-accuracy: 0.7567
+
+
+```
+
+```
+
+ 34/176 [====>.........................] - ETA: 22s - loss: 2.1056 - accuracy: 0.4443 - top-5-accuracy: 0.7561
+
+
+```
+
+```
+
+ 35/176 [====>.........................] - ETA: 22s - loss: 2.1091 - accuracy: 0.4432 - top-5-accuracy: 0.7549
+
+
+```
+
+```
+
+ 36/176 [=====>........................] - ETA: 22s - loss: 2.1140 - accuracy: 0.4414 - top-5-accuracy: 0.7538
+
+
+```
+
+```
+
+ 37/176 [=====>........................] - ETA: 21s - loss: 2.1120 - accuracy: 0.4424 - top-5-accuracy: 0.7544
+
+
+```
+
+```
+
+ 38/176 [=====>........................] - ETA: 21s - loss: 2.1079 - accuracy: 0.4432 - top-5-accuracy: 0.7553
+
+
+```
+
+```
+
+ 39/176 [=====>........................] - ETA: 21s - loss: 2.1105 - accuracy: 0.4416 - top-5-accuracy: 0.7555
+
+
+```
+
+```
+
+ 40/176 [=====>........................] - ETA: 21s - loss: 2.1138 - accuracy: 0.4413 - top-5-accuracy: 0.7543
+
+
+```
+
+```
+
+ 41/176 [=====>........................] - ETA: 21s - loss: 2.1168 - accuracy: 0.4399 - top-5-accuracy: 0.7540
+
+
+```
+
+```
+
+ 42/176 [======>.......................] - ETA: 21s - loss: 2.1143 - accuracy: 0.4407 - top-5-accuracy: 0.7545
+
+
+```
+
+```
+
+ 43/176 [======>.......................] - ETA: 21s - loss: 2.1152 - accuracy: 0.4406 - top-5-accuracy: 0.7544
+
+
+```
+
+```
+
+ 44/176 [======>.......................] - ETA: 20s - loss: 2.1174 - accuracy: 0.4399 - top-5-accuracy: 0.7540
+
+
+```
+
+```
+
+ 45/176 [======>.......................] - ETA: 20s - loss: 2.1180 - accuracy: 0.4405 - top-5-accuracy: 0.7536
+
+
+```
+
+```
+
+ 46/176 [======>.......................] - ETA: 20s - loss: 2.1191 - accuracy: 0.4404 - top-5-accuracy: 0.7539
+
+
+```
+
+```
+
+ 47/176 [=======>......................] - ETA: 20s - loss: 2.1238 - accuracy: 0.4396 - top-5-accuracy: 0.7531
+
+
+```
+
+```
+
+ 48/176 [=======>......................] - ETA: 20s - loss: 2.1265 - accuracy: 0.4389 - top-5-accuracy: 0.7531
+
+
+```
+
+```
+
+ 49/176 [=======>......................] - ETA: 20s - loss: 2.1263 - accuracy: 0.4389 - top-5-accuracy: 0.7531
+
+
+```
+
+```
+
+ 50/176 [=======>......................] - ETA: 19s - loss: 2.1281 - accuracy: 0.4389 - top-5-accuracy: 0.7526
+
+
+```
+
+```
+
+ 51/176 [=======>......................] - ETA: 19s - loss: 2.1330 - accuracy: 0.4377 - top-5-accuracy: 0.7511
+
+
+```
+
+```
+
+ 52/176 [=======>......................] - ETA: 19s - loss: 2.1294 - accuracy: 0.4381 - top-5-accuracy: 0.7523
+
+
+```
+
+```
+
+ 53/176 [========>.....................] - ETA: 19s - loss: 2.1339 - accuracy: 0.4369 - top-5-accuracy: 0.7512
+
+
+```
+
+```
+
+ 54/176 [========>.....................] - ETA: 19s - loss: 2.1367 - accuracy: 0.4361 - top-5-accuracy: 0.7509
+
+
+```
+
+```
+
+ 55/176 [========>.....................] - ETA: 19s - loss: 2.1347 - accuracy: 0.4370 - top-5-accuracy: 0.7510
+
+
+```
+
+```
+
+ 56/176 [========>.....................] - ETA: 18s - loss: 2.1324 - accuracy: 0.4376 - top-5-accuracy: 0.7509
+
+
+```
+
+```
+
+ 57/176 [========>.....................] - ETA: 18s - loss: 2.1339 - accuracy: 0.4371 - top-5-accuracy: 0.7508
+
+
+```
+
+```
+
+ 58/176 [========>.....................] - ETA: 18s - loss: 2.1348 - accuracy: 0.4371 - top-5-accuracy: 0.7509
+
+
+```
+
+```
+
+ 59/176 [=========>....................] - ETA: 18s - loss: 2.1348 - accuracy: 0.4372 - top-5-accuracy: 0.7506
+
+
+```
+
+```
+
+ 60/176 [=========>....................] - ETA: 18s - loss: 2.1347 - accuracy: 0.4376 - top-5-accuracy: 0.7505
+
+
+```
+
+```
+
+ 61/176 [=========>....................] - ETA: 18s - loss: 2.1370 - accuracy: 0.4372 - top-5-accuracy: 0.7501
+
+
+```
+
+```
+
+ 62/176 [=========>....................] - ETA: 18s - loss: 2.1378 - accuracy: 0.4375 - top-5-accuracy: 0.7499
+
+
+```
+
+```
+
+ 63/176 [=========>....................] - ETA: 17s - loss: 2.1407 - accuracy: 0.4369 - top-5-accuracy: 0.7493
+
+
+```
+
+```
+
+ 64/176 [=========>....................] - ETA: 17s - loss: 2.1433 - accuracy: 0.4360 - top-5-accuracy: 0.7491
+
+
+```
+
+```
+
+ 65/176 [==========>...................] - ETA: 17s - loss: 2.1452 - accuracy: 0.4352 - top-5-accuracy: 0.7489
+
+
+```
+
+```
+
+ 66/176 [==========>...................] - ETA: 17s - loss: 2.1473 - accuracy: 0.4341 - top-5-accuracy: 0.7487
+
+
+```
+
+```
+
+ 67/176 [==========>...................] - ETA: 17s - loss: 2.1475 - accuracy: 0.4337 - top-5-accuracy: 0.7491
+
+
+```
+
+```
+
+ 68/176 [==========>...................] - ETA: 17s - loss: 2.1489 - accuracy: 0.4325 - top-5-accuracy: 0.7483
+
+
+```
+
+```
+
+ 69/176 [==========>...................] - ETA: 16s - loss: 2.1500 - accuracy: 0.4321 - top-5-accuracy: 0.7481
+
+
+```
+
+```
+
+ 70/176 [==========>...................] - ETA: 16s - loss: 2.1507 - accuracy: 0.4320 - top-5-accuracy: 0.7484
+
+
+```
+
+```
+
+ 71/176 [===========>..................] - ETA: 16s - loss: 2.1484 - accuracy: 0.4324 - top-5-accuracy: 0.7490
+
+
+```
+
+```
+
+ 72/176 [===========>..................] - ETA: 16s - loss: 2.1482 - accuracy: 0.4325 - top-5-accuracy: 0.7488
+
+
+```
+
+```
+
+ 73/176 [===========>..................] - ETA: 16s - loss: 2.1460 - accuracy: 0.4330 - top-5-accuracy: 0.7488
+
+
+```
+
+```
+
+ 74/176 [===========>..................] - ETA: 16s - loss: 2.1440 - accuracy: 0.4335 - top-5-accuracy: 0.7490
+
+
+```
+
+```
+
+ 75/176 [===========>..................] - ETA: 15s - loss: 2.1435 - accuracy: 0.4331 - top-5-accuracy: 0.7493
+
+
+```
+
+```
+
+ 76/176 [===========>..................] - ETA: 15s - loss: 2.1405 - accuracy: 0.4342 - top-5-accuracy: 0.7497
+
+
+```
+
+```
+
+ 77/176 [============>.................] - ETA: 15s - loss: 2.1411 - accuracy: 0.4335 - top-5-accuracy: 0.7499
+
+
+```
+
+```
+
+ 78/176 [============>.................] - ETA: 15s - loss: 2.1427 - accuracy: 0.4330 - top-5-accuracy: 0.7494
+
+
+```
+
+```
+
+ 79/176 [============>.................] - ETA: 15s - loss: 2.1434 - accuracy: 0.4333 - top-5-accuracy: 0.7493
+
+
+```
+
+```
+
+ 80/176 [============>.................] - ETA: 15s - loss: 2.1439 - accuracy: 0.4331 - top-5-accuracy: 0.7491
+
+
+```
+
+```
+
+ 81/176 [============>.................] - ETA: 15s - loss: 2.1435 - accuracy: 0.4331 - top-5-accuracy: 0.7489
+
+
+```
+
+```
+
+ 82/176 [============>.................] - ETA: 14s - loss: 2.1462 - accuracy: 0.4326 - top-5-accuracy: 0.7484
+
+
+```
+
+```
+
+ 83/176 [=============>................] - ETA: 14s - loss: 2.1468 - accuracy: 0.4325 - top-5-accuracy: 0.7483
+
+
+```
+
+```
+
+ 84/176 [=============>................] - ETA: 14s - loss: 2.1464 - accuracy: 0.4329 - top-5-accuracy: 0.7486
+
+
+```
+
+```
+
+ 85/176 [=============>................] - ETA: 14s - loss: 2.1467 - accuracy: 0.4335 - top-5-accuracy: 0.7487
+
+
+```
+
+```
+
+ 86/176 [=============>................] - ETA: 14s - loss: 2.1484 - accuracy: 0.4329 - top-5-accuracy: 0.7483
+
+
+```
+
+```
+
+ 87/176 [=============>................] - ETA: 14s - loss: 2.1492 - accuracy: 0.4324 - top-5-accuracy: 0.7480
+
+
+```
+
+```
+
+ 88/176 [==============>...............] - ETA: 13s - loss: 2.1493 - accuracy: 0.4324 - top-5-accuracy: 0.7480
+
+
+```
+
+```
+
+ 89/176 [==============>...............] - ETA: 13s - loss: 2.1467 - accuracy: 0.4329 - top-5-accuracy: 0.7483
+
+
+```
+
+```
+
+ 90/176 [==============>...............] - ETA: 13s - loss: 2.1470 - accuracy: 0.4328 - top-5-accuracy: 0.7478
+
+
+```
+
+```
+
+ 91/176 [==============>...............] - ETA: 13s - loss: 2.1483 - accuracy: 0.4324 - top-5-accuracy: 0.7473
+
+
+```
+
+```
+
+ 92/176 [==============>...............] - ETA: 13s - loss: 2.1480 - accuracy: 0.4322 - top-5-accuracy: 0.7470
+
+
+```
+
+```
+
+ 93/176 [==============>...............] - ETA: 13s - loss: 2.1480 - accuracy: 0.4320 - top-5-accuracy: 0.7469
+
+
+```
+
+```
+
+ 94/176 [===============>..............] - ETA: 12s - loss: 2.1494 - accuracy: 0.4318 - top-5-accuracy: 0.7467
+
+
+```
+
+```
+
+ 95/176 [===============>..............] - ETA: 12s - loss: 2.1509 - accuracy: 0.4317 - top-5-accuracy: 0.7463
+
+
+```
+
+```
+
+ 96/176 [===============>..............] - ETA: 12s - loss: 2.1497 - accuracy: 0.4317 - top-5-accuracy: 0.7467
+
+
+```
+
+```
+
+ 97/176 [===============>..............] - ETA: 12s - loss: 2.1496 - accuracy: 0.4314 - top-5-accuracy: 0.7469
+
+
+```
+
+```
+
+ 98/176 [===============>..............] - ETA: 12s - loss: 2.1513 - accuracy: 0.4309 - top-5-accuracy: 0.7464
+
+
+```
+
+```
+
+ 99/176 [===============>..............] - ETA: 12s - loss: 2.1505 - accuracy: 0.4315 - top-5-accuracy: 0.7465
+
+
+```
+
+```
+
+100/176 [================>.............] - ETA: 12s - loss: 2.1501 - accuracy: 0.4315 - top-5-accuracy: 0.7468
+
+
+```
+
+```
+
+101/176 [================>.............] - ETA: 11s - loss: 2.1513 - accuracy: 0.4314 - top-5-accuracy: 0.7461
+
+
+```
+
+```
+
+102/176 [================>.............] - ETA: 11s - loss: 2.1508 - accuracy: 0.4314 - top-5-accuracy: 0.7463
+
+
+```
+
+```
+
+103/176 [================>.............] - ETA: 11s - loss: 2.1512 - accuracy: 0.4312 - top-5-accuracy: 0.7462
+
+
+```
+
+```
+
+104/176 [================>.............] - ETA: 11s - loss: 2.1520 - accuracy: 0.4309 - top-5-accuracy: 0.7460
+
+
+```
+
+```
+
+105/176 [================>.............] - ETA: 11s - loss: 2.1532 - accuracy: 0.4304 - top-5-accuracy: 0.7459
+
+
+```
+
+```
+
+106/176 [=================>............] - ETA: 11s - loss: 2.1523 - accuracy: 0.4306 - top-5-accuracy: 0.7462
+
+
+```
+
+```
+
+107/176 [=================>............] - ETA: 10s - loss: 2.1536 - accuracy: 0.4302 - top-5-accuracy: 0.7461
+
+
+```
+
+```
+
+108/176 [=================>............] - ETA: 10s - loss: 2.1551 - accuracy: 0.4299 - top-5-accuracy: 0.7459
+
+
+```
+
+```
+
+109/176 [=================>............] - ETA: 10s - loss: 2.1540 - accuracy: 0.4300 - top-5-accuracy: 0.7458
+
+
+```
+
+```
+
+110/176 [=================>............] - ETA: 10s - loss: 2.1545 - accuracy: 0.4300 - top-5-accuracy: 0.7459
+
+
+```
+
+```
+
+111/176 [=================>............] - ETA: 10s - loss: 2.1557 - accuracy: 0.4298 - top-5-accuracy: 0.7457
+
+
+```
+
+```
+
+112/176 [==================>...........] - ETA: 10s - loss: 2.1576 - accuracy: 0.4296 - top-5-accuracy: 0.7454
+
+
+```
+
+```
+
+113/176 [==================>...........] - ETA: 9s - loss: 2.1581 - accuracy: 0.4293 - top-5-accuracy: 0.7453
+
+
+```
+
+```
+
+114/176 [==================>...........] - ETA: 9s - loss: 2.1602 - accuracy: 0.4289 - top-5-accuracy: 0.7447
+
+
+```
+
+```
+
+115/176 [==================>...........] - ETA: 9s - loss: 2.1593 - accuracy: 0.4292 - top-5-accuracy: 0.7447
+
+
+```
+
+```
+
+116/176 [==================>...........] - ETA: 9s - loss: 2.1585 - accuracy: 0.4296 - top-5-accuracy: 0.7447
+
+
+```
+
+```
+
+117/176 [==================>...........] - ETA: 9s - loss: 2.1589 - accuracy: 0.4296 - top-5-accuracy: 0.7447
+
+
+```
+
+```
+
+118/176 [===================>..........] - ETA: 9s - loss: 2.1597 - accuracy: 0.4294 - top-5-accuracy: 0.7445
+
+
+```
+
+```
+
+119/176 [===================>..........] - ETA: 9s - loss: 2.1601 - accuracy: 0.4295 - top-5-accuracy: 0.7440
+
+
+```
+
+```
+
+120/176 [===================>..........] - ETA: 8s - loss: 2.1582 - accuracy: 0.4299 - top-5-accuracy: 0.7443
+
+
+```
+
+```
+
+121/176 [===================>..........] - ETA: 8s - loss: 2.1586 - accuracy: 0.4294 - top-5-accuracy: 0.7441
+
+
+```
+
+```
+
+122/176 [===================>..........] - ETA: 8s - loss: 2.1575 - accuracy: 0.4295 - top-5-accuracy: 0.7442
+
+
+```
+
+```
+
+123/176 [===================>..........] - ETA: 8s - loss: 2.1591 - accuracy: 0.4292 - top-5-accuracy: 0.7439
+
+
+```
+
+```
+
+124/176 [====================>.........] - ETA: 8s - loss: 2.1590 - accuracy: 0.4292 - top-5-accuracy: 0.7439
+
+
+```
+
+```
+
+125/176 [====================>.........] - ETA: 8s - loss: 2.1582 - accuracy: 0.4296 - top-5-accuracy: 0.7440
+
+
+```
+
+```
+
+126/176 [====================>.........] - ETA: 7s - loss: 2.1592 - accuracy: 0.4292 - top-5-accuracy: 0.7439
+
+
+```
+
+```
+
+127/176 [====================>.........] - ETA: 7s - loss: 2.1591 - accuracy: 0.4291 - top-5-accuracy: 0.7437
+
+
+```
+
+```
+
+128/176 [====================>.........] - ETA: 7s - loss: 2.1597 - accuracy: 0.4289 - top-5-accuracy: 0.7436
+
+
+```
+
+```
+
+129/176 [====================>.........] - ETA: 7s - loss: 2.1614 - accuracy: 0.4286 - top-5-accuracy: 0.7432
+
+
+```
+
+```
+
+130/176 [=====================>........] - ETA: 7s - loss: 2.1614 - accuracy: 0.4288 - top-5-accuracy: 0.7431
+
+
+```
+
+```
+
+131/176 [=====================>........] - ETA: 7s - loss: 2.1622 - accuracy: 0.4284 - top-5-accuracy: 0.7430
+
+
+```
+
+```
+
+132/176 [=====================>........] - ETA: 6s - loss: 2.1620 - accuracy: 0.4284 - top-5-accuracy: 0.7430
+
+
+```
+
+```
+
+133/176 [=====================>........] - ETA: 6s - loss: 2.1609 - accuracy: 0.4285 - top-5-accuracy: 0.7433
+
+
+```
+
+```
+
+134/176 [=====================>........] - ETA: 6s - loss: 2.1599 - accuracy: 0.4287 - top-5-accuracy: 0.7434
+
+
+```
+
+```
+
+135/176 [======================>.......] - ETA: 6s - loss: 2.1602 - accuracy: 0.4283 - top-5-accuracy: 0.7433
+
+
+```
+
+```
+
+136/176 [======================>.......] - ETA: 6s - loss: 2.1601 - accuracy: 0.4279 - top-5-accuracy: 0.7434
+
+
+```
+
+```
+
+137/176 [======================>.......] - ETA: 6s - loss: 2.1601 - accuracy: 0.4281 - top-5-accuracy: 0.7433
+
+
+```
+
+```
+
+138/176 [======================>.......] - ETA: 6s - loss: 2.1591 - accuracy: 0.4281 - top-5-accuracy: 0.7434
+
+
+```
+
+```
+
+139/176 [======================>.......] - ETA: 5s - loss: 2.1607 - accuracy: 0.4276 - top-5-accuracy: 0.7432
+
+
+```
+
+```
+
+140/176 [======================>.......] - ETA: 5s - loss: 2.1619 - accuracy: 0.4273 - top-5-accuracy: 0.7430
+
+
+```
+
+```
+
+141/176 [=======================>......] - ETA: 5s - loss: 2.1624 - accuracy: 0.4274 - top-5-accuracy: 0.7427
+
+
+```
+
+```
+
+142/176 [=======================>......] - ETA: 5s - loss: 2.1616 - accuracy: 0.4276 - top-5-accuracy: 0.7428
+
+
+```
+
+```
+
+143/176 [=======================>......] - ETA: 5s - loss: 2.1618 - accuracy: 0.4274 - top-5-accuracy: 0.7428
+
+
+```
+
+```
+
+144/176 [=======================>......] - ETA: 5s - loss: 2.1624 - accuracy: 0.4271 - top-5-accuracy: 0.7427
+
+
+```
+
+```
+
+145/176 [=======================>......] - ETA: 4s - loss: 2.1621 - accuracy: 0.4272 - top-5-accuracy: 0.7426
+
+
+```
+
+```
+
+146/176 [=======================>......] - ETA: 4s - loss: 2.1617 - accuracy: 0.4273 - top-5-accuracy: 0.7426
+
+
+```
+
+```
+
+147/176 [========================>.....] - ETA: 4s - loss: 2.1625 - accuracy: 0.4273 - top-5-accuracy: 0.7425
+
+
+```
+
+```
+
+148/176 [========================>.....] - ETA: 4s - loss: 2.1635 - accuracy: 0.4269 - top-5-accuracy: 0.7423
+
+
+```
+
+```
+
+149/176 [========================>.....] - ETA: 4s - loss: 2.1629 - accuracy: 0.4272 - top-5-accuracy: 0.7424
+
+
+```
+
+```
+
+150/176 [========================>.....] - ETA: 4s - loss: 2.1638 - accuracy: 0.4268 - top-5-accuracy: 0.7421
+
+
+```
+
+```
+
+151/176 [========================>.....] - ETA: 3s - loss: 2.1646 - accuracy: 0.4265 - top-5-accuracy: 0.7418
+
+
+```
+
+```
+
+152/176 [========================>.....] - ETA: 3s - loss: 2.1650 - accuracy: 0.4262 - top-5-accuracy: 0.7414
+
+
+```
+
+```
+
+153/176 [=========================>....] - ETA: 3s - loss: 2.1653 - accuracy: 0.4261 - top-5-accuracy: 0.7414
+
+
+```
+
+```
+
+154/176 [=========================>....] - ETA: 3s - loss: 2.1654 - accuracy: 0.4260 - top-5-accuracy: 0.7416
+
+
+```
+
+```
+
+155/176 [=========================>....] - ETA: 3s - loss: 2.1649 - accuracy: 0.4261 - top-5-accuracy: 0.7416
+
+
+```
+
+```
+
+156/176 [=========================>....] - ETA: 3s - loss: 2.1645 - accuracy: 0.4264 - top-5-accuracy: 0.7416
+
+
+```
+
+```
+
+157/176 [=========================>....] - ETA: 3s - loss: 2.1651 - accuracy: 0.4263 - top-5-accuracy: 0.7416
+
+
+```
+
+```
+
+158/176 [=========================>....] - ETA: 2s - loss: 2.1643 - accuracy: 0.4265 - top-5-accuracy: 0.7415
+
+
+```
+
+```
+
+159/176 [==========================>...] - ETA: 2s - loss: 2.1641 - accuracy: 0.4265 - top-5-accuracy: 0.7417
+
+
+```
+
+```
+
+160/176 [==========================>...] - ETA: 2s - loss: 2.1641 - accuracy: 0.4265 - top-5-accuracy: 0.7418
+
+
+```
+
+```
+
+161/176 [==========================>...] - ETA: 2s - loss: 2.1646 - accuracy: 0.4265 - top-5-accuracy: 0.7415
+
+
+```
+
+```
+
+162/176 [==========================>...] - ETA: 2s - loss: 2.1655 - accuracy: 0.4262 - top-5-accuracy: 0.7414
+
+
+```
+
+```
+
+163/176 [==========================>...] - ETA: 2s - loss: 2.1662 - accuracy: 0.4261 - top-5-accuracy: 0.7411
+
+
+```
+
+```
+
+164/176 [==========================>...] - ETA: 1s - loss: 2.1668 - accuracy: 0.4259 - top-5-accuracy: 0.7410
+
+
+```
+
+```
+
+165/176 [===========================>..] - ETA: 1s - loss: 2.1661 - accuracy: 0.4260 - top-5-accuracy: 0.7411
+
+
+```
+
+```
+
+166/176 [===========================>..] - ETA: 1s - loss: 2.1665 - accuracy: 0.4257 - top-5-accuracy: 0.7410
+
+
+```
+
+```
+
+167/176 [===========================>..] - ETA: 1s - loss: 2.1665 - accuracy: 0.4258 - top-5-accuracy: 0.7410
+
+
+```
+
+```
+
+168/176 [===========================>..] - ETA: 1s - loss: 2.1667 - accuracy: 0.4256 - top-5-accuracy: 0.7409
+
+
+```
+
+```
+
+169/176 [===========================>..] - ETA: 1s - loss: 2.1668 - accuracy: 0.4256 - top-5-accuracy: 0.7409
+
+
+```
+
+```
+
+170/176 [===========================>..] - ETA: 0s - loss: 2.1673 - accuracy: 0.4253 - top-5-accuracy: 0.7407
+
+
+```
+
+```
+
+171/176 [============================>.] - ETA: 0s - loss: 2.1682 - accuracy: 0.4251 - top-5-accuracy: 0.7404
+
+
+```
+
+```
+
+172/176 [============================>.] - ETA: 0s - loss: 2.1681 - accuracy: 0.4251 - top-5-accuracy: 0.7405
+
+
+```
+
+```
+
+173/176 [============================>.] - ETA: 0s - loss: 2.1673 - accuracy: 0.4251 - top-5-accuracy: 0.7406
+
+
+```
+
+```
+
+174/176 [============================>.] - ETA: 0s - loss: 2.1685 - accuracy: 0.4248 - top-5-accuracy: 0.7404
+
+
+```
+
+```
+
+175/176 [============================>.] - ETA: 0s - loss: 2.1683 - accuracy: 0.4251 - top-5-accuracy: 0.7403
+
+
+```
+
+```
+
+176/176 [==============================] - ETA: 0s - loss: 2.1682 - accuracy: 0.4253 - top-5-accuracy: 0.7403
+
+
+```
+
+```
+
+176/176 [==============================] - 29s 164ms/step - loss: 2.1682 - accuracy: 0.4253 - top-5-accuracy: 0.7403 - val_loss: 2.1560 - val_accuracy: 0.4338 - val_top-5-accuracy: 0.7384
+
+
+
+```
+Epoch 20/50
+
+```
+
+
+ 1/176 [..............................] - ETA: 27s - loss: 2.0166 - accuracy: 0.4648 - top-5-accuracy: 0.7617
+
+
+```
+
+```
+
+ 2/176 [..............................] - ETA: 27s - loss: 1.9595 - accuracy: 0.4668 - top-5-accuracy: 0.7734
+
+
+```
+
+```
+
+ 3/176 [..............................] - ETA: 27s - loss: 2.0187 - accuracy: 0.4505 - top-5-accuracy: 0.7656
+
+
+```
+
+```
+
+ 4/176 [..............................] - ETA: 27s - loss: 2.0680 - accuracy: 0.4277 - top-5-accuracy: 0.7607
+
+
+```
+
+```
+
+ 5/176 [..............................] - ETA: 27s - loss: 2.0483 - accuracy: 0.4352 - top-5-accuracy: 0.7648
+
+
+```
+
+```
+
+ 6/176 [>.............................] - ETA: 26s - loss: 2.0529 - accuracy: 0.4362 - top-5-accuracy: 0.7656
+
+
+```
+
+```
+
+ 7/176 [>.............................] - ETA: 26s - loss: 2.0432 - accuracy: 0.4386 - top-5-accuracy: 0.7662
+
+
+```
+
+```
+
+ 8/176 [>.............................] - ETA: 26s - loss: 2.0400 - accuracy: 0.4390 - top-5-accuracy: 0.7695
+
+
+```
+
+```
+
+ 9/176 [>.............................] - ETA: 26s - loss: 2.0321 - accuracy: 0.4440 - top-5-accuracy: 0.7700
+
+
+```
+
+```
+
+ 10/176 [>.............................] - ETA: 26s - loss: 2.0379 - accuracy: 0.4434 - top-5-accuracy: 0.7707
+
+
+```
+
+```
+
+ 11/176 [>.............................] - ETA: 26s - loss: 2.0555 - accuracy: 0.4428 - top-5-accuracy: 0.7653
+
+
+```
+
+```
+
+ 12/176 [=>............................] - ETA: 25s - loss: 2.0559 - accuracy: 0.4404 - top-5-accuracy: 0.7669
+
+
+```
+
+```
+
+ 13/176 [=>............................] - ETA: 25s - loss: 2.0553 - accuracy: 0.4399 - top-5-accuracy: 0.7674
+
+
+```
+
+```
+
+ 14/176 [=>............................] - ETA: 25s - loss: 2.0527 - accuracy: 0.4450 - top-5-accuracy: 0.7681
+
+
+```
+
+```
+
+ 15/176 [=>............................] - ETA: 25s - loss: 2.0517 - accuracy: 0.4456 - top-5-accuracy: 0.7680
+
+
+```
+
+```
+
+ 16/176 [=>............................] - ETA: 25s - loss: 2.0394 - accuracy: 0.4487 - top-5-accuracy: 0.7703
+
+
+```
+
+```
+
+ 17/176 [=>............................] - ETA: 25s - loss: 2.0444 - accuracy: 0.4476 - top-5-accuracy: 0.7693
+
+
+```
+
+```
+
+ 18/176 [==>...........................] - ETA: 25s - loss: 2.0516 - accuracy: 0.4453 - top-5-accuracy: 0.7671
+
+
+```
+
+```
+
+ 19/176 [==>...........................] - ETA: 24s - loss: 2.0557 - accuracy: 0.4443 - top-5-accuracy: 0.7654
+
+
+```
+
+```
+
+ 20/176 [==>...........................] - ETA: 24s - loss: 2.0553 - accuracy: 0.4445 - top-5-accuracy: 0.7637
+
+
+```
+
+```
+
+ 21/176 [==>...........................] - ETA: 24s - loss: 2.0536 - accuracy: 0.4468 - top-5-accuracy: 0.7660
+
+
+```
+
+```
+
+ 22/176 [==>...........................] - ETA: 24s - loss: 2.0562 - accuracy: 0.4487 - top-5-accuracy: 0.7644
+
+
+```
+
+```
+
+ 23/176 [==>...........................] - ETA: 24s - loss: 2.0581 - accuracy: 0.4485 - top-5-accuracy: 0.7648
+
+
+```
+
+```
+
+ 24/176 [===>..........................] - ETA: 24s - loss: 2.0573 - accuracy: 0.4486 - top-5-accuracy: 0.7655
+
+
+```
+
+```
+
+ 25/176 [===>..........................] - ETA: 23s - loss: 2.0588 - accuracy: 0.4489 - top-5-accuracy: 0.7645
+
+
+```
+
+```
+
+ 26/176 [===>..........................] - ETA: 23s - loss: 2.0540 - accuracy: 0.4510 - top-5-accuracy: 0.7656
+
+
+```
+
+```
+
+ 27/176 [===>..........................] - ETA: 23s - loss: 2.0499 - accuracy: 0.4508 - top-5-accuracy: 0.7663
+
+
+```
+
+```
+
+ 28/176 [===>..........................] - ETA: 23s - loss: 2.0535 - accuracy: 0.4509 - top-5-accuracy: 0.7658
+
+
+```
+
+```
+
+ 29/176 [===>..........................] - ETA: 23s - loss: 2.0515 - accuracy: 0.4511 - top-5-accuracy: 0.7664
+
+
+```
+
+```
+
+ 30/176 [====>.........................] - ETA: 23s - loss: 2.0540 - accuracy: 0.4508 - top-5-accuracy: 0.7655
+
+
+```
+
+```
+
+ 31/176 [====>.........................] - ETA: 23s - loss: 2.0497 - accuracy: 0.4515 - top-5-accuracy: 0.7659
+
+
+```
+
+```
+
+ 32/176 [====>.........................] - ETA: 22s - loss: 2.0549 - accuracy: 0.4507 - top-5-accuracy: 0.7655
+
+
+```
+
+```
+
+ 33/176 [====>.........................] - ETA: 22s - loss: 2.0547 - accuracy: 0.4506 - top-5-accuracy: 0.7656
+
+
+```
+
+```
+
+ 34/176 [====>.........................] - ETA: 22s - loss: 2.0498 - accuracy: 0.4517 - top-5-accuracy: 0.7664
+
+
+```
+
+```
+
+ 35/176 [====>.........................] - ETA: 22s - loss: 2.0518 - accuracy: 0.4515 - top-5-accuracy: 0.7661
+
+
+```
+
+```
+
+ 36/176 [=====>........................] - ETA: 22s - loss: 2.0549 - accuracy: 0.4497 - top-5-accuracy: 0.7654
+
+
+```
+
+```
+
+ 37/176 [=====>........................] - ETA: 22s - loss: 2.0546 - accuracy: 0.4506 - top-5-accuracy: 0.7659
+
+
+```
+
+```
+
+ 38/176 [=====>........................] - ETA: 21s - loss: 2.0550 - accuracy: 0.4506 - top-5-accuracy: 0.7662
+
+
+```
+
+```
+
+ 39/176 [=====>........................] - ETA: 21s - loss: 2.0544 - accuracy: 0.4512 - top-5-accuracy: 0.7661
+
+
+```
+
+```
+
+ 40/176 [=====>........................] - ETA: 21s - loss: 2.0552 - accuracy: 0.4507 - top-5-accuracy: 0.7665
+
+
+```
+
+```
+
+ 41/176 [=====>........................] - ETA: 21s - loss: 2.0527 - accuracy: 0.4514 - top-5-accuracy: 0.7670
+
+
+```
+
+```
+
+ 42/176 [======>.......................] - ETA: 21s - loss: 2.0539 - accuracy: 0.4503 - top-5-accuracy: 0.7670
+
+
+```
+
+```
+
+ 43/176 [======>.......................] - ETA: 21s - loss: 2.0596 - accuracy: 0.4487 - top-5-accuracy: 0.7658
+
+
+```
+
+```
+
+ 44/176 [======>.......................] - ETA: 20s - loss: 2.0573 - accuracy: 0.4493 - top-5-accuracy: 0.7662
+
+
+```
+
+```
+
+ 45/176 [======>.......................] - ETA: 20s - loss: 2.0584 - accuracy: 0.4487 - top-5-accuracy: 0.7662
+
+
+```
+
+```
+
+ 46/176 [======>.......................] - ETA: 20s - loss: 2.0594 - accuracy: 0.4485 - top-5-accuracy: 0.7661
+
+
+```
+
+```
+
+ 47/176 [=======>......................] - ETA: 20s - loss: 2.0634 - accuracy: 0.4486 - top-5-accuracy: 0.7660
+
+
+```
+
+```
+
+ 48/176 [=======>......................] - ETA: 20s - loss: 2.0655 - accuracy: 0.4477 - top-5-accuracy: 0.7649
+
+
+```
+
+```
+
+ 49/176 [=======>......................] - ETA: 20s - loss: 2.0653 - accuracy: 0.4475 - top-5-accuracy: 0.7649
+
+
+```
+
+```
+
+ 50/176 [=======>......................] - ETA: 19s - loss: 2.0675 - accuracy: 0.4473 - top-5-accuracy: 0.7644
+
+
+```
+
+```
+
+ 51/176 [=======>......................] - ETA: 19s - loss: 2.0662 - accuracy: 0.4478 - top-5-accuracy: 0.7648
+
+
+```
+
+```
+
+ 52/176 [=======>......................] - ETA: 19s - loss: 2.0681 - accuracy: 0.4472 - top-5-accuracy: 0.7646
+
+
+```
+
+```
+
+ 53/176 [========>.....................] - ETA: 19s - loss: 2.0662 - accuracy: 0.4477 - top-5-accuracy: 0.7647
+
+
+```
+
+```
+
+ 54/176 [========>.....................] - ETA: 19s - loss: 2.0655 - accuracy: 0.4479 - top-5-accuracy: 0.7647
+
+
+```
+
+```
+
+ 55/176 [========>.....................] - ETA: 19s - loss: 2.0680 - accuracy: 0.4479 - top-5-accuracy: 0.7642
+
+
+```
+
+```
+
+ 56/176 [========>.....................] - ETA: 19s - loss: 2.0734 - accuracy: 0.4472 - top-5-accuracy: 0.7630
+
+
+```
+
+```
+
+ 57/176 [========>.....................] - ETA: 18s - loss: 2.0737 - accuracy: 0.4466 - top-5-accuracy: 0.7630
+
+
+```
+
+```
+
+ 58/176 [========>.....................] - ETA: 18s - loss: 2.0742 - accuracy: 0.4459 - top-5-accuracy: 0.7635
+
+
+```
+
+```
+
+ 59/176 [=========>....................] - ETA: 18s - loss: 2.0749 - accuracy: 0.4453 - top-5-accuracy: 0.7630
+
+
+```
+
+```
+
+ 60/176 [=========>....................] - ETA: 18s - loss: 2.0737 - accuracy: 0.4460 - top-5-accuracy: 0.7630
+
+
+```
+
+```
+
+ 61/176 [=========>....................] - ETA: 18s - loss: 2.0705 - accuracy: 0.4470 - top-5-accuracy: 0.7631
+
+
+```
+
+```
+
+ 62/176 [=========>....................] - ETA: 18s - loss: 2.0727 - accuracy: 0.4463 - top-5-accuracy: 0.7632
+
+
+```
+
+```
+
+ 63/176 [=========>....................] - ETA: 17s - loss: 2.0716 - accuracy: 0.4466 - top-5-accuracy: 0.7634
+
+
+```
+
+```
+
+ 64/176 [=========>....................] - ETA: 17s - loss: 2.0744 - accuracy: 0.4462 - top-5-accuracy: 0.7625
+
+
+```
+
+```
+
+ 65/176 [==========>...................] - ETA: 17s - loss: 2.0732 - accuracy: 0.4462 - top-5-accuracy: 0.7626
+
+
+```
+
+```
+
+ 66/176 [==========>...................] - ETA: 17s - loss: 2.0735 - accuracy: 0.4457 - top-5-accuracy: 0.7625
+
+
+```
+
+```
+
+ 67/176 [==========>...................] - ETA: 17s - loss: 2.0741 - accuracy: 0.4453 - top-5-accuracy: 0.7623
+
+
+```
+
+```
+
+ 68/176 [==========>...................] - ETA: 17s - loss: 2.0767 - accuracy: 0.4451 - top-5-accuracy: 0.7617
+
+
+```
+
+```
+
+ 69/176 [==========>...................] - ETA: 16s - loss: 2.0785 - accuracy: 0.4441 - top-5-accuracy: 0.7612
+
+
+```
+
+```
+
+ 70/176 [==========>...................] - ETA: 16s - loss: 2.0775 - accuracy: 0.4443 - top-5-accuracy: 0.7611
+
+
+```
+
+```
+
+ 71/176 [===========>..................] - ETA: 16s - loss: 2.0780 - accuracy: 0.4442 - top-5-accuracy: 0.7607
+
+
+```
+
+```
+
+ 72/176 [===========>..................] - ETA: 16s - loss: 2.0762 - accuracy: 0.4445 - top-5-accuracy: 0.7611
+
+
+```
+
+```
+
+ 73/176 [===========>..................] - ETA: 16s - loss: 2.0755 - accuracy: 0.4449 - top-5-accuracy: 0.7615
+
+
+```
+
+```
+
+ 74/176 [===========>..................] - ETA: 16s - loss: 2.0765 - accuracy: 0.4442 - top-5-accuracy: 0.7616
+
+
+```
+
+```
+
+ 75/176 [===========>..................] - ETA: 16s - loss: 2.0792 - accuracy: 0.4438 - top-5-accuracy: 0.7609
+
+
+```
+
+```
+
+ 76/176 [===========>..................] - ETA: 15s - loss: 2.0797 - accuracy: 0.4434 - top-5-accuracy: 0.7608
+
+
+```
+
+```
+
+ 77/176 [============>.................] - ETA: 15s - loss: 2.0798 - accuracy: 0.4435 - top-5-accuracy: 0.7608
+
+
+```
+
+```
+
+ 78/176 [============>.................] - ETA: 15s - loss: 2.0818 - accuracy: 0.4429 - top-5-accuracy: 0.7606
+
+
+```
+
+```
+
+ 79/176 [============>.................] - ETA: 15s - loss: 2.0802 - accuracy: 0.4433 - top-5-accuracy: 0.7609
+
+
+```
+
+```
+
+ 80/176 [============>.................] - ETA: 15s - loss: 2.0808 - accuracy: 0.4431 - top-5-accuracy: 0.7606
+
+
+```
+
+```
+
+ 81/176 [============>.................] - ETA: 15s - loss: 2.0808 - accuracy: 0.4432 - top-5-accuracy: 0.7608
+
+
+```
+
+```
+
+ 82/176 [============>.................] - ETA: 14s - loss: 2.0810 - accuracy: 0.4430 - top-5-accuracy: 0.7604
+
+
+```
+
+```
+
+ 83/176 [=============>................] - ETA: 14s - loss: 2.0823 - accuracy: 0.4427 - top-5-accuracy: 0.7596
+
+
+```
+
+```
+
+ 84/176 [=============>................] - ETA: 14s - loss: 2.0834 - accuracy: 0.4424 - top-5-accuracy: 0.7592
+
+
+```
+
+```
+
+ 85/176 [=============>................] - ETA: 14s - loss: 2.0837 - accuracy: 0.4421 - top-5-accuracy: 0.7594
+
+
+```
+
+```
+
+ 86/176 [=============>................] - ETA: 14s - loss: 2.0815 - accuracy: 0.4423 - top-5-accuracy: 0.7599
+
+
+```
+
+```
+
+ 87/176 [=============>................] - ETA: 14s - loss: 2.0817 - accuracy: 0.4419 - top-5-accuracy: 0.7596
+
+
+```
+
+```
+
+ 88/176 [==============>...............] - ETA: 13s - loss: 2.0798 - accuracy: 0.4429 - top-5-accuracy: 0.7596
+
+
+```
+
+```
+
+ 89/176 [==============>...............] - ETA: 13s - loss: 2.0808 - accuracy: 0.4423 - top-5-accuracy: 0.7593
+
+
+```
+
+```
+
+ 90/176 [==============>...............] - ETA: 13s - loss: 2.0816 - accuracy: 0.4421 - top-5-accuracy: 0.7593
+
+
+```
+
+```
+
+ 91/176 [==============>...............] - ETA: 13s - loss: 2.0815 - accuracy: 0.4417 - top-5-accuracy: 0.7592
+
+
+```
+
+```
+
+ 92/176 [==============>...............] - ETA: 13s - loss: 2.0802 - accuracy: 0.4419 - top-5-accuracy: 0.7595
+
+
+```
+
+```
+
+ 93/176 [==============>...............] - ETA: 13s - loss: 2.0794 - accuracy: 0.4420 - top-5-accuracy: 0.7599
+
+
+```
+
+```
+
+ 94/176 [===============>..............] - ETA: 12s - loss: 2.0803 - accuracy: 0.4418 - top-5-accuracy: 0.7594
+
+
+```
+
+```
+
+ 95/176 [===============>..............] - ETA: 12s - loss: 2.0792 - accuracy: 0.4424 - top-5-accuracy: 0.7594
+
+
+```
+
+```
+
+ 96/176 [===============>..............] - ETA: 12s - loss: 2.0786 - accuracy: 0.4424 - top-5-accuracy: 0.7595
+
+
+```
+
+```
+
+ 97/176 [===============>..............] - ETA: 12s - loss: 2.0789 - accuracy: 0.4424 - top-5-accuracy: 0.7593
+
+
+```
+
+```
+
+ 98/176 [===============>..............] - ETA: 12s - loss: 2.0790 - accuracy: 0.4422 - top-5-accuracy: 0.7591
+
+
+```
+
+```
+
+ 99/176 [===============>..............] - ETA: 12s - loss: 2.0790 - accuracy: 0.4424 - top-5-accuracy: 0.7589
+
+
+```
+
+```
+
+100/176 [================>.............] - ETA: 12s - loss: 2.0797 - accuracy: 0.4423 - top-5-accuracy: 0.7590
+
+
+```
+
+```
+
+101/176 [================>.............] - ETA: 11s - loss: 2.0807 - accuracy: 0.4421 - top-5-accuracy: 0.7589
+
+
+```
+
+```
+
+102/176 [================>.............] - ETA: 11s - loss: 2.0818 - accuracy: 0.4416 - top-5-accuracy: 0.7587
+
+
+```
+
+```
+
+103/176 [================>.............] - ETA: 11s - loss: 2.0801 - accuracy: 0.4424 - top-5-accuracy: 0.7589
+
+
+```
+
+```
+
+104/176 [================>.............] - ETA: 11s - loss: 2.0792 - accuracy: 0.4428 - top-5-accuracy: 0.7591
+
+
+```
+
+```
+
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+
+
+```
+
+```
+
+106/176 [=================>............] - ETA: 11s - loss: 2.0807 - accuracy: 0.4424 - top-5-accuracy: 0.7585
+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
+109/176 [=================>............] - ETA: 10s - loss: 2.0813 - accuracy: 0.4424 - top-5-accuracy: 0.7580
+
+
+```
+
+```
+
+110/176 [=================>............] - ETA: 10s - loss: 2.0821 - accuracy: 0.4425 - top-5-accuracy: 0.7579
+
+
+```
+
+```
+
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+
+
+```
+
+```
+
+112/176 [==================>...........] - ETA: 10s - loss: 2.0858 - accuracy: 0.4418 - top-5-accuracy: 0.7573
+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
+121/176 [===================>..........] - ETA: 8s - loss: 2.0886 - accuracy: 0.4419 - top-5-accuracy: 0.7562
+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
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+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
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+```
+
+```
+
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+
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+```
+
+```
+
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+
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+```
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+```
+
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+
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+```
+
+```
+
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+
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+```
+
+```
+
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+
+
+```
+
+```
+
+151/176 [========================>.....] - ETA: 3s - loss: 2.0962 - accuracy: 0.4392 - top-5-accuracy: 0.7548
+
+
+```
+
+```
+
+152/176 [========================>.....] - ETA: 3s - loss: 2.0964 - accuracy: 0.4392 - top-5-accuracy: 0.7548
+
+
+```
+
+```
+
+153/176 [=========================>....] - ETA: 3s - loss: 2.0967 - accuracy: 0.4393 - top-5-accuracy: 0.7548
+
+
+```
+
+```
+
+154/176 [=========================>....] - ETA: 3s - loss: 2.0969 - accuracy: 0.4392 - top-5-accuracy: 0.7546
+
+
+```
+
+```
+
+155/176 [=========================>....] - ETA: 3s - loss: 2.0964 - accuracy: 0.4391 - top-5-accuracy: 0.7549
+
+
+```
+
+```
+
+156/176 [=========================>....] - ETA: 3s - loss: 2.0963 - accuracy: 0.4393 - top-5-accuracy: 0.7547
+
+
+```
+
+```
+
+157/176 [=========================>....] - ETA: 3s - loss: 2.0973 - accuracy: 0.4391 - top-5-accuracy: 0.7547
+
+
+```
+
+```
+
+158/176 [=========================>....] - ETA: 2s - loss: 2.0972 - accuracy: 0.4392 - top-5-accuracy: 0.7547
+
+
+```
+
+```
+
+159/176 [==========================>...] - ETA: 2s - loss: 2.0970 - accuracy: 0.4394 - top-5-accuracy: 0.7548
+
+
+```
+
+```
+
+160/176 [==========================>...] - ETA: 2s - loss: 2.0966 - accuracy: 0.4395 - top-5-accuracy: 0.7548
+
+
+```
+
+```
+
+161/176 [==========================>...] - ETA: 2s - loss: 2.0960 - accuracy: 0.4397 - top-5-accuracy: 0.7549
+
+
+```
+
+```
+
+162/176 [==========================>...] - ETA: 2s - loss: 2.0961 - accuracy: 0.4398 - top-5-accuracy: 0.7549
+
+
+```
+
+```
+
+163/176 [==========================>...] - ETA: 2s - loss: 2.0971 - accuracy: 0.4397 - top-5-accuracy: 0.7547
+
+
+```
+
+```
+
+164/176 [==========================>...] - ETA: 1s - loss: 2.0979 - accuracy: 0.4395 - top-5-accuracy: 0.7546
+
+
+```
+
+```
+
+165/176 [===========================>..] - ETA: 1s - loss: 2.0984 - accuracy: 0.4395 - top-5-accuracy: 0.7545
+
+
+```
+
+```
+
+166/176 [===========================>..] - ETA: 1s - loss: 2.0985 - accuracy: 0.4395 - top-5-accuracy: 0.7546
+
+
+```
+
+```
+
+167/176 [===========================>..] - ETA: 1s - loss: 2.0982 - accuracy: 0.4396 - top-5-accuracy: 0.7547
+
+
+```
+
+```
+
+168/176 [===========================>..] - ETA: 1s - loss: 2.0983 - accuracy: 0.4394 - top-5-accuracy: 0.7546
+
+
+```
+
+```
+
+169/176 [===========================>..] - ETA: 1s - loss: 2.0986 - accuracy: 0.4392 - top-5-accuracy: 0.7545
+
+
+```
+
+```
+
+170/176 [===========================>..] - ETA: 0s - loss: 2.0982 - accuracy: 0.4392 - top-5-accuracy: 0.7546
+
+
+```
+
+```
+
+171/176 [============================>.] - ETA: 0s - loss: 2.0986 - accuracy: 0.4391 - top-5-accuracy: 0.7542
+
+
+```
+
+```
+
+172/176 [============================>.] - ETA: 0s - loss: 2.0991 - accuracy: 0.4392 - top-5-accuracy: 0.7542
+
+
+```
+
+```
+
+173/176 [============================>.] - ETA: 0s - loss: 2.0996 - accuracy: 0.4390 - top-5-accuracy: 0.7540
+
+
+```
+
+```
+
+174/176 [============================>.] - ETA: 0s - loss: 2.1008 - accuracy: 0.4388 - top-5-accuracy: 0.7538
+
+
+```
+
+```
+
+175/176 [============================>.] - ETA: 0s - loss: 2.1011 - accuracy: 0.4390 - top-5-accuracy: 0.7539
+
+
+```
+
+```
+
+176/176 [==============================] - ETA: 0s - loss: 2.1023 - accuracy: 0.4386 - top-5-accuracy: 0.7536
+
+
+```
+
+```
+
+176/176 [==============================] - 29s 164ms/step - loss: 2.1023 - accuracy: 0.4386 - top-5-accuracy: 0.7536 - val_loss: 2.1349 - val_accuracy: 0.4494 - val_top-5-accuracy: 0.7464
+
+
+
+```
+Epoch 21/50
+
+```
+
+
+ 1/176 [..............................] - ETA: 27s - loss: 2.1531 - accuracy: 0.4219 - top-5-accuracy: 0.7578
+
+
+```
+
+```
+
+ 2/176 [..............................] - ETA: 27s - loss: 2.1164 - accuracy: 0.4121 - top-5-accuracy: 0.7539
+
+
+```
+
+```
+
+ 3/176 [..............................] - ETA: 27s - loss: 2.1285 - accuracy: 0.4193 - top-5-accuracy: 0.7474
+
+
+```
+
+```
+
+ 4/176 [..............................] - ETA: 27s - loss: 2.0788 - accuracy: 0.4355 - top-5-accuracy: 0.7510
+
+
+```
+
+```
+
+ 5/176 [..............................] - ETA: 27s - loss: 2.0637 - accuracy: 0.4477 - top-5-accuracy: 0.7563
+
+
+```
+
+```
+
+ 6/176 [>.............................] - ETA: 26s - loss: 2.0523 - accuracy: 0.4512 - top-5-accuracy: 0.7630
+
+
+```
+
+```
+
+ 7/176 [>.............................] - ETA: 26s - loss: 2.0679 - accuracy: 0.4503 - top-5-accuracy: 0.7595
+
+
+```
+
+```
+
+ 8/176 [>.............................] - ETA: 26s - loss: 2.0536 - accuracy: 0.4536 - top-5-accuracy: 0.7627
+
+
+```
+
+```
+
+ 9/176 [>.............................] - ETA: 26s - loss: 2.0593 - accuracy: 0.4514 - top-5-accuracy: 0.7604
+
+
+```
+
+```
+
+ 10/176 [>.............................] - ETA: 26s - loss: 2.0374 - accuracy: 0.4578 - top-5-accuracy: 0.7637
+
+
+```
+
+```
+
+ 11/176 [>.............................] - ETA: 26s - loss: 2.0368 - accuracy: 0.4542 - top-5-accuracy: 0.7646
+
+
+```
+
+```
+
+ 12/176 [=>............................] - ETA: 25s - loss: 2.0320 - accuracy: 0.4548 - top-5-accuracy: 0.7656
+
+
+```
+
+```
+
+ 13/176 [=>............................] - ETA: 25s - loss: 2.0342 - accuracy: 0.4531 - top-5-accuracy: 0.7683
+
+
+```
+
+```
+
+ 14/176 [=>............................] - ETA: 25s - loss: 2.0323 - accuracy: 0.4540 - top-5-accuracy: 0.7676
+
+
+```
+
+```
+
+ 15/176 [=>............................] - ETA: 25s - loss: 2.0211 - accuracy: 0.4555 - top-5-accuracy: 0.7698
+
+
+```
+
+```
+
+ 16/176 [=>............................] - ETA: 25s - loss: 2.0341 - accuracy: 0.4524 - top-5-accuracy: 0.7681
+
+
+```
+
+```
+
+ 17/176 [=>............................] - ETA: 25s - loss: 2.0255 - accuracy: 0.4563 - top-5-accuracy: 0.7700
+
+
+```
+
+```
+
+ 18/176 [==>...........................] - ETA: 25s - loss: 2.0374 - accuracy: 0.4540 - top-5-accuracy: 0.7687
+
+
+```
+
+```
+
+ 19/176 [==>...........................] - ETA: 24s - loss: 2.0292 - accuracy: 0.4554 - top-5-accuracy: 0.7710
+
+
+```
+
+```
+
+ 20/176 [==>...........................] - ETA: 24s - loss: 2.0212 - accuracy: 0.4578 - top-5-accuracy: 0.7721
+
+
+```
+
+```
+
+ 21/176 [==>...........................] - ETA: 24s - loss: 2.0198 - accuracy: 0.4570 - top-5-accuracy: 0.7729
+
+
+```
+
+```
+
+ 22/176 [==>...........................] - ETA: 24s - loss: 2.0156 - accuracy: 0.4593 - top-5-accuracy: 0.7734
+
+
+```
+
+```
+
+ 23/176 [==>...........................] - ETA: 24s - loss: 2.0169 - accuracy: 0.4589 - top-5-accuracy: 0.7728
+
+
+```
+
+```
+
+ 24/176 [===>..........................] - ETA: 24s - loss: 2.0193 - accuracy: 0.4580 - top-5-accuracy: 0.7729
+
+
+```
+
+```
+
+ 25/176 [===>..........................] - ETA: 23s - loss: 2.0128 - accuracy: 0.4589 - top-5-accuracy: 0.7741
+
+
+```
+
+```
+
+ 26/176 [===>..........................] - ETA: 23s - loss: 2.0219 - accuracy: 0.4584 - top-5-accuracy: 0.7727
+
+
+```
+
+```
+
+ 27/176 [===>..........................] - ETA: 23s - loss: 2.0239 - accuracy: 0.4570 - top-5-accuracy: 0.7721
+
+
+```
+
+```
+
+ 28/176 [===>..........................] - ETA: 23s - loss: 2.0229 - accuracy: 0.4573 - top-5-accuracy: 0.7726
+
+
+```
+
+```
+
+ 29/176 [===>..........................] - ETA: 23s - loss: 2.0214 - accuracy: 0.4565 - top-5-accuracy: 0.7737
+
+
+```
+
+```
+
+ 30/176 [====>.........................] - ETA: 23s - loss: 2.0194 - accuracy: 0.4572 - top-5-accuracy: 0.7737
+
+
+```
+
+```
+
+ 31/176 [====>.........................] - ETA: 22s - loss: 2.0171 - accuracy: 0.4569 - top-5-accuracy: 0.7739
+
+
+```
+
+```
+
+ 32/176 [====>.........................] - ETA: 22s - loss: 2.0211 - accuracy: 0.4563 - top-5-accuracy: 0.7726
+
+
+```
+
+```
+
+ 33/176 [====>.........................] - ETA: 22s - loss: 2.0144 - accuracy: 0.4586 - top-5-accuracy: 0.7743
+
+
+```
+
+```
+
+ 34/176 [====>.........................] - ETA: 22s - loss: 2.0129 - accuracy: 0.4585 - top-5-accuracy: 0.7750
+
+
+```
+
+```
+
+ 35/176 [====>.........................] - ETA: 22s - loss: 2.0112 - accuracy: 0.4580 - top-5-accuracy: 0.7754
+
+
+```
+
+```
+
+ 36/176 [=====>........................] - ETA: 22s - loss: 2.0128 - accuracy: 0.4587 - top-5-accuracy: 0.7753
+
+
+```
+
+```
+
+ 37/176 [=====>........................] - ETA: 22s - loss: 2.0103 - accuracy: 0.4592 - top-5-accuracy: 0.7759
+
+
+```
+
+```
+
+ 38/176 [=====>........................] - ETA: 21s - loss: 2.0146 - accuracy: 0.4584 - top-5-accuracy: 0.7755
+
+
+```
+
+```
+
+ 39/176 [=====>........................] - ETA: 21s - loss: 2.0173 - accuracy: 0.4576 - top-5-accuracy: 0.7746
+
+
+```
+
+```
+
+ 40/176 [=====>........................] - ETA: 21s - loss: 2.0171 - accuracy: 0.4578 - top-5-accuracy: 0.7746
+
+
+```
+
+```
+
+ 41/176 [=====>........................] - ETA: 21s - loss: 2.0191 - accuracy: 0.4573 - top-5-accuracy: 0.7739
+
+
+```
+
+```
+
+ 42/176 [======>.......................] - ETA: 21s - loss: 2.0235 - accuracy: 0.4562 - top-5-accuracy: 0.7733
+
+
+```
+
+```
+
+ 43/176 [======>.......................] - ETA: 21s - loss: 2.0217 - accuracy: 0.4556 - top-5-accuracy: 0.7733
+
+
+```
+
+```
+
+ 44/176 [======>.......................] - ETA: 20s - loss: 2.0223 - accuracy: 0.4567 - top-5-accuracy: 0.7733
+
+
+```
+
+```
+
+ 45/176 [======>.......................] - ETA: 20s - loss: 2.0224 - accuracy: 0.4564 - top-5-accuracy: 0.7736
+
+
+```
+
+```
+
+ 46/176 [======>.......................] - ETA: 20s - loss: 2.0210 - accuracy: 0.4569 - top-5-accuracy: 0.7743
+
+
+```
+
+```
+
+ 47/176 [=======>......................] - ETA: 20s - loss: 2.0212 - accuracy: 0.4566 - top-5-accuracy: 0.7734
+
+
+```
+
+```
+
+ 48/176 [=======>......................] - ETA: 20s - loss: 2.0209 - accuracy: 0.4572 - top-5-accuracy: 0.7738
+
+
+```
+
+```
+
+ 49/176 [=======>......................] - ETA: 20s - loss: 2.0237 - accuracy: 0.4563 - top-5-accuracy: 0.7730
+
+
+```
+
+```
+
+ 50/176 [=======>......................] - ETA: 19s - loss: 2.0243 - accuracy: 0.4563 - top-5-accuracy: 0.7723
+
+
+```
+
+```
+
+ 51/176 [=======>......................] - ETA: 19s - loss: 2.0287 - accuracy: 0.4557 - top-5-accuracy: 0.7711
+
+
+```
+
+```
+
+ 52/176 [=======>......................] - ETA: 19s - loss: 2.0329 - accuracy: 0.4549 - top-5-accuracy: 0.7699
+
+
+```
+
+```
+
+ 53/176 [========>.....................] - ETA: 19s - loss: 2.0302 - accuracy: 0.4556 - top-5-accuracy: 0.7703
+
+
+```
+
+```
+
+ 54/176 [========>.....................] - ETA: 19s - loss: 2.0328 - accuracy: 0.4544 - top-5-accuracy: 0.7700
+
+
+```
+
+```
+
+ 55/176 [========>.....................] - ETA: 19s - loss: 2.0331 - accuracy: 0.4543 - top-5-accuracy: 0.7701
+
+
+```
+
+```
+
+ 56/176 [========>.....................] - ETA: 19s - loss: 2.0331 - accuracy: 0.4545 - top-5-accuracy: 0.7694
+
+
+```
+
+```
+
+ 57/176 [========>.....................] - ETA: 18s - loss: 2.0355 - accuracy: 0.4541 - top-5-accuracy: 0.7683
+
+
+```
+
+```
+
+ 58/176 [========>.....................] - ETA: 18s - loss: 2.0333 - accuracy: 0.4547 - top-5-accuracy: 0.7683
+
+
+```
+
+```
+
+ 59/176 [=========>....................] - ETA: 18s - loss: 2.0353 - accuracy: 0.4543 - top-5-accuracy: 0.7678
+
+
+```
+
+```
+
+ 60/176 [=========>....................] - ETA: 18s - loss: 2.0341 - accuracy: 0.4547 - top-5-accuracy: 0.7681
+
+
+```
+
+```
+
+ 61/176 [=========>....................] - ETA: 18s - loss: 2.0333 - accuracy: 0.4545 - top-5-accuracy: 0.7678
+
+
+```
+
+```
+
+ 62/176 [=========>....................] - ETA: 18s - loss: 2.0340 - accuracy: 0.4543 - top-5-accuracy: 0.7674
+
+
+```
+
+```
+
+ 63/176 [=========>....................] - ETA: 17s - loss: 2.0321 - accuracy: 0.4547 - top-5-accuracy: 0.7676
+
+
+```
+
+```
+
+ 64/176 [=========>....................] - ETA: 17s - loss: 2.0330 - accuracy: 0.4543 - top-5-accuracy: 0.7672
+
+
+```
+
+```
+
+ 65/176 [==========>...................] - ETA: 17s - loss: 2.0333 - accuracy: 0.4543 - top-5-accuracy: 0.7668
+
+
+```
+
+```
+
+ 66/176 [==========>...................] - ETA: 17s - loss: 2.0348 - accuracy: 0.4534 - top-5-accuracy: 0.7670
+
+
+```
+
+```
+
+ 67/176 [==========>...................] - ETA: 17s - loss: 2.0343 - accuracy: 0.4538 - top-5-accuracy: 0.7669
+
+
+```
+
+```
+
+ 68/176 [==========>...................] - ETA: 17s - loss: 2.0324 - accuracy: 0.4543 - top-5-accuracy: 0.7673
+
+
+```
+
+```
+
+ 69/176 [==========>...................] - ETA: 16s - loss: 2.0331 - accuracy: 0.4540 - top-5-accuracy: 0.7670
+
+
+```
+
+```
+
+ 70/176 [==========>...................] - ETA: 16s - loss: 2.0344 - accuracy: 0.4540 - top-5-accuracy: 0.7667
+
+
+```
+
+```
+
+ 71/176 [===========>..................] - ETA: 16s - loss: 2.0367 - accuracy: 0.4541 - top-5-accuracy: 0.7663
+
+
+```
+
+```
+
+ 72/176 [===========>..................] - ETA: 16s - loss: 2.0362 - accuracy: 0.4542 - top-5-accuracy: 0.7668
+
+
+```
+
+```
+
+ 73/176 [===========>..................] - ETA: 16s - loss: 2.0369 - accuracy: 0.4541 - top-5-accuracy: 0.7666
+
+
+```
+
+```
+
+ 74/176 [===========>..................] - ETA: 16s - loss: 2.0362 - accuracy: 0.4544 - top-5-accuracy: 0.7671
+
+
+```
+
+```
+
+ 75/176 [===========>..................] - ETA: 15s - loss: 2.0377 - accuracy: 0.4540 - top-5-accuracy: 0.7669
+
+
+```
+
+```
+
+ 76/176 [===========>..................] - ETA: 15s - loss: 2.0380 - accuracy: 0.4540 - top-5-accuracy: 0.7672
+
+
+```
+
+```
+
+ 77/176 [============>.................] - ETA: 15s - loss: 2.0391 - accuracy: 0.4534 - top-5-accuracy: 0.7665
+
+
+```
+
+```
+
+ 78/176 [============>.................] - ETA: 15s - loss: 2.0434 - accuracy: 0.4523 - top-5-accuracy: 0.7662
+
+
+```
+
+```
+
+ 79/176 [============>.................] - ETA: 15s - loss: 2.0447 - accuracy: 0.4521 - top-5-accuracy: 0.7659
+
+
+```
+
+```
+
+ 80/176 [============>.................] - ETA: 15s - loss: 2.0471 - accuracy: 0.4516 - top-5-accuracy: 0.7649
+
+
+```
+
+```
+
+ 81/176 [============>.................] - ETA: 15s - loss: 2.0474 - accuracy: 0.4517 - top-5-accuracy: 0.7649
+
+
+```
+
+```
+
+ 82/176 [============>.................] - ETA: 14s - loss: 2.0470 - accuracy: 0.4519 - top-5-accuracy: 0.7651
+
+
+```
+
+```
+
+ 83/176 [=============>................] - ETA: 14s - loss: 2.0500 - accuracy: 0.4512 - top-5-accuracy: 0.7645
+
+
+```
+
+```
+
+ 84/176 [=============>................] - ETA: 14s - loss: 2.0486 - accuracy: 0.4518 - top-5-accuracy: 0.7650
+
+
+```
+
+```
+
+ 85/176 [=============>................] - ETA: 14s - loss: 2.0482 - accuracy: 0.4519 - top-5-accuracy: 0.7651
+
+
+```
+
+```
+
+ 86/176 [=============>................] - ETA: 14s - loss: 2.0476 - accuracy: 0.4521 - top-5-accuracy: 0.7651
+
+
+```
+
+```
+
+ 87/176 [=============>................] - ETA: 14s - loss: 2.0468 - accuracy: 0.4524 - top-5-accuracy: 0.7652
+
+
+```
+
+```
+
+ 88/176 [==============>...............] - ETA: 13s - loss: 2.0481 - accuracy: 0.4518 - top-5-accuracy: 0.7646
+
+
+```
+
+```
+
+ 89/176 [==============>...............] - ETA: 13s - loss: 2.0452 - accuracy: 0.4524 - top-5-accuracy: 0.7654
+
+
+```
+
+```
+
+ 90/176 [==============>...............] - ETA: 13s - loss: 2.0453 - accuracy: 0.4522 - top-5-accuracy: 0.7656
+
+
+```
+
+```
+
+ 91/176 [==============>...............] - ETA: 13s - loss: 2.0449 - accuracy: 0.4521 - top-5-accuracy: 0.7657
+
+
+```
+
+```
+
+ 92/176 [==============>...............] - ETA: 13s - loss: 2.0456 - accuracy: 0.4518 - top-5-accuracy: 0.7655
+
+
+```
+
+```
+
+ 93/176 [==============>...............] - ETA: 13s - loss: 2.0470 - accuracy: 0.4512 - top-5-accuracy: 0.7655
+
+
+```
+
+```
+
+ 94/176 [===============>..............] - ETA: 12s - loss: 2.0451 - accuracy: 0.4517 - top-5-accuracy: 0.7656
+
+
+```
+
+```
+
+ 95/176 [===============>..............] - ETA: 12s - loss: 2.0460 - accuracy: 0.4519 - top-5-accuracy: 0.7656
+
+
+```
+
+```
+
+ 96/176 [===============>..............] - ETA: 12s - loss: 2.0462 - accuracy: 0.4517 - top-5-accuracy: 0.7656
+
+
+```
+
+```
+
+ 97/176 [===============>..............] - ETA: 12s - loss: 2.0460 - accuracy: 0.4519 - top-5-accuracy: 0.7657
+
+
+```
+
+```
+
+ 98/176 [===============>..............] - ETA: 12s - loss: 2.0466 - accuracy: 0.4520 - top-5-accuracy: 0.7657
+
+
+```
+
+```
+
+ 99/176 [===============>..............] - ETA: 12s - loss: 2.0499 - accuracy: 0.4512 - top-5-accuracy: 0.7652
+
+
+```
+
+```
+
+100/176 [================>.............] - ETA: 12s - loss: 2.0504 - accuracy: 0.4509 - top-5-accuracy: 0.7653
+
+
+```
+
+```
+
+101/176 [================>.............] - ETA: 11s - loss: 2.0514 - accuracy: 0.4507 - top-5-accuracy: 0.7649
+
+
+```
+
+```
+
+102/176 [================>.............] - ETA: 11s - loss: 2.0514 - accuracy: 0.4508 - top-5-accuracy: 0.7649
+
+
+```
+
+```
+
+103/176 [================>.............] - ETA: 11s - loss: 2.0520 - accuracy: 0.4508 - top-5-accuracy: 0.7650
+
+
+```
+
+```
+
+104/176 [================>.............] - ETA: 11s - loss: 2.0545 - accuracy: 0.4502 - top-5-accuracy: 0.7645
+
+
+```
+
+```
+
+105/176 [================>.............] - ETA: 11s - loss: 2.0548 - accuracy: 0.4504 - top-5-accuracy: 0.7644
+
+
+```
+
+```
+
+106/176 [=================>............] - ETA: 11s - loss: 2.0561 - accuracy: 0.4501 - top-5-accuracy: 0.7642
+
+
+```
+
+```
+
+107/176 [=================>............] - ETA: 10s - loss: 2.0550 - accuracy: 0.4505 - top-5-accuracy: 0.7647
+
+
+```
+
+```
+
+108/176 [=================>............] - ETA: 10s - loss: 2.0555 - accuracy: 0.4500 - top-5-accuracy: 0.7644
+
+
+```
+
+```
+
+109/176 [=================>............] - ETA: 10s - loss: 2.0550 - accuracy: 0.4495 - top-5-accuracy: 0.7644
+
+
+```
+
+```
+
+110/176 [=================>............] - ETA: 10s - loss: 2.0558 - accuracy: 0.4495 - top-5-accuracy: 0.7643
+
+
+```
+
+```
+
+111/176 [=================>............] - ETA: 10s - loss: 2.0546 - accuracy: 0.4497 - top-5-accuracy: 0.7644
+
+
+```
+
+```
+
+112/176 [==================>...........] - ETA: 10s - loss: 2.0559 - accuracy: 0.4495 - top-5-accuracy: 0.7640
+
+
+```
+
+```
+
+113/176 [==================>...........] - ETA: 9s - loss: 2.0566 - accuracy: 0.4494 - top-5-accuracy: 0.7640
+
+
+```
+
+```
+
+114/176 [==================>...........] - ETA: 9s - loss: 2.0575 - accuracy: 0.4493 - top-5-accuracy: 0.7635
+
+
+```
+
+```
+
+115/176 [==================>...........] - ETA: 9s - loss: 2.0573 - accuracy: 0.4493 - top-5-accuracy: 0.7635
+
+
+```
+
+```
+
+116/176 [==================>...........] - ETA: 9s - loss: 2.0589 - accuracy: 0.4488 - top-5-accuracy: 0.7630
+
+
+```
+
+```
+
+117/176 [==================>...........] - ETA: 9s - loss: 2.0578 - accuracy: 0.4493 - top-5-accuracy: 0.7633
+
+
+```
+
+```
+
+118/176 [===================>..........] - ETA: 9s - loss: 2.0597 - accuracy: 0.4492 - top-5-accuracy: 0.7624
+
+
+```
+
+```
+
+119/176 [===================>..........] - ETA: 9s - loss: 2.0593 - accuracy: 0.4494 - top-5-accuracy: 0.7624
+
+
+```
+
+```
+
+120/176 [===================>..........] - ETA: 8s - loss: 2.0608 - accuracy: 0.4490 - top-5-accuracy: 0.7620
+
+
+```
+
+```
+
+121/176 [===================>..........] - ETA: 8s - loss: 2.0609 - accuracy: 0.4492 - top-5-accuracy: 0.7618
+
+
+```
+
+```
+
+122/176 [===================>..........] - ETA: 8s - loss: 2.0608 - accuracy: 0.4491 - top-5-accuracy: 0.7618
+
+
+```
+
+```
+
+123/176 [===================>..........] - ETA: 8s - loss: 2.0601 - accuracy: 0.4492 - top-5-accuracy: 0.7620
+
+
+```
+
+```
+
+124/176 [====================>.........] - ETA: 8s - loss: 2.0588 - accuracy: 0.4498 - top-5-accuracy: 0.7620
+
+
+```
+
+```
+
+125/176 [====================>.........] - ETA: 8s - loss: 2.0579 - accuracy: 0.4501 - top-5-accuracy: 0.7620
+
+
+```
+
+```
+
+126/176 [====================>.........] - ETA: 7s - loss: 2.0566 - accuracy: 0.4504 - top-5-accuracy: 0.7622
+
+
+```
+
+```
+
+127/176 [====================>.........] - ETA: 7s - loss: 2.0564 - accuracy: 0.4503 - top-5-accuracy: 0.7621
+
+
+```
+
+```
+
+128/176 [====================>.........] - ETA: 7s - loss: 2.0577 - accuracy: 0.4500 - top-5-accuracy: 0.7619
+
+
+```
+
+```
+
+129/176 [====================>.........] - ETA: 7s - loss: 2.0582 - accuracy: 0.4500 - top-5-accuracy: 0.7618
+
+
+```
+
+```
+
+130/176 [=====================>........] - ETA: 7s - loss: 2.0590 - accuracy: 0.4499 - top-5-accuracy: 0.7617
+
+
+```
+
+```
+
+131/176 [=====================>........] - ETA: 7s - loss: 2.0583 - accuracy: 0.4500 - top-5-accuracy: 0.7620
+
+
+```
+
+```
+
+132/176 [=====================>........] - ETA: 6s - loss: 2.0585 - accuracy: 0.4497 - top-5-accuracy: 0.7620
+
+
+```
+
+```
+
+133/176 [=====================>........] - ETA: 6s - loss: 2.0586 - accuracy: 0.4498 - top-5-accuracy: 0.7619
+
+
+```
+
+```
+
+134/176 [=====================>........] - ETA: 6s - loss: 2.0583 - accuracy: 0.4498 - top-5-accuracy: 0.7622
+
+
+```
+
+```
+
+135/176 [======================>.......] - ETA: 6s - loss: 2.0575 - accuracy: 0.4502 - top-5-accuracy: 0.7623
+
+
+```
+
+```
+
+136/176 [======================>.......] - ETA: 6s - loss: 2.0582 - accuracy: 0.4502 - top-5-accuracy: 0.7621
+
+
+```
+
+```
+
+137/176 [======================>.......] - ETA: 6s - loss: 2.0581 - accuracy: 0.4502 - top-5-accuracy: 0.7621
+
+
+```
+
+```
+
+138/176 [======================>.......] - ETA: 6s - loss: 2.0597 - accuracy: 0.4498 - top-5-accuracy: 0.7619
+
+
+```
+
+```
+
+139/176 [======================>.......] - ETA: 5s - loss: 2.0597 - accuracy: 0.4495 - top-5-accuracy: 0.7620
+
+
+```
+
+```
+
+140/176 [======================>.......] - ETA: 5s - loss: 2.0594 - accuracy: 0.4497 - top-5-accuracy: 0.7620
+
+
+```
+
+```
+
+141/176 [=======================>......] - ETA: 5s - loss: 2.0590 - accuracy: 0.4496 - top-5-accuracy: 0.7619
+
+
+```
+
+```
+
+142/176 [=======================>......] - ETA: 5s - loss: 2.0596 - accuracy: 0.4491 - top-5-accuracy: 0.7618
+
+
+```
+
+```
+
+143/176 [=======================>......] - ETA: 5s - loss: 2.0600 - accuracy: 0.4489 - top-5-accuracy: 0.7619
+
+
+```
+
+```
+
+144/176 [=======================>......] - ETA: 5s - loss: 2.0613 - accuracy: 0.4486 - top-5-accuracy: 0.7617
+
+
+```
+
+```
+
+145/176 [=======================>......] - ETA: 4s - loss: 2.0610 - accuracy: 0.4485 - top-5-accuracy: 0.7620
+
+
+```
+
+```
+
+146/176 [=======================>......] - ETA: 4s - loss: 2.0620 - accuracy: 0.4482 - top-5-accuracy: 0.7618
+
+
+```
+
+```
+
+147/176 [========================>.....] - ETA: 4s - loss: 2.0626 - accuracy: 0.4483 - top-5-accuracy: 0.7616
+
+
+```
+
+```
+
+148/176 [========================>.....] - ETA: 4s - loss: 2.0630 - accuracy: 0.4483 - top-5-accuracy: 0.7617
+
+
+```
+
+```
+
+149/176 [========================>.....] - ETA: 4s - loss: 2.0636 - accuracy: 0.4478 - top-5-accuracy: 0.7616
+
+
+```
+
+```
+
+150/176 [========================>.....] - ETA: 4s - loss: 2.0648 - accuracy: 0.4475 - top-5-accuracy: 0.7615
+
+
+```
+
+```
+
+151/176 [========================>.....] - ETA: 3s - loss: 2.0641 - accuracy: 0.4477 - top-5-accuracy: 0.7616
+
+
+```
+
+```
+
+152/176 [========================>.....] - ETA: 3s - loss: 2.0638 - accuracy: 0.4475 - top-5-accuracy: 0.7617
+
+
+```
+
+```
+
+153/176 [=========================>....] - ETA: 3s - loss: 2.0648 - accuracy: 0.4473 - top-5-accuracy: 0.7617
+
+
+```
+
+```
+
+154/176 [=========================>....] - ETA: 3s - loss: 2.0653 - accuracy: 0.4470 - top-5-accuracy: 0.7614
+
+
+```
+
+```
+
+155/176 [=========================>....] - ETA: 3s - loss: 2.0654 - accuracy: 0.4472 - top-5-accuracy: 0.7615
+
+
+```
+
+```
+
+156/176 [=========================>....] - ETA: 3s - loss: 2.0655 - accuracy: 0.4472 - top-5-accuracy: 0.7615
+
+
+```
+
+```
+
+157/176 [=========================>....] - ETA: 3s - loss: 2.0665 - accuracy: 0.4470 - top-5-accuracy: 0.7613
+
+
+```
+
+```
+
+158/176 [=========================>....] - ETA: 2s - loss: 2.0678 - accuracy: 0.4467 - top-5-accuracy: 0.7609
+
+
+```
+
+```
+
+159/176 [==========================>...] - ETA: 2s - loss: 2.0690 - accuracy: 0.4466 - top-5-accuracy: 0.7606
+
+
+```
+
+```
+
+160/176 [==========================>...] - ETA: 2s - loss: 2.0693 - accuracy: 0.4466 - top-5-accuracy: 0.7606
+
+
+```
+
+```
+
+161/176 [==========================>...] - ETA: 2s - loss: 2.0690 - accuracy: 0.4467 - top-5-accuracy: 0.7607
+
+
+```
+
+```
+
+162/176 [==========================>...] - ETA: 2s - loss: 2.0690 - accuracy: 0.4467 - top-5-accuracy: 0.7606
+
+
+```
+
+```
+
+163/176 [==========================>...] - ETA: 2s - loss: 2.0694 - accuracy: 0.4465 - top-5-accuracy: 0.7606
+
+
+```
+
+```
+
+164/176 [==========================>...] - ETA: 1s - loss: 2.0691 - accuracy: 0.4463 - top-5-accuracy: 0.7606
+
+
+```
+
+```
+
+165/176 [===========================>..] - ETA: 1s - loss: 2.0694 - accuracy: 0.4464 - top-5-accuracy: 0.7606
+
+
+```
+
+```
+
+166/176 [===========================>..] - ETA: 1s - loss: 2.0702 - accuracy: 0.4461 - top-5-accuracy: 0.7605
+
+
+```
+
+```
+
+167/176 [===========================>..] - ETA: 1s - loss: 2.0703 - accuracy: 0.4461 - top-5-accuracy: 0.7604
+
+
+```
+
+```
+
+168/176 [===========================>..] - ETA: 1s - loss: 2.0694 - accuracy: 0.4465 - top-5-accuracy: 0.7606
+
+
+```
+
+```
+
+169/176 [===========================>..] - ETA: 1s - loss: 2.0688 - accuracy: 0.4467 - top-5-accuracy: 0.7606
+
+
+```
+
+```
+
+170/176 [===========================>..] - ETA: 0s - loss: 2.0705 - accuracy: 0.4464 - top-5-accuracy: 0.7604
+
+
+```
+
+```
+
+171/176 [============================>.] - ETA: 0s - loss: 2.0699 - accuracy: 0.4469 - top-5-accuracy: 0.7605
+
+
+```
+
+```
+
+172/176 [============================>.] - ETA: 0s - loss: 2.0694 - accuracy: 0.4468 - top-5-accuracy: 0.7607
+
+
+```
+
+```
+
+173/176 [============================>.] - ETA: 0s - loss: 2.0692 - accuracy: 0.4467 - top-5-accuracy: 0.7608
+
+
+```
+
+```
+
+174/176 [============================>.] - ETA: 0s - loss: 2.0707 - accuracy: 0.4464 - top-5-accuracy: 0.7607
+
+
+```
+
+```
+
+175/176 [============================>.] - ETA: 0s - loss: 2.0708 - accuracy: 0.4463 - top-5-accuracy: 0.7608
+
+
+```
+
+```
+
+176/176 [==============================] - ETA: 0s - loss: 2.0711 - accuracy: 0.4463 - top-5-accuracy: 0.7610
+
+
+```
+
+```
+
+176/176 [==============================] - 29s 164ms/step - loss: 2.0711 - accuracy: 0.4463 - top-5-accuracy: 0.7610 - val_loss: 2.1099 - val_accuracy: 0.4506 - val_top-5-accuracy: 0.7512
+
+
+
+```
+Epoch 22/50
+
+```
+
+
+ 1/176 [..............................] - ETA: 27s - loss: 1.8221 - accuracy: 0.4531 - top-5-accuracy: 0.8320
+
+
+```
+
+```
+
+ 2/176 [..............................] - ETA: 27s - loss: 1.8356 - accuracy: 0.4629 - top-5-accuracy: 0.8125
+
+
+```
+
+```
+
+ 3/176 [..............................] - ETA: 27s - loss: 1.8607 - accuracy: 0.4701 - top-5-accuracy: 0.8034
+
+
+```
+
+```
+
+ 4/176 [..............................] - ETA: 27s - loss: 1.8620 - accuracy: 0.4824 - top-5-accuracy: 0.8057
+
+
+```
+
+```
+
+ 5/176 [..............................] - ETA: 27s - loss: 1.8818 - accuracy: 0.4773 - top-5-accuracy: 0.8016
+
+
+```
+
+```
+
+ 6/176 [>.............................] - ETA: 27s - loss: 1.9053 - accuracy: 0.4720 - top-5-accuracy: 0.7956
+
+
+```
+
+```
+
+ 7/176 [>.............................] - ETA: 26s - loss: 1.9098 - accuracy: 0.4715 - top-5-accuracy: 0.7913
+
+
+```
+
+```
+
+ 8/176 [>.............................] - ETA: 26s - loss: 1.9227 - accuracy: 0.4712 - top-5-accuracy: 0.7905
+
+
+```
+
+```
+
+ 9/176 [>.............................] - ETA: 26s - loss: 1.9097 - accuracy: 0.4696 - top-5-accuracy: 0.7943
+
+
+```
+
+```
+
+ 10/176 [>.............................] - ETA: 26s - loss: 1.9241 - accuracy: 0.4691 - top-5-accuracy: 0.7898
+
+
+```
+
+```
+
+ 11/176 [>.............................] - ETA: 26s - loss: 1.9242 - accuracy: 0.4663 - top-5-accuracy: 0.7876
+
+
+```
+
+```
+
+ 12/176 [=>............................] - ETA: 26s - loss: 1.9193 - accuracy: 0.4665 - top-5-accuracy: 0.7878
+
+
+```
+
+```
+
+ 13/176 [=>............................] - ETA: 25s - loss: 1.9392 - accuracy: 0.4618 - top-5-accuracy: 0.7840
+
+
+```
+
+```
+
+ 14/176 [=>............................] - ETA: 25s - loss: 1.9397 - accuracy: 0.4609 - top-5-accuracy: 0.7840
+
+
+```
+
+```
+
+ 15/176 [=>............................] - ETA: 25s - loss: 1.9491 - accuracy: 0.4609 - top-5-accuracy: 0.7820
+
+
+```
+
+```
+
+ 16/176 [=>............................] - ETA: 25s - loss: 1.9461 - accuracy: 0.4639 - top-5-accuracy: 0.7800
+
+
+```
+
+```
+
+ 17/176 [=>............................] - ETA: 25s - loss: 1.9364 - accuracy: 0.4674 - top-5-accuracy: 0.7815
+
+
+```
+
+```
+
+ 18/176 [==>...........................] - ETA: 25s - loss: 1.9432 - accuracy: 0.4664 - top-5-accuracy: 0.7806
+
+
+```
+
+```
+
+ 19/176 [==>...........................] - ETA: 24s - loss: 1.9443 - accuracy: 0.4675 - top-5-accuracy: 0.7815
+
+
+```
+
+```
+
+ 20/176 [==>...........................] - ETA: 24s - loss: 1.9400 - accuracy: 0.4709 - top-5-accuracy: 0.7826
+
+
+```
+
+```
+
+ 21/176 [==>...........................] - ETA: 24s - loss: 1.9363 - accuracy: 0.4721 - top-5-accuracy: 0.7842
+
+
+```
+
+```
+
+ 22/176 [==>...........................] - ETA: 24s - loss: 1.9349 - accuracy: 0.4723 - top-5-accuracy: 0.7844
+
+
+```
+
+```
+
+ 23/176 [==>...........................] - ETA: 24s - loss: 1.9341 - accuracy: 0.4728 - top-5-accuracy: 0.7841
+
+
+```
+
+```
+
+ 24/176 [===>..........................] - ETA: 24s - loss: 1.9374 - accuracy: 0.4718 - top-5-accuracy: 0.7826
+
+
+```
+
+```
+
+ 25/176 [===>..........................] - ETA: 23s - loss: 1.9438 - accuracy: 0.4719 - top-5-accuracy: 0.7806
+
+
+```
+
+```
+
+ 26/176 [===>..........................] - ETA: 23s - loss: 1.9501 - accuracy: 0.4698 - top-5-accuracy: 0.7793
+
+
+```
+
+```
+
+ 27/176 [===>..........................] - ETA: 23s - loss: 1.9575 - accuracy: 0.4676 - top-5-accuracy: 0.7779
+
+
+```
+
+```
+
+ 28/176 [===>..........................] - ETA: 23s - loss: 1.9592 - accuracy: 0.4664 - top-5-accuracy: 0.7780
+
+
+```
+
+```
+
+ 29/176 [===>..........................] - ETA: 23s - loss: 1.9580 - accuracy: 0.4682 - top-5-accuracy: 0.7784
+
+
+```
+
+```
+
+ 30/176 [====>.........................] - ETA: 23s - loss: 1.9561 - accuracy: 0.4688 - top-5-accuracy: 0.7798
+
+
+```
+
+```
+
+ 31/176 [====>.........................] - ETA: 23s - loss: 1.9581 - accuracy: 0.4690 - top-5-accuracy: 0.7780
+
+
+```
+
+```
+
+ 32/176 [====>.........................] - ETA: 22s - loss: 1.9649 - accuracy: 0.4681 - top-5-accuracy: 0.7759
+
+
+```
+
+```
+
+ 33/176 [====>.........................] - ETA: 22s - loss: 1.9665 - accuracy: 0.4676 - top-5-accuracy: 0.7758
+
+
+```
+
+```
+
+ 34/176 [====>.........................] - ETA: 22s - loss: 1.9640 - accuracy: 0.4676 - top-5-accuracy: 0.7770
+
+
+```
+
+```
+
+ 35/176 [====>.........................] - ETA: 22s - loss: 1.9669 - accuracy: 0.4661 - top-5-accuracy: 0.7766
+
+
+```
+
+```
+
+ 36/176 [=====>........................] - ETA: 22s - loss: 1.9756 - accuracy: 0.4641 - top-5-accuracy: 0.7753
+
+
+```
+
+```
+
+ 37/176 [=====>........................] - ETA: 22s - loss: 1.9760 - accuracy: 0.4646 - top-5-accuracy: 0.7744
+
+
+```
+
+```
+
+ 38/176 [=====>........................] - ETA: 21s - loss: 1.9743 - accuracy: 0.4654 - top-5-accuracy: 0.7750
+
+
+```
+
+```
+
+ 39/176 [=====>........................] - ETA: 21s - loss: 1.9740 - accuracy: 0.4661 - top-5-accuracy: 0.7754
+
+
+```
+
+```
+
+ 40/176 [=====>........................] - ETA: 21s - loss: 1.9732 - accuracy: 0.4667 - top-5-accuracy: 0.7760
+
+
+```
+
+```
+
+ 41/176 [=====>........................] - ETA: 21s - loss: 1.9751 - accuracy: 0.4667 - top-5-accuracy: 0.7759
+
+
+```
+
+```
+
+ 42/176 [======>.......................] - ETA: 21s - loss: 1.9779 - accuracy: 0.4660 - top-5-accuracy: 0.7757
+
+
+```
+
+```
+
+ 43/176 [======>.......................] - ETA: 21s - loss: 1.9749 - accuracy: 0.4664 - top-5-accuracy: 0.7766
+
+
+```
+
+```
+
+ 44/176 [======>.......................] - ETA: 20s - loss: 1.9726 - accuracy: 0.4669 - top-5-accuracy: 0.7770
+
+
+```
+
+```
+
+ 45/176 [======>.......................] - ETA: 20s - loss: 1.9744 - accuracy: 0.4668 - top-5-accuracy: 0.7773
+
+
+```
+
+```
+
+ 46/176 [======>.......................] - ETA: 20s - loss: 1.9741 - accuracy: 0.4665 - top-5-accuracy: 0.7778
+
+
+```
+
+```
+
+ 47/176 [=======>......................] - ETA: 20s - loss: 1.9758 - accuracy: 0.4663 - top-5-accuracy: 0.7769
+
+
+```
+
+```
+
+ 48/176 [=======>......................] - ETA: 20s - loss: 1.9772 - accuracy: 0.4660 - top-5-accuracy: 0.7769
+
+
+```
+
+```
+
+ 49/176 [=======>......................] - ETA: 20s - loss: 1.9771 - accuracy: 0.4660 - top-5-accuracy: 0.7775
+
+
+```
+
+```
+
+ 50/176 [=======>......................] - ETA: 20s - loss: 1.9781 - accuracy: 0.4654 - top-5-accuracy: 0.7780
+
+
+```
+
+```
+
+ 51/176 [=======>......................] - ETA: 19s - loss: 1.9793 - accuracy: 0.4651 - top-5-accuracy: 0.7782
+
+
+```
+
+```
+
+ 52/176 [=======>......................] - ETA: 19s - loss: 1.9777 - accuracy: 0.4657 - top-5-accuracy: 0.7780
+
+
+```
+
+```
+
+ 53/176 [========>.....................] - ETA: 19s - loss: 1.9776 - accuracy: 0.4652 - top-5-accuracy: 0.7779
+
+
+```
+
+```
+
+ 54/176 [========>.....................] - ETA: 19s - loss: 1.9770 - accuracy: 0.4654 - top-5-accuracy: 0.7781
+
+
+```
+
+```
+
+ 55/176 [========>.....................] - ETA: 19s - loss: 1.9737 - accuracy: 0.4662 - top-5-accuracy: 0.7787
+
+
+```
+
+```
+
+ 56/176 [========>.....................] - ETA: 19s - loss: 1.9766 - accuracy: 0.4655 - top-5-accuracy: 0.7781
+
+
+```
+
+```
+
+ 57/176 [========>.....................] - ETA: 18s - loss: 1.9758 - accuracy: 0.4657 - top-5-accuracy: 0.7785
+
+
+```
+
+```
+
+ 58/176 [========>.....................] - ETA: 18s - loss: 1.9801 - accuracy: 0.4647 - top-5-accuracy: 0.7775
+
+
+```
+
+```
+
+ 59/176 [=========>....................] - ETA: 18s - loss: 1.9829 - accuracy: 0.4640 - top-5-accuracy: 0.7772
+
+
+```
+
+```
+
+ 60/176 [=========>....................] - ETA: 18s - loss: 1.9843 - accuracy: 0.4639 - top-5-accuracy: 0.7772
+
+
+```
+
+```
+
+ 61/176 [=========>....................] - ETA: 18s - loss: 1.9806 - accuracy: 0.4646 - top-5-accuracy: 0.7779
+
+
+```
+
+```
+
+ 62/176 [=========>....................] - ETA: 18s - loss: 1.9798 - accuracy: 0.4645 - top-5-accuracy: 0.7780
+
+
+```
+
+```
+
+ 63/176 [=========>....................] - ETA: 17s - loss: 1.9790 - accuracy: 0.4645 - top-5-accuracy: 0.7785
+
+
+```
+
+```
+
+ 64/176 [=========>....................] - ETA: 17s - loss: 1.9793 - accuracy: 0.4645 - top-5-accuracy: 0.7784
+
+
+```
+
+```
+
+ 65/176 [==========>...................] - ETA: 17s - loss: 1.9795 - accuracy: 0.4642 - top-5-accuracy: 0.7784
+
+
+```
+
+```
+
+ 66/176 [==========>...................] - ETA: 17s - loss: 1.9782 - accuracy: 0.4645 - top-5-accuracy: 0.7791
+
+
+```
+
+```
+
+ 67/176 [==========>...................] - ETA: 17s - loss: 1.9790 - accuracy: 0.4651 - top-5-accuracy: 0.7791
+
+
+```
+
+```
+
+ 68/176 [==========>...................] - ETA: 17s - loss: 1.9769 - accuracy: 0.4655 - top-5-accuracy: 0.7794
+
+
+```
+
+```
+
+ 69/176 [==========>...................] - ETA: 17s - loss: 1.9789 - accuracy: 0.4652 - top-5-accuracy: 0.7794
+
+
+```
+
+```
+
+ 70/176 [==========>...................] - ETA: 16s - loss: 1.9826 - accuracy: 0.4645 - top-5-accuracy: 0.7788
+
+
+```
+
+```
+
+ 71/176 [===========>..................] - ETA: 16s - loss: 1.9819 - accuracy: 0.4646 - top-5-accuracy: 0.7788
+
+
+```
+
+```
+
+ 72/176 [===========>..................] - ETA: 16s - loss: 1.9832 - accuracy: 0.4646 - top-5-accuracy: 0.7788
+
+
+```
+
+```
+
+ 73/176 [===========>..................] - ETA: 16s - loss: 1.9829 - accuracy: 0.4647 - top-5-accuracy: 0.7787
+
+
+```
+
+```
+
+ 74/176 [===========>..................] - ETA: 16s - loss: 1.9828 - accuracy: 0.4652 - top-5-accuracy: 0.7785
+
+
+```
+
+```
+
+ 75/176 [===========>..................] - ETA: 16s - loss: 1.9802 - accuracy: 0.4656 - top-5-accuracy: 0.7790
+
+
+```
+
+```
+
+ 76/176 [===========>..................] - ETA: 15s - loss: 1.9794 - accuracy: 0.4659 - top-5-accuracy: 0.7789
+
+
+```
+
+```
+
+ 77/176 [============>.................] - ETA: 15s - loss: 1.9812 - accuracy: 0.4654 - top-5-accuracy: 0.7785
+
+
+```
+
+```
+
+ 78/176 [============>.................] - ETA: 15s - loss: 1.9818 - accuracy: 0.4650 - top-5-accuracy: 0.7785
+
+
+```
+
+```
+
+ 79/176 [============>.................] - ETA: 15s - loss: 1.9818 - accuracy: 0.4647 - top-5-accuracy: 0.7787
+
+
+```
+
+```
+
+ 80/176 [============>.................] - ETA: 15s - loss: 1.9815 - accuracy: 0.4648 - top-5-accuracy: 0.7790
+
+
+```
+
+```
+
+ 81/176 [============>.................] - ETA: 15s - loss: 1.9811 - accuracy: 0.4647 - top-5-accuracy: 0.7786
+
+
+```
+
+```
+
+ 82/176 [============>.................] - ETA: 14s - loss: 1.9811 - accuracy: 0.4647 - top-5-accuracy: 0.7790
+
+
+```
+
+```
+
+ 83/176 [=============>................] - ETA: 14s - loss: 1.9816 - accuracy: 0.4641 - top-5-accuracy: 0.7789
+
+
+```
+
+```
+
+ 84/176 [=============>................] - ETA: 14s - loss: 1.9799 - accuracy: 0.4649 - top-5-accuracy: 0.7790
+
+
+```
+
+```
+
+ 85/176 [=============>................] - ETA: 14s - loss: 1.9826 - accuracy: 0.4646 - top-5-accuracy: 0.7786
+
+
+```
+
+```
+
+ 86/176 [=============>................] - ETA: 14s - loss: 1.9841 - accuracy: 0.4643 - top-5-accuracy: 0.7785
+
+
+```
+
+```
+
+ 87/176 [=============>................] - ETA: 14s - loss: 1.9874 - accuracy: 0.4634 - top-5-accuracy: 0.7777
+
+
+```
+
+```
+
+ 88/176 [==============>...............] - ETA: 13s - loss: 1.9877 - accuracy: 0.4636 - top-5-accuracy: 0.7775
+
+
+```
+
+```
+
+ 89/176 [==============>...............] - ETA: 13s - loss: 1.9871 - accuracy: 0.4632 - top-5-accuracy: 0.7779
+
+
+```
+
+```
+
+ 90/176 [==============>...............] - ETA: 13s - loss: 1.9874 - accuracy: 0.4629 - top-5-accuracy: 0.7776
+
+
+```
+
+```
+
+ 91/176 [==============>...............] - ETA: 13s - loss: 1.9880 - accuracy: 0.4627 - top-5-accuracy: 0.7772
+
+
+```
+
+```
+
+ 92/176 [==============>...............] - ETA: 13s - loss: 1.9890 - accuracy: 0.4628 - top-5-accuracy: 0.7775
+
+
+```
+
+```
+
+ 93/176 [==============>...............] - ETA: 13s - loss: 1.9903 - accuracy: 0.4626 - top-5-accuracy: 0.7773
+
+
+```
+
+```
+
+ 94/176 [===============>..............] - ETA: 13s - loss: 1.9893 - accuracy: 0.4631 - top-5-accuracy: 0.7774
+
+
+```
+
+```
+
+ 95/176 [===============>..............] - ETA: 12s - loss: 1.9888 - accuracy: 0.4633 - top-5-accuracy: 0.7773
+
+
+```
+
+```
+
+ 96/176 [===============>..............] - ETA: 12s - loss: 1.9887 - accuracy: 0.4634 - top-5-accuracy: 0.7772
+
+
+```
+
+```
+
+ 97/176 [===============>..............] - ETA: 12s - loss: 1.9878 - accuracy: 0.4634 - top-5-accuracy: 0.7775
+
+
+```
+
+```
+
+ 98/176 [===============>..............] - ETA: 12s - loss: 1.9887 - accuracy: 0.4632 - top-5-accuracy: 0.7773
+
+
+```
+
+```
+
+ 99/176 [===============>..............] - ETA: 12s - loss: 1.9911 - accuracy: 0.4628 - top-5-accuracy: 0.7770
+
+
+```
+
+```
+
+100/176 [================>.............] - ETA: 12s - loss: 1.9911 - accuracy: 0.4629 - top-5-accuracy: 0.7770
+
+
+```
+
+```
+
+101/176 [================>.............] - ETA: 11s - loss: 1.9940 - accuracy: 0.4619 - top-5-accuracy: 0.7763
+
+
+```
+
+```
+
+102/176 [================>.............] - ETA: 11s - loss: 1.9921 - accuracy: 0.4629 - top-5-accuracy: 0.7765
+
+
+```
+
+```
+
+103/176 [================>.............] - ETA: 11s - loss: 1.9921 - accuracy: 0.4629 - top-5-accuracy: 0.7763
+
+
+```
+
+```
+
+104/176 [================>.............] - ETA: 11s - loss: 1.9925 - accuracy: 0.4630 - top-5-accuracy: 0.7761
+
+
+```
+
+```
+
+105/176 [================>.............] - ETA: 11s - loss: 1.9914 - accuracy: 0.4631 - top-5-accuracy: 0.7763
+
+
+```
+
+```
+
+106/176 [=================>............] - ETA: 11s - loss: 1.9921 - accuracy: 0.4631 - top-5-accuracy: 0.7761
+
+
+```
+
+```
+
+107/176 [=================>............] - ETA: 10s - loss: 1.9946 - accuracy: 0.4625 - top-5-accuracy: 0.7756
+
+
+```
+
+```
+
+108/176 [=================>............] - ETA: 10s - loss: 1.9941 - accuracy: 0.4627 - top-5-accuracy: 0.7756
+
+
+```
+
+```
+
+109/176 [=================>............] - ETA: 10s - loss: 1.9959 - accuracy: 0.4622 - top-5-accuracy: 0.7753
+
+
+```
+
+```
+
+110/176 [=================>............] - ETA: 10s - loss: 1.9965 - accuracy: 0.4619 - top-5-accuracy: 0.7752
+
+
+```
+
+```
+
+111/176 [=================>............] - ETA: 10s - loss: 1.9957 - accuracy: 0.4624 - top-5-accuracy: 0.7756
+
+
+```
+
+```
+
+112/176 [==================>...........] - ETA: 10s - loss: 1.9957 - accuracy: 0.4623 - top-5-accuracy: 0.7758
+
+
+```
+
+```
+
+113/176 [==================>...........] - ETA: 10s - loss: 1.9964 - accuracy: 0.4623 - top-5-accuracy: 0.7756
+
+
+```
+
+```
+
+114/176 [==================>...........] - ETA: 9s - loss: 1.9983 - accuracy: 0.4620 - top-5-accuracy: 0.7755
+
+
+```
+
+```
+
+115/176 [==================>...........] - ETA: 9s - loss: 1.9980 - accuracy: 0.4621 - top-5-accuracy: 0.7757
+
+
+```
+
+```
+
+116/176 [==================>...........] - ETA: 9s - loss: 1.9983 - accuracy: 0.4619 - top-5-accuracy: 0.7754
+
+
+```
+
+```
+
+117/176 [==================>...........] - ETA: 9s - loss: 1.9988 - accuracy: 0.4616 - top-5-accuracy: 0.7753
+
+
+```
+
+```
+
+118/176 [===================>..........] - ETA: 9s - loss: 1.9993 - accuracy: 0.4613 - top-5-accuracy: 0.7754
+
+
+```
+
+```
+
+119/176 [===================>..........] - ETA: 9s - loss: 1.9989 - accuracy: 0.4616 - top-5-accuracy: 0.7753
+
+
+```
+
+```
+
+120/176 [===================>..........] - ETA: 8s - loss: 1.9977 - accuracy: 0.4618 - top-5-accuracy: 0.7758
+
+
+```
+
+```
+
+121/176 [===================>..........] - ETA: 8s - loss: 1.9977 - accuracy: 0.4617 - top-5-accuracy: 0.7759
+
+
+```
+
+```
+
+122/176 [===================>..........] - ETA: 8s - loss: 1.9975 - accuracy: 0.4617 - top-5-accuracy: 0.7760
+
+
+```
+
+```
+
+123/176 [===================>..........] - ETA: 8s - loss: 1.9966 - accuracy: 0.4620 - top-5-accuracy: 0.7761
+
+
+```
+
+```
+
+124/176 [====================>.........] - ETA: 8s - loss: 1.9963 - accuracy: 0.4621 - top-5-accuracy: 0.7761
+
+
+```
+
+```
+
+125/176 [====================>.........] - ETA: 8s - loss: 1.9965 - accuracy: 0.4622 - top-5-accuracy: 0.7760
+
+
+```
+
+```
+
+126/176 [====================>.........] - ETA: 7s - loss: 1.9968 - accuracy: 0.4622 - top-5-accuracy: 0.7758
+
+
+```
+
+```
+
+127/176 [====================>.........] - ETA: 7s - loss: 1.9972 - accuracy: 0.4622 - top-5-accuracy: 0.7757
+
+
+```
+
+```
+
+128/176 [====================>.........] - ETA: 7s - loss: 1.9965 - accuracy: 0.4626 - top-5-accuracy: 0.7760
+
+
+```
+
+```
+
+129/176 [====================>.........] - ETA: 7s - loss: 1.9988 - accuracy: 0.4623 - top-5-accuracy: 0.7755
+
+
+```
+
+```
+
+130/176 [=====================>........] - ETA: 7s - loss: 1.9983 - accuracy: 0.4625 - top-5-accuracy: 0.7756
+
+
+```
+
+```
+
+131/176 [=====================>........] - ETA: 7s - loss: 2.0007 - accuracy: 0.4620 - top-5-accuracy: 0.7751
+
+
+```
+
+```
+
+132/176 [=====================>........] - ETA: 6s - loss: 2.0017 - accuracy: 0.4616 - top-5-accuracy: 0.7749
+
+
+```
+
+```
+
+133/176 [=====================>........] - ETA: 6s - loss: 2.0023 - accuracy: 0.4614 - top-5-accuracy: 0.7751
+
+
+```
+
+```
+
+134/176 [=====================>........] - ETA: 6s - loss: 2.0027 - accuracy: 0.4612 - top-5-accuracy: 0.7751
+
+
+```
+
+```
+
+135/176 [======================>.......] - ETA: 6s - loss: 2.0035 - accuracy: 0.4608 - top-5-accuracy: 0.7750
+
+
+```
+
+```
+
+136/176 [======================>.......] - ETA: 6s - loss: 2.0030 - accuracy: 0.4609 - top-5-accuracy: 0.7751
+
+
+```
+
+```
+
+137/176 [======================>.......] - ETA: 6s - loss: 2.0028 - accuracy: 0.4613 - top-5-accuracy: 0.7751
+
+
+```
+
+```
+
+138/176 [======================>.......] - ETA: 6s - loss: 2.0029 - accuracy: 0.4612 - top-5-accuracy: 0.7749
+
+
+```
+
+```
+
+139/176 [======================>.......] - ETA: 5s - loss: 2.0037 - accuracy: 0.4609 - top-5-accuracy: 0.7747
+
+
+```
+
+```
+
+140/176 [======================>.......] - ETA: 5s - loss: 2.0043 - accuracy: 0.4611 - top-5-accuracy: 0.7744
+
+
+```
+
+```
+
+141/176 [=======================>......] - ETA: 5s - loss: 2.0043 - accuracy: 0.4612 - top-5-accuracy: 0.7744
+
+
+```
+
+```
+
+142/176 [=======================>......] - ETA: 5s - loss: 2.0042 - accuracy: 0.4613 - top-5-accuracy: 0.7743
+
+
+```
+
+```
+
+143/176 [=======================>......] - ETA: 5s - loss: 2.0043 - accuracy: 0.4613 - top-5-accuracy: 0.7741
+
+
+```
+
+```
+
+144/176 [=======================>......] - ETA: 5s - loss: 2.0054 - accuracy: 0.4613 - top-5-accuracy: 0.7739
+
+
+```
+
+```
+
+145/176 [=======================>......] - ETA: 4s - loss: 2.0053 - accuracy: 0.4612 - top-5-accuracy: 0.7738
+
+
+```
+
+```
+
+146/176 [=======================>......] - ETA: 4s - loss: 2.0058 - accuracy: 0.4608 - top-5-accuracy: 0.7736
+
+
+```
+
+```
+
+147/176 [========================>.....] - ETA: 4s - loss: 2.0064 - accuracy: 0.4608 - top-5-accuracy: 0.7734
+
+
+```
+
+```
+
+148/176 [========================>.....] - ETA: 4s - loss: 2.0061 - accuracy: 0.4607 - top-5-accuracy: 0.7733
+
+
+```
+
+```
+
+149/176 [========================>.....] - ETA: 4s - loss: 2.0072 - accuracy: 0.4606 - top-5-accuracy: 0.7731
+
+
+```
+
+```
+
+150/176 [========================>.....] - ETA: 4s - loss: 2.0077 - accuracy: 0.4606 - top-5-accuracy: 0.7732
+
+
+```
+
+```
+
+151/176 [========================>.....] - ETA: 3s - loss: 2.0075 - accuracy: 0.4605 - top-5-accuracy: 0.7733
+
+
+```
+
+```
+
+152/176 [========================>.....] - ETA: 3s - loss: 2.0088 - accuracy: 0.4601 - top-5-accuracy: 0.7731
+
+
+```
+
+```
+
+153/176 [=========================>....] - ETA: 3s - loss: 2.0090 - accuracy: 0.4601 - top-5-accuracy: 0.7731
+
+
+```
+
+```
+
+154/176 [=========================>....] - ETA: 3s - loss: 2.0089 - accuracy: 0.4602 - top-5-accuracy: 0.7730
+
+
+```
+
+```
+
+155/176 [=========================>....] - ETA: 3s - loss: 2.0092 - accuracy: 0.4599 - top-5-accuracy: 0.7731
+
+
+```
+
+```
+
+156/176 [=========================>....] - ETA: 3s - loss: 2.0090 - accuracy: 0.4599 - top-5-accuracy: 0.7731
+
+
+```
+
+```
+
+157/176 [=========================>....] - ETA: 3s - loss: 2.0090 - accuracy: 0.4601 - top-5-accuracy: 0.7730
+
+
+```
+
+```
+
+158/176 [=========================>....] - ETA: 2s - loss: 2.0100 - accuracy: 0.4598 - top-5-accuracy: 0.7728
+
+
+```
+
+```
+
+159/176 [==========================>...] - ETA: 2s - loss: 2.0108 - accuracy: 0.4596 - top-5-accuracy: 0.7728
+
+
+```
+
+```
+
+160/176 [==========================>...] - ETA: 2s - loss: 2.0118 - accuracy: 0.4594 - top-5-accuracy: 0.7725
+
+
+```
+
+```
+
+161/176 [==========================>...] - ETA: 2s - loss: 2.0117 - accuracy: 0.4591 - top-5-accuracy: 0.7726
+
+
+```
+
+```
+
+162/176 [==========================>...] - ETA: 2s - loss: 2.0111 - accuracy: 0.4592 - top-5-accuracy: 0.7728
+
+
+```
+
+```
+
+163/176 [==========================>...] - ETA: 2s - loss: 2.0116 - accuracy: 0.4592 - top-5-accuracy: 0.7726
+
+
+```
+
+```
+
+164/176 [==========================>...] - ETA: 1s - loss: 2.0127 - accuracy: 0.4589 - top-5-accuracy: 0.7723
+
+
+```
+
+```
+
+165/176 [===========================>..] - ETA: 1s - loss: 2.0145 - accuracy: 0.4588 - top-5-accuracy: 0.7719
+
+
+```
+
+```
+
+166/176 [===========================>..] - ETA: 1s - loss: 2.0147 - accuracy: 0.4588 - top-5-accuracy: 0.7717
+
+
+```
+
+```
+
+167/176 [===========================>..] - ETA: 1s - loss: 2.0149 - accuracy: 0.4589 - top-5-accuracy: 0.7717
+
+
+```
+
+```
+
+168/176 [===========================>..] - ETA: 1s - loss: 2.0150 - accuracy: 0.4586 - top-5-accuracy: 0.7716
+
+
+```
+
+```
+
+169/176 [===========================>..] - ETA: 1s - loss: 2.0147 - accuracy: 0.4588 - top-5-accuracy: 0.7716
+
+
+```
+
+```
+
+170/176 [===========================>..] - ETA: 0s - loss: 2.0155 - accuracy: 0.4586 - top-5-accuracy: 0.7714
+
+
+```
+
+```
+
+171/176 [============================>.] - ETA: 0s - loss: 2.0157 - accuracy: 0.4584 - top-5-accuracy: 0.7713
+
+
+```
+
+```
+
+172/176 [============================>.] - ETA: 0s - loss: 2.0156 - accuracy: 0.4584 - top-5-accuracy: 0.7715
+
+
+```
+
+```
+
+173/176 [============================>.] - ETA: 0s - loss: 2.0158 - accuracy: 0.4582 - top-5-accuracy: 0.7712
+
+
+```
+
+```
+
+174/176 [============================>.] - ETA: 0s - loss: 2.0162 - accuracy: 0.4582 - top-5-accuracy: 0.7712
+
+
+```
+
+```
+
+175/176 [============================>.] - ETA: 0s - loss: 2.0170 - accuracy: 0.4581 - top-5-accuracy: 0.7711
+
+
+```
+
+```
+
+176/176 [==============================] - ETA: 0s - loss: 2.0175 - accuracy: 0.4578 - top-5-accuracy: 0.7710
+
+
+```
+
+```
+
+176/176 [==============================] - 29s 164ms/step - loss: 2.0175 - accuracy: 0.4578 - top-5-accuracy: 0.7710 - val_loss: 2.1256 - val_accuracy: 0.4442 - val_top-5-accuracy: 0.7456
+
+
+
+```
+Epoch 23/50
+
+```
+
+
+ 1/176 [..............................] - ETA: 27s - loss: 1.7649 - accuracy: 0.5156 - top-5-accuracy: 0.8203
+
+
+```
+
+```
+
+ 2/176 [..............................] - ETA: 27s - loss: 1.8452 - accuracy: 0.5059 - top-5-accuracy: 0.8008
+
+
+```
+
+```
+
+ 3/176 [..............................] - ETA: 27s - loss: 1.8692 - accuracy: 0.4922 - top-5-accuracy: 0.8034
+
+
+```
+
+```
+
+ 4/176 [..............................] - ETA: 27s - loss: 1.8653 - accuracy: 0.4980 - top-5-accuracy: 0.8076
+
+
+```
+
+```
+
+ 5/176 [..............................] - ETA: 27s - loss: 1.9334 - accuracy: 0.4789 - top-5-accuracy: 0.7930
+
+
+```
+
+```
+
+ 6/176 [>.............................] - ETA: 26s - loss: 1.9425 - accuracy: 0.4779 - top-5-accuracy: 0.7891
+
+
+```
+
+```
+
+ 7/176 [>.............................] - ETA: 26s - loss: 1.9347 - accuracy: 0.4788 - top-5-accuracy: 0.7891
+
+
+```
+
+```
+
+ 8/176 [>.............................] - ETA: 26s - loss: 1.9275 - accuracy: 0.4814 - top-5-accuracy: 0.7915
+
+
+```
+
+```
+
+ 9/176 [>.............................] - ETA: 26s - loss: 1.9113 - accuracy: 0.4874 - top-5-accuracy: 0.7921
+
+
+```
+
+```
+
+ 10/176 [>.............................] - ETA: 26s - loss: 1.8990 - accuracy: 0.4906 - top-5-accuracy: 0.7941
+
+
+```
+
+```
+
+ 11/176 [>.............................] - ETA: 26s - loss: 1.9026 - accuracy: 0.4883 - top-5-accuracy: 0.7947
+
+
+```
+
+```
+
+ 12/176 [=>............................] - ETA: 26s - loss: 1.9161 - accuracy: 0.4840 - top-5-accuracy: 0.7926
+
+
+```
+
+```
+
+ 13/176 [=>............................] - ETA: 25s - loss: 1.9049 - accuracy: 0.4874 - top-5-accuracy: 0.7939
+
+
+```
+
+```
+
+ 14/176 [=>............................] - ETA: 25s - loss: 1.9126 - accuracy: 0.4869 - top-5-accuracy: 0.7907
+
+
+```
+
+```
+
+ 15/176 [=>............................] - ETA: 25s - loss: 1.9077 - accuracy: 0.4862 - top-5-accuracy: 0.7917
+
+
+```
+
+```
+
+ 16/176 [=>............................] - ETA: 25s - loss: 1.9119 - accuracy: 0.4849 - top-5-accuracy: 0.7886
+
+
+```
+
+```
+
+ 17/176 [=>............................] - ETA: 25s - loss: 1.9097 - accuracy: 0.4830 - top-5-accuracy: 0.7881
+
+
+```
+
+```
+
+ 18/176 [==>...........................] - ETA: 25s - loss: 1.9065 - accuracy: 0.4811 - top-5-accuracy: 0.7910
+
+
+```
+
+```
+
+ 19/176 [==>...........................] - ETA: 24s - loss: 1.9169 - accuracy: 0.4801 - top-5-accuracy: 0.7891
+
+
+```
+
+```
+
+ 20/176 [==>...........................] - ETA: 24s - loss: 1.9184 - accuracy: 0.4791 - top-5-accuracy: 0.7898
+
+
+```
+
+```
+
+ 21/176 [==>...........................] - ETA: 24s - loss: 1.9178 - accuracy: 0.4788 - top-5-accuracy: 0.7891
+
+
+```
+
+```
+
+ 22/176 [==>...........................] - ETA: 24s - loss: 1.9170 - accuracy: 0.4799 - top-5-accuracy: 0.7898
+
+
+```
+
+```
+
+ 23/176 [==>...........................] - ETA: 24s - loss: 1.9240 - accuracy: 0.4803 - top-5-accuracy: 0.7870
+
+
+```
+
+```
+
+ 24/176 [===>..........................] - ETA: 24s - loss: 1.9225 - accuracy: 0.4797 - top-5-accuracy: 0.7882
+
+
+```
+
+```
+
+ 25/176 [===>..........................] - ETA: 23s - loss: 1.9203 - accuracy: 0.4798 - top-5-accuracy: 0.7895
+
+
+```
+
+```
+
+ 26/176 [===>..........................] - ETA: 23s - loss: 1.9271 - accuracy: 0.4778 - top-5-accuracy: 0.7877
+
+
+```
+
+```
+
+ 27/176 [===>..........................] - ETA: 23s - loss: 1.9326 - accuracy: 0.4773 - top-5-accuracy: 0.7872
+
+
+```
+
+```
+
+ 28/176 [===>..........................] - ETA: 23s - loss: 1.9357 - accuracy: 0.4760 - top-5-accuracy: 0.7870
+
+
+```
+
+```
+
+ 29/176 [===>..........................] - ETA: 23s - loss: 1.9331 - accuracy: 0.4760 - top-5-accuracy: 0.7877
+
+
+```
+
+```
+
+ 30/176 [====>.........................] - ETA: 23s - loss: 1.9328 - accuracy: 0.4758 - top-5-accuracy: 0.7876
+
+
+```
+
+```
+
+ 31/176 [====>.........................] - ETA: 23s - loss: 1.9334 - accuracy: 0.4764 - top-5-accuracy: 0.7867
+
+
+```
+
+```
+
+ 32/176 [====>.........................] - ETA: 22s - loss: 1.9330 - accuracy: 0.4772 - top-5-accuracy: 0.7870
+
+
+```
+
+```
+
+ 33/176 [====>.........................] - ETA: 22s - loss: 1.9266 - accuracy: 0.4789 - top-5-accuracy: 0.7881
+
+
+```
+
+```
+
+ 34/176 [====>.........................] - ETA: 22s - loss: 1.9228 - accuracy: 0.4792 - top-5-accuracy: 0.7892
+
+
+```
+
+```
+
+ 35/176 [====>.........................] - ETA: 22s - loss: 1.9234 - accuracy: 0.4785 - top-5-accuracy: 0.7891
+
+
+```
+
+```
+
+ 36/176 [=====>........................] - ETA: 22s - loss: 1.9206 - accuracy: 0.4792 - top-5-accuracy: 0.7898
+
+
+```
+
+```
+
+ 37/176 [=====>........................] - ETA: 22s - loss: 1.9182 - accuracy: 0.4804 - top-5-accuracy: 0.7904
+
+
+```
+
+```
+
+ 38/176 [=====>........................] - ETA: 21s - loss: 1.9175 - accuracy: 0.4805 - top-5-accuracy: 0.7911
+
+
+```
+
+```
+
+ 39/176 [=====>........................] - ETA: 21s - loss: 1.9202 - accuracy: 0.4809 - top-5-accuracy: 0.7901
+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
+ 42/176 [======>.......................] - ETA: 21s - loss: 1.9196 - accuracy: 0.4794 - top-5-accuracy: 0.7898
+
+
+```
+
+```
+
+ 43/176 [======>.......................] - ETA: 21s - loss: 1.9209 - accuracy: 0.4794 - top-5-accuracy: 0.7892
+
+
+```
+
+```
+
+ 44/176 [======>.......................] - ETA: 20s - loss: 1.9201 - accuracy: 0.4800 - top-5-accuracy: 0.7900
+
+
+```
+
+```
+
+ 45/176 [======>.......................] - ETA: 20s - loss: 1.9213 - accuracy: 0.4802 - top-5-accuracy: 0.7903
+
+
+```
+
+```
+
+ 46/176 [======>.......................] - ETA: 20s - loss: 1.9237 - accuracy: 0.4803 - top-5-accuracy: 0.7901
+
+
+```
+
+```
+
+ 47/176 [=======>......................] - ETA: 20s - loss: 1.9254 - accuracy: 0.4798 - top-5-accuracy: 0.7897
+
+
+```
+
+```
+
+ 48/176 [=======>......................] - ETA: 20s - loss: 1.9284 - accuracy: 0.4789 - top-5-accuracy: 0.7892
+
+
+```
+
+```
+
+ 49/176 [=======>......................] - ETA: 20s - loss: 1.9289 - accuracy: 0.4795 - top-5-accuracy: 0.7891
+
+
+```
+
+```
+
+ 50/176 [=======>......................] - ETA: 19s - loss: 1.9311 - accuracy: 0.4787 - top-5-accuracy: 0.7887
+
+
+```
+
+```
+
+ 51/176 [=======>......................] - ETA: 19s - loss: 1.9300 - accuracy: 0.4785 - top-5-accuracy: 0.7888
+
+
+```
+
+```
+
+ 52/176 [=======>......................] - ETA: 19s - loss: 1.9319 - accuracy: 0.4781 - top-5-accuracy: 0.7878
+
+
+```
+
+```
+
+ 53/176 [========>.....................] - ETA: 19s - loss: 1.9330 - accuracy: 0.4772 - top-5-accuracy: 0.7872
+
+
+```
+
+```
+
+ 54/176 [========>.....................] - ETA: 19s - loss: 1.9314 - accuracy: 0.4776 - top-5-accuracy: 0.7873
+
+
+```
+
+```
+
+ 55/176 [========>.....................] - ETA: 19s - loss: 1.9341 - accuracy: 0.4771 - top-5-accuracy: 0.7866
+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
+ 59/176 [=========>....................] - ETA: 18s - loss: 1.9429 - accuracy: 0.4742 - top-5-accuracy: 0.7862
+
+
+```
+
+```
+
+ 60/176 [=========>....................] - ETA: 18s - loss: 1.9396 - accuracy: 0.4749 - top-5-accuracy: 0.7870
+
+
+```
+
+```
+
+ 61/176 [=========>....................] - ETA: 18s - loss: 1.9423 - accuracy: 0.4746 - top-5-accuracy: 0.7861
+
+
+```
+
+```
+
+ 62/176 [=========>....................] - ETA: 18s - loss: 1.9455 - accuracy: 0.4737 - top-5-accuracy: 0.7856
+
+
+```
+
+```
+
+ 63/176 [=========>....................] - ETA: 17s - loss: 1.9455 - accuracy: 0.4734 - top-5-accuracy: 0.7856
+
+
+```
+
+```
+
+ 64/176 [=========>....................] - ETA: 17s - loss: 1.9462 - accuracy: 0.4730 - top-5-accuracy: 0.7857
+
+
+```
+
+```
+
+ 65/176 [==========>...................] - ETA: 17s - loss: 1.9444 - accuracy: 0.4737 - top-5-accuracy: 0.7861
+
+
+```
+
+```
+
+ 66/176 [==========>...................] - ETA: 17s - loss: 1.9459 - accuracy: 0.4740 - top-5-accuracy: 0.7856
+
+
+```
+
+```
+
+ 67/176 [==========>...................] - ETA: 17s - loss: 1.9460 - accuracy: 0.4742 - top-5-accuracy: 0.7858
+
+
+```
+
+```
+
+ 68/176 [==========>...................] - ETA: 17s - loss: 1.9440 - accuracy: 0.4748 - top-5-accuracy: 0.7861
+
+
+```
+
+```
+
+ 69/176 [==========>...................] - ETA: 16s - loss: 1.9426 - accuracy: 0.4752 - top-5-accuracy: 0.7862
+
+
+```
+
+```
+
+ 70/176 [==========>...................] - ETA: 16s - loss: 1.9455 - accuracy: 0.4743 - top-5-accuracy: 0.7856
+
+
+```
+
+```
+
+ 71/176 [===========>..................] - ETA: 16s - loss: 1.9446 - accuracy: 0.4747 - top-5-accuracy: 0.7855
+
+
+```
+
+```
+
+ 72/176 [===========>..................] - ETA: 16s - loss: 1.9449 - accuracy: 0.4747 - top-5-accuracy: 0.7856
+
+
+```
+
+```
+
+ 73/176 [===========>..................] - ETA: 16s - loss: 1.9475 - accuracy: 0.4746 - top-5-accuracy: 0.7852
+
+
+```
+
+```
+
+ 74/176 [===========>..................] - ETA: 16s - loss: 1.9478 - accuracy: 0.4742 - top-5-accuracy: 0.7854
+
+
+```
+
+```
+
+ 75/176 [===========>..................] - ETA: 16s - loss: 1.9480 - accuracy: 0.4744 - top-5-accuracy: 0.7853
+
+
+```
+
+```
+
+ 76/176 [===========>..................] - ETA: 15s - loss: 1.9466 - accuracy: 0.4745 - top-5-accuracy: 0.7858
+
+
+```
+
+```
+
+ 77/176 [============>.................] - ETA: 15s - loss: 1.9476 - accuracy: 0.4742 - top-5-accuracy: 0.7858
+
+
+```
+
+```
+
+ 78/176 [============>.................] - ETA: 15s - loss: 1.9459 - accuracy: 0.4747 - top-5-accuracy: 0.7863
+
+
+```
+
+```
+
+ 79/176 [============>.................] - ETA: 15s - loss: 1.9462 - accuracy: 0.4744 - top-5-accuracy: 0.7861
+
+
+```
+
+```
+
+ 80/176 [============>.................] - ETA: 15s - loss: 1.9446 - accuracy: 0.4745 - top-5-accuracy: 0.7862
+
+
+```
+
+```
+
+ 81/176 [============>.................] - ETA: 15s - loss: 1.9472 - accuracy: 0.4734 - top-5-accuracy: 0.7860
+
+
+```
+
+```
+
+ 82/176 [============>.................] - ETA: 14s - loss: 1.9468 - accuracy: 0.4735 - top-5-accuracy: 0.7859
+
+
+```
+
+```
+
+ 83/176 [=============>................] - ETA: 14s - loss: 1.9466 - accuracy: 0.4741 - top-5-accuracy: 0.7857
+
+
+```
+
+```
+
+ 84/176 [=============>................] - ETA: 14s - loss: 1.9457 - accuracy: 0.4742 - top-5-accuracy: 0.7854
+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
+ 88/176 [==============>...............] - ETA: 13s - loss: 1.9497 - accuracy: 0.4731 - top-5-accuracy: 0.7841
+
+
+```
+
+```
+
+ 89/176 [==============>...............] - ETA: 13s - loss: 1.9502 - accuracy: 0.4731 - top-5-accuracy: 0.7842
+
+
+```
+
+```
+
+ 90/176 [==============>...............] - ETA: 13s - loss: 1.9511 - accuracy: 0.4733 - top-5-accuracy: 0.7835
+
+
+```
+
+```
+
+ 91/176 [==============>...............] - ETA: 13s - loss: 1.9510 - accuracy: 0.4736 - top-5-accuracy: 0.7835
+
+
+```
+
+```
+
+ 92/176 [==============>...............] - ETA: 13s - loss: 1.9525 - accuracy: 0.4730 - top-5-accuracy: 0.7831
+
+
+```
+
+```
+
+ 93/176 [==============>...............] - ETA: 13s - loss: 1.9533 - accuracy: 0.4725 - top-5-accuracy: 0.7831
+
+
+```
+
+```
+
+ 94/176 [===============>..............] - ETA: 13s - loss: 1.9534 - accuracy: 0.4724 - top-5-accuracy: 0.7829
+
+
+```
+
+```
+
+ 95/176 [===============>..............] - ETA: 12s - loss: 1.9515 - accuracy: 0.4727 - top-5-accuracy: 0.7832
+
+
+```
+
+```
+
+ 96/176 [===============>..............] - ETA: 12s - loss: 1.9524 - accuracy: 0.4725 - top-5-accuracy: 0.7829
+
+
+```
+
+```
+
+ 97/176 [===============>..............] - ETA: 12s - loss: 1.9518 - accuracy: 0.4723 - top-5-accuracy: 0.7831
+
+
+```
+
+```
+
+ 98/176 [===============>..............] - ETA: 12s - loss: 1.9519 - accuracy: 0.4725 - top-5-accuracy: 0.7828
+
+
+```
+
+```
+
+ 99/176 [===============>..............] - ETA: 12s - loss: 1.9507 - accuracy: 0.4727 - top-5-accuracy: 0.7833
+
+
+```
+
+```
+
+100/176 [================>.............] - ETA: 12s - loss: 1.9522 - accuracy: 0.4723 - top-5-accuracy: 0.7832
+
+
+```
+
+```
+
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+
+
+```
+
+```
+
+102/176 [================>.............] - ETA: 11s - loss: 1.9526 - accuracy: 0.4727 - top-5-accuracy: 0.7828
+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
+109/176 [=================>............] - ETA: 10s - loss: 1.9520 - accuracy: 0.4731 - top-5-accuracy: 0.7831
+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
+112/176 [==================>...........] - ETA: 10s - loss: 1.9541 - accuracy: 0.4728 - top-5-accuracy: 0.7823
+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
+131/176 [=====================>........] - ETA: 7s - loss: 1.9587 - accuracy: 0.4709 - top-5-accuracy: 0.7817
+
+
+```
+
+```
+
+132/176 [=====================>........] - ETA: 6s - loss: 1.9586 - accuracy: 0.4711 - top-5-accuracy: 0.7818
+
+
+```
+
+```
+
+133/176 [=====================>........] - ETA: 6s - loss: 1.9582 - accuracy: 0.4710 - top-5-accuracy: 0.7819
+
+
+```
+
+```
+
+134/176 [=====================>........] - ETA: 6s - loss: 1.9599 - accuracy: 0.4707 - top-5-accuracy: 0.7819
+
+
+```
+
+```
+
+135/176 [======================>.......] - ETA: 6s - loss: 1.9596 - accuracy: 0.4707 - top-5-accuracy: 0.7821
+
+
+```
+
+```
+
+136/176 [======================>.......] - ETA: 6s - loss: 1.9607 - accuracy: 0.4701 - top-5-accuracy: 0.7820
+
+
+```
+
+```
+
+137/176 [======================>.......] - ETA: 6s - loss: 1.9605 - accuracy: 0.4700 - top-5-accuracy: 0.7819
+
+
+```
+
+```
+
+138/176 [======================>.......] - ETA: 6s - loss: 1.9607 - accuracy: 0.4700 - top-5-accuracy: 0.7818
+
+
+```
+
+```
+
+139/176 [======================>.......] - ETA: 5s - loss: 1.9599 - accuracy: 0.4700 - top-5-accuracy: 0.7819
+
+
+```
+
+```
+
+140/176 [======================>.......] - ETA: 5s - loss: 1.9606 - accuracy: 0.4700 - top-5-accuracy: 0.7819
+
+
+```
+
+```
+
+141/176 [=======================>......] - ETA: 5s - loss: 1.9611 - accuracy: 0.4701 - top-5-accuracy: 0.7818
+
+
+```
+
+```
+
+142/176 [=======================>......] - ETA: 5s - loss: 1.9603 - accuracy: 0.4701 - top-5-accuracy: 0.7821
+
+
+```
+
+```
+
+143/176 [=======================>......] - ETA: 5s - loss: 1.9609 - accuracy: 0.4701 - top-5-accuracy: 0.7819
+
+
+```
+
+```
+
+144/176 [=======================>......] - ETA: 5s - loss: 1.9616 - accuracy: 0.4701 - top-5-accuracy: 0.7817
+
+
+```
+
+```
+
+145/176 [=======================>......] - ETA: 4s - loss: 1.9624 - accuracy: 0.4698 - top-5-accuracy: 0.7816
+
+
+```
+
+```
+
+146/176 [=======================>......] - ETA: 4s - loss: 1.9626 - accuracy: 0.4694 - top-5-accuracy: 0.7815
+
+
+```
+
+```
+
+147/176 [========================>.....] - ETA: 4s - loss: 1.9626 - accuracy: 0.4694 - top-5-accuracy: 0.7813
+
+
+```
+
+```
+
+148/176 [========================>.....] - ETA: 4s - loss: 1.9624 - accuracy: 0.4693 - top-5-accuracy: 0.7814
+
+
+```
+
+```
+
+149/176 [========================>.....] - ETA: 4s - loss: 1.9620 - accuracy: 0.4694 - top-5-accuracy: 0.7814
+
+
+```
+
+```
+
+150/176 [========================>.....] - ETA: 4s - loss: 1.9615 - accuracy: 0.4695 - top-5-accuracy: 0.7814
+
+
+```
+
+```
+
+151/176 [========================>.....] - ETA: 3s - loss: 1.9623 - accuracy: 0.4692 - top-5-accuracy: 0.7811
+
+
+```
+
+```
+
+152/176 [========================>.....] - ETA: 3s - loss: 1.9619 - accuracy: 0.4692 - top-5-accuracy: 0.7812
+
+
+```
+
+```
+
+153/176 [=========================>....] - ETA: 3s - loss: 1.9622 - accuracy: 0.4690 - top-5-accuracy: 0.7814
+
+
+```
+
+```
+
+154/176 [=========================>....] - ETA: 3s - loss: 1.9622 - accuracy: 0.4691 - top-5-accuracy: 0.7814
+
+
+```
+
+```
+
+155/176 [=========================>....] - ETA: 3s - loss: 1.9627 - accuracy: 0.4690 - top-5-accuracy: 0.7813
+
+
+```
+
+```
+
+156/176 [=========================>....] - ETA: 3s - loss: 1.9636 - accuracy: 0.4687 - top-5-accuracy: 0.7810
+
+
+```
+
+```
+
+157/176 [=========================>....] - ETA: 3s - loss: 1.9650 - accuracy: 0.4685 - top-5-accuracy: 0.7806
+
+
+```
+
+```
+
+158/176 [=========================>....] - ETA: 2s - loss: 1.9650 - accuracy: 0.4683 - top-5-accuracy: 0.7805
+
+
+```
+
+```
+
+159/176 [==========================>...] - ETA: 2s - loss: 1.9665 - accuracy: 0.4677 - top-5-accuracy: 0.7804
+
+
+```
+
+```
+
+160/176 [==========================>...] - ETA: 2s - loss: 1.9673 - accuracy: 0.4676 - top-5-accuracy: 0.7802
+
+
+```
+
+```
+
+161/176 [==========================>...] - ETA: 2s - loss: 1.9668 - accuracy: 0.4674 - top-5-accuracy: 0.7804
+
+
+```
+
+```
+
+162/176 [==========================>...] - ETA: 2s - loss: 1.9680 - accuracy: 0.4672 - top-5-accuracy: 0.7802
+
+
+```
+
+```
+
+163/176 [==========================>...] - ETA: 2s - loss: 1.9692 - accuracy: 0.4670 - top-5-accuracy: 0.7799
+
+
+```
+
+```
+
+164/176 [==========================>...] - ETA: 1s - loss: 1.9701 - accuracy: 0.4667 - top-5-accuracy: 0.7799
+
+
+```
+
+```
+
+165/176 [===========================>..] - ETA: 1s - loss: 1.9708 - accuracy: 0.4665 - top-5-accuracy: 0.7798
+
+
+```
+
+```
+
+166/176 [===========================>..] - ETA: 1s - loss: 1.9705 - accuracy: 0.4666 - top-5-accuracy: 0.7799
+
+
+```
+
+```
+
+167/176 [===========================>..] - ETA: 1s - loss: 1.9704 - accuracy: 0.4668 - top-5-accuracy: 0.7799
+
+
+```
+
+```
+
+168/176 [===========================>..] - ETA: 1s - loss: 1.9707 - accuracy: 0.4667 - top-5-accuracy: 0.7797
+
+
+```
+
+```
+
+169/176 [===========================>..] - ETA: 1s - loss: 1.9704 - accuracy: 0.4668 - top-5-accuracy: 0.7799
+
+
+```
+
+```
+
+170/176 [===========================>..] - ETA: 0s - loss: 1.9727 - accuracy: 0.4663 - top-5-accuracy: 0.7794
+
+
+```
+
+```
+
+171/176 [============================>.] - ETA: 0s - loss: 1.9728 - accuracy: 0.4664 - top-5-accuracy: 0.7793
+
+
+```
+
+```
+
+172/176 [============================>.] - ETA: 0s - loss: 1.9741 - accuracy: 0.4663 - top-5-accuracy: 0.7791
+
+
+```
+
+```
+
+173/176 [============================>.] - ETA: 0s - loss: 1.9728 - accuracy: 0.4666 - top-5-accuracy: 0.7794
+
+
+```
+
+```
+
+174/176 [============================>.] - ETA: 0s - loss: 1.9723 - accuracy: 0.4669 - top-5-accuracy: 0.7796
+
+
+```
+
+```
+
+175/176 [============================>.] - ETA: 0s - loss: 1.9731 - accuracy: 0.4668 - top-5-accuracy: 0.7796
+
+
+```
+
+```
+
+176/176 [==============================] - ETA: 0s - loss: 1.9743 - accuracy: 0.4664 - top-5-accuracy: 0.7793
+
+
+```
+
+```
+
+176/176 [==============================] - 29s 164ms/step - loss: 1.9743 - accuracy: 0.4664 - top-5-accuracy: 0.7793 - val_loss: 2.0662 - val_accuracy: 0.4606 - val_top-5-accuracy: 0.7586
+
+
+
+```
+Epoch 24/50
+
+```
+
+
+ 1/176 [..............................] - ETA: 27s - loss: 1.8561 - accuracy: 0.5078 - top-5-accuracy: 0.7695
+
+
+```
+
+```
+
+ 2/176 [..............................] - ETA: 27s - loss: 1.8221 - accuracy: 0.5020 - top-5-accuracy: 0.7930
+
+
+```
+
+```
+
+ 3/176 [..............................] - ETA: 27s - loss: 1.8505 - accuracy: 0.5000 - top-5-accuracy: 0.7982
+
+
+```
+
+```
+
+ 4/176 [..............................] - ETA: 27s - loss: 1.8412 - accuracy: 0.4990 - top-5-accuracy: 0.7988
+
+
+```
+
+```
+
+ 5/176 [..............................] - ETA: 27s - loss: 1.8993 - accuracy: 0.4891 - top-5-accuracy: 0.7883
+
+
+```
+
+```
+
+ 6/176 [>.............................] - ETA: 26s - loss: 1.8975 - accuracy: 0.4883 - top-5-accuracy: 0.7904
+
+
+```
+
+```
+
+ 7/176 [>.............................] - ETA: 26s - loss: 1.8831 - accuracy: 0.4905 - top-5-accuracy: 0.7913
+
+
+```
+
+```
+
+ 8/176 [>.............................] - ETA: 26s - loss: 1.8930 - accuracy: 0.4917 - top-5-accuracy: 0.7891
+
+
+```
+
+```
+
+ 9/176 [>.............................] - ETA: 26s - loss: 1.8887 - accuracy: 0.4939 - top-5-accuracy: 0.7878
+
+
+```
+
+```
+
+ 10/176 [>.............................] - ETA: 26s - loss: 1.8967 - accuracy: 0.4934 - top-5-accuracy: 0.7895
+
+
+```
+
+```
+
+ 11/176 [>.............................] - ETA: 26s - loss: 1.9016 - accuracy: 0.4915 - top-5-accuracy: 0.7901
+
+
+```
+
+```
+
+ 12/176 [=>............................] - ETA: 25s - loss: 1.9057 - accuracy: 0.4902 - top-5-accuracy: 0.7920
+
+
+```
+
+```
+
+ 13/176 [=>............................] - ETA: 25s - loss: 1.9209 - accuracy: 0.4865 - top-5-accuracy: 0.7921
+
+
+```
+
+```
+
+ 14/176 [=>............................] - ETA: 25s - loss: 1.9252 - accuracy: 0.4844 - top-5-accuracy: 0.7910
+
+
+```
+
+```
+
+ 15/176 [=>............................] - ETA: 25s - loss: 1.9347 - accuracy: 0.4820 - top-5-accuracy: 0.7914
+
+
+```
+
+```
+
+ 16/176 [=>............................] - ETA: 25s - loss: 1.9420 - accuracy: 0.4812 - top-5-accuracy: 0.7903
+
+
+```
+
+```
+
+ 17/176 [=>............................] - ETA: 25s - loss: 1.9331 - accuracy: 0.4830 - top-5-accuracy: 0.7914
+
+
+```
+
+```
+
+ 18/176 [==>...........................] - ETA: 25s - loss: 1.9371 - accuracy: 0.4824 - top-5-accuracy: 0.7904
+
+
+```
+
+```
+
+ 19/176 [==>...........................] - ETA: 24s - loss: 1.9326 - accuracy: 0.4829 - top-5-accuracy: 0.7921
+
+
+```
+
+```
+
+ 20/176 [==>...........................] - ETA: 24s - loss: 1.9228 - accuracy: 0.4848 - top-5-accuracy: 0.7939
+
+
+```
+
+```
+
+ 21/176 [==>...........................] - ETA: 24s - loss: 1.9200 - accuracy: 0.4840 - top-5-accuracy: 0.7943
+
+
+```
+
+```
+
+ 22/176 [==>...........................] - ETA: 24s - loss: 1.9172 - accuracy: 0.4840 - top-5-accuracy: 0.7933
+
+
+```
+
+```
+
+ 23/176 [==>...........................] - ETA: 24s - loss: 1.9179 - accuracy: 0.4837 - top-5-accuracy: 0.7928
+
+
+```
+
+```
+
+ 24/176 [===>..........................] - ETA: 24s - loss: 1.9159 - accuracy: 0.4839 - top-5-accuracy: 0.7936
+
+
+```
+
+```
+
+ 25/176 [===>..........................] - ETA: 23s - loss: 1.9176 - accuracy: 0.4828 - top-5-accuracy: 0.7927
+
+
+```
+
+```
+
+ 26/176 [===>..........................] - ETA: 23s - loss: 1.9115 - accuracy: 0.4838 - top-5-accuracy: 0.7945
+
+
+```
+
+```
+
+ 27/176 [===>..........................] - ETA: 23s - loss: 1.9104 - accuracy: 0.4829 - top-5-accuracy: 0.7948
+
+
+```
+
+```
+
+ 28/176 [===>..........................] - ETA: 23s - loss: 1.9064 - accuracy: 0.4847 - top-5-accuracy: 0.7958
+
+
+```
+
+```
+
+ 29/176 [===>..........................] - ETA: 23s - loss: 1.9083 - accuracy: 0.4833 - top-5-accuracy: 0.7946
+
+
+```
+
+```
+
+ 30/176 [====>.........................] - ETA: 23s - loss: 1.9083 - accuracy: 0.4828 - top-5-accuracy: 0.7948
+
+
+```
+
+```
+
+ 31/176 [====>.........................] - ETA: 22s - loss: 1.9074 - accuracy: 0.4835 - top-5-accuracy: 0.7946
+
+
+```
+
+```
+
+ 32/176 [====>.........................] - ETA: 22s - loss: 1.9104 - accuracy: 0.4825 - top-5-accuracy: 0.7937
+
+
+```
+
+```
+
+ 33/176 [====>.........................] - ETA: 22s - loss: 1.9060 - accuracy: 0.4830 - top-5-accuracy: 0.7945
+
+
+```
+
+```
+
+ 34/176 [====>.........................] - ETA: 22s - loss: 1.9072 - accuracy: 0.4825 - top-5-accuracy: 0.7946
+
+
+```
+
+```
+
+ 35/176 [====>.........................] - ETA: 22s - loss: 1.9035 - accuracy: 0.4836 - top-5-accuracy: 0.7943
+
+
+```
+
+```
+
+ 36/176 [=====>........................] - ETA: 22s - loss: 1.9049 - accuracy: 0.4829 - top-5-accuracy: 0.7942
+
+
+```
+
+```
+
+ 37/176 [=====>........................] - ETA: 22s - loss: 1.9021 - accuracy: 0.4835 - top-5-accuracy: 0.7943
+
+
+```
+
+```
+
+ 38/176 [=====>........................] - ETA: 21s - loss: 1.9028 - accuracy: 0.4842 - top-5-accuracy: 0.7941
+
+
+```
+
+```
+
+ 39/176 [=====>........................] - ETA: 21s - loss: 1.9058 - accuracy: 0.4837 - top-5-accuracy: 0.7932
+
+
+```
+
+```
+
+ 40/176 [=====>........................] - ETA: 21s - loss: 1.9067 - accuracy: 0.4835 - top-5-accuracy: 0.7937
+
+
+```
+
+```
+
+ 41/176 [=====>........................] - ETA: 21s - loss: 1.9012 - accuracy: 0.4843 - top-5-accuracy: 0.7942
+
+
+```
+
+```
+
+ 42/176 [======>.......................] - ETA: 21s - loss: 1.8990 - accuracy: 0.4845 - top-5-accuracy: 0.7951
+
+
+```
+
+```
+
+ 43/176 [======>.......................] - ETA: 21s - loss: 1.9014 - accuracy: 0.4837 - top-5-accuracy: 0.7941
+
+
+```
+
+```
+
+ 44/176 [======>.......................] - ETA: 20s - loss: 1.8986 - accuracy: 0.4845 - top-5-accuracy: 0.7944
+
+
+```
+
+```
+
+ 45/176 [======>.......................] - ETA: 20s - loss: 1.8987 - accuracy: 0.4845 - top-5-accuracy: 0.7944
+
+
+```
+
+```
+
+ 46/176 [======>.......................] - ETA: 20s - loss: 1.8970 - accuracy: 0.4848 - top-5-accuracy: 0.7948
+
+
+```
+
+```
+
+ 47/176 [=======>......................] - ETA: 20s - loss: 1.9039 - accuracy: 0.4835 - top-5-accuracy: 0.7927
+
+
+```
+
+```
+
+ 48/176 [=======>......................] - ETA: 20s - loss: 1.9051 - accuracy: 0.4832 - top-5-accuracy: 0.7926
+
+
+```
+
+```
+
+ 49/176 [=======>......................] - ETA: 20s - loss: 1.9025 - accuracy: 0.4839 - top-5-accuracy: 0.7935
+
+
+```
+
+```
+
+ 50/176 [=======>......................] - ETA: 20s - loss: 1.9046 - accuracy: 0.4834 - top-5-accuracy: 0.7930
+
+
+```
+
+```
+
+ 51/176 [=======>......................] - ETA: 19s - loss: 1.9059 - accuracy: 0.4836 - top-5-accuracy: 0.7937
+
+
+```
+
+```
+
+ 52/176 [=======>......................] - ETA: 19s - loss: 1.9085 - accuracy: 0.4830 - top-5-accuracy: 0.7930
+
+
+```
+
+```
+
+ 53/176 [========>.....................] - ETA: 19s - loss: 1.9130 - accuracy: 0.4816 - top-5-accuracy: 0.7920
+
+
+```
+
+```
+
+ 54/176 [========>.....................] - ETA: 19s - loss: 1.9151 - accuracy: 0.4812 - top-5-accuracy: 0.7916
+
+
+```
+
+```
+
+ 55/176 [========>.....................] - ETA: 19s - loss: 1.9179 - accuracy: 0.4800 - top-5-accuracy: 0.7915
+
+
+```
+
+```
+
+ 56/176 [========>.....................] - ETA: 19s - loss: 1.9162 - accuracy: 0.4810 - top-5-accuracy: 0.7921
+
+
+```
+
+```
+
+ 57/176 [========>.....................] - ETA: 18s - loss: 1.9152 - accuracy: 0.4812 - top-5-accuracy: 0.7920
+
+
+```
+
+```
+
+ 58/176 [========>.....................] - ETA: 18s - loss: 1.9139 - accuracy: 0.4817 - top-5-accuracy: 0.7926
+
+
+```
+
+```
+
+ 59/176 [=========>....................] - ETA: 18s - loss: 1.9150 - accuracy: 0.4811 - top-5-accuracy: 0.7921
+
+
+```
+
+```
+
+ 60/176 [=========>....................] - ETA: 18s - loss: 1.9157 - accuracy: 0.4806 - top-5-accuracy: 0.7921
+
+
+```
+
+```
+
+ 61/176 [=========>....................] - ETA: 18s - loss: 1.9135 - accuracy: 0.4804 - top-5-accuracy: 0.7929
+
+
+```
+
+```
+
+ 62/176 [=========>....................] - ETA: 18s - loss: 1.9103 - accuracy: 0.4817 - top-5-accuracy: 0.7931
+
+
+```
+
+```
+
+ 63/176 [=========>....................] - ETA: 17s - loss: 1.9079 - accuracy: 0.4820 - top-5-accuracy: 0.7936
+
+
+```
+
+```
+
+ 64/176 [=========>....................] - ETA: 17s - loss: 1.9083 - accuracy: 0.4819 - top-5-accuracy: 0.7934
+
+
+```
+
+```
+
+ 65/176 [==========>...................] - ETA: 17s - loss: 1.9088 - accuracy: 0.4814 - top-5-accuracy: 0.7931
+
+
+```
+
+```
+
+ 66/176 [==========>...................] - ETA: 17s - loss: 1.9068 - accuracy: 0.4822 - top-5-accuracy: 0.7933
+
+
+```
+
+```
+
+ 67/176 [==========>...................] - ETA: 17s - loss: 1.9053 - accuracy: 0.4828 - top-5-accuracy: 0.7939
+
+
+```
+
+```
+
+ 68/176 [==========>...................] - ETA: 17s - loss: 1.9059 - accuracy: 0.4825 - top-5-accuracy: 0.7944
+
+
+```
+
+```
+
+ 69/176 [==========>...................] - ETA: 16s - loss: 1.9090 - accuracy: 0.4817 - top-5-accuracy: 0.7937
+
+
+```
+
+```
+
+ 70/176 [==========>...................] - ETA: 16s - loss: 1.9101 - accuracy: 0.4814 - top-5-accuracy: 0.7934
+
+
+```
+
+```
+
+ 71/176 [===========>..................] - ETA: 16s - loss: 1.9096 - accuracy: 0.4814 - top-5-accuracy: 0.7935
+
+
+```
+
+```
+
+ 72/176 [===========>..................] - ETA: 16s - loss: 1.9079 - accuracy: 0.4818 - top-5-accuracy: 0.7939
+
+
+```
+
+```
+
+ 73/176 [===========>..................] - ETA: 16s - loss: 1.9083 - accuracy: 0.4816 - top-5-accuracy: 0.7936
+
+
+```
+
+```
+
+ 74/176 [===========>..................] - ETA: 16s - loss: 1.9104 - accuracy: 0.4815 - top-5-accuracy: 0.7931
+
+
+```
+
+```
+
+ 75/176 [===========>..................] - ETA: 16s - loss: 1.9111 - accuracy: 0.4811 - top-5-accuracy: 0.7931
+
+
+```
+
+```
+
+ 76/176 [===========>..................] - ETA: 15s - loss: 1.9097 - accuracy: 0.4820 - top-5-accuracy: 0.7934
+
+
+```
+
+```
+
+ 77/176 [============>.................] - ETA: 15s - loss: 1.9115 - accuracy: 0.4811 - top-5-accuracy: 0.7936
+
+
+```
+
+```
+
+ 78/176 [============>.................] - ETA: 15s - loss: 1.9125 - accuracy: 0.4808 - top-5-accuracy: 0.7934
+
+
+```
+
+```
+
+ 79/176 [============>.................] - ETA: 15s - loss: 1.9124 - accuracy: 0.4805 - top-5-accuracy: 0.7932
+
+
+```
+
+```
+
+ 80/176 [============>.................] - ETA: 15s - loss: 1.9128 - accuracy: 0.4804 - top-5-accuracy: 0.7931
+
+
+```
+
+```
+
+ 81/176 [============>.................] - ETA: 15s - loss: 1.9119 - accuracy: 0.4805 - top-5-accuracy: 0.7931
+
+
+```
+
+```
+
+ 82/176 [============>.................] - ETA: 14s - loss: 1.9129 - accuracy: 0.4802 - top-5-accuracy: 0.7931
+
+
+```
+
+```
+
+ 83/176 [=============>................] - ETA: 14s - loss: 1.9153 - accuracy: 0.4796 - top-5-accuracy: 0.7925
+
+
+```
+
+```
+
+ 84/176 [=============>................] - ETA: 14s - loss: 1.9178 - accuracy: 0.4792 - top-5-accuracy: 0.7919
+
+
+```
+
+```
+
+ 85/176 [=============>................] - ETA: 14s - loss: 1.9182 - accuracy: 0.4793 - top-5-accuracy: 0.7919
+
+
+```
+
+```
+
+ 86/176 [=============>................] - ETA: 14s - loss: 1.9177 - accuracy: 0.4796 - top-5-accuracy: 0.7919
+
+
+```
+
+```
+
+ 87/176 [=============>................] - ETA: 14s - loss: 1.9194 - accuracy: 0.4794 - top-5-accuracy: 0.7915
+
+
+```
+
+```
+
+ 88/176 [==============>...............] - ETA: 13s - loss: 1.9197 - accuracy: 0.4793 - top-5-accuracy: 0.7912
+
+
+```
+
+```
+
+ 89/176 [==============>...............] - ETA: 13s - loss: 1.9197 - accuracy: 0.4793 - top-5-accuracy: 0.7911
+
+
+```
+
+```
+
+ 90/176 [==============>...............] - ETA: 13s - loss: 1.9192 - accuracy: 0.4793 - top-5-accuracy: 0.7911
+
+
+```
+
+```
+
+ 91/176 [==============>...............] - ETA: 13s - loss: 1.9198 - accuracy: 0.4786 - top-5-accuracy: 0.7913
+
+
+```
+
+```
+
+ 92/176 [==============>...............] - ETA: 13s - loss: 1.9202 - accuracy: 0.4783 - top-5-accuracy: 0.7912
+
+
+```
+
+```
+
+ 93/176 [==============>...............] - ETA: 13s - loss: 1.9203 - accuracy: 0.4779 - top-5-accuracy: 0.7907
+
+
+```
+
+```
+
+ 94/176 [===============>..............] - ETA: 13s - loss: 1.9217 - accuracy: 0.4777 - top-5-accuracy: 0.7902
+
+
+```
+
+```
+
+ 95/176 [===============>..............] - ETA: 12s - loss: 1.9214 - accuracy: 0.4781 - top-5-accuracy: 0.7900
+
+
+```
+
+```
+
+ 96/176 [===============>..............] - ETA: 12s - loss: 1.9220 - accuracy: 0.4781 - top-5-accuracy: 0.7896
+
+
+```
+
+```
+
+ 97/176 [===============>..............] - ETA: 12s - loss: 1.9187 - accuracy: 0.4789 - top-5-accuracy: 0.7898
+
+
+```
+
+```
+
+ 98/176 [===============>..............] - ETA: 12s - loss: 1.9169 - accuracy: 0.4791 - top-5-accuracy: 0.7900
+
+
+```
+
+```
+
+ 99/176 [===============>..............] - ETA: 12s - loss: 1.9156 - accuracy: 0.4794 - top-5-accuracy: 0.7902
+
+
+```
+
+```
+
+100/176 [================>.............] - ETA: 12s - loss: 1.9153 - accuracy: 0.4798 - top-5-accuracy: 0.7904
+
+
+```
+
+```
+
+101/176 [================>.............] - ETA: 11s - loss: 1.9164 - accuracy: 0.4796 - top-5-accuracy: 0.7900
+
+
+```
+
+```
+
+102/176 [================>.............] - ETA: 11s - loss: 1.9162 - accuracy: 0.4796 - top-5-accuracy: 0.7901
+
+
+```
+
+```
+
+103/176 [================>.............] - ETA: 11s - loss: 1.9178 - accuracy: 0.4794 - top-5-accuracy: 0.7896
+
+
+```
+
+```
+
+104/176 [================>.............] - ETA: 11s - loss: 1.9203 - accuracy: 0.4792 - top-5-accuracy: 0.7890
+
+
+```
+
+```
+
+105/176 [================>.............] - ETA: 11s - loss: 1.9200 - accuracy: 0.4789 - top-5-accuracy: 0.7891
+
+
+```
+
+```
+
+106/176 [=================>............] - ETA: 11s - loss: 1.9203 - accuracy: 0.4791 - top-5-accuracy: 0.7890
+
+
+```
+
+```
+
+107/176 [=================>............] - ETA: 10s - loss: 1.9200 - accuracy: 0.4795 - top-5-accuracy: 0.7891
+
+
+```
+
+```
+
+108/176 [=================>............] - ETA: 10s - loss: 1.9209 - accuracy: 0.4794 - top-5-accuracy: 0.7889
+
+
+```
+
+```
+
+109/176 [=================>............] - ETA: 10s - loss: 1.9214 - accuracy: 0.4791 - top-5-accuracy: 0.7887
+
+
+```
+
+```
+
+110/176 [=================>............] - ETA: 10s - loss: 1.9208 - accuracy: 0.4789 - top-5-accuracy: 0.7890
+
+
+```
+
+```
+
+111/176 [=================>............] - ETA: 10s - loss: 1.9205 - accuracy: 0.4790 - top-5-accuracy: 0.7890
+
+
+```
+
+```
+
+112/176 [==================>...........] - ETA: 10s - loss: 1.9213 - accuracy: 0.4788 - top-5-accuracy: 0.7891
+
+
+```
+
+```
+
+113/176 [==================>...........] - ETA: 10s - loss: 1.9229 - accuracy: 0.4785 - top-5-accuracy: 0.7889
+
+
+```
+
+```
+
+114/176 [==================>...........] - ETA: 9s - loss: 1.9232 - accuracy: 0.4784 - top-5-accuracy: 0.7889
+
+
+```
+
+```
+
+115/176 [==================>...........] - ETA: 9s - loss: 1.9234 - accuracy: 0.4784 - top-5-accuracy: 0.7887
+
+
+```
+
+```
+
+116/176 [==================>...........] - ETA: 9s - loss: 1.9240 - accuracy: 0.4781 - top-5-accuracy: 0.7887
+
+
+```
+
+```
+
+117/176 [==================>...........] - ETA: 9s - loss: 1.9238 - accuracy: 0.4782 - top-5-accuracy: 0.7889
+
+
+```
+
+```
+
+118/176 [===================>..........] - ETA: 9s - loss: 1.9240 - accuracy: 0.4783 - top-5-accuracy: 0.7888
+
+
+```
+
+```
+
+119/176 [===================>..........] - ETA: 9s - loss: 1.9244 - accuracy: 0.4781 - top-5-accuracy: 0.7889
+
+
+```
+
+```
+
+120/176 [===================>..........] - ETA: 8s - loss: 1.9240 - accuracy: 0.4784 - top-5-accuracy: 0.7890
+
+
+```
+
+```
+
+121/176 [===================>..........] - ETA: 8s - loss: 1.9236 - accuracy: 0.4782 - top-5-accuracy: 0.7891
+
+
+```
+
+```
+
+122/176 [===================>..........] - ETA: 8s - loss: 1.9235 - accuracy: 0.4783 - top-5-accuracy: 0.7891
+
+
+```
+
+```
+
+123/176 [===================>..........] - ETA: 8s - loss: 1.9246 - accuracy: 0.4780 - top-5-accuracy: 0.7890
+
+
+```
+
+```
+
+124/176 [====================>.........] - ETA: 8s - loss: 1.9234 - accuracy: 0.4782 - top-5-accuracy: 0.7891
+
+
+```
+
+```
+
+125/176 [====================>.........] - ETA: 8s - loss: 1.9232 - accuracy: 0.4782 - top-5-accuracy: 0.7892
+
+
+```
+
+```
+
+126/176 [====================>.........] - ETA: 7s - loss: 1.9223 - accuracy: 0.4784 - top-5-accuracy: 0.7896
+
+
+```
+
+```
+
+127/176 [====================>.........] - ETA: 7s - loss: 1.9220 - accuracy: 0.4786 - top-5-accuracy: 0.7894
+
+
+```
+
+```
+
+128/176 [====================>.........] - ETA: 7s - loss: 1.9221 - accuracy: 0.4783 - top-5-accuracy: 0.7894
+
+
+```
+
+```
+
+129/176 [====================>.........] - ETA: 7s - loss: 1.9226 - accuracy: 0.4782 - top-5-accuracy: 0.7895
+
+
+```
+
+```
+
+130/176 [=====================>........] - ETA: 7s - loss: 1.9228 - accuracy: 0.4783 - top-5-accuracy: 0.7895
+
+
+```
+
+```
+
+131/176 [=====================>........] - ETA: 7s - loss: 1.9232 - accuracy: 0.4783 - top-5-accuracy: 0.7894
+
+
+```
+
+```
+
+132/176 [=====================>........] - ETA: 6s - loss: 1.9228 - accuracy: 0.4784 - top-5-accuracy: 0.7894
+
+
+```
+
+```
+
+133/176 [=====================>........] - ETA: 6s - loss: 1.9221 - accuracy: 0.4786 - top-5-accuracy: 0.7895
+
+
+```
+
+```
+
+134/176 [=====================>........] - ETA: 6s - loss: 1.9211 - accuracy: 0.4788 - top-5-accuracy: 0.7899
+
+
+```
+
+```
+
+135/176 [======================>.......] - ETA: 6s - loss: 1.9202 - accuracy: 0.4790 - top-5-accuracy: 0.7900
+
+
+```
+
+```
+
+136/176 [======================>.......] - ETA: 6s - loss: 1.9196 - accuracy: 0.4791 - top-5-accuracy: 0.7902
+
+
+```
+
+```
+
+137/176 [======================>.......] - ETA: 6s - loss: 1.9186 - accuracy: 0.4795 - top-5-accuracy: 0.7903
+
+
+```
+
+```
+
+138/176 [======================>.......] - ETA: 6s - loss: 1.9207 - accuracy: 0.4789 - top-5-accuracy: 0.7899
+
+
+```
+
+```
+
+139/176 [======================>.......] - ETA: 5s - loss: 1.9214 - accuracy: 0.4788 - top-5-accuracy: 0.7897
+
+
+```
+
+```
+
+140/176 [======================>.......] - ETA: 5s - loss: 1.9207 - accuracy: 0.4789 - top-5-accuracy: 0.7897
+
+
+```
+
+```
+
+141/176 [=======================>......] - ETA: 5s - loss: 1.9210 - accuracy: 0.4787 - top-5-accuracy: 0.7897
+
+
+```
+
+```
+
+142/176 [=======================>......] - ETA: 5s - loss: 1.9208 - accuracy: 0.4787 - top-5-accuracy: 0.7898
+
+
+```
+
+```
+
+143/176 [=======================>......] - ETA: 5s - loss: 1.9207 - accuracy: 0.4789 - top-5-accuracy: 0.7899
+
+
+```
+
+```
+
+144/176 [=======================>......] - ETA: 5s - loss: 1.9212 - accuracy: 0.4789 - top-5-accuracy: 0.7897
+
+
+```
+
+```
+
+145/176 [=======================>......] - ETA: 4s - loss: 1.9204 - accuracy: 0.4791 - top-5-accuracy: 0.7898
+
+
+```
+
+```
+
+146/176 [=======================>......] - ETA: 4s - loss: 1.9200 - accuracy: 0.4791 - top-5-accuracy: 0.7901
+
+
+```
+
+```
+
+147/176 [========================>.....] - ETA: 4s - loss: 1.9216 - accuracy: 0.4789 - top-5-accuracy: 0.7898
+
+
+```
+
+```
+
+148/176 [========================>.....] - ETA: 4s - loss: 1.9213 - accuracy: 0.4791 - top-5-accuracy: 0.7897
+
+
+```
+
+```
+
+149/176 [========================>.....] - ETA: 4s - loss: 1.9208 - accuracy: 0.4792 - top-5-accuracy: 0.7896
+
+
+```
+
+```
+
+150/176 [========================>.....] - ETA: 4s - loss: 1.9222 - accuracy: 0.4789 - top-5-accuracy: 0.7895
+
+
+```
+
+```
+
+151/176 [========================>.....] - ETA: 3s - loss: 1.9226 - accuracy: 0.4788 - top-5-accuracy: 0.7894
+
+
+```
+
+```
+
+152/176 [========================>.....] - ETA: 3s - loss: 1.9239 - accuracy: 0.4786 - top-5-accuracy: 0.7890
+
+
+```
+
+```
+
+153/176 [=========================>....] - ETA: 3s - loss: 1.9229 - accuracy: 0.4790 - top-5-accuracy: 0.7893
+
+
+```
+
+```
+
+154/176 [=========================>....] - ETA: 3s - loss: 1.9234 - accuracy: 0.4791 - top-5-accuracy: 0.7892
+
+
+```
+
+```
+
+155/176 [=========================>....] - ETA: 3s - loss: 1.9238 - accuracy: 0.4790 - top-5-accuracy: 0.7892
+
+
+```
+
+```
+
+156/176 [=========================>....] - ETA: 3s - loss: 1.9243 - accuracy: 0.4788 - top-5-accuracy: 0.7890
+
+
+```
+
+```
+
+157/176 [=========================>....] - ETA: 3s - loss: 1.9237 - accuracy: 0.4791 - top-5-accuracy: 0.7891
+
+
+```
+
+```
+
+158/176 [=========================>....] - ETA: 2s - loss: 1.9226 - accuracy: 0.4790 - top-5-accuracy: 0.7893
+
+
+```
+
+```
+
+159/176 [==========================>...] - ETA: 2s - loss: 1.9232 - accuracy: 0.4788 - top-5-accuracy: 0.7892
+
+
+```
+
+```
+
+160/176 [==========================>...] - ETA: 2s - loss: 1.9224 - accuracy: 0.4790 - top-5-accuracy: 0.7893
+
+
+```
+
+```
+
+161/176 [==========================>...] - ETA: 2s - loss: 1.9234 - accuracy: 0.4790 - top-5-accuracy: 0.7893
+
+
+```
+
+```
+
+162/176 [==========================>...] - ETA: 2s - loss: 1.9240 - accuracy: 0.4789 - top-5-accuracy: 0.7891
+
+
+```
+
+```
+
+163/176 [==========================>...] - ETA: 2s - loss: 1.9238 - accuracy: 0.4789 - top-5-accuracy: 0.7890
+
+
+```
+
+```
+
+164/176 [==========================>...] - ETA: 1s - loss: 1.9247 - accuracy: 0.4788 - top-5-accuracy: 0.7886
+
+
+```
+
+```
+
+165/176 [===========================>..] - ETA: 1s - loss: 1.9251 - accuracy: 0.4787 - top-5-accuracy: 0.7886
+
+
+```
+
+```
+
+166/176 [===========================>..] - ETA: 1s - loss: 1.9265 - accuracy: 0.4786 - top-5-accuracy: 0.7882
+
+
+```
+
+```
+
+167/176 [===========================>..] - ETA: 1s - loss: 1.9268 - accuracy: 0.4785 - top-5-accuracy: 0.7882
+
+
+```
+
+```
+
+168/176 [===========================>..] - ETA: 1s - loss: 1.9272 - accuracy: 0.4784 - top-5-accuracy: 0.7881
+
+
+```
+
+```
+
+169/176 [===========================>..] - ETA: 1s - loss: 1.9257 - accuracy: 0.4787 - top-5-accuracy: 0.7883
+
+
+```
+
+```
+
+170/176 [===========================>..] - ETA: 0s - loss: 1.9263 - accuracy: 0.4786 - top-5-accuracy: 0.7881
+
+
+```
+
+```
+
+171/176 [============================>.] - ETA: 0s - loss: 1.9255 - accuracy: 0.4788 - top-5-accuracy: 0.7884
+
+
+```
+
+```
+
+172/176 [============================>.] - ETA: 0s - loss: 1.9256 - accuracy: 0.4789 - top-5-accuracy: 0.7884
+
+
+```
+
+```
+
+173/176 [============================>.] - ETA: 0s - loss: 1.9253 - accuracy: 0.4789 - top-5-accuracy: 0.7886
+
+
+```
+
+```
+
+174/176 [============================>.] - ETA: 0s - loss: 1.9254 - accuracy: 0.4790 - top-5-accuracy: 0.7885
+
+
+```
+
+```
+
+175/176 [============================>.] - ETA: 0s - loss: 1.9246 - accuracy: 0.4791 - top-5-accuracy: 0.7888
+
+
+```
+
+```
+
+176/176 [==============================] - ETA: 0s - loss: 1.9236 - accuracy: 0.4794 - top-5-accuracy: 0.7890
+
+
+```
+
+```
+
+176/176 [==============================] - 29s 165ms/step - loss: 1.9236 - accuracy: 0.4794 - top-5-accuracy: 0.7890 - val_loss: 2.0592 - val_accuracy: 0.4590 - val_top-5-accuracy: 0.7554
+
+
+
+```
+Epoch 25/50
+
+```
+
+
+ 1/176 [..............................] - ETA: 27s - loss: 1.8754 - accuracy: 0.5000 - top-5-accuracy: 0.8008
+
+
+```
+
+```
+
+ 2/176 [..............................] - ETA: 27s - loss: 1.7980 - accuracy: 0.4941 - top-5-accuracy: 0.8262
+
+
+```
+
+```
+
+ 3/176 [..............................] - ETA: 27s - loss: 1.8147 - accuracy: 0.4922 - top-5-accuracy: 0.8177
+
+
+```
+
+```
+
+ 4/176 [..............................] - ETA: 27s - loss: 1.8094 - accuracy: 0.5039 - top-5-accuracy: 0.8154
+
+
+```
+
+```
+
+ 5/176 [..............................] - ETA: 27s - loss: 1.8148 - accuracy: 0.5008 - top-5-accuracy: 0.8125
+
+
+```
+
+```
+
+ 6/176 [>.............................] - ETA: 26s - loss: 1.8000 - accuracy: 0.5033 - top-5-accuracy: 0.8164
+
+
+```
+
+```
+
+ 7/176 [>.............................] - ETA: 26s - loss: 1.8076 - accuracy: 0.5022 - top-5-accuracy: 0.8142
+
+
+```
+
+```
+
+ 8/176 [>.............................] - ETA: 26s - loss: 1.7966 - accuracy: 0.5024 - top-5-accuracy: 0.8193
+
+
+```
+
+```
+
+ 9/176 [>.............................] - ETA: 26s - loss: 1.7876 - accuracy: 0.4991 - top-5-accuracy: 0.8199
+
+
+```
+
+```
+
+ 10/176 [>.............................] - ETA: 26s - loss: 1.7907 - accuracy: 0.5008 - top-5-accuracy: 0.8164
+
+
+```
+
+```
+
+ 11/176 [>.............................] - ETA: 26s - loss: 1.8043 - accuracy: 0.4964 - top-5-accuracy: 0.8146
+
+
+```
+
+```
+
+ 12/176 [=>............................] - ETA: 25s - loss: 1.7950 - accuracy: 0.5026 - top-5-accuracy: 0.8151
+
+
+```
+
+```
+
+ 13/176 [=>............................] - ETA: 25s - loss: 1.7989 - accuracy: 0.5021 - top-5-accuracy: 0.8140
+
+
+```
+
+```
+
+ 14/176 [=>............................] - ETA: 25s - loss: 1.8003 - accuracy: 0.5006 - top-5-accuracy: 0.8131
+
+
+```
+
+```
+
+ 15/176 [=>............................] - ETA: 25s - loss: 1.7964 - accuracy: 0.5034 - top-5-accuracy: 0.8130
+
+
+```
+
+```
+
+ 16/176 [=>............................] - ETA: 25s - loss: 1.7936 - accuracy: 0.5061 - top-5-accuracy: 0.8125
+
+
+```
+
+```
+
+ 17/176 [=>............................] - ETA: 25s - loss: 1.7978 - accuracy: 0.5078 - top-5-accuracy: 0.8116
+
+
+```
+
+```
+
+ 18/176 [==>...........................] - ETA: 25s - loss: 1.8016 - accuracy: 0.5056 - top-5-accuracy: 0.8099
+
+
+```
+
+```
+
+ 19/176 [==>...........................] - ETA: 24s - loss: 1.8054 - accuracy: 0.5043 - top-5-accuracy: 0.8094
+
+
+```
+
+```
+
+ 20/176 [==>...........................] - ETA: 24s - loss: 1.8096 - accuracy: 0.5039 - top-5-accuracy: 0.8092
+
+
+```
+
+```
+
+ 21/176 [==>...........................] - ETA: 24s - loss: 1.8116 - accuracy: 0.5035 - top-5-accuracy: 0.8077
+
+
+```
+
+```
+
+ 22/176 [==>...........................] - ETA: 24s - loss: 1.8101 - accuracy: 0.5037 - top-5-accuracy: 0.8070
+
+
+```
+
+```
+
+ 23/176 [==>...........................] - ETA: 24s - loss: 1.8118 - accuracy: 0.5029 - top-5-accuracy: 0.8067
+
+
+```
+
+```
+
+ 24/176 [===>..........................] - ETA: 24s - loss: 1.8129 - accuracy: 0.5049 - top-5-accuracy: 0.8055
+
+
+```
+
+```
+
+ 25/176 [===>..........................] - ETA: 23s - loss: 1.8167 - accuracy: 0.5030 - top-5-accuracy: 0.8045
+
+
+```
+
+```
+
+ 26/176 [===>..........................] - ETA: 23s - loss: 1.8193 - accuracy: 0.5030 - top-5-accuracy: 0.8047
+
+
+```
+
+```
+
+ 27/176 [===>..........................] - ETA: 23s - loss: 1.8271 - accuracy: 0.5009 - top-5-accuracy: 0.8043
+
+
+```
+
+```
+
+ 28/176 [===>..........................] - ETA: 23s - loss: 1.8274 - accuracy: 0.5006 - top-5-accuracy: 0.8045
+
+
+```
+
+```
+
+ 29/176 [===>..........................] - ETA: 23s - loss: 1.8246 - accuracy: 0.5015 - top-5-accuracy: 0.8050
+
+
+```
+
+```
+
+ 30/176 [====>.........................] - ETA: 23s - loss: 1.8265 - accuracy: 0.5009 - top-5-accuracy: 0.8043
+
+
+```
+
+```
+
+ 31/176 [====>.........................] - ETA: 23s - loss: 1.8259 - accuracy: 0.4997 - top-5-accuracy: 0.8049
+
+
+```
+
+```
+
+ 32/176 [====>.........................] - ETA: 22s - loss: 1.8243 - accuracy: 0.4991 - top-5-accuracy: 0.8047
+
+
+```
+
+```
+
+ 33/176 [====>.........................] - ETA: 22s - loss: 1.8246 - accuracy: 0.4998 - top-5-accuracy: 0.8048
+
+
+```
+
+```
+
+ 34/176 [====>.........................] - ETA: 22s - loss: 1.8214 - accuracy: 0.5003 - top-5-accuracy: 0.8051
+
+
+```
+
+```
+
+ 35/176 [====>.........................] - ETA: 22s - loss: 1.8187 - accuracy: 0.5017 - top-5-accuracy: 0.8059
+
+
+```
+
+```
+
+ 36/176 [=====>........................] - ETA: 22s - loss: 1.8244 - accuracy: 0.5002 - top-5-accuracy: 0.8043
+
+
+```
+
+```
+
+ 37/176 [=====>........................] - ETA: 22s - loss: 1.8250 - accuracy: 0.4995 - top-5-accuracy: 0.8041
+
+
+```
+
+```
+
+ 38/176 [=====>........................] - ETA: 21s - loss: 1.8271 - accuracy: 0.4995 - top-5-accuracy: 0.8038
+
+
+```
+
+```
+
+ 39/176 [=====>........................] - ETA: 21s - loss: 1.8266 - accuracy: 0.4997 - top-5-accuracy: 0.8042
+
+
+```
+
+```
+
+ 40/176 [=====>........................] - ETA: 21s - loss: 1.8256 - accuracy: 0.5005 - top-5-accuracy: 0.8044
+
+
+```
+
+```
+
+ 41/176 [=====>........................] - ETA: 21s - loss: 1.8234 - accuracy: 0.5004 - top-5-accuracy: 0.8047
+
+
+```
+
+```
+
+ 42/176 [======>.......................] - ETA: 21s - loss: 1.8290 - accuracy: 0.4984 - top-5-accuracy: 0.8037
+
+
+```
+
+```
+
+ 43/176 [======>.......................] - ETA: 21s - loss: 1.8343 - accuracy: 0.4968 - top-5-accuracy: 0.8031
+
+
+```
+
+```
+
+ 44/176 [======>.......................] - ETA: 20s - loss: 1.8385 - accuracy: 0.4959 - top-5-accuracy: 0.8021
+
+
+```
+
+```
+
+ 45/176 [======>.......................] - ETA: 20s - loss: 1.8389 - accuracy: 0.4966 - top-5-accuracy: 0.8017
+
+
+```
+
+```
+
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+
+
+```
+
+```
+
+ 47/176 [=======>......................] - ETA: 20s - loss: 1.8418 - accuracy: 0.4956 - top-5-accuracy: 0.8012
+
+
+```
+
+```
+
+ 48/176 [=======>......................] - ETA: 20s - loss: 1.8413 - accuracy: 0.4954 - top-5-accuracy: 0.8009
+
+
+```
+
+```
+
+ 49/176 [=======>......................] - ETA: 20s - loss: 1.8459 - accuracy: 0.4948 - top-5-accuracy: 0.7997
+
+
+```
+
+```
+
+ 50/176 [=======>......................] - ETA: 20s - loss: 1.8491 - accuracy: 0.4941 - top-5-accuracy: 0.7996
+
+
+```
+
+```
+
+ 51/176 [=======>......................] - ETA: 19s - loss: 1.8498 - accuracy: 0.4936 - top-5-accuracy: 0.8001
+
+
+```
+
+```
+
+ 52/176 [=======>......................] - ETA: 19s - loss: 1.8518 - accuracy: 0.4928 - top-5-accuracy: 0.7998
+
+
+```
+
+```
+
+ 53/176 [========>.....................] - ETA: 19s - loss: 1.8520 - accuracy: 0.4934 - top-5-accuracy: 0.7997
+
+
+```
+
+```
+
+ 54/176 [========>.....................] - ETA: 19s - loss: 1.8546 - accuracy: 0.4923 - top-5-accuracy: 0.7993
+
+
+```
+
+```
+
+ 55/176 [========>.....................] - ETA: 19s - loss: 1.8587 - accuracy: 0.4917 - top-5-accuracy: 0.7985
+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
+ 59/176 [=========>....................] - ETA: 18s - loss: 1.8630 - accuracy: 0.4915 - top-5-accuracy: 0.7974
+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
+ 65/176 [==========>...................] - ETA: 17s - loss: 1.8666 - accuracy: 0.4908 - top-5-accuracy: 0.7980
+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
+ 69/176 [==========>...................] - ETA: 17s - loss: 1.8706 - accuracy: 0.4894 - top-5-accuracy: 0.7965
+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
+ 73/176 [===========>..................] - ETA: 16s - loss: 1.8731 - accuracy: 0.4890 - top-5-accuracy: 0.7958
+
+
+```
+
+```
+
+ 74/176 [===========>..................] - ETA: 16s - loss: 1.8719 - accuracy: 0.4895 - top-5-accuracy: 0.7960
+
+
+```
+
+```
+
+ 75/176 [===========>..................] - ETA: 16s - loss: 1.8718 - accuracy: 0.4894 - top-5-accuracy: 0.7958
+
+
+```
+
+```
+
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+
+
+```
+
+```
+
+ 77/176 [============>.................] - ETA: 15s - loss: 1.8716 - accuracy: 0.4900 - top-5-accuracy: 0.7958
+
+
+```
+
+```
+
+ 78/176 [============>.................] - ETA: 15s - loss: 1.8738 - accuracy: 0.4893 - top-5-accuracy: 0.7953
+
+
+```
+
+```
+
+ 79/176 [============>.................] - ETA: 15s - loss: 1.8736 - accuracy: 0.4894 - top-5-accuracy: 0.7956
+
+
+```
+
+```
+
+ 80/176 [============>.................] - ETA: 15s - loss: 1.8737 - accuracy: 0.4890 - top-5-accuracy: 0.7958
+
+
+```
+
+```
+
+ 81/176 [============>.................] - ETA: 15s - loss: 1.8739 - accuracy: 0.4886 - top-5-accuracy: 0.7961
+
+
+```
+
+```
+
+ 82/176 [============>.................] - ETA: 14s - loss: 1.8743 - accuracy: 0.4886 - top-5-accuracy: 0.7961
+
+
+```
+
+```
+
+ 83/176 [=============>................] - ETA: 14s - loss: 1.8738 - accuracy: 0.4890 - top-5-accuracy: 0.7963
+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
+ 92/176 [==============>...............] - ETA: 13s - loss: 1.8698 - accuracy: 0.4918 - top-5-accuracy: 0.7965
+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
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+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
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+```
+
+```
+
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+
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+```
+
+```
+
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+
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+```
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+```
+
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+
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+```
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+```
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+
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+```
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+```
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+
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+```
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+```
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+
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+```
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+```
+
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+
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+```
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+```
+
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+
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+```
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+```
+
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+
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+```
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+```
+
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+
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+```
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+```
+
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+
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+```
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+```
+
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+
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+```
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+```
+
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+
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+```
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+```
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+
+
+```
+
+```
+
+161/176 [==========================>...] - ETA: 2s - loss: 1.8900 - accuracy: 0.4852 - top-5-accuracy: 0.7942
+
+
+```
+
+```
+
+162/176 [==========================>...] - ETA: 2s - loss: 1.8904 - accuracy: 0.4852 - top-5-accuracy: 0.7942
+
+
+```
+
+```
+
+163/176 [==========================>...] - ETA: 2s - loss: 1.8902 - accuracy: 0.4853 - top-5-accuracy: 0.7943
+
+
+```
+
+```
+
+164/176 [==========================>...] - ETA: 1s - loss: 1.8913 - accuracy: 0.4851 - top-5-accuracy: 0.7943
+
+
+```
+
+```
+
+165/176 [===========================>..] - ETA: 1s - loss: 1.8921 - accuracy: 0.4851 - top-5-accuracy: 0.7941
+
+
+```
+
+```
+
+166/176 [===========================>..] - ETA: 1s - loss: 1.8932 - accuracy: 0.4849 - top-5-accuracy: 0.7937
+
+
+```
+
+```
+
+167/176 [===========================>..] - ETA: 1s - loss: 1.8941 - accuracy: 0.4847 - top-5-accuracy: 0.7936
+
+
+```
+
+```
+
+168/176 [===========================>..] - ETA: 1s - loss: 1.8939 - accuracy: 0.4847 - top-5-accuracy: 0.7936
+
+
+```
+
+```
+
+169/176 [===========================>..] - ETA: 1s - loss: 1.8946 - accuracy: 0.4844 - top-5-accuracy: 0.7934
+
+
+```
+
+```
+
+170/176 [===========================>..] - ETA: 0s - loss: 1.8948 - accuracy: 0.4845 - top-5-accuracy: 0.7935
+
+
+```
+
+```
+
+171/176 [============================>.] - ETA: 0s - loss: 1.8946 - accuracy: 0.4846 - top-5-accuracy: 0.7936
+
+
+```
+
+```
+
+172/176 [============================>.] - ETA: 0s - loss: 1.8933 - accuracy: 0.4851 - top-5-accuracy: 0.7939
+
+
+```
+
+```
+
+173/176 [============================>.] - ETA: 0s - loss: 1.8937 - accuracy: 0.4850 - top-5-accuracy: 0.7937
+
+
+```
+
+```
+
+174/176 [============================>.] - ETA: 0s - loss: 1.8938 - accuracy: 0.4850 - top-5-accuracy: 0.7937
+
+
+```
+
+```
+
+175/176 [============================>.] - ETA: 0s - loss: 1.8947 - accuracy: 0.4848 - top-5-accuracy: 0.7936
+
+
+```
+
+```
+
+176/176 [==============================] - ETA: 0s - loss: 1.8952 - accuracy: 0.4846 - top-5-accuracy: 0.7935
+
+
+```
+
+```
+
+176/176 [==============================] - 29s 165ms/step - loss: 1.8952 - accuracy: 0.4846 - top-5-accuracy: 0.7935 - val_loss: 2.0555 - val_accuracy: 0.4742 - val_top-5-accuracy: 0.7534
+
+
+
+```
+Epoch 26/50
+
+```
+
+
+ 1/176 [..............................] - ETA: 27s - loss: 1.8100 - accuracy: 0.4961 - top-5-accuracy: 0.8320
+
+
+```
+
+```
+
+ 2/176 [..............................] - ETA: 27s - loss: 1.8299 - accuracy: 0.4766 - top-5-accuracy: 0.8223
+
+
+```
+
+```
+
+ 3/176 [..............................] - ETA: 27s - loss: 1.8461 - accuracy: 0.4857 - top-5-accuracy: 0.8203
+
+
+```
+
+```
+
+ 4/176 [..............................] - ETA: 27s - loss: 1.8468 - accuracy: 0.4932 - top-5-accuracy: 0.8154
+
+
+```
+
+```
+
+ 5/176 [..............................] - ETA: 27s - loss: 1.8304 - accuracy: 0.5070 - top-5-accuracy: 0.8219
+
+
+```
+
+```
+
+ 6/176 [>.............................] - ETA: 26s - loss: 1.8111 - accuracy: 0.5111 - top-5-accuracy: 0.8242
+
+
+```
+
+```
+
+ 7/176 [>.............................] - ETA: 26s - loss: 1.7747 - accuracy: 0.5195 - top-5-accuracy: 0.8292
+
+
+```
+
+```
+
+ 8/176 [>.............................] - ETA: 26s - loss: 1.7770 - accuracy: 0.5229 - top-5-accuracy: 0.8276
+
+
+```
+
+```
+
+ 9/176 [>.............................] - ETA: 26s - loss: 1.7683 - accuracy: 0.5230 - top-5-accuracy: 0.8268
+
+
+```
+
+```
+
+ 10/176 [>.............................] - ETA: 26s - loss: 1.7659 - accuracy: 0.5219 - top-5-accuracy: 0.8270
+
+
+```
+
+```
+
+ 11/176 [>.............................] - ETA: 26s - loss: 1.7766 - accuracy: 0.5213 - top-5-accuracy: 0.8239
+
+
+```
+
+```
+
+ 12/176 [=>............................] - ETA: 26s - loss: 1.7668 - accuracy: 0.5221 - top-5-accuracy: 0.8265
+
+
+```
+
+```
+
+ 13/176 [=>............................] - ETA: 25s - loss: 1.7668 - accuracy: 0.5228 - top-5-accuracy: 0.8254
+
+
+```
+
+```
+
+ 14/176 [=>............................] - ETA: 25s - loss: 1.7665 - accuracy: 0.5204 - top-5-accuracy: 0.8248
+
+
+```
+
+```
+
+ 15/176 [=>............................] - ETA: 25s - loss: 1.7747 - accuracy: 0.5177 - top-5-accuracy: 0.8240
+
+
+```
+
+```
+
+ 16/176 [=>............................] - ETA: 25s - loss: 1.7738 - accuracy: 0.5183 - top-5-accuracy: 0.8242
+
+
+```
+
+```
+
+ 17/176 [=>............................] - ETA: 25s - loss: 1.7701 - accuracy: 0.5182 - top-5-accuracy: 0.8240
+
+
+```
+
+```
+
+ 18/176 [==>...........................] - ETA: 25s - loss: 1.7773 - accuracy: 0.5165 - top-5-accuracy: 0.8234
+
+
+```
+
+```
+
+ 19/176 [==>...........................] - ETA: 24s - loss: 1.7685 - accuracy: 0.5191 - top-5-accuracy: 0.8252
+
+
+```
+
+```
+
+ 20/176 [==>...........................] - ETA: 24s - loss: 1.7748 - accuracy: 0.5189 - top-5-accuracy: 0.8238
+
+
+```
+
+```
+
+ 21/176 [==>...........................] - ETA: 24s - loss: 1.7816 - accuracy: 0.5158 - top-5-accuracy: 0.8225
+
+
+```
+
+```
+
+ 22/176 [==>...........................] - ETA: 24s - loss: 1.7800 - accuracy: 0.5146 - top-5-accuracy: 0.8230
+
+
+```
+
+```
+
+ 23/176 [==>...........................] - ETA: 24s - loss: 1.7803 - accuracy: 0.5146 - top-5-accuracy: 0.8218
+
+
+```
+
+```
+
+ 24/176 [===>..........................] - ETA: 24s - loss: 1.7776 - accuracy: 0.5148 - top-5-accuracy: 0.8223
+
+
+```
+
+```
+
+ 25/176 [===>..........................] - ETA: 23s - loss: 1.7866 - accuracy: 0.5144 - top-5-accuracy: 0.8200
+
+
+```
+
+```
+
+ 26/176 [===>..........................] - ETA: 23s - loss: 1.7850 - accuracy: 0.5152 - top-5-accuracy: 0.8199
+
+
+```
+
+```
+
+ 27/176 [===>..........................] - ETA: 23s - loss: 1.7804 - accuracy: 0.5165 - top-5-accuracy: 0.8203
+
+
+```
+
+```
+
+ 28/176 [===>..........................] - ETA: 23s - loss: 1.7836 - accuracy: 0.5148 - top-5-accuracy: 0.8203
+
+
+```
+
+```
+
+ 29/176 [===>..........................] - ETA: 23s - loss: 1.7879 - accuracy: 0.5145 - top-5-accuracy: 0.8190
+
+
+```
+
+```
+
+ 30/176 [====>.........................] - ETA: 23s - loss: 1.7880 - accuracy: 0.5139 - top-5-accuracy: 0.8185
+
+
+```
+
+```
+
+ 31/176 [====>.........................] - ETA: 23s - loss: 1.7863 - accuracy: 0.5140 - top-5-accuracy: 0.8185
+
+
+```
+
+```
+
+ 32/176 [====>.........................] - ETA: 22s - loss: 1.7817 - accuracy: 0.5149 - top-5-accuracy: 0.8186
+
+
+```
+
+```
+
+ 33/176 [====>.........................] - ETA: 22s - loss: 1.7777 - accuracy: 0.5159 - top-5-accuracy: 0.8188
+
+
+```
+
+```
+
+ 34/176 [====>.........................] - ETA: 22s - loss: 1.7738 - accuracy: 0.5173 - top-5-accuracy: 0.8194
+
+
+```
+
+```
+
+ 35/176 [====>.........................] - ETA: 22s - loss: 1.7772 - accuracy: 0.5171 - top-5-accuracy: 0.8188
+
+
+```
+
+```
+
+ 36/176 [=====>........................] - ETA: 22s - loss: 1.7796 - accuracy: 0.5169 - top-5-accuracy: 0.8181
+
+
+```
+
+```
+
+ 37/176 [=====>........................] - ETA: 22s - loss: 1.7810 - accuracy: 0.5175 - top-5-accuracy: 0.8171
+
+
+```
+
+```
+
+ 38/176 [=====>........................] - ETA: 21s - loss: 1.7789 - accuracy: 0.5185 - top-5-accuracy: 0.8177
+
+
+```
+
+```
+
+ 39/176 [=====>........................] - ETA: 21s - loss: 1.7827 - accuracy: 0.5175 - top-5-accuracy: 0.8170
+
+
+```
+
+```
+
+ 40/176 [=====>........................] - ETA: 21s - loss: 1.7828 - accuracy: 0.5169 - top-5-accuracy: 0.8173
+
+
+```
+
+```
+
+ 41/176 [=====>........................] - ETA: 21s - loss: 1.7835 - accuracy: 0.5167 - top-5-accuracy: 0.8172
+
+
+```
+
+```
+
+ 42/176 [======>.......................] - ETA: 21s - loss: 1.7833 - accuracy: 0.5169 - top-5-accuracy: 0.8173
+
+
+```
+
+```
+
+ 43/176 [======>.......................] - ETA: 21s - loss: 1.7850 - accuracy: 0.5164 - top-5-accuracy: 0.8165
+
+
+```
+
+```
+
+ 44/176 [======>.......................] - ETA: 20s - loss: 1.7839 - accuracy: 0.5157 - top-5-accuracy: 0.8168
+
+
+```
+
+```
+
+ 45/176 [======>.......................] - ETA: 20s - loss: 1.7831 - accuracy: 0.5157 - top-5-accuracy: 0.8166
+
+
+```
+
+```
+
+ 46/176 [======>.......................] - ETA: 20s - loss: 1.7795 - accuracy: 0.5166 - top-5-accuracy: 0.8170
+
+
+```
+
+```
+
+ 47/176 [=======>......................] - ETA: 20s - loss: 1.7801 - accuracy: 0.5155 - top-5-accuracy: 0.8167
+
+
+```
+
+```
+
+ 48/176 [=======>......................] - ETA: 20s - loss: 1.7806 - accuracy: 0.5152 - top-5-accuracy: 0.8166
+
+
+```
+
+```
+
+ 49/176 [=======>......................] - ETA: 20s - loss: 1.7856 - accuracy: 0.5135 - top-5-accuracy: 0.8156
+
+
+```
+
+```
+
+ 50/176 [=======>......................] - ETA: 20s - loss: 1.7865 - accuracy: 0.5133 - top-5-accuracy: 0.8154
+
+
+```
+
+```
+
+ 51/176 [=======>......................] - ETA: 19s - loss: 1.7858 - accuracy: 0.5133 - top-5-accuracy: 0.8154
+
+
+```
+
+```
+
+ 52/176 [=======>......................] - ETA: 19s - loss: 1.7891 - accuracy: 0.5125 - top-5-accuracy: 0.8146
+
+
+```
+
+```
+
+ 53/176 [========>.....................] - ETA: 19s - loss: 1.7904 - accuracy: 0.5120 - top-5-accuracy: 0.8144
+
+
+```
+
+```
+
+ 54/176 [========>.....................] - ETA: 19s - loss: 1.7891 - accuracy: 0.5124 - top-5-accuracy: 0.8148
+
+
+```
+
+```
+
+ 55/176 [========>.....................] - ETA: 19s - loss: 1.7928 - accuracy: 0.5121 - top-5-accuracy: 0.8139
+
+
+```
+
+```
+
+ 56/176 [========>.....................] - ETA: 19s - loss: 1.7926 - accuracy: 0.5122 - top-5-accuracy: 0.8137
+
+
+```
+
+```
+
+ 57/176 [========>.....................] - ETA: 18s - loss: 1.7992 - accuracy: 0.5110 - top-5-accuracy: 0.8130
+
+
+```
+
+```
+
+ 58/176 [========>.....................] - ETA: 18s - loss: 1.8001 - accuracy: 0.5109 - top-5-accuracy: 0.8125
+
+
+```
+
+```
+
+ 59/176 [=========>....................] - ETA: 18s - loss: 1.8006 - accuracy: 0.5108 - top-5-accuracy: 0.8125
+
+
+```
+
+```
+
+ 60/176 [=========>....................] - ETA: 18s - loss: 1.8010 - accuracy: 0.5109 - top-5-accuracy: 0.8123
+
+
+```
+
+```
+
+ 61/176 [=========>....................] - ETA: 18s - loss: 1.8046 - accuracy: 0.5105 - top-5-accuracy: 0.8115
+
+
+```
+
+```
+
+ 62/176 [=========>....................] - ETA: 18s - loss: 1.8036 - accuracy: 0.5104 - top-5-accuracy: 0.8121
+
+
+```
+
+```
+
+ 63/176 [=========>....................] - ETA: 17s - loss: 1.8073 - accuracy: 0.5094 - top-5-accuracy: 0.8113
+
+
+```
+
+```
+
+ 64/176 [=========>....................] - ETA: 17s - loss: 1.8096 - accuracy: 0.5087 - top-5-accuracy: 0.8111
+
+
+```
+
+```
+
+ 65/176 [==========>...................] - ETA: 17s - loss: 1.8093 - accuracy: 0.5085 - top-5-accuracy: 0.8111
+
+
+```
+
+```
+
+ 66/176 [==========>...................] - ETA: 17s - loss: 1.8069 - accuracy: 0.5091 - top-5-accuracy: 0.8114
+
+
+```
+
+```
+
+ 67/176 [==========>...................] - ETA: 17s - loss: 1.8059 - accuracy: 0.5090 - top-5-accuracy: 0.8116
+
+
+```
+
+```
+
+ 68/176 [==========>...................] - ETA: 17s - loss: 1.8042 - accuracy: 0.5092 - top-5-accuracy: 0.8120
+
+
+```
+
+```
+
+ 69/176 [==========>...................] - ETA: 16s - loss: 1.8031 - accuracy: 0.5088 - top-5-accuracy: 0.8123
+
+
+```
+
+```
+
+ 70/176 [==========>...................] - ETA: 16s - loss: 1.8008 - accuracy: 0.5097 - top-5-accuracy: 0.8125
+
+
+```
+
+```
+
+ 71/176 [===========>..................] - ETA: 16s - loss: 1.8012 - accuracy: 0.5097 - top-5-accuracy: 0.8122
+
+
+```
+
+```
+
+ 72/176 [===========>..................] - ETA: 16s - loss: 1.8019 - accuracy: 0.5094 - top-5-accuracy: 0.8120
+
+
+```
+
+```
+
+ 73/176 [===========>..................] - ETA: 16s - loss: 1.8025 - accuracy: 0.5090 - top-5-accuracy: 0.8119
+
+
+```
+
+```
+
+ 74/176 [===========>..................] - ETA: 16s - loss: 1.8016 - accuracy: 0.5089 - top-5-accuracy: 0.8123
+
+
+```
+
+```
+
+ 75/176 [===========>..................] - ETA: 16s - loss: 1.8033 - accuracy: 0.5089 - top-5-accuracy: 0.8121
+
+
+```
+
+```
+
+ 76/176 [===========>..................] - ETA: 15s - loss: 1.8045 - accuracy: 0.5086 - top-5-accuracy: 0.8116
+
+
+```
+
+```
+
+ 77/176 [============>.................] - ETA: 15s - loss: 1.8066 - accuracy: 0.5084 - top-5-accuracy: 0.8111
+
+
+```
+
+```
+
+ 78/176 [============>.................] - ETA: 15s - loss: 1.8057 - accuracy: 0.5086 - top-5-accuracy: 0.8113
+
+
+```
+
+```
+
+ 79/176 [============>.................] - ETA: 15s - loss: 1.8099 - accuracy: 0.5075 - top-5-accuracy: 0.8108
+
+
+```
+
+```
+
+ 80/176 [============>.................] - ETA: 15s - loss: 1.8116 - accuracy: 0.5072 - top-5-accuracy: 0.8103
+
+
+```
+
+```
+
+ 81/176 [============>.................] - ETA: 15s - loss: 1.8118 - accuracy: 0.5071 - top-5-accuracy: 0.8103
+
+
+```
+
+```
+
+ 82/176 [============>.................] - ETA: 14s - loss: 1.8116 - accuracy: 0.5078 - top-5-accuracy: 0.8103
+
+
+```
+
+```
+
+ 83/176 [=============>................] - ETA: 14s - loss: 1.8109 - accuracy: 0.5076 - top-5-accuracy: 0.8107
+
+
+```
+
+```
+
+ 84/176 [=============>................] - ETA: 14s - loss: 1.8105 - accuracy: 0.5076 - top-5-accuracy: 0.8107
+
+
+```
+
+```
+
+ 85/176 [=============>................] - ETA: 14s - loss: 1.8093 - accuracy: 0.5082 - top-5-accuracy: 0.8108
+
+
+```
+
+```
+
+ 86/176 [=============>................] - ETA: 14s - loss: 1.8118 - accuracy: 0.5072 - top-5-accuracy: 0.8105
+
+
+```
+
+```
+
+ 87/176 [=============>................] - ETA: 14s - loss: 1.8120 - accuracy: 0.5070 - top-5-accuracy: 0.8102
+
+
+```
+
+```
+
+ 88/176 [==============>...............] - ETA: 13s - loss: 1.8139 - accuracy: 0.5068 - top-5-accuracy: 0.8099
+
+
+```
+
+```
+
+ 89/176 [==============>...............] - ETA: 13s - loss: 1.8132 - accuracy: 0.5070 - top-5-accuracy: 0.8101
+
+
+```
+
+```
+
+ 90/176 [==============>...............] - ETA: 13s - loss: 1.8132 - accuracy: 0.5069 - top-5-accuracy: 0.8103
+
+
+```
+
+```
+
+ 91/176 [==============>...............] - ETA: 13s - loss: 1.8135 - accuracy: 0.5070 - top-5-accuracy: 0.8103
+
+
+```
+
+```
+
+ 92/176 [==============>...............] - ETA: 13s - loss: 1.8135 - accuracy: 0.5068 - top-5-accuracy: 0.8106
+
+
+```
+
+```
+
+ 93/176 [==============>...............] - ETA: 13s - loss: 1.8158 - accuracy: 0.5064 - top-5-accuracy: 0.8102
+
+
+```
+
+```
+
+ 94/176 [===============>..............] - ETA: 13s - loss: 1.8190 - accuracy: 0.5055 - top-5-accuracy: 0.8100
+
+
+```
+
+```
+
+ 95/176 [===============>..............] - ETA: 12s - loss: 1.8192 - accuracy: 0.5058 - top-5-accuracy: 0.8097
+
+
+```
+
+```
+
+ 96/176 [===============>..............] - ETA: 12s - loss: 1.8174 - accuracy: 0.5063 - top-5-accuracy: 0.8102
+
+
+```
+
+```
+
+ 97/176 [===============>..............] - ETA: 12s - loss: 1.8172 - accuracy: 0.5061 - top-5-accuracy: 0.8106
+
+
+```
+
+```
+
+ 98/176 [===============>..............] - ETA: 12s - loss: 1.8187 - accuracy: 0.5056 - top-5-accuracy: 0.8105
+
+
+```
+
+```
+
+ 99/176 [===============>..............] - ETA: 12s - loss: 1.8196 - accuracy: 0.5052 - top-5-accuracy: 0.8104
+
+
+```
+
+```
+
+100/176 [================>.............] - ETA: 12s - loss: 1.8207 - accuracy: 0.5051 - top-5-accuracy: 0.8103
+
+
+```
+
+```
+
+101/176 [================>.............] - ETA: 11s - loss: 1.8201 - accuracy: 0.5052 - top-5-accuracy: 0.8103
+
+
+```
+
+```
+
+102/176 [================>.............] - ETA: 11s - loss: 1.8190 - accuracy: 0.5054 - top-5-accuracy: 0.8103
+
+
+```
+
+```
+
+103/176 [================>.............] - ETA: 11s - loss: 1.8203 - accuracy: 0.5046 - top-5-accuracy: 0.8103
+
+
+```
+
+```
+
+104/176 [================>.............] - ETA: 11s - loss: 1.8198 - accuracy: 0.5045 - top-5-accuracy: 0.8106
+
+
+```
+
+```
+
+105/176 [================>.............] - ETA: 11s - loss: 1.8197 - accuracy: 0.5042 - top-5-accuracy: 0.8106
+
+
+```
+
+```
+
+106/176 [=================>............] - ETA: 11s - loss: 1.8211 - accuracy: 0.5042 - top-5-accuracy: 0.8103
+
+
+```
+
+```
+
+107/176 [=================>............] - ETA: 10s - loss: 1.8213 - accuracy: 0.5041 - top-5-accuracy: 0.8102
+
+
+```
+
+```
+
+108/176 [=================>............] - ETA: 10s - loss: 1.8230 - accuracy: 0.5034 - top-5-accuracy: 0.8098
+
+
+```
+
+```
+
+109/176 [=================>............] - ETA: 10s - loss: 1.8239 - accuracy: 0.5034 - top-5-accuracy: 0.8096
+
+
+```
+
+```
+
+110/176 [=================>............] - ETA: 10s - loss: 1.8239 - accuracy: 0.5037 - top-5-accuracy: 0.8097
+
+
+```
+
+```
+
+111/176 [=================>............] - ETA: 10s - loss: 1.8248 - accuracy: 0.5032 - top-5-accuracy: 0.8095
+
+
+```
+
+```
+
+112/176 [==================>...........] - ETA: 10s - loss: 1.8227 - accuracy: 0.5039 - top-5-accuracy: 0.8098
+
+
+```
+
+```
+
+113/176 [==================>...........] - ETA: 10s - loss: 1.8227 - accuracy: 0.5040 - top-5-accuracy: 0.8098
+
+
+```
+
+```
+
+114/176 [==================>...........] - ETA: 9s - loss: 1.8222 - accuracy: 0.5040 - top-5-accuracy: 0.8100
+
+
+```
+
+```
+
+115/176 [==================>...........] - ETA: 9s - loss: 1.8222 - accuracy: 0.5041 - top-5-accuracy: 0.8097
+
+
+```
+
+```
+
+116/176 [==================>...........] - ETA: 9s - loss: 1.8241 - accuracy: 0.5037 - top-5-accuracy: 0.8095
+
+
+```
+
+```
+
+117/176 [==================>...........] - ETA: 9s - loss: 1.8254 - accuracy: 0.5033 - top-5-accuracy: 0.8094
+
+
+```
+
+```
+
+118/176 [===================>..........] - ETA: 9s - loss: 1.8244 - accuracy: 0.5034 - top-5-accuracy: 0.8095
+
+
+```
+
+```
+
+119/176 [===================>..........] - ETA: 9s - loss: 1.8260 - accuracy: 0.5029 - top-5-accuracy: 0.8092
+
+
+```
+
+```
+
+120/176 [===================>..........] - ETA: 8s - loss: 1.8245 - accuracy: 0.5033 - top-5-accuracy: 0.8096
+
+
+```
+
+```
+
+121/176 [===================>..........] - ETA: 8s - loss: 1.8245 - accuracy: 0.5032 - top-5-accuracy: 0.8097
+
+
+```
+
+```
+
+122/176 [===================>..........] - ETA: 8s - loss: 1.8229 - accuracy: 0.5035 - top-5-accuracy: 0.8101
+
+
+```
+
+```
+
+123/176 [===================>..........] - ETA: 8s - loss: 1.8232 - accuracy: 0.5036 - top-5-accuracy: 0.8101
+
+
+```
+
+```
+
+124/176 [====================>.........] - ETA: 8s - loss: 1.8224 - accuracy: 0.5038 - top-5-accuracy: 0.8100
+
+
+```
+
+```
+
+125/176 [====================>.........] - ETA: 8s - loss: 1.8223 - accuracy: 0.5040 - top-5-accuracy: 0.8100
+
+
+```
+
+```
+
+126/176 [====================>.........] - ETA: 7s - loss: 1.8235 - accuracy: 0.5039 - top-5-accuracy: 0.8097
+
+
+```
+
+```
+
+127/176 [====================>.........] - ETA: 7s - loss: 1.8231 - accuracy: 0.5038 - top-5-accuracy: 0.8100
+
+
+```
+
+```
+
+128/176 [====================>.........] - ETA: 7s - loss: 1.8247 - accuracy: 0.5031 - top-5-accuracy: 0.8098
+
+
+```
+
+```
+
+129/176 [====================>.........] - ETA: 7s - loss: 1.8258 - accuracy: 0.5028 - top-5-accuracy: 0.8098
+
+
+```
+
+```
+
+130/176 [=====================>........] - ETA: 7s - loss: 1.8251 - accuracy: 0.5032 - top-5-accuracy: 0.8101
+
+
+```
+
+```
+
+131/176 [=====================>........] - ETA: 7s - loss: 1.8245 - accuracy: 0.5033 - top-5-accuracy: 0.8103
+
+
+```
+
+```
+
+132/176 [=====================>........] - ETA: 6s - loss: 1.8244 - accuracy: 0.5036 - top-5-accuracy: 0.8102
+
+
+```
+
+```
+
+133/176 [=====================>........] - ETA: 6s - loss: 1.8236 - accuracy: 0.5041 - top-5-accuracy: 0.8102
+
+
+```
+
+```
+
+134/176 [=====================>........] - ETA: 6s - loss: 1.8231 - accuracy: 0.5040 - top-5-accuracy: 0.8104
+
+
+```
+
+```
+
+135/176 [======================>.......] - ETA: 6s - loss: 1.8250 - accuracy: 0.5033 - top-5-accuracy: 0.8100
+
+
+```
+
+```
+
+136/176 [======================>.......] - ETA: 6s - loss: 1.8264 - accuracy: 0.5032 - top-5-accuracy: 0.8097
+
+
+```
+
+```
+
+137/176 [======================>.......] - ETA: 6s - loss: 1.8256 - accuracy: 0.5035 - top-5-accuracy: 0.8099
+
+
+```
+
+```
+
+138/176 [======================>.......] - ETA: 6s - loss: 1.8256 - accuracy: 0.5034 - top-5-accuracy: 0.8100
+
+
+```
+
+```
+
+139/176 [======================>.......] - ETA: 5s - loss: 1.8268 - accuracy: 0.5033 - top-5-accuracy: 0.8098
+
+
+```
+
+```
+
+140/176 [======================>.......] - ETA: 5s - loss: 1.8265 - accuracy: 0.5034 - top-5-accuracy: 0.8099
+
+
+```
+
+```
+
+141/176 [=======================>......] - ETA: 5s - loss: 1.8267 - accuracy: 0.5034 - top-5-accuracy: 0.8101
+
+
+```
+
+```
+
+142/176 [=======================>......] - ETA: 5s - loss: 1.8276 - accuracy: 0.5032 - top-5-accuracy: 0.8100
+
+
+```
+
+```
+
+143/176 [=======================>......] - ETA: 5s - loss: 1.8282 - accuracy: 0.5031 - top-5-accuracy: 0.8097
+
+
+```
+
+```
+
+144/176 [=======================>......] - ETA: 5s - loss: 1.8282 - accuracy: 0.5029 - top-5-accuracy: 0.8098
+
+
+```
+
+```
+
+145/176 [=======================>......] - ETA: 4s - loss: 1.8299 - accuracy: 0.5023 - top-5-accuracy: 0.8094
+
+
+```
+
+```
+
+146/176 [=======================>......] - ETA: 4s - loss: 1.8318 - accuracy: 0.5020 - top-5-accuracy: 0.8091
+
+
+```
+
+```
+
+147/176 [========================>.....] - ETA: 4s - loss: 1.8318 - accuracy: 0.5019 - top-5-accuracy: 0.8091
+
+
+```
+
+```
+
+148/176 [========================>.....] - ETA: 4s - loss: 1.8325 - accuracy: 0.5016 - top-5-accuracy: 0.8092
+
+
+```
+
+```
+
+149/176 [========================>.....] - ETA: 4s - loss: 1.8338 - accuracy: 0.5013 - top-5-accuracy: 0.8090
+
+
+```
+
+```
+
+150/176 [========================>.....] - ETA: 4s - loss: 1.8337 - accuracy: 0.5012 - top-5-accuracy: 0.8090
+
+
+```
+
+```
+
+151/176 [========================>.....] - ETA: 3s - loss: 1.8339 - accuracy: 0.5013 - top-5-accuracy: 0.8089
+
+
+```
+
+```
+
+152/176 [========================>.....] - ETA: 3s - loss: 1.8346 - accuracy: 0.5011 - top-5-accuracy: 0.8087
+
+
+```
+
+```
+
+153/176 [=========================>....] - ETA: 3s - loss: 1.8343 - accuracy: 0.5011 - top-5-accuracy: 0.8087
+
+
+```
+
+```
+
+154/176 [=========================>....] - ETA: 3s - loss: 1.8351 - accuracy: 0.5010 - top-5-accuracy: 0.8085
+
+
+```
+
+```
+
+155/176 [=========================>....] - ETA: 3s - loss: 1.8357 - accuracy: 0.5008 - top-5-accuracy: 0.8086
+
+
+```
+
+```
+
+156/176 [=========================>....] - ETA: 3s - loss: 1.8356 - accuracy: 0.5007 - top-5-accuracy: 0.8084
+
+
+```
+
+```
+
+157/176 [=========================>....] - ETA: 3s - loss: 1.8351 - accuracy: 0.5007 - top-5-accuracy: 0.8087
+
+
+```
+
+```
+
+158/176 [=========================>....] - ETA: 2s - loss: 1.8351 - accuracy: 0.5005 - top-5-accuracy: 0.8085
+
+
+```
+
+```
+
+159/176 [==========================>...] - ETA: 2s - loss: 1.8364 - accuracy: 0.5002 - top-5-accuracy: 0.8083
+
+
+```
+
+```
+
+160/176 [==========================>...] - ETA: 2s - loss: 1.8365 - accuracy: 0.5002 - top-5-accuracy: 0.8083
+
+
+```
+
+```
+
+161/176 [==========================>...] - ETA: 2s - loss: 1.8363 - accuracy: 0.5004 - top-5-accuracy: 0.8085
+
+
+```
+
+```
+
+162/176 [==========================>...] - ETA: 2s - loss: 1.8359 - accuracy: 0.5005 - top-5-accuracy: 0.8084
+
+
+```
+
+```
+
+163/176 [==========================>...] - ETA: 2s - loss: 1.8368 - accuracy: 0.5001 - top-5-accuracy: 0.8083
+
+
+```
+
+```
+
+164/176 [==========================>...] - ETA: 1s - loss: 1.8362 - accuracy: 0.5004 - top-5-accuracy: 0.8085
+
+
+```
+
+```
+
+165/176 [===========================>..] - ETA: 1s - loss: 1.8363 - accuracy: 0.5002 - top-5-accuracy: 0.8084
+
+
+```
+
+```
+
+166/176 [===========================>..] - ETA: 1s - loss: 1.8363 - accuracy: 0.5003 - top-5-accuracy: 0.8085
+
+
+```
+
+```
+
+167/176 [===========================>..] - ETA: 1s - loss: 1.8356 - accuracy: 0.5005 - top-5-accuracy: 0.8085
+
+
+```
+
+```
+
+168/176 [===========================>..] - ETA: 1s - loss: 1.8357 - accuracy: 0.5006 - top-5-accuracy: 0.8085
+
+
+```
+
+```
+
+169/176 [===========================>..] - ETA: 1s - loss: 1.8360 - accuracy: 0.5005 - top-5-accuracy: 0.8085
+
+
+```
+
+```
+
+170/176 [===========================>..] - ETA: 0s - loss: 1.8363 - accuracy: 0.5004 - top-5-accuracy: 0.8085
+
+
+```
+
+```
+
+171/176 [============================>.] - ETA: 0s - loss: 1.8362 - accuracy: 0.5004 - top-5-accuracy: 0.8087
+
+
+```
+
+```
+
+172/176 [============================>.] - ETA: 0s - loss: 1.8367 - accuracy: 0.5004 - top-5-accuracy: 0.8083
+
+
+```
+
+```
+
+173/176 [============================>.] - ETA: 0s - loss: 1.8372 - accuracy: 0.5001 - top-5-accuracy: 0.8083
+
+
+```
+
+```
+
+174/176 [============================>.] - ETA: 0s - loss: 1.8379 - accuracy: 0.4998 - top-5-accuracy: 0.8080
+
+
+```
+
+```
+
+175/176 [============================>.] - ETA: 0s - loss: 1.8389 - accuracy: 0.4997 - top-5-accuracy: 0.8078
+
+
+```
+
+```
+
+176/176 [==============================] - ETA: 0s - loss: 1.8397 - accuracy: 0.4997 - top-5-accuracy: 0.8077
+
+
+```
+
+```
+
+176/176 [==============================] - 29s 164ms/step - loss: 1.8397 - accuracy: 0.4997 - top-5-accuracy: 0.8077 - val_loss: 2.0230 - val_accuracy: 0.4672 - val_top-5-accuracy: 0.7642
+
+
+
+```
+Epoch 27/50
+
+```
+
+
+ 1/176 [..............................] - ETA: 27s - loss: 1.7489 - accuracy: 0.5352 - top-5-accuracy: 0.8477
+
+
+```
+
+```
+
+ 2/176 [..............................] - ETA: 27s - loss: 1.7235 - accuracy: 0.5254 - top-5-accuracy: 0.8438
+
+
+```
+
+```
+
+ 3/176 [..............................] - ETA: 27s - loss: 1.7345 - accuracy: 0.5182 - top-5-accuracy: 0.8281
+
+
+```
+
+```
+
+ 4/176 [..............................] - ETA: 27s - loss: 1.7254 - accuracy: 0.5205 - top-5-accuracy: 0.8291
+
+
+```
+
+```
+
+ 5/176 [..............................] - ETA: 27s - loss: 1.7473 - accuracy: 0.5133 - top-5-accuracy: 0.8242
+
+
+```
+
+```
+
+ 6/176 [>.............................] - ETA: 26s - loss: 1.7257 - accuracy: 0.5176 - top-5-accuracy: 0.8281
+
+
+```
+
+```
+
+ 7/176 [>.............................] - ETA: 26s - loss: 1.7055 - accuracy: 0.5240 - top-5-accuracy: 0.8309
+
+
+```
+
+```
+
+ 8/176 [>.............................] - ETA: 26s - loss: 1.7128 - accuracy: 0.5220 - top-5-accuracy: 0.8281
+
+
+```
+
+```
+
+ 9/176 [>.............................] - ETA: 26s - loss: 1.7260 - accuracy: 0.5208 - top-5-accuracy: 0.8229
+
+
+```
+
+```
+
+ 10/176 [>.............................] - ETA: 26s - loss: 1.7391 - accuracy: 0.5188 - top-5-accuracy: 0.8203
+
+
+```
+
+```
+
+ 11/176 [>.............................] - ETA: 26s - loss: 1.7345 - accuracy: 0.5213 - top-5-accuracy: 0.8207
+
+
+```
+
+```
+
+ 12/176 [=>............................] - ETA: 26s - loss: 1.7491 - accuracy: 0.5186 - top-5-accuracy: 0.8158
+
+
+```
+
+```
+
+ 13/176 [=>............................] - ETA: 25s - loss: 1.7549 - accuracy: 0.5159 - top-5-accuracy: 0.8140
+
+
+```
+
+```
+
+ 14/176 [=>............................] - ETA: 25s - loss: 1.7471 - accuracy: 0.5187 - top-5-accuracy: 0.8164
+
+
+```
+
+```
+
+ 15/176 [=>............................] - ETA: 25s - loss: 1.7411 - accuracy: 0.5227 - top-5-accuracy: 0.8182
+
+
+```
+
+```
+
+ 16/176 [=>............................] - ETA: 25s - loss: 1.7414 - accuracy: 0.5239 - top-5-accuracy: 0.8179
+
+
+```
+
+```
+
+ 17/176 [=>............................] - ETA: 25s - loss: 1.7327 - accuracy: 0.5267 - top-5-accuracy: 0.8196
+
+
+```
+
+```
+
+ 18/176 [==>...........................] - ETA: 25s - loss: 1.7366 - accuracy: 0.5247 - top-5-accuracy: 0.8186
+
+
+```
+
+```
+
+ 19/176 [==>...........................] - ETA: 24s - loss: 1.7364 - accuracy: 0.5257 - top-5-accuracy: 0.8183
+
+
+```
+
+```
+
+ 20/176 [==>...........................] - ETA: 24s - loss: 1.7370 - accuracy: 0.5248 - top-5-accuracy: 0.8182
+
+
+```
+
+```
+
+ 21/176 [==>...........................] - ETA: 24s - loss: 1.7416 - accuracy: 0.5255 - top-5-accuracy: 0.8172
+
+
+```
+
+```
+
+ 22/176 [==>...........................] - ETA: 24s - loss: 1.7383 - accuracy: 0.5261 - top-5-accuracy: 0.8175
+
+
+```
+
+```
+
+ 23/176 [==>...........................] - ETA: 24s - loss: 1.7415 - accuracy: 0.5246 - top-5-accuracy: 0.8184
+
+
+```
+
+```
+
+ 24/176 [===>..........................] - ETA: 24s - loss: 1.7468 - accuracy: 0.5234 - top-5-accuracy: 0.8171
+
+
+```
+
+```
+
+ 25/176 [===>..........................] - ETA: 23s - loss: 1.7446 - accuracy: 0.5238 - top-5-accuracy: 0.8166
+
+
+```
+
+```
+
+ 26/176 [===>..........................] - ETA: 23s - loss: 1.7480 - accuracy: 0.5215 - top-5-accuracy: 0.8167
+
+
+```
+
+```
+
+ 27/176 [===>..........................] - ETA: 23s - loss: 1.7480 - accuracy: 0.5214 - top-5-accuracy: 0.8164
+
+
+```
+
+```
+
+ 28/176 [===>..........................] - ETA: 23s - loss: 1.7511 - accuracy: 0.5209 - top-5-accuracy: 0.8165
+
+
+```
+
+```
+
+ 29/176 [===>..........................] - ETA: 23s - loss: 1.7601 - accuracy: 0.5194 - top-5-accuracy: 0.8147
+
+
+```
+
+```
+
+ 30/176 [====>.........................] - ETA: 23s - loss: 1.7658 - accuracy: 0.5181 - top-5-accuracy: 0.8133
+
+
+```
+
+```
+
+ 31/176 [====>.........................] - ETA: 23s - loss: 1.7612 - accuracy: 0.5190 - top-5-accuracy: 0.8140
+
+
+```
+
+```
+
+ 32/176 [====>.........................] - ETA: 22s - loss: 1.7624 - accuracy: 0.5183 - top-5-accuracy: 0.8140
+
+
+```
+
+```
+
+ 33/176 [====>.........................] - ETA: 22s - loss: 1.7587 - accuracy: 0.5199 - top-5-accuracy: 0.8143
+
+
+```
+
+```
+
+ 34/176 [====>.........................] - ETA: 22s - loss: 1.7618 - accuracy: 0.5184 - top-5-accuracy: 0.8143
+
+
+```
+
+```
+
+ 35/176 [====>.........................] - ETA: 22s - loss: 1.7579 - accuracy: 0.5202 - top-5-accuracy: 0.8144
+
+
+```
+
+```
+
+ 36/176 [=====>........................] - ETA: 22s - loss: 1.7564 - accuracy: 0.5202 - top-5-accuracy: 0.8138
+
+
+```
+
+```
+
+ 37/176 [=====>........................] - ETA: 22s - loss: 1.7579 - accuracy: 0.5197 - top-5-accuracy: 0.8138
+
+
+```
+
+```
+
+ 38/176 [=====>........................] - ETA: 21s - loss: 1.7593 - accuracy: 0.5199 - top-5-accuracy: 0.8136
+
+
+```
+
+```
+
+ 39/176 [=====>........................] - ETA: 21s - loss: 1.7600 - accuracy: 0.5199 - top-5-accuracy: 0.8138
+
+
+```
+
+```
+
+ 40/176 [=====>........................] - ETA: 21s - loss: 1.7589 - accuracy: 0.5200 - top-5-accuracy: 0.8141
+
+
+```
+
+```
+
+ 41/176 [=====>........................] - ETA: 21s - loss: 1.7551 - accuracy: 0.5206 - top-5-accuracy: 0.8151
+
+
+```
+
+```
+
+ 42/176 [======>.......................] - ETA: 21s - loss: 1.7569 - accuracy: 0.5204 - top-5-accuracy: 0.8145
+
+
+```
+
+```
+
+ 43/176 [======>.......................] - ETA: 21s - loss: 1.7560 - accuracy: 0.5203 - top-5-accuracy: 0.8146
+
+
+```
+
+```
+
+ 44/176 [======>.......................] - ETA: 20s - loss: 1.7517 - accuracy: 0.5206 - top-5-accuracy: 0.8154
+
+
+```
+
+```
+
+ 45/176 [======>.......................] - ETA: 20s - loss: 1.7529 - accuracy: 0.5202 - top-5-accuracy: 0.8150
+
+
+```
+
+```
+
+ 46/176 [======>.......................] - ETA: 20s - loss: 1.7521 - accuracy: 0.5206 - top-5-accuracy: 0.8153
+
+
+```
+
+```
+
+ 47/176 [=======>......................] - ETA: 20s - loss: 1.7533 - accuracy: 0.5195 - top-5-accuracy: 0.8152
+
+
+```
+
+```
+
+ 48/176 [=======>......................] - ETA: 20s - loss: 1.7537 - accuracy: 0.5195 - top-5-accuracy: 0.8155
+
+
+```
+
+```
+
+ 49/176 [=======>......................] - ETA: 20s - loss: 1.7525 - accuracy: 0.5191 - top-5-accuracy: 0.8158
+
+
+```
+
+```
+
+ 50/176 [=======>......................] - ETA: 20s - loss: 1.7530 - accuracy: 0.5186 - top-5-accuracy: 0.8158
+
+
+```
+
+```
+
+ 51/176 [=======>......................] - ETA: 19s - loss: 1.7545 - accuracy: 0.5188 - top-5-accuracy: 0.8158
+
+
+```
+
+```
+
+ 52/176 [=======>......................] - ETA: 19s - loss: 1.7553 - accuracy: 0.5182 - top-5-accuracy: 0.8160
+
+
+```
+
+```
+
+ 53/176 [========>.....................] - ETA: 19s - loss: 1.7535 - accuracy: 0.5185 - top-5-accuracy: 0.8162
+
+
+```
+
+```
+
+ 54/176 [========>.....................] - ETA: 19s - loss: 1.7525 - accuracy: 0.5184 - top-5-accuracy: 0.8164
+
+
+```
+
+```
+
+ 55/176 [========>.....................] - ETA: 19s - loss: 1.7522 - accuracy: 0.5187 - top-5-accuracy: 0.8169
+
+
+```
+
+```
+
+ 56/176 [========>.....................] - ETA: 19s - loss: 1.7545 - accuracy: 0.5184 - top-5-accuracy: 0.8168
+
+
+```
+
+```
+
+ 57/176 [========>.....................] - ETA: 18s - loss: 1.7526 - accuracy: 0.5186 - top-5-accuracy: 0.8173
+
+
+```
+
+```
+
+ 58/176 [========>.....................] - ETA: 18s - loss: 1.7527 - accuracy: 0.5184 - top-5-accuracy: 0.8173
+
+
+```
+
+```
+
+ 59/176 [=========>....................] - ETA: 18s - loss: 1.7545 - accuracy: 0.5177 - top-5-accuracy: 0.8171
+
+
+```
+
+```
+
+ 60/176 [=========>....................] - ETA: 18s - loss: 1.7542 - accuracy: 0.5178 - top-5-accuracy: 0.8171
+
+
+```
+
+```
+
+ 61/176 [=========>....................] - ETA: 18s - loss: 1.7569 - accuracy: 0.5172 - top-5-accuracy: 0.8162
+
+
+```
+
+```
+
+ 62/176 [=========>....................] - ETA: 18s - loss: 1.7611 - accuracy: 0.5159 - top-5-accuracy: 0.8156
+
+
+```
+
+```
+
+ 63/176 [=========>....................] - ETA: 17s - loss: 1.7610 - accuracy: 0.5168 - top-5-accuracy: 0.8157
+
+
+```
+
+```
+
+ 64/176 [=========>....................] - ETA: 17s - loss: 1.7628 - accuracy: 0.5168 - top-5-accuracy: 0.8154
+
+
+```
+
+```
+
+ 65/176 [==========>...................] - ETA: 17s - loss: 1.7645 - accuracy: 0.5165 - top-5-accuracy: 0.8151
+
+
+```
+
+```
+
+ 66/176 [==========>...................] - ETA: 17s - loss: 1.7654 - accuracy: 0.5163 - top-5-accuracy: 0.8152
+
+
+```
+
+```
+
+ 67/176 [==========>...................] - ETA: 17s - loss: 1.7672 - accuracy: 0.5159 - top-5-accuracy: 0.8151
+
+
+```
+
+```
+
+ 68/176 [==========>...................] - ETA: 17s - loss: 1.7663 - accuracy: 0.5162 - top-5-accuracy: 0.8151
+
+
+```
+
+```
+
+ 69/176 [==========>...................] - ETA: 17s - loss: 1.7663 - accuracy: 0.5160 - top-5-accuracy: 0.8151
+
+
+```
+
+```
+
+ 70/176 [==========>...................] - ETA: 16s - loss: 1.7643 - accuracy: 0.5162 - top-5-accuracy: 0.8156
+
+
+```
+
+```
+
+ 71/176 [===========>..................] - ETA: 16s - loss: 1.7639 - accuracy: 0.5161 - top-5-accuracy: 0.8155
+
+
+```
+
+```
+
+ 72/176 [===========>..................] - ETA: 16s - loss: 1.7628 - accuracy: 0.5167 - top-5-accuracy: 0.8152
+
+
+```
+
+```
+
+ 73/176 [===========>..................] - ETA: 16s - loss: 1.7615 - accuracy: 0.5176 - top-5-accuracy: 0.8149
+
+
+```
+
+```
+
+ 74/176 [===========>..................] - ETA: 16s - loss: 1.7627 - accuracy: 0.5178 - top-5-accuracy: 0.8147
+
+
+```
+
+```
+
+ 75/176 [===========>..................] - ETA: 16s - loss: 1.7618 - accuracy: 0.5182 - top-5-accuracy: 0.8150
+
+
+```
+
+```
+
+ 76/176 [===========>..................] - ETA: 15s - loss: 1.7610 - accuracy: 0.5182 - top-5-accuracy: 0.8153
+
+
+```
+
+```
+
+ 77/176 [============>.................] - ETA: 15s - loss: 1.7635 - accuracy: 0.5177 - top-5-accuracy: 0.8149
+
+
+```
+
+```
+
+ 78/176 [============>.................] - ETA: 15s - loss: 1.7636 - accuracy: 0.5174 - top-5-accuracy: 0.8150
+
+
+```
+
+```
+
+ 79/176 [============>.................] - ETA: 15s - loss: 1.7663 - accuracy: 0.5163 - top-5-accuracy: 0.8145
+
+
+```
+
+```
+
+ 80/176 [============>.................] - ETA: 15s - loss: 1.7672 - accuracy: 0.5160 - top-5-accuracy: 0.8145
+
+
+```
+
+```
+
+ 81/176 [============>.................] - ETA: 15s - loss: 1.7694 - accuracy: 0.5156 - top-5-accuracy: 0.8142
+
+
+```
+
+```
+
+ 82/176 [============>.................] - ETA: 14s - loss: 1.7680 - accuracy: 0.5153 - top-5-accuracy: 0.8148
+
+
+```
+
+```
+
+ 83/176 [=============>................] - ETA: 14s - loss: 1.7673 - accuracy: 0.5157 - top-5-accuracy: 0.8153
+
+
+```
+
+```
+
+ 84/176 [=============>................] - ETA: 14s - loss: 1.7680 - accuracy: 0.5156 - top-5-accuracy: 0.8152
+
+
+```
+
+```
+
+ 85/176 [=============>................] - ETA: 14s - loss: 1.7690 - accuracy: 0.5157 - top-5-accuracy: 0.8150
+
+
+```
+
+```
+
+ 86/176 [=============>................] - ETA: 14s - loss: 1.7686 - accuracy: 0.5160 - top-5-accuracy: 0.8152
+
+
+```
+
+```
+
+ 87/176 [=============>................] - ETA: 14s - loss: 1.7695 - accuracy: 0.5157 - top-5-accuracy: 0.8150
+
+
+```
+
+```
+
+ 88/176 [==============>...............] - ETA: 14s - loss: 1.7702 - accuracy: 0.5153 - top-5-accuracy: 0.8150
+
+
+```
+
+```
+
+ 89/176 [==============>...............] - ETA: 13s - loss: 1.7706 - accuracy: 0.5150 - top-5-accuracy: 0.8150
+
+
+```
+
+```
+
+ 90/176 [==============>...............] - ETA: 13s - loss: 1.7715 - accuracy: 0.5149 - top-5-accuracy: 0.8147
+
+
+```
+
+```
+
+ 91/176 [==============>...............] - ETA: 13s - loss: 1.7713 - accuracy: 0.5150 - top-5-accuracy: 0.8149
+
+
+```
+
+```
+
+ 92/176 [==============>...............] - ETA: 13s - loss: 1.7728 - accuracy: 0.5146 - top-5-accuracy: 0.8149
+
+
+```
+
+```
+
+ 93/176 [==============>...............] - ETA: 13s - loss: 1.7743 - accuracy: 0.5146 - top-5-accuracy: 0.8147
+
+
+```
+
+```
+
+ 94/176 [===============>..............] - ETA: 13s - loss: 1.7748 - accuracy: 0.5144 - top-5-accuracy: 0.8146
+
+
+```
+
+```
+
+ 95/176 [===============>..............] - ETA: 12s - loss: 1.7761 - accuracy: 0.5139 - top-5-accuracy: 0.8143
+
+
+```
+
+```
+
+ 96/176 [===============>..............] - ETA: 12s - loss: 1.7762 - accuracy: 0.5137 - top-5-accuracy: 0.8143
+
+
+```
+
+```
+
+ 97/176 [===============>..............] - ETA: 12s - loss: 1.7761 - accuracy: 0.5137 - top-5-accuracy: 0.8144
+
+
+```
+
+```
+
+ 98/176 [===============>..............] - ETA: 12s - loss: 1.7768 - accuracy: 0.5137 - top-5-accuracy: 0.8143
+
+
+```
+
+```
+
+ 99/176 [===============>..............] - ETA: 12s - loss: 1.7765 - accuracy: 0.5138 - top-5-accuracy: 0.8144
+
+
+```
+
+```
+
+100/176 [================>.............] - ETA: 12s - loss: 1.7764 - accuracy: 0.5134 - top-5-accuracy: 0.8145
+
+
+```
+
+```
+
+101/176 [================>.............] - ETA: 11s - loss: 1.7772 - accuracy: 0.5128 - top-5-accuracy: 0.8145
+
+
+```
+
+```
+
+102/176 [================>.............] - ETA: 11s - loss: 1.7780 - accuracy: 0.5126 - top-5-accuracy: 0.8144
+
+
+```
+
+```
+
+103/176 [================>.............] - ETA: 11s - loss: 1.7784 - accuracy: 0.5127 - top-5-accuracy: 0.8144
+
+
+```
+
+```
+
+104/176 [================>.............] - ETA: 11s - loss: 1.7791 - accuracy: 0.5121 - top-5-accuracy: 0.8145
+
+
+```
+
+```
+
+105/176 [================>.............] - ETA: 11s - loss: 1.7805 - accuracy: 0.5114 - top-5-accuracy: 0.8145
+
+
+```
+
+```
+
+106/176 [=================>............] - ETA: 11s - loss: 1.7814 - accuracy: 0.5115 - top-5-accuracy: 0.8141
+
+
+```
+
+```
+
+107/176 [=================>............] - ETA: 10s - loss: 1.7810 - accuracy: 0.5115 - top-5-accuracy: 0.8143
+
+
+```
+
+```
+
+108/176 [=================>............] - ETA: 10s - loss: 1.7806 - accuracy: 0.5112 - top-5-accuracy: 0.8145
+
+
+```
+
+```
+
+109/176 [=================>............] - ETA: 10s - loss: 1.7825 - accuracy: 0.5110 - top-5-accuracy: 0.8141
+
+
+```
+
+```
+
+110/176 [=================>............] - ETA: 10s - loss: 1.7837 - accuracy: 0.5107 - top-5-accuracy: 0.8140
+
+
+```
+
+```
+
+111/176 [=================>............] - ETA: 10s - loss: 1.7840 - accuracy: 0.5105 - top-5-accuracy: 0.8138
+
+
+```
+
+```
+
+112/176 [==================>...........] - ETA: 10s - loss: 1.7849 - accuracy: 0.5101 - top-5-accuracy: 0.8135
+
+
+```
+
+```
+
+113/176 [==================>...........] - ETA: 10s - loss: 1.7855 - accuracy: 0.5099 - top-5-accuracy: 0.8135
+
+
+```
+
+```
+
+114/176 [==================>...........] - ETA: 9s - loss: 1.7874 - accuracy: 0.5093 - top-5-accuracy: 0.8133
+
+
+```
+
+```
+
+115/176 [==================>...........] - ETA: 9s - loss: 1.7862 - accuracy: 0.5095 - top-5-accuracy: 0.8136
+
+
+```
+
+```
+
+116/176 [==================>...........] - ETA: 9s - loss: 1.7860 - accuracy: 0.5098 - top-5-accuracy: 0.8138
+
+
+```
+
+```
+
+117/176 [==================>...........] - ETA: 9s - loss: 1.7846 - accuracy: 0.5101 - top-5-accuracy: 0.8141
+
+
+```
+
+```
+
+118/176 [===================>..........] - ETA: 9s - loss: 1.7848 - accuracy: 0.5102 - top-5-accuracy: 0.8141
+
+
+```
+
+```
+
+119/176 [===================>..........] - ETA: 9s - loss: 1.7859 - accuracy: 0.5100 - top-5-accuracy: 0.8138
+
+
+```
+
+```
+
+120/176 [===================>..........] - ETA: 8s - loss: 1.7865 - accuracy: 0.5099 - top-5-accuracy: 0.8138
+
+
+```
+
+```
+
+121/176 [===================>..........] - ETA: 8s - loss: 1.7878 - accuracy: 0.5092 - top-5-accuracy: 0.8134
+
+
+```
+
+```
+
+122/176 [===================>..........] - ETA: 8s - loss: 1.7875 - accuracy: 0.5097 - top-5-accuracy: 0.8135
+
+
+```
+
+```
+
+123/176 [===================>..........] - ETA: 8s - loss: 1.7883 - accuracy: 0.5094 - top-5-accuracy: 0.8135
+
+
+```
+
+```
+
+124/176 [====================>.........] - ETA: 8s - loss: 1.7875 - accuracy: 0.5092 - top-5-accuracy: 0.8136
+
+
+```
+
+```
+
+125/176 [====================>.........] - ETA: 8s - loss: 1.7873 - accuracy: 0.5092 - top-5-accuracy: 0.8137
+
+
+```
+
+```
+
+126/176 [====================>.........] - ETA: 7s - loss: 1.7860 - accuracy: 0.5095 - top-5-accuracy: 0.8140
+
+
+```
+
+```
+
+127/176 [====================>.........] - ETA: 7s - loss: 1.7872 - accuracy: 0.5096 - top-5-accuracy: 0.8139
+
+
+```
+
+```
+
+128/176 [====================>.........] - ETA: 7s - loss: 1.7867 - accuracy: 0.5095 - top-5-accuracy: 0.8141
+
+
+```
+
+```
+
+129/176 [====================>.........] - ETA: 7s - loss: 1.7873 - accuracy: 0.5096 - top-5-accuracy: 0.8141
+
+
+```
+
+```
+
+130/176 [=====================>........] - ETA: 7s - loss: 1.7874 - accuracy: 0.5096 - top-5-accuracy: 0.8141
+
+
+```
+
+```
+
+131/176 [=====================>........] - ETA: 7s - loss: 1.7879 - accuracy: 0.5093 - top-5-accuracy: 0.8140
+
+
+```
+
+```
+
+132/176 [=====================>........] - ETA: 6s - loss: 1.7879 - accuracy: 0.5093 - top-5-accuracy: 0.8142
+
+
+```
+
+```
+
+133/176 [=====================>........] - ETA: 6s - loss: 1.7891 - accuracy: 0.5090 - top-5-accuracy: 0.8139
+
+
+```
+
+```
+
+134/176 [=====================>........] - ETA: 6s - loss: 1.7901 - accuracy: 0.5087 - top-5-accuracy: 0.8137
+
+
+```
+
+```
+
+135/176 [======================>.......] - ETA: 6s - loss: 1.7902 - accuracy: 0.5088 - top-5-accuracy: 0.8136
+
+
+```
+
+```
+
+136/176 [======================>.......] - ETA: 6s - loss: 1.7900 - accuracy: 0.5087 - top-5-accuracy: 0.8137
+
+
+```
+
+```
+
+137/176 [======================>.......] - ETA: 6s - loss: 1.7895 - accuracy: 0.5089 - top-5-accuracy: 0.8139
+
+
+```
+
+```
+
+138/176 [======================>.......] - ETA: 6s - loss: 1.7891 - accuracy: 0.5091 - top-5-accuracy: 0.8139
+
+
+```
+
+```
+
+139/176 [======================>.......] - ETA: 5s - loss: 1.7911 - accuracy: 0.5088 - top-5-accuracy: 0.8137
+
+
+```
+
+```
+
+140/176 [======================>.......] - ETA: 5s - loss: 1.7912 - accuracy: 0.5088 - top-5-accuracy: 0.8138
+
+
+```
+
+```
+
+141/176 [=======================>......] - ETA: 5s - loss: 1.7919 - accuracy: 0.5084 - top-5-accuracy: 0.8138
+
+
+```
+
+```
+
+142/176 [=======================>......] - ETA: 5s - loss: 1.7945 - accuracy: 0.5078 - top-5-accuracy: 0.8131
+
+
+```
+
+```
+
+143/176 [=======================>......] - ETA: 5s - loss: 1.7963 - accuracy: 0.5074 - top-5-accuracy: 0.8127
+
+
+```
+
+```
+
+144/176 [=======================>......] - ETA: 5s - loss: 1.7964 - accuracy: 0.5070 - top-5-accuracy: 0.8130
+
+
+```
+
+```
+
+145/176 [=======================>......] - ETA: 4s - loss: 1.7954 - accuracy: 0.5074 - top-5-accuracy: 0.8132
+
+
+```
+
+```
+
+146/176 [=======================>......] - ETA: 4s - loss: 1.7957 - accuracy: 0.5072 - top-5-accuracy: 0.8132
+
+
+```
+
+```
+
+147/176 [========================>.....] - ETA: 4s - loss: 1.7964 - accuracy: 0.5071 - top-5-accuracy: 0.8129
+
+
+```
+
+```
+
+148/176 [========================>.....] - ETA: 4s - loss: 1.7954 - accuracy: 0.5072 - top-5-accuracy: 0.8132
+
+
+```
+
+```
+
+149/176 [========================>.....] - ETA: 4s - loss: 1.7954 - accuracy: 0.5073 - top-5-accuracy: 0.8131
+
+
+```
+
+```
+
+150/176 [========================>.....] - ETA: 4s - loss: 1.7956 - accuracy: 0.5074 - top-5-accuracy: 0.8130
+
+
+```
+
+```
+
+151/176 [========================>.....] - ETA: 3s - loss: 1.7964 - accuracy: 0.5071 - top-5-accuracy: 0.8128
+
+
+```
+
+```
+
+152/176 [========================>.....] - ETA: 3s - loss: 1.7974 - accuracy: 0.5070 - top-5-accuracy: 0.8126
+
+
+```
+
+```
+
+153/176 [=========================>....] - ETA: 3s - loss: 1.7993 - accuracy: 0.5065 - top-5-accuracy: 0.8125
+
+
+```
+
+```
+
+154/176 [=========================>....] - ETA: 3s - loss: 1.7995 - accuracy: 0.5064 - top-5-accuracy: 0.8122
+
+
+```
+
+```
+
+155/176 [=========================>....] - ETA: 3s - loss: 1.8005 - accuracy: 0.5061 - top-5-accuracy: 0.8121
+
+
+```
+
+```
+
+156/176 [=========================>....] - ETA: 3s - loss: 1.8003 - accuracy: 0.5063 - top-5-accuracy: 0.8120
+
+
+```
+
+```
+
+157/176 [=========================>....] - ETA: 3s - loss: 1.8012 - accuracy: 0.5060 - top-5-accuracy: 0.8118
+
+
+```
+
+```
+
+158/176 [=========================>....] - ETA: 2s - loss: 1.8006 - accuracy: 0.5060 - top-5-accuracy: 0.8119
+
+
+```
+
+```
+
+159/176 [==========================>...] - ETA: 2s - loss: 1.7999 - accuracy: 0.5061 - top-5-accuracy: 0.8120
+
+
+```
+
+```
+
+160/176 [==========================>...] - ETA: 2s - loss: 1.8006 - accuracy: 0.5060 - top-5-accuracy: 0.8117
+
+
+```
+
+```
+
+161/176 [==========================>...] - ETA: 2s - loss: 1.8021 - accuracy: 0.5057 - top-5-accuracy: 0.8116
+
+
+```
+
+```
+
+162/176 [==========================>...] - ETA: 2s - loss: 1.8028 - accuracy: 0.5056 - top-5-accuracy: 0.8116
+
+
+```
+
+```
+
+163/176 [==========================>...] - ETA: 2s - loss: 1.8029 - accuracy: 0.5056 - top-5-accuracy: 0.8114
+
+
+```
+
+```
+
+164/176 [==========================>...] - ETA: 1s - loss: 1.8032 - accuracy: 0.5055 - top-5-accuracy: 0.8114
+
+
+```
+
+```
+
+165/176 [===========================>..] - ETA: 1s - loss: 1.8033 - accuracy: 0.5054 - top-5-accuracy: 0.8114
+
+
+```
+
+```
+
+166/176 [===========================>..] - ETA: 1s - loss: 1.8028 - accuracy: 0.5055 - top-5-accuracy: 0.8114
+
+
+```
+
+```
+
+167/176 [===========================>..] - ETA: 1s - loss: 1.8034 - accuracy: 0.5053 - top-5-accuracy: 0.8112
+
+
+```
+
+```
+
+168/176 [===========================>..] - ETA: 1s - loss: 1.8037 - accuracy: 0.5052 - top-5-accuracy: 0.8112
+
+
+```
+
+```
+
+169/176 [===========================>..] - ETA: 1s - loss: 1.8032 - accuracy: 0.5054 - top-5-accuracy: 0.8115
+
+
+```
+
+```
+
+170/176 [===========================>..] - ETA: 0s - loss: 1.8025 - accuracy: 0.5055 - top-5-accuracy: 0.8116
+
+
+```
+
+```
+
+171/176 [============================>.] - ETA: 0s - loss: 1.8018 - accuracy: 0.5056 - top-5-accuracy: 0.8118
+
+
+```
+
+```
+
+172/176 [============================>.] - ETA: 0s - loss: 1.8008 - accuracy: 0.5057 - top-5-accuracy: 0.8118
+
+
+```
+
+```
+
+173/176 [============================>.] - ETA: 0s - loss: 1.8006 - accuracy: 0.5060 - top-5-accuracy: 0.8117
+
+
+```
+
+```
+
+174/176 [============================>.] - ETA: 0s - loss: 1.8000 - accuracy: 0.5062 - top-5-accuracy: 0.8118
+
+
+```
+
+```
+
+175/176 [============================>.] - ETA: 0s - loss: 1.8013 - accuracy: 0.5059 - top-5-accuracy: 0.8117
+
+
+```
+
+```
+
+176/176 [==============================] - ETA: 0s - loss: 1.8007 - accuracy: 0.5061 - top-5-accuracy: 0.8118
+
+
+```
+
+```
+
+176/176 [==============================] - 29s 165ms/step - loss: 1.8007 - accuracy: 0.5061 - top-5-accuracy: 0.8118 - val_loss: 1.9947 - val_accuracy: 0.4788 - val_top-5-accuracy: 0.7692
+
+
+
+```
+Epoch 28/50
+
+```
+
+
+ 1/176 [..............................] - ETA: 27s - loss: 1.6301 - accuracy: 0.5586 - top-5-accuracy: 0.8516
+
+
+```
+
+```
+
+ 2/176 [..............................] - ETA: 27s - loss: 1.6755 - accuracy: 0.5508 - top-5-accuracy: 0.8457
+
+
+```
+
+```
+
+ 3/176 [..............................] - ETA: 27s - loss: 1.6614 - accuracy: 0.5482 - top-5-accuracy: 0.8490
+
+
+```
+
+```
+
+ 4/176 [..............................] - ETA: 27s - loss: 1.6305 - accuracy: 0.5576 - top-5-accuracy: 0.8555
+
+
+```
+
+```
+
+ 5/176 [..............................] - ETA: 27s - loss: 1.6343 - accuracy: 0.5461 - top-5-accuracy: 0.8539
+
+
+```
+
+```
+
+ 6/176 [>.............................] - ETA: 26s - loss: 1.6461 - accuracy: 0.5430 - top-5-accuracy: 0.8503
+
+
+```
+
+```
+
+ 7/176 [>.............................] - ETA: 26s - loss: 1.6761 - accuracy: 0.5363 - top-5-accuracy: 0.8426
+
+
+```
+
+```
+
+ 8/176 [>.............................] - ETA: 26s - loss: 1.6498 - accuracy: 0.5415 - top-5-accuracy: 0.8442
+
+
+```
+
+```
+
+ 9/176 [>.............................] - ETA: 26s - loss: 1.6627 - accuracy: 0.5391 - top-5-accuracy: 0.8420
+
+
+```
+
+```
+
+ 10/176 [>.............................] - ETA: 26s - loss: 1.6745 - accuracy: 0.5406 - top-5-accuracy: 0.8387
+
+
+```
+
+```
+
+ 11/176 [>.............................] - ETA: 26s - loss: 1.6751 - accuracy: 0.5405 - top-5-accuracy: 0.8327
+
+
+```
+
+```
+
+ 12/176 [=>............................] - ETA: 26s - loss: 1.6751 - accuracy: 0.5430 - top-5-accuracy: 0.8307
+
+
+```
+
+```
+
+ 13/176 [=>............................] - ETA: 25s - loss: 1.6635 - accuracy: 0.5448 - top-5-accuracy: 0.8326
+
+
+```
+
+```
+
+ 14/176 [=>............................] - ETA: 25s - loss: 1.6741 - accuracy: 0.5419 - top-5-accuracy: 0.8301
+
+
+```
+
+```
+
+ 15/176 [=>............................] - ETA: 25s - loss: 1.6779 - accuracy: 0.5383 - top-5-accuracy: 0.8305
+
+
+```
+
+```
+
+ 16/176 [=>............................] - ETA: 25s - loss: 1.6729 - accuracy: 0.5388 - top-5-accuracy: 0.8318
+
+
+```
+
+```
+
+ 17/176 [=>............................] - ETA: 25s - loss: 1.6689 - accuracy: 0.5372 - top-5-accuracy: 0.8318
+
+
+```
+
+```
+
+ 18/176 [==>...........................] - ETA: 25s - loss: 1.6785 - accuracy: 0.5343 - top-5-accuracy: 0.8299
+
+
+```
+
+```
+
+ 19/176 [==>...........................] - ETA: 24s - loss: 1.6718 - accuracy: 0.5331 - top-5-accuracy: 0.8312
+
+
+```
+
+```
+
+ 20/176 [==>...........................] - ETA: 24s - loss: 1.6715 - accuracy: 0.5322 - top-5-accuracy: 0.8313
+
+
+```
+
+```
+
+ 21/176 [==>...........................] - ETA: 24s - loss: 1.6744 - accuracy: 0.5316 - top-5-accuracy: 0.8302
+
+
+```
+
+```
+
+ 22/176 [==>...........................] - ETA: 24s - loss: 1.6713 - accuracy: 0.5343 - top-5-accuracy: 0.8310
+
+
+```
+
+```
+
+ 23/176 [==>...........................] - ETA: 24s - loss: 1.6737 - accuracy: 0.5329 - top-5-accuracy: 0.8319
+
+
+```
+
+```
+
+ 24/176 [===>..........................] - ETA: 24s - loss: 1.6737 - accuracy: 0.5335 - top-5-accuracy: 0.8309
+
+
+```
+
+```
+
+ 25/176 [===>..........................] - ETA: 23s - loss: 1.6797 - accuracy: 0.5323 - top-5-accuracy: 0.8297
+
+
+```
+
+```
+
+ 26/176 [===>..........................] - ETA: 23s - loss: 1.6790 - accuracy: 0.5323 - top-5-accuracy: 0.8284
+
+
+```
+
+```
+
+ 27/176 [===>..........................] - ETA: 23s - loss: 1.6805 - accuracy: 0.5330 - top-5-accuracy: 0.8277
+
+
+```
+
+```
+
+ 28/176 [===>..........................] - ETA: 23s - loss: 1.6868 - accuracy: 0.5315 - top-5-accuracy: 0.8266
+
+
+```
+
+```
+
+ 29/176 [===>..........................] - ETA: 23s - loss: 1.6879 - accuracy: 0.5322 - top-5-accuracy: 0.8265
+
+
+```
+
+```
+
+ 30/176 [====>.........................] - ETA: 23s - loss: 1.6846 - accuracy: 0.5339 - top-5-accuracy: 0.8267
+
+
+```
+
+```
+
+ 31/176 [====>.........................] - ETA: 22s - loss: 1.6845 - accuracy: 0.5331 - top-5-accuracy: 0.8267
+
+
+```
+
+```
+
+ 32/176 [====>.........................] - ETA: 22s - loss: 1.6862 - accuracy: 0.5332 - top-5-accuracy: 0.8258
+
+
+```
+
+```
+
+ 33/176 [====>.........................] - ETA: 22s - loss: 1.6847 - accuracy: 0.5329 - top-5-accuracy: 0.8259
+
+
+```
+
+```
+
+ 34/176 [====>.........................] - ETA: 22s - loss: 1.6859 - accuracy: 0.5323 - top-5-accuracy: 0.8265
+
+
+```
+
+```
+
+ 35/176 [====>.........................] - ETA: 22s - loss: 1.6860 - accuracy: 0.5325 - top-5-accuracy: 0.8260
+
+
+```
+
+```
+
+ 36/176 [=====>........................] - ETA: 22s - loss: 1.6826 - accuracy: 0.5333 - top-5-accuracy: 0.8267
+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
+ 47/176 [=======>......................] - ETA: 20s - loss: 1.7111 - accuracy: 0.5271 - top-5-accuracy: 0.8223
+
+
+```
+
+```
+
+ 48/176 [=======>......................] - ETA: 20s - loss: 1.7129 - accuracy: 0.5276 - top-5-accuracy: 0.8224
+
+
+```
+
+```
+
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+
+
+```
+
+```
+
+ 50/176 [=======>......................] - ETA: 19s - loss: 1.7179 - accuracy: 0.5263 - top-5-accuracy: 0.8219
+
+
+```
+
+```
+
+ 51/176 [=======>......................] - ETA: 19s - loss: 1.7177 - accuracy: 0.5262 - top-5-accuracy: 0.8220
+
+
+```
+
+```
+
+ 52/176 [=======>......................] - ETA: 19s - loss: 1.7196 - accuracy: 0.5259 - top-5-accuracy: 0.8216
+
+
+```
+
+```
+
+ 53/176 [========>.....................] - ETA: 19s - loss: 1.7234 - accuracy: 0.5251 - top-5-accuracy: 0.8211
+
+
+```
+
+```
+
+ 54/176 [========>.....................] - ETA: 19s - loss: 1.7231 - accuracy: 0.5252 - top-5-accuracy: 0.8209
+
+
+```
+
+```
+
+ 55/176 [========>.....................] - ETA: 19s - loss: 1.7201 - accuracy: 0.5261 - top-5-accuracy: 0.8216
+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
+ 58/176 [========>.....................] - ETA: 18s - loss: 1.7232 - accuracy: 0.5257 - top-5-accuracy: 0.8214
+
+
+```
+
+```
+
+ 59/176 [=========>....................] - ETA: 18s - loss: 1.7250 - accuracy: 0.5256 - top-5-accuracy: 0.8209
+
+
+```
+
+```
+
+ 60/176 [=========>....................] - ETA: 18s - loss: 1.7266 - accuracy: 0.5252 - top-5-accuracy: 0.8207
+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
+ 64/176 [=========>....................] - ETA: 17s - loss: 1.7287 - accuracy: 0.5251 - top-5-accuracy: 0.8206
+
+
+```
+
+```
+
+ 65/176 [==========>...................] - ETA: 17s - loss: 1.7305 - accuracy: 0.5240 - top-5-accuracy: 0.8204
+
+
+```
+
+```
+
+ 66/176 [==========>...................] - ETA: 17s - loss: 1.7308 - accuracy: 0.5241 - top-5-accuracy: 0.8203
+
+
+```
+
+```
+
+ 67/176 [==========>...................] - ETA: 17s - loss: 1.7285 - accuracy: 0.5250 - top-5-accuracy: 0.8208
+
+
+```
+
+```
+
+ 68/176 [==========>...................] - ETA: 17s - loss: 1.7301 - accuracy: 0.5245 - top-5-accuracy: 0.8204
+
+
+```
+
+```
+
+ 69/176 [==========>...................] - ETA: 16s - loss: 1.7318 - accuracy: 0.5245 - top-5-accuracy: 0.8202
+
+
+```
+
+```
+
+ 70/176 [==========>...................] - ETA: 16s - loss: 1.7317 - accuracy: 0.5248 - top-5-accuracy: 0.8202
+
+
+```
+
+```
+
+ 71/176 [===========>..................] - ETA: 16s - loss: 1.7325 - accuracy: 0.5243 - top-5-accuracy: 0.8202
+
+
+```
+
+```
+
+ 72/176 [===========>..................] - ETA: 16s - loss: 1.7348 - accuracy: 0.5240 - top-5-accuracy: 0.8200
+
+
+```
+
+```
+
+ 73/176 [===========>..................] - ETA: 16s - loss: 1.7357 - accuracy: 0.5234 - top-5-accuracy: 0.8205
+
+
+```
+
+```
+
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+
+
+```
+
+```
+
+ 75/176 [===========>..................] - ETA: 16s - loss: 1.7394 - accuracy: 0.5227 - top-5-accuracy: 0.8198
+
+
+```
+
+```
+
+ 76/176 [===========>..................] - ETA: 15s - loss: 1.7407 - accuracy: 0.5223 - top-5-accuracy: 0.8196
+
+
+```
+
+```
+
+ 77/176 [============>.................] - ETA: 15s - loss: 1.7417 - accuracy: 0.5221 - top-5-accuracy: 0.8191
+
+
+```
+
+```
+
+ 78/176 [============>.................] - ETA: 15s - loss: 1.7412 - accuracy: 0.5222 - top-5-accuracy: 0.8191
+
+
+```
+
+```
+
+ 79/176 [============>.................] - ETA: 15s - loss: 1.7422 - accuracy: 0.5222 - top-5-accuracy: 0.8189
+
+
+```
+
+```
+
+ 80/176 [============>.................] - ETA: 15s - loss: 1.7424 - accuracy: 0.5222 - top-5-accuracy: 0.8187
+
+
+```
+
+```
+
+ 81/176 [============>.................] - ETA: 15s - loss: 1.7434 - accuracy: 0.5214 - top-5-accuracy: 0.8186
+
+
+```
+
+```
+
+ 82/176 [============>.................] - ETA: 14s - loss: 1.7427 - accuracy: 0.5214 - top-5-accuracy: 0.8187
+
+
+```
+
+```
+
+ 83/176 [=============>................] - ETA: 14s - loss: 1.7425 - accuracy: 0.5212 - top-5-accuracy: 0.8192
+
+
+```
+
+```
+
+ 84/176 [=============>................] - ETA: 14s - loss: 1.7439 - accuracy: 0.5208 - top-5-accuracy: 0.8191
+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
+ 88/176 [==============>...............] - ETA: 13s - loss: 1.7441 - accuracy: 0.5206 - top-5-accuracy: 0.8188
+
+
+```
+
+```
+
+ 89/176 [==============>...............] - ETA: 13s - loss: 1.7433 - accuracy: 0.5208 - top-5-accuracy: 0.8190
+
+
+```
+
+```
+
+ 90/176 [==============>...............] - ETA: 13s - loss: 1.7437 - accuracy: 0.5206 - top-5-accuracy: 0.8193
+
+
+```
+
+```
+
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+
+
+```
+
+```
+
+ 92/176 [==============>...............] - ETA: 13s - loss: 1.7427 - accuracy: 0.5210 - top-5-accuracy: 0.8195
+
+
+```
+
+```
+
+ 93/176 [==============>...............] - ETA: 13s - loss: 1.7427 - accuracy: 0.5209 - top-5-accuracy: 0.8198
+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
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+```
+
+```
+
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+
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+```
+
+```
+
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+
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+```
+
+```
+
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+
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+
+```
+
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+
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+
+```
+
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+
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+
+```
+
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+
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+```
+
+```
+
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+
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+```
+
+```
+
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+
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+```
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+```
+
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+
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+```
+
+```
+
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+
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+```
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+
+
+```
+
+```
+
+141/176 [=======================>......] - ETA: 5s - loss: 1.7545 - accuracy: 0.5166 - top-5-accuracy: 0.8190
+
+
+```
+
+```
+
+142/176 [=======================>......] - ETA: 5s - loss: 1.7549 - accuracy: 0.5164 - top-5-accuracy: 0.8190
+
+
+```
+
+```
+
+143/176 [=======================>......] - ETA: 5s - loss: 1.7543 - accuracy: 0.5166 - top-5-accuracy: 0.8192
+
+
+```
+
+```
+
+144/176 [=======================>......] - ETA: 5s - loss: 1.7544 - accuracy: 0.5162 - top-5-accuracy: 0.8192
+
+
+```
+
+```
+
+145/176 [=======================>......] - ETA: 4s - loss: 1.7541 - accuracy: 0.5165 - top-5-accuracy: 0.8193
+
+
+```
+
+```
+
+146/176 [=======================>......] - ETA: 4s - loss: 1.7546 - accuracy: 0.5164 - top-5-accuracy: 0.8193
+
+
+```
+
+```
+
+147/176 [========================>.....] - ETA: 4s - loss: 1.7546 - accuracy: 0.5164 - top-5-accuracy: 0.8194
+
+
+```
+
+```
+
+148/176 [========================>.....] - ETA: 4s - loss: 1.7542 - accuracy: 0.5163 - top-5-accuracy: 0.8193
+
+
+```
+
+```
+
+149/176 [========================>.....] - ETA: 4s - loss: 1.7540 - accuracy: 0.5165 - top-5-accuracy: 0.8195
+
+
+```
+
+```
+
+150/176 [========================>.....] - ETA: 4s - loss: 1.7530 - accuracy: 0.5169 - top-5-accuracy: 0.8195
+
+
+```
+
+```
+
+151/176 [========================>.....] - ETA: 3s - loss: 1.7526 - accuracy: 0.5168 - top-5-accuracy: 0.8195
+
+
+```
+
+```
+
+152/176 [========================>.....] - ETA: 3s - loss: 1.7539 - accuracy: 0.5169 - top-5-accuracy: 0.8193
+
+
+```
+
+```
+
+153/176 [=========================>....] - ETA: 3s - loss: 1.7535 - accuracy: 0.5172 - top-5-accuracy: 0.8193
+
+
+```
+
+```
+
+154/176 [=========================>....] - ETA: 3s - loss: 1.7533 - accuracy: 0.5175 - top-5-accuracy: 0.8192
+
+
+```
+
+```
+
+155/176 [=========================>....] - ETA: 3s - loss: 1.7535 - accuracy: 0.5172 - top-5-accuracy: 0.8192
+
+
+```
+
+```
+
+156/176 [=========================>....] - ETA: 3s - loss: 1.7541 - accuracy: 0.5173 - top-5-accuracy: 0.8192
+
+
+```
+
+```
+
+157/176 [=========================>....] - ETA: 3s - loss: 1.7547 - accuracy: 0.5171 - top-5-accuracy: 0.8191
+
+
+```
+
+```
+
+158/176 [=========================>....] - ETA: 2s - loss: 1.7551 - accuracy: 0.5169 - top-5-accuracy: 0.8190
+
+
+```
+
+```
+
+159/176 [==========================>...] - ETA: 2s - loss: 1.7558 - accuracy: 0.5169 - top-5-accuracy: 0.8189
+
+
+```
+
+```
+
+160/176 [==========================>...] - ETA: 2s - loss: 1.7568 - accuracy: 0.5168 - top-5-accuracy: 0.8187
+
+
+```
+
+```
+
+161/176 [==========================>...] - ETA: 2s - loss: 1.7584 - accuracy: 0.5164 - top-5-accuracy: 0.8183
+
+
+```
+
+```
+
+162/176 [==========================>...] - ETA: 2s - loss: 1.7591 - accuracy: 0.5162 - top-5-accuracy: 0.8183
+
+
+```
+
+```
+
+163/176 [==========================>...] - ETA: 2s - loss: 1.7594 - accuracy: 0.5163 - top-5-accuracy: 0.8181
+
+
+```
+
+```
+
+164/176 [==========================>...] - ETA: 1s - loss: 1.7603 - accuracy: 0.5162 - top-5-accuracy: 0.8179
+
+
+```
+
+```
+
+165/176 [===========================>..] - ETA: 1s - loss: 1.7602 - accuracy: 0.5162 - top-5-accuracy: 0.8179
+
+
+```
+
+```
+
+166/176 [===========================>..] - ETA: 1s - loss: 1.7608 - accuracy: 0.5160 - top-5-accuracy: 0.8180
+
+
+```
+
+```
+
+167/176 [===========================>..] - ETA: 1s - loss: 1.7618 - accuracy: 0.5160 - top-5-accuracy: 0.8180
+
+
+```
+
+```
+
+168/176 [===========================>..] - ETA: 1s - loss: 1.7616 - accuracy: 0.5161 - top-5-accuracy: 0.8180
+
+
+```
+
+```
+
+169/176 [===========================>..] - ETA: 1s - loss: 1.7620 - accuracy: 0.5162 - top-5-accuracy: 0.8179
+
+
+```
+
+```
+
+170/176 [===========================>..] - ETA: 0s - loss: 1.7625 - accuracy: 0.5162 - top-5-accuracy: 0.8178
+
+
+```
+
+```
+
+171/176 [============================>.] - ETA: 0s - loss: 1.7633 - accuracy: 0.5161 - top-5-accuracy: 0.8176
+
+
+```
+
+```
+
+172/176 [============================>.] - ETA: 0s - loss: 1.7625 - accuracy: 0.5162 - top-5-accuracy: 0.8179
+
+
+```
+
+```
+
+173/176 [============================>.] - ETA: 0s - loss: 1.7628 - accuracy: 0.5163 - top-5-accuracy: 0.8179
+
+
+```
+
+```
+
+174/176 [============================>.] - ETA: 0s - loss: 1.7639 - accuracy: 0.5160 - top-5-accuracy: 0.8178
+
+
+```
+
+```
+
+175/176 [============================>.] - ETA: 0s - loss: 1.7645 - accuracy: 0.5157 - top-5-accuracy: 0.8176
+
+
+```
+
+```
+
+176/176 [==============================] - ETA: 0s - loss: 1.7650 - accuracy: 0.5154 - top-5-accuracy: 0.8175
+
+
+```
+
+```
+
+176/176 [==============================] - 29s 164ms/step - loss: 1.7650 - accuracy: 0.5154 - top-5-accuracy: 0.8175 - val_loss: 1.9866 - val_accuracy: 0.4846 - val_top-5-accuracy: 0.7698
+
+
+
+```
+Epoch 29/50
+
+```
+
+
+ 1/176 [..............................] - ETA: 27s - loss: 1.5411 - accuracy: 0.5859 - top-5-accuracy: 0.8438
+
+
+```
+
+```
+
+ 2/176 [..............................] - ETA: 27s - loss: 1.5985 - accuracy: 0.5586 - top-5-accuracy: 0.8438
+
+
+```
+
+```
+
+ 3/176 [..............................] - ETA: 27s - loss: 1.6393 - accuracy: 0.5482 - top-5-accuracy: 0.8307
+
+
+```
+
+```
+
+ 4/176 [..............................] - ETA: 27s - loss: 1.6639 - accuracy: 0.5459 - top-5-accuracy: 0.8223
+
+
+```
+
+```
+
+ 5/176 [..............................] - ETA: 27s - loss: 1.6669 - accuracy: 0.5391 - top-5-accuracy: 0.8305
+
+
+```
+
+```
+
+ 6/176 [>.............................] - ETA: 26s - loss: 1.6580 - accuracy: 0.5417 - top-5-accuracy: 0.8327
+
+
+```
+
+```
+
+ 7/176 [>.............................] - ETA: 26s - loss: 1.6721 - accuracy: 0.5352 - top-5-accuracy: 0.8337
+
+
+```
+
+```
+
+ 8/176 [>.............................] - ETA: 26s - loss: 1.6658 - accuracy: 0.5405 - top-5-accuracy: 0.8330
+
+
+```
+
+```
+
+ 9/176 [>.............................] - ETA: 26s - loss: 1.6780 - accuracy: 0.5373 - top-5-accuracy: 0.8307
+
+
+```
+
+```
+
+ 10/176 [>.............................] - ETA: 26s - loss: 1.6702 - accuracy: 0.5383 - top-5-accuracy: 0.8324
+
+
+```
+
+```
+
+ 11/176 [>.............................] - ETA: 26s - loss: 1.6729 - accuracy: 0.5369 - top-5-accuracy: 0.8324
+
+
+```
+
+```
+
+ 12/176 [=>............................] - ETA: 26s - loss: 1.6798 - accuracy: 0.5384 - top-5-accuracy: 0.8317
+
+
+```
+
+```
+
+ 13/176 [=>............................] - ETA: 25s - loss: 1.6742 - accuracy: 0.5397 - top-5-accuracy: 0.8332
+
+
+```
+
+```
+
+ 14/176 [=>............................] - ETA: 25s - loss: 1.6794 - accuracy: 0.5396 - top-5-accuracy: 0.8306
+
+
+```
+
+```
+
+ 15/176 [=>............................] - ETA: 25s - loss: 1.6781 - accuracy: 0.5401 - top-5-accuracy: 0.8315
+
+
+```
+
+```
+
+ 16/176 [=>............................] - ETA: 25s - loss: 1.6818 - accuracy: 0.5410 - top-5-accuracy: 0.8284
+
+
+```
+
+```
+
+ 17/176 [=>............................] - ETA: 25s - loss: 1.6865 - accuracy: 0.5398 - top-5-accuracy: 0.8288
+
+
+```
+
+```
+
+ 18/176 [==>...........................] - ETA: 25s - loss: 1.6931 - accuracy: 0.5362 - top-5-accuracy: 0.8279
+
+
+```
+
+```
+
+ 19/176 [==>...........................] - ETA: 24s - loss: 1.6932 - accuracy: 0.5366 - top-5-accuracy: 0.8281
+
+
+```
+
+```
+
+ 20/176 [==>...........................] - ETA: 24s - loss: 1.6911 - accuracy: 0.5359 - top-5-accuracy: 0.8293
+
+
+```
+
+```
+
+ 21/176 [==>...........................] - ETA: 24s - loss: 1.6848 - accuracy: 0.5366 - top-5-accuracy: 0.8311
+
+
+```
+
+```
+
+ 22/176 [==>...........................] - ETA: 24s - loss: 1.6832 - accuracy: 0.5360 - top-5-accuracy: 0.8317
+
+
+```
+
+```
+
+ 23/176 [==>...........................] - ETA: 24s - loss: 1.6808 - accuracy: 0.5369 - top-5-accuracy: 0.8317
+
+
+```
+
+```
+
+ 24/176 [===>..........................] - ETA: 24s - loss: 1.6785 - accuracy: 0.5365 - top-5-accuracy: 0.8315
+
+
+```
+
+```
+
+ 25/176 [===>..........................] - ETA: 23s - loss: 1.6731 - accuracy: 0.5375 - top-5-accuracy: 0.8317
+
+
+```
+
+```
+
+ 26/176 [===>..........................] - ETA: 23s - loss: 1.6738 - accuracy: 0.5379 - top-5-accuracy: 0.8304
+
+
+```
+
+```
+
+ 27/176 [===>..........................] - ETA: 23s - loss: 1.6772 - accuracy: 0.5370 - top-5-accuracy: 0.8290
+
+
+```
+
+```
+
+ 28/176 [===>..........................] - ETA: 23s - loss: 1.6739 - accuracy: 0.5378 - top-5-accuracy: 0.8295
+
+
+```
+
+```
+
+ 29/176 [===>..........................] - ETA: 23s - loss: 1.6741 - accuracy: 0.5372 - top-5-accuracy: 0.8295
+
+
+```
+
+```
+
+ 30/176 [====>.........................] - ETA: 23s - loss: 1.6813 - accuracy: 0.5366 - top-5-accuracy: 0.8288
+
+
+```
+
+```
+
+ 31/176 [====>.........................] - ETA: 23s - loss: 1.6870 - accuracy: 0.5345 - top-5-accuracy: 0.8279
+
+
+```
+
+```
+
+ 32/176 [====>.........................] - ETA: 22s - loss: 1.6803 - accuracy: 0.5360 - top-5-accuracy: 0.8291
+
+
+```
+
+```
+
+ 33/176 [====>.........................] - ETA: 22s - loss: 1.6709 - accuracy: 0.5382 - top-5-accuracy: 0.8312
+
+
+```
+
+```
+
+ 34/176 [====>.........................] - ETA: 22s - loss: 1.6694 - accuracy: 0.5395 - top-5-accuracy: 0.8316
+
+
+```
+
+```
+
+ 35/176 [====>.........................] - ETA: 22s - loss: 1.6778 - accuracy: 0.5379 - top-5-accuracy: 0.8311
+
+
+```
+
+```
+
+ 36/176 [=====>........................] - ETA: 22s - loss: 1.6782 - accuracy: 0.5383 - top-5-accuracy: 0.8309
+
+
+```
+
+```
+
+ 37/176 [=====>........................] - ETA: 22s - loss: 1.6804 - accuracy: 0.5366 - top-5-accuracy: 0.8308
+
+
+```
+
+```
+
+ 38/176 [=====>........................] - ETA: 21s - loss: 1.6803 - accuracy: 0.5373 - top-5-accuracy: 0.8308
+
+
+```
+
+```
+
+ 39/176 [=====>........................] - ETA: 21s - loss: 1.6808 - accuracy: 0.5366 - top-5-accuracy: 0.8313
+
+
+```
+
+```
+
+ 40/176 [=====>........................] - ETA: 21s - loss: 1.6786 - accuracy: 0.5368 - top-5-accuracy: 0.8316
+
+
+```
+
+```
+
+ 41/176 [=====>........................] - ETA: 21s - loss: 1.6779 - accuracy: 0.5368 - top-5-accuracy: 0.8319
+
+
+```
+
+```
+
+ 42/176 [======>.......................] - ETA: 21s - loss: 1.6776 - accuracy: 0.5371 - top-5-accuracy: 0.8320
+
+
+```
+
+```
+
+ 43/176 [======>.......................] - ETA: 21s - loss: 1.6811 - accuracy: 0.5368 - top-5-accuracy: 0.8313
+
+
+```
+
+```
+
+ 44/176 [======>.......................] - ETA: 20s - loss: 1.6815 - accuracy: 0.5373 - top-5-accuracy: 0.8309
+
+
+```
+
+```
+
+ 45/176 [======>.......................] - ETA: 20s - loss: 1.6806 - accuracy: 0.5378 - top-5-accuracy: 0.8310
+
+
+```
+
+```
+
+ 46/176 [======>.......................] - ETA: 20s - loss: 1.6794 - accuracy: 0.5382 - top-5-accuracy: 0.8309
+
+
+```
+
+```
+
+ 47/176 [=======>......................] - ETA: 20s - loss: 1.6847 - accuracy: 0.5368 - top-5-accuracy: 0.8302
+
+
+```
+
+```
+
+ 48/176 [=======>......................] - ETA: 20s - loss: 1.6846 - accuracy: 0.5374 - top-5-accuracy: 0.8301
+
+
+```
+
+```
+
+ 49/176 [=======>......................] - ETA: 20s - loss: 1.6843 - accuracy: 0.5373 - top-5-accuracy: 0.8299
+
+
+```
+
+```
+
+ 50/176 [=======>......................] - ETA: 20s - loss: 1.6840 - accuracy: 0.5369 - top-5-accuracy: 0.8301
+
+
+```
+
+```
+
+ 51/176 [=======>......................] - ETA: 19s - loss: 1.6810 - accuracy: 0.5381 - top-5-accuracy: 0.8301
+
+
+```
+
+```
+
+ 52/176 [=======>......................] - ETA: 19s - loss: 1.6825 - accuracy: 0.5376 - top-5-accuracy: 0.8300
+
+
+```
+
+```
+
+ 53/176 [========>.....................] - ETA: 19s - loss: 1.6836 - accuracy: 0.5371 - top-5-accuracy: 0.8295
+
+
+```
+
+```
+
+ 54/176 [========>.....................] - ETA: 19s - loss: 1.6844 - accuracy: 0.5373 - top-5-accuracy: 0.8294
+
+
+```
+
+```
+
+ 55/176 [========>.....................] - ETA: 19s - loss: 1.6861 - accuracy: 0.5369 - top-5-accuracy: 0.8288
+
+
+```
+
+```
+
+ 56/176 [========>.....................] - ETA: 19s - loss: 1.6842 - accuracy: 0.5370 - top-5-accuracy: 0.8291
+
+
+```
+
+```
+
+ 57/176 [========>.....................] - ETA: 18s - loss: 1.6862 - accuracy: 0.5364 - top-5-accuracy: 0.8287
+
+
+```
+
+```
+
+ 58/176 [========>.....................] - ETA: 18s - loss: 1.6858 - accuracy: 0.5373 - top-5-accuracy: 0.8288
+
+
+```
+
+```
+
+ 59/176 [=========>....................] - ETA: 18s - loss: 1.6860 - accuracy: 0.5374 - top-5-accuracy: 0.8288
+
+
+```
+
+```
+
+ 60/176 [=========>....................] - ETA: 18s - loss: 1.6885 - accuracy: 0.5368 - top-5-accuracy: 0.8281
+
+
+```
+
+```
+
+ 61/176 [=========>....................] - ETA: 18s - loss: 1.6906 - accuracy: 0.5362 - top-5-accuracy: 0.8277
+
+
+```
+
+```
+
+ 62/176 [=========>....................] - ETA: 18s - loss: 1.6914 - accuracy: 0.5359 - top-5-accuracy: 0.8279
+
+
+```
+
+```
+
+ 63/176 [=========>....................] - ETA: 17s - loss: 1.6897 - accuracy: 0.5357 - top-5-accuracy: 0.8285
+
+
+```
+
+```
+
+ 64/176 [=========>....................] - ETA: 17s - loss: 1.6881 - accuracy: 0.5365 - top-5-accuracy: 0.8289
+
+
+```
+
+```
+
+ 65/176 [==========>...................] - ETA: 17s - loss: 1.6904 - accuracy: 0.5356 - top-5-accuracy: 0.8278
+
+
+```
+
+```
+
+ 66/176 [==========>...................] - ETA: 17s - loss: 1.6899 - accuracy: 0.5362 - top-5-accuracy: 0.8271
+
+
+```
+
+```
+
+ 67/176 [==========>...................] - ETA: 17s - loss: 1.6893 - accuracy: 0.5367 - top-5-accuracy: 0.8273
+
+
+```
+
+```
+
+ 68/176 [==========>...................] - ETA: 17s - loss: 1.6939 - accuracy: 0.5355 - top-5-accuracy: 0.8266
+
+
+```
+
+```
+
+ 69/176 [==========>...................] - ETA: 17s - loss: 1.6957 - accuracy: 0.5349 - top-5-accuracy: 0.8267
+
+
+```
+
+```
+
+ 70/176 [==========>...................] - ETA: 16s - loss: 1.6975 - accuracy: 0.5348 - top-5-accuracy: 0.8265
+
+
+```
+
+```
+
+ 71/176 [===========>..................] - ETA: 16s - loss: 1.6979 - accuracy: 0.5343 - top-5-accuracy: 0.8262
+
+
+```
+
+```
+
+ 72/176 [===========>..................] - ETA: 16s - loss: 1.7013 - accuracy: 0.5334 - top-5-accuracy: 0.8260
+
+
+```
+
+```
+
+ 73/176 [===========>..................] - ETA: 16s - loss: 1.7019 - accuracy: 0.5331 - top-5-accuracy: 0.8263
+
+
+```
+
+```
+
+ 74/176 [===========>..................] - ETA: 16s - loss: 1.7032 - accuracy: 0.5330 - top-5-accuracy: 0.8259
+
+
+```
+
+```
+
+ 75/176 [===========>..................] - ETA: 16s - loss: 1.7051 - accuracy: 0.5317 - top-5-accuracy: 0.8253
+
+
+```
+
+```
+
+ 76/176 [===========>..................] - ETA: 15s - loss: 1.7048 - accuracy: 0.5314 - top-5-accuracy: 0.8252
+
+
+```
+
+```
+
+ 77/176 [============>.................] - ETA: 15s - loss: 1.7036 - accuracy: 0.5312 - top-5-accuracy: 0.8255
+
+
+```
+
+```
+
+ 78/176 [============>.................] - ETA: 15s - loss: 1.7037 - accuracy: 0.5315 - top-5-accuracy: 0.8255
+
+
+```
+
+```
+
+ 79/176 [============>.................] - ETA: 15s - loss: 1.7038 - accuracy: 0.5315 - top-5-accuracy: 0.8258
+
+
+```
+
+```
+
+ 80/176 [============>.................] - ETA: 15s - loss: 1.7024 - accuracy: 0.5314 - top-5-accuracy: 0.8261
+
+
+```
+
+```
+
+ 81/176 [============>.................] - ETA: 15s - loss: 1.7041 - accuracy: 0.5307 - top-5-accuracy: 0.8260
+
+
+```
+
+```
+
+ 82/176 [============>.................] - ETA: 14s - loss: 1.7038 - accuracy: 0.5309 - top-5-accuracy: 0.8262
+
+
+```
+
+```
+
+ 83/176 [=============>................] - ETA: 14s - loss: 1.7013 - accuracy: 0.5312 - top-5-accuracy: 0.8268
+
+
+```
+
+```
+
+ 84/176 [=============>................] - ETA: 14s - loss: 1.7021 - accuracy: 0.5306 - top-5-accuracy: 0.8265
+
+
+```
+
+```
+
+ 85/176 [=============>................] - ETA: 14s - loss: 1.7008 - accuracy: 0.5307 - top-5-accuracy: 0.8266
+
+
+```
+
+```
+
+ 86/176 [=============>................] - ETA: 14s - loss: 1.7009 - accuracy: 0.5306 - top-5-accuracy: 0.8264
+
+
+```
+
+```
+
+ 87/176 [=============>................] - ETA: 14s - loss: 1.7013 - accuracy: 0.5305 - top-5-accuracy: 0.8265
+
+
+```
+
+```
+
+ 88/176 [==============>...............] - ETA: 13s - loss: 1.7003 - accuracy: 0.5310 - top-5-accuracy: 0.8267
+
+
+```
+
+```
+
+ 89/176 [==============>...............] - ETA: 13s - loss: 1.7028 - accuracy: 0.5303 - top-5-accuracy: 0.8265
+
+
+```
+
+```
+
+ 90/176 [==============>...............] - ETA: 13s - loss: 1.7019 - accuracy: 0.5302 - top-5-accuracy: 0.8267
+
+
+```
+
+```
+
+ 91/176 [==============>...............] - ETA: 13s - loss: 1.7026 - accuracy: 0.5300 - top-5-accuracy: 0.8267
+
+
+```
+
+```
+
+ 92/176 [==============>...............] - ETA: 13s - loss: 1.7045 - accuracy: 0.5296 - top-5-accuracy: 0.8265
+
+
+```
+
+```
+
+ 93/176 [==============>...............] - ETA: 13s - loss: 1.7046 - accuracy: 0.5298 - top-5-accuracy: 0.8264
+
+
+```
+
+```
+
+ 94/176 [===============>..............] - ETA: 13s - loss: 1.7035 - accuracy: 0.5302 - top-5-accuracy: 0.8263
+
+
+```
+
+```
+
+ 95/176 [===============>..............] - ETA: 12s - loss: 1.7057 - accuracy: 0.5296 - top-5-accuracy: 0.8263
+
+
+```
+
+```
+
+ 96/176 [===============>..............] - ETA: 12s - loss: 1.7052 - accuracy: 0.5295 - top-5-accuracy: 0.8262
+
+
+```
+
+```
+
+ 97/176 [===============>..............] - ETA: 12s - loss: 1.7027 - accuracy: 0.5302 - top-5-accuracy: 0.8266
+
+
+```
+
+```
+
+ 98/176 [===============>..............] - ETA: 12s - loss: 1.7037 - accuracy: 0.5301 - top-5-accuracy: 0.8261
+
+
+```
+
+```
+
+ 99/176 [===============>..............] - ETA: 12s - loss: 1.7047 - accuracy: 0.5302 - top-5-accuracy: 0.8260
+
+
+```
+
+```
+
+100/176 [================>.............] - ETA: 12s - loss: 1.7036 - accuracy: 0.5304 - top-5-accuracy: 0.8264
+
+
+```
+
+```
+
+101/176 [================>.............] - ETA: 11s - loss: 1.7053 - accuracy: 0.5302 - top-5-accuracy: 0.8260
+
+
+```
+
+```
+
+102/176 [================>.............] - ETA: 11s - loss: 1.7055 - accuracy: 0.5298 - top-5-accuracy: 0.8261
+
+
+```
+
+```
+
+103/176 [================>.............] - ETA: 11s - loss: 1.7066 - accuracy: 0.5295 - top-5-accuracy: 0.8257
+
+
+```
+
+```
+
+104/176 [================>.............] - ETA: 11s - loss: 1.7066 - accuracy: 0.5294 - top-5-accuracy: 0.8258
+
+
+```
+
+```
+
+105/176 [================>.............] - ETA: 11s - loss: 1.7080 - accuracy: 0.5292 - top-5-accuracy: 0.8254
+
+
+```
+
+```
+
+106/176 [=================>............] - ETA: 11s - loss: 1.7083 - accuracy: 0.5292 - top-5-accuracy: 0.8253
+
+
+```
+
+```
+
+107/176 [=================>............] - ETA: 10s - loss: 1.7093 - accuracy: 0.5291 - top-5-accuracy: 0.8252
+
+
+```
+
+```
+
+108/176 [=================>............] - ETA: 10s - loss: 1.7092 - accuracy: 0.5292 - top-5-accuracy: 0.8252
+
+
+```
+
+```
+
+109/176 [=================>............] - ETA: 10s - loss: 1.7104 - accuracy: 0.5285 - top-5-accuracy: 0.8253
+
+
+```
+
+```
+
+110/176 [=================>............] - ETA: 10s - loss: 1.7107 - accuracy: 0.5280 - top-5-accuracy: 0.8252
+
+
+```
+
+```
+
+111/176 [=================>............] - ETA: 10s - loss: 1.7109 - accuracy: 0.5280 - top-5-accuracy: 0.8253
+
+
+```
+
+```
+
+112/176 [==================>...........] - ETA: 10s - loss: 1.7113 - accuracy: 0.5281 - top-5-accuracy: 0.8254
+
+
+```
+
+```
+
+113/176 [==================>...........] - ETA: 10s - loss: 1.7114 - accuracy: 0.5281 - top-5-accuracy: 0.8251
+
+
+```
+
+```
+
+114/176 [==================>...........] - ETA: 9s - loss: 1.7113 - accuracy: 0.5279 - top-5-accuracy: 0.8250
+
+
+```
+
+```
+
+115/176 [==================>...........] - ETA: 9s - loss: 1.7137 - accuracy: 0.5271 - top-5-accuracy: 0.8247
+
+
+```
+
+```
+
+116/176 [==================>...........] - ETA: 9s - loss: 1.7133 - accuracy: 0.5270 - top-5-accuracy: 0.8249
+
+
+```
+
+```
+
+117/176 [==================>...........] - ETA: 9s - loss: 1.7144 - accuracy: 0.5267 - top-5-accuracy: 0.8246
+
+
+```
+
+```
+
+118/176 [===================>..........] - ETA: 9s - loss: 1.7147 - accuracy: 0.5264 - top-5-accuracy: 0.8246
+
+
+```
+
+```
+
+119/176 [===================>..........] - ETA: 9s - loss: 1.7147 - accuracy: 0.5262 - top-5-accuracy: 0.8246
+
+
+```
+
+```
+
+120/176 [===================>..........] - ETA: 8s - loss: 1.7150 - accuracy: 0.5259 - top-5-accuracy: 0.8249
+
+
+```
+
+```
+
+121/176 [===================>..........] - ETA: 8s - loss: 1.7146 - accuracy: 0.5263 - top-5-accuracy: 0.8251
+
+
+```
+
+```
+
+122/176 [===================>..........] - ETA: 8s - loss: 1.7144 - accuracy: 0.5265 - top-5-accuracy: 0.8252
+
+
+```
+
+```
+
+123/176 [===================>..........] - ETA: 8s - loss: 1.7160 - accuracy: 0.5261 - top-5-accuracy: 0.8250
+
+
+```
+
+```
+
+124/176 [====================>.........] - ETA: 8s - loss: 1.7157 - accuracy: 0.5262 - top-5-accuracy: 0.8251
+
+
+```
+
+```
+
+125/176 [====================>.........] - ETA: 8s - loss: 1.7155 - accuracy: 0.5260 - top-5-accuracy: 0.8253
+
+
+```
+
+```
+
+126/176 [====================>.........] - ETA: 7s - loss: 1.7159 - accuracy: 0.5261 - top-5-accuracy: 0.8253
+
+
+```
+
+```
+
+127/176 [====================>.........] - ETA: 7s - loss: 1.7150 - accuracy: 0.5262 - top-5-accuracy: 0.8254
+
+
+```
+
+```
+
+128/176 [====================>.........] - ETA: 7s - loss: 1.7146 - accuracy: 0.5264 - top-5-accuracy: 0.8255
+
+
+```
+
+```
+
+129/176 [====================>.........] - ETA: 7s - loss: 1.7145 - accuracy: 0.5264 - top-5-accuracy: 0.8253
+
+
+```
+
+```
+
+130/176 [=====================>........] - ETA: 7s - loss: 1.7138 - accuracy: 0.5264 - top-5-accuracy: 0.8255
+
+
+```
+
+```
+
+131/176 [=====================>........] - ETA: 7s - loss: 1.7128 - accuracy: 0.5268 - top-5-accuracy: 0.8257
+
+
+```
+
+```
+
+132/176 [=====================>........] - ETA: 6s - loss: 1.7151 - accuracy: 0.5265 - top-5-accuracy: 0.8254
+
+
+```
+
+```
+
+133/176 [=====================>........] - ETA: 6s - loss: 1.7162 - accuracy: 0.5265 - top-5-accuracy: 0.8251
+
+
+```
+
+```
+
+134/176 [=====================>........] - ETA: 6s - loss: 1.7162 - accuracy: 0.5264 - top-5-accuracy: 0.8251
+
+
+```
+
+```
+
+135/176 [======================>.......] - ETA: 6s - loss: 1.7171 - accuracy: 0.5263 - top-5-accuracy: 0.8251
+
+
+```
+
+```
+
+136/176 [======================>.......] - ETA: 6s - loss: 1.7174 - accuracy: 0.5261 - top-5-accuracy: 0.8249
+
+
+```
+
+```
+
+137/176 [======================>.......] - ETA: 6s - loss: 1.7177 - accuracy: 0.5258 - top-5-accuracy: 0.8249
+
+
+```
+
+```
+
+138/176 [======================>.......] - ETA: 6s - loss: 1.7173 - accuracy: 0.5260 - top-5-accuracy: 0.8250
+
+
+```
+
+```
+
+139/176 [======================>.......] - ETA: 5s - loss: 1.7164 - accuracy: 0.5260 - top-5-accuracy: 0.8252
+
+
+```
+
+```
+
+140/176 [======================>.......] - ETA: 5s - loss: 1.7153 - accuracy: 0.5259 - top-5-accuracy: 0.8255
+
+
+```
+
+```
+
+141/176 [=======================>......] - ETA: 5s - loss: 1.7156 - accuracy: 0.5259 - top-5-accuracy: 0.8253
+
+
+```
+
+```
+
+142/176 [=======================>......] - ETA: 5s - loss: 1.7178 - accuracy: 0.5257 - top-5-accuracy: 0.8250
+
+
+```
+
+```
+
+143/176 [=======================>......] - ETA: 5s - loss: 1.7184 - accuracy: 0.5255 - top-5-accuracy: 0.8249
+
+
+```
+
+```
+
+144/176 [=======================>......] - ETA: 5s - loss: 1.7189 - accuracy: 0.5251 - top-5-accuracy: 0.8248
+
+
+```
+
+```
+
+145/176 [=======================>......] - ETA: 4s - loss: 1.7193 - accuracy: 0.5252 - top-5-accuracy: 0.8246
+
+
+```
+
+```
+
+146/176 [=======================>......] - ETA: 4s - loss: 1.7189 - accuracy: 0.5250 - top-5-accuracy: 0.8246
+
+
+```
+
+```
+
+147/176 [========================>.....] - ETA: 4s - loss: 1.7195 - accuracy: 0.5249 - top-5-accuracy: 0.8245
+
+
+```
+
+```
+
+148/176 [========================>.....] - ETA: 4s - loss: 1.7192 - accuracy: 0.5251 - top-5-accuracy: 0.8245
+
+
+```
+
+```
+
+149/176 [========================>.....] - ETA: 4s - loss: 1.7195 - accuracy: 0.5249 - top-5-accuracy: 0.8244
+
+
+```
+
+```
+
+150/176 [========================>.....] - ETA: 4s - loss: 1.7192 - accuracy: 0.5251 - top-5-accuracy: 0.8245
+
+
+```
+
+```
+
+151/176 [========================>.....] - ETA: 3s - loss: 1.7208 - accuracy: 0.5250 - top-5-accuracy: 0.8239
+
+
+```
+
+```
+
+152/176 [========================>.....] - ETA: 3s - loss: 1.7225 - accuracy: 0.5245 - top-5-accuracy: 0.8234
+
+
+```
+
+```
+
+153/176 [=========================>....] - ETA: 3s - loss: 1.7225 - accuracy: 0.5245 - top-5-accuracy: 0.8236
+
+
+```
+
+```
+
+154/176 [=========================>....] - ETA: 3s - loss: 1.7231 - accuracy: 0.5241 - top-5-accuracy: 0.8236
+
+
+```
+
+```
+
+155/176 [=========================>....] - ETA: 3s - loss: 1.7231 - accuracy: 0.5241 - top-5-accuracy: 0.8235
+
+
+```
+
+```
+
+156/176 [=========================>....] - ETA: 3s - loss: 1.7225 - accuracy: 0.5243 - top-5-accuracy: 0.8236
+
+
+```
+
+```
+
+157/176 [=========================>....] - ETA: 3s - loss: 1.7221 - accuracy: 0.5244 - top-5-accuracy: 0.8235
+
+
+```
+
+```
+
+158/176 [=========================>....] - ETA: 2s - loss: 1.7217 - accuracy: 0.5243 - top-5-accuracy: 0.8235
+
+
+```
+
+```
+
+159/176 [==========================>...] - ETA: 2s - loss: 1.7215 - accuracy: 0.5244 - top-5-accuracy: 0.8236
+
+
+```
+
+```
+
+160/176 [==========================>...] - ETA: 2s - loss: 1.7219 - accuracy: 0.5244 - top-5-accuracy: 0.8234
+
+
+```
+
+```
+
+161/176 [==========================>...] - ETA: 2s - loss: 1.7214 - accuracy: 0.5248 - top-5-accuracy: 0.8234
+
+
+```
+
+```
+
+162/176 [==========================>...] - ETA: 2s - loss: 1.7225 - accuracy: 0.5244 - top-5-accuracy: 0.8233
+
+
+```
+
+```
+
+163/176 [==========================>...] - ETA: 2s - loss: 1.7222 - accuracy: 0.5244 - top-5-accuracy: 0.8231
+
+
+```
+
+```
+
+164/176 [==========================>...] - ETA: 1s - loss: 1.7216 - accuracy: 0.5245 - top-5-accuracy: 0.8234
+
+
+```
+
+```
+
+165/176 [===========================>..] - ETA: 1s - loss: 1.7213 - accuracy: 0.5246 - top-5-accuracy: 0.8234
+
+
+```
+
+```
+
+166/176 [===========================>..] - ETA: 1s - loss: 1.7207 - accuracy: 0.5249 - top-5-accuracy: 0.8236
+
+
+```
+
+```
+
+167/176 [===========================>..] - ETA: 1s - loss: 1.7210 - accuracy: 0.5251 - top-5-accuracy: 0.8235
+
+
+```
+
+```
+
+168/176 [===========================>..] - ETA: 1s - loss: 1.7206 - accuracy: 0.5253 - top-5-accuracy: 0.8235
+
+
+```
+
+```
+
+169/176 [===========================>..] - ETA: 1s - loss: 1.7208 - accuracy: 0.5252 - top-5-accuracy: 0.8233
+
+
+```
+
+```
+
+170/176 [===========================>..] - ETA: 0s - loss: 1.7219 - accuracy: 0.5249 - top-5-accuracy: 0.8230
+
+
+```
+
+```
+
+171/176 [============================>.] - ETA: 0s - loss: 1.7223 - accuracy: 0.5248 - top-5-accuracy: 0.8229
+
+
+```
+
+```
+
+172/176 [============================>.] - ETA: 0s - loss: 1.7229 - accuracy: 0.5249 - top-5-accuracy: 0.8228
+
+
+```
+
+```
+
+173/176 [============================>.] - ETA: 0s - loss: 1.7235 - accuracy: 0.5249 - top-5-accuracy: 0.8228
+
+
+```
+
+```
+
+174/176 [============================>.] - ETA: 0s - loss: 1.7232 - accuracy: 0.5251 - top-5-accuracy: 0.8228
+
+
+```
+
+```
+
+175/176 [============================>.] - ETA: 0s - loss: 1.7234 - accuracy: 0.5251 - top-5-accuracy: 0.8228
+
+
+```
+
+```
+
+176/176 [==============================] - ETA: 0s - loss: 1.7233 - accuracy: 0.5250 - top-5-accuracy: 0.8227
+
+
+```
+
+```
+
+176/176 [==============================] - 29s 164ms/step - loss: 1.7233 - accuracy: 0.5250 - top-5-accuracy: 0.8227 - val_loss: 2.0101 - val_accuracy: 0.4774 - val_top-5-accuracy: 0.7702
+
+
+
+```
+Epoch 30/50
+
+```
+
+
+ 1/176 [..............................] - ETA: 27s - loss: 1.7974 - accuracy: 0.5312 - top-5-accuracy: 0.7969
+
+
+```
+
+```
+
+ 2/176 [..............................] - ETA: 27s - loss: 1.7254 - accuracy: 0.5547 - top-5-accuracy: 0.8145
+
+
+```
+
+```
+
+ 3/176 [..............................] - ETA: 27s - loss: 1.6839 - accuracy: 0.5677 - top-5-accuracy: 0.8112
+
+
+```
+
+```
+
+ 4/176 [..............................] - ETA: 27s - loss: 1.6496 - accuracy: 0.5596 - top-5-accuracy: 0.8271
+
+
+```
+
+```
+
+ 5/176 [..............................] - ETA: 27s - loss: 1.6163 - accuracy: 0.5625 - top-5-accuracy: 0.8313
+
+
+```
+
+```
+
+ 6/176 [>.............................] - ETA: 26s - loss: 1.6262 - accuracy: 0.5612 - top-5-accuracy: 0.8353
+
+
+```
+
+```
+
+ 7/176 [>.............................] - ETA: 26s - loss: 1.6374 - accuracy: 0.5536 - top-5-accuracy: 0.8309
+
+
+```
+
+```
+
+ 8/176 [>.............................] - ETA: 26s - loss: 1.6391 - accuracy: 0.5479 - top-5-accuracy: 0.8330
+
+
+```
+
+```
+
+ 9/176 [>.............................] - ETA: 26s - loss: 1.6335 - accuracy: 0.5503 - top-5-accuracy: 0.8355
+
+
+```
+
+```
+
+ 10/176 [>.............................] - ETA: 26s - loss: 1.6407 - accuracy: 0.5488 - top-5-accuracy: 0.8348
+
+
+```
+
+```
+
+ 11/176 [>.............................] - ETA: 26s - loss: 1.6577 - accuracy: 0.5458 - top-5-accuracy: 0.8313
+
+
+```
+
+```
+
+ 12/176 [=>............................] - ETA: 25s - loss: 1.6719 - accuracy: 0.5420 - top-5-accuracy: 0.8281
+
+
+```
+
+```
+
+ 13/176 [=>............................] - ETA: 25s - loss: 1.6779 - accuracy: 0.5400 - top-5-accuracy: 0.8260
+
+
+```
+
+```
+
+ 14/176 [=>............................] - ETA: 25s - loss: 1.6788 - accuracy: 0.5399 - top-5-accuracy: 0.8259
+
+
+```
+
+```
+
+ 15/176 [=>............................] - ETA: 25s - loss: 1.6763 - accuracy: 0.5388 - top-5-accuracy: 0.8263
+
+
+```
+
+```
+
+ 16/176 [=>............................] - ETA: 25s - loss: 1.6701 - accuracy: 0.5408 - top-5-accuracy: 0.8281
+
+
+```
+
+```
+
+ 17/176 [=>............................] - ETA: 25s - loss: 1.6696 - accuracy: 0.5398 - top-5-accuracy: 0.8290
+
+
+```
+
+```
+
+ 18/176 [==>...........................] - ETA: 25s - loss: 1.6685 - accuracy: 0.5395 - top-5-accuracy: 0.8277
+
+
+```
+
+```
+
+ 19/176 [==>...........................] - ETA: 24s - loss: 1.6707 - accuracy: 0.5393 - top-5-accuracy: 0.8281
+
+
+```
+
+```
+
+ 20/176 [==>...........................] - ETA: 24s - loss: 1.6710 - accuracy: 0.5395 - top-5-accuracy: 0.8289
+
+
+```
+
+```
+
+ 21/176 [==>...........................] - ETA: 24s - loss: 1.6667 - accuracy: 0.5396 - top-5-accuracy: 0.8298
+
+
+```
+
+```
+
+ 22/176 [==>...........................] - ETA: 24s - loss: 1.6662 - accuracy: 0.5391 - top-5-accuracy: 0.8308
+
+
+```
+
+```
+
+ 23/176 [==>...........................] - ETA: 24s - loss: 1.6602 - accuracy: 0.5403 - top-5-accuracy: 0.8320
+
+
+```
+
+```
+
+ 24/176 [===>..........................] - ETA: 24s - loss: 1.6509 - accuracy: 0.5418 - top-5-accuracy: 0.8338
+
+
+```
+
+```
+
+ 25/176 [===>..........................] - ETA: 23s - loss: 1.6504 - accuracy: 0.5430 - top-5-accuracy: 0.8342
+
+
+```
+
+```
+
+ 26/176 [===>..........................] - ETA: 23s - loss: 1.6522 - accuracy: 0.5422 - top-5-accuracy: 0.8355
+
+
+```
+
+```
+
+ 27/176 [===>..........................] - ETA: 23s - loss: 1.6527 - accuracy: 0.5408 - top-5-accuracy: 0.8361
+
+
+```
+
+```
+
+ 28/176 [===>..........................] - ETA: 23s - loss: 1.6575 - accuracy: 0.5396 - top-5-accuracy: 0.8359
+
+
+```
+
+```
+
+ 29/176 [===>..........................] - ETA: 23s - loss: 1.6530 - accuracy: 0.5414 - top-5-accuracy: 0.8370
+
+
+```
+
+```
+
+ 30/176 [====>.........................] - ETA: 23s - loss: 1.6575 - accuracy: 0.5417 - top-5-accuracy: 0.8353
+
+
+```
+
+```
+
+ 31/176 [====>.........................] - ETA: 22s - loss: 1.6555 - accuracy: 0.5435 - top-5-accuracy: 0.8356
+
+
+```
+
+```
+
+ 32/176 [====>.........................] - ETA: 22s - loss: 1.6610 - accuracy: 0.5428 - top-5-accuracy: 0.8350
+
+
+```
+
+```
+
+ 33/176 [====>.........................] - ETA: 22s - loss: 1.6619 - accuracy: 0.5417 - top-5-accuracy: 0.8353
+
+
+```
+
+```
+
+ 34/176 [====>.........................] - ETA: 22s - loss: 1.6689 - accuracy: 0.5406 - top-5-accuracy: 0.8346
+
+
+```
+
+```
+
+ 35/176 [====>.........................] - ETA: 22s - loss: 1.6654 - accuracy: 0.5404 - top-5-accuracy: 0.8357
+
+
+```
+
+```
+
+ 36/176 [=====>........................] - ETA: 22s - loss: 1.6666 - accuracy: 0.5383 - top-5-accuracy: 0.8359
+
+
+```
+
+```
+
+ 37/176 [=====>........................] - ETA: 22s - loss: 1.6628 - accuracy: 0.5394 - top-5-accuracy: 0.8365
+
+
+```
+
+```
+
+ 38/176 [=====>........................] - ETA: 21s - loss: 1.6657 - accuracy: 0.5384 - top-5-accuracy: 0.8360
+
+
+```
+
+```
+
+ 39/176 [=====>........................] - ETA: 21s - loss: 1.6682 - accuracy: 0.5382 - top-5-accuracy: 0.8353
+
+
+```
+
+```
+
+ 40/176 [=====>........................] - ETA: 21s - loss: 1.6671 - accuracy: 0.5386 - top-5-accuracy: 0.8354
+
+
+```
+
+```
+
+ 41/176 [=====>........................] - ETA: 21s - loss: 1.6657 - accuracy: 0.5392 - top-5-accuracy: 0.8356
+
+
+```
+
+```
+
+ 42/176 [======>.......................] - ETA: 21s - loss: 1.6696 - accuracy: 0.5379 - top-5-accuracy: 0.8352
+
+
+```
+
+```
+
+ 43/176 [======>.......................] - ETA: 21s - loss: 1.6711 - accuracy: 0.5374 - top-5-accuracy: 0.8352
+
+
+```
+
+```
+
+ 44/176 [======>.......................] - ETA: 20s - loss: 1.6723 - accuracy: 0.5373 - top-5-accuracy: 0.8352
+
+
+```
+
+```
+
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+
+
+```
+
+```
+
+ 46/176 [======>.......................] - ETA: 20s - loss: 1.6729 - accuracy: 0.5371 - top-5-accuracy: 0.8347
+
+
+```
+
+```
+
+ 47/176 [=======>......................] - ETA: 20s - loss: 1.6725 - accuracy: 0.5367 - top-5-accuracy: 0.8349
+
+
+```
+
+```
+
+ 48/176 [=======>......................] - ETA: 20s - loss: 1.6719 - accuracy: 0.5366 - top-5-accuracy: 0.8346
+
+
+```
+
+```
+
+ 49/176 [=======>......................] - ETA: 20s - loss: 1.6708 - accuracy: 0.5371 - top-5-accuracy: 0.8350
+
+
+```
+
+```
+
+ 50/176 [=======>......................] - ETA: 19s - loss: 1.6699 - accuracy: 0.5373 - top-5-accuracy: 0.8352
+
+
+```
+
+```
+
+ 51/176 [=======>......................] - ETA: 19s - loss: 1.6701 - accuracy: 0.5371 - top-5-accuracy: 0.8350
+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
+ 78/176 [============>.................] - ETA: 15s - loss: 1.6820 - accuracy: 0.5338 - top-5-accuracy: 0.8316
+
+
+```
+
+```
+
+ 79/176 [============>.................] - ETA: 15s - loss: 1.6828 - accuracy: 0.5336 - top-5-accuracy: 0.8315
+
+
+```
+
+```
+
+ 80/176 [============>.................] - ETA: 15s - loss: 1.6844 - accuracy: 0.5332 - top-5-accuracy: 0.8309
+
+
+```
+
+```
+
+ 81/176 [============>.................] - ETA: 15s - loss: 1.6860 - accuracy: 0.5330 - top-5-accuracy: 0.8306
+
+
+```
+
+```
+
+ 82/176 [============>.................] - ETA: 14s - loss: 1.6866 - accuracy: 0.5331 - top-5-accuracy: 0.8306
+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
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+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
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+```
+
+```
+
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+
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+```
+
+```
+
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+
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+```
+
+```
+
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+
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+```
+
+```
+
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+
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+```
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+```
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+
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+```
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+```
+
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+
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+```
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+```
+
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+
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+```
+
+```
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+
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+```
+
+```
+
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+
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+```
+
+```
+
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+
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+```
+
+```
+
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+
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+```
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+```
+
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+
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+```
+
+```
+
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+
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+```
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+```
+
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+
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+```
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+```
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+
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+```
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+```
+
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+
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+```
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+```
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+
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+```
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+```
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+
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+```
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+```
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+
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+```
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+```
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+
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+```
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+```
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+
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+```
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+```
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+
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+
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+```
+
+```
+
+171/176 [============================>.] - ETA: 0s - loss: 1.6948 - accuracy: 0.5293 - top-5-accuracy: 0.8308
+
+
+```
+
+```
+
+172/176 [============================>.] - ETA: 0s - loss: 1.6950 - accuracy: 0.5294 - top-5-accuracy: 0.8307
+
+
+```
+
+```
+
+173/176 [============================>.] - ETA: 0s - loss: 1.6948 - accuracy: 0.5295 - top-5-accuracy: 0.8308
+
+
+```
+
+```
+
+174/176 [============================>.] - ETA: 0s - loss: 1.6940 - accuracy: 0.5297 - top-5-accuracy: 0.8308
+
+
+```
+
+```
+
+175/176 [============================>.] - ETA: 0s - loss: 1.6941 - accuracy: 0.5297 - top-5-accuracy: 0.8308
+
+
+```
+
+```
+
+176/176 [==============================] - ETA: 0s - loss: 1.6933 - accuracy: 0.5300 - top-5-accuracy: 0.8309
+
+
+```
+
+```
+
+176/176 [==============================] - 29s 164ms/step - loss: 1.6933 - accuracy: 0.5300 - top-5-accuracy: 0.8309 - val_loss: 1.9931 - val_accuracy: 0.4816 - val_top-5-accuracy: 0.7752
+
+
+
+```
+Epoch 31/50
+
+```
+
+
+ 1/176 [..............................] - ETA: 27s - loss: 1.4693 - accuracy: 0.5781 - top-5-accuracy: 0.8711
+
+
+```
+
+```
+
+ 2/176 [..............................] - ETA: 27s - loss: 1.4749 - accuracy: 0.5762 - top-5-accuracy: 0.8770
+
+
+```
+
+```
+
+ 3/176 [..............................] - ETA: 27s - loss: 1.4714 - accuracy: 0.5716 - top-5-accuracy: 0.8737
+
+
+```
+
+```
+
+ 4/176 [..............................] - ETA: 27s - loss: 1.5168 - accuracy: 0.5684 - top-5-accuracy: 0.8584
+
+
+```
+
+```
+
+ 5/176 [..............................] - ETA: 27s - loss: 1.5426 - accuracy: 0.5547 - top-5-accuracy: 0.8547
+
+
+```
+
+```
+
+ 6/176 [>.............................] - ETA: 26s - loss: 1.5431 - accuracy: 0.5579 - top-5-accuracy: 0.8509
+
+
+```
+
+```
+
+ 7/176 [>.............................] - ETA: 26s - loss: 1.5525 - accuracy: 0.5592 - top-5-accuracy: 0.8482
+
+
+```
+
+```
+
+ 8/176 [>.............................] - ETA: 26s - loss: 1.5552 - accuracy: 0.5581 - top-5-accuracy: 0.8486
+
+
+```
+
+```
+
+ 9/176 [>.............................] - ETA: 26s - loss: 1.5705 - accuracy: 0.5569 - top-5-accuracy: 0.8472
+
+
+```
+
+```
+
+ 10/176 [>.............................] - ETA: 26s - loss: 1.5815 - accuracy: 0.5543 - top-5-accuracy: 0.8449
+
+
+```
+
+```
+
+ 11/176 [>.............................] - ETA: 26s - loss: 1.5730 - accuracy: 0.5597 - top-5-accuracy: 0.8466
+
+
+```
+
+```
+
+ 12/176 [=>............................] - ETA: 26s - loss: 1.5680 - accuracy: 0.5628 - top-5-accuracy: 0.8480
+
+
+```
+
+```
+
+ 13/176 [=>............................] - ETA: 25s - loss: 1.5567 - accuracy: 0.5640 - top-5-accuracy: 0.8501
+
+
+```
+
+```
+
+ 14/176 [=>............................] - ETA: 25s - loss: 1.5705 - accuracy: 0.5603 - top-5-accuracy: 0.8488
+
+
+```
+
+```
+
+ 15/176 [=>............................] - ETA: 25s - loss: 1.5694 - accuracy: 0.5594 - top-5-accuracy: 0.8482
+
+
+```
+
+```
+
+ 16/176 [=>............................] - ETA: 25s - loss: 1.5839 - accuracy: 0.5554 - top-5-accuracy: 0.8459
+
+
+```
+
+```
+
+ 17/176 [=>............................] - ETA: 25s - loss: 1.5946 - accuracy: 0.5547 - top-5-accuracy: 0.8435
+
+
+```
+
+```
+
+ 18/176 [==>...........................] - ETA: 25s - loss: 1.6074 - accuracy: 0.5508 - top-5-accuracy: 0.8401
+
+
+```
+
+```
+
+ 19/176 [==>...........................] - ETA: 24s - loss: 1.6140 - accuracy: 0.5489 - top-5-accuracy: 0.8392
+
+
+```
+
+```
+
+ 20/176 [==>...........................] - ETA: 24s - loss: 1.6065 - accuracy: 0.5523 - top-5-accuracy: 0.8408
+
+
+```
+
+```
+
+ 21/176 [==>...........................] - ETA: 24s - loss: 1.6010 - accuracy: 0.5547 - top-5-accuracy: 0.8424
+
+
+```
+
+```
+
+ 22/176 [==>...........................] - ETA: 24s - loss: 1.6027 - accuracy: 0.5540 - top-5-accuracy: 0.8429
+
+
+```
+
+```
+
+ 23/176 [==>...........................] - ETA: 24s - loss: 1.6038 - accuracy: 0.5523 - top-5-accuracy: 0.8424
+
+
+```
+
+```
+
+ 24/176 [===>..........................] - ETA: 24s - loss: 1.6064 - accuracy: 0.5508 - top-5-accuracy: 0.8428
+
+
+```
+
+```
+
+ 25/176 [===>..........................] - ETA: 23s - loss: 1.6014 - accuracy: 0.5520 - top-5-accuracy: 0.8439
+
+
+```
+
+```
+
+ 26/176 [===>..........................] - ETA: 23s - loss: 1.6043 - accuracy: 0.5514 - top-5-accuracy: 0.8445
+
+
+```
+
+```
+
+ 27/176 [===>..........................] - ETA: 23s - loss: 1.6063 - accuracy: 0.5516 - top-5-accuracy: 0.8452
+
+
+```
+
+```
+
+ 28/176 [===>..........................] - ETA: 23s - loss: 1.5982 - accuracy: 0.5533 - top-5-accuracy: 0.8470
+
+
+```
+
+```
+
+ 29/176 [===>..........................] - ETA: 23s - loss: 1.6001 - accuracy: 0.5528 - top-5-accuracy: 0.8466
+
+
+```
+
+```
+
+ 30/176 [====>.........................] - ETA: 23s - loss: 1.6047 - accuracy: 0.5516 - top-5-accuracy: 0.8461
+
+
+```
+
+```
+
+ 31/176 [====>.........................] - ETA: 23s - loss: 1.6047 - accuracy: 0.5514 - top-5-accuracy: 0.8459
+
+
+```
+
+```
+
+ 32/176 [====>.........................] - ETA: 22s - loss: 1.6027 - accuracy: 0.5530 - top-5-accuracy: 0.8463
+
+
+```
+
+```
+
+ 33/176 [====>.........................] - ETA: 22s - loss: 1.6084 - accuracy: 0.5516 - top-5-accuracy: 0.8452
+
+
+```
+
+```
+
+ 34/176 [====>.........................] - ETA: 22s - loss: 1.6123 - accuracy: 0.5495 - top-5-accuracy: 0.8448
+
+
+```
+
+```
+
+ 35/176 [====>.........................] - ETA: 22s - loss: 1.6138 - accuracy: 0.5491 - top-5-accuracy: 0.8444
+
+
+```
+
+```
+
+ 36/176 [=====>........................] - ETA: 22s - loss: 1.6152 - accuracy: 0.5492 - top-5-accuracy: 0.8442
+
+
+```
+
+```
+
+ 37/176 [=====>........................] - ETA: 22s - loss: 1.6157 - accuracy: 0.5492 - top-5-accuracy: 0.8443
+
+
+```
+
+```
+
+ 38/176 [=====>........................] - ETA: 21s - loss: 1.6137 - accuracy: 0.5503 - top-5-accuracy: 0.8443
+
+
+```
+
+```
+
+ 39/176 [=====>........................] - ETA: 21s - loss: 1.6150 - accuracy: 0.5487 - top-5-accuracy: 0.8433
+
+
+```
+
+```
+
+ 40/176 [=====>........................] - ETA: 21s - loss: 1.6152 - accuracy: 0.5485 - top-5-accuracy: 0.8439
+
+
+```
+
+```
+
+ 41/176 [=====>........................] - ETA: 21s - loss: 1.6157 - accuracy: 0.5490 - top-5-accuracy: 0.8441
+
+
+```
+
+```
+
+ 42/176 [======>.......................] - ETA: 21s - loss: 1.6123 - accuracy: 0.5495 - top-5-accuracy: 0.8450
+
+
+```
+
+```
+
+ 43/176 [======>.......................] - ETA: 21s - loss: 1.6119 - accuracy: 0.5491 - top-5-accuracy: 0.8450
+
+
+```
+
+```
+
+ 44/176 [======>.......................] - ETA: 20s - loss: 1.6117 - accuracy: 0.5494 - top-5-accuracy: 0.8451
+
+
+```
+
+```
+
+ 45/176 [======>.......................] - ETA: 20s - loss: 1.6108 - accuracy: 0.5490 - top-5-accuracy: 0.8453
+
+
+```
+
+```
+
+ 46/176 [======>.......................] - ETA: 20s - loss: 1.6152 - accuracy: 0.5480 - top-5-accuracy: 0.8440
+
+
+```
+
+```
+
+ 47/176 [=======>......................] - ETA: 20s - loss: 1.6175 - accuracy: 0.5480 - top-5-accuracy: 0.8438
+
+
+```
+
+```
+
+ 48/176 [=======>......................] - ETA: 20s - loss: 1.6134 - accuracy: 0.5489 - top-5-accuracy: 0.8446
+
+
+```
+
+```
+
+ 49/176 [=======>......................] - ETA: 20s - loss: 1.6097 - accuracy: 0.5493 - top-5-accuracy: 0.8446
+
+
+```
+
+```
+
+ 50/176 [=======>......................] - ETA: 20s - loss: 1.6081 - accuracy: 0.5497 - top-5-accuracy: 0.8451
+
+
+```
+
+```
+
+ 51/176 [=======>......................] - ETA: 19s - loss: 1.6086 - accuracy: 0.5492 - top-5-accuracy: 0.8451
+
+
+```
+
+```
+
+ 52/176 [=======>......................] - ETA: 19s - loss: 1.6097 - accuracy: 0.5489 - top-5-accuracy: 0.8448
+
+
+```
+
+```
+
+ 53/176 [========>.....................] - ETA: 19s - loss: 1.6085 - accuracy: 0.5497 - top-5-accuracy: 0.8450
+
+
+```
+
+```
+
+ 54/176 [========>.....................] - ETA: 19s - loss: 1.6104 - accuracy: 0.5486 - top-5-accuracy: 0.8453
+
+
+```
+
+```
+
+ 55/176 [========>.....................] - ETA: 19s - loss: 1.6143 - accuracy: 0.5484 - top-5-accuracy: 0.8442
+
+
+```
+
+```
+
+ 56/176 [========>.....................] - ETA: 19s - loss: 1.6160 - accuracy: 0.5486 - top-5-accuracy: 0.8438
+
+
+```
+
+```
+
+ 57/176 [========>.....................] - ETA: 18s - loss: 1.6166 - accuracy: 0.5481 - top-5-accuracy: 0.8440
+
+
+```
+
+```
+
+ 58/176 [========>.....................] - ETA: 18s - loss: 1.6175 - accuracy: 0.5482 - top-5-accuracy: 0.8433
+
+
+```
+
+```
+
+ 59/176 [=========>....................] - ETA: 18s - loss: 1.6170 - accuracy: 0.5480 - top-5-accuracy: 0.8434
+
+
+```
+
+```
+
+ 60/176 [=========>....................] - ETA: 18s - loss: 1.6166 - accuracy: 0.5477 - top-5-accuracy: 0.8438
+
+
+```
+
+```
+
+ 61/176 [=========>....................] - ETA: 18s - loss: 1.6193 - accuracy: 0.5471 - top-5-accuracy: 0.8435
+
+
+```
+
+```
+
+ 62/176 [=========>....................] - ETA: 18s - loss: 1.6197 - accuracy: 0.5478 - top-5-accuracy: 0.8437
+
+
+```
+
+```
+
+ 63/176 [=========>....................] - ETA: 17s - loss: 1.6185 - accuracy: 0.5477 - top-5-accuracy: 0.8442
+
+
+```
+
+```
+
+ 64/176 [=========>....................] - ETA: 17s - loss: 1.6184 - accuracy: 0.5472 - top-5-accuracy: 0.8441
+
+
+```
+
+```
+
+ 65/176 [==========>...................] - ETA: 17s - loss: 1.6195 - accuracy: 0.5465 - top-5-accuracy: 0.8438
+
+
+```
+
+```
+
+ 66/176 [==========>...................] - ETA: 17s - loss: 1.6188 - accuracy: 0.5461 - top-5-accuracy: 0.8438
+
+
+```
+
+```
+
+ 67/176 [==========>...................] - ETA: 17s - loss: 1.6215 - accuracy: 0.5457 - top-5-accuracy: 0.8435
+
+
+```
+
+```
+
+ 68/176 [==========>...................] - ETA: 17s - loss: 1.6214 - accuracy: 0.5460 - top-5-accuracy: 0.8435
+
+
+```
+
+```
+
+ 69/176 [==========>...................] - ETA: 17s - loss: 1.6221 - accuracy: 0.5462 - top-5-accuracy: 0.8432
+
+
+```
+
+```
+
+ 70/176 [==========>...................] - ETA: 16s - loss: 1.6226 - accuracy: 0.5461 - top-5-accuracy: 0.8427
+
+
+```
+
+```
+
+ 71/176 [===========>..................] - ETA: 16s - loss: 1.6213 - accuracy: 0.5465 - top-5-accuracy: 0.8428
+
+
+```
+
+```
+
+ 72/176 [===========>..................] - ETA: 16s - loss: 1.6192 - accuracy: 0.5469 - top-5-accuracy: 0.8427
+
+
+```
+
+```
+
+ 73/176 [===========>..................] - ETA: 16s - loss: 1.6216 - accuracy: 0.5464 - top-5-accuracy: 0.8421
+
+
+```
+
+```
+
+ 74/176 [===========>..................] - ETA: 16s - loss: 1.6205 - accuracy: 0.5466 - top-5-accuracy: 0.8423
+
+
+```
+
+```
+
+ 75/176 [===========>..................] - ETA: 16s - loss: 1.6201 - accuracy: 0.5470 - top-5-accuracy: 0.8421
+
+
+```
+
+```
+
+ 76/176 [===========>..................] - ETA: 15s - loss: 1.6202 - accuracy: 0.5466 - top-5-accuracy: 0.8421
+
+
+```
+
+```
+
+ 77/176 [============>.................] - ETA: 15s - loss: 1.6191 - accuracy: 0.5470 - top-5-accuracy: 0.8421
+
+
+```
+
+```
+
+ 78/176 [============>.................] - ETA: 15s - loss: 1.6197 - accuracy: 0.5465 - top-5-accuracy: 0.8423
+
+
+```
+
+```
+
+ 79/176 [============>.................] - ETA: 15s - loss: 1.6192 - accuracy: 0.5470 - top-5-accuracy: 0.8421
+
+
+```
+
+```
+
+ 80/176 [============>.................] - ETA: 15s - loss: 1.6178 - accuracy: 0.5476 - top-5-accuracy: 0.8422
+
+
+```
+
+```
+
+ 81/176 [============>.................] - ETA: 15s - loss: 1.6177 - accuracy: 0.5482 - top-5-accuracy: 0.8423
+
+
+```
+
+```
+
+ 82/176 [============>.................] - ETA: 14s - loss: 1.6178 - accuracy: 0.5482 - top-5-accuracy: 0.8418
+
+
+```
+
+```
+
+ 83/176 [=============>................] - ETA: 14s - loss: 1.6185 - accuracy: 0.5477 - top-5-accuracy: 0.8413
+
+
+```
+
+```
+
+ 84/176 [=============>................] - ETA: 14s - loss: 1.6172 - accuracy: 0.5479 - top-5-accuracy: 0.8414
+
+
+```
+
+```
+
+ 85/176 [=============>................] - ETA: 14s - loss: 1.6186 - accuracy: 0.5475 - top-5-accuracy: 0.8410
+
+
+```
+
+```
+
+ 86/176 [=============>................] - ETA: 14s - loss: 1.6187 - accuracy: 0.5476 - top-5-accuracy: 0.8411
+
+
+```
+
+```
+
+ 87/176 [=============>................] - ETA: 14s - loss: 1.6203 - accuracy: 0.5474 - top-5-accuracy: 0.8407
+
+
+```
+
+```
+
+ 88/176 [==============>...............] - ETA: 13s - loss: 1.6213 - accuracy: 0.5473 - top-5-accuracy: 0.8406
+
+
+```
+
+```
+
+ 89/176 [==============>...............] - ETA: 13s - loss: 1.6235 - accuracy: 0.5463 - top-5-accuracy: 0.8405
+
+
+```
+
+```
+
+ 90/176 [==============>...............] - ETA: 13s - loss: 1.6233 - accuracy: 0.5462 - top-5-accuracy: 0.8406
+
+
+```
+
+```
+
+ 91/176 [==============>...............] - ETA: 13s - loss: 1.6227 - accuracy: 0.5468 - top-5-accuracy: 0.8404
+
+
+```
+
+```
+
+ 92/176 [==============>...............] - ETA: 13s - loss: 1.6251 - accuracy: 0.5464 - top-5-accuracy: 0.8402
+
+
+```
+
+```
+
+ 93/176 [==============>...............] - ETA: 13s - loss: 1.6261 - accuracy: 0.5465 - top-5-accuracy: 0.8399
+
+
+```
+
+```
+
+ 94/176 [===============>..............] - ETA: 13s - loss: 1.6274 - accuracy: 0.5463 - top-5-accuracy: 0.8396
+
+
+```
+
+```
+
+ 95/176 [===============>..............] - ETA: 12s - loss: 1.6283 - accuracy: 0.5462 - top-5-accuracy: 0.8393
+
+
+```
+
+```
+
+ 96/176 [===============>..............] - ETA: 12s - loss: 1.6290 - accuracy: 0.5462 - top-5-accuracy: 0.8391
+
+
+```
+
+```
+
+ 97/176 [===============>..............] - ETA: 12s - loss: 1.6305 - accuracy: 0.5458 - top-5-accuracy: 0.8388
+
+
+```
+
+```
+
+ 98/176 [===============>..............] - ETA: 12s - loss: 1.6314 - accuracy: 0.5454 - top-5-accuracy: 0.8387
+
+
+```
+
+```
+
+ 99/176 [===============>..............] - ETA: 12s - loss: 1.6310 - accuracy: 0.5453 - top-5-accuracy: 0.8387
+
+
+```
+
+```
+
+100/176 [================>.............] - ETA: 12s - loss: 1.6316 - accuracy: 0.5450 - top-5-accuracy: 0.8385
+
+
+```
+
+```
+
+101/176 [================>.............] - ETA: 11s - loss: 1.6320 - accuracy: 0.5450 - top-5-accuracy: 0.8385
+
+
+```
+
+```
+
+102/176 [================>.............] - ETA: 11s - loss: 1.6320 - accuracy: 0.5448 - top-5-accuracy: 0.8383
+
+
+```
+
+```
+
+103/176 [================>.............] - ETA: 11s - loss: 1.6310 - accuracy: 0.5451 - top-5-accuracy: 0.8387
+
+
+```
+
+```
+
+104/176 [================>.............] - ETA: 11s - loss: 1.6304 - accuracy: 0.5452 - top-5-accuracy: 0.8387
+
+
+```
+
+```
+
+105/176 [================>.............] - ETA: 11s - loss: 1.6298 - accuracy: 0.5456 - top-5-accuracy: 0.8386
+
+
+```
+
+```
+
+106/176 [=================>............] - ETA: 11s - loss: 1.6300 - accuracy: 0.5456 - top-5-accuracy: 0.8384
+
+
+```
+
+```
+
+107/176 [=================>............] - ETA: 10s - loss: 1.6302 - accuracy: 0.5457 - top-5-accuracy: 0.8385
+
+
+```
+
+```
+
+108/176 [=================>............] - ETA: 10s - loss: 1.6305 - accuracy: 0.5458 - top-5-accuracy: 0.8384
+
+
+```
+
+```
+
+109/176 [=================>............] - ETA: 10s - loss: 1.6322 - accuracy: 0.5454 - top-5-accuracy: 0.8382
+
+
+```
+
+```
+
+110/176 [=================>............] - ETA: 10s - loss: 1.6323 - accuracy: 0.5451 - top-5-accuracy: 0.8384
+
+
+```
+
+```
+
+111/176 [=================>............] - ETA: 10s - loss: 1.6325 - accuracy: 0.5450 - top-5-accuracy: 0.8383
+
+
+```
+
+```
+
+112/176 [==================>...........] - ETA: 10s - loss: 1.6335 - accuracy: 0.5448 - top-5-accuracy: 0.8381
+
+
+```
+
+```
+
+113/176 [==================>...........] - ETA: 10s - loss: 1.6332 - accuracy: 0.5450 - top-5-accuracy: 0.8381
+
+
+```
+
+```
+
+114/176 [==================>...........] - ETA: 9s - loss: 1.6346 - accuracy: 0.5447 - top-5-accuracy: 0.8380
+
+
+```
+
+```
+
+115/176 [==================>...........] - ETA: 9s - loss: 1.6337 - accuracy: 0.5452 - top-5-accuracy: 0.8382
+
+
+```
+
+```
+
+116/176 [==================>...........] - ETA: 9s - loss: 1.6342 - accuracy: 0.5452 - top-5-accuracy: 0.8381
+
+
+```
+
+```
+
+117/176 [==================>...........] - ETA: 9s - loss: 1.6359 - accuracy: 0.5446 - top-5-accuracy: 0.8378
+
+
+```
+
+```
+
+118/176 [===================>..........] - ETA: 9s - loss: 1.6369 - accuracy: 0.5443 - top-5-accuracy: 0.8377
+
+
+```
+
+```
+
+119/176 [===================>..........] - ETA: 9s - loss: 1.6379 - accuracy: 0.5441 - top-5-accuracy: 0.8373
+
+
+```
+
+```
+
+120/176 [===================>..........] - ETA: 8s - loss: 1.6379 - accuracy: 0.5442 - top-5-accuracy: 0.8372
+
+
+```
+
+```
+
+121/176 [===================>..........] - ETA: 8s - loss: 1.6383 - accuracy: 0.5439 - top-5-accuracy: 0.8371
+
+
+```
+
+```
+
+122/176 [===================>..........] - ETA: 8s - loss: 1.6374 - accuracy: 0.5442 - top-5-accuracy: 0.8374
+
+
+```
+
+```
+
+123/176 [===================>..........] - ETA: 8s - loss: 1.6381 - accuracy: 0.5444 - top-5-accuracy: 0.8372
+
+
+```
+
+```
+
+124/176 [====================>.........] - ETA: 8s - loss: 1.6370 - accuracy: 0.5446 - top-5-accuracy: 0.8376
+
+
+```
+
+```
+
+125/176 [====================>.........] - ETA: 8s - loss: 1.6378 - accuracy: 0.5444 - top-5-accuracy: 0.8375
+
+
+```
+
+```
+
+126/176 [====================>.........] - ETA: 7s - loss: 1.6386 - accuracy: 0.5442 - top-5-accuracy: 0.8373
+
+
+```
+
+```
+
+127/176 [====================>.........] - ETA: 7s - loss: 1.6397 - accuracy: 0.5439 - top-5-accuracy: 0.8373
+
+
+```
+
+```
+
+128/176 [====================>.........] - ETA: 7s - loss: 1.6405 - accuracy: 0.5439 - top-5-accuracy: 0.8372
+
+
+```
+
+```
+
+129/176 [====================>.........] - ETA: 7s - loss: 1.6411 - accuracy: 0.5438 - top-5-accuracy: 0.8372
+
+
+```
+
+```
+
+130/176 [=====================>........] - ETA: 7s - loss: 1.6416 - accuracy: 0.5438 - top-5-accuracy: 0.8369
+
+
+```
+
+```
+
+131/176 [=====================>........] - ETA: 7s - loss: 1.6428 - accuracy: 0.5436 - top-5-accuracy: 0.8367
+
+
+```
+
+```
+
+132/176 [=====================>........] - ETA: 6s - loss: 1.6412 - accuracy: 0.5435 - top-5-accuracy: 0.8370
+
+
+```
+
+```
+
+133/176 [=====================>........] - ETA: 6s - loss: 1.6426 - accuracy: 0.5433 - top-5-accuracy: 0.8368
+
+
+```
+
+```
+
+134/176 [=====================>........] - ETA: 6s - loss: 1.6425 - accuracy: 0.5434 - top-5-accuracy: 0.8369
+
+
+```
+
+```
+
+135/176 [======================>.......] - ETA: 6s - loss: 1.6430 - accuracy: 0.5431 - top-5-accuracy: 0.8368
+
+
+```
+
+```
+
+136/176 [======================>.......] - ETA: 6s - loss: 1.6444 - accuracy: 0.5427 - top-5-accuracy: 0.8367
+
+
+```
+
+```
+
+137/176 [======================>.......] - ETA: 6s - loss: 1.6455 - accuracy: 0.5424 - top-5-accuracy: 0.8365
+
+
+```
+
+```
+
+138/176 [======================>.......] - ETA: 6s - loss: 1.6444 - accuracy: 0.5427 - top-5-accuracy: 0.8367
+
+
+```
+
+```
+
+139/176 [======================>.......] - ETA: 5s - loss: 1.6440 - accuracy: 0.5425 - top-5-accuracy: 0.8369
+
+
+```
+
+```
+
+140/176 [======================>.......] - ETA: 5s - loss: 1.6445 - accuracy: 0.5425 - top-5-accuracy: 0.8367
+
+
+```
+
+```
+
+141/176 [=======================>......] - ETA: 5s - loss: 1.6440 - accuracy: 0.5425 - top-5-accuracy: 0.8368
+
+
+```
+
+```
+
+142/176 [=======================>......] - ETA: 5s - loss: 1.6442 - accuracy: 0.5422 - top-5-accuracy: 0.8367
+
+
+```
+
+```
+
+143/176 [=======================>......] - ETA: 5s - loss: 1.6436 - accuracy: 0.5420 - top-5-accuracy: 0.8368
+
+
+```
+
+```
+
+144/176 [=======================>......] - ETA: 5s - loss: 1.6435 - accuracy: 0.5419 - top-5-accuracy: 0.8370
+
+
+```
+
+```
+
+145/176 [=======================>......] - ETA: 4s - loss: 1.6447 - accuracy: 0.5415 - top-5-accuracy: 0.8369
+
+
+```
+
+```
+
+146/176 [=======================>......] - ETA: 4s - loss: 1.6450 - accuracy: 0.5413 - top-5-accuracy: 0.8371
+
+
+```
+
+```
+
+147/176 [========================>.....] - ETA: 4s - loss: 1.6451 - accuracy: 0.5415 - top-5-accuracy: 0.8371
+
+
+```
+
+```
+
+148/176 [========================>.....] - ETA: 4s - loss: 1.6459 - accuracy: 0.5416 - top-5-accuracy: 0.8370
+
+
+```
+
+```
+
+149/176 [========================>.....] - ETA: 4s - loss: 1.6465 - accuracy: 0.5414 - top-5-accuracy: 0.8369
+
+
+```
+
+```
+
+150/176 [========================>.....] - ETA: 4s - loss: 1.6465 - accuracy: 0.5416 - top-5-accuracy: 0.8367
+
+
+```
+
+```
+
+151/176 [========================>.....] - ETA: 3s - loss: 1.6460 - accuracy: 0.5417 - top-5-accuracy: 0.8369
+
+
+```
+
+```
+
+152/176 [========================>.....] - ETA: 3s - loss: 1.6464 - accuracy: 0.5415 - top-5-accuracy: 0.8369
+
+
+```
+
+```
+
+153/176 [=========================>....] - ETA: 3s - loss: 1.6467 - accuracy: 0.5412 - top-5-accuracy: 0.8371
+
+
+```
+
+```
+
+154/176 [=========================>....] - ETA: 3s - loss: 1.6463 - accuracy: 0.5412 - top-5-accuracy: 0.8371
+
+
+```
+
+```
+
+155/176 [=========================>....] - ETA: 3s - loss: 1.6468 - accuracy: 0.5413 - top-5-accuracy: 0.8369
+
+
+```
+
+```
+
+156/176 [=========================>....] - ETA: 3s - loss: 1.6479 - accuracy: 0.5411 - top-5-accuracy: 0.8367
+
+
+```
+
+```
+
+157/176 [=========================>....] - ETA: 3s - loss: 1.6490 - accuracy: 0.5408 - top-5-accuracy: 0.8364
+
+
+```
+
+```
+
+158/176 [=========================>....] - ETA: 2s - loss: 1.6497 - accuracy: 0.5410 - top-5-accuracy: 0.8362
+
+
+```
+
+```
+
+159/176 [==========================>...] - ETA: 2s - loss: 1.6511 - accuracy: 0.5404 - top-5-accuracy: 0.8360
+
+
+```
+
+```
+
+160/176 [==========================>...] - ETA: 2s - loss: 1.6499 - accuracy: 0.5407 - top-5-accuracy: 0.8363
+
+
+```
+
+```
+
+161/176 [==========================>...] - ETA: 2s - loss: 1.6501 - accuracy: 0.5404 - top-5-accuracy: 0.8364
+
+
+```
+
+```
+
+162/176 [==========================>...] - ETA: 2s - loss: 1.6499 - accuracy: 0.5405 - top-5-accuracy: 0.8363
+
+
+```
+
+```
+
+163/176 [==========================>...] - ETA: 2s - loss: 1.6507 - accuracy: 0.5402 - top-5-accuracy: 0.8362
+
+
+```
+
+```
+
+164/176 [==========================>...] - ETA: 1s - loss: 1.6526 - accuracy: 0.5399 - top-5-accuracy: 0.8358
+
+
+```
+
+```
+
+165/176 [===========================>..] - ETA: 1s - loss: 1.6530 - accuracy: 0.5395 - top-5-accuracy: 0.8358
+
+
+```
+
+```
+
+166/176 [===========================>..] - ETA: 1s - loss: 1.6537 - accuracy: 0.5394 - top-5-accuracy: 0.8356
+
+
+```
+
+```
+
+167/176 [===========================>..] - ETA: 1s - loss: 1.6541 - accuracy: 0.5396 - top-5-accuracy: 0.8356
+
+
+```
+
+```
+
+168/176 [===========================>..] - ETA: 1s - loss: 1.6546 - accuracy: 0.5394 - top-5-accuracy: 0.8356
+
+
+```
+
+```
+
+169/176 [===========================>..] - ETA: 1s - loss: 1.6537 - accuracy: 0.5395 - top-5-accuracy: 0.8358
+
+
+```
+
+```
+
+170/176 [===========================>..] - ETA: 0s - loss: 1.6549 - accuracy: 0.5393 - top-5-accuracy: 0.8357
+
+
+```
+
+```
+
+171/176 [============================>.] - ETA: 0s - loss: 1.6556 - accuracy: 0.5392 - top-5-accuracy: 0.8355
+
+
+```
+
+```
+
+172/176 [============================>.] - ETA: 0s - loss: 1.6565 - accuracy: 0.5390 - top-5-accuracy: 0.8352
+
+
+```
+
+```
+
+173/176 [============================>.] - ETA: 0s - loss: 1.6568 - accuracy: 0.5392 - top-5-accuracy: 0.8352
+
+
+```
+
+```
+
+174/176 [============================>.] - ETA: 0s - loss: 1.6584 - accuracy: 0.5389 - top-5-accuracy: 0.8349
+
+
+```
+
+```
+
+175/176 [============================>.] - ETA: 0s - loss: 1.6590 - accuracy: 0.5387 - top-5-accuracy: 0.8348
+
+
+```
+
+```
+
+176/176 [==============================] - ETA: 0s - loss: 1.6598 - accuracy: 0.5386 - top-5-accuracy: 0.8346
+
+
+```
+
+```
+
+176/176 [==============================] - 29s 164ms/step - loss: 1.6598 - accuracy: 0.5386 - top-5-accuracy: 0.8346 - val_loss: 1.9886 - val_accuracy: 0.4790 - val_top-5-accuracy: 0.7732
+
+
+
+```
+Epoch 32/50
+
+```
+
+
+ 1/176 [..............................] - ETA: 27s - loss: 1.5374 - accuracy: 0.5625 - top-5-accuracy: 0.8711
+
+
+```
+
+```
+
+ 2/176 [..............................] - ETA: 27s - loss: 1.5561 - accuracy: 0.5508 - top-5-accuracy: 0.8535
+
+
+```
+
+```
+
+ 3/176 [..............................] - ETA: 27s - loss: 1.6205 - accuracy: 0.5495 - top-5-accuracy: 0.8398
+
+
+```
+
+```
+
+ 4/176 [..............................] - ETA: 27s - loss: 1.5902 - accuracy: 0.5547 - top-5-accuracy: 0.8457
+
+
+```
+
+```
+
+ 5/176 [..............................] - ETA: 27s - loss: 1.6023 - accuracy: 0.5547 - top-5-accuracy: 0.8453
+
+
+```
+
+```
+
+ 6/176 [>.............................] - ETA: 27s - loss: 1.5936 - accuracy: 0.5579 - top-5-accuracy: 0.8490
+
+
+```
+
+```
+
+ 7/176 [>.............................] - ETA: 26s - loss: 1.6130 - accuracy: 0.5497 - top-5-accuracy: 0.8471
+
+
+```
+
+```
+
+ 8/176 [>.............................] - ETA: 26s - loss: 1.6276 - accuracy: 0.5464 - top-5-accuracy: 0.8442
+
+
+```
+
+```
+
+ 9/176 [>.............................] - ETA: 26s - loss: 1.6085 - accuracy: 0.5547 - top-5-accuracy: 0.8472
+
+
+```
+
+```
+
+ 10/176 [>.............................] - ETA: 26s - loss: 1.6145 - accuracy: 0.5520 - top-5-accuracy: 0.8453
+
+
+```
+
+```
+
+ 11/176 [>.............................] - ETA: 26s - loss: 1.6200 - accuracy: 0.5522 - top-5-accuracy: 0.8430
+
+
+```
+
+```
+
+ 12/176 [=>............................] - ETA: 26s - loss: 1.6171 - accuracy: 0.5537 - top-5-accuracy: 0.8421
+
+
+```
+
+```
+
+ 13/176 [=>............................] - ETA: 25s - loss: 1.6103 - accuracy: 0.5562 - top-5-accuracy: 0.8438
+
+
+```
+
+```
+
+ 14/176 [=>............................] - ETA: 25s - loss: 1.6053 - accuracy: 0.5544 - top-5-accuracy: 0.8460
+
+
+```
+
+```
+
+ 15/176 [=>............................] - ETA: 25s - loss: 1.6049 - accuracy: 0.5534 - top-5-accuracy: 0.8461
+
+
+```
+
+```
+
+ 16/176 [=>............................] - ETA: 25s - loss: 1.6103 - accuracy: 0.5527 - top-5-accuracy: 0.8450
+
+
+```
+
+```
+
+ 17/176 [=>............................] - ETA: 25s - loss: 1.5970 - accuracy: 0.5572 - top-5-accuracy: 0.8472
+
+
+```
+
+```
+
+ 18/176 [==>...........................] - ETA: 25s - loss: 1.5931 - accuracy: 0.5566 - top-5-accuracy: 0.8474
+
+
+```
+
+```
+
+ 19/176 [==>...........................] - ETA: 24s - loss: 1.5935 - accuracy: 0.5569 - top-5-accuracy: 0.8485
+
+
+```
+
+```
+
+ 20/176 [==>...........................] - ETA: 24s - loss: 1.5901 - accuracy: 0.5576 - top-5-accuracy: 0.8494
+
+
+```
+
+```
+
+ 21/176 [==>...........................] - ETA: 24s - loss: 1.5867 - accuracy: 0.5575 - top-5-accuracy: 0.8510
+
+
+```
+
+```
+
+ 22/176 [==>...........................] - ETA: 24s - loss: 1.5930 - accuracy: 0.5570 - top-5-accuracy: 0.8493
+
+
+```
+
+```
+
+ 23/176 [==>...........................] - ETA: 24s - loss: 1.5910 - accuracy: 0.5586 - top-5-accuracy: 0.8505
+
+
+```
+
+```
+
+ 24/176 [===>..........................] - ETA: 24s - loss: 1.5889 - accuracy: 0.5597 - top-5-accuracy: 0.8501
+
+
+```
+
+```
+
+ 25/176 [===>..........................] - ETA: 24s - loss: 1.5828 - accuracy: 0.5594 - top-5-accuracy: 0.8512
+
+
+```
+
+```
+
+ 26/176 [===>..........................] - ETA: 23s - loss: 1.5784 - accuracy: 0.5613 - top-5-accuracy: 0.8528
+
+
+```
+
+```
+
+ 27/176 [===>..........................] - ETA: 23s - loss: 1.5789 - accuracy: 0.5590 - top-5-accuracy: 0.8534
+
+
+```
+
+```
+
+ 28/176 [===>..........................] - ETA: 23s - loss: 1.5815 - accuracy: 0.5585 - top-5-accuracy: 0.8537
+
+
+```
+
+```
+
+ 29/176 [===>..........................] - ETA: 23s - loss: 1.5778 - accuracy: 0.5587 - top-5-accuracy: 0.8540
+
+
+```
+
+```
+
+ 30/176 [====>.........................] - ETA: 23s - loss: 1.5817 - accuracy: 0.5581 - top-5-accuracy: 0.8529
+
+
+```
+
+```
+
+ 31/176 [====>.........................] - ETA: 23s - loss: 1.5840 - accuracy: 0.5576 - top-5-accuracy: 0.8524
+
+
+```
+
+```
+
+ 32/176 [====>.........................] - ETA: 22s - loss: 1.5877 - accuracy: 0.5575 - top-5-accuracy: 0.8517
+
+
+```
+
+```
+
+ 33/176 [====>.........................] - ETA: 22s - loss: 1.5830 - accuracy: 0.5598 - top-5-accuracy: 0.8520
+
+
+```
+
+```
+
+ 34/176 [====>.........................] - ETA: 22s - loss: 1.5829 - accuracy: 0.5596 - top-5-accuracy: 0.8521
+
+
+```
+
+```
+
+ 35/176 [====>.........................] - ETA: 22s - loss: 1.5840 - accuracy: 0.5600 - top-5-accuracy: 0.8525
+
+
+```
+
+```
+
+ 36/176 [=====>........................] - ETA: 22s - loss: 1.5853 - accuracy: 0.5594 - top-5-accuracy: 0.8520
+
+
+```
+
+```
+
+ 37/176 [=====>........................] - ETA: 22s - loss: 1.5859 - accuracy: 0.5583 - top-5-accuracy: 0.8528
+
+
+```
+
+```
+
+ 38/176 [=====>........................] - ETA: 21s - loss: 1.5874 - accuracy: 0.5564 - top-5-accuracy: 0.8525
+
+
+```
+
+```
+
+ 39/176 [=====>........................] - ETA: 21s - loss: 1.5879 - accuracy: 0.5563 - top-5-accuracy: 0.8525
+
+
+```
+
+```
+
+ 40/176 [=====>........................] - ETA: 21s - loss: 1.5901 - accuracy: 0.5557 - top-5-accuracy: 0.8520
+
+
+```
+
+```
+
+ 41/176 [=====>........................] - ETA: 21s - loss: 1.5857 - accuracy: 0.5564 - top-5-accuracy: 0.8527
+
+
+```
+
+```
+
+ 42/176 [======>.......................] - ETA: 21s - loss: 1.5858 - accuracy: 0.5567 - top-5-accuracy: 0.8529
+
+
+```
+
+```
+
+ 43/176 [======>.......................] - ETA: 21s - loss: 1.5873 - accuracy: 0.5566 - top-5-accuracy: 0.8516
+
+
+```
+
+```
+
+ 44/176 [======>.......................] - ETA: 20s - loss: 1.5869 - accuracy: 0.5563 - top-5-accuracy: 0.8516
+
+
+```
+
+```
+
+ 45/176 [======>.......................] - ETA: 20s - loss: 1.5848 - accuracy: 0.5557 - top-5-accuracy: 0.8519
+
+
+```
+
+```
+
+ 46/176 [======>.......................] - ETA: 20s - loss: 1.5851 - accuracy: 0.5555 - top-5-accuracy: 0.8513
+
+
+```
+
+```
+
+ 47/176 [=======>......................] - ETA: 20s - loss: 1.5856 - accuracy: 0.5556 - top-5-accuracy: 0.8501
+
+
+```
+
+```
+
+ 48/176 [=======>......................] - ETA: 20s - loss: 1.5884 - accuracy: 0.5551 - top-5-accuracy: 0.8496
+
+
+```
+
+```
+
+ 49/176 [=======>......................] - ETA: 20s - loss: 1.5872 - accuracy: 0.5560 - top-5-accuracy: 0.8496
+
+
+```
+
+```
+
+ 50/176 [=======>......................] - ETA: 20s - loss: 1.5875 - accuracy: 0.5564 - top-5-accuracy: 0.8490
+
+
+```
+
+```
+
+ 51/176 [=======>......................] - ETA: 19s - loss: 1.5907 - accuracy: 0.5563 - top-5-accuracy: 0.8486
+
+
+```
+
+```
+
+ 52/176 [=======>......................] - ETA: 19s - loss: 1.5897 - accuracy: 0.5566 - top-5-accuracy: 0.8489
+
+
+```
+
+```
+
+ 53/176 [========>.....................] - ETA: 19s - loss: 1.5954 - accuracy: 0.5557 - top-5-accuracy: 0.8474
+
+
+```
+
+```
+
+ 54/176 [========>.....................] - ETA: 19s - loss: 1.5991 - accuracy: 0.5548 - top-5-accuracy: 0.8466
+
+
+```
+
+```
+
+ 55/176 [========>.....................] - ETA: 19s - loss: 1.5980 - accuracy: 0.5548 - top-5-accuracy: 0.8472
+
+
+```
+
+```
+
+ 56/176 [========>.....................] - ETA: 19s - loss: 1.6003 - accuracy: 0.5544 - top-5-accuracy: 0.8469
+
+
+```
+
+```
+
+ 57/176 [========>.....................] - ETA: 18s - loss: 1.6007 - accuracy: 0.5541 - top-5-accuracy: 0.8466
+
+
+```
+
+```
+
+ 58/176 [========>.....................] - ETA: 18s - loss: 1.6010 - accuracy: 0.5536 - top-5-accuracy: 0.8466
+
+
+```
+
+```
+
+ 59/176 [=========>....................] - ETA: 18s - loss: 1.6020 - accuracy: 0.5535 - top-5-accuracy: 0.8472
+
+
+```
+
+```
+
+ 60/176 [=========>....................] - ETA: 18s - loss: 1.6014 - accuracy: 0.5533 - top-5-accuracy: 0.8475
+
+
+```
+
+```
+
+ 61/176 [=========>....................] - ETA: 18s - loss: 1.6011 - accuracy: 0.5537 - top-5-accuracy: 0.8475
+
+
+```
+
+```
+
+ 62/176 [=========>....................] - ETA: 18s - loss: 1.6028 - accuracy: 0.5533 - top-5-accuracy: 0.8475
+
+
+```
+
+```
+
+ 63/176 [=========>....................] - ETA: 17s - loss: 1.6045 - accuracy: 0.5529 - top-5-accuracy: 0.8472
+
+
+```
+
+```
+
+ 64/176 [=========>....................] - ETA: 17s - loss: 1.6050 - accuracy: 0.5529 - top-5-accuracy: 0.8474
+
+
+```
+
+```
+
+ 65/176 [==========>...................] - ETA: 17s - loss: 1.6047 - accuracy: 0.5532 - top-5-accuracy: 0.8474
+
+
+```
+
+```
+
+ 66/176 [==========>...................] - ETA: 17s - loss: 1.6065 - accuracy: 0.5526 - top-5-accuracy: 0.8472
+
+
+```
+
+```
+
+ 67/176 [==========>...................] - ETA: 17s - loss: 1.6061 - accuracy: 0.5525 - top-5-accuracy: 0.8473
+
+
+```
+
+```
+
+ 68/176 [==========>...................] - ETA: 17s - loss: 1.6084 - accuracy: 0.5515 - top-5-accuracy: 0.8471
+
+
+```
+
+```
+
+ 69/176 [==========>...................] - ETA: 16s - loss: 1.6078 - accuracy: 0.5515 - top-5-accuracy: 0.8474
+
+
+```
+
+```
+
+ 70/176 [==========>...................] - ETA: 16s - loss: 1.6046 - accuracy: 0.5516 - top-5-accuracy: 0.8478
+
+
+```
+
+```
+
+ 71/176 [===========>..................] - ETA: 16s - loss: 1.6045 - accuracy: 0.5517 - top-5-accuracy: 0.8474
+
+
+```
+
+```
+
+ 72/176 [===========>..................] - ETA: 16s - loss: 1.6048 - accuracy: 0.5519 - top-5-accuracy: 0.8474
+
+
+```
+
+```
+
+ 73/176 [===========>..................] - ETA: 16s - loss: 1.6054 - accuracy: 0.5516 - top-5-accuracy: 0.8475
+
+
+```
+
+```
+
+ 74/176 [===========>..................] - ETA: 16s - loss: 1.6047 - accuracy: 0.5520 - top-5-accuracy: 0.8473
+
+
+```
+
+```
+
+ 75/176 [===========>..................] - ETA: 16s - loss: 1.6047 - accuracy: 0.5518 - top-5-accuracy: 0.8473
+
+
+```
+
+```
+
+ 76/176 [===========>..................] - ETA: 15s - loss: 1.6044 - accuracy: 0.5521 - top-5-accuracy: 0.8467
+
+
+```
+
+```
+
+ 77/176 [============>.................] - ETA: 15s - loss: 1.6043 - accuracy: 0.5518 - top-5-accuracy: 0.8471
+
+
+```
+
+```
+
+ 78/176 [============>.................] - ETA: 15s - loss: 1.6068 - accuracy: 0.5511 - top-5-accuracy: 0.8467
+
+
+```
+
+```
+
+ 79/176 [============>.................] - ETA: 15s - loss: 1.6064 - accuracy: 0.5515 - top-5-accuracy: 0.8471
+
+
+```
+
+```
+
+ 80/176 [============>.................] - ETA: 15s - loss: 1.6077 - accuracy: 0.5511 - top-5-accuracy: 0.8467
+
+
+```
+
+```
+
+ 81/176 [============>.................] - ETA: 15s - loss: 1.6083 - accuracy: 0.5509 - top-5-accuracy: 0.8465
+
+
+```
+
+```
+
+ 82/176 [============>.................] - ETA: 14s - loss: 1.6093 - accuracy: 0.5505 - top-5-accuracy: 0.8464
+
+
+```
+
+```
+
+ 83/176 [=============>................] - ETA: 14s - loss: 1.6115 - accuracy: 0.5505 - top-5-accuracy: 0.8459
+
+
+```
+
+```
+
+ 84/176 [=============>................] - ETA: 14s - loss: 1.6116 - accuracy: 0.5505 - top-5-accuracy: 0.8459
+
+
+```
+
+```
+
+ 85/176 [=============>................] - ETA: 14s - loss: 1.6136 - accuracy: 0.5500 - top-5-accuracy: 0.8456
+
+
+```
+
+```
+
+ 86/176 [=============>................] - ETA: 14s - loss: 1.6137 - accuracy: 0.5500 - top-5-accuracy: 0.8452
+
+
+```
+
+```
+
+ 87/176 [=============>................] - ETA: 14s - loss: 1.6133 - accuracy: 0.5500 - top-5-accuracy: 0.8456
+
+
+```
+
+```
+
+ 88/176 [==============>...............] - ETA: 13s - loss: 1.6132 - accuracy: 0.5501 - top-5-accuracy: 0.8457
+
+
+```
+
+```
+
+ 89/176 [==============>...............] - ETA: 13s - loss: 1.6121 - accuracy: 0.5502 - top-5-accuracy: 0.8457
+
+
+```
+
+```
+
+ 90/176 [==============>...............] - ETA: 13s - loss: 1.6133 - accuracy: 0.5496 - top-5-accuracy: 0.8456
+
+
+```
+
+```
+
+ 91/176 [==============>...............] - ETA: 13s - loss: 1.6122 - accuracy: 0.5498 - top-5-accuracy: 0.8459
+
+
+```
+
+```
+
+ 92/176 [==============>...............] - ETA: 13s - loss: 1.6110 - accuracy: 0.5501 - top-5-accuracy: 0.8461
+
+
+```
+
+```
+
+ 93/176 [==============>...............] - ETA: 13s - loss: 1.6110 - accuracy: 0.5501 - top-5-accuracy: 0.8461
+
+
+```
+
+```
+
+ 94/176 [===============>..............] - ETA: 13s - loss: 1.6123 - accuracy: 0.5495 - top-5-accuracy: 0.8459
+
+
+```
+
+```
+
+ 95/176 [===============>..............] - ETA: 12s - loss: 1.6116 - accuracy: 0.5496 - top-5-accuracy: 0.8459
+
+
+```
+
+```
+
+ 96/176 [===============>..............] - ETA: 12s - loss: 1.6126 - accuracy: 0.5495 - top-5-accuracy: 0.8457
+
+
+```
+
+```
+
+ 97/176 [===============>..............] - ETA: 12s - loss: 1.6119 - accuracy: 0.5501 - top-5-accuracy: 0.8456
+
+
+```
+
+```
+
+ 98/176 [===============>..............] - ETA: 12s - loss: 1.6120 - accuracy: 0.5499 - top-5-accuracy: 0.8458
+
+
+```
+
+```
+
+ 99/176 [===============>..............] - ETA: 12s - loss: 1.6144 - accuracy: 0.5494 - top-5-accuracy: 0.8454
+
+
+```
+
+```
+
+100/176 [================>.............] - ETA: 12s - loss: 1.6152 - accuracy: 0.5493 - top-5-accuracy: 0.8452
+
+
+```
+
+```
+
+101/176 [================>.............] - ETA: 11s - loss: 1.6163 - accuracy: 0.5486 - top-5-accuracy: 0.8448
+
+
+```
+
+```
+
+102/176 [================>.............] - ETA: 11s - loss: 1.6169 - accuracy: 0.5488 - top-5-accuracy: 0.8446
+
+
+```
+
+```
+
+103/176 [================>.............] - ETA: 11s - loss: 1.6167 - accuracy: 0.5488 - top-5-accuracy: 0.8445
+
+
+```
+
+```
+
+104/176 [================>.............] - ETA: 11s - loss: 1.6192 - accuracy: 0.5484 - top-5-accuracy: 0.8441
+
+
+```
+
+```
+
+105/176 [================>.............] - ETA: 11s - loss: 1.6181 - accuracy: 0.5484 - top-5-accuracy: 0.8444
+
+
+```
+
+```
+
+106/176 [=================>............] - ETA: 11s - loss: 1.6185 - accuracy: 0.5482 - top-5-accuracy: 0.8440
+
+
+```
+
+```
+
+107/176 [=================>............] - ETA: 10s - loss: 1.6173 - accuracy: 0.5485 - top-5-accuracy: 0.8444
+
+
+```
+
+```
+
+108/176 [=================>............] - ETA: 10s - loss: 1.6169 - accuracy: 0.5483 - top-5-accuracy: 0.8447
+
+
+```
+
+```
+
+109/176 [=================>............] - ETA: 10s - loss: 1.6175 - accuracy: 0.5482 - top-5-accuracy: 0.8447
+
+
+```
+
+```
+
+110/176 [=================>............] - ETA: 10s - loss: 1.6176 - accuracy: 0.5483 - top-5-accuracy: 0.8446
+
+
+```
+
+```
+
+111/176 [=================>............] - ETA: 10s - loss: 1.6184 - accuracy: 0.5481 - top-5-accuracy: 0.8444
+
+
+```
+
+```
+
+112/176 [==================>...........] - ETA: 10s - loss: 1.6194 - accuracy: 0.5480 - top-5-accuracy: 0.8444
+
+
+```
+
+```
+
+113/176 [==================>...........] - ETA: 10s - loss: 1.6191 - accuracy: 0.5481 - top-5-accuracy: 0.8444
+
+
+```
+
+```
+
+114/176 [==================>...........] - ETA: 9s - loss: 1.6195 - accuracy: 0.5478 - top-5-accuracy: 0.8445
+
+
+```
+
+```
+
+115/176 [==================>...........] - ETA: 9s - loss: 1.6187 - accuracy: 0.5480 - top-5-accuracy: 0.8446
+
+
+```
+
+```
+
+116/176 [==================>...........] - ETA: 9s - loss: 1.6182 - accuracy: 0.5480 - top-5-accuracy: 0.8446
+
+
+```
+
+```
+
+117/176 [==================>...........] - ETA: 9s - loss: 1.6194 - accuracy: 0.5474 - top-5-accuracy: 0.8442
+
+
+```
+
+```
+
+118/176 [===================>..........] - ETA: 9s - loss: 1.6190 - accuracy: 0.5475 - top-5-accuracy: 0.8441
+
+
+```
+
+```
+
+119/176 [===================>..........] - ETA: 9s - loss: 1.6182 - accuracy: 0.5479 - top-5-accuracy: 0.8442
+
+
+```
+
+```
+
+120/176 [===================>..........] - ETA: 8s - loss: 1.6174 - accuracy: 0.5481 - top-5-accuracy: 0.8444
+
+
+```
+
+```
+
+121/176 [===================>..........] - ETA: 8s - loss: 1.6172 - accuracy: 0.5483 - top-5-accuracy: 0.8444
+
+
+```
+
+```
+
+122/176 [===================>..........] - ETA: 8s - loss: 1.6175 - accuracy: 0.5483 - top-5-accuracy: 0.8443
+
+
+```
+
+```
+
+123/176 [===================>..........] - ETA: 8s - loss: 1.6183 - accuracy: 0.5481 - top-5-accuracy: 0.8443
+
+
+```
+
+```
+
+124/176 [====================>.........] - ETA: 8s - loss: 1.6204 - accuracy: 0.5475 - top-5-accuracy: 0.8436
+
+
+```
+
+```
+
+125/176 [====================>.........] - ETA: 8s - loss: 1.6196 - accuracy: 0.5477 - top-5-accuracy: 0.8436
+
+
+```
+
+```
+
+126/176 [====================>.........] - ETA: 7s - loss: 1.6198 - accuracy: 0.5478 - top-5-accuracy: 0.8436
+
+
+```
+
+```
+
+127/176 [====================>.........] - ETA: 7s - loss: 1.6208 - accuracy: 0.5474 - top-5-accuracy: 0.8434
+
+
+```
+
+```
+
+128/176 [====================>.........] - ETA: 7s - loss: 1.6210 - accuracy: 0.5475 - top-5-accuracy: 0.8431
+
+
+```
+
+```
+
+129/176 [====================>.........] - ETA: 7s - loss: 1.6225 - accuracy: 0.5474 - top-5-accuracy: 0.8428
+
+
+```
+
+```
+
+130/176 [=====================>........] - ETA: 7s - loss: 1.6229 - accuracy: 0.5473 - top-5-accuracy: 0.8426
+
+
+```
+
+```
+
+131/176 [=====================>........] - ETA: 7s - loss: 1.6224 - accuracy: 0.5476 - top-5-accuracy: 0.8428
+
+
+```
+
+```
+
+132/176 [=====================>........] - ETA: 6s - loss: 1.6219 - accuracy: 0.5476 - top-5-accuracy: 0.8429
+
+
+```
+
+```
+
+133/176 [=====================>........] - ETA: 6s - loss: 1.6223 - accuracy: 0.5474 - top-5-accuracy: 0.8429
+
+
+```
+
+```
+
+134/176 [=====================>........] - ETA: 6s - loss: 1.6224 - accuracy: 0.5475 - top-5-accuracy: 0.8428
+
+
+```
+
+```
+
+135/176 [======================>.......] - ETA: 6s - loss: 1.6226 - accuracy: 0.5474 - top-5-accuracy: 0.8428
+
+
+```
+
+```
+
+136/176 [======================>.......] - ETA: 6s - loss: 1.6226 - accuracy: 0.5474 - top-5-accuracy: 0.8429
+
+
+```
+
+```
+
+137/176 [======================>.......] - ETA: 6s - loss: 1.6243 - accuracy: 0.5469 - top-5-accuracy: 0.8425
+
+
+```
+
+```
+
+138/176 [======================>.......] - ETA: 6s - loss: 1.6245 - accuracy: 0.5469 - top-5-accuracy: 0.8425
+
+
+```
+
+```
+
+139/176 [======================>.......] - ETA: 5s - loss: 1.6249 - accuracy: 0.5469 - top-5-accuracy: 0.8426
+
+
+```
+
+```
+
+140/176 [======================>.......] - ETA: 5s - loss: 1.6251 - accuracy: 0.5467 - top-5-accuracy: 0.8426
+
+
+```
+
+```
+
+141/176 [=======================>......] - ETA: 5s - loss: 1.6251 - accuracy: 0.5466 - top-5-accuracy: 0.8428
+
+
+```
+
+```
+
+142/176 [=======================>......] - ETA: 5s - loss: 1.6275 - accuracy: 0.5459 - top-5-accuracy: 0.8423
+
+
+```
+
+```
+
+143/176 [=======================>......] - ETA: 5s - loss: 1.6269 - accuracy: 0.5461 - top-5-accuracy: 0.8426
+
+
+```
+
+```
+
+144/176 [=======================>......] - ETA: 5s - loss: 1.6279 - accuracy: 0.5458 - top-5-accuracy: 0.8422
+
+
+```
+
+```
+
+145/176 [=======================>......] - ETA: 4s - loss: 1.6273 - accuracy: 0.5460 - top-5-accuracy: 0.8423
+
+
+```
+
+```
+
+146/176 [=======================>......] - ETA: 4s - loss: 1.6267 - accuracy: 0.5461 - top-5-accuracy: 0.8424
+
+
+```
+
+```
+
+147/176 [========================>.....] - ETA: 4s - loss: 1.6284 - accuracy: 0.5458 - top-5-accuracy: 0.8421
+
+
+```
+
+```
+
+148/176 [========================>.....] - ETA: 4s - loss: 1.6291 - accuracy: 0.5458 - top-5-accuracy: 0.8422
+
+
+```
+
+```
+
+149/176 [========================>.....] - ETA: 4s - loss: 1.6281 - accuracy: 0.5462 - top-5-accuracy: 0.8424
+
+
+```
+
+```
+
+150/176 [========================>.....] - ETA: 4s - loss: 1.6265 - accuracy: 0.5464 - top-5-accuracy: 0.8428
+
+
+```
+
+```
+
+151/176 [========================>.....] - ETA: 3s - loss: 1.6264 - accuracy: 0.5467 - top-5-accuracy: 0.8428
+
+
+```
+
+```
+
+152/176 [========================>.....] - ETA: 3s - loss: 1.6269 - accuracy: 0.5465 - top-5-accuracy: 0.8426
+
+
+```
+
+```
+
+153/176 [=========================>....] - ETA: 3s - loss: 1.6271 - accuracy: 0.5464 - top-5-accuracy: 0.8427
+
+
+```
+
+```
+
+154/176 [=========================>....] - ETA: 3s - loss: 1.6286 - accuracy: 0.5461 - top-5-accuracy: 0.8426
+
+
+```
+
+```
+
+155/176 [=========================>....] - ETA: 3s - loss: 1.6283 - accuracy: 0.5462 - top-5-accuracy: 0.8425
+
+
+```
+
+```
+
+156/176 [=========================>....] - ETA: 3s - loss: 1.6278 - accuracy: 0.5465 - top-5-accuracy: 0.8425
+
+
+```
+
+```
+
+157/176 [=========================>....] - ETA: 3s - loss: 1.6282 - accuracy: 0.5465 - top-5-accuracy: 0.8423
+
+
+```
+
+```
+
+158/176 [=========================>....] - ETA: 2s - loss: 1.6291 - accuracy: 0.5463 - top-5-accuracy: 0.8423
+
+
+```
+
+```
+
+159/176 [==========================>...] - ETA: 2s - loss: 1.6300 - accuracy: 0.5462 - top-5-accuracy: 0.8420
+
+
+```
+
+```
+
+160/176 [==========================>...] - ETA: 2s - loss: 1.6303 - accuracy: 0.5461 - top-5-accuracy: 0.8420
+
+
+```
+
+```
+
+161/176 [==========================>...] - ETA: 2s - loss: 1.6310 - accuracy: 0.5457 - top-5-accuracy: 0.8420
+
+
+```
+
+```
+
+162/176 [==========================>...] - ETA: 2s - loss: 1.6310 - accuracy: 0.5459 - top-5-accuracy: 0.8419
+
+
+```
+
+```
+
+163/176 [==========================>...] - ETA: 2s - loss: 1.6309 - accuracy: 0.5459 - top-5-accuracy: 0.8419
+
+
+```
+
+```
+
+164/176 [==========================>...] - ETA: 1s - loss: 1.6311 - accuracy: 0.5458 - top-5-accuracy: 0.8418
+
+
+```
+
+```
+
+165/176 [===========================>..] - ETA: 1s - loss: 1.6311 - accuracy: 0.5459 - top-5-accuracy: 0.8419
+
+
+```
+
+```
+
+166/176 [===========================>..] - ETA: 1s - loss: 1.6310 - accuracy: 0.5460 - top-5-accuracy: 0.8417
+
+
+```
+
+```
+
+167/176 [===========================>..] - ETA: 1s - loss: 1.6298 - accuracy: 0.5461 - top-5-accuracy: 0.8420
+
+
+```
+
+```
+
+168/176 [===========================>..] - ETA: 1s - loss: 1.6294 - accuracy: 0.5458 - top-5-accuracy: 0.8422
+
+
+```
+
+```
+
+169/176 [===========================>..] - ETA: 1s - loss: 1.6294 - accuracy: 0.5460 - top-5-accuracy: 0.8421
+
+
+```
+
+```
+
+170/176 [===========================>..] - ETA: 0s - loss: 1.6296 - accuracy: 0.5458 - top-5-accuracy: 0.8420
+
+
+```
+
+```
+
+171/176 [============================>.] - ETA: 0s - loss: 1.6302 - accuracy: 0.5457 - top-5-accuracy: 0.8418
+
+
+```
+
+```
+
+172/176 [============================>.] - ETA: 0s - loss: 1.6306 - accuracy: 0.5456 - top-5-accuracy: 0.8416
+
+
+```
+
+```
+
+173/176 [============================>.] - ETA: 0s - loss: 1.6312 - accuracy: 0.5455 - top-5-accuracy: 0.8415
+
+
+```
+
+```
+
+174/176 [============================>.] - ETA: 0s - loss: 1.6321 - accuracy: 0.5453 - top-5-accuracy: 0.8413
+
+
+```
+
+```
+
+175/176 [============================>.] - ETA: 0s - loss: 1.6326 - accuracy: 0.5453 - top-5-accuracy: 0.8412
+
+
+```
+
+```
+
+176/176 [==============================] - ETA: 0s - loss: 1.6325 - accuracy: 0.5453 - top-5-accuracy: 0.8413
+
+
+```
+
+```
+
+176/176 [==============================] - 29s 165ms/step - loss: 1.6325 - accuracy: 0.5453 - top-5-accuracy: 0.8413 - val_loss: 2.0043 - val_accuracy: 0.4894 - val_top-5-accuracy: 0.7692
+
+
+
+```
+Epoch 33/50
+
+```
+
+
+ 1/176 [..............................] - ETA: 27s - loss: 1.5590 - accuracy: 0.5469 - top-5-accuracy: 0.8398
+
+
+```
+
+```
+
+ 2/176 [..............................] - ETA: 27s - loss: 1.5474 - accuracy: 0.5371 - top-5-accuracy: 0.8477
+
+
+```
+
+```
+
+ 3/176 [..............................] - ETA: 27s - loss: 1.5921 - accuracy: 0.5312 - top-5-accuracy: 0.8411
+
+
+```
+
+```
+
+ 4/176 [..............................] - ETA: 27s - loss: 1.6014 - accuracy: 0.5293 - top-5-accuracy: 0.8447
+
+
+```
+
+```
+
+ 5/176 [..............................] - ETA: 27s - loss: 1.5976 - accuracy: 0.5312 - top-5-accuracy: 0.8484
+
+
+```
+
+```
+
+ 6/176 [>.............................] - ETA: 26s - loss: 1.5838 - accuracy: 0.5384 - top-5-accuracy: 0.8496
+
+
+```
+
+```
+
+ 7/176 [>.............................] - ETA: 26s - loss: 1.5759 - accuracy: 0.5407 - top-5-accuracy: 0.8527
+
+
+```
+
+```
+
+ 8/176 [>.............................] - ETA: 26s - loss: 1.5714 - accuracy: 0.5459 - top-5-accuracy: 0.8511
+
+
+```
+
+```
+
+ 9/176 [>.............................] - ETA: 26s - loss: 1.5853 - accuracy: 0.5395 - top-5-accuracy: 0.8498
+
+
+```
+
+```
+
+ 10/176 [>.............................] - ETA: 26s - loss: 1.5773 - accuracy: 0.5418 - top-5-accuracy: 0.8512
+
+
+```
+
+```
+
+ 11/176 [>.............................] - ETA: 26s - loss: 1.5725 - accuracy: 0.5472 - top-5-accuracy: 0.8523
+
+
+```
+
+```
+
+ 12/176 [=>............................] - ETA: 26s - loss: 1.5636 - accuracy: 0.5508 - top-5-accuracy: 0.8564
+
+
+```
+
+```
+
+ 13/176 [=>............................] - ETA: 25s - loss: 1.5576 - accuracy: 0.5547 - top-5-accuracy: 0.8582
+
+
+```
+
+```
+
+ 14/176 [=>............................] - ETA: 25s - loss: 1.5570 - accuracy: 0.5569 - top-5-accuracy: 0.8566
+
+
+```
+
+```
+
+ 15/176 [=>............................] - ETA: 25s - loss: 1.5507 - accuracy: 0.5583 - top-5-accuracy: 0.8581
+
+
+```
+
+```
+
+ 16/176 [=>............................] - ETA: 25s - loss: 1.5511 - accuracy: 0.5588 - top-5-accuracy: 0.8584
+
+
+```
+
+```
+
+ 17/176 [=>............................] - ETA: 25s - loss: 1.5434 - accuracy: 0.5584 - top-5-accuracy: 0.8608
+
+
+```
+
+```
+
+ 18/176 [==>...........................] - ETA: 25s - loss: 1.5458 - accuracy: 0.5562 - top-5-accuracy: 0.8600
+
+
+```
+
+```
+
+ 19/176 [==>...........................] - ETA: 24s - loss: 1.5371 - accuracy: 0.5594 - top-5-accuracy: 0.8608
+
+
+```
+
+```
+
+ 20/176 [==>...........................] - ETA: 24s - loss: 1.5358 - accuracy: 0.5592 - top-5-accuracy: 0.8611
+
+
+```
+
+```
+
+ 21/176 [==>...........................] - ETA: 24s - loss: 1.5412 - accuracy: 0.5588 - top-5-accuracy: 0.8594
+
+
+```
+
+```
+
+ 22/176 [==>...........................] - ETA: 24s - loss: 1.5391 - accuracy: 0.5598 - top-5-accuracy: 0.8596
+
+
+```
+
+```
+
+ 23/176 [==>...........................] - ETA: 24s - loss: 1.5457 - accuracy: 0.5593 - top-5-accuracy: 0.8584
+
+
+```
+
+```
+
+ 24/176 [===>..........................] - ETA: 24s - loss: 1.5564 - accuracy: 0.5571 - top-5-accuracy: 0.8574
+
+
+```
+
+```
+
+ 25/176 [===>..........................] - ETA: 23s - loss: 1.5599 - accuracy: 0.5564 - top-5-accuracy: 0.8556
+
+
+```
+
+```
+
+ 26/176 [===>..........................] - ETA: 23s - loss: 1.5617 - accuracy: 0.5565 - top-5-accuracy: 0.8546
+
+
+```
+
+```
+
+ 27/176 [===>..........................] - ETA: 23s - loss: 1.5671 - accuracy: 0.5540 - top-5-accuracy: 0.8543
+
+
+```
+
+```
+
+ 28/176 [===>..........................] - ETA: 23s - loss: 1.5666 - accuracy: 0.5543 - top-5-accuracy: 0.8544
+
+
+```
+
+```
+
+ 29/176 [===>..........................] - ETA: 23s - loss: 1.5601 - accuracy: 0.5554 - top-5-accuracy: 0.8556
+
+
+```
+
+```
+
+ 30/176 [====>.........................] - ETA: 23s - loss: 1.5618 - accuracy: 0.5553 - top-5-accuracy: 0.8556
+
+
+```
+
+```
+
+ 31/176 [====>.........................] - ETA: 22s - loss: 1.5636 - accuracy: 0.5557 - top-5-accuracy: 0.8553
+
+
+```
+
+```
+
+ 32/176 [====>.........................] - ETA: 22s - loss: 1.5634 - accuracy: 0.5557 - top-5-accuracy: 0.8557
+
+
+```
+
+```
+
+ 33/176 [====>.........................] - ETA: 22s - loss: 1.5618 - accuracy: 0.5555 - top-5-accuracy: 0.8562
+
+
+```
+
+```
+
+ 34/176 [====>.........................] - ETA: 22s - loss: 1.5633 - accuracy: 0.5543 - top-5-accuracy: 0.8558
+
+
+```
+
+```
+
+ 35/176 [====>.........................] - ETA: 22s - loss: 1.5612 - accuracy: 0.5539 - top-5-accuracy: 0.8564
+
+
+```
+
+```
+
+ 36/176 [=====>........................] - ETA: 22s - loss: 1.5581 - accuracy: 0.5539 - top-5-accuracy: 0.8570
+
+
+```
+
+```
+
+ 37/176 [=====>........................] - ETA: 22s - loss: 1.5667 - accuracy: 0.5533 - top-5-accuracy: 0.8547
+
+
+```
+
+```
+
+ 38/176 [=====>........................] - ETA: 21s - loss: 1.5695 - accuracy: 0.5532 - top-5-accuracy: 0.8550
+
+
+```
+
+```
+
+ 39/176 [=====>........................] - ETA: 21s - loss: 1.5686 - accuracy: 0.5540 - top-5-accuracy: 0.8552
+
+
+```
+
+```
+
+ 40/176 [=====>........................] - ETA: 21s - loss: 1.5678 - accuracy: 0.5547 - top-5-accuracy: 0.8553
+
+
+```
+
+```
+
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+
+
+```
+
+```
+
+ 42/176 [======>.......................] - ETA: 21s - loss: 1.5700 - accuracy: 0.5551 - top-5-accuracy: 0.8540
+
+
+```
+
+```
+
+ 43/176 [======>.......................] - ETA: 21s - loss: 1.5725 - accuracy: 0.5554 - top-5-accuracy: 0.8535
+
+
+```
+
+```
+
+ 44/176 [======>.......................] - ETA: 20s - loss: 1.5729 - accuracy: 0.5555 - top-5-accuracy: 0.8537
+
+
+```
+
+```
+
+ 45/176 [======>.......................] - ETA: 20s - loss: 1.5687 - accuracy: 0.5560 - top-5-accuracy: 0.8538
+
+
+```
+
+```
+
+ 46/176 [======>.......................] - ETA: 20s - loss: 1.5673 - accuracy: 0.5565 - top-5-accuracy: 0.8538
+
+
+```
+
+```
+
+ 47/176 [=======>......................] - ETA: 20s - loss: 1.5688 - accuracy: 0.5562 - top-5-accuracy: 0.8538
+
+
+```
+
+```
+
+ 48/176 [=======>......................] - ETA: 20s - loss: 1.5670 - accuracy: 0.5564 - top-5-accuracy: 0.8543
+
+
+```
+
+```
+
+ 49/176 [=======>......................] - ETA: 20s - loss: 1.5669 - accuracy: 0.5562 - top-5-accuracy: 0.8546
+
+
+```
+
+```
+
+ 50/176 [=======>......................] - ETA: 19s - loss: 1.5654 - accuracy: 0.5575 - top-5-accuracy: 0.8547
+
+
+```
+
+```
+
+ 51/176 [=======>......................] - ETA: 19s - loss: 1.5678 - accuracy: 0.5577 - top-5-accuracy: 0.8545
+
+
+```
+
+```
+
+ 52/176 [=======>......................] - ETA: 19s - loss: 1.5662 - accuracy: 0.5587 - top-5-accuracy: 0.8538
+
+
+```
+
+```
+
+ 53/176 [========>.....................] - ETA: 19s - loss: 1.5670 - accuracy: 0.5585 - top-5-accuracy: 0.8537
+
+
+```
+
+```
+
+ 54/176 [========>.....................] - ETA: 19s - loss: 1.5632 - accuracy: 0.5600 - top-5-accuracy: 0.8543
+
+
+```
+
+```
+
+ 55/176 [========>.....................] - ETA: 19s - loss: 1.5611 - accuracy: 0.5607 - top-5-accuracy: 0.8545
+
+
+```
+
+```
+
+ 56/176 [========>.....................] - ETA: 19s - loss: 1.5594 - accuracy: 0.5612 - top-5-accuracy: 0.8541
+
+
+```
+
+```
+
+ 57/176 [========>.....................] - ETA: 18s - loss: 1.5597 - accuracy: 0.5611 - top-5-accuracy: 0.8544
+
+
+```
+
+```
+
+ 58/176 [========>.....................] - ETA: 18s - loss: 1.5599 - accuracy: 0.5609 - top-5-accuracy: 0.8537
+
+
+```
+
+```
+
+ 59/176 [=========>....................] - ETA: 18s - loss: 1.5596 - accuracy: 0.5611 - top-5-accuracy: 0.8535
+
+
+```
+
+```
+
+ 60/176 [=========>....................] - ETA: 18s - loss: 1.5577 - accuracy: 0.5610 - top-5-accuracy: 0.8541
+
+
+```
+
+```
+
+ 61/176 [=========>....................] - ETA: 18s - loss: 1.5598 - accuracy: 0.5604 - top-5-accuracy: 0.8536
+
+
+```
+
+```
+
+ 62/176 [=========>....................] - ETA: 18s - loss: 1.5604 - accuracy: 0.5595 - top-5-accuracy: 0.8534
+
+
+```
+
+```
+
+ 63/176 [=========>....................] - ETA: 17s - loss: 1.5596 - accuracy: 0.5595 - top-5-accuracy: 0.8534
+
+
+```
+
+```
+
+ 64/176 [=========>....................] - ETA: 17s - loss: 1.5568 - accuracy: 0.5600 - top-5-accuracy: 0.8539
+
+
+```
+
+```
+
+ 65/176 [==========>...................] - ETA: 17s - loss: 1.5546 - accuracy: 0.5605 - top-5-accuracy: 0.8543
+
+
+```
+
+```
+
+ 66/176 [==========>...................] - ETA: 17s - loss: 1.5559 - accuracy: 0.5603 - top-5-accuracy: 0.8540
+
+
+```
+
+```
+
+ 67/176 [==========>...................] - ETA: 17s - loss: 1.5526 - accuracy: 0.5611 - top-5-accuracy: 0.8544
+
+
+```
+
+```
+
+ 68/176 [==========>...................] - ETA: 17s - loss: 1.5536 - accuracy: 0.5615 - top-5-accuracy: 0.8540
+
+
+```
+
+```
+
+ 69/176 [==========>...................] - ETA: 16s - loss: 1.5535 - accuracy: 0.5618 - top-5-accuracy: 0.8539
+
+
+```
+
+```
+
+ 70/176 [==========>...................] - ETA: 16s - loss: 1.5556 - accuracy: 0.5614 - top-5-accuracy: 0.8535
+
+
+```
+
+```
+
+ 71/176 [===========>..................] - ETA: 16s - loss: 1.5550 - accuracy: 0.5617 - top-5-accuracy: 0.8539
+
+
+```
+
+```
+
+ 72/176 [===========>..................] - ETA: 16s - loss: 1.5576 - accuracy: 0.5611 - top-5-accuracy: 0.8536
+
+
+```
+
+```
+
+ 73/176 [===========>..................] - ETA: 16s - loss: 1.5580 - accuracy: 0.5610 - top-5-accuracy: 0.8536
+
+
+```
+
+```
+
+ 74/176 [===========>..................] - ETA: 16s - loss: 1.5612 - accuracy: 0.5604 - top-5-accuracy: 0.8531
+
+
+```
+
+```
+
+ 75/176 [===========>..................] - ETA: 16s - loss: 1.5589 - accuracy: 0.5606 - top-5-accuracy: 0.8535
+
+
+```
+
+```
+
+ 76/176 [===========>..................] - ETA: 15s - loss: 1.5583 - accuracy: 0.5606 - top-5-accuracy: 0.8535
+
+
+```
+
+```
+
+ 77/176 [============>.................] - ETA: 15s - loss: 1.5570 - accuracy: 0.5610 - top-5-accuracy: 0.8539
+
+
+```
+
+```
+
+ 78/176 [============>.................] - ETA: 15s - loss: 1.5576 - accuracy: 0.5609 - top-5-accuracy: 0.8540
+
+
+```
+
+```
+
+ 79/176 [============>.................] - ETA: 15s - loss: 1.5564 - accuracy: 0.5612 - top-5-accuracy: 0.8542
+
+
+```
+
+```
+
+ 80/176 [============>.................] - ETA: 15s - loss: 1.5553 - accuracy: 0.5612 - top-5-accuracy: 0.8547
+
+
+```
+
+```
+
+ 81/176 [============>.................] - ETA: 15s - loss: 1.5555 - accuracy: 0.5610 - top-5-accuracy: 0.8550
+
+
+```
+
+```
+
+ 82/176 [============>.................] - ETA: 14s - loss: 1.5552 - accuracy: 0.5612 - top-5-accuracy: 0.8552
+
+
+```
+
+```
+
+ 83/176 [=============>................] - ETA: 14s - loss: 1.5549 - accuracy: 0.5609 - top-5-accuracy: 0.8552
+
+
+```
+
+```
+
+ 84/176 [=============>................] - ETA: 14s - loss: 1.5546 - accuracy: 0.5612 - top-5-accuracy: 0.8555
+
+
+```
+
+```
+
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+
+
+```
+
+```
+
+ 86/176 [=============>................] - ETA: 14s - loss: 1.5559 - accuracy: 0.5607 - top-5-accuracy: 0.8552
+
+
+```
+
+```
+
+ 87/176 [=============>................] - ETA: 14s - loss: 1.5552 - accuracy: 0.5610 - top-5-accuracy: 0.8553
+
+
+```
+
+```
+
+ 88/176 [==============>...............] - ETA: 13s - loss: 1.5562 - accuracy: 0.5609 - top-5-accuracy: 0.8549
+
+
+```
+
+```
+
+ 89/176 [==============>...............] - ETA: 13s - loss: 1.5581 - accuracy: 0.5603 - top-5-accuracy: 0.8548
+
+
+```
+
+```
+
+ 90/176 [==============>...............] - ETA: 13s - loss: 1.5583 - accuracy: 0.5604 - top-5-accuracy: 0.8547
+
+
+```
+
+```
+
+ 91/176 [==============>...............] - ETA: 13s - loss: 1.5598 - accuracy: 0.5596 - top-5-accuracy: 0.8544
+
+
+```
+
+```
+
+ 92/176 [==============>...............] - ETA: 13s - loss: 1.5606 - accuracy: 0.5595 - top-5-accuracy: 0.8543
+
+
+```
+
+```
+
+ 93/176 [==============>...............] - ETA: 13s - loss: 1.5594 - accuracy: 0.5600 - top-5-accuracy: 0.8546
+
+
+```
+
+```
+
+ 94/176 [===============>..............] - ETA: 13s - loss: 1.5589 - accuracy: 0.5601 - top-5-accuracy: 0.8550
+
+
+```
+
+```
+
+ 95/176 [===============>..............] - ETA: 12s - loss: 1.5594 - accuracy: 0.5598 - top-5-accuracy: 0.8550
+
+
+```
+
+```
+
+ 96/176 [===============>..............] - ETA: 12s - loss: 1.5618 - accuracy: 0.5592 - top-5-accuracy: 0.8550
+
+
+```
+
+```
+
+ 97/176 [===============>..............] - ETA: 12s - loss: 1.5615 - accuracy: 0.5591 - top-5-accuracy: 0.8551
+
+
+```
+
+```
+
+ 98/176 [===============>..............] - ETA: 12s - loss: 1.5611 - accuracy: 0.5594 - top-5-accuracy: 0.8550
+
+
+```
+
+```
+
+ 99/176 [===============>..............] - ETA: 12s - loss: 1.5622 - accuracy: 0.5594 - top-5-accuracy: 0.8546
+
+
+```
+
+```
+
+100/176 [================>.............] - ETA: 12s - loss: 1.5625 - accuracy: 0.5594 - top-5-accuracy: 0.8546
+
+
+```
+
+```
+
+101/176 [================>.............] - ETA: 11s - loss: 1.5624 - accuracy: 0.5594 - top-5-accuracy: 0.8545
+
+
+```
+
+```
+
+102/176 [================>.............] - ETA: 11s - loss: 1.5622 - accuracy: 0.5589 - top-5-accuracy: 0.8546
+
+
+```
+
+```
+
+103/176 [================>.............] - ETA: 11s - loss: 1.5632 - accuracy: 0.5587 - top-5-accuracy: 0.8544
+
+
+```
+
+```
+
+104/176 [================>.............] - ETA: 11s - loss: 1.5668 - accuracy: 0.5579 - top-5-accuracy: 0.8540
+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
+107/176 [=================>............] - ETA: 10s - loss: 1.5663 - accuracy: 0.5586 - top-5-accuracy: 0.8540
+
+
+```
+
+```
+
+108/176 [=================>............] - ETA: 10s - loss: 1.5677 - accuracy: 0.5584 - top-5-accuracy: 0.8537
+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
+112/176 [==================>...........] - ETA: 10s - loss: 1.5706 - accuracy: 0.5572 - top-5-accuracy: 0.8533
+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
+121/176 [===================>..........] - ETA: 8s - loss: 1.5725 - accuracy: 0.5574 - top-5-accuracy: 0.8529
+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
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+```
+
+```
+
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+
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+```
+
+```
+
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+
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+```
+
+```
+
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+
+
+```
+
+```
+
+151/176 [========================>.....] - ETA: 3s - loss: 1.5837 - accuracy: 0.5537 - top-5-accuracy: 0.8507
+
+
+```
+
+```
+
+152/176 [========================>.....] - ETA: 3s - loss: 1.5842 - accuracy: 0.5535 - top-5-accuracy: 0.8505
+
+
+```
+
+```
+
+153/176 [=========================>....] - ETA: 3s - loss: 1.5831 - accuracy: 0.5536 - top-5-accuracy: 0.8507
+
+
+```
+
+```
+
+154/176 [=========================>....] - ETA: 3s - loss: 1.5822 - accuracy: 0.5538 - top-5-accuracy: 0.8508
+
+
+```
+
+```
+
+155/176 [=========================>....] - ETA: 3s - loss: 1.5823 - accuracy: 0.5537 - top-5-accuracy: 0.8507
+
+
+```
+
+```
+
+156/176 [=========================>....] - ETA: 3s - loss: 1.5821 - accuracy: 0.5537 - top-5-accuracy: 0.8507
+
+
+```
+
+```
+
+157/176 [=========================>....] - ETA: 3s - loss: 1.5825 - accuracy: 0.5538 - top-5-accuracy: 0.8507
+
+
+```
+
+```
+
+158/176 [=========================>....] - ETA: 2s - loss: 1.5836 - accuracy: 0.5537 - top-5-accuracy: 0.8506
+
+
+```
+
+```
+
+159/176 [==========================>...] - ETA: 2s - loss: 1.5836 - accuracy: 0.5538 - top-5-accuracy: 0.8504
+
+
+```
+
+```
+
+160/176 [==========================>...] - ETA: 2s - loss: 1.5852 - accuracy: 0.5535 - top-5-accuracy: 0.8502
+
+
+```
+
+```
+
+161/176 [==========================>...] - ETA: 2s - loss: 1.5871 - accuracy: 0.5530 - top-5-accuracy: 0.8500
+
+
+```
+
+```
+
+162/176 [==========================>...] - ETA: 2s - loss: 1.5877 - accuracy: 0.5529 - top-5-accuracy: 0.8499
+
+
+```
+
+```
+
+163/176 [==========================>...] - ETA: 2s - loss: 1.5878 - accuracy: 0.5528 - top-5-accuracy: 0.8499
+
+
+```
+
+```
+
+164/176 [==========================>...] - ETA: 1s - loss: 1.5892 - accuracy: 0.5526 - top-5-accuracy: 0.8498
+
+
+```
+
+```
+
+165/176 [===========================>..] - ETA: 1s - loss: 1.5890 - accuracy: 0.5527 - top-5-accuracy: 0.8497
+
+
+```
+
+```
+
+166/176 [===========================>..] - ETA: 1s - loss: 1.5892 - accuracy: 0.5526 - top-5-accuracy: 0.8497
+
+
+```
+
+```
+
+167/176 [===========================>..] - ETA: 1s - loss: 1.5896 - accuracy: 0.5525 - top-5-accuracy: 0.8496
+
+
+```
+
+```
+
+168/176 [===========================>..] - ETA: 1s - loss: 1.5901 - accuracy: 0.5525 - top-5-accuracy: 0.8496
+
+
+```
+
+```
+
+169/176 [===========================>..] - ETA: 1s - loss: 1.5902 - accuracy: 0.5527 - top-5-accuracy: 0.8495
+
+
+```
+
+```
+
+170/176 [===========================>..] - ETA: 0s - loss: 1.5905 - accuracy: 0.5527 - top-5-accuracy: 0.8494
+
+
+```
+
+```
+
+171/176 [============================>.] - ETA: 0s - loss: 1.5921 - accuracy: 0.5523 - top-5-accuracy: 0.8493
+
+
+```
+
+```
+
+172/176 [============================>.] - ETA: 0s - loss: 1.5923 - accuracy: 0.5524 - top-5-accuracy: 0.8492
+
+
+```
+
+```
+
+173/176 [============================>.] - ETA: 0s - loss: 1.5913 - accuracy: 0.5527 - top-5-accuracy: 0.8494
+
+
+```
+
+```
+
+174/176 [============================>.] - ETA: 0s - loss: 1.5916 - accuracy: 0.5528 - top-5-accuracy: 0.8494
+
+
+```
+
+```
+
+175/176 [============================>.] - ETA: 0s - loss: 1.5917 - accuracy: 0.5529 - top-5-accuracy: 0.8492
+
+
+```
+
+```
+
+176/176 [==============================] - ETA: 0s - loss: 1.5925 - accuracy: 0.5527 - top-5-accuracy: 0.8491
+
+
+```
+
+```
+
+176/176 [==============================] - 29s 164ms/step - loss: 1.5925 - accuracy: 0.5527 - top-5-accuracy: 0.8491 - val_loss: 1.9732 - val_accuracy: 0.4828 - val_top-5-accuracy: 0.7770
+
+
+
+```
+Epoch 34/50
+
+```
+
+
+ 1/176 [..............................] - ETA: 27s - loss: 1.4512 - accuracy: 0.5938 - top-5-accuracy: 0.8672
+
+
+```
+
+```
+
+ 2/176 [..............................] - ETA: 27s - loss: 1.5512 - accuracy: 0.5742 - top-5-accuracy: 0.8398
+
+
+```
+
+```
+
+ 3/176 [..............................] - ETA: 27s - loss: 1.5454 - accuracy: 0.5703 - top-5-accuracy: 0.8503
+
+
+```
+
+```
+
+ 4/176 [..............................] - ETA: 27s - loss: 1.5249 - accuracy: 0.5723 - top-5-accuracy: 0.8525
+
+
+```
+
+```
+
+ 5/176 [..............................] - ETA: 27s - loss: 1.5094 - accuracy: 0.5773 - top-5-accuracy: 0.8633
+
+
+```
+
+```
+
+ 6/176 [>.............................] - ETA: 26s - loss: 1.5106 - accuracy: 0.5749 - top-5-accuracy: 0.8639
+
+
+```
+
+```
+
+ 7/176 [>.............................] - ETA: 26s - loss: 1.5140 - accuracy: 0.5753 - top-5-accuracy: 0.8616
+
+
+```
+
+```
+
+ 8/176 [>.............................] - ETA: 26s - loss: 1.5076 - accuracy: 0.5732 - top-5-accuracy: 0.8604
+
+
+```
+
+```
+
+ 9/176 [>.............................] - ETA: 26s - loss: 1.5105 - accuracy: 0.5716 - top-5-accuracy: 0.8611
+
+
+```
+
+```
+
+ 10/176 [>.............................] - ETA: 26s - loss: 1.5170 - accuracy: 0.5703 - top-5-accuracy: 0.8609
+
+
+```
+
+```
+
+ 11/176 [>.............................] - ETA: 26s - loss: 1.5177 - accuracy: 0.5717 - top-5-accuracy: 0.8604
+
+
+```
+
+```
+
+ 12/176 [=>............................] - ETA: 26s - loss: 1.5198 - accuracy: 0.5700 - top-5-accuracy: 0.8597
+
+
+```
+
+```
+
+ 13/176 [=>............................] - ETA: 25s - loss: 1.5331 - accuracy: 0.5673 - top-5-accuracy: 0.8567
+
+
+```
+
+```
+
+ 14/176 [=>............................] - ETA: 25s - loss: 1.5267 - accuracy: 0.5700 - top-5-accuracy: 0.8574
+
+
+```
+
+```
+
+ 15/176 [=>............................] - ETA: 25s - loss: 1.5296 - accuracy: 0.5706 - top-5-accuracy: 0.8562
+
+
+```
+
+```
+
+ 16/176 [=>............................] - ETA: 25s - loss: 1.5220 - accuracy: 0.5740 - top-5-accuracy: 0.8579
+
+
+```
+
+```
+
+ 17/176 [=>............................] - ETA: 25s - loss: 1.5193 - accuracy: 0.5765 - top-5-accuracy: 0.8568
+
+
+```
+
+```
+
+ 18/176 [==>...........................] - ETA: 25s - loss: 1.5257 - accuracy: 0.5747 - top-5-accuracy: 0.8557
+
+
+```
+
+```
+
+ 19/176 [==>...........................] - ETA: 24s - loss: 1.5309 - accuracy: 0.5736 - top-5-accuracy: 0.8540
+
+
+```
+
+```
+
+ 20/176 [==>...........................] - ETA: 24s - loss: 1.5293 - accuracy: 0.5738 - top-5-accuracy: 0.8539
+
+
+```
+
+```
+
+ 21/176 [==>...........................] - ETA: 24s - loss: 1.5330 - accuracy: 0.5727 - top-5-accuracy: 0.8523
+
+
+```
+
+```
+
+ 22/176 [==>...........................] - ETA: 24s - loss: 1.5296 - accuracy: 0.5749 - top-5-accuracy: 0.8526
+
+
+```
+
+```
+
+ 23/176 [==>...........................] - ETA: 24s - loss: 1.5413 - accuracy: 0.5708 - top-5-accuracy: 0.8517
+
+
+```
+
+```
+
+ 24/176 [===>..........................] - ETA: 24s - loss: 1.5462 - accuracy: 0.5700 - top-5-accuracy: 0.8521
+
+
+```
+
+```
+
+ 25/176 [===>..........................] - ETA: 23s - loss: 1.5471 - accuracy: 0.5700 - top-5-accuracy: 0.8517
+
+
+```
+
+```
+
+ 26/176 [===>..........................] - ETA: 23s - loss: 1.5447 - accuracy: 0.5721 - top-5-accuracy: 0.8513
+
+
+```
+
+```
+
+ 27/176 [===>..........................] - ETA: 23s - loss: 1.5470 - accuracy: 0.5707 - top-5-accuracy: 0.8505
+
+
+```
+
+```
+
+ 28/176 [===>..........................] - ETA: 23s - loss: 1.5490 - accuracy: 0.5699 - top-5-accuracy: 0.8504
+
+
+```
+
+```
+
+ 29/176 [===>..........................] - ETA: 23s - loss: 1.5471 - accuracy: 0.5699 - top-5-accuracy: 0.8508
+
+
+```
+
+```
+
+ 30/176 [====>.........................] - ETA: 23s - loss: 1.5493 - accuracy: 0.5698 - top-5-accuracy: 0.8512
+
+
+```
+
+```
+
+ 31/176 [====>.........................] - ETA: 22s - loss: 1.5542 - accuracy: 0.5687 - top-5-accuracy: 0.8501
+
+
+```
+
+```
+
+ 32/176 [====>.........................] - ETA: 22s - loss: 1.5582 - accuracy: 0.5675 - top-5-accuracy: 0.8492
+
+
+```
+
+```
+
+ 33/176 [====>.........................] - ETA: 22s - loss: 1.5615 - accuracy: 0.5661 - top-5-accuracy: 0.8493
+
+
+```
+
+```
+
+ 34/176 [====>.........................] - ETA: 22s - loss: 1.5618 - accuracy: 0.5653 - top-5-accuracy: 0.8500
+
+
+```
+
+```
+
+ 35/176 [====>.........................] - ETA: 22s - loss: 1.5651 - accuracy: 0.5642 - top-5-accuracy: 0.8499
+
+
+```
+
+```
+
+ 36/176 [=====>........................] - ETA: 22s - loss: 1.5640 - accuracy: 0.5649 - top-5-accuracy: 0.8507
+
+
+```
+
+```
+
+ 37/176 [=====>........................] - ETA: 22s - loss: 1.5668 - accuracy: 0.5636 - top-5-accuracy: 0.8505
+
+
+```
+
+```
+
+ 38/176 [=====>........................] - ETA: 21s - loss: 1.5663 - accuracy: 0.5624 - top-5-accuracy: 0.8506
+
+
+```
+
+```
+
+ 39/176 [=====>........................] - ETA: 21s - loss: 1.5635 - accuracy: 0.5633 - top-5-accuracy: 0.8514
+
+
+```
+
+```
+
+ 40/176 [=====>........................] - ETA: 21s - loss: 1.5594 - accuracy: 0.5637 - top-5-accuracy: 0.8522
+
+
+```
+
+```
+
+ 41/176 [=====>........................] - ETA: 21s - loss: 1.5586 - accuracy: 0.5636 - top-5-accuracy: 0.8521
+
+
+```
+
+```
+
+ 42/176 [======>.......................] - ETA: 21s - loss: 1.5604 - accuracy: 0.5632 - top-5-accuracy: 0.8520
+
+
+```
+
+```
+
+ 43/176 [======>.......................] - ETA: 21s - loss: 1.5613 - accuracy: 0.5626 - top-5-accuracy: 0.8516
+
+
+```
+
+```
+
+ 44/176 [======>.......................] - ETA: 20s - loss: 1.5604 - accuracy: 0.5632 - top-5-accuracy: 0.8514
+
+
+```
+
+```
+
+ 45/176 [======>.......................] - ETA: 20s - loss: 1.5571 - accuracy: 0.5635 - top-5-accuracy: 0.8516
+
+
+```
+
+```
+
+ 46/176 [======>.......................] - ETA: 20s - loss: 1.5569 - accuracy: 0.5639 - top-5-accuracy: 0.8512
+
+
+```
+
+```
+
+ 47/176 [=======>......................] - ETA: 20s - loss: 1.5550 - accuracy: 0.5646 - top-5-accuracy: 0.8515
+
+
+```
+
+```
+
+ 48/176 [=======>......................] - ETA: 20s - loss: 1.5553 - accuracy: 0.5649 - top-5-accuracy: 0.8516
+
+
+```
+
+```
+
+ 49/176 [=======>......................] - ETA: 20s - loss: 1.5531 - accuracy: 0.5654 - top-5-accuracy: 0.8531
+
+
+```
+
+```
+
+ 50/176 [=======>......................] - ETA: 19s - loss: 1.5540 - accuracy: 0.5657 - top-5-accuracy: 0.8529
+
+
+```
+
+```
+
+ 51/176 [=======>......................] - ETA: 19s - loss: 1.5522 - accuracy: 0.5662 - top-5-accuracy: 0.8532
+
+
+```
+
+```
+
+ 52/176 [=======>......................] - ETA: 19s - loss: 1.5515 - accuracy: 0.5666 - top-5-accuracy: 0.8533
+
+
+```
+
+```
+
+ 53/176 [========>.....................] - ETA: 19s - loss: 1.5501 - accuracy: 0.5671 - top-5-accuracy: 0.8541
+
+
+```
+
+```
+
+ 54/176 [========>.....................] - ETA: 19s - loss: 1.5524 - accuracy: 0.5666 - top-5-accuracy: 0.8535
+
+
+```
+
+```
+
+ 55/176 [========>.....................] - ETA: 19s - loss: 1.5542 - accuracy: 0.5662 - top-5-accuracy: 0.8531
+
+
+```
+
+```
+
+ 56/176 [========>.....................] - ETA: 19s - loss: 1.5522 - accuracy: 0.5661 - top-5-accuracy: 0.8531
+
+
+```
+
+```
+
+ 57/176 [========>.....................] - ETA: 18s - loss: 1.5512 - accuracy: 0.5659 - top-5-accuracy: 0.8538
+
+
+```
+
+```
+
+ 58/176 [========>.....................] - ETA: 18s - loss: 1.5514 - accuracy: 0.5665 - top-5-accuracy: 0.8534
+
+
+```
+
+```
+
+ 59/176 [=========>....................] - ETA: 18s - loss: 1.5518 - accuracy: 0.5668 - top-5-accuracy: 0.8535
+
+
+```
+
+```
+
+ 60/176 [=========>....................] - ETA: 18s - loss: 1.5526 - accuracy: 0.5664 - top-5-accuracy: 0.8533
+
+
+```
+
+```
+
+ 61/176 [=========>....................] - ETA: 18s - loss: 1.5528 - accuracy: 0.5666 - top-5-accuracy: 0.8534
+
+
+```
+
+```
+
+ 62/176 [=========>....................] - ETA: 18s - loss: 1.5500 - accuracy: 0.5674 - top-5-accuracy: 0.8538
+
+
+```
+
+```
+
+ 63/176 [=========>....................] - ETA: 17s - loss: 1.5501 - accuracy: 0.5680 - top-5-accuracy: 0.8539
+
+
+```
+
+```
+
+ 64/176 [=========>....................] - ETA: 17s - loss: 1.5519 - accuracy: 0.5676 - top-5-accuracy: 0.8541
+
+
+```
+
+```
+
+ 65/176 [==========>...................] - ETA: 17s - loss: 1.5537 - accuracy: 0.5672 - top-5-accuracy: 0.8538
+
+
+```
+
+```
+
+ 66/176 [==========>...................] - ETA: 17s - loss: 1.5546 - accuracy: 0.5670 - top-5-accuracy: 0.8536
+
+
+```
+
+```
+
+ 67/176 [==========>...................] - ETA: 17s - loss: 1.5549 - accuracy: 0.5672 - top-5-accuracy: 0.8537
+
+
+```
+
+```
+
+ 68/176 [==========>...................] - ETA: 17s - loss: 1.5531 - accuracy: 0.5678 - top-5-accuracy: 0.8541
+
+
+```
+
+```
+
+ 69/176 [==========>...................] - ETA: 16s - loss: 1.5514 - accuracy: 0.5680 - top-5-accuracy: 0.8543
+
+
+```
+
+```
+
+ 70/176 [==========>...................] - ETA: 16s - loss: 1.5498 - accuracy: 0.5684 - top-5-accuracy: 0.8546
+
+
+```
+
+```
+
+ 71/176 [===========>..................] - ETA: 16s - loss: 1.5502 - accuracy: 0.5682 - top-5-accuracy: 0.8548
+
+
+```
+
+```
+
+ 72/176 [===========>..................] - ETA: 16s - loss: 1.5527 - accuracy: 0.5676 - top-5-accuracy: 0.8546
+
+
+```
+
+```
+
+ 73/176 [===========>..................] - ETA: 16s - loss: 1.5534 - accuracy: 0.5675 - top-5-accuracy: 0.8542
+
+
+```
+
+```
+
+ 74/176 [===========>..................] - ETA: 16s - loss: 1.5520 - accuracy: 0.5677 - top-5-accuracy: 0.8544
+
+
+```
+
+```
+
+ 75/176 [===========>..................] - ETA: 16s - loss: 1.5526 - accuracy: 0.5676 - top-5-accuracy: 0.8545
+
+
+```
+
+```
+
+ 76/176 [===========>..................] - ETA: 15s - loss: 1.5511 - accuracy: 0.5683 - top-5-accuracy: 0.8547
+
+
+```
+
+```
+
+ 77/176 [============>.................] - ETA: 15s - loss: 1.5525 - accuracy: 0.5677 - top-5-accuracy: 0.8546
+
+
+```
+
+```
+
+ 78/176 [============>.................] - ETA: 15s - loss: 1.5552 - accuracy: 0.5673 - top-5-accuracy: 0.8537
+
+
+```
+
+```
+
+ 79/176 [============>.................] - ETA: 15s - loss: 1.5552 - accuracy: 0.5676 - top-5-accuracy: 0.8536
+
+
+```
+
+```
+
+ 80/176 [============>.................] - ETA: 15s - loss: 1.5544 - accuracy: 0.5677 - top-5-accuracy: 0.8536
+
+
+```
+
+```
+
+ 81/176 [============>.................] - ETA: 15s - loss: 1.5557 - accuracy: 0.5673 - top-5-accuracy: 0.8535
+
+
+```
+
+```
+
+ 82/176 [============>.................] - ETA: 14s - loss: 1.5539 - accuracy: 0.5678 - top-5-accuracy: 0.8537
+
+
+```
+
+```
+
+ 83/176 [=============>................] - ETA: 14s - loss: 1.5553 - accuracy: 0.5668 - top-5-accuracy: 0.8538
+
+
+```
+
+```
+
+ 84/176 [=============>................] - ETA: 14s - loss: 1.5554 - accuracy: 0.5668 - top-5-accuracy: 0.8541
+
+
+```
+
+```
+
+ 85/176 [=============>................] - ETA: 14s - loss: 1.5569 - accuracy: 0.5663 - top-5-accuracy: 0.8540
+
+
+```
+
+```
+
+ 86/176 [=============>................] - ETA: 14s - loss: 1.5578 - accuracy: 0.5660 - top-5-accuracy: 0.8539
+
+
+```
+
+```
+
+ 87/176 [=============>................] - ETA: 14s - loss: 1.5570 - accuracy: 0.5665 - top-5-accuracy: 0.8538
+
+
+```
+
+```
+
+ 88/176 [==============>...............] - ETA: 13s - loss: 1.5567 - accuracy: 0.5668 - top-5-accuracy: 0.8539
+
+
+```
+
+```
+
+ 89/176 [==============>...............] - ETA: 13s - loss: 1.5579 - accuracy: 0.5666 - top-5-accuracy: 0.8535
+
+
+```
+
+```
+
+ 90/176 [==============>...............] - ETA: 13s - loss: 1.5589 - accuracy: 0.5661 - top-5-accuracy: 0.8537
+
+
+```
+
+```
+
+ 91/176 [==============>...............] - ETA: 13s - loss: 1.5578 - accuracy: 0.5660 - top-5-accuracy: 0.8537
+
+
+```
+
+```
+
+ 92/176 [==============>...............] - ETA: 13s - loss: 1.5561 - accuracy: 0.5665 - top-5-accuracy: 0.8537
+
+
+```
+
+```
+
+ 93/176 [==============>...............] - ETA: 13s - loss: 1.5569 - accuracy: 0.5664 - top-5-accuracy: 0.8537
+
+
+```
+
+```
+
+ 94/176 [===============>..............] - ETA: 13s - loss: 1.5567 - accuracy: 0.5663 - top-5-accuracy: 0.8538
+
+
+```
+
+```
+
+ 95/176 [===============>..............] - ETA: 12s - loss: 1.5562 - accuracy: 0.5665 - top-5-accuracy: 0.8539
+
+
+```
+
+```
+
+ 96/176 [===============>..............] - ETA: 12s - loss: 1.5562 - accuracy: 0.5665 - top-5-accuracy: 0.8538
+
+
+```
+
+```
+
+ 97/176 [===============>..............] - ETA: 12s - loss: 1.5590 - accuracy: 0.5658 - top-5-accuracy: 0.8533
+
+
+```
+
+```
+
+ 98/176 [===============>..............] - ETA: 12s - loss: 1.5606 - accuracy: 0.5654 - top-5-accuracy: 0.8533
+
+
+```
+
+```
+
+ 99/176 [===============>..............] - ETA: 12s - loss: 1.5606 - accuracy: 0.5654 - top-5-accuracy: 0.8530
+
+
+```
+
+```
+
+100/176 [================>.............] - ETA: 12s - loss: 1.5611 - accuracy: 0.5652 - top-5-accuracy: 0.8532
+
+
+```
+
+```
+
+101/176 [================>.............] - ETA: 11s - loss: 1.5611 - accuracy: 0.5649 - top-5-accuracy: 0.8531
+
+
+```
+
+```
+
+102/176 [================>.............] - ETA: 11s - loss: 1.5604 - accuracy: 0.5650 - top-5-accuracy: 0.8532
+
+
+```
+
+```
+
+103/176 [================>.............] - ETA: 11s - loss: 1.5621 - accuracy: 0.5644 - top-5-accuracy: 0.8530
+
+
+```
+
+```
+
+104/176 [================>.............] - ETA: 11s - loss: 1.5640 - accuracy: 0.5639 - top-5-accuracy: 0.8528
+
+
+```
+
+```
+
+105/176 [================>.............] - ETA: 11s - loss: 1.5636 - accuracy: 0.5642 - top-5-accuracy: 0.8528
+
+
+```
+
+```
+
+106/176 [=================>............] - ETA: 11s - loss: 1.5637 - accuracy: 0.5639 - top-5-accuracy: 0.8530
+
+
+```
+
+```
+
+107/176 [=================>............] - ETA: 10s - loss: 1.5618 - accuracy: 0.5643 - top-5-accuracy: 0.8534
+
+
+```
+
+```
+
+108/176 [=================>............] - ETA: 10s - loss: 1.5626 - accuracy: 0.5642 - top-5-accuracy: 0.8533
+
+
+```
+
+```
+
+109/176 [=================>............] - ETA: 10s - loss: 1.5628 - accuracy: 0.5641 - top-5-accuracy: 0.8531
+
+
+```
+
+```
+
+110/176 [=================>............] - ETA: 10s - loss: 1.5623 - accuracy: 0.5643 - top-5-accuracy: 0.8531
+
+
+```
+
+```
+
+111/176 [=================>............] - ETA: 10s - loss: 1.5632 - accuracy: 0.5639 - top-5-accuracy: 0.8533
+
+
+```
+
+```
+
+112/176 [==================>...........] - ETA: 10s - loss: 1.5636 - accuracy: 0.5639 - top-5-accuracy: 0.8531
+
+
+```
+
+```
+
+113/176 [==================>...........] - ETA: 9s - loss: 1.5631 - accuracy: 0.5641 - top-5-accuracy: 0.8532
+
+
+```
+
+```
+
+114/176 [==================>...........] - ETA: 9s - loss: 1.5624 - accuracy: 0.5640 - top-5-accuracy: 0.8533
+
+
+```
+
+```
+
+115/176 [==================>...........] - ETA: 9s - loss: 1.5632 - accuracy: 0.5638 - top-5-accuracy: 0.8532
+
+
+```
+
+```
+
+116/176 [==================>...........] - ETA: 9s - loss: 1.5637 - accuracy: 0.5634 - top-5-accuracy: 0.8530
+
+
+```
+
+```
+
+117/176 [==================>...........] - ETA: 9s - loss: 1.5641 - accuracy: 0.5633 - top-5-accuracy: 0.8529
+
+
+```
+
+```
+
+118/176 [===================>..........] - ETA: 9s - loss: 1.5637 - accuracy: 0.5630 - top-5-accuracy: 0.8529
+
+
+```
+
+```
+
+119/176 [===================>..........] - ETA: 9s - loss: 1.5644 - accuracy: 0.5627 - top-5-accuracy: 0.8527
+
+
+```
+
+```
+
+120/176 [===================>..........] - ETA: 8s - loss: 1.5639 - accuracy: 0.5628 - top-5-accuracy: 0.8527
+
+
+```
+
+```
+
+121/176 [===================>..........] - ETA: 8s - loss: 1.5638 - accuracy: 0.5627 - top-5-accuracy: 0.8527
+
+
+```
+
+```
+
+122/176 [===================>..........] - ETA: 8s - loss: 1.5635 - accuracy: 0.5629 - top-5-accuracy: 0.8525
+
+
+```
+
+```
+
+123/176 [===================>..........] - ETA: 8s - loss: 1.5642 - accuracy: 0.5627 - top-5-accuracy: 0.8524
+
+
+```
+
+```
+
+124/176 [====================>.........] - ETA: 8s - loss: 1.5646 - accuracy: 0.5625 - top-5-accuracy: 0.8524
+
+
+```
+
+```
+
+125/176 [====================>.........] - ETA: 8s - loss: 1.5642 - accuracy: 0.5625 - top-5-accuracy: 0.8524
+
+
+```
+
+```
+
+126/176 [====================>.........] - ETA: 7s - loss: 1.5650 - accuracy: 0.5622 - top-5-accuracy: 0.8523
+
+
+```
+
+```
+
+127/176 [====================>.........] - ETA: 7s - loss: 1.5636 - accuracy: 0.5623 - top-5-accuracy: 0.8528
+
+
+```
+
+```
+
+128/176 [====================>.........] - ETA: 7s - loss: 1.5634 - accuracy: 0.5623 - top-5-accuracy: 0.8527
+
+
+```
+
+```
+
+129/176 [====================>.........] - ETA: 7s - loss: 1.5652 - accuracy: 0.5618 - top-5-accuracy: 0.8527
+
+
+```
+
+```
+
+130/176 [=====================>........] - ETA: 7s - loss: 1.5651 - accuracy: 0.5618 - top-5-accuracy: 0.8527
+
+
+```
+
+```
+
+131/176 [=====================>........] - ETA: 7s - loss: 1.5635 - accuracy: 0.5621 - top-5-accuracy: 0.8530
+
+
+```
+
+```
+
+132/176 [=====================>........] - ETA: 6s - loss: 1.5645 - accuracy: 0.5622 - top-5-accuracy: 0.8529
+
+
+```
+
+```
+
+133/176 [=====================>........] - ETA: 6s - loss: 1.5641 - accuracy: 0.5620 - top-5-accuracy: 0.8531
+
+
+```
+
+```
+
+134/176 [=====================>........] - ETA: 6s - loss: 1.5653 - accuracy: 0.5619 - top-5-accuracy: 0.8529
+
+
+```
+
+```
+
+135/176 [======================>.......] - ETA: 6s - loss: 1.5655 - accuracy: 0.5617 - top-5-accuracy: 0.8530
+
+
+```
+
+```
+
+136/176 [======================>.......] - ETA: 6s - loss: 1.5659 - accuracy: 0.5616 - top-5-accuracy: 0.8530
+
+
+```
+
+```
+
+137/176 [======================>.......] - ETA: 6s - loss: 1.5656 - accuracy: 0.5615 - top-5-accuracy: 0.8533
+
+
+```
+
+```
+
+138/176 [======================>.......] - ETA: 6s - loss: 1.5647 - accuracy: 0.5617 - top-5-accuracy: 0.8535
+
+
+```
+
+```
+
+139/176 [======================>.......] - ETA: 5s - loss: 1.5650 - accuracy: 0.5616 - top-5-accuracy: 0.8534
+
+
+```
+
+```
+
+140/176 [======================>.......] - ETA: 5s - loss: 1.5658 - accuracy: 0.5617 - top-5-accuracy: 0.8533
+
+
+```
+
+```
+
+141/176 [=======================>......] - ETA: 5s - loss: 1.5648 - accuracy: 0.5620 - top-5-accuracy: 0.8535
+
+
+```
+
+```
+
+142/176 [=======================>......] - ETA: 5s - loss: 1.5646 - accuracy: 0.5620 - top-5-accuracy: 0.8535
+
+
+```
+
+```
+
+143/176 [=======================>......] - ETA: 5s - loss: 1.5653 - accuracy: 0.5619 - top-5-accuracy: 0.8534
+
+
+```
+
+```
+
+144/176 [=======================>......] - ETA: 5s - loss: 1.5650 - accuracy: 0.5621 - top-5-accuracy: 0.8535
+
+
+```
+
+```
+
+145/176 [=======================>......] - ETA: 4s - loss: 1.5658 - accuracy: 0.5619 - top-5-accuracy: 0.8533
+
+
+```
+
+```
+
+146/176 [=======================>......] - ETA: 4s - loss: 1.5653 - accuracy: 0.5620 - top-5-accuracy: 0.8535
+
+
+```
+
+```
+
+147/176 [========================>.....] - ETA: 4s - loss: 1.5668 - accuracy: 0.5616 - top-5-accuracy: 0.8532
+
+
+```
+
+```
+
+148/176 [========================>.....] - ETA: 4s - loss: 1.5667 - accuracy: 0.5615 - top-5-accuracy: 0.8533
+
+
+```
+
+```
+
+149/176 [========================>.....] - ETA: 4s - loss: 1.5658 - accuracy: 0.5619 - top-5-accuracy: 0.8535
+
+
+```
+
+```
+
+150/176 [========================>.....] - ETA: 4s - loss: 1.5661 - accuracy: 0.5617 - top-5-accuracy: 0.8536
+
+
+```
+
+```
+
+151/176 [========================>.....] - ETA: 3s - loss: 1.5654 - accuracy: 0.5618 - top-5-accuracy: 0.8536
+
+
+```
+
+```
+
+152/176 [========================>.....] - ETA: 3s - loss: 1.5653 - accuracy: 0.5618 - top-5-accuracy: 0.8536
+
+
+```
+
+```
+
+153/176 [=========================>....] - ETA: 3s - loss: 1.5655 - accuracy: 0.5618 - top-5-accuracy: 0.8536
+
+
+```
+
+```
+
+154/176 [=========================>....] - ETA: 3s - loss: 1.5660 - accuracy: 0.5618 - top-5-accuracy: 0.8536
+
+
+```
+
+```
+
+155/176 [=========================>....] - ETA: 3s - loss: 1.5659 - accuracy: 0.5616 - top-5-accuracy: 0.8536
+
+
+```
+
+```
+
+156/176 [=========================>....] - ETA: 3s - loss: 1.5661 - accuracy: 0.5618 - top-5-accuracy: 0.8535
+
+
+```
+
+```
+
+157/176 [=========================>....] - ETA: 3s - loss: 1.5670 - accuracy: 0.5617 - top-5-accuracy: 0.8532
+
+
+```
+
+```
+
+158/176 [=========================>....] - ETA: 2s - loss: 1.5677 - accuracy: 0.5613 - top-5-accuracy: 0.8532
+
+
+```
+
+```
+
+159/176 [==========================>...] - ETA: 2s - loss: 1.5679 - accuracy: 0.5612 - top-5-accuracy: 0.8530
+
+
+```
+
+```
+
+160/176 [==========================>...] - ETA: 2s - loss: 1.5689 - accuracy: 0.5609 - top-5-accuracy: 0.8528
+
+
+```
+
+```
+
+161/176 [==========================>...] - ETA: 2s - loss: 1.5696 - accuracy: 0.5606 - top-5-accuracy: 0.8527
+
+
+```
+
+```
+
+162/176 [==========================>...] - ETA: 2s - loss: 1.5694 - accuracy: 0.5606 - top-5-accuracy: 0.8527
+
+
+```
+
+```
+
+163/176 [==========================>...] - ETA: 2s - loss: 1.5696 - accuracy: 0.5607 - top-5-accuracy: 0.8526
+
+
+```
+
+```
+
+164/176 [==========================>...] - ETA: 1s - loss: 1.5702 - accuracy: 0.5605 - top-5-accuracy: 0.8525
+
+
+```
+
+```
+
+165/176 [===========================>..] - ETA: 1s - loss: 1.5704 - accuracy: 0.5604 - top-5-accuracy: 0.8525
+
+
+```
+
+```
+
+166/176 [===========================>..] - ETA: 1s - loss: 1.5705 - accuracy: 0.5604 - top-5-accuracy: 0.8524
+
+
+```
+
+```
+
+167/176 [===========================>..] - ETA: 1s - loss: 1.5698 - accuracy: 0.5606 - top-5-accuracy: 0.8525
+
+
+```
+
+```
+
+168/176 [===========================>..] - ETA: 1s - loss: 1.5702 - accuracy: 0.5603 - top-5-accuracy: 0.8524
+
+
+```
+
+```
+
+169/176 [===========================>..] - ETA: 1s - loss: 1.5718 - accuracy: 0.5600 - top-5-accuracy: 0.8522
+
+
+```
+
+```
+
+170/176 [===========================>..] - ETA: 0s - loss: 1.5719 - accuracy: 0.5600 - top-5-accuracy: 0.8522
+
+
+```
+
+```
+
+171/176 [============================>.] - ETA: 0s - loss: 1.5715 - accuracy: 0.5600 - top-5-accuracy: 0.8523
+
+
+```
+
+```
+
+172/176 [============================>.] - ETA: 0s - loss: 1.5708 - accuracy: 0.5603 - top-5-accuracy: 0.8524
+
+
+```
+
+```
+
+173/176 [============================>.] - ETA: 0s - loss: 1.5695 - accuracy: 0.5606 - top-5-accuracy: 0.8528
+
+
+```
+
+```
+
+174/176 [============================>.] - ETA: 0s - loss: 1.5692 - accuracy: 0.5606 - top-5-accuracy: 0.8528
+
+
+```
+
+```
+
+175/176 [============================>.] - ETA: 0s - loss: 1.5687 - accuracy: 0.5608 - top-5-accuracy: 0.8527
+
+
+```
+
+```
+
+176/176 [==============================] - ETA: 0s - loss: 1.5685 - accuracy: 0.5607 - top-5-accuracy: 0.8528
+
+
+```
+
+```
+
+176/176 [==============================] - 29s 164ms/step - loss: 1.5685 - accuracy: 0.5607 - top-5-accuracy: 0.8528 - val_loss: 1.9429 - val_accuracy: 0.4946 - val_top-5-accuracy: 0.7886
+
+
+
+```
+Epoch 35/50
+
+```
+
+
+ 1/176 [..............................] - ETA: 27s - loss: 1.5459 - accuracy: 0.5703 - top-5-accuracy: 0.8711
+
+
+```
+
+```
+
+ 2/176 [..............................] - ETA: 27s - loss: 1.5498 - accuracy: 0.5664 - top-5-accuracy: 0.8555
+
+
+```
+
+```
+
+ 3/176 [..............................] - ETA: 27s - loss: 1.5027 - accuracy: 0.5846 - top-5-accuracy: 0.8607
+
+
+```
+
+```
+
+ 4/176 [..............................] - ETA: 27s - loss: 1.4794 - accuracy: 0.5879 - top-5-accuracy: 0.8682
+
+
+```
+
+```
+
+ 5/176 [..............................] - ETA: 27s - loss: 1.4461 - accuracy: 0.5953 - top-5-accuracy: 0.8719
+
+
+```
+
+```
+
+ 6/176 [>.............................] - ETA: 26s - loss: 1.4672 - accuracy: 0.5918 - top-5-accuracy: 0.8685
+
+
+```
+
+```
+
+ 7/176 [>.............................] - ETA: 26s - loss: 1.4802 - accuracy: 0.5876 - top-5-accuracy: 0.8661
+
+
+```
+
+```
+
+ 8/176 [>.............................] - ETA: 26s - loss: 1.4976 - accuracy: 0.5811 - top-5-accuracy: 0.8643
+
+
+```
+
+```
+
+ 9/176 [>.............................] - ETA: 26s - loss: 1.4958 - accuracy: 0.5838 - top-5-accuracy: 0.8641
+
+
+```
+
+```
+
+ 10/176 [>.............................] - ETA: 26s - loss: 1.4755 - accuracy: 0.5883 - top-5-accuracy: 0.8680
+
+
+```
+
+```
+
+ 11/176 [>.............................] - ETA: 26s - loss: 1.4812 - accuracy: 0.5852 - top-5-accuracy: 0.8690
+
+
+```
+
+```
+
+ 12/176 [=>............................] - ETA: 25s - loss: 1.4765 - accuracy: 0.5859 - top-5-accuracy: 0.8695
+
+
+```
+
+```
+
+ 13/176 [=>............................] - ETA: 25s - loss: 1.4757 - accuracy: 0.5847 - top-5-accuracy: 0.8687
+
+
+```
+
+```
+
+ 14/176 [=>............................] - ETA: 25s - loss: 1.4677 - accuracy: 0.5868 - top-5-accuracy: 0.8697
+
+
+```
+
+```
+
+ 15/176 [=>............................] - ETA: 25s - loss: 1.4669 - accuracy: 0.5859 - top-5-accuracy: 0.8698
+
+
+```
+
+```
+
+ 16/176 [=>............................] - ETA: 25s - loss: 1.4667 - accuracy: 0.5864 - top-5-accuracy: 0.8684
+
+
+```
+
+```
+
+ 17/176 [=>............................] - ETA: 25s - loss: 1.4705 - accuracy: 0.5862 - top-5-accuracy: 0.8670
+
+
+```
+
+```
+
+ 18/176 [==>...........................] - ETA: 24s - loss: 1.4707 - accuracy: 0.5868 - top-5-accuracy: 0.8678
+
+
+```
+
+```
+
+ 19/176 [==>...........................] - ETA: 24s - loss: 1.4751 - accuracy: 0.5855 - top-5-accuracy: 0.8682
+
+
+```
+
+```
+
+ 20/176 [==>...........................] - ETA: 24s - loss: 1.4784 - accuracy: 0.5850 - top-5-accuracy: 0.8674
+
+
+```
+
+```
+
+ 21/176 [==>...........................] - ETA: 24s - loss: 1.4830 - accuracy: 0.5844 - top-5-accuracy: 0.8674
+
+
+```
+
+```
+
+ 22/176 [==>...........................] - ETA: 24s - loss: 1.4931 - accuracy: 0.5831 - top-5-accuracy: 0.8659
+
+
+```
+
+```
+
+ 23/176 [==>...........................] - ETA: 24s - loss: 1.4849 - accuracy: 0.5856 - top-5-accuracy: 0.8667
+
+
+```
+
+```
+
+ 24/176 [===>..........................] - ETA: 24s - loss: 1.4814 - accuracy: 0.5851 - top-5-accuracy: 0.8677
+
+
+```
+
+```
+
+ 25/176 [===>..........................] - ETA: 23s - loss: 1.4840 - accuracy: 0.5847 - top-5-accuracy: 0.8675
+
+
+```
+
+```
+
+ 26/176 [===>..........................] - ETA: 23s - loss: 1.4828 - accuracy: 0.5855 - top-5-accuracy: 0.8682
+
+
+```
+
+```
+
+ 27/176 [===>..........................] - ETA: 23s - loss: 1.4823 - accuracy: 0.5849 - top-5-accuracy: 0.8689
+
+
+```
+
+```
+
+ 28/176 [===>..........................] - ETA: 23s - loss: 1.4801 - accuracy: 0.5859 - top-5-accuracy: 0.8687
+
+
+```
+
+```
+
+ 29/176 [===>..........................] - ETA: 23s - loss: 1.4811 - accuracy: 0.5847 - top-5-accuracy: 0.8689
+
+
+```
+
+```
+
+ 30/176 [====>.........................] - ETA: 23s - loss: 1.4783 - accuracy: 0.5855 - top-5-accuracy: 0.8690
+
+
+```
+
+```
+
+ 31/176 [====>.........................] - ETA: 22s - loss: 1.4777 - accuracy: 0.5848 - top-5-accuracy: 0.8695
+
+
+```
+
+```
+
+ 32/176 [====>.........................] - ETA: 22s - loss: 1.4784 - accuracy: 0.5847 - top-5-accuracy: 0.8693
+
+
+```
+
+```
+
+ 33/176 [====>.........................] - ETA: 22s - loss: 1.4800 - accuracy: 0.5850 - top-5-accuracy: 0.8690
+
+
+```
+
+```
+
+ 34/176 [====>.........................] - ETA: 22s - loss: 1.4796 - accuracy: 0.5842 - top-5-accuracy: 0.8693
+
+
+```
+
+```
+
+ 35/176 [====>.........................] - ETA: 22s - loss: 1.4821 - accuracy: 0.5825 - top-5-accuracy: 0.8695
+
+
+```
+
+```
+
+ 36/176 [=====>........................] - ETA: 22s - loss: 1.4837 - accuracy: 0.5817 - top-5-accuracy: 0.8698
+
+
+```
+
+```
+
+ 37/176 [=====>........................] - ETA: 21s - loss: 1.4838 - accuracy: 0.5823 - top-5-accuracy: 0.8692
+
+
+```
+
+```
+
+ 38/176 [=====>........................] - ETA: 21s - loss: 1.4855 - accuracy: 0.5815 - top-5-accuracy: 0.8686
+
+
+```
+
+```
+
+ 39/176 [=====>........................] - ETA: 21s - loss: 1.4864 - accuracy: 0.5811 - top-5-accuracy: 0.8678
+
+
+```
+
+```
+
+ 40/176 [=====>........................] - ETA: 21s - loss: 1.4845 - accuracy: 0.5812 - top-5-accuracy: 0.8687
+
+
+```
+
+```
+
+ 41/176 [=====>........................] - ETA: 21s - loss: 1.4861 - accuracy: 0.5803 - top-5-accuracy: 0.8687
+
+
+```
+
+```
+
+ 42/176 [======>.......................] - ETA: 21s - loss: 1.4915 - accuracy: 0.5796 - top-5-accuracy: 0.8683
+
+
+```
+
+```
+
+ 43/176 [======>.......................] - ETA: 21s - loss: 1.4915 - accuracy: 0.5799 - top-5-accuracy: 0.8678
+
+
+```
+
+```
+
+ 44/176 [======>.......................] - ETA: 20s - loss: 1.4925 - accuracy: 0.5795 - top-5-accuracy: 0.8676
+
+
+```
+
+```
+
+ 45/176 [======>.......................] - ETA: 20s - loss: 1.4943 - accuracy: 0.5794 - top-5-accuracy: 0.8674
+
+
+```
+
+```
+
+ 46/176 [======>.......................] - ETA: 20s - loss: 1.4968 - accuracy: 0.5787 - top-5-accuracy: 0.8667
+
+
+```
+
+```
+
+ 47/176 [=======>......................] - ETA: 20s - loss: 1.4963 - accuracy: 0.5790 - top-5-accuracy: 0.8659
+
+
+```
+
+```
+
+ 48/176 [=======>......................] - ETA: 20s - loss: 1.4972 - accuracy: 0.5788 - top-5-accuracy: 0.8657
+
+
+```
+
+```
+
+ 49/176 [=======>......................] - ETA: 20s - loss: 1.5027 - accuracy: 0.5781 - top-5-accuracy: 0.8646
+
+
+```
+
+```
+
+ 50/176 [=======>......................] - ETA: 19s - loss: 1.5000 - accuracy: 0.5789 - top-5-accuracy: 0.8645
+
+
+```
+
+```
+
+ 51/176 [=======>......................] - ETA: 19s - loss: 1.4984 - accuracy: 0.5787 - top-5-accuracy: 0.8646
+
+
+```
+
+```
+
+ 52/176 [=======>......................] - ETA: 19s - loss: 1.4986 - accuracy: 0.5787 - top-5-accuracy: 0.8640
+
+
+```
+
+```
+
+ 53/176 [========>.....................] - ETA: 19s - loss: 1.5029 - accuracy: 0.5775 - top-5-accuracy: 0.8634
+
+
+```
+
+```
+
+ 54/176 [========>.....................] - ETA: 19s - loss: 1.5033 - accuracy: 0.5773 - top-5-accuracy: 0.8636
+
+
+```
+
+```
+
+ 55/176 [========>.....................] - ETA: 19s - loss: 1.5035 - accuracy: 0.5778 - top-5-accuracy: 0.8634
+
+
+```
+
+```
+
+ 56/176 [========>.....................] - ETA: 18s - loss: 1.5036 - accuracy: 0.5777 - top-5-accuracy: 0.8632
+
+
+```
+
+```
+
+ 57/176 [========>.....................] - ETA: 18s - loss: 1.5058 - accuracy: 0.5772 - top-5-accuracy: 0.8630
+
+
+```
+
+```
+
+ 58/176 [========>.....................] - ETA: 18s - loss: 1.5035 - accuracy: 0.5776 - top-5-accuracy: 0.8633
+
+
+```
+
+```
+
+ 59/176 [=========>....................] - ETA: 18s - loss: 1.5031 - accuracy: 0.5771 - top-5-accuracy: 0.8632
+
+
+```
+
+```
+
+ 60/176 [=========>....................] - ETA: 18s - loss: 1.5031 - accuracy: 0.5772 - top-5-accuracy: 0.8635
+
+
+```
+
+```
+
+ 61/176 [=========>....................] - ETA: 18s - loss: 1.5050 - accuracy: 0.5767 - top-5-accuracy: 0.8633
+
+
+```
+
+```
+
+ 62/176 [=========>....................] - ETA: 18s - loss: 1.5051 - accuracy: 0.5763 - top-5-accuracy: 0.8632
+
+
+```
+
+```
+
+ 63/176 [=========>....................] - ETA: 17s - loss: 1.5071 - accuracy: 0.5758 - top-5-accuracy: 0.8623
+
+
+```
+
+```
+
+ 64/176 [=========>....................] - ETA: 17s - loss: 1.5065 - accuracy: 0.5760 - top-5-accuracy: 0.8619
+
+
+```
+
+```
+
+ 65/176 [==========>...................] - ETA: 17s - loss: 1.5040 - accuracy: 0.5767 - top-5-accuracy: 0.8623
+
+
+```
+
+```
+
+ 66/176 [==========>...................] - ETA: 17s - loss: 1.5059 - accuracy: 0.5762 - top-5-accuracy: 0.8620
+
+
+```
+
+```
+
+ 67/176 [==========>...................] - ETA: 17s - loss: 1.5058 - accuracy: 0.5765 - top-5-accuracy: 0.8619
+
+
+```
+
+```
+
+ 68/176 [==========>...................] - ETA: 17s - loss: 1.5075 - accuracy: 0.5758 - top-5-accuracy: 0.8617
+
+
+```
+
+```
+
+ 69/176 [==========>...................] - ETA: 16s - loss: 1.5071 - accuracy: 0.5758 - top-5-accuracy: 0.8620
+
+
+```
+
+```
+
+ 70/176 [==========>...................] - ETA: 16s - loss: 1.5073 - accuracy: 0.5756 - top-5-accuracy: 0.8618
+
+
+```
+
+```
+
+ 71/176 [===========>..................] - ETA: 16s - loss: 1.5079 - accuracy: 0.5753 - top-5-accuracy: 0.8617
+
+
+```
+
+```
+
+ 72/176 [===========>..................] - ETA: 16s - loss: 1.5075 - accuracy: 0.5751 - top-5-accuracy: 0.8617
+
+
+```
+
+```
+
+ 73/176 [===========>..................] - ETA: 16s - loss: 1.5045 - accuracy: 0.5752 - top-5-accuracy: 0.8622
+
+
+```
+
+```
+
+ 74/176 [===========>..................] - ETA: 16s - loss: 1.5059 - accuracy: 0.5749 - top-5-accuracy: 0.8620
+
+
+```
+
+```
+
+ 75/176 [===========>..................] - ETA: 15s - loss: 1.5065 - accuracy: 0.5751 - top-5-accuracy: 0.8618
+
+
+```
+
+```
+
+ 76/176 [===========>..................] - ETA: 15s - loss: 1.5052 - accuracy: 0.5757 - top-5-accuracy: 0.8622
+
+
+```
+
+```
+
+ 77/176 [============>.................] - ETA: 15s - loss: 1.5046 - accuracy: 0.5756 - top-5-accuracy: 0.8623
+
+
+```
+
+```
+
+ 78/176 [============>.................] - ETA: 15s - loss: 1.5058 - accuracy: 0.5752 - top-5-accuracy: 0.8619
+
+
+```
+
+```
+
+ 79/176 [============>.................] - ETA: 15s - loss: 1.5073 - accuracy: 0.5748 - top-5-accuracy: 0.8618
+
+
+```
+
+```
+
+ 80/176 [============>.................] - ETA: 15s - loss: 1.5068 - accuracy: 0.5751 - top-5-accuracy: 0.8617
+
+
+```
+
+```
+
+ 81/176 [============>.................] - ETA: 15s - loss: 1.5085 - accuracy: 0.5751 - top-5-accuracy: 0.8610
+
+
+```
+
+```
+
+ 82/176 [============>.................] - ETA: 14s - loss: 1.5064 - accuracy: 0.5760 - top-5-accuracy: 0.8613
+
+
+```
+
+```
+
+ 83/176 [=============>................] - ETA: 14s - loss: 1.5059 - accuracy: 0.5767 - top-5-accuracy: 0.8614
+
+
+```
+
+```
+
+ 84/176 [=============>................] - ETA: 14s - loss: 1.5053 - accuracy: 0.5767 - top-5-accuracy: 0.8617
+
+
+```
+
+```
+
+ 85/176 [=============>................] - ETA: 14s - loss: 1.5051 - accuracy: 0.5769 - top-5-accuracy: 0.8615
+
+
+```
+
+```
+
+ 86/176 [=============>................] - ETA: 14s - loss: 1.5048 - accuracy: 0.5770 - top-5-accuracy: 0.8615
+
+
+```
+
+```
+
+ 87/176 [=============>................] - ETA: 14s - loss: 1.5045 - accuracy: 0.5772 - top-5-accuracy: 0.8615
+
+
+```
+
+```
+
+ 88/176 [==============>...............] - ETA: 13s - loss: 1.5038 - accuracy: 0.5773 - top-5-accuracy: 0.8615
+
+
+```
+
+```
+
+ 89/176 [==============>...............] - ETA: 13s - loss: 1.5030 - accuracy: 0.5772 - top-5-accuracy: 0.8617
+
+
+```
+
+```
+
+ 90/176 [==============>...............] - ETA: 13s - loss: 1.5038 - accuracy: 0.5770 - top-5-accuracy: 0.8615
+
+
+```
+
+```
+
+ 91/176 [==============>...............] - ETA: 13s - loss: 1.5034 - accuracy: 0.5771 - top-5-accuracy: 0.8611
+
+
+```
+
+```
+
+ 92/176 [==============>...............] - ETA: 13s - loss: 1.5052 - accuracy: 0.5770 - top-5-accuracy: 0.8609
+
+
+```
+
+```
+
+ 93/176 [==============>...............] - ETA: 13s - loss: 1.5048 - accuracy: 0.5770 - top-5-accuracy: 0.8609
+
+
+```
+
+```
+
+ 94/176 [===============>..............] - ETA: 12s - loss: 1.5044 - accuracy: 0.5772 - top-5-accuracy: 0.8607
+
+
+```
+
+```
+
+ 95/176 [===============>..............] - ETA: 12s - loss: 1.5065 - accuracy: 0.5769 - top-5-accuracy: 0.8602
+
+
+```
+
+```
+
+ 96/176 [===============>..............] - ETA: 12s - loss: 1.5064 - accuracy: 0.5767 - top-5-accuracy: 0.8601
+
+
+```
+
+```
+
+ 97/176 [===============>..............] - ETA: 12s - loss: 1.5062 - accuracy: 0.5768 - top-5-accuracy: 0.8600
+
+
+```
+
+```
+
+ 98/176 [===============>..............] - ETA: 12s - loss: 1.5057 - accuracy: 0.5768 - top-5-accuracy: 0.8603
+
+
+```
+
+```
+
+ 99/176 [===============>..............] - ETA: 12s - loss: 1.5060 - accuracy: 0.5767 - top-5-accuracy: 0.8604
+
+
+```
+
+```
+
+100/176 [================>.............] - ETA: 12s - loss: 1.5071 - accuracy: 0.5763 - top-5-accuracy: 0.8607
+
+
+```
+
+```
+
+101/176 [================>.............] - ETA: 11s - loss: 1.5081 - accuracy: 0.5759 - top-5-accuracy: 0.8606
+
+
+```
+
+```
+
+102/176 [================>.............] - ETA: 11s - loss: 1.5103 - accuracy: 0.5752 - top-5-accuracy: 0.8601
+
+
+```
+
+```
+
+103/176 [================>.............] - ETA: 11s - loss: 1.5110 - accuracy: 0.5752 - top-5-accuracy: 0.8599
+
+
+```
+
+```
+
+104/176 [================>.............] - ETA: 11s - loss: 1.5112 - accuracy: 0.5749 - top-5-accuracy: 0.8600
+
+
+```
+
+```
+
+105/176 [================>.............] - ETA: 11s - loss: 1.5112 - accuracy: 0.5749 - top-5-accuracy: 0.8600
+
+
+```
+
+```
+
+106/176 [=================>............] - ETA: 11s - loss: 1.5122 - accuracy: 0.5746 - top-5-accuracy: 0.8601
+
+
+```
+
+```
+
+107/176 [=================>............] - ETA: 10s - loss: 1.5119 - accuracy: 0.5746 - top-5-accuracy: 0.8601
+
+
+```
+
+```
+
+108/176 [=================>............] - ETA: 10s - loss: 1.5113 - accuracy: 0.5750 - top-5-accuracy: 0.8600
+
+
+```
+
+```
+
+109/176 [=================>............] - ETA: 10s - loss: 1.5122 - accuracy: 0.5745 - top-5-accuracy: 0.8599
+
+
+```
+
+```
+
+110/176 [=================>............] - ETA: 10s - loss: 1.5128 - accuracy: 0.5740 - top-5-accuracy: 0.8599
+
+
+```
+
+```
+
+111/176 [=================>............] - ETA: 10s - loss: 1.5130 - accuracy: 0.5739 - top-5-accuracy: 0.8599
+
+
+```
+
+```
+
+112/176 [==================>...........] - ETA: 10s - loss: 1.5133 - accuracy: 0.5738 - top-5-accuracy: 0.8595
+
+
+```
+
+```
+
+113/176 [==================>...........] - ETA: 9s - loss: 1.5135 - accuracy: 0.5737 - top-5-accuracy: 0.8596
+
+
+```
+
+```
+
+114/176 [==================>...........] - ETA: 9s - loss: 1.5136 - accuracy: 0.5735 - top-5-accuracy: 0.8596
+
+
+```
+
+```
+
+115/176 [==================>...........] - ETA: 9s - loss: 1.5136 - accuracy: 0.5737 - top-5-accuracy: 0.8595
+
+
+```
+
+```
+
+116/176 [==================>...........] - ETA: 9s - loss: 1.5131 - accuracy: 0.5738 - top-5-accuracy: 0.8596
+
+
+```
+
+```
+
+117/176 [==================>...........] - ETA: 9s - loss: 1.5119 - accuracy: 0.5742 - top-5-accuracy: 0.8598
+
+
+```
+
+```
+
+118/176 [===================>..........] - ETA: 9s - loss: 1.5127 - accuracy: 0.5740 - top-5-accuracy: 0.8595
+
+
+```
+
+```
+
+119/176 [===================>..........] - ETA: 9s - loss: 1.5128 - accuracy: 0.5742 - top-5-accuracy: 0.8595
+
+
+```
+
+```
+
+120/176 [===================>..........] - ETA: 8s - loss: 1.5119 - accuracy: 0.5745 - top-5-accuracy: 0.8597
+
+
+```
+
+```
+
+121/176 [===================>..........] - ETA: 8s - loss: 1.5124 - accuracy: 0.5745 - top-5-accuracy: 0.8596
+
+
+```
+
+```
+
+122/176 [===================>..........] - ETA: 8s - loss: 1.5119 - accuracy: 0.5745 - top-5-accuracy: 0.8596
+
+
+```
+
+```
+
+123/176 [===================>..........] - ETA: 8s - loss: 1.5137 - accuracy: 0.5742 - top-5-accuracy: 0.8594
+
+
+```
+
+```
+
+124/176 [====================>.........] - ETA: 8s - loss: 1.5139 - accuracy: 0.5739 - top-5-accuracy: 0.8594
+
+
+```
+
+```
+
+125/176 [====================>.........] - ETA: 8s - loss: 1.5156 - accuracy: 0.5738 - top-5-accuracy: 0.8590
+
+
+```
+
+```
+
+126/176 [====================>.........] - ETA: 7s - loss: 1.5155 - accuracy: 0.5734 - top-5-accuracy: 0.8590
+
+
+```
+
+```
+
+127/176 [====================>.........] - ETA: 7s - loss: 1.5173 - accuracy: 0.5730 - top-5-accuracy: 0.8589
+
+
+```
+
+```
+
+128/176 [====================>.........] - ETA: 7s - loss: 1.5189 - accuracy: 0.5728 - top-5-accuracy: 0.8588
+
+
+```
+
+```
+
+129/176 [====================>.........] - ETA: 7s - loss: 1.5191 - accuracy: 0.5728 - top-5-accuracy: 0.8587
+
+
+```
+
+```
+
+130/176 [=====================>........] - ETA: 7s - loss: 1.5193 - accuracy: 0.5726 - top-5-accuracy: 0.8589
+
+
+```
+
+```
+
+131/176 [=====================>........] - ETA: 7s - loss: 1.5192 - accuracy: 0.5725 - top-5-accuracy: 0.8588
+
+
+```
+
+```
+
+132/176 [=====================>........] - ETA: 6s - loss: 1.5199 - accuracy: 0.5723 - top-5-accuracy: 0.8588
+
+
+```
+
+```
+
+133/176 [=====================>........] - ETA: 6s - loss: 1.5207 - accuracy: 0.5720 - top-5-accuracy: 0.8588
+
+
+```
+
+```
+
+134/176 [=====================>........] - ETA: 6s - loss: 1.5205 - accuracy: 0.5721 - top-5-accuracy: 0.8587
+
+
+```
+
+```
+
+135/176 [======================>.......] - ETA: 6s - loss: 1.5203 - accuracy: 0.5722 - top-5-accuracy: 0.8589
+
+
+```
+
+```
+
+136/176 [======================>.......] - ETA: 6s - loss: 1.5212 - accuracy: 0.5719 - top-5-accuracy: 0.8587
+
+
+```
+
+```
+
+137/176 [======================>.......] - ETA: 6s - loss: 1.5228 - accuracy: 0.5717 - top-5-accuracy: 0.8584
+
+
+```
+
+```
+
+138/176 [======================>.......] - ETA: 6s - loss: 1.5241 - accuracy: 0.5714 - top-5-accuracy: 0.8579
+
+
+```
+
+```
+
+139/176 [======================>.......] - ETA: 5s - loss: 1.5256 - accuracy: 0.5710 - top-5-accuracy: 0.8577
+
+
+```
+
+```
+
+140/176 [======================>.......] - ETA: 5s - loss: 1.5260 - accuracy: 0.5709 - top-5-accuracy: 0.8577
+
+
+```
+
+```
+
+141/176 [=======================>......] - ETA: 5s - loss: 1.5267 - accuracy: 0.5707 - top-5-accuracy: 0.8574
+
+
+```
+
+```
+
+142/176 [=======================>......] - ETA: 5s - loss: 1.5254 - accuracy: 0.5713 - top-5-accuracy: 0.8576
+
+
+```
+
+```
+
+143/176 [=======================>......] - ETA: 5s - loss: 1.5255 - accuracy: 0.5711 - top-5-accuracy: 0.8577
+
+
+```
+
+```
+
+144/176 [=======================>......] - ETA: 5s - loss: 1.5264 - accuracy: 0.5706 - top-5-accuracy: 0.8578
+
+
+```
+
+```
+
+145/176 [=======================>......] - ETA: 4s - loss: 1.5266 - accuracy: 0.5707 - top-5-accuracy: 0.8578
+
+
+```
+
+```
+
+146/176 [=======================>......] - ETA: 4s - loss: 1.5263 - accuracy: 0.5706 - top-5-accuracy: 0.8579
+
+
+```
+
+```
+
+147/176 [========================>.....] - ETA: 4s - loss: 1.5259 - accuracy: 0.5706 - top-5-accuracy: 0.8579
+
+
+```
+
+```
+
+148/176 [========================>.....] - ETA: 4s - loss: 1.5248 - accuracy: 0.5710 - top-5-accuracy: 0.8580
+
+
+```
+
+```
+
+149/176 [========================>.....] - ETA: 4s - loss: 1.5249 - accuracy: 0.5710 - top-5-accuracy: 0.8579
+
+
+```
+
+```
+
+150/176 [========================>.....] - ETA: 4s - loss: 1.5247 - accuracy: 0.5713 - top-5-accuracy: 0.8581
+
+
+```
+
+```
+
+151/176 [========================>.....] - ETA: 3s - loss: 1.5255 - accuracy: 0.5711 - top-5-accuracy: 0.8581
+
+
+```
+
+```
+
+152/176 [========================>.....] - ETA: 3s - loss: 1.5264 - accuracy: 0.5707 - top-5-accuracy: 0.8579
+
+
+```
+
+```
+
+153/176 [=========================>....] - ETA: 3s - loss: 1.5265 - accuracy: 0.5708 - top-5-accuracy: 0.8580
+
+
+```
+
+```
+
+154/176 [=========================>....] - ETA: 3s - loss: 1.5267 - accuracy: 0.5708 - top-5-accuracy: 0.8579
+
+
+```
+
+```
+
+155/176 [=========================>....] - ETA: 3s - loss: 1.5276 - accuracy: 0.5707 - top-5-accuracy: 0.8577
+
+
+```
+
+```
+
+156/176 [=========================>....] - ETA: 3s - loss: 1.5280 - accuracy: 0.5706 - top-5-accuracy: 0.8577
+
+
+```
+
+```
+
+157/176 [=========================>....] - ETA: 3s - loss: 1.5285 - accuracy: 0.5704 - top-5-accuracy: 0.8577
+
+
+```
+
+```
+
+158/176 [=========================>....] - ETA: 2s - loss: 1.5288 - accuracy: 0.5704 - top-5-accuracy: 0.8576
+
+
+```
+
+```
+
+159/176 [==========================>...] - ETA: 2s - loss: 1.5286 - accuracy: 0.5706 - top-5-accuracy: 0.8577
+
+
+```
+
+```
+
+160/176 [==========================>...] - ETA: 2s - loss: 1.5285 - accuracy: 0.5707 - top-5-accuracy: 0.8576
+
+
+```
+
+```
+
+161/176 [==========================>...] - ETA: 2s - loss: 1.5283 - accuracy: 0.5708 - top-5-accuracy: 0.8577
+
+
+```
+
+```
+
+162/176 [==========================>...] - ETA: 2s - loss: 1.5278 - accuracy: 0.5711 - top-5-accuracy: 0.8578
+
+
+```
+
+```
+
+163/176 [==========================>...] - ETA: 2s - loss: 1.5269 - accuracy: 0.5713 - top-5-accuracy: 0.8579
+
+
+```
+
+```
+
+164/176 [==========================>...] - ETA: 1s - loss: 1.5267 - accuracy: 0.5713 - top-5-accuracy: 0.8581
+
+
+```
+
+```
+
+165/176 [===========================>..] - ETA: 1s - loss: 1.5266 - accuracy: 0.5710 - top-5-accuracy: 0.8583
+
+
+```
+
+```
+
+166/176 [===========================>..] - ETA: 1s - loss: 1.5265 - accuracy: 0.5713 - top-5-accuracy: 0.8581
+
+
+```
+
+```
+
+167/176 [===========================>..] - ETA: 1s - loss: 1.5271 - accuracy: 0.5711 - top-5-accuracy: 0.8580
+
+
+```
+
+```
+
+168/176 [===========================>..] - ETA: 1s - loss: 1.5274 - accuracy: 0.5709 - top-5-accuracy: 0.8580
+
+
+```
+
+```
+
+169/176 [===========================>..] - ETA: 1s - loss: 1.5279 - accuracy: 0.5709 - top-5-accuracy: 0.8578
+
+
+```
+
+```
+
+170/176 [===========================>..] - ETA: 0s - loss: 1.5285 - accuracy: 0.5707 - top-5-accuracy: 0.8577
+
+
+```
+
+```
+
+171/176 [============================>.] - ETA: 0s - loss: 1.5293 - accuracy: 0.5706 - top-5-accuracy: 0.8575
+
+
+```
+
+```
+
+172/176 [============================>.] - ETA: 0s - loss: 1.5297 - accuracy: 0.5707 - top-5-accuracy: 0.8574
+
+
+```
+
+```
+
+173/176 [============================>.] - ETA: 0s - loss: 1.5304 - accuracy: 0.5707 - top-5-accuracy: 0.8574
+
+
+```
+
+```
+
+174/176 [============================>.] - ETA: 0s - loss: 1.5317 - accuracy: 0.5705 - top-5-accuracy: 0.8570
+
+
+```
+
+```
+
+175/176 [============================>.] - ETA: 0s - loss: 1.5319 - accuracy: 0.5703 - top-5-accuracy: 0.8571
+
+
+```
+
+```
+
+176/176 [==============================] - ETA: 0s - loss: 1.5322 - accuracy: 0.5702 - top-5-accuracy: 0.8570
+
+
+```
+
+```
+
+176/176 [==============================] - 29s 164ms/step - loss: 1.5322 - accuracy: 0.5702 - top-5-accuracy: 0.8570 - val_loss: 1.9882 - val_accuracy: 0.4906 - val_top-5-accuracy: 0.7760
+
+
+
+```
+Epoch 36/50
+
+```
+
+
+ 1/176 [..............................] - ETA: 27s - loss: 1.3793 - accuracy: 0.6016 - top-5-accuracy: 0.8945
+
+
+```
+
+```
+
+ 2/176 [..............................] - ETA: 27s - loss: 1.4026 - accuracy: 0.6133 - top-5-accuracy: 0.8906
+
+
+```
+
+```
+
+ 3/176 [..............................] - ETA: 27s - loss: 1.3913 - accuracy: 0.6172 - top-5-accuracy: 0.8867
+
+
+```
+
+```
+
+ 4/176 [..............................] - ETA: 27s - loss: 1.4123 - accuracy: 0.6064 - top-5-accuracy: 0.8848
+
+
+```
+
+```
+
+ 5/176 [..............................] - ETA: 26s - loss: 1.4004 - accuracy: 0.6109 - top-5-accuracy: 0.8820
+
+
+```
+
+```
+
+ 6/176 [>.............................] - ETA: 26s - loss: 1.3993 - accuracy: 0.6061 - top-5-accuracy: 0.8802
+
+
+```
+
+```
+
+ 7/176 [>.............................] - ETA: 26s - loss: 1.4261 - accuracy: 0.6010 - top-5-accuracy: 0.8767
+
+
+```
+
+```
+
+ 8/176 [>.............................] - ETA: 26s - loss: 1.4099 - accuracy: 0.6064 - top-5-accuracy: 0.8765
+
+
+```
+
+```
+
+ 9/176 [>.............................] - ETA: 26s - loss: 1.4006 - accuracy: 0.6063 - top-5-accuracy: 0.8789
+
+
+```
+
+```
+
+ 10/176 [>.............................] - ETA: 26s - loss: 1.3974 - accuracy: 0.6090 - top-5-accuracy: 0.8773
+
+
+```
+
+```
+
+ 11/176 [>.............................] - ETA: 26s - loss: 1.4081 - accuracy: 0.6062 - top-5-accuracy: 0.8761
+
+
+```
+
+```
+
+ 12/176 [=>............................] - ETA: 25s - loss: 1.4183 - accuracy: 0.6068 - top-5-accuracy: 0.8743
+
+
+```
+
+```
+
+ 13/176 [=>............................] - ETA: 25s - loss: 1.4093 - accuracy: 0.6076 - top-5-accuracy: 0.8750
+
+
+```
+
+```
+
+ 14/176 [=>............................] - ETA: 25s - loss: 1.4170 - accuracy: 0.6041 - top-5-accuracy: 0.8750
+
+
+```
+
+```
+
+ 15/176 [=>............................] - ETA: 25s - loss: 1.4149 - accuracy: 0.6026 - top-5-accuracy: 0.8750
+
+
+```
+
+```
+
+ 16/176 [=>............................] - ETA: 25s - loss: 1.4181 - accuracy: 0.6023 - top-5-accuracy: 0.8748
+
+
+```
+
+```
+
+ 17/176 [=>............................] - ETA: 25s - loss: 1.4169 - accuracy: 0.6006 - top-5-accuracy: 0.8757
+
+
+```
+
+```
+
+ 18/176 [==>...........................] - ETA: 25s - loss: 1.4227 - accuracy: 0.5966 - top-5-accuracy: 0.8748
+
+
+```
+
+```
+
+ 19/176 [==>...........................] - ETA: 24s - loss: 1.4316 - accuracy: 0.5938 - top-5-accuracy: 0.8727
+
+
+```
+
+```
+
+ 20/176 [==>...........................] - ETA: 24s - loss: 1.4286 - accuracy: 0.5943 - top-5-accuracy: 0.8734
+
+
+```
+
+```
+
+ 21/176 [==>...........................] - ETA: 24s - loss: 1.4270 - accuracy: 0.5943 - top-5-accuracy: 0.8741
+
+
+```
+
+```
+
+ 22/176 [==>...........................] - ETA: 24s - loss: 1.4259 - accuracy: 0.5950 - top-5-accuracy: 0.8736
+
+
+```
+
+```
+
+ 23/176 [==>...........................] - ETA: 24s - loss: 1.4254 - accuracy: 0.5941 - top-5-accuracy: 0.8738
+
+
+```
+
+```
+
+ 24/176 [===>..........................] - ETA: 24s - loss: 1.4280 - accuracy: 0.5941 - top-5-accuracy: 0.8727
+
+
+```
+
+```
+
+ 25/176 [===>..........................] - ETA: 23s - loss: 1.4305 - accuracy: 0.5938 - top-5-accuracy: 0.8723
+
+
+```
+
+```
+
+ 26/176 [===>..........................] - ETA: 23s - loss: 1.4321 - accuracy: 0.5936 - top-5-accuracy: 0.8727
+
+
+```
+
+```
+
+ 27/176 [===>..........................] - ETA: 23s - loss: 1.4353 - accuracy: 0.5939 - top-5-accuracy: 0.8728
+
+
+```
+
+```
+
+ 28/176 [===>..........................] - ETA: 23s - loss: 1.4320 - accuracy: 0.5942 - top-5-accuracy: 0.8729
+
+
+```
+
+```
+
+ 29/176 [===>..........................] - ETA: 23s - loss: 1.4302 - accuracy: 0.5951 - top-5-accuracy: 0.8728
+
+
+```
+
+```
+
+ 30/176 [====>.........................] - ETA: 23s - loss: 1.4348 - accuracy: 0.5932 - top-5-accuracy: 0.8720
+
+
+```
+
+```
+
+ 31/176 [====>.........................] - ETA: 22s - loss: 1.4357 - accuracy: 0.5932 - top-5-accuracy: 0.8717
+
+
+```
+
+```
+
+ 32/176 [====>.........................] - ETA: 22s - loss: 1.4336 - accuracy: 0.5942 - top-5-accuracy: 0.8718
+
+
+```
+
+```
+
+ 33/176 [====>.........................] - ETA: 22s - loss: 1.4383 - accuracy: 0.5933 - top-5-accuracy: 0.8716
+
+
+```
+
+```
+
+ 34/176 [====>.........................] - ETA: 22s - loss: 1.4362 - accuracy: 0.5935 - top-5-accuracy: 0.8722
+
+
+```
+
+```
+
+ 35/176 [====>.........................] - ETA: 22s - loss: 1.4399 - accuracy: 0.5932 - top-5-accuracy: 0.8717
+
+
+```
+
+```
+
+ 36/176 [=====>........................] - ETA: 22s - loss: 1.4405 - accuracy: 0.5924 - top-5-accuracy: 0.8712
+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
+ 39/176 [=====>........................] - ETA: 21s - loss: 1.4480 - accuracy: 0.5894 - top-5-accuracy: 0.8691
+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
+ 42/176 [======>.......................] - ETA: 21s - loss: 1.4589 - accuracy: 0.5878 - top-5-accuracy: 0.8680
+
+
+```
+
+```
+
+ 43/176 [======>.......................] - ETA: 21s - loss: 1.4547 - accuracy: 0.5896 - top-5-accuracy: 0.8686
+
+
+```
+
+```
+
+ 44/176 [======>.......................] - ETA: 20s - loss: 1.4540 - accuracy: 0.5900 - top-5-accuracy: 0.8684
+
+
+```
+
+```
+
+ 45/176 [======>.......................] - ETA: 20s - loss: 1.4554 - accuracy: 0.5902 - top-5-accuracy: 0.8682
+
+
+```
+
+```
+
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+
+
+```
+
+```
+
+ 47/176 [=======>......................] - ETA: 20s - loss: 1.4543 - accuracy: 0.5888 - top-5-accuracy: 0.8689
+
+
+```
+
+```
+
+ 48/176 [=======>......................] - ETA: 20s - loss: 1.4581 - accuracy: 0.5885 - top-5-accuracy: 0.8682
+
+
+```
+
+```
+
+ 49/176 [=======>......................] - ETA: 20s - loss: 1.4604 - accuracy: 0.5873 - top-5-accuracy: 0.8677
+
+
+```
+
+```
+
+ 50/176 [=======>......................] - ETA: 19s - loss: 1.4612 - accuracy: 0.5873 - top-5-accuracy: 0.8672
+
+
+```
+
+```
+
+ 51/176 [=======>......................] - ETA: 19s - loss: 1.4625 - accuracy: 0.5868 - top-5-accuracy: 0.8675
+
+
+```
+
+```
+
+ 52/176 [=======>......................] - ETA: 19s - loss: 1.4633 - accuracy: 0.5867 - top-5-accuracy: 0.8673
+
+
+```
+
+```
+
+ 53/176 [========>.....................] - ETA: 19s - loss: 1.4610 - accuracy: 0.5876 - top-5-accuracy: 0.8673
+
+
+```
+
+```
+
+ 54/176 [========>.....................] - ETA: 19s - loss: 1.4608 - accuracy: 0.5874 - top-5-accuracy: 0.8677
+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
+ 57/176 [========>.....................] - ETA: 18s - loss: 1.4655 - accuracy: 0.5859 - top-5-accuracy: 0.8668
+
+
+```
+
+```
+
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+
+
+```
+
+```
+
+ 59/176 [=========>....................] - ETA: 18s - loss: 1.4687 - accuracy: 0.5847 - top-5-accuracy: 0.8667
+
+
+```
+
+```
+
+ 60/176 [=========>....................] - ETA: 18s - loss: 1.4705 - accuracy: 0.5843 - top-5-accuracy: 0.8665
+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
+ 63/176 [=========>....................] - ETA: 17s - loss: 1.4735 - accuracy: 0.5830 - top-5-accuracy: 0.8668
+
+
+```
+
+```
+
+ 64/176 [=========>....................] - ETA: 17s - loss: 1.4752 - accuracy: 0.5829 - top-5-accuracy: 0.8666
+
+
+```
+
+```
+
+ 65/176 [==========>...................] - ETA: 17s - loss: 1.4732 - accuracy: 0.5831 - top-5-accuracy: 0.8669
+
+
+```
+
+```
+
+ 66/176 [==========>...................] - ETA: 17s - loss: 1.4724 - accuracy: 0.5836 - top-5-accuracy: 0.8671
+
+
+```
+
+```
+
+ 67/176 [==========>...................] - ETA: 17s - loss: 1.4727 - accuracy: 0.5832 - top-5-accuracy: 0.8672
+
+
+```
+
+```
+
+ 68/176 [==========>...................] - ETA: 17s - loss: 1.4746 - accuracy: 0.5822 - top-5-accuracy: 0.8669
+
+
+```
+
+```
+
+ 69/176 [==========>...................] - ETA: 16s - loss: 1.4730 - accuracy: 0.5826 - top-5-accuracy: 0.8668
+
+
+```
+
+```
+
+ 70/176 [==========>...................] - ETA: 16s - loss: 1.4739 - accuracy: 0.5821 - top-5-accuracy: 0.8667
+
+
+```
+
+```
+
+ 71/176 [===========>..................] - ETA: 16s - loss: 1.4747 - accuracy: 0.5820 - top-5-accuracy: 0.8669
+
+
+```
+
+```
+
+ 72/176 [===========>..................] - ETA: 16s - loss: 1.4757 - accuracy: 0.5817 - top-5-accuracy: 0.8667
+
+
+```
+
+```
+
+ 73/176 [===========>..................] - ETA: 16s - loss: 1.4729 - accuracy: 0.5822 - top-5-accuracy: 0.8672
+
+
+```
+
+```
+
+ 74/176 [===========>..................] - ETA: 16s - loss: 1.4745 - accuracy: 0.5817 - top-5-accuracy: 0.8673
+
+
+```
+
+```
+
+ 75/176 [===========>..................] - ETA: 15s - loss: 1.4738 - accuracy: 0.5818 - top-5-accuracy: 0.8676
+
+
+```
+
+```
+
+ 76/176 [===========>..................] - ETA: 15s - loss: 1.4746 - accuracy: 0.5813 - top-5-accuracy: 0.8675
+
+
+```
+
+```
+
+ 77/176 [============>.................] - ETA: 15s - loss: 1.4751 - accuracy: 0.5811 - top-5-accuracy: 0.8674
+
+
+```
+
+```
+
+ 78/176 [============>.................] - ETA: 15s - loss: 1.4740 - accuracy: 0.5811 - top-5-accuracy: 0.8680
+
+
+```
+
+```
+
+ 79/176 [============>.................] - ETA: 15s - loss: 1.4744 - accuracy: 0.5804 - top-5-accuracy: 0.8681
+
+
+```
+
+```
+
+ 80/176 [============>.................] - ETA: 15s - loss: 1.4743 - accuracy: 0.5805 - top-5-accuracy: 0.8684
+
+
+```
+
+```
+
+ 81/176 [============>.................] - ETA: 15s - loss: 1.4746 - accuracy: 0.5804 - top-5-accuracy: 0.8685
+
+
+```
+
+```
+
+ 82/176 [============>.................] - ETA: 14s - loss: 1.4744 - accuracy: 0.5799 - top-5-accuracy: 0.8686
+
+
+```
+
+```
+
+ 83/176 [=============>................] - ETA: 14s - loss: 1.4765 - accuracy: 0.5795 - top-5-accuracy: 0.8680
+
+
+```
+
+```
+
+ 84/176 [=============>................] - ETA: 14s - loss: 1.4762 - accuracy: 0.5793 - top-5-accuracy: 0.8679
+
+
+```
+
+```
+
+ 85/176 [=============>................] - ETA: 14s - loss: 1.4772 - accuracy: 0.5794 - top-5-accuracy: 0.8679
+
+
+```
+
+```
+
+ 86/176 [=============>................] - ETA: 14s - loss: 1.4774 - accuracy: 0.5794 - top-5-accuracy: 0.8678
+
+
+```
+
+```
+
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+
+
+```
+
+```
+
+ 88/176 [==============>...............] - ETA: 13s - loss: 1.4752 - accuracy: 0.5804 - top-5-accuracy: 0.8682
+
+
+```
+
+```
+
+ 89/176 [==============>...............] - ETA: 13s - loss: 1.4759 - accuracy: 0.5803 - top-5-accuracy: 0.8678
+
+
+```
+
+```
+
+ 90/176 [==============>...............] - ETA: 13s - loss: 1.4767 - accuracy: 0.5801 - top-5-accuracy: 0.8674
+
+
+```
+
+```
+
+ 91/176 [==============>...............] - ETA: 13s - loss: 1.4756 - accuracy: 0.5803 - top-5-accuracy: 0.8674
+
+
+```
+
+```
+
+ 92/176 [==============>...............] - ETA: 13s - loss: 1.4748 - accuracy: 0.5805 - top-5-accuracy: 0.8674
+
+
+```
+
+```
+
+ 93/176 [==============>...............] - ETA: 13s - loss: 1.4748 - accuracy: 0.5803 - top-5-accuracy: 0.8674
+
+
+```
+
+```
+
+ 94/176 [===============>..............] - ETA: 12s - loss: 1.4755 - accuracy: 0.5802 - top-5-accuracy: 0.8675
+
+
+```
+
+```
+
+ 95/176 [===============>..............] - ETA: 12s - loss: 1.4753 - accuracy: 0.5803 - top-5-accuracy: 0.8676
+
+
+```
+
+```
+
+ 96/176 [===============>..............] - ETA: 12s - loss: 1.4767 - accuracy: 0.5801 - top-5-accuracy: 0.8676
+
+
+```
+
+```
+
+ 97/176 [===============>..............] - ETA: 12s - loss: 1.4777 - accuracy: 0.5799 - top-5-accuracy: 0.8673
+
+
+```
+
+```
+
+ 98/176 [===============>..............] - ETA: 12s - loss: 1.4774 - accuracy: 0.5803 - top-5-accuracy: 0.8671
+
+
+```
+
+```
+
+ 99/176 [===============>..............] - ETA: 12s - loss: 1.4775 - accuracy: 0.5801 - top-5-accuracy: 0.8669
+
+
+```
+
+```
+
+100/176 [================>.............] - ETA: 12s - loss: 1.4782 - accuracy: 0.5798 - top-5-accuracy: 0.8666
+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
+103/176 [================>.............] - ETA: 11s - loss: 1.4793 - accuracy: 0.5794 - top-5-accuracy: 0.8665
+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
+106/176 [=================>............] - ETA: 11s - loss: 1.4800 - accuracy: 0.5796 - top-5-accuracy: 0.8667
+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
+131/176 [=====================>........] - ETA: 7s - loss: 1.4863 - accuracy: 0.5787 - top-5-accuracy: 0.8662
+
+
+```
+
+```
+
+132/176 [=====================>........] - ETA: 6s - loss: 1.4873 - accuracy: 0.5785 - top-5-accuracy: 0.8660
+
+
+```
+
+```
+
+133/176 [=====================>........] - ETA: 6s - loss: 1.4879 - accuracy: 0.5782 - top-5-accuracy: 0.8660
+
+
+```
+
+```
+
+134/176 [=====================>........] - ETA: 6s - loss: 1.4886 - accuracy: 0.5781 - top-5-accuracy: 0.8660
+
+
+```
+
+```
+
+135/176 [======================>.......] - ETA: 6s - loss: 1.4894 - accuracy: 0.5779 - top-5-accuracy: 0.8659
+
+
+```
+
+```
+
+136/176 [======================>.......] - ETA: 6s - loss: 1.4889 - accuracy: 0.5779 - top-5-accuracy: 0.8659
+
+
+```
+
+```
+
+137/176 [======================>.......] - ETA: 6s - loss: 1.4892 - accuracy: 0.5779 - top-5-accuracy: 0.8660
+
+
+```
+
+```
+
+138/176 [======================>.......] - ETA: 6s - loss: 1.4887 - accuracy: 0.5781 - top-5-accuracy: 0.8661
+
+
+```
+
+```
+
+139/176 [======================>.......] - ETA: 5s - loss: 1.4887 - accuracy: 0.5782 - top-5-accuracy: 0.8662
+
+
+```
+
+```
+
+140/176 [======================>.......] - ETA: 5s - loss: 1.4899 - accuracy: 0.5776 - top-5-accuracy: 0.8661
+
+
+```
+
+```
+
+141/176 [=======================>......] - ETA: 5s - loss: 1.4906 - accuracy: 0.5777 - top-5-accuracy: 0.8659
+
+
+```
+
+```
+
+142/176 [=======================>......] - ETA: 5s - loss: 1.4918 - accuracy: 0.5772 - top-5-accuracy: 0.8657
+
+
+```
+
+```
+
+143/176 [=======================>......] - ETA: 5s - loss: 1.4916 - accuracy: 0.5774 - top-5-accuracy: 0.8657
+
+
+```
+
+```
+
+144/176 [=======================>......] - ETA: 5s - loss: 1.4928 - accuracy: 0.5773 - top-5-accuracy: 0.8655
+
+
+```
+
+```
+
+145/176 [=======================>......] - ETA: 4s - loss: 1.4933 - accuracy: 0.5771 - top-5-accuracy: 0.8655
+
+
+```
+
+```
+
+146/176 [=======================>......] - ETA: 4s - loss: 1.4926 - accuracy: 0.5773 - top-5-accuracy: 0.8657
+
+
+```
+
+```
+
+147/176 [========================>.....] - ETA: 4s - loss: 1.4928 - accuracy: 0.5774 - top-5-accuracy: 0.8656
+
+
+```
+
+```
+
+148/176 [========================>.....] - ETA: 4s - loss: 1.4931 - accuracy: 0.5776 - top-5-accuracy: 0.8655
+
+
+```
+
+```
+
+149/176 [========================>.....] - ETA: 4s - loss: 1.4944 - accuracy: 0.5774 - top-5-accuracy: 0.8652
+
+
+```
+
+```
+
+150/176 [========================>.....] - ETA: 4s - loss: 1.4944 - accuracy: 0.5775 - top-5-accuracy: 0.8653
+
+
+```
+
+```
+
+151/176 [========================>.....] - ETA: 3s - loss: 1.4958 - accuracy: 0.5771 - top-5-accuracy: 0.8649
+
+
+```
+
+```
+
+152/176 [========================>.....] - ETA: 3s - loss: 1.4963 - accuracy: 0.5770 - top-5-accuracy: 0.8647
+
+
+```
+
+```
+
+153/176 [=========================>....] - ETA: 3s - loss: 1.4978 - accuracy: 0.5768 - top-5-accuracy: 0.8647
+
+
+```
+
+```
+
+154/176 [=========================>....] - ETA: 3s - loss: 1.4989 - accuracy: 0.5765 - top-5-accuracy: 0.8646
+
+
+```
+
+```
+
+155/176 [=========================>....] - ETA: 3s - loss: 1.4990 - accuracy: 0.5767 - top-5-accuracy: 0.8647
+
+
+```
+
+```
+
+156/176 [=========================>....] - ETA: 3s - loss: 1.5006 - accuracy: 0.5759 - top-5-accuracy: 0.8647
+
+
+```
+
+```
+
+157/176 [=========================>....] - ETA: 3s - loss: 1.4992 - accuracy: 0.5763 - top-5-accuracy: 0.8649
+
+
+```
+
+```
+
+158/176 [=========================>....] - ETA: 2s - loss: 1.4993 - accuracy: 0.5763 - top-5-accuracy: 0.8647
+
+
+```
+
+```
+
+159/176 [==========================>...] - ETA: 2s - loss: 1.4994 - accuracy: 0.5761 - top-5-accuracy: 0.8649
+
+
+```
+
+```
+
+160/176 [==========================>...] - ETA: 2s - loss: 1.5001 - accuracy: 0.5756 - top-5-accuracy: 0.8646
+
+
+```
+
+```
+
+161/176 [==========================>...] - ETA: 2s - loss: 1.5008 - accuracy: 0.5756 - top-5-accuracy: 0.8645
+
+
+```
+
+```
+
+162/176 [==========================>...] - ETA: 2s - loss: 1.5024 - accuracy: 0.5754 - top-5-accuracy: 0.8642
+
+
+```
+
+```
+
+163/176 [==========================>...] - ETA: 2s - loss: 1.5032 - accuracy: 0.5752 - top-5-accuracy: 0.8640
+
+
+```
+
+```
+
+164/176 [==========================>...] - ETA: 1s - loss: 1.5041 - accuracy: 0.5752 - top-5-accuracy: 0.8638
+
+
+```
+
+```
+
+165/176 [===========================>..] - ETA: 1s - loss: 1.5035 - accuracy: 0.5751 - top-5-accuracy: 0.8639
+
+
+```
+
+```
+
+166/176 [===========================>..] - ETA: 1s - loss: 1.5029 - accuracy: 0.5753 - top-5-accuracy: 0.8641
+
+
+```
+
+```
+
+167/176 [===========================>..] - ETA: 1s - loss: 1.5049 - accuracy: 0.5750 - top-5-accuracy: 0.8637
+
+
+```
+
+```
+
+168/176 [===========================>..] - ETA: 1s - loss: 1.5048 - accuracy: 0.5751 - top-5-accuracy: 0.8637
+
+
+```
+
+```
+
+169/176 [===========================>..] - ETA: 1s - loss: 1.5036 - accuracy: 0.5755 - top-5-accuracy: 0.8639
+
+
+```
+
+```
+
+170/176 [===========================>..] - ETA: 0s - loss: 1.5033 - accuracy: 0.5756 - top-5-accuracy: 0.8639
+
+
+```
+
+```
+
+171/176 [============================>.] - ETA: 0s - loss: 1.5041 - accuracy: 0.5752 - top-5-accuracy: 0.8637
+
+
+```
+
+```
+
+172/176 [============================>.] - ETA: 0s - loss: 1.5047 - accuracy: 0.5751 - top-5-accuracy: 0.8634
+
+
+```
+
+```
+
+173/176 [============================>.] - ETA: 0s - loss: 1.5052 - accuracy: 0.5750 - top-5-accuracy: 0.8633
+
+
+```
+
+```
+
+174/176 [============================>.] - ETA: 0s - loss: 1.5058 - accuracy: 0.5747 - top-5-accuracy: 0.8633
+
+
+```
+
+```
+
+175/176 [============================>.] - ETA: 0s - loss: 1.5068 - accuracy: 0.5745 - top-5-accuracy: 0.8631
+
+
+```
+
+```
+
+176/176 [==============================] - ETA: 0s - loss: 1.5069 - accuracy: 0.5745 - top-5-accuracy: 0.8631
+
+
+```
+
+```
+
+176/176 [==============================] - 29s 164ms/step - loss: 1.5069 - accuracy: 0.5745 - top-5-accuracy: 0.8631 - val_loss: 1.9846 - val_accuracy: 0.4928 - val_top-5-accuracy: 0.7806
+
+
+
+```
+Epoch 37/50
+
+```
+
+
+ 1/176 [..............................] - ETA: 27s - loss: 1.4646 - accuracy: 0.5625 - top-5-accuracy: 0.8555
+
+
+```
+
+```
+
+ 2/176 [..............................] - ETA: 27s - loss: 1.4817 - accuracy: 0.5625 - top-5-accuracy: 0.8613
+
+
+```
+
+```
+
+ 3/176 [..............................] - ETA: 27s - loss: 1.4525 - accuracy: 0.5768 - top-5-accuracy: 0.8659
+
+
+```
+
+```
+
+ 4/176 [..............................] - ETA: 27s - loss: 1.4543 - accuracy: 0.5742 - top-5-accuracy: 0.8604
+
+
+```
+
+```
+
+ 5/176 [..............................] - ETA: 27s - loss: 1.4518 - accuracy: 0.5750 - top-5-accuracy: 0.8687
+
+
+```
+
+```
+
+ 6/176 [>.............................] - ETA: 26s - loss: 1.4505 - accuracy: 0.5749 - top-5-accuracy: 0.8698
+
+
+```
+
+```
+
+ 7/176 [>.............................] - ETA: 26s - loss: 1.4598 - accuracy: 0.5709 - top-5-accuracy: 0.8711
+
+
+```
+
+```
+
+ 8/176 [>.............................] - ETA: 26s - loss: 1.4479 - accuracy: 0.5767 - top-5-accuracy: 0.8726
+
+
+```
+
+```
+
+ 9/176 [>.............................] - ETA: 26s - loss: 1.4476 - accuracy: 0.5773 - top-5-accuracy: 0.8733
+
+
+```
+
+```
+
+ 10/176 [>.............................] - ETA: 26s - loss: 1.4419 - accuracy: 0.5797 - top-5-accuracy: 0.8727
+
+
+```
+
+```
+
+ 11/176 [>.............................] - ETA: 26s - loss: 1.4372 - accuracy: 0.5831 - top-5-accuracy: 0.8729
+
+
+```
+
+```
+
+ 12/176 [=>............................] - ETA: 25s - loss: 1.4396 - accuracy: 0.5846 - top-5-accuracy: 0.8714
+
+
+```
+
+```
+
+ 13/176 [=>............................] - ETA: 25s - loss: 1.4354 - accuracy: 0.5883 - top-5-accuracy: 0.8708
+
+
+```
+
+```
+
+ 14/176 [=>............................] - ETA: 25s - loss: 1.4496 - accuracy: 0.5848 - top-5-accuracy: 0.8675
+
+
+```
+
+```
+
+ 15/176 [=>............................] - ETA: 25s - loss: 1.4467 - accuracy: 0.5865 - top-5-accuracy: 0.8669
+
+
+```
+
+```
+
+ 16/176 [=>............................] - ETA: 25s - loss: 1.4552 - accuracy: 0.5835 - top-5-accuracy: 0.8674
+
+
+```
+
+```
+
+ 17/176 [=>............................] - ETA: 25s - loss: 1.4475 - accuracy: 0.5862 - top-5-accuracy: 0.8679
+
+
+```
+
+```
+
+ 18/176 [==>...........................] - ETA: 24s - loss: 1.4442 - accuracy: 0.5864 - top-5-accuracy: 0.8683
+
+
+```
+
+```
+
+ 19/176 [==>...........................] - ETA: 24s - loss: 1.4446 - accuracy: 0.5866 - top-5-accuracy: 0.8682
+
+
+```
+
+```
+
+ 20/176 [==>...........................] - ETA: 24s - loss: 1.4393 - accuracy: 0.5871 - top-5-accuracy: 0.8699
+
+
+```
+
+```
+
+ 21/176 [==>...........................] - ETA: 24s - loss: 1.4445 - accuracy: 0.5856 - top-5-accuracy: 0.8692
+
+
+```
+
+```
+
+ 22/176 [==>...........................] - ETA: 24s - loss: 1.4408 - accuracy: 0.5865 - top-5-accuracy: 0.8693
+
+
+```
+
+```
+
+ 23/176 [==>...........................] - ETA: 24s - loss: 1.4404 - accuracy: 0.5858 - top-5-accuracy: 0.8699
+
+
+```
+
+```
+
+ 24/176 [===>..........................] - ETA: 24s - loss: 1.4377 - accuracy: 0.5861 - top-5-accuracy: 0.8703
+
+
+```
+
+```
+
+ 25/176 [===>..........................] - ETA: 23s - loss: 1.4320 - accuracy: 0.5875 - top-5-accuracy: 0.8719
+
+
+```
+
+```
+
+ 26/176 [===>..........................] - ETA: 23s - loss: 1.4361 - accuracy: 0.5883 - top-5-accuracy: 0.8717
+
+
+```
+
+```
+
+ 27/176 [===>..........................] - ETA: 23s - loss: 1.4297 - accuracy: 0.5893 - top-5-accuracy: 0.8734
+
+
+```
+
+```
+
+ 28/176 [===>..........................] - ETA: 23s - loss: 1.4335 - accuracy: 0.5890 - top-5-accuracy: 0.8725
+
+
+```
+
+```
+
+ 29/176 [===>..........................] - ETA: 23s - loss: 1.4338 - accuracy: 0.5886 - top-5-accuracy: 0.8726
+
+
+```
+
+```
+
+ 30/176 [====>.........................] - ETA: 23s - loss: 1.4396 - accuracy: 0.5880 - top-5-accuracy: 0.8719
+
+
+```
+
+```
+
+ 31/176 [====>.........................] - ETA: 22s - loss: 1.4368 - accuracy: 0.5896 - top-5-accuracy: 0.8717
+
+
+```
+
+```
+
+ 32/176 [====>.........................] - ETA: 22s - loss: 1.4384 - accuracy: 0.5889 - top-5-accuracy: 0.8718
+
+
+```
+
+```
+
+ 33/176 [====>.........................] - ETA: 22s - loss: 1.4404 - accuracy: 0.5889 - top-5-accuracy: 0.8707
+
+
+```
+
+```
+
+ 34/176 [====>.........................] - ETA: 22s - loss: 1.4440 - accuracy: 0.5878 - top-5-accuracy: 0.8703
+
+
+```
+
+```
+
+ 35/176 [====>.........................] - ETA: 22s - loss: 1.4475 - accuracy: 0.5874 - top-5-accuracy: 0.8704
+
+
+```
+
+```
+
+ 36/176 [=====>........................] - ETA: 22s - loss: 1.4459 - accuracy: 0.5873 - top-5-accuracy: 0.8701
+
+
+```
+
+```
+
+ 37/176 [=====>........................] - ETA: 21s - loss: 1.4477 - accuracy: 0.5873 - top-5-accuracy: 0.8700
+
+
+```
+
+```
+
+ 38/176 [=====>........................] - ETA: 21s - loss: 1.4496 - accuracy: 0.5875 - top-5-accuracy: 0.8697
+
+
+```
+
+```
+
+ 39/176 [=====>........................] - ETA: 21s - loss: 1.4557 - accuracy: 0.5858 - top-5-accuracy: 0.8688
+
+
+```
+
+```
+
+ 40/176 [=====>........................] - ETA: 21s - loss: 1.4580 - accuracy: 0.5858 - top-5-accuracy: 0.8686
+
+
+```
+
+```
+
+ 41/176 [=====>........................] - ETA: 21s - loss: 1.4607 - accuracy: 0.5855 - top-5-accuracy: 0.8683
+
+
+```
+
+```
+
+ 42/176 [======>.......................] - ETA: 21s - loss: 1.4624 - accuracy: 0.5847 - top-5-accuracy: 0.8680
+
+
+```
+
+```
+
+ 43/176 [======>.......................] - ETA: 21s - loss: 1.4623 - accuracy: 0.5844 - top-5-accuracy: 0.8680
+
+
+```
+
+```
+
+ 44/176 [======>.......................] - ETA: 20s - loss: 1.4626 - accuracy: 0.5846 - top-5-accuracy: 0.8680
+
+
+```
+
+```
+
+ 45/176 [======>.......................] - ETA: 20s - loss: 1.4615 - accuracy: 0.5848 - top-5-accuracy: 0.8685
+
+
+```
+
+```
+
+ 46/176 [======>.......................] - ETA: 20s - loss: 1.4657 - accuracy: 0.5831 - top-5-accuracy: 0.8679
+
+
+```
+
+```
+
+ 47/176 [=======>......................] - ETA: 20s - loss: 1.4641 - accuracy: 0.5840 - top-5-accuracy: 0.8681
+
+
+```
+
+```
+
+ 48/176 [=======>......................] - ETA: 20s - loss: 1.4602 - accuracy: 0.5846 - top-5-accuracy: 0.8690
+
+
+```
+
+```
+
+ 49/176 [=======>......................] - ETA: 20s - loss: 1.4604 - accuracy: 0.5850 - top-5-accuracy: 0.8693
+
+
+```
+
+```
+
+ 50/176 [=======>......................] - ETA: 19s - loss: 1.4625 - accuracy: 0.5847 - top-5-accuracy: 0.8687
+
+
+```
+
+```
+
+ 51/176 [=======>......................] - ETA: 19s - loss: 1.4627 - accuracy: 0.5852 - top-5-accuracy: 0.8686
+
+
+```
+
+```
+
+ 52/176 [=======>......................] - ETA: 19s - loss: 1.4598 - accuracy: 0.5859 - top-5-accuracy: 0.8688
+
+
+```
+
+```
+
+ 53/176 [========>.....................] - ETA: 19s - loss: 1.4586 - accuracy: 0.5866 - top-5-accuracy: 0.8693
+
+
+```
+
+```
+
+ 54/176 [========>.....................] - ETA: 19s - loss: 1.4569 - accuracy: 0.5872 - top-5-accuracy: 0.8696
+
+
+```
+
+```
+
+ 55/176 [========>.....................] - ETA: 19s - loss: 1.4587 - accuracy: 0.5863 - top-5-accuracy: 0.8696
+
+
+```
+
+```
+
+ 56/176 [========>.....................] - ETA: 18s - loss: 1.4582 - accuracy: 0.5865 - top-5-accuracy: 0.8699
+
+
+```
+
+```
+
+ 57/176 [========>.....................] - ETA: 18s - loss: 1.4565 - accuracy: 0.5873 - top-5-accuracy: 0.8699
+
+
+```
+
+```
+
+ 58/176 [========>.....................] - ETA: 18s - loss: 1.4599 - accuracy: 0.5865 - top-5-accuracy: 0.8694
+
+
+```
+
+```
+
+ 59/176 [=========>....................] - ETA: 18s - loss: 1.4556 - accuracy: 0.5869 - top-5-accuracy: 0.8701
+
+
+```
+
+```
+
+ 60/176 [=========>....................] - ETA: 18s - loss: 1.4542 - accuracy: 0.5868 - top-5-accuracy: 0.8705
+
+
+```
+
+```
+
+ 61/176 [=========>....................] - ETA: 18s - loss: 1.4537 - accuracy: 0.5872 - top-5-accuracy: 0.8706
+
+
+```
+
+```
+
+ 62/176 [=========>....................] - ETA: 18s - loss: 1.4537 - accuracy: 0.5873 - top-5-accuracy: 0.8710
+
+
+```
+
+```
+
+ 63/176 [=========>....................] - ETA: 17s - loss: 1.4541 - accuracy: 0.5869 - top-5-accuracy: 0.8705
+
+
+```
+
+```
+
+ 64/176 [=========>....................] - ETA: 17s - loss: 1.4536 - accuracy: 0.5868 - top-5-accuracy: 0.8706
+
+
+```
+
+```
+
+ 65/176 [==========>...................] - ETA: 17s - loss: 1.4515 - accuracy: 0.5874 - top-5-accuracy: 0.8708
+
+
+```
+
+```
+
+ 66/176 [==========>...................] - ETA: 17s - loss: 1.4546 - accuracy: 0.5870 - top-5-accuracy: 0.8704
+
+
+```
+
+```
+
+ 67/176 [==========>...................] - ETA: 17s - loss: 1.4545 - accuracy: 0.5869 - top-5-accuracy: 0.8703
+
+
+```
+
+```
+
+ 68/176 [==========>...................] - ETA: 17s - loss: 1.4567 - accuracy: 0.5866 - top-5-accuracy: 0.8698
+
+
+```
+
+```
+
+ 69/176 [==========>...................] - ETA: 16s - loss: 1.4558 - accuracy: 0.5870 - top-5-accuracy: 0.8698
+
+
+```
+
+```
+
+ 70/176 [==========>...................] - ETA: 16s - loss: 1.4567 - accuracy: 0.5864 - top-5-accuracy: 0.8698
+
+
+```
+
+```
+
+ 71/176 [===========>..................] - ETA: 16s - loss: 1.4574 - accuracy: 0.5859 - top-5-accuracy: 0.8696
+
+
+```
+
+```
+
+ 72/176 [===========>..................] - ETA: 16s - loss: 1.4567 - accuracy: 0.5859 - top-5-accuracy: 0.8698
+
+
+```
+
+```
+
+ 73/176 [===========>..................] - ETA: 16s - loss: 1.4575 - accuracy: 0.5852 - top-5-accuracy: 0.8701
+
+
+```
+
+```
+
+ 74/176 [===========>..................] - ETA: 16s - loss: 1.4585 - accuracy: 0.5851 - top-5-accuracy: 0.8699
+
+
+```
+
+```
+
+ 75/176 [===========>..................] - ETA: 15s - loss: 1.4595 - accuracy: 0.5848 - top-5-accuracy: 0.8699
+
+
+```
+
+```
+
+ 76/176 [===========>..................] - ETA: 15s - loss: 1.4607 - accuracy: 0.5844 - top-5-accuracy: 0.8700
+
+
+```
+
+```
+
+ 77/176 [============>.................] - ETA: 15s - loss: 1.4646 - accuracy: 0.5832 - top-5-accuracy: 0.8696
+
+
+```
+
+```
+
+ 78/176 [============>.................] - ETA: 15s - loss: 1.4651 - accuracy: 0.5834 - top-5-accuracy: 0.8701
+
+
+```
+
+```
+
+ 79/176 [============>.................] - ETA: 15s - loss: 1.4646 - accuracy: 0.5835 - top-5-accuracy: 0.8701
+
+
+```
+
+```
+
+ 80/176 [============>.................] - ETA: 15s - loss: 1.4639 - accuracy: 0.5836 - top-5-accuracy: 0.8703
+
+
+```
+
+```
+
+ 81/176 [============>.................] - ETA: 15s - loss: 1.4640 - accuracy: 0.5838 - top-5-accuracy: 0.8702
+
+
+```
+
+```
+
+ 82/176 [============>.................] - ETA: 14s - loss: 1.4644 - accuracy: 0.5837 - top-5-accuracy: 0.8702
+
+
+```
+
+```
+
+ 83/176 [=============>................] - ETA: 14s - loss: 1.4642 - accuracy: 0.5837 - top-5-accuracy: 0.8703
+
+
+```
+
+```
+
+ 84/176 [=============>................] - ETA: 14s - loss: 1.4641 - accuracy: 0.5837 - top-5-accuracy: 0.8703
+
+
+```
+
+```
+
+ 85/176 [=============>................] - ETA: 14s - loss: 1.4646 - accuracy: 0.5832 - top-5-accuracy: 0.8703
+
+
+```
+
+```
+
+ 86/176 [=============>................] - ETA: 14s - loss: 1.4625 - accuracy: 0.5837 - top-5-accuracy: 0.8705
+
+
+```
+
+```
+
+ 87/176 [=============>................] - ETA: 14s - loss: 1.4629 - accuracy: 0.5836 - top-5-accuracy: 0.8705
+
+
+```
+
+```
+
+ 88/176 [==============>...............] - ETA: 13s - loss: 1.4632 - accuracy: 0.5834 - top-5-accuracy: 0.8706
+
+
+```
+
+```
+
+ 89/176 [==============>...............] - ETA: 13s - loss: 1.4645 - accuracy: 0.5830 - top-5-accuracy: 0.8703
+
+
+```
+
+```
+
+ 90/176 [==============>...............] - ETA: 13s - loss: 1.4631 - accuracy: 0.5835 - top-5-accuracy: 0.8705
+
+
+```
+
+```
+
+ 91/176 [==============>...............] - ETA: 13s - loss: 1.4627 - accuracy: 0.5838 - top-5-accuracy: 0.8707
+
+
+```
+
+```
+
+ 92/176 [==============>...............] - ETA: 13s - loss: 1.4628 - accuracy: 0.5839 - top-5-accuracy: 0.8707
+
+
+```
+
+```
+
+ 93/176 [==============>...............] - ETA: 13s - loss: 1.4633 - accuracy: 0.5840 - top-5-accuracy: 0.8705
+
+
+```
+
+```
+
+ 94/176 [===============>..............] - ETA: 12s - loss: 1.4621 - accuracy: 0.5846 - top-5-accuracy: 0.8704
+
+
+```
+
+```
+
+ 95/176 [===============>..............] - ETA: 12s - loss: 1.4631 - accuracy: 0.5845 - top-5-accuracy: 0.8704
+
+
+```
+
+```
+
+ 96/176 [===============>..............] - ETA: 12s - loss: 1.4633 - accuracy: 0.5845 - top-5-accuracy: 0.8703
+
+
+```
+
+```
+
+ 97/176 [===============>..............] - ETA: 12s - loss: 1.4614 - accuracy: 0.5850 - top-5-accuracy: 0.8702
+
+
+```
+
+```
+
+ 98/176 [===============>..............] - ETA: 12s - loss: 1.4627 - accuracy: 0.5845 - top-5-accuracy: 0.8704
+
+
+```
+
+```
+
+ 99/176 [===============>..............] - ETA: 12s - loss: 1.4638 - accuracy: 0.5840 - top-5-accuracy: 0.8702
+
+
+```
+
+```
+
+100/176 [================>.............] - ETA: 12s - loss: 1.4651 - accuracy: 0.5836 - top-5-accuracy: 0.8699
+
+
+```
+
+```
+
+101/176 [================>.............] - ETA: 11s - loss: 1.4648 - accuracy: 0.5835 - top-5-accuracy: 0.8697
+
+
+```
+
+```
+
+102/176 [================>.............] - ETA: 11s - loss: 1.4670 - accuracy: 0.5830 - top-5-accuracy: 0.8692
+
+
+```
+
+```
+
+103/176 [================>.............] - ETA: 11s - loss: 1.4669 - accuracy: 0.5832 - top-5-accuracy: 0.8692
+
+
+```
+
+```
+
+104/176 [================>.............] - ETA: 11s - loss: 1.4678 - accuracy: 0.5826 - top-5-accuracy: 0.8691
+
+
+```
+
+```
+
+105/176 [================>.............] - ETA: 11s - loss: 1.4693 - accuracy: 0.5821 - top-5-accuracy: 0.8689
+
+
+```
+
+```
+
+106/176 [=================>............] - ETA: 11s - loss: 1.4706 - accuracy: 0.5815 - top-5-accuracy: 0.8689
+
+
+```
+
+```
+
+107/176 [=================>............] - ETA: 10s - loss: 1.4709 - accuracy: 0.5817 - top-5-accuracy: 0.8688
+
+
+```
+
+```
+
+108/176 [=================>............] - ETA: 10s - loss: 1.4703 - accuracy: 0.5822 - top-5-accuracy: 0.8691
+
+
+```
+
+```
+
+109/176 [=================>............] - ETA: 10s - loss: 1.4697 - accuracy: 0.5826 - top-5-accuracy: 0.8692
+
+
+```
+
+```
+
+110/176 [=================>............] - ETA: 10s - loss: 1.4701 - accuracy: 0.5825 - top-5-accuracy: 0.8691
+
+
+```
+
+```
+
+111/176 [=================>............] - ETA: 10s - loss: 1.4705 - accuracy: 0.5823 - top-5-accuracy: 0.8692
+
+
+```
+
+```
+
+112/176 [==================>...........] - ETA: 10s - loss: 1.4714 - accuracy: 0.5818 - top-5-accuracy: 0.8689
+
+
+```
+
+```
+
+113/176 [==================>...........] - ETA: 9s - loss: 1.4710 - accuracy: 0.5814 - top-5-accuracy: 0.8690
+
+
+```
+
+```
+
+114/176 [==================>...........] - ETA: 9s - loss: 1.4706 - accuracy: 0.5817 - top-5-accuracy: 0.8691
+
+
+```
+
+```
+
+115/176 [==================>...........] - ETA: 9s - loss: 1.4714 - accuracy: 0.5813 - top-5-accuracy: 0.8689
+
+
+```
+
+```
+
+116/176 [==================>...........] - ETA: 9s - loss: 1.4732 - accuracy: 0.5808 - top-5-accuracy: 0.8687
+
+
+```
+
+```
+
+117/176 [==================>...........] - ETA: 9s - loss: 1.4732 - accuracy: 0.5806 - top-5-accuracy: 0.8688
+
+
+```
+
+```
+
+118/176 [===================>..........] - ETA: 9s - loss: 1.4724 - accuracy: 0.5805 - top-5-accuracy: 0.8688
+
+
+```
+
+```
+
+119/176 [===================>..........] - ETA: 9s - loss: 1.4737 - accuracy: 0.5804 - top-5-accuracy: 0.8686
+
+
+```
+
+```
+
+120/176 [===================>..........] - ETA: 8s - loss: 1.4724 - accuracy: 0.5806 - top-5-accuracy: 0.8688
+
+
+```
+
+```
+
+121/176 [===================>..........] - ETA: 8s - loss: 1.4717 - accuracy: 0.5806 - top-5-accuracy: 0.8686
+
+
+```
+
+```
+
+122/176 [===================>..........] - ETA: 8s - loss: 1.4714 - accuracy: 0.5806 - top-5-accuracy: 0.8687
+
+
+```
+
+```
+
+123/176 [===================>..........] - ETA: 8s - loss: 1.4710 - accuracy: 0.5804 - top-5-accuracy: 0.8690
+
+
+```
+
+```
+
+124/176 [====================>.........] - ETA: 8s - loss: 1.4697 - accuracy: 0.5808 - top-5-accuracy: 0.8692
+
+
+```
+
+```
+
+125/176 [====================>.........] - ETA: 8s - loss: 1.4695 - accuracy: 0.5809 - top-5-accuracy: 0.8695
+
+
+```
+
+```
+
+126/176 [====================>.........] - ETA: 7s - loss: 1.4706 - accuracy: 0.5807 - top-5-accuracy: 0.8693
+
+
+```
+
+```
+
+127/176 [====================>.........] - ETA: 7s - loss: 1.4716 - accuracy: 0.5807 - top-5-accuracy: 0.8693
+
+
+```
+
+```
+
+128/176 [====================>.........] - ETA: 7s - loss: 1.4710 - accuracy: 0.5808 - top-5-accuracy: 0.8692
+
+
+```
+
+```
+
+129/176 [====================>.........] - ETA: 7s - loss: 1.4722 - accuracy: 0.5805 - top-5-accuracy: 0.8693
+
+
+```
+
+```
+
+130/176 [=====================>........] - ETA: 7s - loss: 1.4721 - accuracy: 0.5804 - top-5-accuracy: 0.8692
+
+
+```
+
+```
+
+131/176 [=====================>........] - ETA: 7s - loss: 1.4724 - accuracy: 0.5806 - top-5-accuracy: 0.8691
+
+
+```
+
+```
+
+132/176 [=====================>........] - ETA: 6s - loss: 1.4724 - accuracy: 0.5807 - top-5-accuracy: 0.8692
+
+
+```
+
+```
+
+133/176 [=====================>........] - ETA: 6s - loss: 1.4730 - accuracy: 0.5805 - top-5-accuracy: 0.8690
+
+
+```
+
+```
+
+134/176 [=====================>........] - ETA: 6s - loss: 1.4737 - accuracy: 0.5804 - top-5-accuracy: 0.8688
+
+
+```
+
+```
+
+135/176 [======================>.......] - ETA: 6s - loss: 1.4749 - accuracy: 0.5802 - top-5-accuracy: 0.8687
+
+
+```
+
+```
+
+136/176 [======================>.......] - ETA: 6s - loss: 1.4763 - accuracy: 0.5798 - top-5-accuracy: 0.8687
+
+
+```
+
+```
+
+137/176 [======================>.......] - ETA: 6s - loss: 1.4766 - accuracy: 0.5800 - top-5-accuracy: 0.8686
+
+
+```
+
+```
+
+138/176 [======================>.......] - ETA: 6s - loss: 1.4779 - accuracy: 0.5795 - top-5-accuracy: 0.8687
+
+
+```
+
+```
+
+139/176 [======================>.......] - ETA: 5s - loss: 1.4785 - accuracy: 0.5792 - top-5-accuracy: 0.8686
+
+
+```
+
+```
+
+140/176 [======================>.......] - ETA: 5s - loss: 1.4779 - accuracy: 0.5794 - top-5-accuracy: 0.8688
+
+
+```
+
+```
+
+141/176 [=======================>......] - ETA: 5s - loss: 1.4779 - accuracy: 0.5792 - top-5-accuracy: 0.8688
+
+
+```
+
+```
+
+142/176 [=======================>......] - ETA: 5s - loss: 1.4788 - accuracy: 0.5789 - top-5-accuracy: 0.8686
+
+
+```
+
+```
+
+143/176 [=======================>......] - ETA: 5s - loss: 1.4784 - accuracy: 0.5791 - top-5-accuracy: 0.8685
+
+
+```
+
+```
+
+144/176 [=======================>......] - ETA: 5s - loss: 1.4775 - accuracy: 0.5793 - top-5-accuracy: 0.8686
+
+
+```
+
+```
+
+145/176 [=======================>......] - ETA: 4s - loss: 1.4782 - accuracy: 0.5792 - top-5-accuracy: 0.8686
+
+
+```
+
+```
+
+146/176 [=======================>......] - ETA: 4s - loss: 1.4790 - accuracy: 0.5788 - top-5-accuracy: 0.8684
+
+
+```
+
+```
+
+147/176 [========================>.....] - ETA: 4s - loss: 1.4795 - accuracy: 0.5788 - top-5-accuracy: 0.8681
+
+
+```
+
+```
+
+148/176 [========================>.....] - ETA: 4s - loss: 1.4803 - accuracy: 0.5786 - top-5-accuracy: 0.8679
+
+
+```
+
+```
+
+149/176 [========================>.....] - ETA: 4s - loss: 1.4804 - accuracy: 0.5785 - top-5-accuracy: 0.8678
+
+
+```
+
+```
+
+150/176 [========================>.....] - ETA: 4s - loss: 1.4812 - accuracy: 0.5786 - top-5-accuracy: 0.8676
+
+
+```
+
+```
+
+151/176 [========================>.....] - ETA: 3s - loss: 1.4811 - accuracy: 0.5787 - top-5-accuracy: 0.8676
+
+
+```
+
+```
+
+152/176 [========================>.....] - ETA: 3s - loss: 1.4806 - accuracy: 0.5787 - top-5-accuracy: 0.8677
+
+
+```
+
+```
+
+153/176 [=========================>....] - ETA: 3s - loss: 1.4809 - accuracy: 0.5787 - top-5-accuracy: 0.8678
+
+
+```
+
+```
+
+154/176 [=========================>....] - ETA: 3s - loss: 1.4804 - accuracy: 0.5789 - top-5-accuracy: 0.8678
+
+
+```
+
+```
+
+155/176 [=========================>....] - ETA: 3s - loss: 1.4801 - accuracy: 0.5791 - top-5-accuracy: 0.8678
+
+
+```
+
+```
+
+156/176 [=========================>....] - ETA: 3s - loss: 1.4807 - accuracy: 0.5790 - top-5-accuracy: 0.8677
+
+
+```
+
+```
+
+157/176 [=========================>....] - ETA: 3s - loss: 1.4799 - accuracy: 0.5791 - top-5-accuracy: 0.8677
+
+
+```
+
+```
+
+158/176 [=========================>....] - ETA: 2s - loss: 1.4800 - accuracy: 0.5791 - top-5-accuracy: 0.8675
+
+
+```
+
+```
+
+159/176 [==========================>...] - ETA: 2s - loss: 1.4789 - accuracy: 0.5794 - top-5-accuracy: 0.8676
+
+
+```
+
+```
+
+160/176 [==========================>...] - ETA: 2s - loss: 1.4784 - accuracy: 0.5799 - top-5-accuracy: 0.8676
+
+
+```
+
+```
+
+161/176 [==========================>...] - ETA: 2s - loss: 1.4790 - accuracy: 0.5797 - top-5-accuracy: 0.8675
+
+
+```
+
+```
+
+162/176 [==========================>...] - ETA: 2s - loss: 1.4783 - accuracy: 0.5799 - top-5-accuracy: 0.8675
+
+
+```
+
+```
+
+163/176 [==========================>...] - ETA: 2s - loss: 1.4787 - accuracy: 0.5797 - top-5-accuracy: 0.8675
+
+
+```
+
+```
+
+164/176 [==========================>...] - ETA: 1s - loss: 1.4790 - accuracy: 0.5796 - top-5-accuracy: 0.8674
+
+
+```
+
+```
+
+165/176 [===========================>..] - ETA: 1s - loss: 1.4794 - accuracy: 0.5795 - top-5-accuracy: 0.8674
+
+
+```
+
+```
+
+166/176 [===========================>..] - ETA: 1s - loss: 1.4802 - accuracy: 0.5795 - top-5-accuracy: 0.8672
+
+
+```
+
+```
+
+167/176 [===========================>..] - ETA: 1s - loss: 1.4807 - accuracy: 0.5794 - top-5-accuracy: 0.8670
+
+
+```
+
+```
+
+168/176 [===========================>..] - ETA: 1s - loss: 1.4815 - accuracy: 0.5792 - top-5-accuracy: 0.8670
+
+
+```
+
+```
+
+169/176 [===========================>..] - ETA: 1s - loss: 1.4815 - accuracy: 0.5792 - top-5-accuracy: 0.8669
+
+
+```
+
+```
+
+170/176 [===========================>..] - ETA: 0s - loss: 1.4819 - accuracy: 0.5791 - top-5-accuracy: 0.8668
+
+
+```
+
+```
+
+171/176 [============================>.] - ETA: 0s - loss: 1.4816 - accuracy: 0.5792 - top-5-accuracy: 0.8669
+
+
+```
+
+```
+
+172/176 [============================>.] - ETA: 0s - loss: 1.4823 - accuracy: 0.5791 - top-5-accuracy: 0.8668
+
+
+```
+
+```
+
+173/176 [============================>.] - ETA: 0s - loss: 1.4827 - accuracy: 0.5791 - top-5-accuracy: 0.8667
+
+
+```
+
+```
+
+174/176 [============================>.] - ETA: 0s - loss: 1.4824 - accuracy: 0.5794 - top-5-accuracy: 0.8666
+
+
+```
+
+```
+
+175/176 [============================>.] - ETA: 0s - loss: 1.4834 - accuracy: 0.5792 - top-5-accuracy: 0.8663
+
+
+```
+
+```
+
+176/176 [==============================] - ETA: 0s - loss: 1.4841 - accuracy: 0.5790 - top-5-accuracy: 0.8662
+
+
+```
+
+```
+
+176/176 [==============================] - 29s 164ms/step - loss: 1.4841 - accuracy: 0.5790 - top-5-accuracy: 0.8662 - val_loss: 1.9617 - val_accuracy: 0.5000 - val_top-5-accuracy: 0.7842
+
+
+
+```
+Epoch 38/50
+
+```
+
+
+ 1/176 [..............................] - ETA: 27s - loss: 1.4707 - accuracy: 0.5625 - top-5-accuracy: 0.8789
+
+
+```
+
+```
+
+ 2/176 [..............................] - ETA: 27s - loss: 1.4550 - accuracy: 0.5723 - top-5-accuracy: 0.8867
+
+
+```
+
+```
+
+ 3/176 [..............................] - ETA: 27s - loss: 1.4924 - accuracy: 0.5690 - top-5-accuracy: 0.8750
+
+
+```
+
+```
+
+ 4/176 [..............................] - ETA: 27s - loss: 1.4919 - accuracy: 0.5781 - top-5-accuracy: 0.8682
+
+
+```
+
+```
+
+ 5/176 [..............................] - ETA: 27s - loss: 1.4514 - accuracy: 0.5836 - top-5-accuracy: 0.8781
+
+
+```
+
+```
+
+ 6/176 [>.............................] - ETA: 27s - loss: 1.4676 - accuracy: 0.5827 - top-5-accuracy: 0.8691
+
+
+```
+
+```
+
+ 7/176 [>.............................] - ETA: 26s - loss: 1.4608 - accuracy: 0.5843 - top-5-accuracy: 0.8694
+
+
+```
+
+```
+
+ 8/176 [>.............................] - ETA: 26s - loss: 1.4401 - accuracy: 0.5913 - top-5-accuracy: 0.8716
+
+
+```
+
+```
+
+ 9/176 [>.............................] - ETA: 26s - loss: 1.4180 - accuracy: 0.5946 - top-5-accuracy: 0.8746
+
+
+```
+
+```
+
+ 10/176 [>.............................] - ETA: 26s - loss: 1.4201 - accuracy: 0.5945 - top-5-accuracy: 0.8750
+
+
+```
+
+```
+
+ 11/176 [>.............................] - ETA: 26s - loss: 1.4181 - accuracy: 0.5977 - top-5-accuracy: 0.8750
+
+
+```
+
+```
+
+ 12/176 [=>............................] - ETA: 26s - loss: 1.4075 - accuracy: 0.5990 - top-5-accuracy: 0.8773
+
+
+```
+
+```
+
+ 13/176 [=>............................] - ETA: 25s - loss: 1.4077 - accuracy: 0.5989 - top-5-accuracy: 0.8786
+
+
+```
+
+```
+
+ 14/176 [=>............................] - ETA: 25s - loss: 1.4195 - accuracy: 0.5951 - top-5-accuracy: 0.8775
+
+
+```
+
+```
+
+ 15/176 [=>............................] - ETA: 25s - loss: 1.4268 - accuracy: 0.5961 - top-5-accuracy: 0.8771
+
+
+```
+
+```
+
+ 16/176 [=>............................] - ETA: 25s - loss: 1.4110 - accuracy: 0.6018 - top-5-accuracy: 0.8787
+
+
+```
+
+```
+
+ 17/176 [=>............................] - ETA: 25s - loss: 1.4106 - accuracy: 0.6029 - top-5-accuracy: 0.8782
+
+
+```
+
+```
+
+ 18/176 [==>...........................] - ETA: 25s - loss: 1.4135 - accuracy: 0.6022 - top-5-accuracy: 0.8778
+
+
+```
+
+```
+
+ 19/176 [==>...........................] - ETA: 24s - loss: 1.4148 - accuracy: 0.6007 - top-5-accuracy: 0.8775
+
+
+```
+
+```
+
+ 20/176 [==>...........................] - ETA: 24s - loss: 1.4185 - accuracy: 0.5988 - top-5-accuracy: 0.8768
+
+
+```
+
+```
+
+ 21/176 [==>...........................] - ETA: 24s - loss: 1.4103 - accuracy: 0.6008 - top-5-accuracy: 0.8783
+
+
+```
+
+```
+
+ 22/176 [==>...........................] - ETA: 24s - loss: 1.4087 - accuracy: 0.6010 - top-5-accuracy: 0.8793
+
+
+```
+
+```
+
+ 23/176 [==>...........................] - ETA: 24s - loss: 1.4132 - accuracy: 0.5983 - top-5-accuracy: 0.8782
+
+
+```
+
+```
+
+ 24/176 [===>..........................] - ETA: 24s - loss: 1.4159 - accuracy: 0.5983 - top-5-accuracy: 0.8770
+
+
+```
+
+```
+
+ 25/176 [===>..........................] - ETA: 23s - loss: 1.4064 - accuracy: 0.6020 - top-5-accuracy: 0.8781
+
+
+```
+
+```
+
+ 26/176 [===>..........................] - ETA: 23s - loss: 1.4050 - accuracy: 0.6014 - top-5-accuracy: 0.8789
+
+
+```
+
+```
+
+ 27/176 [===>..........................] - ETA: 23s - loss: 1.4078 - accuracy: 0.6005 - top-5-accuracy: 0.8788
+
+
+```
+
+```
+
+ 28/176 [===>..........................] - ETA: 23s - loss: 1.4140 - accuracy: 0.5981 - top-5-accuracy: 0.8781
+
+
+```
+
+```
+
+ 29/176 [===>..........................] - ETA: 23s - loss: 1.4163 - accuracy: 0.5981 - top-5-accuracy: 0.8770
+
+
+```
+
+```
+
+ 30/176 [====>.........................] - ETA: 23s - loss: 1.4142 - accuracy: 0.5980 - top-5-accuracy: 0.8772
+
+
+```
+
+```
+
+ 31/176 [====>.........................] - ETA: 23s - loss: 1.4189 - accuracy: 0.5974 - top-5-accuracy: 0.8755
+
+
+```
+
+```
+
+ 32/176 [====>.........................] - ETA: 22s - loss: 1.4223 - accuracy: 0.5975 - top-5-accuracy: 0.8739
+
+
+```
+
+```
+
+ 33/176 [====>.........................] - ETA: 22s - loss: 1.4165 - accuracy: 0.5994 - top-5-accuracy: 0.8748
+
+
+```
+
+```
+
+ 34/176 [====>.........................] - ETA: 22s - loss: 1.4125 - accuracy: 0.5997 - top-5-accuracy: 0.8760
+
+
+```
+
+```
+
+ 35/176 [====>.........................] - ETA: 22s - loss: 1.4122 - accuracy: 0.6000 - top-5-accuracy: 0.8758
+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
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+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
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+
+```
+
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+
+
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+
+```
+
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+
+
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+
+```
+
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+
+
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+
+```
+
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+
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+
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+
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+
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+
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+
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+
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+
+```
+
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+
+
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+
+```
+
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+
+
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+
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+
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+
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+
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+
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+
+
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+
+```
+
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+
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+
+```
+
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+
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+
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+
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+
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+
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+
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+
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+
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+
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+
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+
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+
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+
+
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+
+```
+
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+
+
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+
+```
+
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+
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+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
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+
+```
+
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+
+
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+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
+ 78/176 [============>.................] - ETA: 15s - loss: 1.4452 - accuracy: 0.5934 - top-5-accuracy: 0.8704
+
+
+```
+
+```
+
+ 79/176 [============>.................] - ETA: 15s - loss: 1.4469 - accuracy: 0.5930 - top-5-accuracy: 0.8702
+
+
+```
+
+```
+
+ 80/176 [============>.................] - ETA: 15s - loss: 1.4460 - accuracy: 0.5933 - top-5-accuracy: 0.8702
+
+
+```
+
+```
+
+ 81/176 [============>.................] - ETA: 15s - loss: 1.4463 - accuracy: 0.5933 - top-5-accuracy: 0.8703
+
+
+```
+
+```
+
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+
+
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+
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+
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+
+
+```
+
+```
+
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+
+
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+
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+
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+
+
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+
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+
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+
+
+```
+
+```
+
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+
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+```
+
+```
+
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+
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+```
+
+```
+
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+
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+```
+
+```
+
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+
+
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+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
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+
+```
+
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+
+
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+
+```
+
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+
+
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+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
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+```
+
+```
+
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+
+
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+
+```
+
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+
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+
+```
+
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+
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+
+```
+
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+
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+
+```
+
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+
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+
+```
+
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+
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+```
+
+```
+
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+
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+```
+
+```
+
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+
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+
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+
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+
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+
+```
+
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+
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+
+```
+
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+
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+```
+
+```
+
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+
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+
+```
+
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+
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+
+```
+
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+
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+
+```
+
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+
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+
+```
+
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+
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+
+```
+
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+
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+
+```
+
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+
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+
+```
+
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+
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+
+```
+
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+
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+
+```
+
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+
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+
+```
+
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+
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+
+```
+
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+
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+
+```
+
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+
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+
+```
+
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+
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+
+```
+
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+
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+
+```
+
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+
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+
+```
+
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+
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+
+```
+
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+
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+```
+
+```
+
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+
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+```
+
+```
+
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+
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+```
+
+```
+
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+
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+```
+
+```
+
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+
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+```
+
+```
+
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+
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+
+```
+
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+
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+```
+
+```
+
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+
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+```
+
+```
+
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+
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+
+```
+
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+
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+```
+
+```
+
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+
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+```
+
+```
+
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+
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+
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+
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+
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+
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+
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+
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+
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+
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+
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+
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+
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+
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+
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+
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+
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+```
+
+```
+
+161/176 [==========================>...] - ETA: 2s - loss: 1.4528 - accuracy: 0.5904 - top-5-accuracy: 0.8706
+
+
+```
+
+```
+
+162/176 [==========================>...] - ETA: 2s - loss: 1.4534 - accuracy: 0.5902 - top-5-accuracy: 0.8705
+
+
+```
+
+```
+
+163/176 [==========================>...] - ETA: 2s - loss: 1.4532 - accuracy: 0.5901 - top-5-accuracy: 0.8704
+
+
+```
+
+```
+
+164/176 [==========================>...] - ETA: 1s - loss: 1.4525 - accuracy: 0.5902 - top-5-accuracy: 0.8706
+
+
+```
+
+```
+
+165/176 [===========================>..] - ETA: 1s - loss: 1.4527 - accuracy: 0.5901 - top-5-accuracy: 0.8705
+
+
+```
+
+```
+
+166/176 [===========================>..] - ETA: 1s - loss: 1.4537 - accuracy: 0.5898 - top-5-accuracy: 0.8704
+
+
+```
+
+```
+
+167/176 [===========================>..] - ETA: 1s - loss: 1.4549 - accuracy: 0.5898 - top-5-accuracy: 0.8700
+
+
+```
+
+```
+
+168/176 [===========================>..] - ETA: 1s - loss: 1.4561 - accuracy: 0.5895 - top-5-accuracy: 0.8699
+
+
+```
+
+```
+
+169/176 [===========================>..] - ETA: 1s - loss: 1.4561 - accuracy: 0.5894 - top-5-accuracy: 0.8698
+
+
+```
+
+```
+
+170/176 [===========================>..] - ETA: 0s - loss: 1.4566 - accuracy: 0.5893 - top-5-accuracy: 0.8696
+
+
+```
+
+```
+
+171/176 [============================>.] - ETA: 0s - loss: 1.4572 - accuracy: 0.5892 - top-5-accuracy: 0.8694
+
+
+```
+
+```
+
+172/176 [============================>.] - ETA: 0s - loss: 1.4571 - accuracy: 0.5891 - top-5-accuracy: 0.8694
+
+
+```
+
+```
+
+173/176 [============================>.] - ETA: 0s - loss: 1.4576 - accuracy: 0.5892 - top-5-accuracy: 0.8695
+
+
+```
+
+```
+
+174/176 [============================>.] - ETA: 0s - loss: 1.4579 - accuracy: 0.5890 - top-5-accuracy: 0.8695
+
+
+```
+
+```
+
+175/176 [============================>.] - ETA: 0s - loss: 1.4592 - accuracy: 0.5886 - top-5-accuracy: 0.8691
+
+
+```
+
+```
+
+176/176 [==============================] - ETA: 0s - loss: 1.4605 - accuracy: 0.5884 - top-5-accuracy: 0.8689
+
+
+```
+
+```
+
+176/176 [==============================] - 29s 164ms/step - loss: 1.4605 - accuracy: 0.5884 - top-5-accuracy: 0.8689 - val_loss: 1.9457 - val_accuracy: 0.4974 - val_top-5-accuracy: 0.7854
+
+
+
+```
+Epoch 39/50
+
+```
+
+
+ 1/176 [..............................] - ETA: 27s - loss: 1.4040 - accuracy: 0.6016 - top-5-accuracy: 0.8789
+
+
+```
+
+```
+
+ 2/176 [..............................] - ETA: 27s - loss: 1.3795 - accuracy: 0.6172 - top-5-accuracy: 0.8789
+
+
+```
+
+```
+
+ 3/176 [..............................] - ETA: 27s - loss: 1.3792 - accuracy: 0.6003 - top-5-accuracy: 0.8828
+
+
+```
+
+```
+
+ 4/176 [..............................] - ETA: 27s - loss: 1.3577 - accuracy: 0.6113 - top-5-accuracy: 0.8848
+
+
+```
+
+```
+
+ 5/176 [..............................] - ETA: 27s - loss: 1.3570 - accuracy: 0.6141 - top-5-accuracy: 0.8859
+
+
+```
+
+```
+
+ 6/176 [>.............................] - ETA: 26s - loss: 1.3576 - accuracy: 0.6172 - top-5-accuracy: 0.8861
+
+
+```
+
+```
+
+ 7/176 [>.............................] - ETA: 26s - loss: 1.3602 - accuracy: 0.6150 - top-5-accuracy: 0.8828
+
+
+```
+
+```
+
+ 8/176 [>.............................] - ETA: 26s - loss: 1.3664 - accuracy: 0.6118 - top-5-accuracy: 0.8838
+
+
+```
+
+```
+
+ 9/176 [>.............................] - ETA: 26s - loss: 1.3694 - accuracy: 0.6111 - top-5-accuracy: 0.8819
+
+
+```
+
+```
+
+ 10/176 [>.............................] - ETA: 26s - loss: 1.3627 - accuracy: 0.6125 - top-5-accuracy: 0.8863
+
+
+```
+
+```
+
+ 11/176 [>.............................] - ETA: 26s - loss: 1.3560 - accuracy: 0.6161 - top-5-accuracy: 0.8871
+
+
+```
+
+```
+
+ 12/176 [=>............................] - ETA: 26s - loss: 1.3590 - accuracy: 0.6159 - top-5-accuracy: 0.8841
+
+
+```
+
+```
+
+ 13/176 [=>............................] - ETA: 25s - loss: 1.3724 - accuracy: 0.6115 - top-5-accuracy: 0.8825
+
+
+```
+
+```
+
+ 14/176 [=>............................] - ETA: 25s - loss: 1.3805 - accuracy: 0.6110 - top-5-accuracy: 0.8817
+
+
+```
+
+```
+
+ 15/176 [=>............................] - ETA: 25s - loss: 1.3765 - accuracy: 0.6102 - top-5-accuracy: 0.8823
+
+
+```
+
+```
+
+ 16/176 [=>............................] - ETA: 25s - loss: 1.3745 - accuracy: 0.6108 - top-5-accuracy: 0.8828
+
+
+```
+
+```
+
+ 17/176 [=>............................] - ETA: 25s - loss: 1.3741 - accuracy: 0.6101 - top-5-accuracy: 0.8830
+
+
+```
+
+```
+
+ 18/176 [==>...........................] - ETA: 25s - loss: 1.3658 - accuracy: 0.6098 - top-5-accuracy: 0.8850
+
+
+```
+
+```
+
+ 19/176 [==>...........................] - ETA: 24s - loss: 1.3702 - accuracy: 0.6075 - top-5-accuracy: 0.8838
+
+
+```
+
+```
+
+ 20/176 [==>...........................] - ETA: 24s - loss: 1.3683 - accuracy: 0.6072 - top-5-accuracy: 0.8848
+
+
+```
+
+```
+
+ 21/176 [==>...........................] - ETA: 24s - loss: 1.3675 - accuracy: 0.6084 - top-5-accuracy: 0.8832
+
+
+```
+
+```
+
+ 22/176 [==>...........................] - ETA: 24s - loss: 1.3675 - accuracy: 0.6071 - top-5-accuracy: 0.8832
+
+
+```
+
+```
+
+ 23/176 [==>...........................] - ETA: 24s - loss: 1.3624 - accuracy: 0.6077 - top-5-accuracy: 0.8849
+
+
+```
+
+```
+
+ 24/176 [===>..........................] - ETA: 24s - loss: 1.3650 - accuracy: 0.6068 - top-5-accuracy: 0.8830
+
+
+```
+
+```
+
+ 25/176 [===>..........................] - ETA: 23s - loss: 1.3704 - accuracy: 0.6058 - top-5-accuracy: 0.8822
+
+
+```
+
+```
+
+ 26/176 [===>..........................] - ETA: 23s - loss: 1.3703 - accuracy: 0.6053 - top-5-accuracy: 0.8824
+
+
+```
+
+```
+
+ 27/176 [===>..........................] - ETA: 23s - loss: 1.3631 - accuracy: 0.6075 - top-5-accuracy: 0.8837
+
+
+```
+
+```
+
+ 28/176 [===>..........................] - ETA: 23s - loss: 1.3625 - accuracy: 0.6078 - top-5-accuracy: 0.8838
+
+
+```
+
+```
+
+ 29/176 [===>..........................] - ETA: 23s - loss: 1.3703 - accuracy: 0.6063 - top-5-accuracy: 0.8827
+
+
+```
+
+```
+
+ 30/176 [====>.........................] - ETA: 23s - loss: 1.3721 - accuracy: 0.6059 - top-5-accuracy: 0.8826
+
+
+```
+
+```
+
+ 31/176 [====>.........................] - ETA: 22s - loss: 1.3712 - accuracy: 0.6055 - top-5-accuracy: 0.8829
+
+
+```
+
+```
+
+ 32/176 [====>.........................] - ETA: 22s - loss: 1.3714 - accuracy: 0.6063 - top-5-accuracy: 0.8831
+
+
+```
+
+```
+
+ 33/176 [====>.........................] - ETA: 22s - loss: 1.3751 - accuracy: 0.6064 - top-5-accuracy: 0.8828
+
+
+```
+
+```
+
+ 34/176 [====>.........................] - ETA: 22s - loss: 1.3741 - accuracy: 0.6067 - top-5-accuracy: 0.8830
+
+
+```
+
+```
+
+ 35/176 [====>.........................] - ETA: 22s - loss: 1.3778 - accuracy: 0.6062 - top-5-accuracy: 0.8826
+
+
+```
+
+```
+
+ 36/176 [=====>........................] - ETA: 22s - loss: 1.3759 - accuracy: 0.6067 - top-5-accuracy: 0.8828
+
+
+```
+
+```
+
+ 37/176 [=====>........................] - ETA: 22s - loss: 1.3820 - accuracy: 0.6041 - top-5-accuracy: 0.8827
+
+
+```
+
+```
+
+ 38/176 [=====>........................] - ETA: 21s - loss: 1.3811 - accuracy: 0.6044 - top-5-accuracy: 0.8823
+
+
+```
+
+```
+
+ 39/176 [=====>........................] - ETA: 21s - loss: 1.3784 - accuracy: 0.6051 - top-5-accuracy: 0.8829
+
+
+```
+
+```
+
+ 40/176 [=====>........................] - ETA: 21s - loss: 1.3801 - accuracy: 0.6037 - top-5-accuracy: 0.8826
+
+
+```
+
+```
+
+ 41/176 [=====>........................] - ETA: 21s - loss: 1.3774 - accuracy: 0.6037 - top-5-accuracy: 0.8831
+
+
+```
+
+```
+
+ 42/176 [======>.......................] - ETA: 21s - loss: 1.3737 - accuracy: 0.6049 - top-5-accuracy: 0.8834
+
+
+```
+
+```
+
+ 43/176 [======>.......................] - ETA: 21s - loss: 1.3725 - accuracy: 0.6058 - top-5-accuracy: 0.8837
+
+
+```
+
+```
+
+ 44/176 [======>.......................] - ETA: 20s - loss: 1.3735 - accuracy: 0.6056 - top-5-accuracy: 0.8840
+
+
+```
+
+```
+
+ 45/176 [======>.......................] - ETA: 20s - loss: 1.3758 - accuracy: 0.6049 - top-5-accuracy: 0.8839
+
+
+```
+
+```
+
+ 46/176 [======>.......................] - ETA: 20s - loss: 1.3783 - accuracy: 0.6050 - top-5-accuracy: 0.8830
+
+
+```
+
+```
+
+ 47/176 [=======>......................] - ETA: 20s - loss: 1.3800 - accuracy: 0.6056 - top-5-accuracy: 0.8831
+
+
+```
+
+```
+
+ 48/176 [=======>......................] - ETA: 20s - loss: 1.3795 - accuracy: 0.6066 - top-5-accuracy: 0.8831
+
+
+```
+
+```
+
+ 49/176 [=======>......................] - ETA: 20s - loss: 1.3793 - accuracy: 0.6062 - top-5-accuracy: 0.8833
+
+
+```
+
+```
+
+ 50/176 [=======>......................] - ETA: 19s - loss: 1.3798 - accuracy: 0.6063 - top-5-accuracy: 0.8830
+
+
+```
+
+```
+
+ 51/176 [=======>......................] - ETA: 19s - loss: 1.3826 - accuracy: 0.6057 - top-5-accuracy: 0.8822
+
+
+```
+
+```
+
+ 52/176 [=======>......................] - ETA: 19s - loss: 1.3872 - accuracy: 0.6049 - top-5-accuracy: 0.8809
+
+
+```
+
+```
+
+ 53/176 [========>.....................] - ETA: 19s - loss: 1.3887 - accuracy: 0.6040 - top-5-accuracy: 0.8809
+
+
+```
+
+```
+
+ 54/176 [========>.....................] - ETA: 19s - loss: 1.3889 - accuracy: 0.6043 - top-5-accuracy: 0.8806
+
+
+```
+
+```
+
+ 55/176 [========>.....................] - ETA: 19s - loss: 1.3909 - accuracy: 0.6035 - top-5-accuracy: 0.8805
+
+
+```
+
+```
+
+ 56/176 [========>.....................] - ETA: 19s - loss: 1.3919 - accuracy: 0.6036 - top-5-accuracy: 0.8805
+
+
+```
+
+```
+
+ 57/176 [========>.....................] - ETA: 18s - loss: 1.3929 - accuracy: 0.6033 - top-5-accuracy: 0.8806
+
+
+```
+
+```
+
+ 58/176 [========>.....................] - ETA: 18s - loss: 1.3929 - accuracy: 0.6038 - top-5-accuracy: 0.8805
+
+
+```
+
+```
+
+ 59/176 [=========>....................] - ETA: 18s - loss: 1.3973 - accuracy: 0.6032 - top-5-accuracy: 0.8800
+
+
+```
+
+```
+
+ 60/176 [=========>....................] - ETA: 18s - loss: 1.3964 - accuracy: 0.6031 - top-5-accuracy: 0.8800
+
+
+```
+
+```
+
+ 61/176 [=========>....................] - ETA: 18s - loss: 1.3984 - accuracy: 0.6022 - top-5-accuracy: 0.8799
+
+
+```
+
+```
+
+ 62/176 [=========>....................] - ETA: 18s - loss: 1.4010 - accuracy: 0.6012 - top-5-accuracy: 0.8797
+
+
+```
+
+```
+
+ 63/176 [=========>....................] - ETA: 17s - loss: 1.4054 - accuracy: 0.6001 - top-5-accuracy: 0.8785
+
+
+```
+
+```
+
+ 64/176 [=========>....................] - ETA: 17s - loss: 1.4053 - accuracy: 0.6001 - top-5-accuracy: 0.8784
+
+
+```
+
+```
+
+ 65/176 [==========>...................] - ETA: 17s - loss: 1.4057 - accuracy: 0.5998 - top-5-accuracy: 0.8782
+
+
+```
+
+```
+
+ 66/176 [==========>...................] - ETA: 17s - loss: 1.4053 - accuracy: 0.5998 - top-5-accuracy: 0.8779
+
+
+```
+
+```
+
+ 67/176 [==========>...................] - ETA: 17s - loss: 1.4064 - accuracy: 0.6001 - top-5-accuracy: 0.8778
+
+
+```
+
+```
+
+ 68/176 [==========>...................] - ETA: 17s - loss: 1.4069 - accuracy: 0.5998 - top-5-accuracy: 0.8773
+
+
+```
+
+```
+
+ 69/176 [==========>...................] - ETA: 16s - loss: 1.4084 - accuracy: 0.5999 - top-5-accuracy: 0.8770
+
+
+```
+
+```
+
+ 70/176 [==========>...................] - ETA: 16s - loss: 1.4096 - accuracy: 0.5992 - top-5-accuracy: 0.8769
+
+
+```
+
+```
+
+ 71/176 [===========>..................] - ETA: 16s - loss: 1.4099 - accuracy: 0.5993 - top-5-accuracy: 0.8770
+
+
+```
+
+```
+
+ 72/176 [===========>..................] - ETA: 16s - loss: 1.4104 - accuracy: 0.5994 - top-5-accuracy: 0.8770
+
+
+```
+
+```
+
+ 73/176 [===========>..................] - ETA: 16s - loss: 1.4099 - accuracy: 0.5998 - top-5-accuracy: 0.8771
+
+
+```
+
+```
+
+ 74/176 [===========>..................] - ETA: 16s - loss: 1.4099 - accuracy: 0.5999 - top-5-accuracy: 0.8771
+
+
+```
+
+```
+
+ 75/176 [===========>..................] - ETA: 16s - loss: 1.4116 - accuracy: 0.5992 - top-5-accuracy: 0.8766
+
+
+```
+
+```
+
+ 76/176 [===========>..................] - ETA: 15s - loss: 1.4135 - accuracy: 0.5990 - top-5-accuracy: 0.8765
+
+
+```
+
+```
+
+ 77/176 [============>.................] - ETA: 15s - loss: 1.4143 - accuracy: 0.5984 - top-5-accuracy: 0.8766
+
+
+```
+
+```
+
+ 78/176 [============>.................] - ETA: 15s - loss: 1.4135 - accuracy: 0.5984 - top-5-accuracy: 0.8770
+
+
+```
+
+```
+
+ 79/176 [============>.................] - ETA: 15s - loss: 1.4116 - accuracy: 0.5989 - top-5-accuracy: 0.8773
+
+
+```
+
+```
+
+ 80/176 [============>.................] - ETA: 15s - loss: 1.4109 - accuracy: 0.5987 - top-5-accuracy: 0.8774
+
+
+```
+
+```
+
+ 81/176 [============>.................] - ETA: 15s - loss: 1.4123 - accuracy: 0.5979 - top-5-accuracy: 0.8774
+
+
+```
+
+```
+
+ 82/176 [============>.................] - ETA: 14s - loss: 1.4134 - accuracy: 0.5977 - top-5-accuracy: 0.8770
+
+
+```
+
+```
+
+ 83/176 [=============>................] - ETA: 14s - loss: 1.4116 - accuracy: 0.5984 - top-5-accuracy: 0.8774
+
+
+```
+
+```
+
+ 84/176 [=============>................] - ETA: 14s - loss: 1.4116 - accuracy: 0.5984 - top-5-accuracy: 0.8774
+
+
+```
+
+```
+
+ 85/176 [=============>................] - ETA: 14s - loss: 1.4114 - accuracy: 0.5983 - top-5-accuracy: 0.8774
+
+
+```
+
+```
+
+ 86/176 [=============>................] - ETA: 14s - loss: 1.4117 - accuracy: 0.5986 - top-5-accuracy: 0.8771
+
+
+```
+
+```
+
+ 87/176 [=============>................] - ETA: 14s - loss: 1.4122 - accuracy: 0.5986 - top-5-accuracy: 0.8771
+
+
+```
+
+```
+
+ 88/176 [==============>...............] - ETA: 13s - loss: 1.4108 - accuracy: 0.5993 - top-5-accuracy: 0.8770
+
+
+```
+
+```
+
+ 89/176 [==============>...............] - ETA: 13s - loss: 1.4113 - accuracy: 0.5991 - top-5-accuracy: 0.8768
+
+
+```
+
+```
+
+ 90/176 [==============>...............] - ETA: 13s - loss: 1.4106 - accuracy: 0.5993 - top-5-accuracy: 0.8770
+
+
+```
+
+```
+
+ 91/176 [==============>...............] - ETA: 13s - loss: 1.4114 - accuracy: 0.5989 - top-5-accuracy: 0.8770
+
+
+```
+
+```
+
+ 92/176 [==============>...............] - ETA: 13s - loss: 1.4120 - accuracy: 0.5985 - top-5-accuracy: 0.8771
+
+
+```
+
+```
+
+ 93/176 [==============>...............] - ETA: 13s - loss: 1.4135 - accuracy: 0.5981 - top-5-accuracy: 0.8771
+
+
+```
+
+```
+
+ 94/176 [===============>..............] - ETA: 13s - loss: 1.4133 - accuracy: 0.5982 - top-5-accuracy: 0.8770
+
+
+```
+
+```
+
+ 95/176 [===============>..............] - ETA: 12s - loss: 1.4135 - accuracy: 0.5984 - top-5-accuracy: 0.8769
+
+
+```
+
+```
+
+ 96/176 [===============>..............] - ETA: 12s - loss: 1.4147 - accuracy: 0.5984 - top-5-accuracy: 0.8768
+
+
+```
+
+```
+
+ 97/176 [===============>..............] - ETA: 12s - loss: 1.4137 - accuracy: 0.5988 - top-5-accuracy: 0.8769
+
+
+```
+
+```
+
+ 98/176 [===============>..............] - ETA: 12s - loss: 1.4149 - accuracy: 0.5983 - top-5-accuracy: 0.8768
+
+
+```
+
+```
+
+ 99/176 [===============>..............] - ETA: 12s - loss: 1.4155 - accuracy: 0.5982 - top-5-accuracy: 0.8765
+
+
+```
+
+```
+
+100/176 [================>.............] - ETA: 12s - loss: 1.4148 - accuracy: 0.5980 - top-5-accuracy: 0.8766
+
+
+```
+
+```
+
+101/176 [================>.............] - ETA: 11s - loss: 1.4145 - accuracy: 0.5980 - top-5-accuracy: 0.8766
+
+
+```
+
+```
+
+102/176 [================>.............] - ETA: 11s - loss: 1.4146 - accuracy: 0.5980 - top-5-accuracy: 0.8765
+
+
+```
+
+```
+
+103/176 [================>.............] - ETA: 11s - loss: 1.4143 - accuracy: 0.5982 - top-5-accuracy: 0.8764
+
+
+```
+
+```
+
+104/176 [================>.............] - ETA: 11s - loss: 1.4152 - accuracy: 0.5980 - top-5-accuracy: 0.8764
+
+
+```
+
+```
+
+105/176 [================>.............] - ETA: 11s - loss: 1.4167 - accuracy: 0.5979 - top-5-accuracy: 0.8760
+
+
+```
+
+```
+
+106/176 [=================>............] - ETA: 11s - loss: 1.4172 - accuracy: 0.5975 - top-5-accuracy: 0.8759
+
+
+```
+
+```
+
+107/176 [=================>............] - ETA: 10s - loss: 1.4171 - accuracy: 0.5973 - top-5-accuracy: 0.8761
+
+
+```
+
+```
+
+108/176 [=================>............] - ETA: 10s - loss: 1.4177 - accuracy: 0.5968 - top-5-accuracy: 0.8760
+
+
+```
+
+```
+
+109/176 [=================>............] - ETA: 10s - loss: 1.4185 - accuracy: 0.5967 - top-5-accuracy: 0.8759
+
+
+```
+
+```
+
+110/176 [=================>............] - ETA: 10s - loss: 1.4202 - accuracy: 0.5961 - top-5-accuracy: 0.8755
+
+
+```
+
+```
+
+111/176 [=================>............] - ETA: 10s - loss: 1.4203 - accuracy: 0.5960 - top-5-accuracy: 0.8753
+
+
+```
+
+```
+
+112/176 [==================>...........] - ETA: 10s - loss: 1.4209 - accuracy: 0.5957 - top-5-accuracy: 0.8756
+
+
+```
+
+```
+
+113/176 [==================>...........] - ETA: 9s - loss: 1.4224 - accuracy: 0.5953 - top-5-accuracy: 0.8752
+
+
+```
+
+```
+
+114/176 [==================>...........] - ETA: 9s - loss: 1.4211 - accuracy: 0.5957 - top-5-accuracy: 0.8752
+
+
+```
+
+```
+
+115/176 [==================>...........] - ETA: 9s - loss: 1.4223 - accuracy: 0.5953 - top-5-accuracy: 0.8752
+
+
+```
+
+```
+
+116/176 [==================>...........] - ETA: 9s - loss: 1.4235 - accuracy: 0.5949 - top-5-accuracy: 0.8752
+
+
+```
+
+```
+
+117/176 [==================>...........] - ETA: 9s - loss: 1.4235 - accuracy: 0.5946 - top-5-accuracy: 0.8753
+
+
+```
+
+```
+
+118/176 [===================>..........] - ETA: 9s - loss: 1.4244 - accuracy: 0.5943 - top-5-accuracy: 0.8752
+
+
+```
+
+```
+
+119/176 [===================>..........] - ETA: 9s - loss: 1.4246 - accuracy: 0.5942 - top-5-accuracy: 0.8753
+
+
+```
+
+```
+
+120/176 [===================>..........] - ETA: 8s - loss: 1.4239 - accuracy: 0.5941 - top-5-accuracy: 0.8754
+
+
+```
+
+```
+
+121/176 [===================>..........] - ETA: 8s - loss: 1.4248 - accuracy: 0.5941 - top-5-accuracy: 0.8752
+
+
+```
+
+```
+
+122/176 [===================>..........] - ETA: 8s - loss: 1.4263 - accuracy: 0.5937 - top-5-accuracy: 0.8751
+
+
+```
+
+```
+
+123/176 [===================>..........] - ETA: 8s - loss: 1.4246 - accuracy: 0.5944 - top-5-accuracy: 0.8754
+
+
+```
+
+```
+
+124/176 [====================>.........] - ETA: 8s - loss: 1.4260 - accuracy: 0.5942 - top-5-accuracy: 0.8751
+
+
+```
+
+```
+
+125/176 [====================>.........] - ETA: 8s - loss: 1.4262 - accuracy: 0.5942 - top-5-accuracy: 0.8751
+
+
+```
+
+```
+
+126/176 [====================>.........] - ETA: 7s - loss: 1.4271 - accuracy: 0.5942 - top-5-accuracy: 0.8749
+
+
+```
+
+```
+
+127/176 [====================>.........] - ETA: 7s - loss: 1.4275 - accuracy: 0.5938 - top-5-accuracy: 0.8750
+
+
+```
+
+```
+
+128/176 [====================>.........] - ETA: 7s - loss: 1.4281 - accuracy: 0.5936 - top-5-accuracy: 0.8750
+
+
+```
+
+```
+
+129/176 [====================>.........] - ETA: 7s - loss: 1.4294 - accuracy: 0.5934 - top-5-accuracy: 0.8747
+
+
+```
+
+```
+
+130/176 [=====================>........] - ETA: 7s - loss: 1.4296 - accuracy: 0.5932 - top-5-accuracy: 0.8745
+
+
+```
+
+```
+
+131/176 [=====================>........] - ETA: 7s - loss: 1.4293 - accuracy: 0.5932 - top-5-accuracy: 0.8746
+
+
+```
+
+```
+
+132/176 [=====================>........] - ETA: 6s - loss: 1.4293 - accuracy: 0.5932 - top-5-accuracy: 0.8747
+
+
+```
+
+```
+
+133/176 [=====================>........] - ETA: 6s - loss: 1.4308 - accuracy: 0.5929 - top-5-accuracy: 0.8743
+
+
+```
+
+```
+
+134/176 [=====================>........] - ETA: 6s - loss: 1.4313 - accuracy: 0.5928 - top-5-accuracy: 0.8744
+
+
+```
+
+```
+
+135/176 [======================>.......] - ETA: 6s - loss: 1.4307 - accuracy: 0.5932 - top-5-accuracy: 0.8744
+
+
+```
+
+```
+
+136/176 [======================>.......] - ETA: 6s - loss: 1.4297 - accuracy: 0.5935 - top-5-accuracy: 0.8747
+
+
+```
+
+```
+
+137/176 [======================>.......] - ETA: 6s - loss: 1.4296 - accuracy: 0.5936 - top-5-accuracy: 0.8749
+
+
+```
+
+```
+
+138/176 [======================>.......] - ETA: 6s - loss: 1.4294 - accuracy: 0.5934 - top-5-accuracy: 0.8749
+
+
+```
+
+```
+
+139/176 [======================>.......] - ETA: 5s - loss: 1.4296 - accuracy: 0.5934 - top-5-accuracy: 0.8750
+
+
+```
+
+```
+
+140/176 [======================>.......] - ETA: 5s - loss: 1.4299 - accuracy: 0.5934 - top-5-accuracy: 0.8749
+
+
+```
+
+```
+
+141/176 [=======================>......] - ETA: 5s - loss: 1.4304 - accuracy: 0.5931 - top-5-accuracy: 0.8750
+
+
+```
+
+```
+
+142/176 [=======================>......] - ETA: 5s - loss: 1.4305 - accuracy: 0.5929 - top-5-accuracy: 0.8749
+
+
+```
+
+```
+
+143/176 [=======================>......] - ETA: 5s - loss: 1.4311 - accuracy: 0.5929 - top-5-accuracy: 0.8748
+
+
+```
+
+```
+
+144/176 [=======================>......] - ETA: 5s - loss: 1.4313 - accuracy: 0.5931 - top-5-accuracy: 0.8746
+
+
+```
+
+```
+
+145/176 [=======================>......] - ETA: 4s - loss: 1.4310 - accuracy: 0.5931 - top-5-accuracy: 0.8747
+
+
+```
+
+```
+
+146/176 [=======================>......] - ETA: 4s - loss: 1.4323 - accuracy: 0.5930 - top-5-accuracy: 0.8744
+
+
+```
+
+```
+
+147/176 [========================>.....] - ETA: 4s - loss: 1.4320 - accuracy: 0.5930 - top-5-accuracy: 0.8745
+
+
+```
+
+```
+
+148/176 [========================>.....] - ETA: 4s - loss: 1.4323 - accuracy: 0.5929 - top-5-accuracy: 0.8744
+
+
+```
+
+```
+
+149/176 [========================>.....] - ETA: 4s - loss: 1.4328 - accuracy: 0.5925 - top-5-accuracy: 0.8744
+
+
+```
+
+```
+
+150/176 [========================>.....] - ETA: 4s - loss: 1.4330 - accuracy: 0.5924 - top-5-accuracy: 0.8745
+
+
+```
+
+```
+
+151/176 [========================>.....] - ETA: 3s - loss: 1.4326 - accuracy: 0.5925 - top-5-accuracy: 0.8745
+
+
+```
+
+```
+
+152/176 [========================>.....] - ETA: 3s - loss: 1.4338 - accuracy: 0.5921 - top-5-accuracy: 0.8745
+
+
+```
+
+```
+
+153/176 [=========================>....] - ETA: 3s - loss: 1.4343 - accuracy: 0.5920 - top-5-accuracy: 0.8745
+
+
+```
+
+```
+
+154/176 [=========================>....] - ETA: 3s - loss: 1.4338 - accuracy: 0.5920 - top-5-accuracy: 0.8745
+
+
+```
+
+```
+
+155/176 [=========================>....] - ETA: 3s - loss: 1.4349 - accuracy: 0.5918 - top-5-accuracy: 0.8745
+
+
+```
+
+```
+
+156/176 [=========================>....] - ETA: 3s - loss: 1.4363 - accuracy: 0.5916 - top-5-accuracy: 0.8742
+
+
+```
+
+```
+
+157/176 [=========================>....] - ETA: 3s - loss: 1.4358 - accuracy: 0.5918 - top-5-accuracy: 0.8743
+
+
+```
+
+```
+
+158/176 [=========================>....] - ETA: 2s - loss: 1.4357 - accuracy: 0.5917 - top-5-accuracy: 0.8744
+
+
+```
+
+```
+
+159/176 [==========================>...] - ETA: 2s - loss: 1.4351 - accuracy: 0.5916 - top-5-accuracy: 0.8745
+
+
+```
+
+```
+
+160/176 [==========================>...] - ETA: 2s - loss: 1.4353 - accuracy: 0.5914 - top-5-accuracy: 0.8746
+
+
+```
+
+```
+
+161/176 [==========================>...] - ETA: 2s - loss: 1.4349 - accuracy: 0.5913 - top-5-accuracy: 0.8747
+
+
+```
+
+```
+
+162/176 [==========================>...] - ETA: 2s - loss: 1.4350 - accuracy: 0.5915 - top-5-accuracy: 0.8744
+
+
+```
+
+```
+
+163/176 [==========================>...] - ETA: 2s - loss: 1.4362 - accuracy: 0.5912 - top-5-accuracy: 0.8742
+
+
+```
+
+```
+
+164/176 [==========================>...] - ETA: 1s - loss: 1.4353 - accuracy: 0.5917 - top-5-accuracy: 0.8743
+
+
+```
+
+```
+
+165/176 [===========================>..] - ETA: 1s - loss: 1.4348 - accuracy: 0.5917 - top-5-accuracy: 0.8744
+
+
+```
+
+```
+
+166/176 [===========================>..] - ETA: 1s - loss: 1.4355 - accuracy: 0.5915 - top-5-accuracy: 0.8743
+
+
+```
+
+```
+
+167/176 [===========================>..] - ETA: 1s - loss: 1.4358 - accuracy: 0.5914 - top-5-accuracy: 0.8743
+
+
+```
+
+```
+
+168/176 [===========================>..] - ETA: 1s - loss: 1.4363 - accuracy: 0.5910 - top-5-accuracy: 0.8743
+
+
+```
+
+```
+
+169/176 [===========================>..] - ETA: 1s - loss: 1.4374 - accuracy: 0.5908 - top-5-accuracy: 0.8741
+
+
+```
+
+```
+
+170/176 [===========================>..] - ETA: 0s - loss: 1.4384 - accuracy: 0.5906 - top-5-accuracy: 0.8738
+
+
+```
+
+```
+
+171/176 [============================>.] - ETA: 0s - loss: 1.4394 - accuracy: 0.5904 - top-5-accuracy: 0.8737
+
+
+```
+
+```
+
+172/176 [============================>.] - ETA: 0s - loss: 1.4394 - accuracy: 0.5904 - top-5-accuracy: 0.8737
+
+
+```
+
+```
+
+173/176 [============================>.] - ETA: 0s - loss: 1.4410 - accuracy: 0.5900 - top-5-accuracy: 0.8735
+
+
+```
+
+```
+
+174/176 [============================>.] - ETA: 0s - loss: 1.4416 - accuracy: 0.5898 - top-5-accuracy: 0.8733
+
+
+```
+
+```
+
+175/176 [============================>.] - ETA: 0s - loss: 1.4420 - accuracy: 0.5898 - top-5-accuracy: 0.8733
+
+
+```
+
+```
+
+176/176 [==============================] - ETA: 0s - loss: 1.4417 - accuracy: 0.5897 - top-5-accuracy: 0.8734
+
+
+```
+
+```
+
+176/176 [==============================] - 29s 164ms/step - loss: 1.4417 - accuracy: 0.5897 - top-5-accuracy: 0.8734 - val_loss: 1.9336 - val_accuracy: 0.5018 - val_top-5-accuracy: 0.7902
+
+
+
+```
+Epoch 40/50
+
+```
+
+
+ 1/176 [..............................] - ETA: 27s - loss: 1.2903 - accuracy: 0.6172 - top-5-accuracy: 0.8906
+
+
+```
+
+```
+
+ 2/176 [..............................] - ETA: 27s - loss: 1.3271 - accuracy: 0.6055 - top-5-accuracy: 0.8984
+
+
+```
+
+```
+
+ 3/176 [..............................] - ETA: 27s - loss: 1.4050 - accuracy: 0.5964 - top-5-accuracy: 0.8828
+
+
+```
+
+```
+
+ 4/176 [..............................] - ETA: 27s - loss: 1.3972 - accuracy: 0.5986 - top-5-accuracy: 0.8828
+
+
+```
+
+```
+
+ 5/176 [..............................] - ETA: 27s - loss: 1.3937 - accuracy: 0.5984 - top-5-accuracy: 0.8883
+
+
+```
+
+```
+
+ 6/176 [>.............................] - ETA: 26s - loss: 1.4007 - accuracy: 0.5918 - top-5-accuracy: 0.8867
+
+
+```
+
+```
+
+ 7/176 [>.............................] - ETA: 26s - loss: 1.3870 - accuracy: 0.5999 - top-5-accuracy: 0.8850
+
+
+```
+
+```
+
+ 8/176 [>.............................] - ETA: 26s - loss: 1.4008 - accuracy: 0.5947 - top-5-accuracy: 0.8833
+
+
+```
+
+```
+
+ 9/176 [>.............................] - ETA: 26s - loss: 1.4151 - accuracy: 0.5924 - top-5-accuracy: 0.8815
+
+
+```
+
+```
+
+ 10/176 [>.............................] - ETA: 26s - loss: 1.4296 - accuracy: 0.5844 - top-5-accuracy: 0.8801
+
+
+```
+
+```
+
+ 11/176 [>.............................] - ETA: 26s - loss: 1.4281 - accuracy: 0.5835 - top-5-accuracy: 0.8828
+
+
+```
+
+```
+
+ 12/176 [=>............................] - ETA: 26s - loss: 1.4378 - accuracy: 0.5817 - top-5-accuracy: 0.8809
+
+
+```
+
+```
+
+ 13/176 [=>............................] - ETA: 25s - loss: 1.4429 - accuracy: 0.5778 - top-5-accuracy: 0.8804
+
+
+```
+
+```
+
+ 14/176 [=>............................] - ETA: 25s - loss: 1.4434 - accuracy: 0.5787 - top-5-accuracy: 0.8811
+
+
+```
+
+```
+
+ 15/176 [=>............................] - ETA: 25s - loss: 1.4426 - accuracy: 0.5799 - top-5-accuracy: 0.8799
+
+
+```
+
+```
+
+ 16/176 [=>............................] - ETA: 25s - loss: 1.4355 - accuracy: 0.5813 - top-5-accuracy: 0.8804
+
+
+```
+
+```
+
+ 17/176 [=>............................] - ETA: 25s - loss: 1.4381 - accuracy: 0.5823 - top-5-accuracy: 0.8798
+
+
+```
+
+```
+
+ 18/176 [==>...........................] - ETA: 25s - loss: 1.4442 - accuracy: 0.5803 - top-5-accuracy: 0.8778
+
+
+```
+
+```
+
+ 19/176 [==>...........................] - ETA: 24s - loss: 1.4414 - accuracy: 0.5822 - top-5-accuracy: 0.8769
+
+
+```
+
+```
+
+ 20/176 [==>...........................] - ETA: 24s - loss: 1.4435 - accuracy: 0.5838 - top-5-accuracy: 0.8762
+
+
+```
+
+```
+
+ 21/176 [==>...........................] - ETA: 24s - loss: 1.4437 - accuracy: 0.5828 - top-5-accuracy: 0.8770
+
+
+```
+
+```
+
+ 22/176 [==>...........................] - ETA: 24s - loss: 1.4346 - accuracy: 0.5861 - top-5-accuracy: 0.8791
+
+
+```
+
+```
+
+ 23/176 [==>...........................] - ETA: 24s - loss: 1.4296 - accuracy: 0.5887 - top-5-accuracy: 0.8799
+
+
+```
+
+```
+
+ 24/176 [===>..........................] - ETA: 24s - loss: 1.4341 - accuracy: 0.5881 - top-5-accuracy: 0.8791
+
+
+```
+
+```
+
+ 25/176 [===>..........................] - ETA: 23s - loss: 1.4279 - accuracy: 0.5892 - top-5-accuracy: 0.8795
+
+
+```
+
+```
+
+ 26/176 [===>..........................] - ETA: 23s - loss: 1.4296 - accuracy: 0.5894 - top-5-accuracy: 0.8783
+
+
+```
+
+```
+
+ 27/176 [===>..........................] - ETA: 23s - loss: 1.4326 - accuracy: 0.5888 - top-5-accuracy: 0.8779
+
+
+```
+
+```
+
+ 28/176 [===>..........................] - ETA: 23s - loss: 1.4312 - accuracy: 0.5879 - top-5-accuracy: 0.8778
+
+
+```
+
+```
+
+ 29/176 [===>..........................] - ETA: 23s - loss: 1.4312 - accuracy: 0.5893 - top-5-accuracy: 0.8784
+
+
+```
+
+```
+
+ 30/176 [====>.........................] - ETA: 23s - loss: 1.4317 - accuracy: 0.5893 - top-5-accuracy: 0.8783
+
+
+```
+
+```
+
+ 31/176 [====>.........................] - ETA: 23s - loss: 1.4280 - accuracy: 0.5900 - top-5-accuracy: 0.8784
+
+
+```
+
+```
+
+ 32/176 [====>.........................] - ETA: 22s - loss: 1.4221 - accuracy: 0.5912 - top-5-accuracy: 0.8789
+
+
+```
+
+```
+
+ 33/176 [====>.........................] - ETA: 22s - loss: 1.4186 - accuracy: 0.5921 - top-5-accuracy: 0.8790
+
+
+```
+
+```
+
+ 34/176 [====>.........................] - ETA: 22s - loss: 1.4162 - accuracy: 0.5933 - top-5-accuracy: 0.8791
+
+
+```
+
+```
+
+ 35/176 [====>.........................] - ETA: 22s - loss: 1.4189 - accuracy: 0.5929 - top-5-accuracy: 0.8787
+
+
+```
+
+```
+
+ 36/176 [=====>........................] - ETA: 22s - loss: 1.4176 - accuracy: 0.5935 - top-5-accuracy: 0.8793
+
+
+```
+
+```
+
+ 37/176 [=====>........................] - ETA: 22s - loss: 1.4180 - accuracy: 0.5943 - top-5-accuracy: 0.8787
+
+
+```
+
+```
+
+ 38/176 [=====>........................] - ETA: 21s - loss: 1.4151 - accuracy: 0.5950 - top-5-accuracy: 0.8797
+
+
+```
+
+```
+
+ 39/176 [=====>........................] - ETA: 21s - loss: 1.4167 - accuracy: 0.5949 - top-5-accuracy: 0.8794
+
+
+```
+
+```
+
+ 40/176 [=====>........................] - ETA: 21s - loss: 1.4179 - accuracy: 0.5947 - top-5-accuracy: 0.8797
+
+
+```
+
+```
+
+ 41/176 [=====>........................] - ETA: 21s - loss: 1.4218 - accuracy: 0.5944 - top-5-accuracy: 0.8794
+
+
+```
+
+```
+
+ 42/176 [======>.......................] - ETA: 21s - loss: 1.4225 - accuracy: 0.5947 - top-5-accuracy: 0.8790
+
+
+```
+
+```
+
+ 43/176 [======>.......................] - ETA: 21s - loss: 1.4223 - accuracy: 0.5945 - top-5-accuracy: 0.8791
+
+
+```
+
+```
+
+ 44/176 [======>.......................] - ETA: 20s - loss: 1.4222 - accuracy: 0.5950 - top-5-accuracy: 0.8790
+
+
+```
+
+```
+
+ 45/176 [======>.......................] - ETA: 20s - loss: 1.4221 - accuracy: 0.5952 - top-5-accuracy: 0.8789
+
+
+```
+
+```
+
+ 46/176 [======>.......................] - ETA: 20s - loss: 1.4205 - accuracy: 0.5958 - top-5-accuracy: 0.8794
+
+
+```
+
+```
+
+ 47/176 [=======>......................] - ETA: 20s - loss: 1.4234 - accuracy: 0.5957 - top-5-accuracy: 0.8787
+
+
+```
+
+```
+
+ 48/176 [=======>......................] - ETA: 20s - loss: 1.4222 - accuracy: 0.5955 - top-5-accuracy: 0.8795
+
+
+```
+
+```
+
+ 49/176 [=======>......................] - ETA: 20s - loss: 1.4229 - accuracy: 0.5956 - top-5-accuracy: 0.8796
+
+
+```
+
+```
+
+ 50/176 [=======>......................] - ETA: 20s - loss: 1.4215 - accuracy: 0.5960 - top-5-accuracy: 0.8805
+
+
+```
+
+```
+
+ 51/176 [=======>......................] - ETA: 19s - loss: 1.4216 - accuracy: 0.5964 - top-5-accuracy: 0.8805
+
+
+```
+
+```
+
+ 52/176 [=======>......................] - ETA: 19s - loss: 1.4197 - accuracy: 0.5969 - top-5-accuracy: 0.8803
+
+
+```
+
+```
+
+ 53/176 [========>.....................] - ETA: 19s - loss: 1.4189 - accuracy: 0.5971 - top-5-accuracy: 0.8808
+
+
+```
+
+```
+
+ 54/176 [========>.....................] - ETA: 19s - loss: 1.4191 - accuracy: 0.5973 - top-5-accuracy: 0.8806
+
+
+```
+
+```
+
+ 55/176 [========>.....................] - ETA: 19s - loss: 1.4200 - accuracy: 0.5970 - top-5-accuracy: 0.8806
+
+
+```
+
+```
+
+ 56/176 [========>.....................] - ETA: 19s - loss: 1.4188 - accuracy: 0.5977 - top-5-accuracy: 0.8805
+
+
+```
+
+```
+
+ 57/176 [========>.....................] - ETA: 18s - loss: 1.4184 - accuracy: 0.5980 - top-5-accuracy: 0.8803
+
+
+```
+
+```
+
+ 58/176 [========>.....................] - ETA: 18s - loss: 1.4160 - accuracy: 0.5987 - top-5-accuracy: 0.8804
+
+
+```
+
+```
+
+ 59/176 [=========>....................] - ETA: 18s - loss: 1.4145 - accuracy: 0.5989 - top-5-accuracy: 0.8808
+
+
+```
+
+```
+
+ 60/176 [=========>....................] - ETA: 18s - loss: 1.4146 - accuracy: 0.5989 - top-5-accuracy: 0.8806
+
+
+```
+
+```
+
+ 61/176 [=========>....................] - ETA: 18s - loss: 1.4141 - accuracy: 0.5992 - top-5-accuracy: 0.8803
+
+
+```
+
+```
+
+ 62/176 [=========>....................] - ETA: 18s - loss: 1.4128 - accuracy: 0.5995 - top-5-accuracy: 0.8803
+
+
+```
+
+```
+
+ 63/176 [=========>....................] - ETA: 17s - loss: 1.4105 - accuracy: 0.6003 - top-5-accuracy: 0.8806
+
+
+```
+
+```
+
+ 64/176 [=========>....................] - ETA: 17s - loss: 1.4068 - accuracy: 0.6011 - top-5-accuracy: 0.8812
+
+
+```
+
+```
+
+ 65/176 [==========>...................] - ETA: 17s - loss: 1.4038 - accuracy: 0.6020 - top-5-accuracy: 0.8816
+
+
+```
+
+```
+
+ 66/176 [==========>...................] - ETA: 17s - loss: 1.4030 - accuracy: 0.6023 - top-5-accuracy: 0.8819
+
+
+```
+
+```
+
+ 67/176 [==========>...................] - ETA: 17s - loss: 1.4043 - accuracy: 0.6021 - top-5-accuracy: 0.8817
+
+
+```
+
+```
+
+ 68/176 [==========>...................] - ETA: 17s - loss: 1.4042 - accuracy: 0.6018 - top-5-accuracy: 0.8815
+
+
+```
+
+```
+
+ 69/176 [==========>...................] - ETA: 17s - loss: 1.4049 - accuracy: 0.6020 - top-5-accuracy: 0.8814
+
+
+```
+
+```
+
+ 70/176 [==========>...................] - ETA: 16s - loss: 1.4056 - accuracy: 0.6018 - top-5-accuracy: 0.8813
+
+
+```
+
+```
+
+ 71/176 [===========>..................] - ETA: 16s - loss: 1.4061 - accuracy: 0.6021 - top-5-accuracy: 0.8812
+
+
+```
+
+```
+
+ 72/176 [===========>..................] - ETA: 16s - loss: 1.4060 - accuracy: 0.6024 - top-5-accuracy: 0.8812
+
+
+```
+
+```
+
+ 73/176 [===========>..................] - ETA: 16s - loss: 1.4070 - accuracy: 0.6019 - top-5-accuracy: 0.8811
+
+
+```
+
+```
+
+ 74/176 [===========>..................] - ETA: 16s - loss: 1.4052 - accuracy: 0.6022 - top-5-accuracy: 0.8818
+
+
+```
+
+```
+
+ 75/176 [===========>..................] - ETA: 16s - loss: 1.4041 - accuracy: 0.6026 - top-5-accuracy: 0.8822
+
+
+```
+
+```
+
+ 76/176 [===========>..................] - ETA: 15s - loss: 1.4039 - accuracy: 0.6025 - top-5-accuracy: 0.8820
+
+
+```
+
+```
+
+ 77/176 [============>.................] - ETA: 15s - loss: 1.4035 - accuracy: 0.6026 - top-5-accuracy: 0.8818
+
+
+```
+
+```
+
+ 78/176 [============>.................] - ETA: 15s - loss: 1.4028 - accuracy: 0.6029 - top-5-accuracy: 0.8817
+
+
+```
+
+```
+
+ 79/176 [============>.................] - ETA: 15s - loss: 1.4022 - accuracy: 0.6033 - top-5-accuracy: 0.8816
+
+
+```
+
+```
+
+ 80/176 [============>.................] - ETA: 15s - loss: 1.4036 - accuracy: 0.6033 - top-5-accuracy: 0.8814
+
+
+```
+
+```
+
+ 81/176 [============>.................] - ETA: 15s - loss: 1.4028 - accuracy: 0.6032 - top-5-accuracy: 0.8817
+
+
+```
+
+```
+
+ 82/176 [============>.................] - ETA: 14s - loss: 1.4028 - accuracy: 0.6032 - top-5-accuracy: 0.8816
+
+
+```
+
+```
+
+ 83/176 [=============>................] - ETA: 14s - loss: 1.4036 - accuracy: 0.6034 - top-5-accuracy: 0.8812
+
+
+```
+
+```
+
+ 84/176 [=============>................] - ETA: 14s - loss: 1.4031 - accuracy: 0.6032 - top-5-accuracy: 0.8811
+
+
+```
+
+```
+
+ 85/176 [=============>................] - ETA: 14s - loss: 1.4024 - accuracy: 0.6031 - top-5-accuracy: 0.8813
+
+
+```
+
+```
+
+ 86/176 [=============>................] - ETA: 14s - loss: 1.4035 - accuracy: 0.6030 - top-5-accuracy: 0.8813
+
+
+```
+
+```
+
+ 87/176 [=============>................] - ETA: 14s - loss: 1.4032 - accuracy: 0.6031 - top-5-accuracy: 0.8815
+
+
+```
+
+```
+
+ 88/176 [==============>...............] - ETA: 13s - loss: 1.4044 - accuracy: 0.6028 - top-5-accuracy: 0.8813
+
+
+```
+
+```
+
+ 89/176 [==============>...............] - ETA: 13s - loss: 1.4040 - accuracy: 0.6029 - top-5-accuracy: 0.8814
+
+
+```
+
+```
+
+ 90/176 [==============>...............] - ETA: 13s - loss: 1.4027 - accuracy: 0.6033 - top-5-accuracy: 0.8817
+
+
+```
+
+```
+
+ 91/176 [==============>...............] - ETA: 13s - loss: 1.4041 - accuracy: 0.6028 - top-5-accuracy: 0.8817
+
+
+```
+
+```
+
+ 92/176 [==============>...............] - ETA: 13s - loss: 1.4033 - accuracy: 0.6028 - top-5-accuracy: 0.8818
+
+
+```
+
+```
+
+ 93/176 [==============>...............] - ETA: 13s - loss: 1.4029 - accuracy: 0.6025 - top-5-accuracy: 0.8818
+
+
+```
+
+```
+
+ 94/176 [===============>..............] - ETA: 13s - loss: 1.4038 - accuracy: 0.6019 - top-5-accuracy: 0.8815
+
+
+```
+
+```
+
+ 95/176 [===============>..............] - ETA: 12s - loss: 1.4039 - accuracy: 0.6018 - top-5-accuracy: 0.8815
+
+
+```
+
+```
+
+ 96/176 [===============>..............] - ETA: 12s - loss: 1.4055 - accuracy: 0.6015 - top-5-accuracy: 0.8809
+
+
+```
+
+```
+
+ 97/176 [===============>..............] - ETA: 12s - loss: 1.4057 - accuracy: 0.6012 - top-5-accuracy: 0.8808
+
+
+```
+
+```
+
+ 98/176 [===============>..............] - ETA: 12s - loss: 1.4059 - accuracy: 0.6008 - top-5-accuracy: 0.8807
+
+
+```
+
+```
+
+ 99/176 [===============>..............] - ETA: 12s - loss: 1.4060 - accuracy: 0.6005 - top-5-accuracy: 0.8806
+
+
+```
+
+```
+
+100/176 [================>.............] - ETA: 12s - loss: 1.4057 - accuracy: 0.6003 - top-5-accuracy: 0.8807
+
+
+```
+
+```
+
+101/176 [================>.............] - ETA: 11s - loss: 1.4059 - accuracy: 0.6001 - top-5-accuracy: 0.8807
+
+
+```
+
+```
+
+102/176 [================>.............] - ETA: 11s - loss: 1.4061 - accuracy: 0.6001 - top-5-accuracy: 0.8807
+
+
+```
+
+```
+
+103/176 [================>.............] - ETA: 11s - loss: 1.4064 - accuracy: 0.6000 - top-5-accuracy: 0.8805
+
+
+```
+
+```
+
+104/176 [================>.............] - ETA: 11s - loss: 1.4083 - accuracy: 0.5996 - top-5-accuracy: 0.8801
+
+
+```
+
+```
+
+105/176 [================>.............] - ETA: 11s - loss: 1.4094 - accuracy: 0.5992 - top-5-accuracy: 0.8798
+
+
+```
+
+```
+
+106/176 [=================>............] - ETA: 11s - loss: 1.4114 - accuracy: 0.5987 - top-5-accuracy: 0.8796
+
+
+```
+
+```
+
+107/176 [=================>............] - ETA: 10s - loss: 1.4096 - accuracy: 0.5992 - top-5-accuracy: 0.8798
+
+
+```
+
+```
+
+108/176 [=================>............] - ETA: 10s - loss: 1.4083 - accuracy: 0.5994 - top-5-accuracy: 0.8800
+
+
+```
+
+```
+
+109/176 [=================>............] - ETA: 10s - loss: 1.4094 - accuracy: 0.5991 - top-5-accuracy: 0.8798
+
+
+```
+
+```
+
+110/176 [=================>............] - ETA: 10s - loss: 1.4105 - accuracy: 0.5990 - top-5-accuracy: 0.8797
+
+
+```
+
+```
+
+111/176 [=================>............] - ETA: 10s - loss: 1.4109 - accuracy: 0.5987 - top-5-accuracy: 0.8796
+
+
+```
+
+```
+
+112/176 [==================>...........] - ETA: 10s - loss: 1.4113 - accuracy: 0.5985 - top-5-accuracy: 0.8795
+
+
+```
+
+```
+
+113/176 [==================>...........] - ETA: 10s - loss: 1.4119 - accuracy: 0.5984 - top-5-accuracy: 0.8791
+
+
+```
+
+```
+
+114/176 [==================>...........] - ETA: 9s - loss: 1.4120 - accuracy: 0.5985 - top-5-accuracy: 0.8790
+
+
+```
+
+```
+
+115/176 [==================>...........] - ETA: 9s - loss: 1.4102 - accuracy: 0.5990 - top-5-accuracy: 0.8792
+
+
+```
+
+```
+
+116/176 [==================>...........] - ETA: 9s - loss: 1.4093 - accuracy: 0.5993 - top-5-accuracy: 0.8795
+
+
+```
+
+```
+
+117/176 [==================>...........] - ETA: 9s - loss: 1.4108 - accuracy: 0.5989 - top-5-accuracy: 0.8795
+
+
+```
+
+```
+
+118/176 [===================>..........] - ETA: 9s - loss: 1.4108 - accuracy: 0.5992 - top-5-accuracy: 0.8796
+
+
+```
+
+```
+
+119/176 [===================>..........] - ETA: 9s - loss: 1.4111 - accuracy: 0.5991 - top-5-accuracy: 0.8795
+
+
+```
+
+```
+
+120/176 [===================>..........] - ETA: 8s - loss: 1.4112 - accuracy: 0.5991 - top-5-accuracy: 0.8793
+
+
+```
+
+```
+
+121/176 [===================>..........] - ETA: 8s - loss: 1.4114 - accuracy: 0.5991 - top-5-accuracy: 0.8792
+
+
+```
+
+```
+
+122/176 [===================>..........] - ETA: 8s - loss: 1.4116 - accuracy: 0.5992 - top-5-accuracy: 0.8792
+
+
+```
+
+```
+
+123/176 [===================>..........] - ETA: 8s - loss: 1.4117 - accuracy: 0.5992 - top-5-accuracy: 0.8791
+
+
+```
+
+```
+
+124/176 [====================>.........] - ETA: 8s - loss: 1.4131 - accuracy: 0.5989 - top-5-accuracy: 0.8790
+
+
+```
+
+```
+
+125/176 [====================>.........] - ETA: 8s - loss: 1.4125 - accuracy: 0.5990 - top-5-accuracy: 0.8792
+
+
+```
+
+```
+
+126/176 [====================>.........] - ETA: 7s - loss: 1.4131 - accuracy: 0.5990 - top-5-accuracy: 0.8791
+
+
+```
+
+```
+
+127/176 [====================>.........] - ETA: 7s - loss: 1.4130 - accuracy: 0.5992 - top-5-accuracy: 0.8790
+
+
+```
+
+```
+
+128/176 [====================>.........] - ETA: 7s - loss: 1.4126 - accuracy: 0.5995 - top-5-accuracy: 0.8790
+
+
+```
+
+```
+
+129/176 [====================>.........] - ETA: 7s - loss: 1.4119 - accuracy: 0.5997 - top-5-accuracy: 0.8789
+
+
+```
+
+```
+
+130/176 [=====================>........] - ETA: 7s - loss: 1.4125 - accuracy: 0.5995 - top-5-accuracy: 0.8787
+
+
+```
+
+```
+
+131/176 [=====================>........] - ETA: 7s - loss: 1.4121 - accuracy: 0.5997 - top-5-accuracy: 0.8787
+
+
+```
+
+```
+
+132/176 [=====================>........] - ETA: 6s - loss: 1.4120 - accuracy: 0.5997 - top-5-accuracy: 0.8788
+
+
+```
+
+```
+
+133/176 [=====================>........] - ETA: 6s - loss: 1.4117 - accuracy: 0.5997 - top-5-accuracy: 0.8788
+
+
+```
+
+```
+
+134/176 [=====================>........] - ETA: 6s - loss: 1.4119 - accuracy: 0.5998 - top-5-accuracy: 0.8788
+
+
+```
+
+```
+
+135/176 [======================>.......] - ETA: 6s - loss: 1.4129 - accuracy: 0.5995 - top-5-accuracy: 0.8786
+
+
+```
+
+```
+
+136/176 [======================>.......] - ETA: 6s - loss: 1.4133 - accuracy: 0.5995 - top-5-accuracy: 0.8786
+
+
+```
+
+```
+
+137/176 [======================>.......] - ETA: 6s - loss: 1.4123 - accuracy: 0.5999 - top-5-accuracy: 0.8788
+
+
+```
+
+```
+
+138/176 [======================>.......] - ETA: 6s - loss: 1.4136 - accuracy: 0.5999 - top-5-accuracy: 0.8785
+
+
+```
+
+```
+
+139/176 [======================>.......] - ETA: 5s - loss: 1.4146 - accuracy: 0.5999 - top-5-accuracy: 0.8782
+
+
+```
+
+```
+
+140/176 [======================>.......] - ETA: 5s - loss: 1.4152 - accuracy: 0.5999 - top-5-accuracy: 0.8780
+
+
+```
+
+```
+
+141/176 [=======================>......] - ETA: 5s - loss: 1.4159 - accuracy: 0.5996 - top-5-accuracy: 0.8779
+
+
+```
+
+```
+
+142/176 [=======================>......] - ETA: 5s - loss: 1.4155 - accuracy: 0.5999 - top-5-accuracy: 0.8779
+
+
+```
+
+```
+
+143/176 [=======================>......] - ETA: 5s - loss: 1.4159 - accuracy: 0.5996 - top-5-accuracy: 0.8780
+
+
+```
+
+```
+
+144/176 [=======================>......] - ETA: 5s - loss: 1.4170 - accuracy: 0.5993 - top-5-accuracy: 0.8777
+
+
+```
+
+```
+
+145/176 [=======================>......] - ETA: 4s - loss: 1.4176 - accuracy: 0.5993 - top-5-accuracy: 0.8775
+
+
+```
+
+```
+
+146/176 [=======================>......] - ETA: 4s - loss: 1.4176 - accuracy: 0.5993 - top-5-accuracy: 0.8775
+
+
+```
+
+```
+
+147/176 [========================>.....] - ETA: 4s - loss: 1.4180 - accuracy: 0.5991 - top-5-accuracy: 0.8773
+
+
+```
+
+```
+
+148/176 [========================>.....] - ETA: 4s - loss: 1.4181 - accuracy: 0.5993 - top-5-accuracy: 0.8774
+
+
+```
+
+```
+
+149/176 [========================>.....] - ETA: 4s - loss: 1.4188 - accuracy: 0.5992 - top-5-accuracy: 0.8774
+
+
+```
+
+```
+
+150/176 [========================>.....] - ETA: 4s - loss: 1.4194 - accuracy: 0.5992 - top-5-accuracy: 0.8773
+
+
+```
+
+```
+
+151/176 [========================>.....] - ETA: 3s - loss: 1.4178 - accuracy: 0.5997 - top-5-accuracy: 0.8776
+
+
+```
+
+```
+
+152/176 [========================>.....] - ETA: 3s - loss: 1.4174 - accuracy: 0.5998 - top-5-accuracy: 0.8777
+
+
+```
+
+```
+
+153/176 [=========================>....] - ETA: 3s - loss: 1.4174 - accuracy: 0.5998 - top-5-accuracy: 0.8776
+
+
+```
+
+```
+
+154/176 [=========================>....] - ETA: 3s - loss: 1.4171 - accuracy: 0.5998 - top-5-accuracy: 0.8777
+
+
+```
+
+```
+
+155/176 [=========================>....] - ETA: 3s - loss: 1.4174 - accuracy: 0.5995 - top-5-accuracy: 0.8777
+
+
+```
+
+```
+
+156/176 [=========================>....] - ETA: 3s - loss: 1.4183 - accuracy: 0.5995 - top-5-accuracy: 0.8775
+
+
+```
+
+```
+
+157/176 [=========================>....] - ETA: 3s - loss: 1.4183 - accuracy: 0.5995 - top-5-accuracy: 0.8775
+
+
+```
+
+```
+
+158/176 [=========================>....] - ETA: 2s - loss: 1.4193 - accuracy: 0.5992 - top-5-accuracy: 0.8773
+
+
+```
+
+```
+
+159/176 [==========================>...] - ETA: 2s - loss: 1.4203 - accuracy: 0.5992 - top-5-accuracy: 0.8771
+
+
+```
+
+```
+
+160/176 [==========================>...] - ETA: 2s - loss: 1.4200 - accuracy: 0.5991 - top-5-accuracy: 0.8771
+
+
+```
+
+```
+
+161/176 [==========================>...] - ETA: 2s - loss: 1.4218 - accuracy: 0.5988 - top-5-accuracy: 0.8767
+
+
+```
+
+```
+
+162/176 [==========================>...] - ETA: 2s - loss: 1.4217 - accuracy: 0.5988 - top-5-accuracy: 0.8768
+
+
+```
+
+```
+
+163/176 [==========================>...] - ETA: 2s - loss: 1.4217 - accuracy: 0.5990 - top-5-accuracy: 0.8768
+
+
+```
+
+```
+
+164/176 [==========================>...] - ETA: 1s - loss: 1.4214 - accuracy: 0.5991 - top-5-accuracy: 0.8769
+
+
+```
+
+```
+
+165/176 [===========================>..] - ETA: 1s - loss: 1.4215 - accuracy: 0.5991 - top-5-accuracy: 0.8769
+
+
+```
+
+```
+
+166/176 [===========================>..] - ETA: 1s - loss: 1.4222 - accuracy: 0.5987 - top-5-accuracy: 0.8770
+
+
+```
+
+```
+
+167/176 [===========================>..] - ETA: 1s - loss: 1.4231 - accuracy: 0.5985 - top-5-accuracy: 0.8768
+
+
+```
+
+```
+
+168/176 [===========================>..] - ETA: 1s - loss: 1.4230 - accuracy: 0.5986 - top-5-accuracy: 0.8767
+
+
+```
+
+```
+
+169/176 [===========================>..] - ETA: 1s - loss: 1.4227 - accuracy: 0.5988 - top-5-accuracy: 0.8765
+
+
+```
+
+```
+
+170/176 [===========================>..] - ETA: 0s - loss: 1.4223 - accuracy: 0.5987 - top-5-accuracy: 0.8768
+
+
+```
+
+```
+
+171/176 [============================>.] - ETA: 0s - loss: 1.4224 - accuracy: 0.5988 - top-5-accuracy: 0.8766
+
+
+```
+
+```
+
+172/176 [============================>.] - ETA: 0s - loss: 1.4227 - accuracy: 0.5987 - top-5-accuracy: 0.8765
+
+
+```
+
+```
+
+173/176 [============================>.] - ETA: 0s - loss: 1.4222 - accuracy: 0.5989 - top-5-accuracy: 0.8766
+
+
+```
+
+```
+
+174/176 [============================>.] - ETA: 0s - loss: 1.4221 - accuracy: 0.5989 - top-5-accuracy: 0.8767
+
+
+```
+
+```
+
+175/176 [============================>.] - ETA: 0s - loss: 1.4217 - accuracy: 0.5990 - top-5-accuracy: 0.8766
+
+
+```
+
+```
+
+176/176 [==============================] - ETA: 0s - loss: 1.4209 - accuracy: 0.5991 - top-5-accuracy: 0.8767
+
+
+```
+
+```
+
+176/176 [==============================] - 29s 164ms/step - loss: 1.4209 - accuracy: 0.5991 - top-5-accuracy: 0.8767 - val_loss: 1.9730 - val_accuracy: 0.4946 - val_top-5-accuracy: 0.7876
+
+
+
+```
+Epoch 41/50
+
+```
+
+
+ 1/176 [..............................] - ETA: 27s - loss: 1.3674 - accuracy: 0.5703 - top-5-accuracy: 0.8711
+
+
+```
+
+```
+
+ 2/176 [..............................] - ETA: 27s - loss: 1.3721 - accuracy: 0.5898 - top-5-accuracy: 0.8887
+
+
+```
+
+```
+
+ 3/176 [..............................] - ETA: 27s - loss: 1.3726 - accuracy: 0.5990 - top-5-accuracy: 0.8854
+
+
+```
+
+```
+
+ 4/176 [..............................] - ETA: 27s - loss: 1.3697 - accuracy: 0.5977 - top-5-accuracy: 0.8857
+
+
+```
+
+```
+
+ 5/176 [..............................] - ETA: 27s - loss: 1.3841 - accuracy: 0.5930 - top-5-accuracy: 0.8805
+
+
+```
+
+```
+
+ 6/176 [>.............................] - ETA: 27s - loss: 1.3881 - accuracy: 0.5951 - top-5-accuracy: 0.8802
+
+
+```
+
+```
+
+ 7/176 [>.............................] - ETA: 26s - loss: 1.3947 - accuracy: 0.5904 - top-5-accuracy: 0.8778
+
+
+```
+
+```
+
+ 8/176 [>.............................] - ETA: 26s - loss: 1.3633 - accuracy: 0.5996 - top-5-accuracy: 0.8809
+
+
+```
+
+```
+
+ 9/176 [>.............................] - ETA: 26s - loss: 1.3405 - accuracy: 0.6042 - top-5-accuracy: 0.8845
+
+
+```
+
+```
+
+ 10/176 [>.............................] - ETA: 26s - loss: 1.3367 - accuracy: 0.6043 - top-5-accuracy: 0.8848
+
+
+```
+
+```
+
+ 11/176 [>.............................] - ETA: 26s - loss: 1.3397 - accuracy: 0.6023 - top-5-accuracy: 0.8825
+
+
+```
+
+```
+
+ 12/176 [=>............................] - ETA: 25s - loss: 1.3397 - accuracy: 0.6051 - top-5-accuracy: 0.8818
+
+
+```
+
+```
+
+ 13/176 [=>............................] - ETA: 25s - loss: 1.3472 - accuracy: 0.6058 - top-5-accuracy: 0.8798
+
+
+```
+
+```
+
+ 14/176 [=>............................] - ETA: 25s - loss: 1.3411 - accuracy: 0.6074 - top-5-accuracy: 0.8828
+
+
+```
+
+```
+
+ 15/176 [=>............................] - ETA: 25s - loss: 1.3387 - accuracy: 0.6091 - top-5-accuracy: 0.8852
+
+
+```
+
+```
+
+ 16/176 [=>............................] - ETA: 25s - loss: 1.3397 - accuracy: 0.6116 - top-5-accuracy: 0.8853
+
+
+```
+
+```
+
+ 17/176 [=>............................] - ETA: 25s - loss: 1.3522 - accuracy: 0.6098 - top-5-accuracy: 0.8824
+
+
+```
+
+```
+
+ 18/176 [==>...........................] - ETA: 25s - loss: 1.3555 - accuracy: 0.6094 - top-5-accuracy: 0.8822
+
+
+```
+
+```
+
+ 19/176 [==>...........................] - ETA: 24s - loss: 1.3591 - accuracy: 0.6079 - top-5-accuracy: 0.8816
+
+
+```
+
+```
+
+ 20/176 [==>...........................] - ETA: 24s - loss: 1.3572 - accuracy: 0.6076 - top-5-accuracy: 0.8824
+
+
+```
+
+```
+
+ 21/176 [==>...........................] - ETA: 24s - loss: 1.3536 - accuracy: 0.6092 - top-5-accuracy: 0.8828
+
+
+```
+
+```
+
+ 22/176 [==>...........................] - ETA: 24s - loss: 1.3582 - accuracy: 0.6099 - top-5-accuracy: 0.8817
+
+
+```
+
+```
+
+ 23/176 [==>...........................] - ETA: 24s - loss: 1.3548 - accuracy: 0.6101 - top-5-accuracy: 0.8826
+
+
+```
+
+```
+
+ 24/176 [===>..........................] - ETA: 24s - loss: 1.3517 - accuracy: 0.6105 - top-5-accuracy: 0.8844
+
+
+```
+
+```
+
+ 25/176 [===>..........................] - ETA: 23s - loss: 1.3517 - accuracy: 0.6119 - top-5-accuracy: 0.8834
+
+
+```
+
+```
+
+ 26/176 [===>..........................] - ETA: 23s - loss: 1.3560 - accuracy: 0.6119 - top-5-accuracy: 0.8824
+
+
+```
+
+```
+
+ 27/176 [===>..........................] - ETA: 23s - loss: 1.3580 - accuracy: 0.6114 - top-5-accuracy: 0.8817
+
+
+```
+
+```
+
+ 28/176 [===>..........................] - ETA: 23s - loss: 1.3624 - accuracy: 0.6104 - top-5-accuracy: 0.8811
+
+
+```
+
+```
+
+ 29/176 [===>..........................] - ETA: 23s - loss: 1.3598 - accuracy: 0.6100 - top-5-accuracy: 0.8811
+
+
+```
+
+```
+
+ 30/176 [====>.........................] - ETA: 23s - loss: 1.3557 - accuracy: 0.6109 - top-5-accuracy: 0.8820
+
+
+```
+
+```
+
+ 31/176 [====>.........................] - ETA: 22s - loss: 1.3589 - accuracy: 0.6109 - top-5-accuracy: 0.8812
+
+
+```
+
+```
+
+ 32/176 [====>.........................] - ETA: 22s - loss: 1.3592 - accuracy: 0.6107 - top-5-accuracy: 0.8818
+
+
+```
+
+```
+
+ 33/176 [====>.........................] - ETA: 22s - loss: 1.3601 - accuracy: 0.6102 - top-5-accuracy: 0.8813
+
+
+```
+
+```
+
+ 34/176 [====>.........................] - ETA: 22s - loss: 1.3631 - accuracy: 0.6091 - top-5-accuracy: 0.8812
+
+
+```
+
+```
+
+ 35/176 [====>.........................] - ETA: 22s - loss: 1.3643 - accuracy: 0.6096 - top-5-accuracy: 0.8807
+
+
+```
+
+```
+
+ 36/176 [=====>........................] - ETA: 22s - loss: 1.3683 - accuracy: 0.6096 - top-5-accuracy: 0.8802
+
+
+```
+
+```
+
+ 37/176 [=====>........................] - ETA: 22s - loss: 1.3704 - accuracy: 0.6092 - top-5-accuracy: 0.8807
+
+
+```
+
+```
+
+ 38/176 [=====>........................] - ETA: 21s - loss: 1.3692 - accuracy: 0.6103 - top-5-accuracy: 0.8804
+
+
+```
+
+```
+
+ 39/176 [=====>........................] - ETA: 21s - loss: 1.3721 - accuracy: 0.6102 - top-5-accuracy: 0.8793
+
+
+```
+
+```
+
+ 40/176 [=====>........................] - ETA: 21s - loss: 1.3756 - accuracy: 0.6094 - top-5-accuracy: 0.8786
+
+
+```
+
+```
+
+ 41/176 [=====>........................] - ETA: 21s - loss: 1.3748 - accuracy: 0.6092 - top-5-accuracy: 0.8782
+
+
+```
+
+```
+
+ 42/176 [======>.......................] - ETA: 21s - loss: 1.3755 - accuracy: 0.6095 - top-5-accuracy: 0.8780
+
+
+```
+
+```
+
+ 43/176 [======>.......................] - ETA: 21s - loss: 1.3759 - accuracy: 0.6097 - top-5-accuracy: 0.8774
+
+
+```
+
+```
+
+ 44/176 [======>.......................] - ETA: 20s - loss: 1.3785 - accuracy: 0.6090 - top-5-accuracy: 0.8771
+
+
+```
+
+```
+
+ 45/176 [======>.......................] - ETA: 20s - loss: 1.3766 - accuracy: 0.6096 - top-5-accuracy: 0.8773
+
+
+```
+
+```
+
+ 46/176 [======>.......................] - ETA: 20s - loss: 1.3784 - accuracy: 0.6095 - top-5-accuracy: 0.8772
+
+
+```
+
+```
+
+ 47/176 [=======>......................] - ETA: 20s - loss: 1.3802 - accuracy: 0.6087 - top-5-accuracy: 0.8767
+
+
+```
+
+```
+
+ 48/176 [=======>......................] - ETA: 20s - loss: 1.3812 - accuracy: 0.6086 - top-5-accuracy: 0.8762
+
+
+```
+
+```
+
+ 49/176 [=======>......................] - ETA: 20s - loss: 1.3801 - accuracy: 0.6093 - top-5-accuracy: 0.8767
+
+
+```
+
+```
+
+ 50/176 [=======>......................] - ETA: 19s - loss: 1.3796 - accuracy: 0.6087 - top-5-accuracy: 0.8771
+
+
+```
+
+```
+
+ 51/176 [=======>......................] - ETA: 19s - loss: 1.3785 - accuracy: 0.6089 - top-5-accuracy: 0.8772
+
+
+```
+
+```
+
+ 52/176 [=======>......................] - ETA: 19s - loss: 1.3805 - accuracy: 0.6086 - top-5-accuracy: 0.8770
+
+
+```
+
+```
+
+ 53/176 [========>.....................] - ETA: 19s - loss: 1.3792 - accuracy: 0.6089 - top-5-accuracy: 0.8771
+
+
+```
+
+```
+
+ 54/176 [========>.....................] - ETA: 19s - loss: 1.3810 - accuracy: 0.6089 - top-5-accuracy: 0.8768
+
+
+```
+
+```
+
+ 55/176 [========>.....................] - ETA: 19s - loss: 1.3808 - accuracy: 0.6081 - top-5-accuracy: 0.8771
+
+
+```
+
+```
+
+ 56/176 [========>.....................] - ETA: 19s - loss: 1.3814 - accuracy: 0.6077 - top-5-accuracy: 0.8771
+
+
+```
+
+```
+
+ 57/176 [========>.....................] - ETA: 18s - loss: 1.3779 - accuracy: 0.6088 - top-5-accuracy: 0.8777
+
+
+```
+
+```
+
+ 58/176 [========>.....................] - ETA: 18s - loss: 1.3751 - accuracy: 0.6092 - top-5-accuracy: 0.8784
+
+
+```
+
+```
+
+ 59/176 [=========>....................] - ETA: 18s - loss: 1.3759 - accuracy: 0.6088 - top-5-accuracy: 0.8783
+
+
+```
+
+```
+
+ 60/176 [=========>....................] - ETA: 18s - loss: 1.3755 - accuracy: 0.6089 - top-5-accuracy: 0.8786
+
+
+```
+
+```
+
+ 61/176 [=========>....................] - ETA: 18s - loss: 1.3763 - accuracy: 0.6086 - top-5-accuracy: 0.8787
+
+
+```
+
+```
+
+ 62/176 [=========>....................] - ETA: 18s - loss: 1.3790 - accuracy: 0.6081 - top-5-accuracy: 0.8784
+
+
+```
+
+```
+
+ 63/176 [=========>....................] - ETA: 17s - loss: 1.3767 - accuracy: 0.6087 - top-5-accuracy: 0.8790
+
+
+```
+
+```
+
+ 64/176 [=========>....................] - ETA: 17s - loss: 1.3794 - accuracy: 0.6085 - top-5-accuracy: 0.8785
+
+
+```
+
+```
+
+ 65/176 [==========>...................] - ETA: 17s - loss: 1.3778 - accuracy: 0.6091 - top-5-accuracy: 0.8785
+
+
+```
+
+```
+
+ 66/176 [==========>...................] - ETA: 17s - loss: 1.3777 - accuracy: 0.6090 - top-5-accuracy: 0.8784
+
+
+```
+
+```
+
+ 67/176 [==========>...................] - ETA: 17s - loss: 1.3784 - accuracy: 0.6084 - top-5-accuracy: 0.8783
+
+
+```
+
+```
+
+ 68/176 [==========>...................] - ETA: 17s - loss: 1.3808 - accuracy: 0.6077 - top-5-accuracy: 0.8778
+
+
+```
+
+```
+
+ 69/176 [==========>...................] - ETA: 16s - loss: 1.3806 - accuracy: 0.6078 - top-5-accuracy: 0.8778
+
+
+```
+
+```
+
+ 70/176 [==========>...................] - ETA: 16s - loss: 1.3780 - accuracy: 0.6079 - top-5-accuracy: 0.8785
+
+
+```
+
+```
+
+ 71/176 [===========>..................] - ETA: 16s - loss: 1.3789 - accuracy: 0.6077 - top-5-accuracy: 0.8785
+
+
+```
+
+```
+
+ 72/176 [===========>..................] - ETA: 16s - loss: 1.3773 - accuracy: 0.6080 - top-5-accuracy: 0.8791
+
+
+```
+
+```
+
+ 73/176 [===========>..................] - ETA: 16s - loss: 1.3765 - accuracy: 0.6080 - top-5-accuracy: 0.8793
+
+
+```
+
+```
+
+ 74/176 [===========>..................] - ETA: 16s - loss: 1.3776 - accuracy: 0.6078 - top-5-accuracy: 0.8791
+
+
+```
+
+```
+
+ 75/176 [===========>..................] - ETA: 16s - loss: 1.3769 - accuracy: 0.6082 - top-5-accuracy: 0.8791
+
+
+```
+
+```
+
+ 76/176 [===========>..................] - ETA: 15s - loss: 1.3769 - accuracy: 0.6079 - top-5-accuracy: 0.8793
+
+
+```
+
+```
+
+ 77/176 [============>.................] - ETA: 15s - loss: 1.3783 - accuracy: 0.6081 - top-5-accuracy: 0.8792
+
+
+```
+
+```
+
+ 78/176 [============>.................] - ETA: 15s - loss: 1.3760 - accuracy: 0.6086 - top-5-accuracy: 0.8797
+
+
+```
+
+```
+
+ 79/176 [============>.................] - ETA: 15s - loss: 1.3766 - accuracy: 0.6082 - top-5-accuracy: 0.8798
+
+
+```
+
+```
+
+ 80/176 [============>.................] - ETA: 15s - loss: 1.3759 - accuracy: 0.6083 - top-5-accuracy: 0.8801
+
+
+```
+
+```
+
+ 81/176 [============>.................] - ETA: 15s - loss: 1.3769 - accuracy: 0.6081 - top-5-accuracy: 0.8797
+
+
+```
+
+```
+
+ 82/176 [============>.................] - ETA: 14s - loss: 1.3759 - accuracy: 0.6083 - top-5-accuracy: 0.8801
+
+
+```
+
+```
+
+ 83/176 [=============>................] - ETA: 14s - loss: 1.3753 - accuracy: 0.6082 - top-5-accuracy: 0.8804
+
+
+```
+
+```
+
+ 84/176 [=============>................] - ETA: 14s - loss: 1.3729 - accuracy: 0.6087 - top-5-accuracy: 0.8807
+
+
+```
+
+```
+
+ 85/176 [=============>................] - ETA: 14s - loss: 1.3743 - accuracy: 0.6087 - top-5-accuracy: 0.8806
+
+
+```
+
+```
+
+ 86/176 [=============>................] - ETA: 14s - loss: 1.3737 - accuracy: 0.6091 - top-5-accuracy: 0.8805
+
+
+```
+
+```
+
+ 87/176 [=============>................] - ETA: 14s - loss: 1.3728 - accuracy: 0.6091 - top-5-accuracy: 0.8808
+
+
+```
+
+```
+
+ 88/176 [==============>...............] - ETA: 13s - loss: 1.3713 - accuracy: 0.6093 - top-5-accuracy: 0.8813
+
+
+```
+
+```
+
+ 89/176 [==============>...............] - ETA: 13s - loss: 1.3698 - accuracy: 0.6098 - top-5-accuracy: 0.8815
+
+
+```
+
+```
+
+ 90/176 [==============>...............] - ETA: 13s - loss: 1.3692 - accuracy: 0.6102 - top-5-accuracy: 0.8816
+
+
+```
+
+```
+
+ 91/176 [==============>...............] - ETA: 13s - loss: 1.3718 - accuracy: 0.6101 - top-5-accuracy: 0.8812
+
+
+```
+
+```
+
+ 92/176 [==============>...............] - ETA: 13s - loss: 1.3722 - accuracy: 0.6097 - top-5-accuracy: 0.8813
+
+
+```
+
+```
+
+ 93/176 [==============>...............] - ETA: 13s - loss: 1.3716 - accuracy: 0.6098 - top-5-accuracy: 0.8813
+
+
+```
+
+```
+
+ 94/176 [===============>..............] - ETA: 13s - loss: 1.3721 - accuracy: 0.6097 - top-5-accuracy: 0.8811
+
+
+```
+
+```
+
+ 95/176 [===============>..............] - ETA: 12s - loss: 1.3710 - accuracy: 0.6102 - top-5-accuracy: 0.8814
+
+
+```
+
+```
+
+ 96/176 [===============>..............] - ETA: 12s - loss: 1.3703 - accuracy: 0.6104 - top-5-accuracy: 0.8813
+
+
+```
+
+```
+
+ 97/176 [===============>..............] - ETA: 12s - loss: 1.3714 - accuracy: 0.6099 - top-5-accuracy: 0.8812
+
+
+```
+
+```
+
+ 98/176 [===============>..............] - ETA: 12s - loss: 1.3725 - accuracy: 0.6095 - top-5-accuracy: 0.8810
+
+
+```
+
+```
+
+ 99/176 [===============>..............] - ETA: 12s - loss: 1.3731 - accuracy: 0.6092 - top-5-accuracy: 0.8810
+
+
+```
+
+```
+
+100/176 [================>.............] - ETA: 12s - loss: 1.3729 - accuracy: 0.6090 - top-5-accuracy: 0.8813
+
+
+```
+
+```
+
+101/176 [================>.............] - ETA: 11s - loss: 1.3718 - accuracy: 0.6094 - top-5-accuracy: 0.8815
+
+
+```
+
+```
+
+102/176 [================>.............] - ETA: 11s - loss: 1.3738 - accuracy: 0.6089 - top-5-accuracy: 0.8812
+
+
+```
+
+```
+
+103/176 [================>.............] - ETA: 11s - loss: 1.3748 - accuracy: 0.6088 - top-5-accuracy: 0.8811
+
+
+```
+
+```
+
+104/176 [================>.............] - ETA: 11s - loss: 1.3741 - accuracy: 0.6091 - top-5-accuracy: 0.8810
+
+
+```
+
+```
+
+105/176 [================>.............] - ETA: 11s - loss: 1.3770 - accuracy: 0.6083 - top-5-accuracy: 0.8808
+
+
+```
+
+```
+
+106/176 [=================>............] - ETA: 11s - loss: 1.3773 - accuracy: 0.6082 - top-5-accuracy: 0.8806
+
+
+```
+
+```
+
+107/176 [=================>............] - ETA: 10s - loss: 1.3777 - accuracy: 0.6081 - top-5-accuracy: 0.8808
+
+
+```
+
+```
+
+108/176 [=================>............] - ETA: 10s - loss: 1.3771 - accuracy: 0.6084 - top-5-accuracy: 0.8809
+
+
+```
+
+```
+
+109/176 [=================>............] - ETA: 10s - loss: 1.3762 - accuracy: 0.6085 - top-5-accuracy: 0.8810
+
+
+```
+
+```
+
+110/176 [=================>............] - ETA: 10s - loss: 1.3756 - accuracy: 0.6087 - top-5-accuracy: 0.8811
+
+
+```
+
+```
+
+111/176 [=================>............] - ETA: 10s - loss: 1.3753 - accuracy: 0.6090 - top-5-accuracy: 0.8813
+
+
+```
+
+```
+
+112/176 [==================>...........] - ETA: 10s - loss: 1.3750 - accuracy: 0.6089 - top-5-accuracy: 0.8813
+
+
+```
+
+```
+
+113/176 [==================>...........] - ETA: 9s - loss: 1.3752 - accuracy: 0.6091 - top-5-accuracy: 0.8814
+
+
+```
+
+```
+
+114/176 [==================>...........] - ETA: 9s - loss: 1.3758 - accuracy: 0.6087 - top-5-accuracy: 0.8814
+
+
+```
+
+```
+
+115/176 [==================>...........] - ETA: 9s - loss: 1.3759 - accuracy: 0.6088 - top-5-accuracy: 0.8814
+
+
+```
+
+```
+
+116/176 [==================>...........] - ETA: 9s - loss: 1.3765 - accuracy: 0.6089 - top-5-accuracy: 0.8813
+
+
+```
+
+```
+
+117/176 [==================>...........] - ETA: 9s - loss: 1.3760 - accuracy: 0.6089 - top-5-accuracy: 0.8812
+
+
+```
+
+```
+
+118/176 [===================>..........] - ETA: 9s - loss: 1.3761 - accuracy: 0.6087 - top-5-accuracy: 0.8814
+
+
+```
+
+```
+
+119/176 [===================>..........] - ETA: 9s - loss: 1.3770 - accuracy: 0.6084 - top-5-accuracy: 0.8814
+
+
+```
+
+```
+
+120/176 [===================>..........] - ETA: 8s - loss: 1.3774 - accuracy: 0.6080 - top-5-accuracy: 0.8814
+
+
+```
+
+```
+
+121/176 [===================>..........] - ETA: 8s - loss: 1.3798 - accuracy: 0.6076 - top-5-accuracy: 0.8810
+
+
+```
+
+```
+
+122/176 [===================>..........] - ETA: 8s - loss: 1.3792 - accuracy: 0.6078 - top-5-accuracy: 0.8811
+
+
+```
+
+```
+
+123/176 [===================>..........] - ETA: 8s - loss: 1.3788 - accuracy: 0.6080 - top-5-accuracy: 0.8811
+
+
+```
+
+```
+
+124/176 [====================>.........] - ETA: 8s - loss: 1.3783 - accuracy: 0.6081 - top-5-accuracy: 0.8810
+
+
+```
+
+```
+
+125/176 [====================>.........] - ETA: 8s - loss: 1.3786 - accuracy: 0.6079 - top-5-accuracy: 0.8811
+
+
+```
+
+```
+
+126/176 [====================>.........] - ETA: 7s - loss: 1.3788 - accuracy: 0.6078 - top-5-accuracy: 0.8811
+
+
+```
+
+```
+
+127/176 [====================>.........] - ETA: 7s - loss: 1.3777 - accuracy: 0.6080 - top-5-accuracy: 0.8815
+
+
+```
+
+```
+
+128/176 [====================>.........] - ETA: 7s - loss: 1.3767 - accuracy: 0.6085 - top-5-accuracy: 0.8815
+
+
+```
+
+```
+
+129/176 [====================>.........] - ETA: 7s - loss: 1.3771 - accuracy: 0.6082 - top-5-accuracy: 0.8815
+
+
+```
+
+```
+
+130/176 [=====================>........] - ETA: 7s - loss: 1.3773 - accuracy: 0.6082 - top-5-accuracy: 0.8816
+
+
+```
+
+```
+
+131/176 [=====================>........] - ETA: 7s - loss: 1.3775 - accuracy: 0.6081 - top-5-accuracy: 0.8816
+
+
+```
+
+```
+
+132/176 [=====================>........] - ETA: 6s - loss: 1.3774 - accuracy: 0.6083 - top-5-accuracy: 0.8815
+
+
+```
+
+```
+
+133/176 [=====================>........] - ETA: 6s - loss: 1.3796 - accuracy: 0.6076 - top-5-accuracy: 0.8811
+
+
+```
+
+```
+
+134/176 [=====================>........] - ETA: 6s - loss: 1.3799 - accuracy: 0.6077 - top-5-accuracy: 0.8809
+
+
+```
+
+```
+
+135/176 [======================>.......] - ETA: 6s - loss: 1.3805 - accuracy: 0.6075 - top-5-accuracy: 0.8809
+
+
+```
+
+```
+
+136/176 [======================>.......] - ETA: 6s - loss: 1.3803 - accuracy: 0.6075 - top-5-accuracy: 0.8809
+
+
+```
+
+```
+
+137/176 [======================>.......] - ETA: 6s - loss: 1.3807 - accuracy: 0.6075 - top-5-accuracy: 0.8809
+
+
+```
+
+```
+
+138/176 [======================>.......] - ETA: 6s - loss: 1.3809 - accuracy: 0.6074 - top-5-accuracy: 0.8810
+
+
+```
+
+```
+
+139/176 [======================>.......] - ETA: 5s - loss: 1.3811 - accuracy: 0.6072 - top-5-accuracy: 0.8810
+
+
+```
+
+```
+
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+
+
+```
+
+```
+
+141/176 [=======================>......] - ETA: 5s - loss: 1.3825 - accuracy: 0.6070 - top-5-accuracy: 0.8808
+
+
+```
+
+```
+
+142/176 [=======================>......] - ETA: 5s - loss: 1.3832 - accuracy: 0.6070 - top-5-accuracy: 0.8807
+
+
+```
+
+```
+
+143/176 [=======================>......] - ETA: 5s - loss: 1.3832 - accuracy: 0.6068 - top-5-accuracy: 0.8806
+
+
+```
+
+```
+
+144/176 [=======================>......] - ETA: 5s - loss: 1.3825 - accuracy: 0.6070 - top-5-accuracy: 0.8807
+
+
+```
+
+```
+
+145/176 [=======================>......] - ETA: 4s - loss: 1.3815 - accuracy: 0.6071 - top-5-accuracy: 0.8808
+
+
+```
+
+```
+
+146/176 [=======================>......] - ETA: 4s - loss: 1.3825 - accuracy: 0.6070 - top-5-accuracy: 0.8806
+
+
+```
+
+```
+
+147/176 [========================>.....] - ETA: 4s - loss: 1.3819 - accuracy: 0.6070 - top-5-accuracy: 0.8806
+
+
+```
+
+```
+
+148/176 [========================>.....] - ETA: 4s - loss: 1.3829 - accuracy: 0.6066 - top-5-accuracy: 0.8805
+
+
+```
+
+```
+
+149/176 [========================>.....] - ETA: 4s - loss: 1.3830 - accuracy: 0.6066 - top-5-accuracy: 0.8803
+
+
+```
+
+```
+
+150/176 [========================>.....] - ETA: 4s - loss: 1.3830 - accuracy: 0.6065 - top-5-accuracy: 0.8804
+
+
+```
+
+```
+
+151/176 [========================>.....] - ETA: 3s - loss: 1.3825 - accuracy: 0.6066 - top-5-accuracy: 0.8805
+
+
+```
+
+```
+
+152/176 [========================>.....] - ETA: 3s - loss: 1.3824 - accuracy: 0.6066 - top-5-accuracy: 0.8807
+
+
+```
+
+```
+
+153/176 [=========================>....] - ETA: 3s - loss: 1.3820 - accuracy: 0.6070 - top-5-accuracy: 0.8807
+
+
+```
+
+```
+
+154/176 [=========================>....] - ETA: 3s - loss: 1.3822 - accuracy: 0.6071 - top-5-accuracy: 0.8808
+
+
+```
+
+```
+
+155/176 [=========================>....] - ETA: 3s - loss: 1.3823 - accuracy: 0.6070 - top-5-accuracy: 0.8807
+
+
+```
+
+```
+
+156/176 [=========================>....] - ETA: 3s - loss: 1.3823 - accuracy: 0.6069 - top-5-accuracy: 0.8807
+
+
+```
+
+```
+
+157/176 [=========================>....] - ETA: 3s - loss: 1.3821 - accuracy: 0.6071 - top-5-accuracy: 0.8807
+
+
+```
+
+```
+
+158/176 [=========================>....] - ETA: 2s - loss: 1.3819 - accuracy: 0.6069 - top-5-accuracy: 0.8810
+
+
+```
+
+```
+
+159/176 [==========================>...] - ETA: 2s - loss: 1.3827 - accuracy: 0.6067 - top-5-accuracy: 0.8806
+
+
+```
+
+```
+
+160/176 [==========================>...] - ETA: 2s - loss: 1.3819 - accuracy: 0.6070 - top-5-accuracy: 0.8806
+
+
+```
+
+```
+
+161/176 [==========================>...] - ETA: 2s - loss: 1.3828 - accuracy: 0.6069 - top-5-accuracy: 0.8804
+
+
+```
+
+```
+
+162/176 [==========================>...] - ETA: 2s - loss: 1.3832 - accuracy: 0.6067 - top-5-accuracy: 0.8806
+
+
+```
+
+```
+
+163/176 [==========================>...] - ETA: 2s - loss: 1.3835 - accuracy: 0.6067 - top-5-accuracy: 0.8806
+
+
+```
+
+```
+
+164/176 [==========================>...] - ETA: 1s - loss: 1.3839 - accuracy: 0.6066 - top-5-accuracy: 0.8806
+
+
+```
+
+```
+
+165/176 [===========================>..] - ETA: 1s - loss: 1.3851 - accuracy: 0.6062 - top-5-accuracy: 0.8804
+
+
+```
+
+```
+
+166/176 [===========================>..] - ETA: 1s - loss: 1.3862 - accuracy: 0.6058 - top-5-accuracy: 0.8805
+
+
+```
+
+```
+
+167/176 [===========================>..] - ETA: 1s - loss: 1.3862 - accuracy: 0.6059 - top-5-accuracy: 0.8805
+
+
+```
+
+```
+
+168/176 [===========================>..] - ETA: 1s - loss: 1.3862 - accuracy: 0.6058 - top-5-accuracy: 0.8805
+
+
+```
+
+```
+
+169/176 [===========================>..] - ETA: 1s - loss: 1.3856 - accuracy: 0.6059 - top-5-accuracy: 0.8805
+
+
+```
+
+```
+
+170/176 [===========================>..] - ETA: 0s - loss: 1.3856 - accuracy: 0.6057 - top-5-accuracy: 0.8804
+
+
+```
+
+```
+
+171/176 [============================>.] - ETA: 0s - loss: 1.3865 - accuracy: 0.6054 - top-5-accuracy: 0.8803
+
+
+```
+
+```
+
+172/176 [============================>.] - ETA: 0s - loss: 1.3862 - accuracy: 0.6057 - top-5-accuracy: 0.8805
+
+
+```
+
+```
+
+173/176 [============================>.] - ETA: 0s - loss: 1.3859 - accuracy: 0.6056 - top-5-accuracy: 0.8806
+
+
+```
+
+```
+
+174/176 [============================>.] - ETA: 0s - loss: 1.3861 - accuracy: 0.6057 - top-5-accuracy: 0.8805
+
+
+```
+
+```
+
+175/176 [============================>.] - ETA: 0s - loss: 1.3855 - accuracy: 0.6060 - top-5-accuracy: 0.8807
+
+
+```
+
+```
+
+176/176 [==============================] - ETA: 0s - loss: 1.3864 - accuracy: 0.6056 - top-5-accuracy: 0.8808
+
+
+```
+
+```
+
+176/176 [==============================] - 29s 164ms/step - loss: 1.3864 - accuracy: 0.6056 - top-5-accuracy: 0.8808 - val_loss: 1.9710 - val_accuracy: 0.4956 - val_top-5-accuracy: 0.7818
+
+
+
+```
+Epoch 42/50
+
+```
+
+
+ 1/176 [..............................] - ETA: 27s - loss: 1.2789 - accuracy: 0.6406 - top-5-accuracy: 0.8945
+
+
+```
+
+```
+
+ 2/176 [..............................] - ETA: 27s - loss: 1.2582 - accuracy: 0.6348 - top-5-accuracy: 0.8926
+
+
+```
+
+```
+
+ 3/176 [..............................] - ETA: 27s - loss: 1.2771 - accuracy: 0.6211 - top-5-accuracy: 0.8932
+
+
+```
+
+```
+
+ 4/176 [..............................] - ETA: 27s - loss: 1.2959 - accuracy: 0.6113 - top-5-accuracy: 0.8945
+
+
+```
+
+```
+
+ 5/176 [..............................] - ETA: 27s - loss: 1.3028 - accuracy: 0.6102 - top-5-accuracy: 0.8930
+
+
+```
+
+```
+
+ 6/176 [>.............................] - ETA: 26s - loss: 1.3188 - accuracy: 0.6113 - top-5-accuracy: 0.8887
+
+
+```
+
+```
+
+ 7/176 [>.............................] - ETA: 26s - loss: 1.3336 - accuracy: 0.6071 - top-5-accuracy: 0.8867
+
+
+```
+
+```
+
+ 8/176 [>.............................] - ETA: 26s - loss: 1.3411 - accuracy: 0.6064 - top-5-accuracy: 0.8867
+
+
+```
+
+```
+
+ 9/176 [>.............................] - ETA: 26s - loss: 1.3190 - accuracy: 0.6137 - top-5-accuracy: 0.8902
+
+
+```
+
+```
+
+ 10/176 [>.............................] - ETA: 26s - loss: 1.3197 - accuracy: 0.6172 - top-5-accuracy: 0.8918
+
+
+```
+
+```
+
+ 11/176 [>.............................] - ETA: 26s - loss: 1.3332 - accuracy: 0.6154 - top-5-accuracy: 0.8899
+
+
+```
+
+```
+
+ 12/176 [=>............................] - ETA: 26s - loss: 1.3275 - accuracy: 0.6172 - top-5-accuracy: 0.8903
+
+
+```
+
+```
+
+ 13/176 [=>............................] - ETA: 25s - loss: 1.3343 - accuracy: 0.6145 - top-5-accuracy: 0.8894
+
+
+```
+
+```
+
+ 14/176 [=>............................] - ETA: 25s - loss: 1.3389 - accuracy: 0.6150 - top-5-accuracy: 0.8892
+
+
+```
+
+```
+
+ 15/176 [=>............................] - ETA: 25s - loss: 1.3491 - accuracy: 0.6133 - top-5-accuracy: 0.8867
+
+
+```
+
+```
+
+ 16/176 [=>............................] - ETA: 25s - loss: 1.3382 - accuracy: 0.6165 - top-5-accuracy: 0.8875
+
+
+```
+
+```
+
+ 17/176 [=>............................] - ETA: 25s - loss: 1.3356 - accuracy: 0.6167 - top-5-accuracy: 0.8872
+
+
+```
+
+```
+
+ 18/176 [==>...........................] - ETA: 25s - loss: 1.3278 - accuracy: 0.6198 - top-5-accuracy: 0.8874
+
+
+```
+
+```
+
+ 19/176 [==>...........................] - ETA: 24s - loss: 1.3317 - accuracy: 0.6186 - top-5-accuracy: 0.8871
+
+
+```
+
+```
+
+ 20/176 [==>...........................] - ETA: 24s - loss: 1.3259 - accuracy: 0.6215 - top-5-accuracy: 0.8873
+
+
+```
+
+```
+
+ 21/176 [==>...........................] - ETA: 24s - loss: 1.3234 - accuracy: 0.6239 - top-5-accuracy: 0.8869
+
+
+```
+
+```
+
+ 22/176 [==>...........................] - ETA: 24s - loss: 1.3278 - accuracy: 0.6216 - top-5-accuracy: 0.8871
+
+
+```
+
+```
+
+ 23/176 [==>...........................] - ETA: 24s - loss: 1.3273 - accuracy: 0.6206 - top-5-accuracy: 0.8872
+
+
+```
+
+```
+
+ 24/176 [===>..........................] - ETA: 24s - loss: 1.3310 - accuracy: 0.6216 - top-5-accuracy: 0.8864
+
+
+```
+
+```
+
+ 25/176 [===>..........................] - ETA: 23s - loss: 1.3330 - accuracy: 0.6214 - top-5-accuracy: 0.8855
+
+
+```
+
+```
+
+ 26/176 [===>..........................] - ETA: 23s - loss: 1.3356 - accuracy: 0.6211 - top-5-accuracy: 0.8852
+
+
+```
+
+```
+
+ 27/176 [===>..........................] - ETA: 23s - loss: 1.3327 - accuracy: 0.6208 - top-5-accuracy: 0.8857
+
+
+```
+
+```
+
+ 28/176 [===>..........................] - ETA: 23s - loss: 1.3384 - accuracy: 0.6200 - top-5-accuracy: 0.8850
+
+
+```
+
+```
+
+ 29/176 [===>..........................] - ETA: 23s - loss: 1.3344 - accuracy: 0.6202 - top-5-accuracy: 0.8855
+
+
+```
+
+```
+
+ 30/176 [====>.........................] - ETA: 23s - loss: 1.3358 - accuracy: 0.6195 - top-5-accuracy: 0.8865
+
+
+```
+
+```
+
+ 31/176 [====>.........................] - ETA: 23s - loss: 1.3348 - accuracy: 0.6201 - top-5-accuracy: 0.8868
+
+
+```
+
+```
+
+ 32/176 [====>.........................] - ETA: 22s - loss: 1.3331 - accuracy: 0.6211 - top-5-accuracy: 0.8871
+
+
+```
+
+```
+
+ 33/176 [====>.........................] - ETA: 22s - loss: 1.3294 - accuracy: 0.6218 - top-5-accuracy: 0.8878
+
+
+```
+
+```
+
+ 34/176 [====>.........................] - ETA: 22s - loss: 1.3322 - accuracy: 0.6213 - top-5-accuracy: 0.8882
+
+
+```
+
+```
+
+ 35/176 [====>.........................] - ETA: 22s - loss: 1.3307 - accuracy: 0.6219 - top-5-accuracy: 0.8881
+
+
+```
+
+```
+
+ 36/176 [=====>........................] - ETA: 22s - loss: 1.3314 - accuracy: 0.6222 - top-5-accuracy: 0.8875
+
+
+```
+
+```
+
+ 37/176 [=====>........................] - ETA: 22s - loss: 1.3299 - accuracy: 0.6229 - top-5-accuracy: 0.8875
+
+
+```
+
+```
+
+ 38/176 [=====>........................] - ETA: 21s - loss: 1.3281 - accuracy: 0.6247 - top-5-accuracy: 0.8876
+
+
+```
+
+```
+
+ 39/176 [=====>........................] - ETA: 21s - loss: 1.3251 - accuracy: 0.6256 - top-5-accuracy: 0.8884
+
+
+```
+
+```
+
+ 40/176 [=====>........................] - ETA: 21s - loss: 1.3260 - accuracy: 0.6255 - top-5-accuracy: 0.8882
+
+
+```
+
+```
+
+ 41/176 [=====>........................] - ETA: 21s - loss: 1.3264 - accuracy: 0.6251 - top-5-accuracy: 0.8885
+
+
+```
+
+```
+
+ 42/176 [======>.......................] - ETA: 21s - loss: 1.3226 - accuracy: 0.6255 - top-5-accuracy: 0.8889
+
+
+```
+
+```
+
+ 43/176 [======>.......................] - ETA: 21s - loss: 1.3242 - accuracy: 0.6254 - top-5-accuracy: 0.8881
+
+
+```
+
+```
+
+ 44/176 [======>.......................] - ETA: 20s - loss: 1.3280 - accuracy: 0.6244 - top-5-accuracy: 0.8880
+
+
+```
+
+```
+
+ 45/176 [======>.......................] - ETA: 20s - loss: 1.3278 - accuracy: 0.6241 - top-5-accuracy: 0.8880
+
+
+```
+
+```
+
+ 46/176 [======>.......................] - ETA: 20s - loss: 1.3269 - accuracy: 0.6242 - top-5-accuracy: 0.8883
+
+
+```
+
+```
+
+ 47/176 [=======>......................] - ETA: 20s - loss: 1.3317 - accuracy: 0.6234 - top-5-accuracy: 0.8872
+
+
+```
+
+```
+
+ 48/176 [=======>......................] - ETA: 20s - loss: 1.3296 - accuracy: 0.6245 - top-5-accuracy: 0.8878
+
+
+```
+
+```
+
+ 49/176 [=======>......................] - ETA: 20s - loss: 1.3309 - accuracy: 0.6241 - top-5-accuracy: 0.8874
+
+
+```
+
+```
+
+ 50/176 [=======>......................] - ETA: 20s - loss: 1.3272 - accuracy: 0.6247 - top-5-accuracy: 0.8881
+
+
+```
+
+```
+
+ 51/176 [=======>......................] - ETA: 19s - loss: 1.3280 - accuracy: 0.6248 - top-5-accuracy: 0.8876
+
+
+```
+
+```
+
+ 52/176 [=======>......................] - ETA: 19s - loss: 1.3282 - accuracy: 0.6248 - top-5-accuracy: 0.8878
+
+
+```
+
+```
+
+ 53/176 [========>.....................] - ETA: 19s - loss: 1.3288 - accuracy: 0.6249 - top-5-accuracy: 0.8874
+
+
+```
+
+```
+
+ 54/176 [========>.....................] - ETA: 19s - loss: 1.3292 - accuracy: 0.6249 - top-5-accuracy: 0.8875
+
+
+```
+
+```
+
+ 55/176 [========>.....................] - ETA: 19s - loss: 1.3286 - accuracy: 0.6256 - top-5-accuracy: 0.8878
+
+
+```
+
+```
+
+ 56/176 [========>.....................] - ETA: 19s - loss: 1.3257 - accuracy: 0.6272 - top-5-accuracy: 0.8882
+
+
+```
+
+```
+
+ 57/176 [========>.....................] - ETA: 18s - loss: 1.3263 - accuracy: 0.6267 - top-5-accuracy: 0.8881
+
+
+```
+
+```
+
+ 58/176 [========>.....................] - ETA: 18s - loss: 1.3246 - accuracy: 0.6269 - top-5-accuracy: 0.8885
+
+
+```
+
+```
+
+ 59/176 [=========>....................] - ETA: 18s - loss: 1.3253 - accuracy: 0.6267 - top-5-accuracy: 0.8884
+
+
+```
+
+```
+
+ 60/176 [=========>....................] - ETA: 18s - loss: 1.3274 - accuracy: 0.6259 - top-5-accuracy: 0.8883
+
+
+```
+
+```
+
+ 61/176 [=========>....................] - ETA: 18s - loss: 1.3295 - accuracy: 0.6251 - top-5-accuracy: 0.8881
+
+
+```
+
+```
+
+ 62/176 [=========>....................] - ETA: 18s - loss: 1.3287 - accuracy: 0.6253 - top-5-accuracy: 0.8882
+
+
+```
+
+```
+
+ 63/176 [=========>....................] - ETA: 17s - loss: 1.3300 - accuracy: 0.6244 - top-5-accuracy: 0.8885
+
+
+```
+
+```
+
+ 64/176 [=========>....................] - ETA: 17s - loss: 1.3318 - accuracy: 0.6240 - top-5-accuracy: 0.8883
+
+
+```
+
+```
+
+ 65/176 [==========>...................] - ETA: 17s - loss: 1.3300 - accuracy: 0.6246 - top-5-accuracy: 0.8883
+
+
+```
+
+```
+
+ 66/176 [==========>...................] - ETA: 17s - loss: 1.3304 - accuracy: 0.6246 - top-5-accuracy: 0.8884
+
+
+```
+
+```
+
+ 67/176 [==========>...................] - ETA: 17s - loss: 1.3297 - accuracy: 0.6249 - top-5-accuracy: 0.8885
+
+
+```
+
+```
+
+ 68/176 [==========>...................] - ETA: 17s - loss: 1.3280 - accuracy: 0.6252 - top-5-accuracy: 0.8889
+
+
+```
+
+```
+
+ 69/176 [==========>...................] - ETA: 16s - loss: 1.3263 - accuracy: 0.6257 - top-5-accuracy: 0.8893
+
+
+```
+
+```
+
+ 70/176 [==========>...................] - ETA: 16s - loss: 1.3268 - accuracy: 0.6249 - top-5-accuracy: 0.8893
+
+
+```
+
+```
+
+ 71/176 [===========>..................] - ETA: 16s - loss: 1.3277 - accuracy: 0.6247 - top-5-accuracy: 0.8892
+
+
+```
+
+```
+
+ 72/176 [===========>..................] - ETA: 16s - loss: 1.3273 - accuracy: 0.6245 - top-5-accuracy: 0.8892
+
+
+```
+
+```
+
+ 73/176 [===========>..................] - ETA: 16s - loss: 1.3290 - accuracy: 0.6236 - top-5-accuracy: 0.8891
+
+
+```
+
+```
+
+ 74/176 [===========>..................] - ETA: 16s - loss: 1.3308 - accuracy: 0.6226 - top-5-accuracy: 0.8889
+
+
+```
+
+```
+
+ 75/176 [===========>..................] - ETA: 16s - loss: 1.3318 - accuracy: 0.6222 - top-5-accuracy: 0.8889
+
+
+```
+
+```
+
+ 76/176 [===========>..................] - ETA: 15s - loss: 1.3300 - accuracy: 0.6227 - top-5-accuracy: 0.8891
+
+
+```
+
+```
+
+ 77/176 [============>.................] - ETA: 15s - loss: 1.3288 - accuracy: 0.6223 - top-5-accuracy: 0.8895
+
+
+```
+
+```
+
+ 78/176 [============>.................] - ETA: 15s - loss: 1.3277 - accuracy: 0.6227 - top-5-accuracy: 0.8898
+
+
+```
+
+```
+
+ 79/176 [============>.................] - ETA: 15s - loss: 1.3293 - accuracy: 0.6220 - top-5-accuracy: 0.8898
+
+
+```
+
+```
+
+ 80/176 [============>.................] - ETA: 15s - loss: 1.3331 - accuracy: 0.6216 - top-5-accuracy: 0.8890
+
+
+```
+
+```
+
+ 81/176 [============>.................] - ETA: 15s - loss: 1.3342 - accuracy: 0.6211 - top-5-accuracy: 0.8887
+
+
+```
+
+```
+
+ 82/176 [============>.................] - ETA: 14s - loss: 1.3326 - accuracy: 0.6209 - top-5-accuracy: 0.8890
+
+
+```
+
+```
+
+ 83/176 [=============>................] - ETA: 14s - loss: 1.3323 - accuracy: 0.6209 - top-5-accuracy: 0.8889
+
+
+```
+
+```
+
+ 84/176 [=============>................] - ETA: 14s - loss: 1.3337 - accuracy: 0.6204 - top-5-accuracy: 0.8886
+
+
+```
+
+```
+
+ 85/176 [=============>................] - ETA: 14s - loss: 1.3323 - accuracy: 0.6207 - top-5-accuracy: 0.8890
+
+
+```
+
+```
+
+ 86/176 [=============>................] - ETA: 14s - loss: 1.3338 - accuracy: 0.6201 - top-5-accuracy: 0.8887
+
+
+```
+
+```
+
+ 87/176 [=============>................] - ETA: 14s - loss: 1.3328 - accuracy: 0.6206 - top-5-accuracy: 0.8891
+
+
+```
+
+```
+
+ 88/176 [==============>...............] - ETA: 13s - loss: 1.3344 - accuracy: 0.6201 - top-5-accuracy: 0.8889
+
+
+```
+
+```
+
+ 89/176 [==============>...............] - ETA: 13s - loss: 1.3340 - accuracy: 0.6197 - top-5-accuracy: 0.8890
+
+
+```
+
+```
+
+ 90/176 [==============>...............] - ETA: 13s - loss: 1.3329 - accuracy: 0.6199 - top-5-accuracy: 0.8893
+
+
+```
+
+```
+
+ 91/176 [==============>...............] - ETA: 13s - loss: 1.3334 - accuracy: 0.6199 - top-5-accuracy: 0.8893
+
+
+```
+
+```
+
+ 92/176 [==============>...............] - ETA: 13s - loss: 1.3333 - accuracy: 0.6197 - top-5-accuracy: 0.8892
+
+
+```
+
+```
+
+ 93/176 [==============>...............] - ETA: 13s - loss: 1.3347 - accuracy: 0.6194 - top-5-accuracy: 0.8892
+
+
+```
+
+```
+
+ 94/176 [===============>..............] - ETA: 13s - loss: 1.3352 - accuracy: 0.6193 - top-5-accuracy: 0.8893
+
+
+```
+
+```
+
+ 95/176 [===============>..............] - ETA: 12s - loss: 1.3354 - accuracy: 0.6191 - top-5-accuracy: 0.8892
+
+
+```
+
+```
+
+ 96/176 [===============>..............] - ETA: 12s - loss: 1.3348 - accuracy: 0.6191 - top-5-accuracy: 0.8892
+
+
+```
+
+```
+
+ 97/176 [===============>..............] - ETA: 12s - loss: 1.3342 - accuracy: 0.6194 - top-5-accuracy: 0.8892
+
+
+```
+
+```
+
+ 98/176 [===============>..............] - ETA: 12s - loss: 1.3351 - accuracy: 0.6194 - top-5-accuracy: 0.8893
+
+
+```
+
+```
+
+ 99/176 [===============>..............] - ETA: 12s - loss: 1.3362 - accuracy: 0.6192 - top-5-accuracy: 0.8892
+
+
+```
+
+```
+
+100/176 [================>.............] - ETA: 12s - loss: 1.3352 - accuracy: 0.6197 - top-5-accuracy: 0.8891
+
+
+```
+
+```
+
+101/176 [================>.............] - ETA: 11s - loss: 1.3366 - accuracy: 0.6191 - top-5-accuracy: 0.8888
+
+
+```
+
+```
+
+102/176 [================>.............] - ETA: 11s - loss: 1.3362 - accuracy: 0.6191 - top-5-accuracy: 0.8889
+
+
+```
+
+```
+
+103/176 [================>.............] - ETA: 11s - loss: 1.3372 - accuracy: 0.6187 - top-5-accuracy: 0.8887
+
+
+```
+
+```
+
+104/176 [================>.............] - ETA: 11s - loss: 1.3385 - accuracy: 0.6182 - top-5-accuracy: 0.8885
+
+
+```
+
+```
+
+105/176 [================>.............] - ETA: 11s - loss: 1.3383 - accuracy: 0.6183 - top-5-accuracy: 0.8886
+
+
+```
+
+```
+
+106/176 [=================>............] - ETA: 11s - loss: 1.3394 - accuracy: 0.6187 - top-5-accuracy: 0.8883
+
+
+```
+
+```
+
+107/176 [=================>............] - ETA: 10s - loss: 1.3403 - accuracy: 0.6186 - top-5-accuracy: 0.8881
+
+
+```
+
+```
+
+108/176 [=================>............] - ETA: 10s - loss: 1.3389 - accuracy: 0.6192 - top-5-accuracy: 0.8882
+
+
+```
+
+```
+
+109/176 [=================>............] - ETA: 10s - loss: 1.3392 - accuracy: 0.6189 - top-5-accuracy: 0.8882
+
+
+```
+
+```
+
+110/176 [=================>............] - ETA: 10s - loss: 1.3397 - accuracy: 0.6185 - top-5-accuracy: 0.8881
+
+
+```
+
+```
+
+111/176 [=================>............] - ETA: 10s - loss: 1.3397 - accuracy: 0.6181 - top-5-accuracy: 0.8883
+
+
+```
+
+```
+
+112/176 [==================>...........] - ETA: 10s - loss: 1.3414 - accuracy: 0.6175 - top-5-accuracy: 0.8879
+
+
+```
+
+```
+
+113/176 [==================>...........] - ETA: 10s - loss: 1.3397 - accuracy: 0.6176 - top-5-accuracy: 0.8881
+
+
+```
+
+```
+
+114/176 [==================>...........] - ETA: 9s - loss: 1.3390 - accuracy: 0.6176 - top-5-accuracy: 0.8883
+
+
+```
+
+```
+
+115/176 [==================>...........] - ETA: 9s - loss: 1.3390 - accuracy: 0.6176 - top-5-accuracy: 0.8882
+
+
+```
+
+```
+
+116/176 [==================>...........] - ETA: 9s - loss: 1.3389 - accuracy: 0.6178 - top-5-accuracy: 0.8880
+
+
+```
+
+```
+
+117/176 [==================>...........] - ETA: 9s - loss: 1.3390 - accuracy: 0.6178 - top-5-accuracy: 0.8882
+
+
+```
+
+```
+
+118/176 [===================>..........] - ETA: 9s - loss: 1.3397 - accuracy: 0.6175 - top-5-accuracy: 0.8880
+
+
+```
+
+```
+
+119/176 [===================>..........] - ETA: 9s - loss: 1.3398 - accuracy: 0.6174 - top-5-accuracy: 0.8880
+
+
+```
+
+```
+
+120/176 [===================>..........] - ETA: 8s - loss: 1.3411 - accuracy: 0.6171 - top-5-accuracy: 0.8878
+
+
+```
+
+```
+
+121/176 [===================>..........] - ETA: 8s - loss: 1.3412 - accuracy: 0.6171 - top-5-accuracy: 0.8879
+
+
+```
+
+```
+
+122/176 [===================>..........] - ETA: 8s - loss: 1.3422 - accuracy: 0.6167 - top-5-accuracy: 0.8878
+
+
+```
+
+```
+
+123/176 [===================>..........] - ETA: 8s - loss: 1.3428 - accuracy: 0.6165 - top-5-accuracy: 0.8878
+
+
+```
+
+```
+
+124/176 [====================>.........] - ETA: 8s - loss: 1.3431 - accuracy: 0.6164 - top-5-accuracy: 0.8878
+
+
+```
+
+```
+
+125/176 [====================>.........] - ETA: 8s - loss: 1.3453 - accuracy: 0.6160 - top-5-accuracy: 0.8875
+
+
+```
+
+```
+
+126/176 [====================>.........] - ETA: 7s - loss: 1.3470 - accuracy: 0.6154 - top-5-accuracy: 0.8871
+
+
+```
+
+```
+
+127/176 [====================>.........] - ETA: 7s - loss: 1.3476 - accuracy: 0.6152 - top-5-accuracy: 0.8870
+
+
+```
+
+```
+
+128/176 [====================>.........] - ETA: 7s - loss: 1.3467 - accuracy: 0.6151 - top-5-accuracy: 0.8871
+
+
+```
+
+```
+
+129/176 [====================>.........] - ETA: 7s - loss: 1.3470 - accuracy: 0.6148 - top-5-accuracy: 0.8872
+
+
+```
+
+```
+
+130/176 [=====================>........] - ETA: 7s - loss: 1.3475 - accuracy: 0.6145 - top-5-accuracy: 0.8871
+
+
+```
+
+```
+
+131/176 [=====================>........] - ETA: 7s - loss: 1.3474 - accuracy: 0.6147 - top-5-accuracy: 0.8869
+
+
+```
+
+```
+
+132/176 [=====================>........] - ETA: 6s - loss: 1.3482 - accuracy: 0.6148 - top-5-accuracy: 0.8869
+
+
+```
+
+```
+
+133/176 [=====================>........] - ETA: 6s - loss: 1.3497 - accuracy: 0.6146 - top-5-accuracy: 0.8865
+
+
+```
+
+```
+
+134/176 [=====================>........] - ETA: 6s - loss: 1.3496 - accuracy: 0.6147 - top-5-accuracy: 0.8864
+
+
+```
+
+```
+
+135/176 [======================>.......] - ETA: 6s - loss: 1.3508 - accuracy: 0.6145 - top-5-accuracy: 0.8862
+
+
+```
+
+```
+
+136/176 [======================>.......] - ETA: 6s - loss: 1.3515 - accuracy: 0.6141 - top-5-accuracy: 0.8861
+
+
+```
+
+```
+
+137/176 [======================>.......] - ETA: 6s - loss: 1.3518 - accuracy: 0.6140 - top-5-accuracy: 0.8860
+
+
+```
+
+```
+
+138/176 [======================>.......] - ETA: 6s - loss: 1.3526 - accuracy: 0.6137 - top-5-accuracy: 0.8859
+
+
+```
+
+```
+
+139/176 [======================>.......] - ETA: 5s - loss: 1.3529 - accuracy: 0.6135 - top-5-accuracy: 0.8859
+
+
+```
+
+```
+
+140/176 [======================>.......] - ETA: 5s - loss: 1.3543 - accuracy: 0.6132 - top-5-accuracy: 0.8856
+
+
+```
+
+```
+
+141/176 [=======================>......] - ETA: 5s - loss: 1.3552 - accuracy: 0.6128 - top-5-accuracy: 0.8854
+
+
+```
+
+```
+
+142/176 [=======================>......] - ETA: 5s - loss: 1.3558 - accuracy: 0.6128 - top-5-accuracy: 0.8854
+
+
+```
+
+```
+
+143/176 [=======================>......] - ETA: 5s - loss: 1.3559 - accuracy: 0.6129 - top-5-accuracy: 0.8854
+
+
+```
+
+```
+
+144/176 [=======================>......] - ETA: 5s - loss: 1.3554 - accuracy: 0.6128 - top-5-accuracy: 0.8854
+
+
+```
+
+```
+
+145/176 [=======================>......] - ETA: 4s - loss: 1.3561 - accuracy: 0.6127 - top-5-accuracy: 0.8852
+
+
+```
+
+```
+
+146/176 [=======================>......] - ETA: 4s - loss: 1.3560 - accuracy: 0.6129 - top-5-accuracy: 0.8851
+
+
+```
+
+```
+
+147/176 [========================>.....] - ETA: 4s - loss: 1.3569 - accuracy: 0.6127 - top-5-accuracy: 0.8849
+
+
+```
+
+```
+
+148/176 [========================>.....] - ETA: 4s - loss: 1.3570 - accuracy: 0.6125 - top-5-accuracy: 0.8848
+
+
+```
+
+```
+
+149/176 [========================>.....] - ETA: 4s - loss: 1.3572 - accuracy: 0.6124 - top-5-accuracy: 0.8847
+
+
+```
+
+```
+
+150/176 [========================>.....] - ETA: 4s - loss: 1.3569 - accuracy: 0.6123 - top-5-accuracy: 0.8848
+
+
+```
+
+```
+
+151/176 [========================>.....] - ETA: 3s - loss: 1.3569 - accuracy: 0.6123 - top-5-accuracy: 0.8846
+
+
+```
+
+```
+
+152/176 [========================>.....] - ETA: 3s - loss: 1.3563 - accuracy: 0.6125 - top-5-accuracy: 0.8848
+
+
+```
+
+```
+
+153/176 [=========================>....] - ETA: 3s - loss: 1.3566 - accuracy: 0.6124 - top-5-accuracy: 0.8847
+
+
+```
+
+```
+
+154/176 [=========================>....] - ETA: 3s - loss: 1.3557 - accuracy: 0.6125 - top-5-accuracy: 0.8846
+
+
+```
+
+```
+
+155/176 [=========================>....] - ETA: 3s - loss: 1.3557 - accuracy: 0.6124 - top-5-accuracy: 0.8847
+
+
+```
+
+```
+
+156/176 [=========================>....] - ETA: 3s - loss: 1.3564 - accuracy: 0.6123 - top-5-accuracy: 0.8846
+
+
+```
+
+```
+
+157/176 [=========================>....] - ETA: 3s - loss: 1.3568 - accuracy: 0.6122 - top-5-accuracy: 0.8845
+
+
+```
+
+```
+
+158/176 [=========================>....] - ETA: 2s - loss: 1.3567 - accuracy: 0.6123 - top-5-accuracy: 0.8844
+
+
+```
+
+```
+
+159/176 [==========================>...] - ETA: 2s - loss: 1.3566 - accuracy: 0.6124 - top-5-accuracy: 0.8847
+
+
+```
+
+```
+
+160/176 [==========================>...] - ETA: 2s - loss: 1.3558 - accuracy: 0.6125 - top-5-accuracy: 0.8848
+
+
+```
+
+```
+
+161/176 [==========================>...] - ETA: 2s - loss: 1.3567 - accuracy: 0.6124 - top-5-accuracy: 0.8847
+
+
+```
+
+```
+
+162/176 [==========================>...] - ETA: 2s - loss: 1.3566 - accuracy: 0.6122 - top-5-accuracy: 0.8847
+
+
+```
+
+```
+
+163/176 [==========================>...] - ETA: 2s - loss: 1.3562 - accuracy: 0.6121 - top-5-accuracy: 0.8848
+
+
+```
+
+```
+
+164/176 [==========================>...] - ETA: 1s - loss: 1.3575 - accuracy: 0.6119 - top-5-accuracy: 0.8846
+
+
+```
+
+```
+
+165/176 [===========================>..] - ETA: 1s - loss: 1.3570 - accuracy: 0.6121 - top-5-accuracy: 0.8847
+
+
+```
+
+```
+
+166/176 [===========================>..] - ETA: 1s - loss: 1.3565 - accuracy: 0.6122 - top-5-accuracy: 0.8847
+
+
+```
+
+```
+
+167/176 [===========================>..] - ETA: 1s - loss: 1.3562 - accuracy: 0.6123 - top-5-accuracy: 0.8848
+
+
+```
+
+```
+
+168/176 [===========================>..] - ETA: 1s - loss: 1.3563 - accuracy: 0.6123 - top-5-accuracy: 0.8847
+
+
+```
+
+```
+
+169/176 [===========================>..] - ETA: 1s - loss: 1.3561 - accuracy: 0.6124 - top-5-accuracy: 0.8848
+
+
+```
+
+```
+
+170/176 [===========================>..] - ETA: 0s - loss: 1.3567 - accuracy: 0.6123 - top-5-accuracy: 0.8848
+
+
+```
+
+```
+
+171/176 [============================>.] - ETA: 0s - loss: 1.3569 - accuracy: 0.6124 - top-5-accuracy: 0.8847
+
+
+```
+
+```
+
+172/176 [============================>.] - ETA: 0s - loss: 1.3576 - accuracy: 0.6121 - top-5-accuracy: 0.8845
+
+
+```
+
+```
+
+173/176 [============================>.] - ETA: 0s - loss: 1.3576 - accuracy: 0.6121 - top-5-accuracy: 0.8846
+
+
+```
+
+```
+
+174/176 [============================>.] - ETA: 0s - loss: 1.3586 - accuracy: 0.6119 - top-5-accuracy: 0.8845
+
+
+```
+
+```
+
+175/176 [============================>.] - ETA: 0s - loss: 1.3587 - accuracy: 0.6119 - top-5-accuracy: 0.8844
+
+
+```
+
+```
+
+176/176 [==============================] - ETA: 0s - loss: 1.3591 - accuracy: 0.6120 - top-5-accuracy: 0.8844
+
+
+```
+
+```
+
+176/176 [==============================] - 29s 164ms/step - loss: 1.3591 - accuracy: 0.6120 - top-5-accuracy: 0.8844 - val_loss: 1.9465 - val_accuracy: 0.5030 - val_top-5-accuracy: 0.7900
+
+
+
+```
+Epoch 43/50
+
+```
+
+
+ 1/176 [..............................] - ETA: 27s - loss: 1.3344 - accuracy: 0.6523 - top-5-accuracy: 0.8867
+
+
+```
+
+```
+
+ 2/176 [..............................] - ETA: 27s - loss: 1.3418 - accuracy: 0.6406 - top-5-accuracy: 0.8906
+
+
+```
+
+```
+
+ 3/176 [..............................] - ETA: 27s - loss: 1.3806 - accuracy: 0.6224 - top-5-accuracy: 0.8802
+
+
+```
+
+```
+
+ 4/176 [..............................] - ETA: 27s - loss: 1.3527 - accuracy: 0.6201 - top-5-accuracy: 0.8916
+
+
+```
+
+```
+
+ 5/176 [..............................] - ETA: 27s - loss: 1.3688 - accuracy: 0.6125 - top-5-accuracy: 0.8906
+
+
+```
+
+```
+
+ 6/176 [>.............................] - ETA: 27s - loss: 1.3368 - accuracy: 0.6185 - top-5-accuracy: 0.8945
+
+
+```
+
+```
+
+ 7/176 [>.............................] - ETA: 26s - loss: 1.3079 - accuracy: 0.6244 - top-5-accuracy: 0.8996
+
+
+```
+
+```
+
+ 8/176 [>.............................] - ETA: 26s - loss: 1.3215 - accuracy: 0.6250 - top-5-accuracy: 0.8950
+
+
+```
+
+```
+
+ 9/176 [>.............................] - ETA: 26s - loss: 1.3084 - accuracy: 0.6285 - top-5-accuracy: 0.8971
+
+
+```
+
+```
+
+ 10/176 [>.............................] - ETA: 26s - loss: 1.3066 - accuracy: 0.6285 - top-5-accuracy: 0.8969
+
+
+```
+
+```
+
+ 11/176 [>.............................] - ETA: 26s - loss: 1.2940 - accuracy: 0.6321 - top-5-accuracy: 0.8988
+
+
+```
+
+```
+
+ 12/176 [=>............................] - ETA: 26s - loss: 1.3071 - accuracy: 0.6292 - top-5-accuracy: 0.8952
+
+
+```
+
+```
+
+ 13/176 [=>............................] - ETA: 25s - loss: 1.3111 - accuracy: 0.6304 - top-5-accuracy: 0.8942
+
+
+```
+
+```
+
+ 14/176 [=>............................] - ETA: 25s - loss: 1.3194 - accuracy: 0.6278 - top-5-accuracy: 0.8934
+
+
+```
+
+```
+
+ 15/176 [=>............................] - ETA: 25s - loss: 1.3282 - accuracy: 0.6250 - top-5-accuracy: 0.8932
+
+
+```
+
+```
+
+ 16/176 [=>............................] - ETA: 25s - loss: 1.3241 - accuracy: 0.6255 - top-5-accuracy: 0.8933
+
+
+```
+
+```
+
+ 17/176 [=>............................] - ETA: 25s - loss: 1.3222 - accuracy: 0.6257 - top-5-accuracy: 0.8941
+
+
+```
+
+```
+
+ 18/176 [==>...........................] - ETA: 25s - loss: 1.3217 - accuracy: 0.6267 - top-5-accuracy: 0.8928
+
+
+```
+
+```
+
+ 19/176 [==>...........................] - ETA: 24s - loss: 1.3242 - accuracy: 0.6254 - top-5-accuracy: 0.8917
+
+
+```
+
+```
+
+ 20/176 [==>...........................] - ETA: 24s - loss: 1.3301 - accuracy: 0.6258 - top-5-accuracy: 0.8898
+
+
+```
+
+```
+
+ 21/176 [==>...........................] - ETA: 24s - loss: 1.3318 - accuracy: 0.6246 - top-5-accuracy: 0.8886
+
+
+```
+
+```
+
+ 22/176 [==>...........................] - ETA: 24s - loss: 1.3367 - accuracy: 0.6238 - top-5-accuracy: 0.8878
+
+
+```
+
+```
+
+ 23/176 [==>...........................] - ETA: 24s - loss: 1.3450 - accuracy: 0.6213 - top-5-accuracy: 0.8860
+
+
+```
+
+```
+
+ 24/176 [===>..........................] - ETA: 24s - loss: 1.3399 - accuracy: 0.6226 - top-5-accuracy: 0.8867
+
+
+```
+
+```
+
+ 25/176 [===>..........................] - ETA: 23s - loss: 1.3431 - accuracy: 0.6216 - top-5-accuracy: 0.8863
+
+
+```
+
+```
+
+ 26/176 [===>..........................] - ETA: 23s - loss: 1.3479 - accuracy: 0.6199 - top-5-accuracy: 0.8860
+
+
+```
+
+```
+
+ 27/176 [===>..........................] - ETA: 23s - loss: 1.3593 - accuracy: 0.6168 - top-5-accuracy: 0.8841
+
+
+```
+
+```
+
+ 28/176 [===>..........................] - ETA: 23s - loss: 1.3556 - accuracy: 0.6159 - top-5-accuracy: 0.8855
+
+
+```
+
+```
+
+ 29/176 [===>..........................] - ETA: 23s - loss: 1.3519 - accuracy: 0.6173 - top-5-accuracy: 0.8859
+
+
+```
+
+```
+
+ 30/176 [====>.........................] - ETA: 23s - loss: 1.3516 - accuracy: 0.6189 - top-5-accuracy: 0.8849
+
+
+```
+
+```
+
+ 31/176 [====>.........................] - ETA: 23s - loss: 1.3484 - accuracy: 0.6200 - top-5-accuracy: 0.8858
+
+
+```
+
+```
+
+ 32/176 [====>.........................] - ETA: 22s - loss: 1.3453 - accuracy: 0.6211 - top-5-accuracy: 0.8862
+
+
+```
+
+```
+
+ 33/176 [====>.........................] - ETA: 22s - loss: 1.3465 - accuracy: 0.6210 - top-5-accuracy: 0.8858
+
+
+```
+
+```
+
+ 34/176 [====>.........................] - ETA: 22s - loss: 1.3457 - accuracy: 0.6213 - top-5-accuracy: 0.8863
+
+
+```
+
+```
+
+ 35/176 [====>.........................] - ETA: 22s - loss: 1.3481 - accuracy: 0.6203 - top-5-accuracy: 0.8859
+
+
+```
+
+```
+
+ 36/176 [=====>........................] - ETA: 22s - loss: 1.3441 - accuracy: 0.6215 - top-5-accuracy: 0.8868
+
+
+```
+
+```
+
+ 37/176 [=====>........................] - ETA: 22s - loss: 1.3417 - accuracy: 0.6217 - top-5-accuracy: 0.8871
+
+
+```
+
+```
+
+ 38/176 [=====>........................] - ETA: 21s - loss: 1.3457 - accuracy: 0.6207 - top-5-accuracy: 0.8869
+
+
+```
+
+```
+
+ 39/176 [=====>........................] - ETA: 21s - loss: 1.3454 - accuracy: 0.6202 - top-5-accuracy: 0.8871
+
+
+```
+
+```
+
+ 40/176 [=====>........................] - ETA: 21s - loss: 1.3454 - accuracy: 0.6204 - top-5-accuracy: 0.8870
+
+
+```
+
+```
+
+ 41/176 [=====>........................] - ETA: 21s - loss: 1.3484 - accuracy: 0.6200 - top-5-accuracy: 0.8861
+
+
+```
+
+```
+
+ 42/176 [======>.......................] - ETA: 21s - loss: 1.3491 - accuracy: 0.6204 - top-5-accuracy: 0.8863
+
+
+```
+
+```
+
+ 43/176 [======>.......................] - ETA: 21s - loss: 1.3537 - accuracy: 0.6192 - top-5-accuracy: 0.8855
+
+
+```
+
+```
+
+ 44/176 [======>.......................] - ETA: 20s - loss: 1.3507 - accuracy: 0.6207 - top-5-accuracy: 0.8856
+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
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+```
+
+```
+
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+
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+```
+
+```
+
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+
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+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
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+```
+
+```
+
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+
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+
+```
+
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+
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+
+```
+
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+
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+```
+
+```
+
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+
+
+```
+
+```
+
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+
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+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
+ 80/176 [============>.................] - ETA: 15s - loss: 1.3469 - accuracy: 0.6179 - top-5-accuracy: 0.8882
+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
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+
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+
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+
+
+```
+
+```
+
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+
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+```
+
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+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
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+
+```
+
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+
+
+```
+
+```
+
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+
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+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
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+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
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+
+```
+
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+
+
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+
+```
+
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+
+
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+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
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+```
+
+```
+
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+
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+```
+
+```
+
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+
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+```
+
+```
+
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+
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+
+```
+
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+
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+```
+
+```
+
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+
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+
+```
+
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+
+
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+
+```
+
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+
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+
+```
+
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+
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+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
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+
+```
+
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+
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+
+```
+
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+
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+
+```
+
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+
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+
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+
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+
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+
+```
+
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+
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+
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+
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+
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+
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+
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+
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+
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+
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+
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+
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+
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+
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+
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+
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+
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+
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+
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+
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+```
+
+```
+
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+
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+```
+
+```
+
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+
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+```
+
+```
+
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+
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+```
+
+```
+
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+
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+```
+
+```
+
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+
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+```
+
+```
+
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+
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+```
+
+```
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+
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+```
+
+```
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+
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+```
+
+```
+
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+
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+```
+
+```
+
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+
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+```
+
+```
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+
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+```
+
+```
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+
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+
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+```
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+
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+
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+
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+
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+
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+```
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+
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+```
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+
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+```
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+
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+```
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+```
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+
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+```
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+
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+```
+
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+
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+```
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+```
+
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+
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+```
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+```
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+
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+```
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+```
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+
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+
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+
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+
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+
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+
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+
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+
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+
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+```
+
+```
+
+171/176 [============================>.] - ETA: 0s - loss: 1.3486 - accuracy: 0.6161 - top-5-accuracy: 0.8872
+
+
+```
+
+```
+
+172/176 [============================>.] - ETA: 0s - loss: 1.3491 - accuracy: 0.6158 - top-5-accuracy: 0.8872
+
+
+```
+
+```
+
+173/176 [============================>.] - ETA: 0s - loss: 1.3488 - accuracy: 0.6159 - top-5-accuracy: 0.8873
+
+
+```
+
+```
+
+174/176 [============================>.] - ETA: 0s - loss: 1.3489 - accuracy: 0.6158 - top-5-accuracy: 0.8872
+
+
+```
+
+```
+
+175/176 [============================>.] - ETA: 0s - loss: 1.3478 - accuracy: 0.6162 - top-5-accuracy: 0.8873
+
+
+```
+
+```
+
+176/176 [==============================] - ETA: 0s - loss: 1.3483 - accuracy: 0.6162 - top-5-accuracy: 0.8872
+
+
+```
+
+```
+
+176/176 [==============================] - 29s 164ms/step - loss: 1.3483 - accuracy: 0.6162 - top-5-accuracy: 0.8872 - val_loss: 1.9609 - val_accuracy: 0.5044 - val_top-5-accuracy: 0.7874
+
+
+
+```
+Epoch 44/50
+
+```
+
+
+ 1/176 [..............................] - ETA: 27s - loss: 1.2647 - accuracy: 0.6055 - top-5-accuracy: 0.9102
+
+
+```
+
+```
+
+ 2/176 [..............................] - ETA: 27s - loss: 1.2677 - accuracy: 0.6172 - top-5-accuracy: 0.9023
+
+
+```
+
+```
+
+ 3/176 [..............................] - ETA: 27s - loss: 1.2920 - accuracy: 0.6133 - top-5-accuracy: 0.9049
+
+
+```
+
+```
+
+ 4/176 [..............................] - ETA: 27s - loss: 1.2750 - accuracy: 0.6240 - top-5-accuracy: 0.8994
+
+
+```
+
+```
+
+ 5/176 [..............................] - ETA: 27s - loss: 1.2874 - accuracy: 0.6227 - top-5-accuracy: 0.8984
+
+
+```
+
+```
+
+ 6/176 [>.............................] - ETA: 27s - loss: 1.2834 - accuracy: 0.6276 - top-5-accuracy: 0.8984
+
+
+```
+
+```
+
+ 7/176 [>.............................] - ETA: 26s - loss: 1.3071 - accuracy: 0.6228 - top-5-accuracy: 0.8940
+
+
+```
+
+```
+
+ 8/176 [>.............................] - ETA: 26s - loss: 1.2782 - accuracy: 0.6313 - top-5-accuracy: 0.9004
+
+
+```
+
+```
+
+ 9/176 [>.............................] - ETA: 26s - loss: 1.2873 - accuracy: 0.6267 - top-5-accuracy: 0.8963
+
+
+```
+
+```
+
+ 10/176 [>.............................] - ETA: 26s - loss: 1.2719 - accuracy: 0.6297 - top-5-accuracy: 0.8980
+
+
+```
+
+```
+
+ 11/176 [>.............................] - ETA: 26s - loss: 1.2697 - accuracy: 0.6310 - top-5-accuracy: 0.8988
+
+
+```
+
+```
+
+ 12/176 [=>............................] - ETA: 26s - loss: 1.2855 - accuracy: 0.6286 - top-5-accuracy: 0.8975
+
+
+```
+
+```
+
+ 13/176 [=>............................] - ETA: 25s - loss: 1.2821 - accuracy: 0.6283 - top-5-accuracy: 0.8978
+
+
+```
+
+```
+
+ 14/176 [=>............................] - ETA: 25s - loss: 1.2871 - accuracy: 0.6270 - top-5-accuracy: 0.8990
+
+
+```
+
+```
+
+ 15/176 [=>............................] - ETA: 25s - loss: 1.2867 - accuracy: 0.6273 - top-5-accuracy: 0.8992
+
+
+```
+
+```
+
+ 16/176 [=>............................] - ETA: 25s - loss: 1.2864 - accuracy: 0.6279 - top-5-accuracy: 0.8972
+
+
+```
+
+```
+
+ 17/176 [=>............................] - ETA: 25s - loss: 1.2906 - accuracy: 0.6287 - top-5-accuracy: 0.8955
+
+
+```
+
+```
+
+ 18/176 [==>...........................] - ETA: 25s - loss: 1.2904 - accuracy: 0.6287 - top-5-accuracy: 0.8952
+
+
+```
+
+```
+
+ 19/176 [==>...........................] - ETA: 24s - loss: 1.2909 - accuracy: 0.6275 - top-5-accuracy: 0.8960
+
+
+```
+
+```
+
+ 20/176 [==>...........................] - ETA: 24s - loss: 1.2805 - accuracy: 0.6303 - top-5-accuracy: 0.8967
+
+
+```
+
+```
+
+ 21/176 [==>...........................] - ETA: 24s - loss: 1.2801 - accuracy: 0.6289 - top-5-accuracy: 0.8969
+
+
+```
+
+```
+
+ 22/176 [==>...........................] - ETA: 24s - loss: 1.2740 - accuracy: 0.6314 - top-5-accuracy: 0.8979
+
+
+```
+
+```
+
+ 23/176 [==>...........................] - ETA: 24s - loss: 1.2708 - accuracy: 0.6304 - top-5-accuracy: 0.8993
+
+
+```
+
+```
+
+ 24/176 [===>..........................] - ETA: 24s - loss: 1.2685 - accuracy: 0.6317 - top-5-accuracy: 0.8989
+
+
+```
+
+```
+
+ 25/176 [===>..........................] - ETA: 24s - loss: 1.2673 - accuracy: 0.6331 - top-5-accuracy: 0.8992
+
+
+```
+
+```
+
+ 26/176 [===>..........................] - ETA: 23s - loss: 1.2687 - accuracy: 0.6337 - top-5-accuracy: 0.8987
+
+
+```
+
+```
+
+ 27/176 [===>..........................] - ETA: 23s - loss: 1.2657 - accuracy: 0.6344 - top-5-accuracy: 0.8993
+
+
+```
+
+```
+
+ 28/176 [===>..........................] - ETA: 23s - loss: 1.2655 - accuracy: 0.6350 - top-5-accuracy: 0.8994
+
+
+```
+
+```
+
+ 29/176 [===>..........................] - ETA: 23s - loss: 1.2646 - accuracy: 0.6351 - top-5-accuracy: 0.8991
+
+
+```
+
+```
+
+ 30/176 [====>.........................] - ETA: 23s - loss: 1.2616 - accuracy: 0.6361 - top-5-accuracy: 0.8995
+
+
+```
+
+```
+
+ 31/176 [====>.........................] - ETA: 23s - loss: 1.2585 - accuracy: 0.6381 - top-5-accuracy: 0.8993
+
+
+```
+
+```
+
+ 32/176 [====>.........................] - ETA: 22s - loss: 1.2535 - accuracy: 0.6388 - top-5-accuracy: 0.8998
+
+
+```
+
+```
+
+ 33/176 [====>.........................] - ETA: 22s - loss: 1.2582 - accuracy: 0.6379 - top-5-accuracy: 0.8991
+
+
+```
+
+```
+
+ 34/176 [====>.........................] - ETA: 22s - loss: 1.2535 - accuracy: 0.6404 - top-5-accuracy: 0.8998
+
+
+```
+
+```
+
+ 35/176 [====>.........................] - ETA: 22s - loss: 1.2596 - accuracy: 0.6387 - top-5-accuracy: 0.8989
+
+
+```
+
+```
+
+ 36/176 [=====>........................] - ETA: 22s - loss: 1.2609 - accuracy: 0.6390 - top-5-accuracy: 0.8989
+
+
+```
+
+```
+
+ 37/176 [=====>........................] - ETA: 22s - loss: 1.2626 - accuracy: 0.6388 - top-5-accuracy: 0.8982
+
+
+```
+
+```
+
+ 38/176 [=====>........................] - ETA: 21s - loss: 1.2618 - accuracy: 0.6387 - top-5-accuracy: 0.8987
+
+
+```
+
+```
+
+ 39/176 [=====>........................] - ETA: 21s - loss: 1.2610 - accuracy: 0.6391 - top-5-accuracy: 0.8985
+
+
+```
+
+```
+
+ 40/176 [=====>........................] - ETA: 21s - loss: 1.2581 - accuracy: 0.6397 - top-5-accuracy: 0.8988
+
+
+```
+
+```
+
+ 41/176 [=====>........................] - ETA: 21s - loss: 1.2573 - accuracy: 0.6399 - top-5-accuracy: 0.8991
+
+
+```
+
+```
+
+ 42/176 [======>.......................] - ETA: 21s - loss: 1.2573 - accuracy: 0.6399 - top-5-accuracy: 0.8995
+
+
+```
+
+```
+
+ 43/176 [======>.......................] - ETA: 21s - loss: 1.2564 - accuracy: 0.6395 - top-5-accuracy: 0.9000
+
+
+```
+
+```
+
+ 44/176 [======>.......................] - ETA: 20s - loss: 1.2605 - accuracy: 0.6389 - top-5-accuracy: 0.8994
+
+
+```
+
+```
+
+ 45/176 [======>.......................] - ETA: 20s - loss: 1.2595 - accuracy: 0.6382 - top-5-accuracy: 0.9000
+
+
+```
+
+```
+
+ 46/176 [======>.......................] - ETA: 20s - loss: 1.2615 - accuracy: 0.6373 - top-5-accuracy: 0.9001
+
+
+```
+
+```
+
+ 47/176 [=======>......................] - ETA: 20s - loss: 1.2603 - accuracy: 0.6370 - top-5-accuracy: 0.9004
+
+
+```
+
+```
+
+ 48/176 [=======>......................] - ETA: 20s - loss: 1.2593 - accuracy: 0.6373 - top-5-accuracy: 0.9006
+
+
+```
+
+```
+
+ 49/176 [=======>......................] - ETA: 20s - loss: 1.2626 - accuracy: 0.6362 - top-5-accuracy: 0.9002
+
+
+```
+
+```
+
+ 50/176 [=======>......................] - ETA: 20s - loss: 1.2652 - accuracy: 0.6360 - top-5-accuracy: 0.9000
+
+
+```
+
+```
+
+ 51/176 [=======>......................] - ETA: 19s - loss: 1.2676 - accuracy: 0.6352 - top-5-accuracy: 0.8997
+
+
+```
+
+```
+
+ 52/176 [=======>......................] - ETA: 19s - loss: 1.2668 - accuracy: 0.6351 - top-5-accuracy: 0.8996
+
+
+```
+
+```
+
+ 53/176 [========>.....................] - ETA: 19s - loss: 1.2701 - accuracy: 0.6336 - top-5-accuracy: 0.8998
+
+
+```
+
+```
+
+ 54/176 [========>.....................] - ETA: 19s - loss: 1.2676 - accuracy: 0.6341 - top-5-accuracy: 0.9003
+
+
+```
+
+```
+
+ 55/176 [========>.....................] - ETA: 19s - loss: 1.2699 - accuracy: 0.6342 - top-5-accuracy: 0.8998
+
+
+```
+
+```
+
+ 56/176 [========>.....................] - ETA: 19s - loss: 1.2686 - accuracy: 0.6348 - top-5-accuracy: 0.9000
+
+
+```
+
+```
+
+ 57/176 [========>.....................] - ETA: 18s - loss: 1.2694 - accuracy: 0.6347 - top-5-accuracy: 0.9001
+
+
+```
+
+```
+
+ 58/176 [========>.....................] - ETA: 18s - loss: 1.2699 - accuracy: 0.6343 - top-5-accuracy: 0.9000
+
+
+```
+
+```
+
+ 59/176 [=========>....................] - ETA: 18s - loss: 1.2721 - accuracy: 0.6336 - top-5-accuracy: 0.8998
+
+
+```
+
+```
+
+ 60/176 [=========>....................] - ETA: 18s - loss: 1.2761 - accuracy: 0.6320 - top-5-accuracy: 0.8992
+
+
+```
+
+```
+
+ 61/176 [=========>....................] - ETA: 18s - loss: 1.2765 - accuracy: 0.6319 - top-5-accuracy: 0.8993
+
+
+```
+
+```
+
+ 62/176 [=========>....................] - ETA: 18s - loss: 1.2796 - accuracy: 0.6314 - top-5-accuracy: 0.8984
+
+
+```
+
+```
+
+ 63/176 [=========>....................] - ETA: 17s - loss: 1.2800 - accuracy: 0.6316 - top-5-accuracy: 0.8984
+
+
+```
+
+```
+
+ 64/176 [=========>....................] - ETA: 17s - loss: 1.2796 - accuracy: 0.6317 - top-5-accuracy: 0.8984
+
+
+```
+
+```
+
+ 65/176 [==========>...................] - ETA: 17s - loss: 1.2824 - accuracy: 0.6308 - top-5-accuracy: 0.8979
+
+
+```
+
+```
+
+ 66/176 [==========>...................] - ETA: 17s - loss: 1.2821 - accuracy: 0.6310 - top-5-accuracy: 0.8980
+
+
+```
+
+```
+
+ 67/176 [==========>...................] - ETA: 17s - loss: 1.2831 - accuracy: 0.6310 - top-5-accuracy: 0.8975
+
+
+```
+
+```
+
+ 68/176 [==========>...................] - ETA: 17s - loss: 1.2827 - accuracy: 0.6314 - top-5-accuracy: 0.8977
+
+
+```
+
+```
+
+ 69/176 [==========>...................] - ETA: 16s - loss: 1.2858 - accuracy: 0.6306 - top-5-accuracy: 0.8974
+
+
+```
+
+```
+
+ 70/176 [==========>...................] - ETA: 16s - loss: 1.2859 - accuracy: 0.6304 - top-5-accuracy: 0.8976
+
+
+```
+
+```
+
+ 71/176 [===========>..................] - ETA: 16s - loss: 1.2867 - accuracy: 0.6302 - top-5-accuracy: 0.8972
+
+
+```
+
+```
+
+ 72/176 [===========>..................] - ETA: 16s - loss: 1.2883 - accuracy: 0.6298 - top-5-accuracy: 0.8968
+
+
+```
+
+```
+
+ 73/176 [===========>..................] - ETA: 16s - loss: 1.2910 - accuracy: 0.6289 - top-5-accuracy: 0.8964
+
+
+```
+
+```
+
+ 74/176 [===========>..................] - ETA: 16s - loss: 1.2896 - accuracy: 0.6294 - top-5-accuracy: 0.8965
+
+
+```
+
+```
+
+ 75/176 [===========>..................] - ETA: 16s - loss: 1.2899 - accuracy: 0.6293 - top-5-accuracy: 0.8966
+
+
+```
+
+```
+
+ 76/176 [===========>..................] - ETA: 15s - loss: 1.2923 - accuracy: 0.6278 - top-5-accuracy: 0.8965
+
+
+```
+
+```
+
+ 77/176 [============>.................] - ETA: 15s - loss: 1.2906 - accuracy: 0.6282 - top-5-accuracy: 0.8967
+
+
+```
+
+```
+
+ 78/176 [============>.................] - ETA: 15s - loss: 1.2915 - accuracy: 0.6285 - top-5-accuracy: 0.8966
+
+
+```
+
+```
+
+ 79/176 [============>.................] - ETA: 15s - loss: 1.2895 - accuracy: 0.6290 - top-5-accuracy: 0.8969
+
+
+```
+
+```
+
+ 80/176 [============>.................] - ETA: 15s - loss: 1.2920 - accuracy: 0.6287 - top-5-accuracy: 0.8960
+
+
+```
+
+```
+
+ 81/176 [============>.................] - ETA: 15s - loss: 1.2926 - accuracy: 0.6289 - top-5-accuracy: 0.8959
+
+
+```
+
+```
+
+ 82/176 [============>.................] - ETA: 14s - loss: 1.2942 - accuracy: 0.6285 - top-5-accuracy: 0.8958
+
+
+```
+
+```
+
+ 83/176 [=============>................] - ETA: 14s - loss: 1.2932 - accuracy: 0.6287 - top-5-accuracy: 0.8960
+
+
+```
+
+```
+
+ 84/176 [=============>................] - ETA: 14s - loss: 1.2927 - accuracy: 0.6287 - top-5-accuracy: 0.8962
+
+
+```
+
+```
+
+ 85/176 [=============>................] - ETA: 14s - loss: 1.2924 - accuracy: 0.6289 - top-5-accuracy: 0.8960
+
+
+```
+
+```
+
+ 86/176 [=============>................] - ETA: 14s - loss: 1.2909 - accuracy: 0.6293 - top-5-accuracy: 0.8962
+
+
+```
+
+```
+
+ 87/176 [=============>................] - ETA: 14s - loss: 1.2916 - accuracy: 0.6292 - top-5-accuracy: 0.8959
+
+
+```
+
+```
+
+ 88/176 [==============>...............] - ETA: 13s - loss: 1.2897 - accuracy: 0.6297 - top-5-accuracy: 0.8961
+
+
+```
+
+```
+
+ 89/176 [==============>...............] - ETA: 13s - loss: 1.2916 - accuracy: 0.6290 - top-5-accuracy: 0.8960
+
+
+```
+
+```
+
+ 90/176 [==============>...............] - ETA: 13s - loss: 1.2923 - accuracy: 0.6286 - top-5-accuracy: 0.8961
+
+
+```
+
+```
+
+ 91/176 [==============>...............] - ETA: 13s - loss: 1.2913 - accuracy: 0.6286 - top-5-accuracy: 0.8962
+
+
+```
+
+```
+
+ 92/176 [==============>...............] - ETA: 13s - loss: 1.2919 - accuracy: 0.6286 - top-5-accuracy: 0.8962
+
+
+```
+
+```
+
+ 93/176 [==============>...............] - ETA: 13s - loss: 1.2917 - accuracy: 0.6288 - top-5-accuracy: 0.8962
+
+
+```
+
+```
+
+ 94/176 [===============>..............] - ETA: 13s - loss: 1.2919 - accuracy: 0.6287 - top-5-accuracy: 0.8962
+
+
+```
+
+```
+
+ 95/176 [===============>..............] - ETA: 12s - loss: 1.2916 - accuracy: 0.6289 - top-5-accuracy: 0.8961
+
+
+```
+
+```
+
+ 96/176 [===============>..............] - ETA: 12s - loss: 1.2927 - accuracy: 0.6286 - top-5-accuracy: 0.8960
+
+
+```
+
+```
+
+ 97/176 [===============>..............] - ETA: 12s - loss: 1.2940 - accuracy: 0.6283 - top-5-accuracy: 0.8957
+
+
+```
+
+```
+
+ 98/176 [===============>..............] - ETA: 12s - loss: 1.2941 - accuracy: 0.6280 - top-5-accuracy: 0.8955
+
+
+```
+
+```
+
+ 99/176 [===============>..............] - ETA: 12s - loss: 1.2946 - accuracy: 0.6276 - top-5-accuracy: 0.8956
+
+
+```
+
+```
+
+100/176 [================>.............] - ETA: 12s - loss: 1.2947 - accuracy: 0.6277 - top-5-accuracy: 0.8957
+
+
+```
+
+```
+
+101/176 [================>.............] - ETA: 11s - loss: 1.2964 - accuracy: 0.6269 - top-5-accuracy: 0.8956
+
+
+```
+
+```
+
+102/176 [================>.............] - ETA: 11s - loss: 1.2962 - accuracy: 0.6267 - top-5-accuracy: 0.8956
+
+
+```
+
+```
+
+103/176 [================>.............] - ETA: 11s - loss: 1.2952 - accuracy: 0.6272 - top-5-accuracy: 0.8957
+
+
+```
+
+```
+
+104/176 [================>.............] - ETA: 11s - loss: 1.2946 - accuracy: 0.6272 - top-5-accuracy: 0.8957
+
+
+```
+
+```
+
+105/176 [================>.............] - ETA: 11s - loss: 1.2949 - accuracy: 0.6272 - top-5-accuracy: 0.8956
+
+
+```
+
+```
+
+106/176 [=================>............] - ETA: 11s - loss: 1.2944 - accuracy: 0.6274 - top-5-accuracy: 0.8957
+
+
+```
+
+```
+
+107/176 [=================>............] - ETA: 10s - loss: 1.2948 - accuracy: 0.6273 - top-5-accuracy: 0.8958
+
+
+```
+
+```
+
+108/176 [=================>............] - ETA: 10s - loss: 1.2951 - accuracy: 0.6269 - top-5-accuracy: 0.8959
+
+
+```
+
+```
+
+109/176 [=================>............] - ETA: 10s - loss: 1.2937 - accuracy: 0.6270 - top-5-accuracy: 0.8961
+
+
+```
+
+```
+
+110/176 [=================>............] - ETA: 10s - loss: 1.2951 - accuracy: 0.6267 - top-5-accuracy: 0.8957
+
+
+```
+
+```
+
+111/176 [=================>............] - ETA: 10s - loss: 1.2946 - accuracy: 0.6268 - top-5-accuracy: 0.8956
+
+
+```
+
+```
+
+112/176 [==================>...........] - ETA: 10s - loss: 1.2956 - accuracy: 0.6266 - top-5-accuracy: 0.8953
+
+
+```
+
+```
+
+113/176 [==================>...........] - ETA: 9s - loss: 1.2954 - accuracy: 0.6266 - top-5-accuracy: 0.8952
+
+
+```
+
+```
+
+114/176 [==================>...........] - ETA: 9s - loss: 1.2943 - accuracy: 0.6270 - top-5-accuracy: 0.8954
+
+
+```
+
+```
+
+115/176 [==================>...........] - ETA: 9s - loss: 1.2941 - accuracy: 0.6266 - top-5-accuracy: 0.8954
+
+
+```
+
+```
+
+116/176 [==================>...........] - ETA: 9s - loss: 1.2946 - accuracy: 0.6265 - top-5-accuracy: 0.8954
+
+
+```
+
+```
+
+117/176 [==================>...........] - ETA: 9s - loss: 1.2948 - accuracy: 0.6262 - top-5-accuracy: 0.8954
+
+
+```
+
+```
+
+118/176 [===================>..........] - ETA: 9s - loss: 1.2959 - accuracy: 0.6259 - top-5-accuracy: 0.8952
+
+
+```
+
+```
+
+119/176 [===================>..........] - ETA: 9s - loss: 1.2955 - accuracy: 0.6261 - top-5-accuracy: 0.8952
+
+
+```
+
+```
+
+120/176 [===================>..........] - ETA: 8s - loss: 1.2960 - accuracy: 0.6260 - top-5-accuracy: 0.8952
+
+
+```
+
+```
+
+121/176 [===================>..........] - ETA: 8s - loss: 1.2967 - accuracy: 0.6257 - top-5-accuracy: 0.8951
+
+
+```
+
+```
+
+122/176 [===================>..........] - ETA: 8s - loss: 1.2972 - accuracy: 0.6256 - top-5-accuracy: 0.8950
+
+
+```
+
+```
+
+123/176 [===================>..........] - ETA: 8s - loss: 1.2977 - accuracy: 0.6257 - top-5-accuracy: 0.8949
+
+
+```
+
+```
+
+124/176 [====================>.........] - ETA: 8s - loss: 1.2983 - accuracy: 0.6254 - top-5-accuracy: 0.8949
+
+
+```
+
+```
+
+125/176 [====================>.........] - ETA: 8s - loss: 1.2984 - accuracy: 0.6253 - top-5-accuracy: 0.8948
+
+
+```
+
+```
+
+126/176 [====================>.........] - ETA: 7s - loss: 1.2986 - accuracy: 0.6255 - top-5-accuracy: 0.8947
+
+
+```
+
+```
+
+127/176 [====================>.........] - ETA: 7s - loss: 1.2991 - accuracy: 0.6255 - top-5-accuracy: 0.8947
+
+
+```
+
+```
+
+128/176 [====================>.........] - ETA: 7s - loss: 1.2998 - accuracy: 0.6254 - top-5-accuracy: 0.8945
+
+
+```
+
+```
+
+129/176 [====================>.........] - ETA: 7s - loss: 1.2998 - accuracy: 0.6255 - top-5-accuracy: 0.8943
+
+
+```
+
+```
+
+130/176 [=====================>........] - ETA: 7s - loss: 1.3006 - accuracy: 0.6252 - top-5-accuracy: 0.8943
+
+
+```
+
+```
+
+131/176 [=====================>........] - ETA: 7s - loss: 1.3017 - accuracy: 0.6249 - top-5-accuracy: 0.8941
+
+
+```
+
+```
+
+132/176 [=====================>........] - ETA: 6s - loss: 1.3027 - accuracy: 0.6246 - top-5-accuracy: 0.8938
+
+
+```
+
+```
+
+133/176 [=====================>........] - ETA: 6s - loss: 1.3020 - accuracy: 0.6246 - top-5-accuracy: 0.8940
+
+
+```
+
+```
+
+134/176 [=====================>........] - ETA: 6s - loss: 1.3018 - accuracy: 0.6245 - top-5-accuracy: 0.8939
+
+
+```
+
+```
+
+135/176 [======================>.......] - ETA: 6s - loss: 1.3026 - accuracy: 0.6246 - top-5-accuracy: 0.8938
+
+
+```
+
+```
+
+136/176 [======================>.......] - ETA: 6s - loss: 1.3028 - accuracy: 0.6245 - top-5-accuracy: 0.8937
+
+
+```
+
+```
+
+137/176 [======================>.......] - ETA: 6s - loss: 1.3023 - accuracy: 0.6248 - top-5-accuracy: 0.8937
+
+
+```
+
+```
+
+138/176 [======================>.......] - ETA: 6s - loss: 1.3015 - accuracy: 0.6250 - top-5-accuracy: 0.8939
+
+
+```
+
+```
+
+139/176 [======================>.......] - ETA: 5s - loss: 1.3017 - accuracy: 0.6251 - top-5-accuracy: 0.8935
+
+
+```
+
+```
+
+140/176 [======================>.......] - ETA: 5s - loss: 1.3009 - accuracy: 0.6255 - top-5-accuracy: 0.8936
+
+
+```
+
+```
+
+141/176 [=======================>......] - ETA: 5s - loss: 1.3013 - accuracy: 0.6254 - top-5-accuracy: 0.8935
+
+
+```
+
+```
+
+142/176 [=======================>......] - ETA: 5s - loss: 1.3016 - accuracy: 0.6252 - top-5-accuracy: 0.8934
+
+
+```
+
+```
+
+143/176 [=======================>......] - ETA: 5s - loss: 1.3016 - accuracy: 0.6253 - top-5-accuracy: 0.8932
+
+
+```
+
+```
+
+144/176 [=======================>......] - ETA: 5s - loss: 1.3017 - accuracy: 0.6255 - top-5-accuracy: 0.8932
+
+
+```
+
+```
+
+145/176 [=======================>......] - ETA: 4s - loss: 1.3031 - accuracy: 0.6251 - top-5-accuracy: 0.8932
+
+
+```
+
+```
+
+146/176 [=======================>......] - ETA: 4s - loss: 1.3028 - accuracy: 0.6252 - top-5-accuracy: 0.8931
+
+
+```
+
+```
+
+147/176 [========================>.....] - ETA: 4s - loss: 1.3045 - accuracy: 0.6248 - top-5-accuracy: 0.8930
+
+
+```
+
+```
+
+148/176 [========================>.....] - ETA: 4s - loss: 1.3034 - accuracy: 0.6249 - top-5-accuracy: 0.8932
+
+
+```
+
+```
+
+149/176 [========================>.....] - ETA: 4s - loss: 1.3036 - accuracy: 0.6247 - top-5-accuracy: 0.8932
+
+
+```
+
+```
+
+150/176 [========================>.....] - ETA: 4s - loss: 1.3039 - accuracy: 0.6246 - top-5-accuracy: 0.8932
+
+
+```
+
+```
+
+151/176 [========================>.....] - ETA: 3s - loss: 1.3047 - accuracy: 0.6244 - top-5-accuracy: 0.8930
+
+
+```
+
+```
+
+152/176 [========================>.....] - ETA: 3s - loss: 1.3053 - accuracy: 0.6243 - top-5-accuracy: 0.8929
+
+
+```
+
+```
+
+153/176 [=========================>....] - ETA: 3s - loss: 1.3057 - accuracy: 0.6242 - top-5-accuracy: 0.8929
+
+
+```
+
+```
+
+154/176 [=========================>....] - ETA: 3s - loss: 1.3056 - accuracy: 0.6242 - top-5-accuracy: 0.8930
+
+
+```
+
+```
+
+155/176 [=========================>....] - ETA: 3s - loss: 1.3051 - accuracy: 0.6245 - top-5-accuracy: 0.8931
+
+
+```
+
+```
+
+156/176 [=========================>....] - ETA: 3s - loss: 1.3043 - accuracy: 0.6247 - top-5-accuracy: 0.8933
+
+
+```
+
+```
+
+157/176 [=========================>....] - ETA: 3s - loss: 1.3048 - accuracy: 0.6247 - top-5-accuracy: 0.8931
+
+
+```
+
+```
+
+158/176 [=========================>....] - ETA: 2s - loss: 1.3055 - accuracy: 0.6246 - top-5-accuracy: 0.8930
+
+
+```
+
+```
+
+159/176 [==========================>...] - ETA: 2s - loss: 1.3061 - accuracy: 0.6243 - top-5-accuracy: 0.8929
+
+
+```
+
+```
+
+160/176 [==========================>...] - ETA: 2s - loss: 1.3070 - accuracy: 0.6240 - top-5-accuracy: 0.8927
+
+
+```
+
+```
+
+161/176 [==========================>...] - ETA: 2s - loss: 1.3073 - accuracy: 0.6237 - top-5-accuracy: 0.8926
+
+
+```
+
+```
+
+162/176 [==========================>...] - ETA: 2s - loss: 1.3079 - accuracy: 0.6237 - top-5-accuracy: 0.8924
+
+
+```
+
+```
+
+163/176 [==========================>...] - ETA: 2s - loss: 1.3077 - accuracy: 0.6236 - top-5-accuracy: 0.8925
+
+
+```
+
+```
+
+164/176 [==========================>...] - ETA: 1s - loss: 1.3084 - accuracy: 0.6234 - top-5-accuracy: 0.8924
+
+
+```
+
+```
+
+165/176 [===========================>..] - ETA: 1s - loss: 1.3086 - accuracy: 0.6235 - top-5-accuracy: 0.8922
+
+
+```
+
+```
+
+166/176 [===========================>..] - ETA: 1s - loss: 1.3083 - accuracy: 0.6236 - top-5-accuracy: 0.8923
+
+
+```
+
+```
+
+167/176 [===========================>..] - ETA: 1s - loss: 1.3086 - accuracy: 0.6235 - top-5-accuracy: 0.8923
+
+
+```
+
+```
+
+168/176 [===========================>..] - ETA: 1s - loss: 1.3082 - accuracy: 0.6236 - top-5-accuracy: 0.8923
+
+
+```
+
+```
+
+169/176 [===========================>..] - ETA: 1s - loss: 1.3080 - accuracy: 0.6236 - top-5-accuracy: 0.8923
+
+
+```
+
+```
+
+170/176 [===========================>..] - ETA: 0s - loss: 1.3084 - accuracy: 0.6236 - top-5-accuracy: 0.8923
+
+
+```
+
+```
+
+171/176 [============================>.] - ETA: 0s - loss: 1.3092 - accuracy: 0.6235 - top-5-accuracy: 0.8921
+
+
+```
+
+```
+
+172/176 [============================>.] - ETA: 0s - loss: 1.3091 - accuracy: 0.6237 - top-5-accuracy: 0.8921
+
+
+```
+
+```
+
+173/176 [============================>.] - ETA: 0s - loss: 1.3095 - accuracy: 0.6237 - top-5-accuracy: 0.8921
+
+
+```
+
+```
+
+174/176 [============================>.] - ETA: 0s - loss: 1.3090 - accuracy: 0.6237 - top-5-accuracy: 0.8922
+
+
+```
+
+```
+
+175/176 [============================>.] - ETA: 0s - loss: 1.3082 - accuracy: 0.6238 - top-5-accuracy: 0.8923
+
+
+```
+
+```
+
+176/176 [==============================] - ETA: 0s - loss: 1.3095 - accuracy: 0.6237 - top-5-accuracy: 0.8921
+
+
+```
+
+```
+
+176/176 [==============================] - 29s 164ms/step - loss: 1.3095 - accuracy: 0.6237 - top-5-accuracy: 0.8921 - val_loss: 1.9400 - val_accuracy: 0.5072 - val_top-5-accuracy: 0.7882
+
+
+
+```
+Epoch 45/50
+
+```
+
+
+ 1/176 [..............................] - ETA: 27s - loss: 1.3454 - accuracy: 0.5977 - top-5-accuracy: 0.8867
+
+
+```
+
+```
+
+ 2/176 [..............................] - ETA: 27s - loss: 1.3035 - accuracy: 0.6309 - top-5-accuracy: 0.8965
+
+
+```
+
+```
+
+ 3/176 [..............................] - ETA: 27s - loss: 1.3239 - accuracy: 0.6250 - top-5-accuracy: 0.8932
+
+
+```
+
+```
+
+ 4/176 [..............................] - ETA: 27s - loss: 1.3100 - accuracy: 0.6211 - top-5-accuracy: 0.8936
+
+
+```
+
+```
+
+ 5/176 [..............................] - ETA: 27s - loss: 1.3244 - accuracy: 0.6227 - top-5-accuracy: 0.8922
+
+
+```
+
+```
+
+ 6/176 [>.............................] - ETA: 26s - loss: 1.3067 - accuracy: 0.6211 - top-5-accuracy: 0.8965
+
+
+```
+
+```
+
+ 7/176 [>.............................] - ETA: 26s - loss: 1.2768 - accuracy: 0.6283 - top-5-accuracy: 0.9001
+
+
+```
+
+```
+
+ 8/176 [>.............................] - ETA: 26s - loss: 1.2935 - accuracy: 0.6240 - top-5-accuracy: 0.8975
+
+
+```
+
+```
+
+ 9/176 [>.............................] - ETA: 26s - loss: 1.2879 - accuracy: 0.6250 - top-5-accuracy: 0.8993
+
+
+```
+
+```
+
+ 10/176 [>.............................] - ETA: 26s - loss: 1.2810 - accuracy: 0.6285 - top-5-accuracy: 0.8984
+
+
+```
+
+```
+
+ 11/176 [>.............................] - ETA: 26s - loss: 1.2883 - accuracy: 0.6268 - top-5-accuracy: 0.8981
+
+
+```
+
+```
+
+ 12/176 [=>............................] - ETA: 26s - loss: 1.3012 - accuracy: 0.6240 - top-5-accuracy: 0.8965
+
+
+```
+
+```
+
+ 13/176 [=>............................] - ETA: 25s - loss: 1.2950 - accuracy: 0.6265 - top-5-accuracy: 0.8972
+
+
+```
+
+```
+
+ 14/176 [=>............................] - ETA: 25s - loss: 1.2986 - accuracy: 0.6244 - top-5-accuracy: 0.8962
+
+
+```
+
+```
+
+ 15/176 [=>............................] - ETA: 25s - loss: 1.3012 - accuracy: 0.6232 - top-5-accuracy: 0.8974
+
+
+```
+
+```
+
+ 16/176 [=>............................] - ETA: 25s - loss: 1.2992 - accuracy: 0.6248 - top-5-accuracy: 0.8977
+
+
+```
+
+```
+
+ 17/176 [=>............................] - ETA: 25s - loss: 1.2940 - accuracy: 0.6268 - top-5-accuracy: 0.8975
+
+
+```
+
+```
+
+ 18/176 [==>...........................] - ETA: 25s - loss: 1.2974 - accuracy: 0.6285 - top-5-accuracy: 0.8978
+
+
+```
+
+```
+
+ 19/176 [==>...........................] - ETA: 24s - loss: 1.2935 - accuracy: 0.6301 - top-5-accuracy: 0.8976
+
+
+```
+
+```
+
+ 20/176 [==>...........................] - ETA: 24s - loss: 1.2836 - accuracy: 0.6307 - top-5-accuracy: 0.8992
+
+
+```
+
+```
+
+ 21/176 [==>...........................] - ETA: 24s - loss: 1.2876 - accuracy: 0.6300 - top-5-accuracy: 0.8984
+
+
+```
+
+```
+
+ 22/176 [==>...........................] - ETA: 24s - loss: 1.2865 - accuracy: 0.6298 - top-5-accuracy: 0.8977
+
+
+```
+
+```
+
+ 23/176 [==>...........................] - ETA: 24s - loss: 1.2832 - accuracy: 0.6309 - top-5-accuracy: 0.8976
+
+
+```
+
+```
+
+ 24/176 [===>..........................] - ETA: 24s - loss: 1.2711 - accuracy: 0.6341 - top-5-accuracy: 0.8989
+
+
+```
+
+```
+
+ 25/176 [===>..........................] - ETA: 23s - loss: 1.2737 - accuracy: 0.6328 - top-5-accuracy: 0.8978
+
+
+```
+
+```
+
+ 26/176 [===>..........................] - ETA: 23s - loss: 1.2714 - accuracy: 0.6357 - top-5-accuracy: 0.8977
+
+
+```
+
+```
+
+ 27/176 [===>..........................] - ETA: 23s - loss: 1.2761 - accuracy: 0.6341 - top-5-accuracy: 0.8967
+
+
+```
+
+```
+
+ 28/176 [===>..........................] - ETA: 23s - loss: 1.2760 - accuracy: 0.6336 - top-5-accuracy: 0.8968
+
+
+```
+
+```
+
+ 29/176 [===>..........................] - ETA: 23s - loss: 1.2764 - accuracy: 0.6332 - top-5-accuracy: 0.8963
+
+
+```
+
+```
+
+ 30/176 [====>.........................] - ETA: 23s - loss: 1.2771 - accuracy: 0.6340 - top-5-accuracy: 0.8966
+
+
+```
+
+```
+
+ 31/176 [====>.........................] - ETA: 22s - loss: 1.2794 - accuracy: 0.6332 - top-5-accuracy: 0.8957
+
+
+```
+
+```
+
+ 32/176 [====>.........................] - ETA: 22s - loss: 1.2769 - accuracy: 0.6333 - top-5-accuracy: 0.8961
+
+
+```
+
+```
+
+ 33/176 [====>.........................] - ETA: 22s - loss: 1.2729 - accuracy: 0.6342 - top-5-accuracy: 0.8963
+
+
+```
+
+```
+
+ 34/176 [====>.........................] - ETA: 22s - loss: 1.2715 - accuracy: 0.6348 - top-5-accuracy: 0.8961
+
+
+```
+
+```
+
+ 35/176 [====>.........................] - ETA: 22s - loss: 1.2708 - accuracy: 0.6352 - top-5-accuracy: 0.8963
+
+
+```
+
+```
+
+ 36/176 [=====>........................] - ETA: 22s - loss: 1.2712 - accuracy: 0.6341 - top-5-accuracy: 0.8967
+
+
+```
+
+```
+
+ 37/176 [=====>........................] - ETA: 22s - loss: 1.2688 - accuracy: 0.6340 - top-5-accuracy: 0.8966
+
+
+```
+
+```
+
+ 38/176 [=====>........................] - ETA: 21s - loss: 1.2689 - accuracy: 0.6336 - top-5-accuracy: 0.8968
+
+
+```
+
+```
+
+ 39/176 [=====>........................] - ETA: 21s - loss: 1.2745 - accuracy: 0.6319 - top-5-accuracy: 0.8959
+
+
+```
+
+```
+
+ 40/176 [=====>........................] - ETA: 21s - loss: 1.2774 - accuracy: 0.6316 - top-5-accuracy: 0.8962
+
+
+```
+
+```
+
+ 41/176 [=====>........................] - ETA: 21s - loss: 1.2763 - accuracy: 0.6318 - top-5-accuracy: 0.8962
+
+
+```
+
+```
+
+ 42/176 [======>.......................] - ETA: 21s - loss: 1.2746 - accuracy: 0.6330 - top-5-accuracy: 0.8960
+
+
+```
+
+```
+
+ 43/176 [======>.......................] - ETA: 21s - loss: 1.2751 - accuracy: 0.6320 - top-5-accuracy: 0.8965
+
+
+```
+
+```
+
+ 44/176 [======>.......................] - ETA: 20s - loss: 1.2724 - accuracy: 0.6328 - top-5-accuracy: 0.8964
+
+
+```
+
+```
+
+ 45/176 [======>.......................] - ETA: 20s - loss: 1.2734 - accuracy: 0.6323 - top-5-accuracy: 0.8964
+
+
+```
+
+```
+
+ 46/176 [======>.......................] - ETA: 20s - loss: 1.2742 - accuracy: 0.6317 - top-5-accuracy: 0.8964
+
+
+```
+
+```
+
+ 47/176 [=======>......................] - ETA: 20s - loss: 1.2737 - accuracy: 0.6321 - top-5-accuracy: 0.8964
+
+
+```
+
+```
+
+ 48/176 [=======>......................] - ETA: 20s - loss: 1.2765 - accuracy: 0.6312 - top-5-accuracy: 0.8962
+
+
+```
+
+```
+
+ 49/176 [=======>......................] - ETA: 20s - loss: 1.2758 - accuracy: 0.6315 - top-5-accuracy: 0.8962
+
+
+```
+
+```
+
+ 50/176 [=======>......................] - ETA: 19s - loss: 1.2760 - accuracy: 0.6309 - top-5-accuracy: 0.8963
+
+
+```
+
+```
+
+ 51/176 [=======>......................] - ETA: 19s - loss: 1.2755 - accuracy: 0.6307 - top-5-accuracy: 0.8965
+
+
+```
+
+```
+
+ 52/176 [=======>......................] - ETA: 19s - loss: 1.2774 - accuracy: 0.6303 - top-5-accuracy: 0.8965
+
+
+```
+
+```
+
+ 53/176 [========>.....................] - ETA: 19s - loss: 1.2750 - accuracy: 0.6306 - top-5-accuracy: 0.8969
+
+
+```
+
+```
+
+ 54/176 [========>.....................] - ETA: 19s - loss: 1.2761 - accuracy: 0.6299 - top-5-accuracy: 0.8966
+
+
+```
+
+```
+
+ 55/176 [========>.....................] - ETA: 19s - loss: 1.2757 - accuracy: 0.6300 - top-5-accuracy: 0.8964
+
+
+```
+
+```
+
+ 56/176 [========>.....................] - ETA: 19s - loss: 1.2774 - accuracy: 0.6293 - top-5-accuracy: 0.8964
+
+
+```
+
+```
+
+ 57/176 [========>.....................] - ETA: 18s - loss: 1.2773 - accuracy: 0.6290 - top-5-accuracy: 0.8963
+
+
+```
+
+```
+
+ 58/176 [========>.....................] - ETA: 18s - loss: 1.2767 - accuracy: 0.6294 - top-5-accuracy: 0.8966
+
+
+```
+
+```
+
+ 59/176 [=========>....................] - ETA: 18s - loss: 1.2793 - accuracy: 0.6290 - top-5-accuracy: 0.8963
+
+
+```
+
+```
+
+ 60/176 [=========>....................] - ETA: 18s - loss: 1.2797 - accuracy: 0.6289 - top-5-accuracy: 0.8964
+
+
+```
+
+```
+
+ 61/176 [=========>....................] - ETA: 18s - loss: 1.2790 - accuracy: 0.6290 - top-5-accuracy: 0.8967
+
+
+```
+
+```
+
+ 62/176 [=========>....................] - ETA: 18s - loss: 1.2789 - accuracy: 0.6290 - top-5-accuracy: 0.8966
+
+
+```
+
+```
+
+ 63/176 [=========>....................] - ETA: 17s - loss: 1.2772 - accuracy: 0.6291 - top-5-accuracy: 0.8971
+
+
+```
+
+```
+
+ 64/176 [=========>....................] - ETA: 17s - loss: 1.2802 - accuracy: 0.6284 - top-5-accuracy: 0.8965
+
+
+```
+
+```
+
+ 65/176 [==========>...................] - ETA: 17s - loss: 1.2801 - accuracy: 0.6281 - top-5-accuracy: 0.8965
+
+
+```
+
+```
+
+ 66/176 [==========>...................] - ETA: 17s - loss: 1.2786 - accuracy: 0.6281 - top-5-accuracy: 0.8968
+
+
+```
+
+```
+
+ 67/176 [==========>...................] - ETA: 17s - loss: 1.2778 - accuracy: 0.6287 - top-5-accuracy: 0.8968
+
+
+```
+
+```
+
+ 68/176 [==========>...................] - ETA: 17s - loss: 1.2763 - accuracy: 0.6293 - top-5-accuracy: 0.8968
+
+
+```
+
+```
+
+ 69/176 [==========>...................] - ETA: 16s - loss: 1.2828 - accuracy: 0.6277 - top-5-accuracy: 0.8957
+
+
+```
+
+```
+
+ 70/176 [==========>...................] - ETA: 16s - loss: 1.2839 - accuracy: 0.6272 - top-5-accuracy: 0.8959
+
+
+```
+
+```
+
+ 71/176 [===========>..................] - ETA: 16s - loss: 1.2838 - accuracy: 0.6274 - top-5-accuracy: 0.8957
+
+
+```
+
+```
+
+ 72/176 [===========>..................] - ETA: 16s - loss: 1.2839 - accuracy: 0.6279 - top-5-accuracy: 0.8955
+
+
+```
+
+```
+
+ 73/176 [===========>..................] - ETA: 16s - loss: 1.2840 - accuracy: 0.6278 - top-5-accuracy: 0.8954
+
+
+```
+
+```
+
+ 74/176 [===========>..................] - ETA: 16s - loss: 1.2847 - accuracy: 0.6279 - top-5-accuracy: 0.8954
+
+
+```
+
+```
+
+ 75/176 [===========>..................] - ETA: 16s - loss: 1.2827 - accuracy: 0.6281 - top-5-accuracy: 0.8957
+
+
+```
+
+```
+
+ 76/176 [===========>..................] - ETA: 15s - loss: 1.2834 - accuracy: 0.6277 - top-5-accuracy: 0.8959
+
+
+```
+
+```
+
+ 77/176 [============>.................] - ETA: 15s - loss: 1.2858 - accuracy: 0.6271 - top-5-accuracy: 0.8957
+
+
+```
+
+```
+
+ 78/176 [============>.................] - ETA: 15s - loss: 1.2848 - accuracy: 0.6274 - top-5-accuracy: 0.8958
+
+
+```
+
+```
+
+ 79/176 [============>.................] - ETA: 15s - loss: 1.2844 - accuracy: 0.6277 - top-5-accuracy: 0.8957
+
+
+```
+
+```
+
+ 80/176 [============>.................] - ETA: 15s - loss: 1.2843 - accuracy: 0.6278 - top-5-accuracy: 0.8957
+
+
+```
+
+```
+
+ 81/176 [============>.................] - ETA: 15s - loss: 1.2862 - accuracy: 0.6273 - top-5-accuracy: 0.8957
+
+
+```
+
+```
+
+ 82/176 [============>.................] - ETA: 14s - loss: 1.2865 - accuracy: 0.6270 - top-5-accuracy: 0.8958
+
+
+```
+
+```
+
+ 83/176 [=============>................] - ETA: 14s - loss: 1.2877 - accuracy: 0.6270 - top-5-accuracy: 0.8958
+
+
+```
+
+```
+
+ 84/176 [=============>................] - ETA: 14s - loss: 1.2899 - accuracy: 0.6262 - top-5-accuracy: 0.8957
+
+
+```
+
+```
+
+ 85/176 [=============>................] - ETA: 14s - loss: 1.2893 - accuracy: 0.6262 - top-5-accuracy: 0.8960
+
+
+```
+
+```
+
+ 86/176 [=============>................] - ETA: 14s - loss: 1.2889 - accuracy: 0.6267 - top-5-accuracy: 0.8961
+
+
+```
+
+```
+
+ 87/176 [=============>................] - ETA: 14s - loss: 1.2884 - accuracy: 0.6264 - top-5-accuracy: 0.8961
+
+
+```
+
+```
+
+ 88/176 [==============>...............] - ETA: 13s - loss: 1.2905 - accuracy: 0.6262 - top-5-accuracy: 0.8958
+
+
+```
+
+```
+
+ 89/176 [==============>...............] - ETA: 13s - loss: 1.2915 - accuracy: 0.6257 - top-5-accuracy: 0.8957
+
+
+```
+
+```
+
+ 90/176 [==============>...............] - ETA: 13s - loss: 1.2922 - accuracy: 0.6255 - top-5-accuracy: 0.8954
+
+
+```
+
+```
+
+ 91/176 [==============>...............] - ETA: 13s - loss: 1.2916 - accuracy: 0.6259 - top-5-accuracy: 0.8956
+
+
+```
+
+```
+
+ 92/176 [==============>...............] - ETA: 13s - loss: 1.2939 - accuracy: 0.6257 - top-5-accuracy: 0.8951
+
+
+```
+
+```
+
+ 93/176 [==============>...............] - ETA: 13s - loss: 1.2929 - accuracy: 0.6259 - top-5-accuracy: 0.8954
+
+
+```
+
+```
+
+ 94/176 [===============>..............] - ETA: 12s - loss: 1.2930 - accuracy: 0.6258 - top-5-accuracy: 0.8955
+
+
+```
+
+```
+
+ 95/176 [===============>..............] - ETA: 12s - loss: 1.2913 - accuracy: 0.6259 - top-5-accuracy: 0.8958
+
+
+```
+
+```
+
+ 96/176 [===============>..............] - ETA: 12s - loss: 1.2911 - accuracy: 0.6260 - top-5-accuracy: 0.8960
+
+
+```
+
+```
+
+ 97/176 [===============>..............] - ETA: 12s - loss: 1.2931 - accuracy: 0.6256 - top-5-accuracy: 0.8957
+
+
+```
+
+```
+
+ 98/176 [===============>..............] - ETA: 12s - loss: 1.2920 - accuracy: 0.6260 - top-5-accuracy: 0.8959
+
+
+```
+
+```
+
+ 99/176 [===============>..............] - ETA: 12s - loss: 1.2916 - accuracy: 0.6263 - top-5-accuracy: 0.8960
+
+
+```
+
+```
+
+100/176 [================>.............] - ETA: 12s - loss: 1.2906 - accuracy: 0.6266 - top-5-accuracy: 0.8961
+
+
+```
+
+```
+
+101/176 [================>.............] - ETA: 11s - loss: 1.2901 - accuracy: 0.6266 - top-5-accuracy: 0.8963
+
+
+```
+
+```
+
+102/176 [================>.............] - ETA: 11s - loss: 1.2906 - accuracy: 0.6266 - top-5-accuracy: 0.8961
+
+
+```
+
+```
+
+103/176 [================>.............] - ETA: 11s - loss: 1.2904 - accuracy: 0.6265 - top-5-accuracy: 0.8962
+
+
+```
+
+```
+
+104/176 [================>.............] - ETA: 11s - loss: 1.2907 - accuracy: 0.6263 - top-5-accuracy: 0.8964
+
+
+```
+
+```
+
+105/176 [================>.............] - ETA: 11s - loss: 1.2898 - accuracy: 0.6264 - top-5-accuracy: 0.8965
+
+
+```
+
+```
+
+106/176 [=================>............] - ETA: 11s - loss: 1.2911 - accuracy: 0.6262 - top-5-accuracy: 0.8962
+
+
+```
+
+```
+
+107/176 [=================>............] - ETA: 10s - loss: 1.2928 - accuracy: 0.6258 - top-5-accuracy: 0.8962
+
+
+```
+
+```
+
+108/176 [=================>............] - ETA: 10s - loss: 1.2940 - accuracy: 0.6256 - top-5-accuracy: 0.8959
+
+
+```
+
+```
+
+109/176 [=================>............] - ETA: 10s - loss: 1.2943 - accuracy: 0.6255 - top-5-accuracy: 0.8959
+
+
+```
+
+```
+
+110/176 [=================>............] - ETA: 10s - loss: 1.2945 - accuracy: 0.6253 - top-5-accuracy: 0.8961
+
+
+```
+
+```
+
+111/176 [=================>............] - ETA: 10s - loss: 1.2936 - accuracy: 0.6254 - top-5-accuracy: 0.8963
+
+
+```
+
+```
+
+112/176 [==================>...........] - ETA: 10s - loss: 1.2942 - accuracy: 0.6255 - top-5-accuracy: 0.8964
+
+
+```
+
+```
+
+113/176 [==================>...........] - ETA: 9s - loss: 1.2933 - accuracy: 0.6256 - top-5-accuracy: 0.8966
+
+
+```
+
+```
+
+114/176 [==================>...........] - ETA: 9s - loss: 1.2922 - accuracy: 0.6257 - top-5-accuracy: 0.8969
+
+
+```
+
+```
+
+115/176 [==================>...........] - ETA: 9s - loss: 1.2913 - accuracy: 0.6260 - top-5-accuracy: 0.8968
+
+
+```
+
+```
+
+116/176 [==================>...........] - ETA: 9s - loss: 1.2921 - accuracy: 0.6258 - top-5-accuracy: 0.8967
+
+
+```
+
+```
+
+117/176 [==================>...........] - ETA: 9s - loss: 1.2930 - accuracy: 0.6253 - top-5-accuracy: 0.8967
+
+
+```
+
+```
+
+118/176 [===================>..........] - ETA: 9s - loss: 1.2934 - accuracy: 0.6252 - top-5-accuracy: 0.8963
+
+
+```
+
+```
+
+119/176 [===================>..........] - ETA: 9s - loss: 1.2937 - accuracy: 0.6251 - top-5-accuracy: 0.8964
+
+
+```
+
+```
+
+120/176 [===================>..........] - ETA: 8s - loss: 1.2958 - accuracy: 0.6245 - top-5-accuracy: 0.8962
+
+
+```
+
+```
+
+121/176 [===================>..........] - ETA: 8s - loss: 1.2955 - accuracy: 0.6245 - top-5-accuracy: 0.8963
+
+
+```
+
+```
+
+122/176 [===================>..........] - ETA: 8s - loss: 1.2954 - accuracy: 0.6245 - top-5-accuracy: 0.8963
+
+
+```
+
+```
+
+123/176 [===================>..........] - ETA: 8s - loss: 1.2973 - accuracy: 0.6239 - top-5-accuracy: 0.8959
+
+
+```
+
+```
+
+124/176 [====================>.........] - ETA: 8s - loss: 1.2985 - accuracy: 0.6233 - top-5-accuracy: 0.8958
+
+
+```
+
+```
+
+125/176 [====================>.........] - ETA: 8s - loss: 1.2980 - accuracy: 0.6235 - top-5-accuracy: 0.8957
+
+
+```
+
+```
+
+126/176 [====================>.........] - ETA: 7s - loss: 1.2994 - accuracy: 0.6232 - top-5-accuracy: 0.8955
+
+
+```
+
+```
+
+127/176 [====================>.........] - ETA: 7s - loss: 1.2999 - accuracy: 0.6231 - top-5-accuracy: 0.8954
+
+
+```
+
+```
+
+128/176 [====================>.........] - ETA: 7s - loss: 1.3005 - accuracy: 0.6231 - top-5-accuracy: 0.8953
+
+
+```
+
+```
+
+129/176 [====================>.........] - ETA: 7s - loss: 1.3010 - accuracy: 0.6227 - top-5-accuracy: 0.8950
+
+
+```
+
+```
+
+130/176 [=====================>........] - ETA: 7s - loss: 1.3019 - accuracy: 0.6226 - top-5-accuracy: 0.8947
+
+
+```
+
+```
+
+131/176 [=====================>........] - ETA: 7s - loss: 1.3026 - accuracy: 0.6223 - top-5-accuracy: 0.8945
+
+
+```
+
+```
+
+132/176 [=====================>........] - ETA: 6s - loss: 1.3030 - accuracy: 0.6222 - top-5-accuracy: 0.8945
+
+
+```
+
+```
+
+133/176 [=====================>........] - ETA: 6s - loss: 1.3027 - accuracy: 0.6221 - top-5-accuracy: 0.8945
+
+
+```
+
+```
+
+134/176 [=====================>........] - ETA: 6s - loss: 1.3029 - accuracy: 0.6222 - top-5-accuracy: 0.8946
+
+
+```
+
+```
+
+135/176 [======================>.......] - ETA: 6s - loss: 1.3041 - accuracy: 0.6218 - top-5-accuracy: 0.8945
+
+
+```
+
+```
+
+136/176 [======================>.......] - ETA: 6s - loss: 1.3036 - accuracy: 0.6219 - top-5-accuracy: 0.8945
+
+
+```
+
+```
+
+137/176 [======================>.......] - ETA: 6s - loss: 1.3035 - accuracy: 0.6219 - top-5-accuracy: 0.8946
+
+
+```
+
+```
+
+138/176 [======================>.......] - ETA: 6s - loss: 1.3041 - accuracy: 0.6218 - top-5-accuracy: 0.8945
+
+
+```
+
+```
+
+139/176 [======================>.......] - ETA: 5s - loss: 1.3047 - accuracy: 0.6219 - top-5-accuracy: 0.8946
+
+
+```
+
+```
+
+140/176 [======================>.......] - ETA: 5s - loss: 1.3036 - accuracy: 0.6221 - top-5-accuracy: 0.8947
+
+
+```
+
+```
+
+141/176 [=======================>......] - ETA: 5s - loss: 1.3036 - accuracy: 0.6221 - top-5-accuracy: 0.8945
+
+
+```
+
+```
+
+142/176 [=======================>......] - ETA: 5s - loss: 1.3032 - accuracy: 0.6223 - top-5-accuracy: 0.8945
+
+
+```
+
+```
+
+143/176 [=======================>......] - ETA: 5s - loss: 1.3038 - accuracy: 0.6222 - top-5-accuracy: 0.8944
+
+
+```
+
+```
+
+144/176 [=======================>......] - ETA: 5s - loss: 1.3044 - accuracy: 0.6221 - top-5-accuracy: 0.8942
+
+
+```
+
+```
+
+145/176 [=======================>......] - ETA: 4s - loss: 1.3049 - accuracy: 0.6218 - top-5-accuracy: 0.8943
+
+
+```
+
+```
+
+146/176 [=======================>......] - ETA: 4s - loss: 1.3067 - accuracy: 0.6213 - top-5-accuracy: 0.8940
+
+
+```
+
+```
+
+147/176 [========================>.....] - ETA: 4s - loss: 1.3071 - accuracy: 0.6211 - top-5-accuracy: 0.8941
+
+
+```
+
+```
+
+148/176 [========================>.....] - ETA: 4s - loss: 1.3075 - accuracy: 0.6209 - top-5-accuracy: 0.8940
+
+
+```
+
+```
+
+149/176 [========================>.....] - ETA: 4s - loss: 1.3077 - accuracy: 0.6209 - top-5-accuracy: 0.8939
+
+
+```
+
+```
+
+150/176 [========================>.....] - ETA: 4s - loss: 1.3078 - accuracy: 0.6209 - top-5-accuracy: 0.8939
+
+
+```
+
+```
+
+151/176 [========================>.....] - ETA: 3s - loss: 1.3085 - accuracy: 0.6205 - top-5-accuracy: 0.8938
+
+
+```
+
+```
+
+152/176 [========================>.....] - ETA: 3s - loss: 1.3086 - accuracy: 0.6207 - top-5-accuracy: 0.8938
+
+
+```
+
+```
+
+153/176 [=========================>....] - ETA: 3s - loss: 1.3084 - accuracy: 0.6205 - top-5-accuracy: 0.8939
+
+
+```
+
+```
+
+154/176 [=========================>....] - ETA: 3s - loss: 1.3095 - accuracy: 0.6202 - top-5-accuracy: 0.8937
+
+
+```
+
+```
+
+155/176 [=========================>....] - ETA: 3s - loss: 1.3093 - accuracy: 0.6203 - top-5-accuracy: 0.8936
+
+
+```
+
+```
+
+156/176 [=========================>....] - ETA: 3s - loss: 1.3091 - accuracy: 0.6202 - top-5-accuracy: 0.8938
+
+
+```
+
+```
+
+157/176 [=========================>....] - ETA: 3s - loss: 1.3102 - accuracy: 0.6201 - top-5-accuracy: 0.8936
+
+
+```
+
+```
+
+158/176 [=========================>....] - ETA: 2s - loss: 1.3101 - accuracy: 0.6204 - top-5-accuracy: 0.8936
+
+
+```
+
+```
+
+159/176 [==========================>...] - ETA: 2s - loss: 1.3099 - accuracy: 0.6205 - top-5-accuracy: 0.8936
+
+
+```
+
+```
+
+160/176 [==========================>...] - ETA: 2s - loss: 1.3090 - accuracy: 0.6206 - top-5-accuracy: 0.8935
+
+
+```
+
+```
+
+161/176 [==========================>...] - ETA: 2s - loss: 1.3093 - accuracy: 0.6204 - top-5-accuracy: 0.8934
+
+
+```
+
+```
+
+162/176 [==========================>...] - ETA: 2s - loss: 1.3092 - accuracy: 0.6204 - top-5-accuracy: 0.8936
+
+
+```
+
+```
+
+163/176 [==========================>...] - ETA: 2s - loss: 1.3091 - accuracy: 0.6205 - top-5-accuracy: 0.8936
+
+
+```
+
+```
+
+164/176 [==========================>...] - ETA: 1s - loss: 1.3094 - accuracy: 0.6205 - top-5-accuracy: 0.8935
+
+
+```
+
+```
+
+165/176 [===========================>..] - ETA: 1s - loss: 1.3110 - accuracy: 0.6200 - top-5-accuracy: 0.8934
+
+
+```
+
+```
+
+166/176 [===========================>..] - ETA: 1s - loss: 1.3112 - accuracy: 0.6198 - top-5-accuracy: 0.8934
+
+
+```
+
+```
+
+167/176 [===========================>..] - ETA: 1s - loss: 1.3128 - accuracy: 0.6197 - top-5-accuracy: 0.8934
+
+
+```
+
+```
+
+168/176 [===========================>..] - ETA: 1s - loss: 1.3124 - accuracy: 0.6199 - top-5-accuracy: 0.8935
+
+
+```
+
+```
+
+169/176 [===========================>..] - ETA: 1s - loss: 1.3118 - accuracy: 0.6202 - top-5-accuracy: 0.8935
+
+
+```
+
+```
+
+170/176 [===========================>..] - ETA: 0s - loss: 1.3129 - accuracy: 0.6202 - top-5-accuracy: 0.8933
+
+
+```
+
+```
+
+171/176 [============================>.] - ETA: 0s - loss: 1.3126 - accuracy: 0.6202 - top-5-accuracy: 0.8933
+
+
+```
+
+```
+
+172/176 [============================>.] - ETA: 0s - loss: 1.3116 - accuracy: 0.6202 - top-5-accuracy: 0.8934
+
+
+```
+
+```
+
+173/176 [============================>.] - ETA: 0s - loss: 1.3119 - accuracy: 0.6201 - top-5-accuracy: 0.8934
+
+
+```
+
+```
+
+174/176 [============================>.] - ETA: 0s - loss: 1.3119 - accuracy: 0.6201 - top-5-accuracy: 0.8935
+
+
+```
+
+```
+
+175/176 [============================>.] - ETA: 0s - loss: 1.3125 - accuracy: 0.6200 - top-5-accuracy: 0.8934
+
+
+```
+
+```
+
+176/176 [==============================] - ETA: 0s - loss: 1.3121 - accuracy: 0.6202 - top-5-accuracy: 0.8935
+
+
+```
+
+```
+
+176/176 [==============================] - 29s 164ms/step - loss: 1.3121 - accuracy: 0.6202 - top-5-accuracy: 0.8935 - val_loss: 1.9465 - val_accuracy: 0.5054 - val_top-5-accuracy: 0.7818
+
+
+
+```
+Epoch 46/50
+
+```
+
+
+ 1/176 [..............................] - ETA: 27s - loss: 1.4767 - accuracy: 0.5859 - top-5-accuracy: 0.8633
+
+
+```
+
+```
+
+ 2/176 [..............................] - ETA: 27s - loss: 1.3060 - accuracy: 0.6191 - top-5-accuracy: 0.9043
+
+
+```
+
+```
+
+ 3/176 [..............................] - ETA: 27s - loss: 1.2901 - accuracy: 0.6302 - top-5-accuracy: 0.8984
+
+
+```
+
+```
+
+ 4/176 [..............................] - ETA: 27s - loss: 1.3151 - accuracy: 0.6211 - top-5-accuracy: 0.8887
+
+
+```
+
+```
+
+ 5/176 [..............................] - ETA: 27s - loss: 1.2933 - accuracy: 0.6281 - top-5-accuracy: 0.8977
+
+
+```
+
+```
+
+ 6/176 [>.............................] - ETA: 26s - loss: 1.2717 - accuracy: 0.6309 - top-5-accuracy: 0.8984
+
+
+```
+
+```
+
+ 7/176 [>.............................] - ETA: 26s - loss: 1.2682 - accuracy: 0.6295 - top-5-accuracy: 0.8990
+
+
+```
+
+```
+
+ 8/176 [>.............................] - ETA: 26s - loss: 1.2642 - accuracy: 0.6289 - top-5-accuracy: 0.8999
+
+
+```
+
+```
+
+ 9/176 [>.............................] - ETA: 26s - loss: 1.2708 - accuracy: 0.6280 - top-5-accuracy: 0.8976
+
+
+```
+
+```
+
+ 10/176 [>.............................] - ETA: 26s - loss: 1.2868 - accuracy: 0.6250 - top-5-accuracy: 0.8957
+
+
+```
+
+```
+
+ 11/176 [>.............................] - ETA: 26s - loss: 1.2834 - accuracy: 0.6264 - top-5-accuracy: 0.8970
+
+
+```
+
+```
+
+ 12/176 [=>............................] - ETA: 25s - loss: 1.2759 - accuracy: 0.6292 - top-5-accuracy: 0.8994
+
+
+```
+
+```
+
+ 13/176 [=>............................] - ETA: 25s - loss: 1.2765 - accuracy: 0.6268 - top-5-accuracy: 0.9008
+
+
+```
+
+```
+
+ 14/176 [=>............................] - ETA: 25s - loss: 1.2700 - accuracy: 0.6297 - top-5-accuracy: 0.9012
+
+
+```
+
+```
+
+ 15/176 [=>............................] - ETA: 25s - loss: 1.2637 - accuracy: 0.6307 - top-5-accuracy: 0.9026
+
+
+```
+
+```
+
+ 16/176 [=>............................] - ETA: 25s - loss: 1.2567 - accuracy: 0.6326 - top-5-accuracy: 0.9038
+
+
+```
+
+```
+
+ 17/176 [=>............................] - ETA: 25s - loss: 1.2493 - accuracy: 0.6340 - top-5-accuracy: 0.9051
+
+
+```
+
+```
+
+ 18/176 [==>...........................] - ETA: 24s - loss: 1.2507 - accuracy: 0.6332 - top-5-accuracy: 0.9056
+
+
+```
+
+```
+
+ 19/176 [==>...........................] - ETA: 24s - loss: 1.2495 - accuracy: 0.6336 - top-5-accuracy: 0.9056
+
+
+```
+
+```
+
+ 20/176 [==>...........................] - ETA: 24s - loss: 1.2578 - accuracy: 0.6328 - top-5-accuracy: 0.9047
+
+
+```
+
+```
+
+ 21/176 [==>...........................] - ETA: 24s - loss: 1.2522 - accuracy: 0.6339 - top-5-accuracy: 0.9059
+
+
+```
+
+```
+
+ 22/176 [==>...........................] - ETA: 24s - loss: 1.2530 - accuracy: 0.6339 - top-5-accuracy: 0.9061
+
+
+```
+
+```
+
+ 23/176 [==>...........................] - ETA: 24s - loss: 1.2459 - accuracy: 0.6360 - top-5-accuracy: 0.9062
+
+
+```
+
+```
+
+ 24/176 [===>..........................] - ETA: 24s - loss: 1.2445 - accuracy: 0.6369 - top-5-accuracy: 0.9059
+
+
+```
+
+```
+
+ 25/176 [===>..........................] - ETA: 23s - loss: 1.2431 - accuracy: 0.6375 - top-5-accuracy: 0.9056
+
+
+```
+
+```
+
+ 26/176 [===>..........................] - ETA: 23s - loss: 1.2445 - accuracy: 0.6370 - top-5-accuracy: 0.9052
+
+
+```
+
+```
+
+ 27/176 [===>..........................] - ETA: 23s - loss: 1.2418 - accuracy: 0.6379 - top-5-accuracy: 0.9052
+
+
+```
+
+```
+
+ 28/176 [===>..........................] - ETA: 23s - loss: 1.2430 - accuracy: 0.6383 - top-5-accuracy: 0.9047
+
+
+```
+
+```
+
+ 29/176 [===>..........................] - ETA: 23s - loss: 1.2375 - accuracy: 0.6385 - top-5-accuracy: 0.9054
+
+
+```
+
+```
+
+ 30/176 [====>.........................] - ETA: 23s - loss: 1.2347 - accuracy: 0.6393 - top-5-accuracy: 0.9062
+
+
+```
+
+```
+
+ 31/176 [====>.........................] - ETA: 22s - loss: 1.2285 - accuracy: 0.6408 - top-5-accuracy: 0.9062
+
+
+```
+
+```
+
+ 32/176 [====>.........................] - ETA: 22s - loss: 1.2319 - accuracy: 0.6390 - top-5-accuracy: 0.9059
+
+
+```
+
+```
+
+ 33/176 [====>.........................] - ETA: 22s - loss: 1.2317 - accuracy: 0.6400 - top-5-accuracy: 0.9061
+
+
+```
+
+```
+
+ 34/176 [====>.........................] - ETA: 22s - loss: 1.2336 - accuracy: 0.6401 - top-5-accuracy: 0.9060
+
+
+```
+
+```
+
+ 35/176 [====>.........................] - ETA: 22s - loss: 1.2344 - accuracy: 0.6395 - top-5-accuracy: 0.9059
+
+
+```
+
+```
+
+ 36/176 [=====>........................] - ETA: 22s - loss: 1.2351 - accuracy: 0.6382 - top-5-accuracy: 0.9059
+
+
+```
+
+```
+
+ 37/176 [=====>........................] - ETA: 21s - loss: 1.2321 - accuracy: 0.6391 - top-5-accuracy: 0.9064
+
+
+```
+
+```
+
+ 38/176 [=====>........................] - ETA: 21s - loss: 1.2324 - accuracy: 0.6389 - top-5-accuracy: 0.9062
+
+
+```
+
+```
+
+ 39/176 [=====>........................] - ETA: 21s - loss: 1.2318 - accuracy: 0.6385 - top-5-accuracy: 0.9067
+
+
+```
+
+```
+
+ 40/176 [=====>........................] - ETA: 21s - loss: 1.2358 - accuracy: 0.6380 - top-5-accuracy: 0.9059
+
+
+```
+
+```
+
+ 41/176 [=====>........................] - ETA: 21s - loss: 1.2367 - accuracy: 0.6386 - top-5-accuracy: 0.9052
+
+
+```
+
+```
+
+ 42/176 [======>.......................] - ETA: 21s - loss: 1.2372 - accuracy: 0.6395 - top-5-accuracy: 0.9055
+
+
+```
+
+```
+
+ 43/176 [======>.......................] - ETA: 21s - loss: 1.2355 - accuracy: 0.6392 - top-5-accuracy: 0.9058
+
+
+```
+
+```
+
+ 44/176 [======>.......................] - ETA: 20s - loss: 1.2376 - accuracy: 0.6394 - top-5-accuracy: 0.9053
+
+
+```
+
+```
+
+ 45/176 [======>.......................] - ETA: 20s - loss: 1.2393 - accuracy: 0.6383 - top-5-accuracy: 0.9051
+
+
+```
+
+```
+
+ 46/176 [======>.......................] - ETA: 20s - loss: 1.2393 - accuracy: 0.6388 - top-5-accuracy: 0.9054
+
+
+```
+
+```
+
+ 47/176 [=======>......................] - ETA: 20s - loss: 1.2422 - accuracy: 0.6387 - top-5-accuracy: 0.9049
+
+
+```
+
+```
+
+ 48/176 [=======>......................] - ETA: 20s - loss: 1.2453 - accuracy: 0.6379 - top-5-accuracy: 0.9041
+
+
+```
+
+```
+
+ 49/176 [=======>......................] - ETA: 20s - loss: 1.2475 - accuracy: 0.6376 - top-5-accuracy: 0.9039
+
+
+```
+
+```
+
+ 50/176 [=======>......................] - ETA: 19s - loss: 1.2485 - accuracy: 0.6373 - top-5-accuracy: 0.9038
+
+
+```
+
+```
+
+ 51/176 [=======>......................] - ETA: 19s - loss: 1.2490 - accuracy: 0.6379 - top-5-accuracy: 0.9033
+
+
+```
+
+```
+
+ 52/176 [=======>......................] - ETA: 19s - loss: 1.2493 - accuracy: 0.6378 - top-5-accuracy: 0.9031
+
+
+```
+
+```
+
+ 53/176 [========>.....................] - ETA: 19s - loss: 1.2510 - accuracy: 0.6372 - top-5-accuracy: 0.9026
+
+
+```
+
+```
+
+ 54/176 [========>.....................] - ETA: 19s - loss: 1.2517 - accuracy: 0.6373 - top-5-accuracy: 0.9025
+
+
+```
+
+```
+
+ 55/176 [========>.....................] - ETA: 19s - loss: 1.2508 - accuracy: 0.6376 - top-5-accuracy: 0.9024
+
+
+```
+
+```
+
+ 56/176 [========>.....................] - ETA: 18s - loss: 1.2494 - accuracy: 0.6380 - top-5-accuracy: 0.9026
+
+
+```
+
+```
+
+ 57/176 [========>.....................] - ETA: 18s - loss: 1.2497 - accuracy: 0.6373 - top-5-accuracy: 0.9021
+
+
+```
+
+```
+
+ 58/176 [========>.....................] - ETA: 18s - loss: 1.2476 - accuracy: 0.6376 - top-5-accuracy: 0.9022
+
+
+```
+
+```
+
+ 59/176 [=========>....................] - ETA: 18s - loss: 1.2464 - accuracy: 0.6384 - top-5-accuracy: 0.9023
+
+
+```
+
+```
+
+ 60/176 [=========>....................] - ETA: 18s - loss: 1.2461 - accuracy: 0.6383 - top-5-accuracy: 0.9023
+
+
+```
+
+```
+
+ 61/176 [=========>....................] - ETA: 18s - loss: 1.2490 - accuracy: 0.6376 - top-5-accuracy: 0.9021
+
+
+```
+
+```
+
+ 62/176 [=========>....................] - ETA: 18s - loss: 1.2492 - accuracy: 0.6375 - top-5-accuracy: 0.9023
+
+
+```
+
+```
+
+ 63/176 [=========>....................] - ETA: 17s - loss: 1.2502 - accuracy: 0.6370 - top-5-accuracy: 0.9026
+
+
+```
+
+```
+
+ 64/176 [=========>....................] - ETA: 17s - loss: 1.2493 - accuracy: 0.6376 - top-5-accuracy: 0.9027
+
+
+```
+
+```
+
+ 65/176 [==========>...................] - ETA: 17s - loss: 1.2487 - accuracy: 0.6380 - top-5-accuracy: 0.9022
+
+
+```
+
+```
+
+ 66/176 [==========>...................] - ETA: 17s - loss: 1.2471 - accuracy: 0.6381 - top-5-accuracy: 0.9027
+
+
+```
+
+```
+
+ 67/176 [==========>...................] - ETA: 17s - loss: 1.2473 - accuracy: 0.6377 - top-5-accuracy: 0.9023
+
+
+```
+
+```
+
+ 68/176 [==========>...................] - ETA: 17s - loss: 1.2462 - accuracy: 0.6372 - top-5-accuracy: 0.9027
+
+
+```
+
+```
+
+ 69/176 [==========>...................] - ETA: 16s - loss: 1.2449 - accuracy: 0.6373 - top-5-accuracy: 0.9028
+
+
+```
+
+```
+
+ 70/176 [==========>...................] - ETA: 16s - loss: 1.2451 - accuracy: 0.6371 - top-5-accuracy: 0.9026
+
+
+```
+
+```
+
+ 71/176 [===========>..................] - ETA: 16s - loss: 1.2475 - accuracy: 0.6363 - top-5-accuracy: 0.9022
+
+
+```
+
+```
+
+ 72/176 [===========>..................] - ETA: 16s - loss: 1.2503 - accuracy: 0.6355 - top-5-accuracy: 0.9016
+
+
+```
+
+```
+
+ 73/176 [===========>..................] - ETA: 16s - loss: 1.2508 - accuracy: 0.6351 - top-5-accuracy: 0.9014
+
+
+```
+
+```
+
+ 74/176 [===========>..................] - ETA: 16s - loss: 1.2507 - accuracy: 0.6352 - top-5-accuracy: 0.9013
+
+
+```
+
+```
+
+ 75/176 [===========>..................] - ETA: 15s - loss: 1.2510 - accuracy: 0.6352 - top-5-accuracy: 0.9014
+
+
+```
+
+```
+
+ 76/176 [===========>..................] - ETA: 15s - loss: 1.2527 - accuracy: 0.6350 - top-5-accuracy: 0.9010
+
+
+```
+
+```
+
+ 77/176 [============>.................] - ETA: 15s - loss: 1.2518 - accuracy: 0.6351 - top-5-accuracy: 0.9008
+
+
+```
+
+```
+
+ 78/176 [============>.................] - ETA: 15s - loss: 1.2523 - accuracy: 0.6354 - top-5-accuracy: 0.9004
+
+
+```
+
+```
+
+ 79/176 [============>.................] - ETA: 15s - loss: 1.2493 - accuracy: 0.6359 - top-5-accuracy: 0.9009
+
+
+```
+
+```
+
+ 80/176 [============>.................] - ETA: 15s - loss: 1.2498 - accuracy: 0.6356 - top-5-accuracy: 0.9010
+
+
+```
+
+```
+
+ 81/176 [============>.................] - ETA: 15s - loss: 1.2488 - accuracy: 0.6357 - top-5-accuracy: 0.9010
+
+
+```
+
+```
+
+ 82/176 [============>.................] - ETA: 14s - loss: 1.2495 - accuracy: 0.6351 - top-5-accuracy: 0.9010
+
+
+```
+
+```
+
+ 83/176 [=============>................] - ETA: 14s - loss: 1.2512 - accuracy: 0.6347 - top-5-accuracy: 0.9007
+
+
+```
+
+```
+
+ 84/176 [=============>................] - ETA: 14s - loss: 1.2514 - accuracy: 0.6348 - top-5-accuracy: 0.9007
+
+
+```
+
+```
+
+ 85/176 [=============>................] - ETA: 14s - loss: 1.2523 - accuracy: 0.6344 - top-5-accuracy: 0.9007
+
+
+```
+
+```
+
+ 86/176 [=============>................] - ETA: 14s - loss: 1.2536 - accuracy: 0.6339 - top-5-accuracy: 0.9007
+
+
+```
+
+```
+
+ 87/176 [=============>................] - ETA: 14s - loss: 1.2558 - accuracy: 0.6334 - top-5-accuracy: 0.9006
+
+
+```
+
+```
+
+ 88/176 [==============>...............] - ETA: 13s - loss: 1.2542 - accuracy: 0.6340 - top-5-accuracy: 0.9008
+
+
+```
+
+```
+
+ 89/176 [==============>...............] - ETA: 13s - loss: 1.2530 - accuracy: 0.6341 - top-5-accuracy: 0.9013
+
+
+```
+
+```
+
+ 90/176 [==============>...............] - ETA: 13s - loss: 1.2523 - accuracy: 0.6342 - top-5-accuracy: 0.9016
+
+
+```
+
+```
+
+ 91/176 [==============>...............] - ETA: 13s - loss: 1.2535 - accuracy: 0.6337 - top-5-accuracy: 0.9013
+
+
+```
+
+```
+
+ 92/176 [==============>...............] - ETA: 13s - loss: 1.2528 - accuracy: 0.6340 - top-5-accuracy: 0.9014
+
+
+```
+
+```
+
+ 93/176 [==============>...............] - ETA: 13s - loss: 1.2530 - accuracy: 0.6339 - top-5-accuracy: 0.9015
+
+
+```
+
+```
+
+ 94/176 [===============>..............] - ETA: 12s - loss: 1.2555 - accuracy: 0.6332 - top-5-accuracy: 0.9012
+
+
+```
+
+```
+
+ 95/176 [===============>..............] - ETA: 12s - loss: 1.2562 - accuracy: 0.6326 - top-5-accuracy: 0.9011
+
+
+```
+
+```
+
+ 96/176 [===============>..............] - ETA: 12s - loss: 1.2570 - accuracy: 0.6326 - top-5-accuracy: 0.9010
+
+
+```
+
+```
+
+ 97/176 [===============>..............] - ETA: 12s - loss: 1.2567 - accuracy: 0.6328 - top-5-accuracy: 0.9013
+
+
+```
+
+```
+
+ 98/176 [===============>..............] - ETA: 12s - loss: 1.2559 - accuracy: 0.6336 - top-5-accuracy: 0.9014
+
+
+```
+
+```
+
+ 99/176 [===============>..............] - ETA: 12s - loss: 1.2574 - accuracy: 0.6330 - top-5-accuracy: 0.9010
+
+
+```
+
+```
+
+100/176 [================>.............] - ETA: 12s - loss: 1.2594 - accuracy: 0.6325 - top-5-accuracy: 0.9007
+
+
+```
+
+```
+
+101/176 [================>.............] - ETA: 11s - loss: 1.2597 - accuracy: 0.6327 - top-5-accuracy: 0.9004
+
+
+```
+
+```
+
+102/176 [================>.............] - ETA: 11s - loss: 1.2605 - accuracy: 0.6325 - top-5-accuracy: 0.9003
+
+
+```
+
+```
+
+103/176 [================>.............] - ETA: 11s - loss: 1.2605 - accuracy: 0.6321 - top-5-accuracy: 0.9001
+
+
+```
+
+```
+
+104/176 [================>.............] - ETA: 11s - loss: 1.2607 - accuracy: 0.6321 - top-5-accuracy: 0.9001
+
+
+```
+
+```
+
+105/176 [================>.............] - ETA: 11s - loss: 1.2601 - accuracy: 0.6323 - top-5-accuracy: 0.9005
+
+
+```
+
+```
+
+106/176 [=================>............] - ETA: 11s - loss: 1.2603 - accuracy: 0.6324 - top-5-accuracy: 0.9003
+
+
+```
+
+```
+
+107/176 [=================>............] - ETA: 10s - loss: 1.2639 - accuracy: 0.6318 - top-5-accuracy: 0.8999
+
+
+```
+
+```
+
+108/176 [=================>............] - ETA: 10s - loss: 1.2638 - accuracy: 0.6315 - top-5-accuracy: 0.8999
+
+
+```
+
+```
+
+109/176 [=================>............] - ETA: 10s - loss: 1.2631 - accuracy: 0.6319 - top-5-accuracy: 0.8999
+
+
+```
+
+```
+
+110/176 [=================>............] - ETA: 10s - loss: 1.2630 - accuracy: 0.6317 - top-5-accuracy: 0.8999
+
+
+```
+
+```
+
+111/176 [=================>............] - ETA: 10s - loss: 1.2636 - accuracy: 0.6317 - top-5-accuracy: 0.8998
+
+
+```
+
+```
+
+112/176 [==================>...........] - ETA: 10s - loss: 1.2641 - accuracy: 0.6320 - top-5-accuracy: 0.8998
+
+
+```
+
+```
+
+113/176 [==================>...........] - ETA: 9s - loss: 1.2627 - accuracy: 0.6325 - top-5-accuracy: 0.9000
+
+
+```
+
+```
+
+114/176 [==================>...........] - ETA: 9s - loss: 1.2631 - accuracy: 0.6325 - top-5-accuracy: 0.8999
+
+
+```
+
+```
+
+115/176 [==================>...........] - ETA: 9s - loss: 1.2623 - accuracy: 0.6327 - top-5-accuracy: 0.9001
+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
+118/176 [===================>..........] - ETA: 9s - loss: 1.2609 - accuracy: 0.6332 - top-5-accuracy: 0.9005
+
+
+```
+
+```
+
+119/176 [===================>..........] - ETA: 9s - loss: 1.2603 - accuracy: 0.6336 - top-5-accuracy: 0.9004
+
+
+```
+
+```
+
+120/176 [===================>..........] - ETA: 8s - loss: 1.2594 - accuracy: 0.6338 - top-5-accuracy: 0.9004
+
+
+```
+
+```
+
+121/176 [===================>..........] - ETA: 8s - loss: 1.2603 - accuracy: 0.6336 - top-5-accuracy: 0.9002
+
+
+```
+
+```
+
+122/176 [===================>..........] - ETA: 8s - loss: 1.2608 - accuracy: 0.6335 - top-5-accuracy: 0.9000
+
+
+```
+
+```
+
+123/176 [===================>..........] - ETA: 8s - loss: 1.2604 - accuracy: 0.6334 - top-5-accuracy: 0.9000
+
+
+```
+
+```
+
+124/176 [====================>.........] - ETA: 8s - loss: 1.2614 - accuracy: 0.6332 - top-5-accuracy: 0.8997
+
+
+```
+
+```
+
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+
+
+```
+
+```
+
+126/176 [====================>.........] - ETA: 7s - loss: 1.2628 - accuracy: 0.6330 - top-5-accuracy: 0.8997
+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
+151/176 [========================>.....] - ETA: 3s - loss: 1.2727 - accuracy: 0.6315 - top-5-accuracy: 0.8978
+
+
+```
+
+```
+
+152/176 [========================>.....] - ETA: 3s - loss: 1.2740 - accuracy: 0.6313 - top-5-accuracy: 0.8975
+
+
+```
+
+```
+
+153/176 [=========================>....] - ETA: 3s - loss: 1.2749 - accuracy: 0.6310 - top-5-accuracy: 0.8975
+
+
+```
+
+```
+
+154/176 [=========================>....] - ETA: 3s - loss: 1.2767 - accuracy: 0.6308 - top-5-accuracy: 0.8972
+
+
+```
+
+```
+
+155/176 [=========================>....] - ETA: 3s - loss: 1.2763 - accuracy: 0.6309 - top-5-accuracy: 0.8973
+
+
+```
+
+```
+
+156/176 [=========================>....] - ETA: 3s - loss: 1.2765 - accuracy: 0.6308 - top-5-accuracy: 0.8972
+
+
+```
+
+```
+
+157/176 [=========================>....] - ETA: 3s - loss: 1.2755 - accuracy: 0.6311 - top-5-accuracy: 0.8974
+
+
+```
+
+```
+
+158/176 [=========================>....] - ETA: 2s - loss: 1.2756 - accuracy: 0.6309 - top-5-accuracy: 0.8974
+
+
+```
+
+```
+
+159/176 [==========================>...] - ETA: 2s - loss: 1.2758 - accuracy: 0.6310 - top-5-accuracy: 0.8975
+
+
+```
+
+```
+
+160/176 [==========================>...] - ETA: 2s - loss: 1.2768 - accuracy: 0.6310 - top-5-accuracy: 0.8974
+
+
+```
+
+```
+
+161/176 [==========================>...] - ETA: 2s - loss: 1.2768 - accuracy: 0.6308 - top-5-accuracy: 0.8973
+
+
+```
+
+```
+
+162/176 [==========================>...] - ETA: 2s - loss: 1.2766 - accuracy: 0.6308 - top-5-accuracy: 0.8974
+
+
+```
+
+```
+
+163/176 [==========================>...] - ETA: 2s - loss: 1.2762 - accuracy: 0.6310 - top-5-accuracy: 0.8974
+
+
+```
+
+```
+
+164/176 [==========================>...] - ETA: 1s - loss: 1.2758 - accuracy: 0.6313 - top-5-accuracy: 0.8974
+
+
+```
+
+```
+
+165/176 [===========================>..] - ETA: 1s - loss: 1.2764 - accuracy: 0.6310 - top-5-accuracy: 0.8973
+
+
+```
+
+```
+
+166/176 [===========================>..] - ETA: 1s - loss: 1.2764 - accuracy: 0.6309 - top-5-accuracy: 0.8973
+
+
+```
+
+```
+
+167/176 [===========================>..] - ETA: 1s - loss: 1.2772 - accuracy: 0.6305 - top-5-accuracy: 0.8972
+
+
+```
+
+```
+
+168/176 [===========================>..] - ETA: 1s - loss: 1.2780 - accuracy: 0.6306 - top-5-accuracy: 0.8970
+
+
+```
+
+```
+
+169/176 [===========================>..] - ETA: 1s - loss: 1.2773 - accuracy: 0.6306 - top-5-accuracy: 0.8971
+
+
+```
+
+```
+
+170/176 [===========================>..] - ETA: 0s - loss: 1.2780 - accuracy: 0.6304 - top-5-accuracy: 0.8972
+
+
+```
+
+```
+
+171/176 [============================>.] - ETA: 0s - loss: 1.2782 - accuracy: 0.6304 - top-5-accuracy: 0.8972
+
+
+```
+
+```
+
+172/176 [============================>.] - ETA: 0s - loss: 1.2789 - accuracy: 0.6301 - top-5-accuracy: 0.8971
+
+
+```
+
+```
+
+173/176 [============================>.] - ETA: 0s - loss: 1.2788 - accuracy: 0.6303 - top-5-accuracy: 0.8971
+
+
+```
+
+```
+
+174/176 [============================>.] - ETA: 0s - loss: 1.2784 - accuracy: 0.6304 - top-5-accuracy: 0.8971
+
+
+```
+
+```
+
+175/176 [============================>.] - ETA: 0s - loss: 1.2785 - accuracy: 0.6305 - top-5-accuracy: 0.8971
+
+
+```
+
+```
+
+176/176 [==============================] - ETA: 0s - loss: 1.2779 - accuracy: 0.6307 - top-5-accuracy: 0.8972
+
+
+```
+
+```
+
+176/176 [==============================] - 29s 164ms/step - loss: 1.2779 - accuracy: 0.6307 - top-5-accuracy: 0.8972 - val_loss: 1.9394 - val_accuracy: 0.5168 - val_top-5-accuracy: 0.7898
+
+
+
+```
+Epoch 47/50
+
+```
+
+
+ 1/176 [..............................] - ETA: 27s - loss: 1.1586 - accuracy: 0.6758 - top-5-accuracy: 0.9297
+
+
+```
+
+```
+
+ 2/176 [..............................] - ETA: 27s - loss: 1.1777 - accuracy: 0.6562 - top-5-accuracy: 0.9199
+
+
+```
+
+```
+
+ 3/176 [..............................] - ETA: 27s - loss: 1.1688 - accuracy: 0.6576 - top-5-accuracy: 0.9180
+
+
+```
+
+```
+
+ 4/176 [..............................] - ETA: 27s - loss: 1.1889 - accuracy: 0.6514 - top-5-accuracy: 0.9180
+
+
+```
+
+```
+
+ 5/176 [..............................] - ETA: 26s - loss: 1.1750 - accuracy: 0.6570 - top-5-accuracy: 0.9187
+
+
+```
+
+```
+
+ 6/176 [>.............................] - ETA: 26s - loss: 1.1947 - accuracy: 0.6504 - top-5-accuracy: 0.9154
+
+
+```
+
+```
+
+ 7/176 [>.............................] - ETA: 26s - loss: 1.1876 - accuracy: 0.6507 - top-5-accuracy: 0.9163
+
+
+```
+
+```
+
+ 8/176 [>.............................] - ETA: 26s - loss: 1.1980 - accuracy: 0.6455 - top-5-accuracy: 0.9155
+
+
+```
+
+```
+
+ 9/176 [>.............................] - ETA: 26s - loss: 1.2090 - accuracy: 0.6415 - top-5-accuracy: 0.9106
+
+
+```
+
+```
+
+ 10/176 [>.............................] - ETA: 26s - loss: 1.2082 - accuracy: 0.6418 - top-5-accuracy: 0.9102
+
+
+```
+
+```
+
+ 11/176 [>.............................] - ETA: 26s - loss: 1.2112 - accuracy: 0.6403 - top-5-accuracy: 0.9105
+
+
+```
+
+```
+
+ 12/176 [=>............................] - ETA: 25s - loss: 1.2038 - accuracy: 0.6406 - top-5-accuracy: 0.9128
+
+
+```
+
+```
+
+ 13/176 [=>............................] - ETA: 25s - loss: 1.2115 - accuracy: 0.6403 - top-5-accuracy: 0.9123
+
+
+```
+
+```
+
+ 14/176 [=>............................] - ETA: 25s - loss: 1.2118 - accuracy: 0.6406 - top-5-accuracy: 0.9113
+
+
+```
+
+```
+
+ 15/176 [=>............................] - ETA: 25s - loss: 1.2080 - accuracy: 0.6430 - top-5-accuracy: 0.9120
+
+
+```
+
+```
+
+ 16/176 [=>............................] - ETA: 25s - loss: 1.2066 - accuracy: 0.6443 - top-5-accuracy: 0.9121
+
+
+```
+
+```
+
+ 17/176 [=>............................] - ETA: 25s - loss: 1.2082 - accuracy: 0.6457 - top-5-accuracy: 0.9102
+
+
+```
+
+```
+
+ 18/176 [==>...........................] - ETA: 25s - loss: 1.2133 - accuracy: 0.6447 - top-5-accuracy: 0.9089
+
+
+```
+
+```
+
+ 19/176 [==>...........................] - ETA: 24s - loss: 1.2199 - accuracy: 0.6445 - top-5-accuracy: 0.9085
+
+
+```
+
+```
+
+ 20/176 [==>...........................] - ETA: 24s - loss: 1.2130 - accuracy: 0.6467 - top-5-accuracy: 0.9090
+
+
+```
+
+```
+
+ 21/176 [==>...........................] - ETA: 24s - loss: 1.2152 - accuracy: 0.6436 - top-5-accuracy: 0.9081
+
+
+```
+
+```
+
+ 22/176 [==>...........................] - ETA: 24s - loss: 1.2154 - accuracy: 0.6442 - top-5-accuracy: 0.9080
+
+
+```
+
+```
+
+ 23/176 [==>...........................] - ETA: 24s - loss: 1.2115 - accuracy: 0.6464 - top-5-accuracy: 0.9071
+
+
+```
+
+```
+
+ 24/176 [===>..........................] - ETA: 24s - loss: 1.2132 - accuracy: 0.6457 - top-5-accuracy: 0.9077
+
+
+```
+
+```
+
+ 25/176 [===>..........................] - ETA: 23s - loss: 1.2113 - accuracy: 0.6466 - top-5-accuracy: 0.9070
+
+
+```
+
+```
+
+ 26/176 [===>..........................] - ETA: 23s - loss: 1.2150 - accuracy: 0.6453 - top-5-accuracy: 0.9069
+
+
+```
+
+```
+
+ 27/176 [===>..........................] - ETA: 23s - loss: 1.2132 - accuracy: 0.6466 - top-5-accuracy: 0.9074
+
+
+```
+
+```
+
+ 28/176 [===>..........................] - ETA: 23s - loss: 1.2148 - accuracy: 0.6459 - top-5-accuracy: 0.9065
+
+
+```
+
+```
+
+ 29/176 [===>..........................] - ETA: 23s - loss: 1.2185 - accuracy: 0.6445 - top-5-accuracy: 0.9057
+
+
+```
+
+```
+
+ 30/176 [====>.........................] - ETA: 23s - loss: 1.2178 - accuracy: 0.6444 - top-5-accuracy: 0.9056
+
+
+```
+
+```
+
+ 31/176 [====>.........................] - ETA: 22s - loss: 1.2132 - accuracy: 0.6465 - top-5-accuracy: 0.9059
+
+
+```
+
+```
+
+ 32/176 [====>.........................] - ETA: 22s - loss: 1.2146 - accuracy: 0.6460 - top-5-accuracy: 0.9058
+
+
+```
+
+```
+
+ 33/176 [====>.........................] - ETA: 22s - loss: 1.2152 - accuracy: 0.6458 - top-5-accuracy: 0.9054
+
+
+```
+
+```
+
+ 34/176 [====>.........................] - ETA: 22s - loss: 1.2141 - accuracy: 0.6460 - top-5-accuracy: 0.9059
+
+
+```
+
+```
+
+ 35/176 [====>.........................] - ETA: 22s - loss: 1.2123 - accuracy: 0.6468 - top-5-accuracy: 0.9065
+
+
+```
+
+```
+
+ 36/176 [=====>........................] - ETA: 22s - loss: 1.2161 - accuracy: 0.6461 - top-5-accuracy: 0.9060
+
+
+```
+
+```
+
+ 37/176 [=====>........................] - ETA: 22s - loss: 1.2191 - accuracy: 0.6465 - top-5-accuracy: 0.9060
+
+
+```
+
+```
+
+ 38/176 [=====>........................] - ETA: 21s - loss: 1.2187 - accuracy: 0.6468 - top-5-accuracy: 0.9064
+
+
+```
+
+```
+
+ 39/176 [=====>........................] - ETA: 21s - loss: 1.2186 - accuracy: 0.6462 - top-5-accuracy: 0.9064
+
+
+```
+
+```
+
+ 40/176 [=====>........................] - ETA: 21s - loss: 1.2170 - accuracy: 0.6470 - top-5-accuracy: 0.9065
+
+
+```
+
+```
+
+ 41/176 [=====>........................] - ETA: 21s - loss: 1.2160 - accuracy: 0.6474 - top-5-accuracy: 0.9063
+
+
+```
+
+```
+
+ 42/176 [======>.......................] - ETA: 21s - loss: 1.2149 - accuracy: 0.6475 - top-5-accuracy: 0.9067
+
+
+```
+
+```
+
+ 43/176 [======>.......................] - ETA: 21s - loss: 1.2179 - accuracy: 0.6465 - top-5-accuracy: 0.9066
+
+
+```
+
+```
+
+ 44/176 [======>.......................] - ETA: 20s - loss: 1.2174 - accuracy: 0.6466 - top-5-accuracy: 0.9071
+
+
+```
+
+```
+
+ 45/176 [======>.......................] - ETA: 20s - loss: 1.2157 - accuracy: 0.6468 - top-5-accuracy: 0.9074
+
+
+```
+
+```
+
+ 46/176 [======>.......................] - ETA: 20s - loss: 1.2149 - accuracy: 0.6466 - top-5-accuracy: 0.9076
+
+
+```
+
+```
+
+ 47/176 [=======>......................] - ETA: 20s - loss: 1.2154 - accuracy: 0.6464 - top-5-accuracy: 0.9074
+
+
+```
+
+```
+
+ 48/176 [=======>......................] - ETA: 20s - loss: 1.2135 - accuracy: 0.6456 - top-5-accuracy: 0.9084
+
+
+```
+
+```
+
+ 49/176 [=======>......................] - ETA: 20s - loss: 1.2150 - accuracy: 0.6454 - top-5-accuracy: 0.9079
+
+
+```
+
+```
+
+ 50/176 [=======>......................] - ETA: 19s - loss: 1.2136 - accuracy: 0.6455 - top-5-accuracy: 0.9082
+
+
+```
+
+```
+
+ 51/176 [=======>......................] - ETA: 19s - loss: 1.2133 - accuracy: 0.6455 - top-5-accuracy: 0.9082
+
+
+```
+
+```
+
+ 52/176 [=======>......................] - ETA: 19s - loss: 1.2139 - accuracy: 0.6455 - top-5-accuracy: 0.9079
+
+
+```
+
+```
+
+ 53/176 [========>.....................] - ETA: 19s - loss: 1.2140 - accuracy: 0.6457 - top-5-accuracy: 0.9078
+
+
+```
+
+```
+
+ 54/176 [========>.....................] - ETA: 19s - loss: 1.2118 - accuracy: 0.6459 - top-5-accuracy: 0.9076
+
+
+```
+
+```
+
+ 55/176 [========>.....................] - ETA: 19s - loss: 1.2072 - accuracy: 0.6469 - top-5-accuracy: 0.9082
+
+
+```
+
+```
+
+ 56/176 [========>.....................] - ETA: 19s - loss: 1.2035 - accuracy: 0.6480 - top-5-accuracy: 0.9086
+
+
+```
+
+```
+
+ 57/176 [========>.....................] - ETA: 18s - loss: 1.2020 - accuracy: 0.6489 - top-5-accuracy: 0.9085
+
+
+```
+
+```
+
+ 58/176 [========>.....................] - ETA: 18s - loss: 1.2035 - accuracy: 0.6484 - top-5-accuracy: 0.9081
+
+
+```
+
+```
+
+ 59/176 [=========>....................] - ETA: 18s - loss: 1.2055 - accuracy: 0.6480 - top-5-accuracy: 0.9072
+
+
+```
+
+```
+
+ 60/176 [=========>....................] - ETA: 18s - loss: 1.2047 - accuracy: 0.6480 - top-5-accuracy: 0.9072
+
+
+```
+
+```
+
+ 61/176 [=========>....................] - ETA: 18s - loss: 1.2046 - accuracy: 0.6482 - top-5-accuracy: 0.9074
+
+
+```
+
+```
+
+ 62/176 [=========>....................] - ETA: 18s - loss: 1.2058 - accuracy: 0.6477 - top-5-accuracy: 0.9074
+
+
+```
+
+```
+
+ 63/176 [=========>....................] - ETA: 17s - loss: 1.2074 - accuracy: 0.6478 - top-5-accuracy: 0.9071
+
+
+```
+
+```
+
+ 64/176 [=========>....................] - ETA: 17s - loss: 1.2101 - accuracy: 0.6466 - top-5-accuracy: 0.9069
+
+
+```
+
+```
+
+ 65/176 [==========>...................] - ETA: 17s - loss: 1.2086 - accuracy: 0.6464 - top-5-accuracy: 0.9072
+
+
+```
+
+```
+
+ 66/176 [==========>...................] - ETA: 17s - loss: 1.2095 - accuracy: 0.6460 - top-5-accuracy: 0.9070
+
+
+```
+
+```
+
+ 67/176 [==========>...................] - ETA: 17s - loss: 1.2091 - accuracy: 0.6460 - top-5-accuracy: 0.9070
+
+
+```
+
+```
+
+ 68/176 [==========>...................] - ETA: 17s - loss: 1.2147 - accuracy: 0.6446 - top-5-accuracy: 0.9060
+
+
+```
+
+```
+
+ 69/176 [==========>...................] - ETA: 16s - loss: 1.2165 - accuracy: 0.6437 - top-5-accuracy: 0.9059
+
+
+```
+
+```
+
+ 70/176 [==========>...................] - ETA: 16s - loss: 1.2156 - accuracy: 0.6444 - top-5-accuracy: 0.9059
+
+
+```
+
+```
+
+ 71/176 [===========>..................] - ETA: 16s - loss: 1.2171 - accuracy: 0.6436 - top-5-accuracy: 0.9060
+
+
+```
+
+```
+
+ 72/176 [===========>..................] - ETA: 16s - loss: 1.2155 - accuracy: 0.6442 - top-5-accuracy: 0.9062
+
+
+```
+
+```
+
+ 73/176 [===========>..................] - ETA: 16s - loss: 1.2141 - accuracy: 0.6445 - top-5-accuracy: 0.9064
+
+
+```
+
+```
+
+ 74/176 [===========>..................] - ETA: 16s - loss: 1.2167 - accuracy: 0.6442 - top-5-accuracy: 0.9060
+
+
+```
+
+```
+
+ 75/176 [===========>..................] - ETA: 16s - loss: 1.2168 - accuracy: 0.6441 - top-5-accuracy: 0.9063
+
+
+```
+
+```
+
+ 76/176 [===========>..................] - ETA: 15s - loss: 1.2178 - accuracy: 0.6440 - top-5-accuracy: 0.9065
+
+
+```
+
+```
+
+ 77/176 [============>.................] - ETA: 15s - loss: 1.2192 - accuracy: 0.6435 - top-5-accuracy: 0.9062
+
+
+```
+
+```
+
+ 78/176 [============>.................] - ETA: 15s - loss: 1.2196 - accuracy: 0.6436 - top-5-accuracy: 0.9062
+
+
+```
+
+```
+
+ 79/176 [============>.................] - ETA: 15s - loss: 1.2198 - accuracy: 0.6435 - top-5-accuracy: 0.9060
+
+
+```
+
+```
+
+ 80/176 [============>.................] - ETA: 15s - loss: 1.2208 - accuracy: 0.6438 - top-5-accuracy: 0.9058
+
+
+```
+
+```
+
+ 81/176 [============>.................] - ETA: 15s - loss: 1.2224 - accuracy: 0.6430 - top-5-accuracy: 0.9058
+
+
+```
+
+```
+
+ 82/176 [============>.................] - ETA: 14s - loss: 1.2221 - accuracy: 0.6436 - top-5-accuracy: 0.9056
+
+
+```
+
+```
+
+ 83/176 [=============>................] - ETA: 14s - loss: 1.2238 - accuracy: 0.6431 - top-5-accuracy: 0.9055
+
+
+```
+
+```
+
+ 84/176 [=============>................] - ETA: 14s - loss: 1.2255 - accuracy: 0.6427 - top-5-accuracy: 0.9054
+
+
+```
+
+```
+
+ 85/176 [=============>................] - ETA: 14s - loss: 1.2270 - accuracy: 0.6424 - top-5-accuracy: 0.9051
+
+
+```
+
+```
+
+ 86/176 [=============>................] - ETA: 14s - loss: 1.2282 - accuracy: 0.6423 - top-5-accuracy: 0.9048
+
+
+```
+
+```
+
+ 87/176 [=============>................] - ETA: 14s - loss: 1.2277 - accuracy: 0.6424 - top-5-accuracy: 0.9049
+
+
+```
+
+```
+
+ 88/176 [==============>...............] - ETA: 13s - loss: 1.2288 - accuracy: 0.6424 - top-5-accuracy: 0.9045
+
+
+```
+
+```
+
+ 89/176 [==============>...............] - ETA: 13s - loss: 1.2291 - accuracy: 0.6423 - top-5-accuracy: 0.9045
+
+
+```
+
+```
+
+ 90/176 [==============>...............] - ETA: 13s - loss: 1.2295 - accuracy: 0.6420 - top-5-accuracy: 0.9046
+
+
+```
+
+```
+
+ 91/176 [==============>...............] - ETA: 13s - loss: 1.2308 - accuracy: 0.6421 - top-5-accuracy: 0.9042
+
+
+```
+
+```
+
+ 92/176 [==============>...............] - ETA: 13s - loss: 1.2282 - accuracy: 0.6429 - top-5-accuracy: 0.9046
+
+
+```
+
+```
+
+ 93/176 [==============>...............] - ETA: 13s - loss: 1.2268 - accuracy: 0.6429 - top-5-accuracy: 0.9048
+
+
+```
+
+```
+
+ 94/176 [===============>..............] - ETA: 12s - loss: 1.2261 - accuracy: 0.6435 - top-5-accuracy: 0.9047
+
+
+```
+
+```
+
+ 95/176 [===============>..............] - ETA: 12s - loss: 1.2283 - accuracy: 0.6428 - top-5-accuracy: 0.9045
+
+
+```
+
+```
+
+ 96/176 [===============>..............] - ETA: 12s - loss: 1.2280 - accuracy: 0.6429 - top-5-accuracy: 0.9045
+
+
+```
+
+```
+
+ 97/176 [===============>..............] - ETA: 12s - loss: 1.2279 - accuracy: 0.6433 - top-5-accuracy: 0.9045
+
+
+```
+
+```
+
+ 98/176 [===============>..............] - ETA: 12s - loss: 1.2294 - accuracy: 0.6429 - top-5-accuracy: 0.9043
+
+
+```
+
+```
+
+ 99/176 [===============>..............] - ETA: 12s - loss: 1.2297 - accuracy: 0.6431 - top-5-accuracy: 0.9043
+
+
+```
+
+```
+
+100/176 [================>.............] - ETA: 12s - loss: 1.2319 - accuracy: 0.6427 - top-5-accuracy: 0.9041
+
+
+```
+
+```
+
+101/176 [================>.............] - ETA: 11s - loss: 1.2326 - accuracy: 0.6423 - top-5-accuracy: 0.9039
+
+
+```
+
+```
+
+102/176 [================>.............] - ETA: 11s - loss: 1.2331 - accuracy: 0.6426 - top-5-accuracy: 0.9036
+
+
+```
+
+```
+
+103/176 [================>.............] - ETA: 11s - loss: 1.2313 - accuracy: 0.6430 - top-5-accuracy: 0.9040
+
+
+```
+
+```
+
+104/176 [================>.............] - ETA: 11s - loss: 1.2302 - accuracy: 0.6433 - top-5-accuracy: 0.9044
+
+
+```
+
+```
+
+105/176 [================>.............] - ETA: 11s - loss: 1.2309 - accuracy: 0.6434 - top-5-accuracy: 0.9041
+
+
+```
+
+```
+
+106/176 [=================>............] - ETA: 11s - loss: 1.2315 - accuracy: 0.6431 - top-5-accuracy: 0.9040
+
+
+```
+
+```
+
+107/176 [=================>............] - ETA: 10s - loss: 1.2313 - accuracy: 0.6430 - top-5-accuracy: 0.9041
+
+
+```
+
+```
+
+108/176 [=================>............] - ETA: 10s - loss: 1.2314 - accuracy: 0.6425 - top-5-accuracy: 0.9042
+
+
+```
+
+```
+
+109/176 [=================>............] - ETA: 10s - loss: 1.2314 - accuracy: 0.6422 - top-5-accuracy: 0.9043
+
+
+```
+
+```
+
+110/176 [=================>............] - ETA: 10s - loss: 1.2328 - accuracy: 0.6422 - top-5-accuracy: 0.9041
+
+
+```
+
+```
+
+111/176 [=================>............] - ETA: 10s - loss: 1.2327 - accuracy: 0.6419 - top-5-accuracy: 0.9042
+
+
+```
+
+```
+
+112/176 [==================>...........] - ETA: 10s - loss: 1.2331 - accuracy: 0.6417 - top-5-accuracy: 0.9039
+
+
+```
+
+```
+
+113/176 [==================>...........] - ETA: 9s - loss: 1.2340 - accuracy: 0.6416 - top-5-accuracy: 0.9037
+
+
+```
+
+```
+
+114/176 [==================>...........] - ETA: 9s - loss: 1.2341 - accuracy: 0.6416 - top-5-accuracy: 0.9034
+
+
+```
+
+```
+
+115/176 [==================>...........] - ETA: 9s - loss: 1.2333 - accuracy: 0.6421 - top-5-accuracy: 0.9034
+
+
+```
+
+```
+
+116/176 [==================>...........] - ETA: 9s - loss: 1.2320 - accuracy: 0.6422 - top-5-accuracy: 0.9037
+
+
+```
+
+```
+
+117/176 [==================>...........] - ETA: 9s - loss: 1.2327 - accuracy: 0.6423 - top-5-accuracy: 0.9037
+
+
+```
+
+```
+
+118/176 [===================>..........] - ETA: 9s - loss: 1.2349 - accuracy: 0.6418 - top-5-accuracy: 0.9034
+
+
+```
+
+```
+
+119/176 [===================>..........] - ETA: 9s - loss: 1.2367 - accuracy: 0.6412 - top-5-accuracy: 0.9030
+
+
+```
+
+```
+
+120/176 [===================>..........] - ETA: 8s - loss: 1.2378 - accuracy: 0.6409 - top-5-accuracy: 0.9030
+
+
+```
+
+```
+
+121/176 [===================>..........] - ETA: 8s - loss: 1.2393 - accuracy: 0.6405 - top-5-accuracy: 0.9026
+
+
+```
+
+```
+
+122/176 [===================>..........] - ETA: 8s - loss: 1.2397 - accuracy: 0.6403 - top-5-accuracy: 0.9026
+
+
+```
+
+```
+
+123/176 [===================>..........] - ETA: 8s - loss: 1.2402 - accuracy: 0.6403 - top-5-accuracy: 0.9027
+
+
+```
+
+```
+
+124/176 [====================>.........] - ETA: 8s - loss: 1.2414 - accuracy: 0.6400 - top-5-accuracy: 0.9026
+
+
+```
+
+```
+
+125/176 [====================>.........] - ETA: 8s - loss: 1.2413 - accuracy: 0.6402 - top-5-accuracy: 0.9026
+
+
+```
+
+```
+
+126/176 [====================>.........] - ETA: 7s - loss: 1.2413 - accuracy: 0.6399 - top-5-accuracy: 0.9025
+
+
+```
+
+```
+
+127/176 [====================>.........] - ETA: 7s - loss: 1.2422 - accuracy: 0.6399 - top-5-accuracy: 0.9023
+
+
+```
+
+```
+
+128/176 [====================>.........] - ETA: 7s - loss: 1.2415 - accuracy: 0.6402 - top-5-accuracy: 0.9025
+
+
+```
+
+```
+
+129/176 [====================>.........] - ETA: 7s - loss: 1.2412 - accuracy: 0.6403 - top-5-accuracy: 0.9026
+
+
+```
+
+```
+
+130/176 [=====================>........] - ETA: 7s - loss: 1.2419 - accuracy: 0.6401 - top-5-accuracy: 0.9025
+
+
+```
+
+```
+
+131/176 [=====================>........] - ETA: 7s - loss: 1.2421 - accuracy: 0.6399 - top-5-accuracy: 0.9025
+
+
+```
+
+```
+
+132/176 [=====================>........] - ETA: 6s - loss: 1.2413 - accuracy: 0.6403 - top-5-accuracy: 0.9025
+
+
+```
+
+```
+
+133/176 [=====================>........] - ETA: 6s - loss: 1.2414 - accuracy: 0.6403 - top-5-accuracy: 0.9025
+
+
+```
+
+```
+
+134/176 [=====================>........] - ETA: 6s - loss: 1.2407 - accuracy: 0.6402 - top-5-accuracy: 0.9026
+
+
+```
+
+```
+
+135/176 [======================>.......] - ETA: 6s - loss: 1.2417 - accuracy: 0.6398 - top-5-accuracy: 0.9025
+
+
+```
+
+```
+
+136/176 [======================>.......] - ETA: 6s - loss: 1.2404 - accuracy: 0.6400 - top-5-accuracy: 0.9026
+
+
+```
+
+```
+
+137/176 [======================>.......] - ETA: 6s - loss: 1.2408 - accuracy: 0.6398 - top-5-accuracy: 0.9025
+
+
+```
+
+```
+
+138/176 [======================>.......] - ETA: 6s - loss: 1.2415 - accuracy: 0.6396 - top-5-accuracy: 0.9023
+
+
+```
+
+```
+
+139/176 [======================>.......] - ETA: 5s - loss: 1.2424 - accuracy: 0.6392 - top-5-accuracy: 0.9023
+
+
+```
+
+```
+
+140/176 [======================>.......] - ETA: 5s - loss: 1.2418 - accuracy: 0.6394 - top-5-accuracy: 0.9025
+
+
+```
+
+```
+
+141/176 [=======================>......] - ETA: 5s - loss: 1.2418 - accuracy: 0.6394 - top-5-accuracy: 0.9023
+
+
+```
+
+```
+
+142/176 [=======================>......] - ETA: 5s - loss: 1.2419 - accuracy: 0.6392 - top-5-accuracy: 0.9022
+
+
+```
+
+```
+
+143/176 [=======================>......] - ETA: 5s - loss: 1.2421 - accuracy: 0.6392 - top-5-accuracy: 0.9021
+
+
+```
+
+```
+
+144/176 [=======================>......] - ETA: 5s - loss: 1.2432 - accuracy: 0.6389 - top-5-accuracy: 0.9020
+
+
+```
+
+```
+
+145/176 [=======================>......] - ETA: 4s - loss: 1.2442 - accuracy: 0.6387 - top-5-accuracy: 0.9018
+
+
+```
+
+```
+
+146/176 [=======================>......] - ETA: 4s - loss: 1.2447 - accuracy: 0.6384 - top-5-accuracy: 0.9018
+
+
+```
+
+```
+
+147/176 [========================>.....] - ETA: 4s - loss: 1.2445 - accuracy: 0.6383 - top-5-accuracy: 0.9018
+
+
+```
+
+```
+
+148/176 [========================>.....] - ETA: 4s - loss: 1.2447 - accuracy: 0.6383 - top-5-accuracy: 0.9017
+
+
+```
+
+```
+
+149/176 [========================>.....] - ETA: 4s - loss: 1.2453 - accuracy: 0.6382 - top-5-accuracy: 0.9016
+
+
+```
+
+```
+
+150/176 [========================>.....] - ETA: 4s - loss: 1.2455 - accuracy: 0.6378 - top-5-accuracy: 0.9017
+
+
+```
+
+```
+
+151/176 [========================>.....] - ETA: 3s - loss: 1.2456 - accuracy: 0.6378 - top-5-accuracy: 0.9018
+
+
+```
+
+```
+
+152/176 [========================>.....] - ETA: 3s - loss: 1.2464 - accuracy: 0.6376 - top-5-accuracy: 0.9018
+
+
+```
+
+```
+
+153/176 [=========================>....] - ETA: 3s - loss: 1.2472 - accuracy: 0.6374 - top-5-accuracy: 0.9016
+
+
+```
+
+```
+
+154/176 [=========================>....] - ETA: 3s - loss: 1.2488 - accuracy: 0.6370 - top-5-accuracy: 0.9014
+
+
+```
+
+```
+
+155/176 [=========================>....] - ETA: 3s - loss: 1.2499 - accuracy: 0.6367 - top-5-accuracy: 0.9011
+
+
+```
+
+```
+
+156/176 [=========================>....] - ETA: 3s - loss: 1.2499 - accuracy: 0.6367 - top-5-accuracy: 0.9010
+
+
+```
+
+```
+
+157/176 [=========================>....] - ETA: 3s - loss: 1.2507 - accuracy: 0.6367 - top-5-accuracy: 0.9009
+
+
+```
+
+```
+
+158/176 [=========================>....] - ETA: 2s - loss: 1.2511 - accuracy: 0.6366 - top-5-accuracy: 0.9008
+
+
+```
+
+```
+
+159/176 [==========================>...] - ETA: 2s - loss: 1.2507 - accuracy: 0.6366 - top-5-accuracy: 0.9007
+
+
+```
+
+```
+
+160/176 [==========================>...] - ETA: 2s - loss: 1.2511 - accuracy: 0.6364 - top-5-accuracy: 0.9008
+
+
+```
+
+```
+
+161/176 [==========================>...] - ETA: 2s - loss: 1.2514 - accuracy: 0.6363 - top-5-accuracy: 0.9007
+
+
+```
+
+```
+
+162/176 [==========================>...] - ETA: 2s - loss: 1.2512 - accuracy: 0.6363 - top-5-accuracy: 0.9008
+
+
+```
+
+```
+
+163/176 [==========================>...] - ETA: 2s - loss: 1.2516 - accuracy: 0.6362 - top-5-accuracy: 0.9008
+
+
+```
+
+```
+
+164/176 [==========================>...] - ETA: 1s - loss: 1.2522 - accuracy: 0.6361 - top-5-accuracy: 0.9007
+
+
+```
+
+```
+
+165/176 [===========================>..] - ETA: 1s - loss: 1.2530 - accuracy: 0.6357 - top-5-accuracy: 0.9006
+
+
+```
+
+```
+
+166/176 [===========================>..] - ETA: 1s - loss: 1.2533 - accuracy: 0.6358 - top-5-accuracy: 0.9006
+
+
+```
+
+```
+
+167/176 [===========================>..] - ETA: 1s - loss: 1.2544 - accuracy: 0.6356 - top-5-accuracy: 0.9003
+
+
+```
+
+```
+
+168/176 [===========================>..] - ETA: 1s - loss: 1.2541 - accuracy: 0.6357 - top-5-accuracy: 0.9004
+
+
+```
+
+```
+
+169/176 [===========================>..] - ETA: 1s - loss: 1.2550 - accuracy: 0.6356 - top-5-accuracy: 0.9001
+
+
+```
+
+```
+
+170/176 [===========================>..] - ETA: 0s - loss: 1.2547 - accuracy: 0.6358 - top-5-accuracy: 0.9000
+
+
+```
+
+```
+
+171/176 [============================>.] - ETA: 0s - loss: 1.2549 - accuracy: 0.6356 - top-5-accuracy: 0.9000
+
+
+```
+
+```
+
+172/176 [============================>.] - ETA: 0s - loss: 1.2545 - accuracy: 0.6359 - top-5-accuracy: 0.9000
+
+
+```
+
+```
+
+173/176 [============================>.] - ETA: 0s - loss: 1.2541 - accuracy: 0.6360 - top-5-accuracy: 0.9000
+
+
+```
+
+```
+
+174/176 [============================>.] - ETA: 0s - loss: 1.2542 - accuracy: 0.6358 - top-5-accuracy: 0.8999
+
+
+```
+
+```
+
+175/176 [============================>.] - ETA: 0s - loss: 1.2547 - accuracy: 0.6358 - top-5-accuracy: 0.9000
+
+
+```
+
+```
+
+176/176 [==============================] - ETA: 0s - loss: 1.2546 - accuracy: 0.6358 - top-5-accuracy: 0.9000
+
+
+```
+
+```
+
+176/176 [==============================] - 29s 164ms/step - loss: 1.2546 - accuracy: 0.6358 - top-5-accuracy: 0.9000 - val_loss: 1.9310 - val_accuracy: 0.5124 - val_top-5-accuracy: 0.7900
+
+
+
+```
+Epoch 48/50
+
+```
+
+
+ 1/176 [..............................] - ETA: 27s - loss: 1.0499 - accuracy: 0.6680 - top-5-accuracy: 0.9297
+
+
+```
+
+```
+
+ 2/176 [..............................] - ETA: 27s - loss: 1.1332 - accuracy: 0.6680 - top-5-accuracy: 0.9121
+
+
+```
+
+```
+
+ 3/176 [..............................] - ETA: 27s - loss: 1.1388 - accuracy: 0.6654 - top-5-accuracy: 0.9076
+
+
+```
+
+```
+
+ 4/176 [..............................] - ETA: 27s - loss: 1.1409 - accuracy: 0.6611 - top-5-accuracy: 0.9082
+
+
+```
+
+```
+
+ 5/176 [..............................] - ETA: 27s - loss: 1.1328 - accuracy: 0.6664 - top-5-accuracy: 0.9102
+
+
+```
+
+```
+
+ 6/176 [>.............................] - ETA: 26s - loss: 1.1590 - accuracy: 0.6673 - top-5-accuracy: 0.9049
+
+
+```
+
+```
+
+ 7/176 [>.............................] - ETA: 26s - loss: 1.1856 - accuracy: 0.6624 - top-5-accuracy: 0.9029
+
+
+```
+
+```
+
+ 8/176 [>.............................] - ETA: 26s - loss: 1.1839 - accuracy: 0.6582 - top-5-accuracy: 0.9072
+
+
+```
+
+```
+
+ 9/176 [>.............................] - ETA: 26s - loss: 1.1735 - accuracy: 0.6589 - top-5-accuracy: 0.9080
+
+
+```
+
+```
+
+ 10/176 [>.............................] - ETA: 26s - loss: 1.1785 - accuracy: 0.6555 - top-5-accuracy: 0.9086
+
+
+```
+
+```
+
+ 11/176 [>.............................] - ETA: 26s - loss: 1.1775 - accuracy: 0.6577 - top-5-accuracy: 0.9091
+
+
+```
+
+```
+
+ 12/176 [=>............................] - ETA: 26s - loss: 1.1708 - accuracy: 0.6582 - top-5-accuracy: 0.9085
+
+
+```
+
+```
+
+ 13/176 [=>............................] - ETA: 25s - loss: 1.1851 - accuracy: 0.6569 - top-5-accuracy: 0.9059
+
+
+```
+
+```
+
+ 14/176 [=>............................] - ETA: 25s - loss: 1.2022 - accuracy: 0.6537 - top-5-accuracy: 0.9060
+
+
+```
+
+```
+
+ 15/176 [=>............................] - ETA: 25s - loss: 1.1967 - accuracy: 0.6565 - top-5-accuracy: 0.9060
+
+
+```
+
+```
+
+ 16/176 [=>............................] - ETA: 25s - loss: 1.1935 - accuracy: 0.6575 - top-5-accuracy: 0.9065
+
+
+```
+
+```
+
+ 17/176 [=>............................] - ETA: 25s - loss: 1.1925 - accuracy: 0.6567 - top-5-accuracy: 0.9069
+
+
+```
+
+```
+
+ 18/176 [==>...........................] - ETA: 25s - loss: 1.1974 - accuracy: 0.6554 - top-5-accuracy: 0.9067
+
+
+```
+
+```
+
+ 19/176 [==>...........................] - ETA: 24s - loss: 1.2014 - accuracy: 0.6548 - top-5-accuracy: 0.9062
+
+
+```
+
+```
+
+ 20/176 [==>...........................] - ETA: 24s - loss: 1.2105 - accuracy: 0.6545 - top-5-accuracy: 0.9041
+
+
+```
+
+```
+
+ 21/176 [==>...........................] - ETA: 24s - loss: 1.2169 - accuracy: 0.6523 - top-5-accuracy: 0.9036
+
+
+```
+
+```
+
+ 22/176 [==>...........................] - ETA: 24s - loss: 1.2163 - accuracy: 0.6518 - top-5-accuracy: 0.9038
+
+
+```
+
+```
+
+ 23/176 [==>...........................] - ETA: 24s - loss: 1.2229 - accuracy: 0.6486 - top-5-accuracy: 0.9039
+
+
+```
+
+```
+
+ 24/176 [===>..........................] - ETA: 24s - loss: 1.2213 - accuracy: 0.6496 - top-5-accuracy: 0.9048
+
+
+```
+
+```
+
+ 25/176 [===>..........................] - ETA: 24s - loss: 1.2210 - accuracy: 0.6502 - top-5-accuracy: 0.9048
+
+
+```
+
+```
+
+ 26/176 [===>..........................] - ETA: 23s - loss: 1.2203 - accuracy: 0.6493 - top-5-accuracy: 0.9047
+
+
+```
+
+```
+
+ 27/176 [===>..........................] - ETA: 23s - loss: 1.2169 - accuracy: 0.6506 - top-5-accuracy: 0.9049
+
+
+```
+
+```
+
+ 28/176 [===>..........................] - ETA: 23s - loss: 1.2193 - accuracy: 0.6504 - top-5-accuracy: 0.9051
+
+
+```
+
+```
+
+ 29/176 [===>..........................] - ETA: 23s - loss: 1.2190 - accuracy: 0.6492 - top-5-accuracy: 0.9056
+
+
+```
+
+```
+
+ 30/176 [====>.........................] - ETA: 23s - loss: 1.2295 - accuracy: 0.6456 - top-5-accuracy: 0.9049
+
+
+```
+
+```
+
+ 31/176 [====>.........................] - ETA: 23s - loss: 1.2238 - accuracy: 0.6467 - top-5-accuracy: 0.9055
+
+
+```
+
+```
+
+ 32/176 [====>.........................] - ETA: 22s - loss: 1.2234 - accuracy: 0.6476 - top-5-accuracy: 0.9055
+
+
+```
+
+```
+
+ 33/176 [====>.........................] - ETA: 22s - loss: 1.2203 - accuracy: 0.6490 - top-5-accuracy: 0.9060
+
+
+```
+
+```
+
+ 34/176 [====>.........................] - ETA: 22s - loss: 1.2199 - accuracy: 0.6495 - top-5-accuracy: 0.9054
+
+
+```
+
+```
+
+ 35/176 [====>.........................] - ETA: 22s - loss: 1.2232 - accuracy: 0.6481 - top-5-accuracy: 0.9052
+
+
+```
+
+```
+
+ 36/176 [=====>........................] - ETA: 22s - loss: 1.2251 - accuracy: 0.6483 - top-5-accuracy: 0.9055
+
+
+```
+
+```
+
+ 37/176 [=====>........................] - ETA: 22s - loss: 1.2246 - accuracy: 0.6495 - top-5-accuracy: 0.9056
+
+
+```
+
+```
+
+ 38/176 [=====>........................] - ETA: 21s - loss: 1.2250 - accuracy: 0.6497 - top-5-accuracy: 0.9060
+
+
+```
+
+```
+
+ 39/176 [=====>........................] - ETA: 21s - loss: 1.2235 - accuracy: 0.6494 - top-5-accuracy: 0.9065
+
+
+```
+
+```
+
+ 40/176 [=====>........................] - ETA: 21s - loss: 1.2216 - accuracy: 0.6500 - top-5-accuracy: 0.9065
+
+
+```
+
+```
+
+ 41/176 [=====>........................] - ETA: 21s - loss: 1.2233 - accuracy: 0.6496 - top-5-accuracy: 0.9067
+
+
+```
+
+```
+
+ 42/176 [======>.......................] - ETA: 21s - loss: 1.2224 - accuracy: 0.6497 - top-5-accuracy: 0.9068
+
+
+```
+
+```
+
+ 43/176 [======>.......................] - ETA: 21s - loss: 1.2235 - accuracy: 0.6496 - top-5-accuracy: 0.9065
+
+
+```
+
+```
+
+ 44/176 [======>.......................] - ETA: 20s - loss: 1.2225 - accuracy: 0.6497 - top-5-accuracy: 0.9074
+
+
+```
+
+```
+
+ 45/176 [======>.......................] - ETA: 20s - loss: 1.2242 - accuracy: 0.6494 - top-5-accuracy: 0.9072
+
+
+```
+
+```
+
+ 46/176 [======>.......................] - ETA: 20s - loss: 1.2233 - accuracy: 0.6493 - top-5-accuracy: 0.9079
+
+
+```
+
+```
+
+ 47/176 [=======>......................] - ETA: 20s - loss: 1.2240 - accuracy: 0.6496 - top-5-accuracy: 0.9077
+
+
+```
+
+```
+
+ 48/176 [=======>......................] - ETA: 20s - loss: 1.2263 - accuracy: 0.6489 - top-5-accuracy: 0.9078
+
+
+```
+
+```
+
+ 49/176 [=======>......................] - ETA: 20s - loss: 1.2221 - accuracy: 0.6500 - top-5-accuracy: 0.9084
+
+
+```
+
+```
+
+ 50/176 [=======>......................] - ETA: 20s - loss: 1.2216 - accuracy: 0.6498 - top-5-accuracy: 0.9079
+
+
+```
+
+```
+
+ 51/176 [=======>......................] - ETA: 19s - loss: 1.2202 - accuracy: 0.6503 - top-5-accuracy: 0.9078
+
+
+```
+
+```
+
+ 52/176 [=======>......................] - ETA: 19s - loss: 1.2214 - accuracy: 0.6508 - top-5-accuracy: 0.9072
+
+
+```
+
+```
+
+ 53/176 [========>.....................] - ETA: 19s - loss: 1.2212 - accuracy: 0.6511 - top-5-accuracy: 0.9073
+
+
+```
+
+```
+
+ 54/176 [========>.....................] - ETA: 19s - loss: 1.2215 - accuracy: 0.6513 - top-5-accuracy: 0.9076
+
+
+```
+
+```
+
+ 55/176 [========>.....................] - ETA: 19s - loss: 1.2210 - accuracy: 0.6509 - top-5-accuracy: 0.9075
+
+
+```
+
+```
+
+ 56/176 [========>.....................] - ETA: 19s - loss: 1.2228 - accuracy: 0.6509 - top-5-accuracy: 0.9071
+
+
+```
+
+```
+
+ 57/176 [========>.....................] - ETA: 18s - loss: 1.2221 - accuracy: 0.6508 - top-5-accuracy: 0.9071
+
+
+```
+
+```
+
+ 58/176 [========>.....................] - ETA: 18s - loss: 1.2205 - accuracy: 0.6513 - top-5-accuracy: 0.9074
+
+
+```
+
+```
+
+ 59/176 [=========>....................] - ETA: 18s - loss: 1.2221 - accuracy: 0.6507 - top-5-accuracy: 0.9070
+
+
+```
+
+```
+
+ 60/176 [=========>....................] - ETA: 18s - loss: 1.2218 - accuracy: 0.6510 - top-5-accuracy: 0.9069
+
+
+```
+
+```
+
+ 61/176 [=========>....................] - ETA: 18s - loss: 1.2227 - accuracy: 0.6507 - top-5-accuracy: 0.9066
+
+
+```
+
+```
+
+ 62/176 [=========>....................] - ETA: 18s - loss: 1.2260 - accuracy: 0.6497 - top-5-accuracy: 0.9061
+
+
+```
+
+```
+
+ 63/176 [=========>....................] - ETA: 17s - loss: 1.2271 - accuracy: 0.6494 - top-5-accuracy: 0.9058
+
+
+```
+
+```
+
+ 64/176 [=========>....................] - ETA: 17s - loss: 1.2286 - accuracy: 0.6492 - top-5-accuracy: 0.9052
+
+
+```
+
+```
+
+ 65/176 [==========>...................] - ETA: 17s - loss: 1.2285 - accuracy: 0.6490 - top-5-accuracy: 0.9053
+
+
+```
+
+```
+
+ 66/176 [==========>...................] - ETA: 17s - loss: 1.2297 - accuracy: 0.6487 - top-5-accuracy: 0.9051
+
+
+```
+
+```
+
+ 67/176 [==========>...................] - ETA: 17s - loss: 1.2295 - accuracy: 0.6485 - top-5-accuracy: 0.9052
+
+
+```
+
+```
+
+ 68/176 [==========>...................] - ETA: 17s - loss: 1.2320 - accuracy: 0.6479 - top-5-accuracy: 0.9049
+
+
+```
+
+```
+
+ 69/176 [==========>...................] - ETA: 16s - loss: 1.2310 - accuracy: 0.6482 - top-5-accuracy: 0.9053
+
+
+```
+
+```
+
+ 70/176 [==========>...................] - ETA: 16s - loss: 1.2300 - accuracy: 0.6484 - top-5-accuracy: 0.9051
+
+
+```
+
+```
+
+ 71/176 [===========>..................] - ETA: 16s - loss: 1.2345 - accuracy: 0.6474 - top-5-accuracy: 0.9045
+
+
+```
+
+```
+
+ 72/176 [===========>..................] - ETA: 16s - loss: 1.2332 - accuracy: 0.6473 - top-5-accuracy: 0.9047
+
+
+```
+
+```
+
+ 73/176 [===========>..................] - ETA: 16s - loss: 1.2343 - accuracy: 0.6472 - top-5-accuracy: 0.9042
+
+
+```
+
+```
+
+ 74/176 [===========>..................] - ETA: 16s - loss: 1.2344 - accuracy: 0.6469 - top-5-accuracy: 0.9040
+
+
+```
+
+```
+
+ 75/176 [===========>..................] - ETA: 16s - loss: 1.2353 - accuracy: 0.6461 - top-5-accuracy: 0.9041
+
+
+```
+
+```
+
+ 76/176 [===========>..................] - ETA: 15s - loss: 1.2335 - accuracy: 0.6470 - top-5-accuracy: 0.9044
+
+
+```
+
+```
+
+ 77/176 [============>.................] - ETA: 15s - loss: 1.2352 - accuracy: 0.6461 - top-5-accuracy: 0.9040
+
+
+```
+
+```
+
+ 78/176 [============>.................] - ETA: 15s - loss: 1.2372 - accuracy: 0.6453 - top-5-accuracy: 0.9035
+
+
+```
+
+```
+
+ 79/176 [============>.................] - ETA: 15s - loss: 1.2386 - accuracy: 0.6448 - top-5-accuracy: 0.9031
+
+
+```
+
+```
+
+ 80/176 [============>.................] - ETA: 15s - loss: 1.2377 - accuracy: 0.6451 - top-5-accuracy: 0.9030
+
+
+```
+
+```
+
+ 81/176 [============>.................] - ETA: 15s - loss: 1.2384 - accuracy: 0.6449 - top-5-accuracy: 0.9028
+
+
+```
+
+```
+
+ 82/176 [============>.................] - ETA: 14s - loss: 1.2379 - accuracy: 0.6451 - top-5-accuracy: 0.9028
+
+
+```
+
+```
+
+ 83/176 [=============>................] - ETA: 14s - loss: 1.2365 - accuracy: 0.6451 - top-5-accuracy: 0.9029
+
+
+```
+
+```
+
+ 84/176 [=============>................] - ETA: 14s - loss: 1.2372 - accuracy: 0.6448 - top-5-accuracy: 0.9028
+
+
+```
+
+```
+
+ 85/176 [=============>................] - ETA: 14s - loss: 1.2370 - accuracy: 0.6447 - top-5-accuracy: 0.9030
+
+
+```
+
+```
+
+ 86/176 [=============>................] - ETA: 14s - loss: 1.2387 - accuracy: 0.6444 - top-5-accuracy: 0.9027
+
+
+```
+
+```
+
+ 87/176 [=============>................] - ETA: 14s - loss: 1.2397 - accuracy: 0.6444 - top-5-accuracy: 0.9020
+
+
+```
+
+```
+
+ 88/176 [==============>...............] - ETA: 13s - loss: 1.2404 - accuracy: 0.6445 - top-5-accuracy: 0.9020
+
+
+```
+
+```
+
+ 89/176 [==============>...............] - ETA: 13s - loss: 1.2414 - accuracy: 0.6442 - top-5-accuracy: 0.9020
+
+
+```
+
+```
+
+ 90/176 [==============>...............] - ETA: 13s - loss: 1.2409 - accuracy: 0.6442 - top-5-accuracy: 0.9018
+
+
+```
+
+```
+
+ 91/176 [==============>...............] - ETA: 13s - loss: 1.2425 - accuracy: 0.6439 - top-5-accuracy: 0.9015
+
+
+```
+
+```
+
+ 92/176 [==============>...............] - ETA: 13s - loss: 1.2442 - accuracy: 0.6433 - top-5-accuracy: 0.9013
+
+
+```
+
+```
+
+ 93/176 [==============>...............] - ETA: 13s - loss: 1.2403 - accuracy: 0.6443 - top-5-accuracy: 0.9020
+
+
+```
+
+```
+
+ 94/176 [===============>..............] - ETA: 13s - loss: 1.2412 - accuracy: 0.6445 - top-5-accuracy: 0.9017
+
+
+```
+
+```
+
+ 95/176 [===============>..............] - ETA: 12s - loss: 1.2409 - accuracy: 0.6446 - top-5-accuracy: 0.9016
+
+
+```
+
+```
+
+ 96/176 [===============>..............] - ETA: 12s - loss: 1.2417 - accuracy: 0.6445 - top-5-accuracy: 0.9012
+
+
+```
+
+```
+
+ 97/176 [===============>..............] - ETA: 12s - loss: 1.2440 - accuracy: 0.6440 - top-5-accuracy: 0.9010
+
+
+```
+
+```
+
+ 98/176 [===============>..............] - ETA: 12s - loss: 1.2438 - accuracy: 0.6439 - top-5-accuracy: 0.9009
+
+
+```
+
+```
+
+ 99/176 [===============>..............] - ETA: 12s - loss: 1.2447 - accuracy: 0.6436 - top-5-accuracy: 0.9010
+
+
+```
+
+```
+
+100/176 [================>.............] - ETA: 12s - loss: 1.2451 - accuracy: 0.6434 - top-5-accuracy: 0.9010
+
+
+```
+
+```
+
+101/176 [================>.............] - ETA: 11s - loss: 1.2462 - accuracy: 0.6434 - top-5-accuracy: 0.9010
+
+
+```
+
+```
+
+102/176 [================>.............] - ETA: 11s - loss: 1.2471 - accuracy: 0.6432 - top-5-accuracy: 0.9010
+
+
+```
+
+```
+
+103/176 [================>.............] - ETA: 11s - loss: 1.2471 - accuracy: 0.6432 - top-5-accuracy: 0.9009
+
+
+```
+
+```
+
+104/176 [================>.............] - ETA: 11s - loss: 1.2482 - accuracy: 0.6426 - top-5-accuracy: 0.9008
+
+
+```
+
+```
+
+105/176 [================>.............] - ETA: 11s - loss: 1.2499 - accuracy: 0.6422 - top-5-accuracy: 0.9006
+
+
+```
+
+```
+
+106/176 [=================>............] - ETA: 11s - loss: 1.2521 - accuracy: 0.6415 - top-5-accuracy: 0.9006
+
+
+```
+
+```
+
+107/176 [=================>............] - ETA: 10s - loss: 1.2527 - accuracy: 0.6412 - top-5-accuracy: 0.9006
+
+
+```
+
+```
+
+108/176 [=================>............] - ETA: 10s - loss: 1.2530 - accuracy: 0.6411 - top-5-accuracy: 0.9005
+
+
+```
+
+```
+
+109/176 [=================>............] - ETA: 10s - loss: 1.2536 - accuracy: 0.6412 - top-5-accuracy: 0.9004
+
+
+```
+
+```
+
+110/176 [=================>............] - ETA: 10s - loss: 1.2535 - accuracy: 0.6410 - top-5-accuracy: 0.9005
+
+
+```
+
+```
+
+111/176 [=================>............] - ETA: 10s - loss: 1.2526 - accuracy: 0.6414 - top-5-accuracy: 0.9005
+
+
+```
+
+```
+
+112/176 [==================>...........] - ETA: 10s - loss: 1.2520 - accuracy: 0.6415 - top-5-accuracy: 0.9005
+
+
+```
+
+```
+
+113/176 [==================>...........] - ETA: 9s - loss: 1.2517 - accuracy: 0.6414 - top-5-accuracy: 0.9006
+
+
+```
+
+```
+
+114/176 [==================>...........] - ETA: 9s - loss: 1.2507 - accuracy: 0.6416 - top-5-accuracy: 0.9007
+
+
+```
+
+```
+
+115/176 [==================>...........] - ETA: 9s - loss: 1.2514 - accuracy: 0.6416 - top-5-accuracy: 0.9007
+
+
+```
+
+```
+
+116/176 [==================>...........] - ETA: 9s - loss: 1.2515 - accuracy: 0.6417 - top-5-accuracy: 0.9008
+
+
+```
+
+```
+
+117/176 [==================>...........] - ETA: 9s - loss: 1.2508 - accuracy: 0.6418 - top-5-accuracy: 0.9009
+
+
+```
+
+```
+
+118/176 [===================>..........] - ETA: 9s - loss: 1.2523 - accuracy: 0.6413 - top-5-accuracy: 0.9009
+
+
+```
+
+```
+
+119/176 [===================>..........] - ETA: 9s - loss: 1.2510 - accuracy: 0.6418 - top-5-accuracy: 0.9012
+
+
+```
+
+```
+
+120/176 [===================>..........] - ETA: 8s - loss: 1.2509 - accuracy: 0.6415 - top-5-accuracy: 0.9014
+
+
+```
+
+```
+
+121/176 [===================>..........] - ETA: 8s - loss: 1.2505 - accuracy: 0.6415 - top-5-accuracy: 0.9014
+
+
+```
+
+```
+
+122/176 [===================>..........] - ETA: 8s - loss: 1.2516 - accuracy: 0.6411 - top-5-accuracy: 0.9012
+
+
+```
+
+```
+
+123/176 [===================>..........] - ETA: 8s - loss: 1.2519 - accuracy: 0.6413 - top-5-accuracy: 0.9011
+
+
+```
+
+```
+
+124/176 [====================>.........] - ETA: 8s - loss: 1.2541 - accuracy: 0.6409 - top-5-accuracy: 0.9008
+
+
+```
+
+```
+
+125/176 [====================>.........] - ETA: 8s - loss: 1.2547 - accuracy: 0.6406 - top-5-accuracy: 0.9007
+
+
+```
+
+```
+
+126/176 [====================>.........] - ETA: 7s - loss: 1.2557 - accuracy: 0.6404 - top-5-accuracy: 0.9004
+
+
+```
+
+```
+
+127/176 [====================>.........] - ETA: 7s - loss: 1.2562 - accuracy: 0.6402 - top-5-accuracy: 0.9003
+
+
+```
+
+```
+
+128/176 [====================>.........] - ETA: 7s - loss: 1.2565 - accuracy: 0.6402 - top-5-accuracy: 0.9002
+
+
+```
+
+```
+
+129/176 [====================>.........] - ETA: 7s - loss: 1.2560 - accuracy: 0.6402 - top-5-accuracy: 0.9002
+
+
+```
+
+```
+
+130/176 [=====================>........] - ETA: 7s - loss: 1.2556 - accuracy: 0.6404 - top-5-accuracy: 0.9002
+
+
+```
+
+```
+
+131/176 [=====================>........] - ETA: 7s - loss: 1.2554 - accuracy: 0.6402 - top-5-accuracy: 0.9002
+
+
+```
+
+```
+
+132/176 [=====================>........] - ETA: 6s - loss: 1.2534 - accuracy: 0.6408 - top-5-accuracy: 0.9004
+
+
+```
+
+```
+
+133/176 [=====================>........] - ETA: 6s - loss: 1.2531 - accuracy: 0.6409 - top-5-accuracy: 0.9004
+
+
+```
+
+```
+
+134/176 [=====================>........] - ETA: 6s - loss: 1.2515 - accuracy: 0.6414 - top-5-accuracy: 0.9006
+
+
+```
+
+```
+
+135/176 [======================>.......] - ETA: 6s - loss: 1.2510 - accuracy: 0.6415 - top-5-accuracy: 0.9007
+
+
+```
+
+```
+
+136/176 [======================>.......] - ETA: 6s - loss: 1.2503 - accuracy: 0.6419 - top-5-accuracy: 0.9008
+
+
+```
+
+```
+
+137/176 [======================>.......] - ETA: 6s - loss: 1.2494 - accuracy: 0.6421 - top-5-accuracy: 0.9008
+
+
+```
+
+```
+
+138/176 [======================>.......] - ETA: 6s - loss: 1.2491 - accuracy: 0.6423 - top-5-accuracy: 0.9010
+
+
+```
+
+```
+
+139/176 [======================>.......] - ETA: 5s - loss: 1.2482 - accuracy: 0.6423 - top-5-accuracy: 0.9011
+
+
+```
+
+```
+
+140/176 [======================>.......] - ETA: 5s - loss: 1.2485 - accuracy: 0.6421 - top-5-accuracy: 0.9010
+
+
+```
+
+```
+
+141/176 [=======================>......] - ETA: 5s - loss: 1.2490 - accuracy: 0.6419 - top-5-accuracy: 0.9009
+
+
+```
+
+```
+
+142/176 [=======================>......] - ETA: 5s - loss: 1.2482 - accuracy: 0.6420 - top-5-accuracy: 0.9009
+
+
+```
+
+```
+
+143/176 [=======================>......] - ETA: 5s - loss: 1.2484 - accuracy: 0.6416 - top-5-accuracy: 0.9009
+
+
+```
+
+```
+
+144/176 [=======================>......] - ETA: 5s - loss: 1.2485 - accuracy: 0.6415 - top-5-accuracy: 0.9009
+
+
+```
+
+```
+
+145/176 [=======================>......] - ETA: 4s - loss: 1.2488 - accuracy: 0.6415 - top-5-accuracy: 0.9008
+
+
+```
+
+```
+
+146/176 [=======================>......] - ETA: 4s - loss: 1.2507 - accuracy: 0.6411 - top-5-accuracy: 0.9007
+
+
+```
+
+```
+
+147/176 [========================>.....] - ETA: 4s - loss: 1.2504 - accuracy: 0.6412 - top-5-accuracy: 0.9006
+
+
+```
+
+```
+
+148/176 [========================>.....] - ETA: 4s - loss: 1.2490 - accuracy: 0.6415 - top-5-accuracy: 0.9008
+
+
+```
+
+```
+
+149/176 [========================>.....] - ETA: 4s - loss: 1.2485 - accuracy: 0.6416 - top-5-accuracy: 0.9009
+
+
+```
+
+```
+
+150/176 [========================>.....] - ETA: 4s - loss: 1.2480 - accuracy: 0.6418 - top-5-accuracy: 0.9008
+
+
+```
+
+```
+
+151/176 [========================>.....] - ETA: 3s - loss: 1.2481 - accuracy: 0.6417 - top-5-accuracy: 0.9007
+
+
+```
+
+```
+
+152/176 [========================>.....] - ETA: 3s - loss: 1.2489 - accuracy: 0.6414 - top-5-accuracy: 0.9008
+
+
+```
+
+```
+
+153/176 [=========================>....] - ETA: 3s - loss: 1.2491 - accuracy: 0.6414 - top-5-accuracy: 0.9008
+
+
+```
+
+```
+
+154/176 [=========================>....] - ETA: 3s - loss: 1.2492 - accuracy: 0.6414 - top-5-accuracy: 0.9007
+
+
+```
+
+```
+
+155/176 [=========================>....] - ETA: 3s - loss: 1.2485 - accuracy: 0.6414 - top-5-accuracy: 0.9008
+
+
+```
+
+```
+
+156/176 [=========================>....] - ETA: 3s - loss: 1.2494 - accuracy: 0.6413 - top-5-accuracy: 0.9008
+
+
+```
+
+```
+
+157/176 [=========================>....] - ETA: 3s - loss: 1.2496 - accuracy: 0.6412 - top-5-accuracy: 0.9008
+
+
+```
+
+```
+
+158/176 [=========================>....] - ETA: 2s - loss: 1.2499 - accuracy: 0.6410 - top-5-accuracy: 0.9008
+
+
+```
+
+```
+
+159/176 [==========================>...] - ETA: 2s - loss: 1.2493 - accuracy: 0.6412 - top-5-accuracy: 0.9007
+
+
+```
+
+```
+
+160/176 [==========================>...] - ETA: 2s - loss: 1.2484 - accuracy: 0.6412 - top-5-accuracy: 0.9008
+
+
+```
+
+```
+
+161/176 [==========================>...] - ETA: 2s - loss: 1.2486 - accuracy: 0.6410 - top-5-accuracy: 0.9007
+
+
+```
+
+```
+
+162/176 [==========================>...] - ETA: 2s - loss: 1.2499 - accuracy: 0.6407 - top-5-accuracy: 0.9006
+
+
+```
+
+```
+
+163/176 [==========================>...] - ETA: 2s - loss: 1.2494 - accuracy: 0.6407 - top-5-accuracy: 0.9007
+
+
+```
+
+```
+
+164/176 [==========================>...] - ETA: 1s - loss: 1.2486 - accuracy: 0.6407 - top-5-accuracy: 0.9010
+
+
+```
+
+```
+
+165/176 [===========================>..] - ETA: 1s - loss: 1.2495 - accuracy: 0.6405 - top-5-accuracy: 0.9010
+
+
+```
+
+```
+
+166/176 [===========================>..] - ETA: 1s - loss: 1.2503 - accuracy: 0.6402 - top-5-accuracy: 0.9009
+
+
+```
+
+```
+
+167/176 [===========================>..] - ETA: 1s - loss: 1.2505 - accuracy: 0.6402 - top-5-accuracy: 0.9007
+
+
+```
+
+```
+
+168/176 [===========================>..] - ETA: 1s - loss: 1.2508 - accuracy: 0.6404 - top-5-accuracy: 0.9006
+
+
+```
+
+```
+
+169/176 [===========================>..] - ETA: 1s - loss: 1.2513 - accuracy: 0.6403 - top-5-accuracy: 0.9006
+
+
+```
+
+```
+
+170/176 [===========================>..] - ETA: 0s - loss: 1.2507 - accuracy: 0.6404 - top-5-accuracy: 0.9006
+
+
+```
+
+```
+
+171/176 [============================>.] - ETA: 0s - loss: 1.2511 - accuracy: 0.6402 - top-5-accuracy: 0.9005
+
+
+```
+
+```
+
+172/176 [============================>.] - ETA: 0s - loss: 1.2520 - accuracy: 0.6399 - top-5-accuracy: 0.9004
+
+
+```
+
+```
+
+173/176 [============================>.] - ETA: 0s - loss: 1.2522 - accuracy: 0.6398 - top-5-accuracy: 0.9004
+
+
+```
+
+```
+
+174/176 [============================>.] - ETA: 0s - loss: 1.2514 - accuracy: 0.6402 - top-5-accuracy: 0.9004
+
+
+```
+
+```
+
+175/176 [============================>.] - ETA: 0s - loss: 1.2506 - accuracy: 0.6404 - top-5-accuracy: 0.9004
+
+
+```
+
+```
+
+176/176 [==============================] - ETA: 0s - loss: 1.2515 - accuracy: 0.6404 - top-5-accuracy: 0.9002
+
+
+```
+
+```
+
+176/176 [==============================] - 29s 164ms/step - loss: 1.2515 - accuracy: 0.6404 - top-5-accuracy: 0.9002 - val_loss: 1.9101 - val_accuracy: 0.5178 - val_top-5-accuracy: 0.7964
+
+
+
+```
+Epoch 49/50
+
+```
+
+
+ 1/176 [..............................] - ETA: 27s - loss: 1.1478 - accuracy: 0.6680 - top-5-accuracy: 0.9180
+
+
+```
+
+```
+
+ 2/176 [..............................] - ETA: 27s - loss: 1.1687 - accuracy: 0.6465 - top-5-accuracy: 0.9297
+
+
+```
+
+```
+
+ 3/176 [..............................] - ETA: 27s - loss: 1.1725 - accuracy: 0.6510 - top-5-accuracy: 0.9206
+
+
+```
+
+```
+
+ 4/176 [..............................] - ETA: 27s - loss: 1.1557 - accuracy: 0.6523 - top-5-accuracy: 0.9277
+
+
+```
+
+```
+
+ 5/176 [..............................] - ETA: 27s - loss: 1.1467 - accuracy: 0.6570 - top-5-accuracy: 0.9234
+
+
+```
+
+```
+
+ 6/176 [>.............................] - ETA: 26s - loss: 1.1628 - accuracy: 0.6543 - top-5-accuracy: 0.9206
+
+
+```
+
+```
+
+ 7/176 [>.............................] - ETA: 26s - loss: 1.1750 - accuracy: 0.6562 - top-5-accuracy: 0.9174
+
+
+```
+
+```
+
+ 8/176 [>.............................] - ETA: 26s - loss: 1.1748 - accuracy: 0.6562 - top-5-accuracy: 0.9175
+
+
+```
+
+```
+
+ 9/176 [>.............................] - ETA: 26s - loss: 1.1844 - accuracy: 0.6532 - top-5-accuracy: 0.9167
+
+
+```
+
+```
+
+ 10/176 [>.............................] - ETA: 26s - loss: 1.1720 - accuracy: 0.6566 - top-5-accuracy: 0.9180
+
+
+```
+
+```
+
+ 11/176 [>.............................] - ETA: 26s - loss: 1.1628 - accuracy: 0.6584 - top-5-accuracy: 0.9201
+
+
+```
+
+```
+
+ 12/176 [=>............................] - ETA: 26s - loss: 1.1631 - accuracy: 0.6589 - top-5-accuracy: 0.9196
+
+
+```
+
+```
+
+ 13/176 [=>............................] - ETA: 25s - loss: 1.1634 - accuracy: 0.6590 - top-5-accuracy: 0.9189
+
+
+```
+
+```
+
+ 14/176 [=>............................] - ETA: 25s - loss: 1.1711 - accuracy: 0.6549 - top-5-accuracy: 0.9180
+
+
+```
+
+```
+
+ 15/176 [=>............................] - ETA: 25s - loss: 1.1776 - accuracy: 0.6536 - top-5-accuracy: 0.9182
+
+
+```
+
+```
+
+ 16/176 [=>............................] - ETA: 25s - loss: 1.1720 - accuracy: 0.6538 - top-5-accuracy: 0.9187
+
+
+```
+
+```
+
+ 17/176 [=>............................] - ETA: 25s - loss: 1.1772 - accuracy: 0.6528 - top-5-accuracy: 0.9180
+
+
+```
+
+```
+
+ 18/176 [==>...........................] - ETA: 25s - loss: 1.1753 - accuracy: 0.6523 - top-5-accuracy: 0.9188
+
+
+```
+
+```
+
+ 19/176 [==>...........................] - ETA: 24s - loss: 1.1699 - accuracy: 0.6558 - top-5-accuracy: 0.9188
+
+
+```
+
+```
+
+ 20/176 [==>...........................] - ETA: 24s - loss: 1.1747 - accuracy: 0.6541 - top-5-accuracy: 0.9170
+
+
+```
+
+```
+
+ 21/176 [==>...........................] - ETA: 24s - loss: 1.1735 - accuracy: 0.6546 - top-5-accuracy: 0.9161
+
+
+```
+
+```
+
+ 22/176 [==>...........................] - ETA: 24s - loss: 1.1736 - accuracy: 0.6552 - top-5-accuracy: 0.9162
+
+
+```
+
+```
+
+ 23/176 [==>...........................] - ETA: 24s - loss: 1.1779 - accuracy: 0.6537 - top-5-accuracy: 0.9161
+
+
+```
+
+```
+
+ 24/176 [===>..........................] - ETA: 24s - loss: 1.1804 - accuracy: 0.6525 - top-5-accuracy: 0.9159
+
+
+```
+
+```
+
+ 25/176 [===>..........................] - ETA: 23s - loss: 1.1813 - accuracy: 0.6527 - top-5-accuracy: 0.9159
+
+
+```
+
+```
+
+ 26/176 [===>..........................] - ETA: 23s - loss: 1.1807 - accuracy: 0.6534 - top-5-accuracy: 0.9153
+
+
+```
+
+```
+
+ 27/176 [===>..........................] - ETA: 23s - loss: 1.1847 - accuracy: 0.6529 - top-5-accuracy: 0.9149
+
+
+```
+
+```
+
+ 28/176 [===>..........................] - ETA: 23s - loss: 1.1873 - accuracy: 0.6522 - top-5-accuracy: 0.9139
+
+
+```
+
+```
+
+ 29/176 [===>..........................] - ETA: 23s - loss: 1.1848 - accuracy: 0.6536 - top-5-accuracy: 0.9149
+
+
+```
+
+```
+
+ 30/176 [====>.........................] - ETA: 23s - loss: 1.1823 - accuracy: 0.6540 - top-5-accuracy: 0.9155
+
+
+```
+
+```
+
+ 31/176 [====>.........................] - ETA: 23s - loss: 1.1853 - accuracy: 0.6528 - top-5-accuracy: 0.9146
+
+
+```
+
+```
+
+ 32/176 [====>.........................] - ETA: 22s - loss: 1.1905 - accuracy: 0.6528 - top-5-accuracy: 0.9142
+
+
+```
+
+```
+
+ 33/176 [====>.........................] - ETA: 22s - loss: 1.1903 - accuracy: 0.6528 - top-5-accuracy: 0.9137
+
+
+```
+
+```
+
+ 34/176 [====>.........................] - ETA: 22s - loss: 1.1958 - accuracy: 0.6519 - top-5-accuracy: 0.9129
+
+
+```
+
+```
+
+ 35/176 [====>.........................] - ETA: 22s - loss: 1.1952 - accuracy: 0.6515 - top-5-accuracy: 0.9128
+
+
+```
+
+```
+
+ 36/176 [=====>........................] - ETA: 22s - loss: 1.1981 - accuracy: 0.6505 - top-5-accuracy: 0.9124
+
+
+```
+
+```
+
+ 37/176 [=====>........................] - ETA: 22s - loss: 1.1973 - accuracy: 0.6510 - top-5-accuracy: 0.9128
+
+
+```
+
+```
+
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+
+
+```
+
+```
+
+ 39/176 [=====>........................] - ETA: 21s - loss: 1.1932 - accuracy: 0.6518 - top-5-accuracy: 0.9130
+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
+ 42/176 [======>.......................] - ETA: 21s - loss: 1.1996 - accuracy: 0.6511 - top-5-accuracy: 0.9120
+
+
+```
+
+```
+
+ 43/176 [======>.......................] - ETA: 21s - loss: 1.2016 - accuracy: 0.6503 - top-5-accuracy: 0.9114
+
+
+```
+
+```
+
+ 44/176 [======>.......................] - ETA: 20s - loss: 1.1984 - accuracy: 0.6508 - top-5-accuracy: 0.9122
+
+
+```
+
+```
+
+ 45/176 [======>.......................] - ETA: 20s - loss: 1.1983 - accuracy: 0.6506 - top-5-accuracy: 0.9122
+
+
+```
+
+```
+
+ 46/176 [======>.......................] - ETA: 20s - loss: 1.1997 - accuracy: 0.6503 - top-5-accuracy: 0.9119
+
+
+```
+
+```
+
+ 47/176 [=======>......................] - ETA: 20s - loss: 1.1980 - accuracy: 0.6510 - top-5-accuracy: 0.9123
+
+
+```
+
+```
+
+ 48/176 [=======>......................] - ETA: 20s - loss: 1.1978 - accuracy: 0.6514 - top-5-accuracy: 0.9125
+
+
+```
+
+```
+
+ 49/176 [=======>......................] - ETA: 20s - loss: 1.1966 - accuracy: 0.6523 - top-5-accuracy: 0.9126
+
+
+```
+
+```
+
+ 50/176 [=======>......................] - ETA: 19s - loss: 1.2003 - accuracy: 0.6515 - top-5-accuracy: 0.9118
+
+
+```
+
+```
+
+ 51/176 [=======>......................] - ETA: 19s - loss: 1.2010 - accuracy: 0.6512 - top-5-accuracy: 0.9120
+
+
+```
+
+```
+
+ 52/176 [=======>......................] - ETA: 19s - loss: 1.2015 - accuracy: 0.6511 - top-5-accuracy: 0.9120
+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
+ 55/176 [========>.....................] - ETA: 19s - loss: 1.2035 - accuracy: 0.6513 - top-5-accuracy: 0.9112
+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
+ 58/176 [========>.....................] - ETA: 18s - loss: 1.2064 - accuracy: 0.6509 - top-5-accuracy: 0.9108
+
+
+```
+
+```
+
+ 59/176 [=========>....................] - ETA: 18s - loss: 1.2052 - accuracy: 0.6509 - top-5-accuracy: 0.9109
+
+
+```
+
+```
+
+ 60/176 [=========>....................] - ETA: 18s - loss: 1.2066 - accuracy: 0.6506 - top-5-accuracy: 0.9109
+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
+ 63/176 [=========>....................] - ETA: 17s - loss: 1.2059 - accuracy: 0.6499 - top-5-accuracy: 0.9108
+
+
+```
+
+```
+
+ 64/176 [=========>....................] - ETA: 17s - loss: 1.2057 - accuracy: 0.6504 - top-5-accuracy: 0.9108
+
+
+```
+
+```
+
+ 65/176 [==========>...................] - ETA: 17s - loss: 1.2086 - accuracy: 0.6493 - top-5-accuracy: 0.9103
+
+
+```
+
+```
+
+ 66/176 [==========>...................] - ETA: 17s - loss: 1.2085 - accuracy: 0.6493 - top-5-accuracy: 0.9104
+
+
+```
+
+```
+
+ 67/176 [==========>...................] - ETA: 17s - loss: 1.2081 - accuracy: 0.6492 - top-5-accuracy: 0.9102
+
+
+```
+
+```
+
+ 68/176 [==========>...................] - ETA: 17s - loss: 1.2099 - accuracy: 0.6484 - top-5-accuracy: 0.9099
+
+
+```
+
+```
+
+ 69/176 [==========>...................] - ETA: 16s - loss: 1.2105 - accuracy: 0.6482 - top-5-accuracy: 0.9099
+
+
+```
+
+```
+
+ 70/176 [==========>...................] - ETA: 16s - loss: 1.2105 - accuracy: 0.6484 - top-5-accuracy: 0.9099
+
+
+```
+
+```
+
+ 71/176 [===========>..................] - ETA: 16s - loss: 1.2121 - accuracy: 0.6478 - top-5-accuracy: 0.9094
+
+
+```
+
+```
+
+ 72/176 [===========>..................] - ETA: 16s - loss: 1.2112 - accuracy: 0.6482 - top-5-accuracy: 0.9099
+
+
+```
+
+```
+
+ 73/176 [===========>..................] - ETA: 16s - loss: 1.2142 - accuracy: 0.6475 - top-5-accuracy: 0.9096
+
+
+```
+
+```
+
+ 74/176 [===========>..................] - ETA: 16s - loss: 1.2135 - accuracy: 0.6477 - top-5-accuracy: 0.9095
+
+
+```
+
+```
+
+ 75/176 [===========>..................] - ETA: 16s - loss: 1.2147 - accuracy: 0.6481 - top-5-accuracy: 0.9090
+
+
+```
+
+```
+
+ 76/176 [===========>..................] - ETA: 15s - loss: 1.2154 - accuracy: 0.6481 - top-5-accuracy: 0.9090
+
+
+```
+
+```
+
+ 77/176 [============>.................] - ETA: 15s - loss: 1.2150 - accuracy: 0.6480 - top-5-accuracy: 0.9088
+
+
+```
+
+```
+
+ 78/176 [============>.................] - ETA: 15s - loss: 1.2132 - accuracy: 0.6483 - top-5-accuracy: 0.9095
+
+
+```
+
+```
+
+ 79/176 [============>.................] - ETA: 15s - loss: 1.2128 - accuracy: 0.6486 - top-5-accuracy: 0.9094
+
+
+```
+
+```
+
+ 80/176 [============>.................] - ETA: 15s - loss: 1.2158 - accuracy: 0.6476 - top-5-accuracy: 0.9089
+
+
+```
+
+```
+
+ 81/176 [============>.................] - ETA: 15s - loss: 1.2171 - accuracy: 0.6472 - top-5-accuracy: 0.9085
+
+
+```
+
+```
+
+ 82/176 [============>.................] - ETA: 14s - loss: 1.2151 - accuracy: 0.6477 - top-5-accuracy: 0.9089
+
+
+```
+
+```
+
+ 83/176 [=============>................] - ETA: 14s - loss: 1.2134 - accuracy: 0.6480 - top-5-accuracy: 0.9090
+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
+ 88/176 [==============>...............] - ETA: 13s - loss: 1.2131 - accuracy: 0.6473 - top-5-accuracy: 0.9095
+
+
+```
+
+```
+
+ 89/176 [==============>...............] - ETA: 13s - loss: 1.2136 - accuracy: 0.6470 - top-5-accuracy: 0.9094
+
+
+```
+
+```
+
+ 90/176 [==============>...............] - ETA: 13s - loss: 1.2138 - accuracy: 0.6472 - top-5-accuracy: 0.9093
+
+
+```
+
+```
+
+ 91/176 [==============>...............] - ETA: 13s - loss: 1.2116 - accuracy: 0.6477 - top-5-accuracy: 0.9094
+
+
+```
+
+```
+
+ 92/176 [==============>...............] - ETA: 13s - loss: 1.2109 - accuracy: 0.6478 - top-5-accuracy: 0.9092
+
+
+```
+
+```
+
+ 93/176 [==============>...............] - ETA: 13s - loss: 1.2109 - accuracy: 0.6478 - top-5-accuracy: 0.9094
+
+
+```
+
+```
+
+ 94/176 [===============>..............] - ETA: 13s - loss: 1.2093 - accuracy: 0.6484 - top-5-accuracy: 0.9097
+
+
+```
+
+```
+
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+
+
+```
+
+```
+
+ 96/176 [===============>..............] - ETA: 12s - loss: 1.2102 - accuracy: 0.6486 - top-5-accuracy: 0.9096
+
+
+```
+
+```
+
+ 97/176 [===============>..............] - ETA: 12s - loss: 1.2101 - accuracy: 0.6487 - top-5-accuracy: 0.9098
+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
+100/176 [================>.............] - ETA: 12s - loss: 1.2114 - accuracy: 0.6481 - top-5-accuracy: 0.9096
+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
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+
+```
+
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+
+
+```
+
+```
+
+131/176 [=====================>........] - ETA: 7s - loss: 1.2191 - accuracy: 0.6472 - top-5-accuracy: 0.9076
+
+
+```
+
+```
+
+132/176 [=====================>........] - ETA: 6s - loss: 1.2216 - accuracy: 0.6468 - top-5-accuracy: 0.9070
+
+
+```
+
+```
+
+133/176 [=====================>........] - ETA: 6s - loss: 1.2215 - accuracy: 0.6466 - top-5-accuracy: 0.9070
+
+
+```
+
+```
+
+134/176 [=====================>........] - ETA: 6s - loss: 1.2213 - accuracy: 0.6465 - top-5-accuracy: 0.9069
+
+
+```
+
+```
+
+135/176 [======================>.......] - ETA: 6s - loss: 1.2212 - accuracy: 0.6467 - top-5-accuracy: 0.9070
+
+
+```
+
+```
+
+136/176 [======================>.......] - ETA: 6s - loss: 1.2209 - accuracy: 0.6466 - top-5-accuracy: 0.9071
+
+
+```
+
+```
+
+137/176 [======================>.......] - ETA: 6s - loss: 1.2211 - accuracy: 0.6466 - top-5-accuracy: 0.9069
+
+
+```
+
+```
+
+138/176 [======================>.......] - ETA: 6s - loss: 1.2218 - accuracy: 0.6467 - top-5-accuracy: 0.9066
+
+
+```
+
+```
+
+139/176 [======================>.......] - ETA: 5s - loss: 1.2212 - accuracy: 0.6468 - top-5-accuracy: 0.9067
+
+
+```
+
+```
+
+140/176 [======================>.......] - ETA: 5s - loss: 1.2217 - accuracy: 0.6466 - top-5-accuracy: 0.9066
+
+
+```
+
+```
+
+141/176 [=======================>......] - ETA: 5s - loss: 1.2224 - accuracy: 0.6464 - top-5-accuracy: 0.9065
+
+
+```
+
+```
+
+142/176 [=======================>......] - ETA: 5s - loss: 1.2229 - accuracy: 0.6465 - top-5-accuracy: 0.9063
+
+
+```
+
+```
+
+143/176 [=======================>......] - ETA: 5s - loss: 1.2229 - accuracy: 0.6464 - top-5-accuracy: 0.9065
+
+
+```
+
+```
+
+144/176 [=======================>......] - ETA: 5s - loss: 1.2226 - accuracy: 0.6465 - top-5-accuracy: 0.9064
+
+
+```
+
+```
+
+145/176 [=======================>......] - ETA: 4s - loss: 1.2241 - accuracy: 0.6463 - top-5-accuracy: 0.9061
+
+
+```
+
+```
+
+146/176 [=======================>......] - ETA: 4s - loss: 1.2249 - accuracy: 0.6461 - top-5-accuracy: 0.9059
+
+
+```
+
+```
+
+147/176 [========================>.....] - ETA: 4s - loss: 1.2250 - accuracy: 0.6460 - top-5-accuracy: 0.9059
+
+
+```
+
+```
+
+148/176 [========================>.....] - ETA: 4s - loss: 1.2247 - accuracy: 0.6461 - top-5-accuracy: 0.9057
+
+
+```
+
+```
+
+149/176 [========================>.....] - ETA: 4s - loss: 1.2247 - accuracy: 0.6463 - top-5-accuracy: 0.9056
+
+
+```
+
+```
+
+150/176 [========================>.....] - ETA: 4s - loss: 1.2240 - accuracy: 0.6466 - top-5-accuracy: 0.9056
+
+
+```
+
+```
+
+151/176 [========================>.....] - ETA: 3s - loss: 1.2232 - accuracy: 0.6468 - top-5-accuracy: 0.9056
+
+
+```
+
+```
+
+152/176 [========================>.....] - ETA: 3s - loss: 1.2237 - accuracy: 0.6468 - top-5-accuracy: 0.9056
+
+
+```
+
+```
+
+153/176 [=========================>....] - ETA: 3s - loss: 1.2238 - accuracy: 0.6468 - top-5-accuracy: 0.9056
+
+
+```
+
+```
+
+154/176 [=========================>....] - ETA: 3s - loss: 1.2250 - accuracy: 0.6464 - top-5-accuracy: 0.9055
+
+
+```
+
+```
+
+155/176 [=========================>....] - ETA: 3s - loss: 1.2247 - accuracy: 0.6465 - top-5-accuracy: 0.9056
+
+
+```
+
+```
+
+156/176 [=========================>....] - ETA: 3s - loss: 1.2246 - accuracy: 0.6464 - top-5-accuracy: 0.9056
+
+
+```
+
+```
+
+157/176 [=========================>....] - ETA: 3s - loss: 1.2245 - accuracy: 0.6465 - top-5-accuracy: 0.9056
+
+
+```
+
+```
+
+158/176 [=========================>....] - ETA: 2s - loss: 1.2252 - accuracy: 0.6462 - top-5-accuracy: 0.9055
+
+
+```
+
+```
+
+159/176 [==========================>...] - ETA: 2s - loss: 1.2251 - accuracy: 0.6463 - top-5-accuracy: 0.9053
+
+
+```
+
+```
+
+160/176 [==========================>...] - ETA: 2s - loss: 1.2256 - accuracy: 0.6460 - top-5-accuracy: 0.9052
+
+
+```
+
+```
+
+161/176 [==========================>...] - ETA: 2s - loss: 1.2259 - accuracy: 0.6459 - top-5-accuracy: 0.9051
+
+
+```
+
+```
+
+162/176 [==========================>...] - ETA: 2s - loss: 1.2252 - accuracy: 0.6461 - top-5-accuracy: 0.9052
+
+
+```
+
+```
+
+163/176 [==========================>...] - ETA: 2s - loss: 1.2249 - accuracy: 0.6462 - top-5-accuracy: 0.9051
+
+
+```
+
+```
+
+164/176 [==========================>...] - ETA: 1s - loss: 1.2252 - accuracy: 0.6463 - top-5-accuracy: 0.9050
+
+
+```
+
+```
+
+165/176 [===========================>..] - ETA: 1s - loss: 1.2254 - accuracy: 0.6461 - top-5-accuracy: 0.9049
+
+
+```
+
+```
+
+166/176 [===========================>..] - ETA: 1s - loss: 1.2254 - accuracy: 0.6460 - top-5-accuracy: 0.9049
+
+
+```
+
+```
+
+167/176 [===========================>..] - ETA: 1s - loss: 1.2249 - accuracy: 0.6461 - top-5-accuracy: 0.9050
+
+
+```
+
+```
+
+168/176 [===========================>..] - ETA: 1s - loss: 1.2255 - accuracy: 0.6459 - top-5-accuracy: 0.9049
+
+
+```
+
+```
+
+169/176 [===========================>..] - ETA: 1s - loss: 1.2256 - accuracy: 0.6456 - top-5-accuracy: 0.9050
+
+
+```
+
+```
+
+170/176 [===========================>..] - ETA: 0s - loss: 1.2254 - accuracy: 0.6456 - top-5-accuracy: 0.9049
+
+
+```
+
+```
+
+171/176 [============================>.] - ETA: 0s - loss: 1.2251 - accuracy: 0.6456 - top-5-accuracy: 0.9051
+
+
+```
+
+```
+
+172/176 [============================>.] - ETA: 0s - loss: 1.2259 - accuracy: 0.6458 - top-5-accuracy: 0.9048
+
+
+```
+
+```
+
+173/176 [============================>.] - ETA: 0s - loss: 1.2264 - accuracy: 0.6456 - top-5-accuracy: 0.9046
+
+
+```
+
+```
+
+174/176 [============================>.] - ETA: 0s - loss: 1.2266 - accuracy: 0.6455 - top-5-accuracy: 0.9047
+
+
+```
+
+```
+
+175/176 [============================>.] - ETA: 0s - loss: 1.2257 - accuracy: 0.6457 - top-5-accuracy: 0.9048
+
+
+```
+
+```
+
+176/176 [==============================] - ETA: 0s - loss: 1.2258 - accuracy: 0.6456 - top-5-accuracy: 0.9047
+
+
+```
+
+```
+
+176/176 [==============================] - 29s 164ms/step - loss: 1.2258 - accuracy: 0.6456 - top-5-accuracy: 0.9047 - val_loss: 1.9345 - val_accuracy: 0.5196 - val_top-5-accuracy: 0.7966
+
+
+
+```
+Epoch 50/50
+
+```
+
+
+ 1/176 [..............................] - ETA: 27s - loss: 1.2007 - accuracy: 0.6562 - top-5-accuracy: 0.8867
+
+
+```
+
+```
+
+ 2/176 [..............................] - ETA: 27s - loss: 1.1821 - accuracy: 0.6582 - top-5-accuracy: 0.9023
+
+
+```
+
+```
+
+ 3/176 [..............................] - ETA: 27s - loss: 1.1870 - accuracy: 0.6602 - top-5-accuracy: 0.8997
+
+
+```
+
+```
+
+ 4/176 [..............................] - ETA: 27s - loss: 1.1779 - accuracy: 0.6592 - top-5-accuracy: 0.9121
+
+
+```
+
+```
+
+ 5/176 [..............................] - ETA: 27s - loss: 1.1799 - accuracy: 0.6609 - top-5-accuracy: 0.9102
+
+
+```
+
+```
+
+ 6/176 [>.............................] - ETA: 26s - loss: 1.1723 - accuracy: 0.6628 - top-5-accuracy: 0.9134
+
+
+```
+
+```
+
+ 7/176 [>.............................] - ETA: 26s - loss: 1.1734 - accuracy: 0.6618 - top-5-accuracy: 0.9146
+
+
+```
+
+```
+
+ 8/176 [>.............................] - ETA: 26s - loss: 1.1683 - accuracy: 0.6597 - top-5-accuracy: 0.9165
+
+
+```
+
+```
+
+ 9/176 [>.............................] - ETA: 26s - loss: 1.1617 - accuracy: 0.6606 - top-5-accuracy: 0.9158
+
+
+```
+
+```
+
+ 10/176 [>.............................] - ETA: 26s - loss: 1.1825 - accuracy: 0.6543 - top-5-accuracy: 0.9129
+
+
+```
+
+```
+
+ 11/176 [>.............................] - ETA: 26s - loss: 1.1792 - accuracy: 0.6570 - top-5-accuracy: 0.9141
+
+
+```
+
+```
+
+ 12/176 [=>............................] - ETA: 25s - loss: 1.1775 - accuracy: 0.6589 - top-5-accuracy: 0.9137
+
+
+```
+
+```
+
+ 13/176 [=>............................] - ETA: 25s - loss: 1.1754 - accuracy: 0.6596 - top-5-accuracy: 0.9144
+
+
+```
+
+```
+
+ 14/176 [=>............................] - ETA: 25s - loss: 1.1750 - accuracy: 0.6604 - top-5-accuracy: 0.9146
+
+
+```
+
+```
+
+ 15/176 [=>............................] - ETA: 25s - loss: 1.1684 - accuracy: 0.6633 - top-5-accuracy: 0.9169
+
+
+```
+
+```
+
+ 16/176 [=>............................] - ETA: 25s - loss: 1.1775 - accuracy: 0.6594 - top-5-accuracy: 0.9172
+
+
+```
+
+```
+
+ 17/176 [=>............................] - ETA: 25s - loss: 1.1772 - accuracy: 0.6579 - top-5-accuracy: 0.9166
+
+
+```
+
+```
+
+ 18/176 [==>...........................] - ETA: 24s - loss: 1.1805 - accuracy: 0.6584 - top-5-accuracy: 0.9151
+
+
+```
+
+```
+
+ 19/176 [==>...........................] - ETA: 24s - loss: 1.1780 - accuracy: 0.6577 - top-5-accuracy: 0.9155
+
+
+```
+
+```
+
+ 20/176 [==>...........................] - ETA: 24s - loss: 1.1762 - accuracy: 0.6580 - top-5-accuracy: 0.9154
+
+
+```
+
+```
+
+ 21/176 [==>...........................] - ETA: 24s - loss: 1.1800 - accuracy: 0.6562 - top-5-accuracy: 0.9159
+
+
+```
+
+```
+
+ 22/176 [==>...........................] - ETA: 24s - loss: 1.1798 - accuracy: 0.6561 - top-5-accuracy: 0.9158
+
+
+```
+
+```
+
+ 23/176 [==>...........................] - ETA: 24s - loss: 1.1765 - accuracy: 0.6564 - top-5-accuracy: 0.9164
+
+
+```
+
+```
+
+ 24/176 [===>..........................] - ETA: 24s - loss: 1.1783 - accuracy: 0.6577 - top-5-accuracy: 0.9160
+
+
+```
+
+```
+
+ 25/176 [===>..........................] - ETA: 23s - loss: 1.1733 - accuracy: 0.6587 - top-5-accuracy: 0.9172
+
+
+```
+
+```
+
+ 26/176 [===>..........................] - ETA: 23s - loss: 1.1695 - accuracy: 0.6594 - top-5-accuracy: 0.9171
+
+
+```
+
+```
+
+ 27/176 [===>..........................] - ETA: 23s - loss: 1.1672 - accuracy: 0.6594 - top-5-accuracy: 0.9167
+
+
+```
+
+```
+
+ 28/176 [===>..........................] - ETA: 23s - loss: 1.1647 - accuracy: 0.6597 - top-5-accuracy: 0.9166
+
+
+```
+
+```
+
+ 29/176 [===>..........................] - ETA: 23s - loss: 1.1694 - accuracy: 0.6587 - top-5-accuracy: 0.9161
+
+
+```
+
+```
+
+ 30/176 [====>.........................] - ETA: 23s - loss: 1.1677 - accuracy: 0.6592 - top-5-accuracy: 0.9165
+
+
+```
+
+```
+
+ 31/176 [====>.........................] - ETA: 22s - loss: 1.1692 - accuracy: 0.6584 - top-5-accuracy: 0.9161
+
+
+```
+
+```
+
+ 32/176 [====>.........................] - ETA: 22s - loss: 1.1728 - accuracy: 0.6584 - top-5-accuracy: 0.9154
+
+
+```
+
+```
+
+ 33/176 [====>.........................] - ETA: 22s - loss: 1.1759 - accuracy: 0.6571 - top-5-accuracy: 0.9148
+
+
+```
+
+```
+
+ 34/176 [====>.........................] - ETA: 22s - loss: 1.1717 - accuracy: 0.6581 - top-5-accuracy: 0.9154
+
+
+```
+
+```
+
+ 35/176 [====>.........................] - ETA: 22s - loss: 1.1741 - accuracy: 0.6579 - top-5-accuracy: 0.9150
+
+
+```
+
+```
+
+ 36/176 [=====>........................] - ETA: 22s - loss: 1.1753 - accuracy: 0.6579 - top-5-accuracy: 0.9150
+
+
+```
+
+```
+
+ 37/176 [=====>........................] - ETA: 22s - loss: 1.1760 - accuracy: 0.6561 - top-5-accuracy: 0.9149
+
+
+```
+
+```
+
+ 38/176 [=====>........................] - ETA: 21s - loss: 1.1780 - accuracy: 0.6558 - top-5-accuracy: 0.9145
+
+
+```
+
+```
+
+ 39/176 [=====>........................] - ETA: 21s - loss: 1.1741 - accuracy: 0.6570 - top-5-accuracy: 0.9152
+
+
+```
+
+```
+
+ 40/176 [=====>........................] - ETA: 21s - loss: 1.1757 - accuracy: 0.6567 - top-5-accuracy: 0.9149
+
+
+```
+
+```
+
+ 41/176 [=====>........................] - ETA: 21s - loss: 1.1735 - accuracy: 0.6562 - top-5-accuracy: 0.9157
+
+
+```
+
+```
+
+ 42/176 [======>.......................] - ETA: 21s - loss: 1.1741 - accuracy: 0.6558 - top-5-accuracy: 0.9156
+
+
+```
+
+```
+
+ 43/176 [======>.......................] - ETA: 21s - loss: 1.1744 - accuracy: 0.6553 - top-5-accuracy: 0.9158
+
+
+```
+
+```
+
+ 44/176 [======>.......................] - ETA: 20s - loss: 1.1736 - accuracy: 0.6555 - top-5-accuracy: 0.9160
+
+
+```
+
+```
+
+ 45/176 [======>.......................] - ETA: 20s - loss: 1.1723 - accuracy: 0.6562 - top-5-accuracy: 0.9162
+
+
+```
+
+```
+
+ 46/176 [======>.......................] - ETA: 20s - loss: 1.1706 - accuracy: 0.6569 - top-5-accuracy: 0.9163
+
+
+```
+
+```
+
+ 47/176 [=======>......................] - ETA: 20s - loss: 1.1728 - accuracy: 0.6565 - top-5-accuracy: 0.9160
+
+
+```
+
+```
+
+ 48/176 [=======>......................] - ETA: 20s - loss: 1.1742 - accuracy: 0.6563 - top-5-accuracy: 0.9156
+
+
+```
+
+```
+
+ 49/176 [=======>......................] - ETA: 20s - loss: 1.1762 - accuracy: 0.6557 - top-5-accuracy: 0.9153
+
+
+```
+
+```
+
+ 50/176 [=======>......................] - ETA: 19s - loss: 1.1758 - accuracy: 0.6552 - top-5-accuracy: 0.9158
+
+
+```
+
+```
+
+ 51/176 [=======>......................] - ETA: 19s - loss: 1.1709 - accuracy: 0.6565 - top-5-accuracy: 0.9165
+
+
+```
+
+```
+
+ 52/176 [=======>......................] - ETA: 19s - loss: 1.1710 - accuracy: 0.6566 - top-5-accuracy: 0.9163
+
+
+```
+
+```
+
+ 53/176 [========>.....................] - ETA: 19s - loss: 1.1738 - accuracy: 0.6558 - top-5-accuracy: 0.9159
+
+
+```
+
+```
+
+ 54/176 [========>.....................] - ETA: 19s - loss: 1.1781 - accuracy: 0.6544 - top-5-accuracy: 0.9154
+
+
+```
+
+```
+
+ 55/176 [========>.....................] - ETA: 19s - loss: 1.1814 - accuracy: 0.6536 - top-5-accuracy: 0.9149
+
+
+```
+
+```
+
+ 56/176 [========>.....................] - ETA: 19s - loss: 1.1799 - accuracy: 0.6539 - top-5-accuracy: 0.9148
+
+
+```
+
+```
+
+ 57/176 [========>.....................] - ETA: 18s - loss: 1.1845 - accuracy: 0.6530 - top-5-accuracy: 0.9140
+
+
+```
+
+```
+
+ 58/176 [========>.....................] - ETA: 18s - loss: 1.1833 - accuracy: 0.6536 - top-5-accuracy: 0.9142
+
+
+```
+
+```
+
+ 59/176 [=========>....................] - ETA: 18s - loss: 1.1853 - accuracy: 0.6528 - top-5-accuracy: 0.9133
+
+
+```
+
+```
+
+ 60/176 [=========>....................] - ETA: 18s - loss: 1.1855 - accuracy: 0.6526 - top-5-accuracy: 0.9131
+
+
+```
+
+```
+
+ 61/176 [=========>....................] - ETA: 18s - loss: 1.1846 - accuracy: 0.6522 - top-5-accuracy: 0.9136
+
+
+```
+
+```
+
+ 62/176 [=========>....................] - ETA: 18s - loss: 1.1881 - accuracy: 0.6510 - top-5-accuracy: 0.9132
+
+
+```
+
+```
+
+ 63/176 [=========>....................] - ETA: 17s - loss: 1.1870 - accuracy: 0.6513 - top-5-accuracy: 0.9129
+
+
+```
+
+```
+
+ 64/176 [=========>....................] - ETA: 17s - loss: 1.1888 - accuracy: 0.6511 - top-5-accuracy: 0.9124
+
+
+```
+
+```
+
+ 65/176 [==========>...................] - ETA: 17s - loss: 1.1910 - accuracy: 0.6509 - top-5-accuracy: 0.9124
+
+
+```
+
+```
+
+ 66/176 [==========>...................] - ETA: 17s - loss: 1.1903 - accuracy: 0.6514 - top-5-accuracy: 0.9123
+
+
+```
+
+```
+
+ 67/176 [==========>...................] - ETA: 17s - loss: 1.1921 - accuracy: 0.6510 - top-5-accuracy: 0.9120
+
+
+```
+
+```
+
+ 68/176 [==========>...................] - ETA: 17s - loss: 1.1938 - accuracy: 0.6512 - top-5-accuracy: 0.9115
+
+
+```
+
+```
+
+ 69/176 [==========>...................] - ETA: 16s - loss: 1.1952 - accuracy: 0.6508 - top-5-accuracy: 0.9109
+
+
+```
+
+```
+
+ 70/176 [==========>...................] - ETA: 16s - loss: 1.1942 - accuracy: 0.6511 - top-5-accuracy: 0.9111
+
+
+```
+
+```
+
+ 71/176 [===========>..................] - ETA: 16s - loss: 1.1937 - accuracy: 0.6512 - top-5-accuracy: 0.9113
+
+
+```
+
+```
+
+ 72/176 [===========>..................] - ETA: 16s - loss: 1.1947 - accuracy: 0.6508 - top-5-accuracy: 0.9113
+
+
+```
+
+```
+
+ 73/176 [===========>..................] - ETA: 16s - loss: 1.1935 - accuracy: 0.6509 - top-5-accuracy: 0.9112
+
+
+```
+
+```
+
+ 74/176 [===========>..................] - ETA: 16s - loss: 1.1952 - accuracy: 0.6507 - top-5-accuracy: 0.9112
+
+
+```
+
+```
+
+ 75/176 [===========>..................] - ETA: 16s - loss: 1.1971 - accuracy: 0.6505 - top-5-accuracy: 0.9111
+
+
+```
+
+```
+
+ 76/176 [===========>..................] - ETA: 15s - loss: 1.1962 - accuracy: 0.6505 - top-5-accuracy: 0.9115
+
+
+```
+
+```
+
+ 77/176 [============>.................] - ETA: 15s - loss: 1.1951 - accuracy: 0.6510 - top-5-accuracy: 0.9116
+
+
+```
+
+```
+
+ 78/176 [============>.................] - ETA: 15s - loss: 1.1961 - accuracy: 0.6512 - top-5-accuracy: 0.9111
+
+
+```
+
+```
+
+ 79/176 [============>.................] - ETA: 15s - loss: 1.1944 - accuracy: 0.6514 - top-5-accuracy: 0.9112
+
+
+```
+
+```
+
+ 80/176 [============>.................] - ETA: 15s - loss: 1.1938 - accuracy: 0.6519 - top-5-accuracy: 0.9113
+
+
+```
+
+```
+
+ 81/176 [============>.................] - ETA: 15s - loss: 1.1931 - accuracy: 0.6521 - top-5-accuracy: 0.9112
+
+
+```
+
+```
+
+ 82/176 [============>.................] - ETA: 14s - loss: 1.1926 - accuracy: 0.6524 - top-5-accuracy: 0.9111
+
+
+```
+
+```
+
+ 83/176 [=============>................] - ETA: 14s - loss: 1.1927 - accuracy: 0.6525 - top-5-accuracy: 0.9113
+
+
+```
+
+```
+
+ 84/176 [=============>................] - ETA: 14s - loss: 1.1942 - accuracy: 0.6522 - top-5-accuracy: 0.9109
+
+
+```
+
+```
+
+ 85/176 [=============>................] - ETA: 14s - loss: 1.1937 - accuracy: 0.6523 - top-5-accuracy: 0.9112
+
+
+```
+
+```
+
+ 86/176 [=============>................] - ETA: 14s - loss: 1.1933 - accuracy: 0.6524 - top-5-accuracy: 0.9114
+
+
+```
+
+```
+
+ 87/176 [=============>................] - ETA: 14s - loss: 1.1913 - accuracy: 0.6527 - top-5-accuracy: 0.9116
+
+
+```
+
+```
+
+ 88/176 [==============>...............] - ETA: 13s - loss: 1.1929 - accuracy: 0.6528 - top-5-accuracy: 0.9115
+
+
+```
+
+```
+
+ 89/176 [==============>...............] - ETA: 13s - loss: 1.1921 - accuracy: 0.6532 - top-5-accuracy: 0.9115
+
+
+```
+
+```
+
+ 90/176 [==============>...............] - ETA: 13s - loss: 1.1913 - accuracy: 0.6531 - top-5-accuracy: 0.9115
+
+
+```
+
+```
+
+ 91/176 [==============>...............] - ETA: 13s - loss: 1.1927 - accuracy: 0.6528 - top-5-accuracy: 0.9113
+
+
+```
+
+```
+
+ 92/176 [==============>...............] - ETA: 13s - loss: 1.1942 - accuracy: 0.6525 - top-5-accuracy: 0.9111
+
+
+```
+
+```
+
+ 93/176 [==============>...............] - ETA: 13s - loss: 1.1946 - accuracy: 0.6526 - top-5-accuracy: 0.9112
+
+
+```
+
+```
+
+ 94/176 [===============>..............] - ETA: 13s - loss: 1.1929 - accuracy: 0.6530 - top-5-accuracy: 0.9114
+
+
+```
+
+```
+
+ 95/176 [===============>..............] - ETA: 12s - loss: 1.1961 - accuracy: 0.6525 - top-5-accuracy: 0.9109
+
+
+```
+
+```
+
+ 96/176 [===============>..............] - ETA: 12s - loss: 1.1949 - accuracy: 0.6523 - top-5-accuracy: 0.9111
+
+
+```
+
+```
+
+ 97/176 [===============>..............] - ETA: 12s - loss: 1.1950 - accuracy: 0.6521 - top-5-accuracy: 0.9112
+
+
+```
+
+```
+
+ 98/176 [===============>..............] - ETA: 12s - loss: 1.1958 - accuracy: 0.6517 - top-5-accuracy: 0.9111
+
+
+```
+
+```
+
+ 99/176 [===============>..............] - ETA: 12s - loss: 1.1959 - accuracy: 0.6517 - top-5-accuracy: 0.9112
+
+
+```
+
+```
+
+100/176 [================>.............] - ETA: 12s - loss: 1.1971 - accuracy: 0.6513 - top-5-accuracy: 0.9111
+
+
+```
+
+```
+
+101/176 [================>.............] - ETA: 11s - loss: 1.1981 - accuracy: 0.6509 - top-5-accuracy: 0.9111
+
+
+```
+
+```
+
+102/176 [================>.............] - ETA: 11s - loss: 1.1987 - accuracy: 0.6510 - top-5-accuracy: 0.9110
+
+
+```
+
+```
+
+103/176 [================>.............] - ETA: 11s - loss: 1.2005 - accuracy: 0.6508 - top-5-accuracy: 0.9110
+
+
+```
+
+```
+
+104/176 [================>.............] - ETA: 11s - loss: 1.2014 - accuracy: 0.6506 - top-5-accuracy: 0.9106
+
+
+```
+
+```
+
+105/176 [================>.............] - ETA: 11s - loss: 1.2019 - accuracy: 0.6503 - top-5-accuracy: 0.9106
+
+
+```
+
+```
+
+106/176 [=================>............] - ETA: 11s - loss: 1.2018 - accuracy: 0.6508 - top-5-accuracy: 0.9105
+
+
+```
+
+```
+
+107/176 [=================>............] - ETA: 10s - loss: 1.2009 - accuracy: 0.6510 - top-5-accuracy: 0.9106
+
+
+```
+
+```
+
+108/176 [=================>............] - ETA: 10s - loss: 1.2024 - accuracy: 0.6505 - top-5-accuracy: 0.9104
+
+
+```
+
+```
+
+109/176 [=================>............] - ETA: 10s - loss: 1.2017 - accuracy: 0.6506 - top-5-accuracy: 0.9104
+
+
+```
+
+```
+
+110/176 [=================>............] - ETA: 10s - loss: 1.2026 - accuracy: 0.6503 - top-5-accuracy: 0.9104
+
+
+```
+
+```
+
+111/176 [=================>............] - ETA: 10s - loss: 1.2021 - accuracy: 0.6504 - top-5-accuracy: 0.9104
+
+
+```
+
+```
+
+112/176 [==================>...........] - ETA: 10s - loss: 1.2014 - accuracy: 0.6503 - top-5-accuracy: 0.9105
+
+
+```
+
+```
+
+113/176 [==================>...........] - ETA: 9s - loss: 1.2020 - accuracy: 0.6501 - top-5-accuracy: 0.9105
+
+
+```
+
+```
+
+114/176 [==================>...........] - ETA: 9s - loss: 1.2022 - accuracy: 0.6500 - top-5-accuracy: 0.9106
+
+
+```
+
+```
+
+115/176 [==================>...........] - ETA: 9s - loss: 1.2042 - accuracy: 0.6496 - top-5-accuracy: 0.9102
+
+
+```
+
+```
+
+116/176 [==================>...........] - ETA: 9s - loss: 1.2050 - accuracy: 0.6492 - top-5-accuracy: 0.9099
+
+
+```
+
+```
+
+117/176 [==================>...........] - ETA: 9s - loss: 1.2044 - accuracy: 0.6495 - top-5-accuracy: 0.9100
+
+
+```
+
+```
+
+118/176 [===================>..........] - ETA: 9s - loss: 1.2047 - accuracy: 0.6492 - top-5-accuracy: 0.9100
+
+
+```
+
+```
+
+119/176 [===================>..........] - ETA: 9s - loss: 1.2061 - accuracy: 0.6487 - top-5-accuracy: 0.9097
+
+
+```
+
+```
+
+120/176 [===================>..........] - ETA: 8s - loss: 1.2063 - accuracy: 0.6488 - top-5-accuracy: 0.9095
+
+
+```
+
+```
+
+121/176 [===================>..........] - ETA: 8s - loss: 1.2066 - accuracy: 0.6489 - top-5-accuracy: 0.9095
+
+
+```
+
+```
+
+122/176 [===================>..........] - ETA: 8s - loss: 1.2062 - accuracy: 0.6489 - top-5-accuracy: 0.9095
+
+
+```
+
+```
+
+123/176 [===================>..........] - ETA: 8s - loss: 1.2069 - accuracy: 0.6489 - top-5-accuracy: 0.9095
+
+
+```
+
+```
+
+124/176 [====================>.........] - ETA: 8s - loss: 1.2081 - accuracy: 0.6486 - top-5-accuracy: 0.9092
+
+
+```
+
+```
+
+125/176 [====================>.........] - ETA: 8s - loss: 1.2079 - accuracy: 0.6487 - top-5-accuracy: 0.9091
+
+
+```
+
+```
+
+126/176 [====================>.........] - ETA: 7s - loss: 1.2097 - accuracy: 0.6483 - top-5-accuracy: 0.9089
+
+
+```
+
+```
+
+127/176 [====================>.........] - ETA: 7s - loss: 1.2092 - accuracy: 0.6481 - top-5-accuracy: 0.9093
+
+
+```
+
+```
+
+128/176 [====================>.........] - ETA: 7s - loss: 1.2093 - accuracy: 0.6480 - top-5-accuracy: 0.9091
+
+
+```
+
+```
+
+129/176 [====================>.........] - ETA: 7s - loss: 1.2092 - accuracy: 0.6482 - top-5-accuracy: 0.9090
+
+
+```
+
+```
+
+130/176 [=====================>........] - ETA: 7s - loss: 1.2095 - accuracy: 0.6483 - top-5-accuracy: 0.9090
+
+
+```
+
+```
+
+131/176 [=====================>........] - ETA: 7s - loss: 1.2097 - accuracy: 0.6483 - top-5-accuracy: 0.9089
+
+
+```
+
+```
+
+132/176 [=====================>........] - ETA: 6s - loss: 1.2104 - accuracy: 0.6482 - top-5-accuracy: 0.9088
+
+
+```
+
+```
+
+133/176 [=====================>........] - ETA: 6s - loss: 1.2098 - accuracy: 0.6481 - top-5-accuracy: 0.9088
+
+
+```
+
+```
+
+134/176 [=====================>........] - ETA: 6s - loss: 1.2109 - accuracy: 0.6482 - top-5-accuracy: 0.9083
+
+
+```
+
+```
+
+135/176 [======================>.......] - ETA: 6s - loss: 1.2107 - accuracy: 0.6483 - top-5-accuracy: 0.9082
+
+
+```
+
+```
+
+136/176 [======================>.......] - ETA: 6s - loss: 1.2123 - accuracy: 0.6479 - top-5-accuracy: 0.9081
+
+
+```
+
+```
+
+137/176 [======================>.......] - ETA: 6s - loss: 1.2120 - accuracy: 0.6479 - top-5-accuracy: 0.9082
+
+
+```
+
+```
+
+138/176 [======================>.......] - ETA: 6s - loss: 1.2122 - accuracy: 0.6478 - top-5-accuracy: 0.9082
+
+
+```
+
+```
+
+139/176 [======================>.......] - ETA: 5s - loss: 1.2118 - accuracy: 0.6477 - top-5-accuracy: 0.9083
+
+
+```
+
+```
+
+140/176 [======================>.......] - ETA: 5s - loss: 1.2127 - accuracy: 0.6476 - top-5-accuracy: 0.9080
+
+
+```
+
+```
+
+141/176 [=======================>......] - ETA: 5s - loss: 1.2131 - accuracy: 0.6474 - top-5-accuracy: 0.9080
+
+
+```
+
+```
+
+142/176 [=======================>......] - ETA: 5s - loss: 1.2133 - accuracy: 0.6475 - top-5-accuracy: 0.9078
+
+
+```
+
+```
+
+143/176 [=======================>......] - ETA: 5s - loss: 1.2146 - accuracy: 0.6471 - top-5-accuracy: 0.9076
+
+
+```
+
+```
+
+144/176 [=======================>......] - ETA: 5s - loss: 1.2147 - accuracy: 0.6470 - top-5-accuracy: 0.9077
+
+
+```
+
+```
+
+145/176 [=======================>......] - ETA: 4s - loss: 1.2144 - accuracy: 0.6468 - top-5-accuracy: 0.9079
+
+
+```
+
+```
+
+146/176 [=======================>......] - ETA: 4s - loss: 1.2145 - accuracy: 0.6470 - top-5-accuracy: 0.9077
+
+
+```
+
+```
+
+147/176 [========================>.....] - ETA: 4s - loss: 1.2136 - accuracy: 0.6469 - top-5-accuracy: 0.9080
+
+
+```
+
+```
+
+148/176 [========================>.....] - ETA: 4s - loss: 1.2140 - accuracy: 0.6470 - top-5-accuracy: 0.9079
+
+
+```
+
+```
+
+149/176 [========================>.....] - ETA: 4s - loss: 1.2148 - accuracy: 0.6470 - top-5-accuracy: 0.9076
+
+
+```
+
+```
+
+150/176 [========================>.....] - ETA: 4s - loss: 1.2150 - accuracy: 0.6470 - top-5-accuracy: 0.9076
+
+
+```
+
+```
+
+151/176 [========================>.....] - ETA: 3s - loss: 1.2151 - accuracy: 0.6467 - top-5-accuracy: 0.9075
+
+
+```
+
+```
+
+152/176 [========================>.....] - ETA: 3s - loss: 1.2156 - accuracy: 0.6466 - top-5-accuracy: 0.9075
+
+
+```
+
+```
+
+153/176 [=========================>....] - ETA: 3s - loss: 1.2167 - accuracy: 0.6464 - top-5-accuracy: 0.9073
+
+
+```
+
+```
+
+154/176 [=========================>....] - ETA: 3s - loss: 1.2165 - accuracy: 0.6465 - top-5-accuracy: 0.9074
+
+
+```
+
+```
+
+155/176 [=========================>....] - ETA: 3s - loss: 1.2160 - accuracy: 0.6467 - top-5-accuracy: 0.9075
+
+
+```
+
+```
+
+156/176 [=========================>....] - ETA: 3s - loss: 1.2171 - accuracy: 0.6466 - top-5-accuracy: 0.9074
+
+
+```
+
+```
+
+157/176 [=========================>....] - ETA: 3s - loss: 1.2164 - accuracy: 0.6469 - top-5-accuracy: 0.9075
+
+
+```
+
+```
+
+158/176 [=========================>....] - ETA: 2s - loss: 1.2163 - accuracy: 0.6470 - top-5-accuracy: 0.9076
+
+
+```
+
+```
+
+159/176 [==========================>...] - ETA: 2s - loss: 1.2159 - accuracy: 0.6471 - top-5-accuracy: 0.9077
+
+
+```
+
+```
+
+160/176 [==========================>...] - ETA: 2s - loss: 1.2160 - accuracy: 0.6473 - top-5-accuracy: 0.9075
+
+
+```
+
+```
+
+161/176 [==========================>...] - ETA: 2s - loss: 1.2160 - accuracy: 0.6474 - top-5-accuracy: 0.9073
+
+
+```
+
+```
+
+162/176 [==========================>...] - ETA: 2s - loss: 1.2173 - accuracy: 0.6472 - top-5-accuracy: 0.9072
+
+
+```
+
+```
+
+163/176 [==========================>...] - ETA: 2s - loss: 1.2174 - accuracy: 0.6472 - top-5-accuracy: 0.9071
+
+
+```
+
+```
+
+164/176 [==========================>...] - ETA: 1s - loss: 1.2169 - accuracy: 0.6471 - top-5-accuracy: 0.9072
+
+
+```
+
+```
+
+165/176 [===========================>..] - ETA: 1s - loss: 1.2170 - accuracy: 0.6470 - top-5-accuracy: 0.9073
+
+
+```
+
+```
+
+166/176 [===========================>..] - ETA: 1s - loss: 1.2174 - accuracy: 0.6468 - top-5-accuracy: 0.9073
+
+
+```
+
+```
+
+167/176 [===========================>..] - ETA: 1s - loss: 1.2174 - accuracy: 0.6468 - top-5-accuracy: 0.9074
+
+
+```
+
+```
+
+168/176 [===========================>..] - ETA: 1s - loss: 1.2183 - accuracy: 0.6466 - top-5-accuracy: 0.9073
+
+
+```
+
+```
+
+169/176 [===========================>..] - ETA: 1s - loss: 1.2183 - accuracy: 0.6464 - top-5-accuracy: 0.9074
+
+
+```
+
+```
+
+170/176 [===========================>..] - ETA: 0s - loss: 1.2183 - accuracy: 0.6465 - top-5-accuracy: 0.9074
+
+
+```
+
+```
+
+171/176 [============================>.] - ETA: 0s - loss: 1.2191 - accuracy: 0.6464 - top-5-accuracy: 0.9073
+
+
+```
+
+```
+
+172/176 [============================>.] - ETA: 0s - loss: 1.2189 - accuracy: 0.6463 - top-5-accuracy: 0.9075
+
+
+```
+
+```
+
+173/176 [============================>.] - ETA: 0s - loss: 1.2186 - accuracy: 0.6465 - top-5-accuracy: 0.9075
+
+
+```
+
+```
+
+174/176 [============================>.] - ETA: 0s - loss: 1.2188 - accuracy: 0.6464 - top-5-accuracy: 0.9075
+
+
+```
+
+```
+
+175/176 [============================>.] - ETA: 0s - loss: 1.2194 - accuracy: 0.6463 - top-5-accuracy: 0.9073
+
+
+```
+
+```
+
+176/176 [==============================] - ETA: 0s - loss: 1.2204 - accuracy: 0.6462 - top-5-accuracy: 0.9071
+
+
+```
+
+```
+
+176/176 [==============================] - 29s 164ms/step - loss: 1.2204 - accuracy: 0.6462 - top-5-accuracy: 0.9071 - val_loss: 1.9534 - val_accuracy: 0.5108 - val_top-5-accuracy: 0.7928
+
+
+
+ 1/40 [..............................] - ETA: 2s - loss: 1.9624 - accuracy: 0.5352 - top-5-accuracy: 0.7930
+
+
+```
+
+```
+
+ 2/40 [>.............................] - ETA: 2s - loss: 2.0670 - accuracy: 0.5059 - top-5-accuracy: 0.7734
+
+
+```
+
+```
+
+ 3/40 [=>............................] - ETA: 1s - loss: 2.0432 - accuracy: 0.5130 - top-5-accuracy: 0.7799
+
+
+```
+
+```
+
+ 4/40 [==>...........................] - ETA: 1s - loss: 2.0367 - accuracy: 0.5107 - top-5-accuracy: 0.7822
+
+
+```
+
+```
+
+ 5/40 [==>...........................] - ETA: 1s - loss: 2.0215 - accuracy: 0.5023 - top-5-accuracy: 0.7867
+
+
+```
+
+```
+
+ 6/40 [===>..........................] - ETA: 1s - loss: 1.9897 - accuracy: 0.5046 - top-5-accuracy: 0.7852
+
+
+```
+
+```
+
+ 7/40 [====>.........................] - ETA: 1s - loss: 1.9686 - accuracy: 0.5045 - top-5-accuracy: 0.7913
+
+
+```
+
+```
+
+ 8/40 [=====>........................] - ETA: 1s - loss: 1.9197 - accuracy: 0.5093 - top-5-accuracy: 0.7988
+
+
+```
+
+```
+
+ 9/40 [=====>........................] - ETA: 1s - loss: 1.9387 - accuracy: 0.5117 - top-5-accuracy: 0.7921
+
+
+```
+
+```
+
+10/40 [======>.......................] - ETA: 1s - loss: 1.9277 - accuracy: 0.5098 - top-5-accuracy: 0.7941
+
+
+```
+
+```
+
+11/40 [=======>......................] - ETA: 1s - loss: 1.9194 - accuracy: 0.5135 - top-5-accuracy: 0.7969
+
+
+```
+
+```
+
+12/40 [========>.....................] - ETA: 1s - loss: 1.9370 - accuracy: 0.5101 - top-5-accuracy: 0.7975
+
+
+```
+
+```
+
+13/40 [========>.....................] - ETA: 1s - loss: 1.9412 - accuracy: 0.5084 - top-5-accuracy: 0.7972
+
+
+```
+
+```
+
+14/40 [=========>....................] - ETA: 1s - loss: 1.9447 - accuracy: 0.5089 - top-5-accuracy: 0.7941
+
+
+```
+
+```
+
+15/40 [==========>...................] - ETA: 1s - loss: 1.9315 - accuracy: 0.5125 - top-5-accuracy: 0.7969
+
+
+```
+
+```
+
+16/40 [===========>..................] - ETA: 1s - loss: 1.9196 - accuracy: 0.5144 - top-5-accuracy: 0.7983
+
+
+```
+
+```
+
+17/40 [===========>..................] - ETA: 1s - loss: 1.9202 - accuracy: 0.5145 - top-5-accuracy: 0.7985
+
+
+```
+
+```
+
+18/40 [============>.................] - ETA: 1s - loss: 1.9198 - accuracy: 0.5150 - top-5-accuracy: 0.7990
+
+
+```
+
+```
+
+19/40 [=============>................] - ETA: 1s - loss: 1.9361 - accuracy: 0.5142 - top-5-accuracy: 0.7967
+
+
+```
+
+```
+
+20/40 [==============>...............] - ETA: 1s - loss: 1.9350 - accuracy: 0.5146 - top-5-accuracy: 0.7965
+
+
+```
+
+```
+
+21/40 [==============>...............] - ETA: 0s - loss: 1.9266 - accuracy: 0.5162 - top-5-accuracy: 0.7982
+
+
+```
+
+```
+
+22/40 [===============>..............] - ETA: 0s - loss: 1.9305 - accuracy: 0.5151 - top-5-accuracy: 0.7962
+
+
+```
+
+```
+
+23/40 [================>.............] - ETA: 0s - loss: 1.9260 - accuracy: 0.5153 - top-5-accuracy: 0.7976
+
+
+```
+
+```
+
+24/40 [=================>............] - ETA: 0s - loss: 1.9296 - accuracy: 0.5146 - top-5-accuracy: 0.7975
+
+
+```
+
+```
+
+25/40 [=================>............] - ETA: 0s - loss: 1.9315 - accuracy: 0.5131 - top-5-accuracy: 0.7972
+
+
+```
+
+```
+
+26/40 [==================>...........] - ETA: 0s - loss: 1.9331 - accuracy: 0.5138 - top-5-accuracy: 0.7967
+
+
+```
+
+```
+
+27/40 [===================>..........] - ETA: 0s - loss: 1.9262 - accuracy: 0.5149 - top-5-accuracy: 0.7975
+
+
+```
+
+```
+
+28/40 [====================>.........] - ETA: 0s - loss: 1.9317 - accuracy: 0.5135 - top-5-accuracy: 0.7973
+
+
+```
+
+```
+
+29/40 [====================>.........] - ETA: 0s - loss: 1.9364 - accuracy: 0.5127 - top-5-accuracy: 0.7966
+
+
+```
+
+```
+
+30/40 [=====================>........] - ETA: 0s - loss: 1.9335 - accuracy: 0.5133 - top-5-accuracy: 0.7974
+
+
+```
+
+```
+
+31/40 [======================>.......] - ETA: 0s - loss: 1.9400 - accuracy: 0.5121 - top-5-accuracy: 0.7965
+
+
+```
+
+```
+
+32/40 [=======================>......] - ETA: 0s - loss: 1.9466 - accuracy: 0.5107 - top-5-accuracy: 0.7958
+
+
+```
+
+```
+
+33/40 [=======================>......] - ETA: 0s - loss: 1.9351 - accuracy: 0.5120 - top-5-accuracy: 0.7970
+
+
+```
+
+```
+
+34/40 [========================>.....] - ETA: 0s - loss: 1.9278 - accuracy: 0.5125 - top-5-accuracy: 0.7981
+
+
+```
+
+```
+
+35/40 [=========================>....] - ETA: 0s - loss: 1.9295 - accuracy: 0.5132 - top-5-accuracy: 0.7974
+
+
+```
+
+```
+
+36/40 [==========================>...] - ETA: 0s - loss: 1.9315 - accuracy: 0.5124 - top-5-accuracy: 0.7972
+
+
+```
+
+```
+
+37/40 [==========================>...] - ETA: 0s - loss: 1.9367 - accuracy: 0.5110 - top-5-accuracy: 0.7957
+
+
+```
+
+```
+
+38/40 [===========================>..] - ETA: 0s - loss: 1.9268 - accuracy: 0.5131 - top-5-accuracy: 0.7968
+
+
+```
+
+```
+
+39/40 [============================>.] - ETA: 0s - loss: 1.9304 - accuracy: 0.5130 - top-5-accuracy: 0.7962
+
+
+```
+
+```
+
+40/40 [==============================] - 2s 51ms/step - loss: 1.9300 - accuracy: 0.5131 - top-5-accuracy: 0.7962
+
+
+
+```
+Test accuracy: 51.31%
+Test top 5 accuracy: 79.62%
+
+Epoch 1/50
+
+```
+
+
+ 1/176 [..............................] - ETA: 59:51 - loss: 7.9685 - accuracy: 0.0039 - top-5-accuracy: 0.0352
+
+
+```
+
+```
+
+ 2/176 [..............................] - ETA: 30s - loss: 7.4752 - accuracy: 0.0059 - top-5-accuracy: 0.0469
+
+
+```
+
+```
+
+ 3/176 [..............................] - ETA: 30s - loss: 7.1841 - accuracy: 0.0117 - top-5-accuracy: 0.0560
+
+
+```
+
+```
+
+ 4/176 [..............................] - ETA: 29s - loss: 6.9199 - accuracy: 0.0137 - top-5-accuracy: 0.0615
+
+
+```
+
+```
+
+ 5/176 [..............................] - ETA: 29s - loss: 6.6673 - accuracy: 0.0148 - top-5-accuracy: 0.0633
+
+
+```
+
+```
+
+ 6/176 [>.............................] - ETA: 29s - loss: 6.4518 - accuracy: 0.0130 - top-5-accuracy: 0.0612
+
+
+```
+
+```
+
+ 7/176 [>.............................] - ETA: 29s - loss: 6.2898 - accuracy: 0.0128 - top-5-accuracy: 0.0631
+
+
+```
+
+```
+
+ 8/176 [>.............................] - ETA: 29s - loss: 6.1533 - accuracy: 0.0117 - top-5-accuracy: 0.0625
+
+
+```
+
+```
+
+ 9/176 [>.............................] - ETA: 28s - loss: 6.0359 - accuracy: 0.0126 - top-5-accuracy: 0.0616
+
+
+```
+
+```
+
+ 10/176 [>.............................] - ETA: 28s - loss: 5.9236 - accuracy: 0.0137 - top-5-accuracy: 0.0652
+
+
+```
+
+```
+
+ 11/176 [>.............................] - ETA: 28s - loss: 5.8352 - accuracy: 0.0135 - top-5-accuracy: 0.0664
+
+
+```
+
+```
+
+ 12/176 [=>............................] - ETA: 28s - loss: 5.7628 - accuracy: 0.0124 - top-5-accuracy: 0.0651
+
+
+```
+
+```
+
+ 13/176 [=>............................] - ETA: 28s - loss: 5.6896 - accuracy: 0.0126 - top-5-accuracy: 0.0667
+
+
+```
+
+```
+
+ 14/176 [=>............................] - ETA: 28s - loss: 5.6301 - accuracy: 0.0117 - top-5-accuracy: 0.0667
+
+
+```
+
+```
+
+ 15/176 [=>............................] - ETA: 27s - loss: 5.5815 - accuracy: 0.0125 - top-5-accuracy: 0.0667
+
+
+```
+
+```
+
+ 16/176 [=>............................] - ETA: 27s - loss: 5.5313 - accuracy: 0.0129 - top-5-accuracy: 0.0681
+
+
+```
+
+```
+
+ 17/176 [=>............................] - ETA: 27s - loss: 5.4878 - accuracy: 0.0133 - top-5-accuracy: 0.0687
+
+
+```
+
+```
+
+ 18/176 [==>...........................] - ETA: 27s - loss: 5.4481 - accuracy: 0.0137 - top-5-accuracy: 0.0686
+
+
+```
+
+```
+
+ 19/176 [==>...........................] - ETA: 27s - loss: 5.4122 - accuracy: 0.0140 - top-5-accuracy: 0.0693
+
+
+```
+
+```
+
+ 20/176 [==>...........................] - ETA: 27s - loss: 5.3815 - accuracy: 0.0135 - top-5-accuracy: 0.0689
+
+
+```
+
+```
+
+ 21/176 [==>...........................] - ETA: 26s - loss: 5.3518 - accuracy: 0.0136 - top-5-accuracy: 0.0699
+
+
+```
+
+```
+
+ 22/176 [==>...........................] - ETA: 26s - loss: 5.3309 - accuracy: 0.0131 - top-5-accuracy: 0.0680
+
+
+```
+
+```
+
+ 23/176 [==>...........................] - ETA: 26s - loss: 5.3030 - accuracy: 0.0129 - top-5-accuracy: 0.0674
+
+
+```
+
+```
+
+ 24/176 [===>..........................] - ETA: 26s - loss: 5.2754 - accuracy: 0.0130 - top-5-accuracy: 0.0679
+
+
+```
+
+```
+
+ 25/176 [===>..........................] - ETA: 26s - loss: 5.2546 - accuracy: 0.0128 - top-5-accuracy: 0.0675
+
+
+```
+
+```
+
+ 26/176 [===>..........................] - ETA: 25s - loss: 5.2333 - accuracy: 0.0134 - top-5-accuracy: 0.0687
+
+
+```
+
+```
+
+ 27/176 [===>..........................] - ETA: 25s - loss: 5.2138 - accuracy: 0.0139 - top-5-accuracy: 0.0692
+
+
+```
+
+```
+
+ 28/176 [===>..........................] - ETA: 25s - loss: 5.1920 - accuracy: 0.0140 - top-5-accuracy: 0.0703
+
+
+```
+
+```
+
+ 29/176 [===>..........................] - ETA: 25s - loss: 5.1714 - accuracy: 0.0145 - top-5-accuracy: 0.0713
+
+
+```
+
+```
+
+ 30/176 [====>.........................] - ETA: 25s - loss: 5.1567 - accuracy: 0.0146 - top-5-accuracy: 0.0710
+
+
+```
+
+```
+
+ 31/176 [====>.........................] - ETA: 25s - loss: 5.1395 - accuracy: 0.0151 - top-5-accuracy: 0.0723
+
+
+```
+
+```
+
+ 32/176 [====>.........................] - ETA: 24s - loss: 5.1240 - accuracy: 0.0151 - top-5-accuracy: 0.0729
+
+
+```
+
+```
+
+ 33/176 [====>.........................] - ETA: 24s - loss: 5.1083 - accuracy: 0.0154 - top-5-accuracy: 0.0735
+
+
+```
+
+```
+
+ 34/176 [====>.........................] - ETA: 24s - loss: 5.0933 - accuracy: 0.0154 - top-5-accuracy: 0.0746
+
+
+```
+
+```
+
+ 35/176 [====>.........................] - ETA: 24s - loss: 5.0807 - accuracy: 0.0154 - top-5-accuracy: 0.0748
+
+
+```
+
+```
+
+ 36/176 [=====>........................] - ETA: 24s - loss: 5.0686 - accuracy: 0.0152 - top-5-accuracy: 0.0742
+
+
+```
+
+```
+
+ 37/176 [=====>........................] - ETA: 24s - loss: 5.0564 - accuracy: 0.0155 - top-5-accuracy: 0.0745
+
+
+```
+
+```
+
+ 38/176 [=====>........................] - ETA: 23s - loss: 5.0446 - accuracy: 0.0161 - top-5-accuracy: 0.0753
+
+
+```
+
+```
+
+ 39/176 [=====>........................] - ETA: 23s - loss: 5.0325 - accuracy: 0.0163 - top-5-accuracy: 0.0759
+
+
+```
+
+```
+
+ 40/176 [=====>........................] - ETA: 23s - loss: 5.0205 - accuracy: 0.0168 - top-5-accuracy: 0.0778
+
+
+```
+
+```
+
+ 41/176 [=====>........................] - ETA: 23s - loss: 5.0119 - accuracy: 0.0167 - top-5-accuracy: 0.0784
+
+
+```
+
+```
+
+ 42/176 [======>.......................] - ETA: 23s - loss: 5.0013 - accuracy: 0.0170 - top-5-accuracy: 0.0786
+
+
+```
+
+```
+
+ 43/176 [======>.......................] - ETA: 23s - loss: 4.9907 - accuracy: 0.0171 - top-5-accuracy: 0.0793
+
+
+```
+
+```
+
+ 44/176 [======>.......................] - ETA: 22s - loss: 4.9813 - accuracy: 0.0171 - top-5-accuracy: 0.0795
+
+
+```
+
+```
+
+ 45/176 [======>.......................] - ETA: 22s - loss: 4.9726 - accuracy: 0.0173 - top-5-accuracy: 0.0800
+
+
+```
+
+```
+
+ 46/176 [======>.......................] - ETA: 22s - loss: 4.9643 - accuracy: 0.0173 - top-5-accuracy: 0.0804
+
+
+```
+
+```
+
+ 47/176 [=======>......................] - ETA: 22s - loss: 4.9549 - accuracy: 0.0177 - top-5-accuracy: 0.0811
+
+
+```
+
+```
+
+ 48/176 [=======>......................] - ETA: 22s - loss: 4.9463 - accuracy: 0.0181 - top-5-accuracy: 0.0820
+
+
+```
+
+```
+
+ 49/176 [=======>......................] - ETA: 21s - loss: 4.9391 - accuracy: 0.0181 - top-5-accuracy: 0.0824
+
+
+```
+
+```
+
+ 50/176 [=======>......................] - ETA: 21s - loss: 4.9298 - accuracy: 0.0181 - top-5-accuracy: 0.0829
+
+
+```
+
+```
+
+ 51/176 [=======>......................] - ETA: 21s - loss: 4.9200 - accuracy: 0.0188 - top-5-accuracy: 0.0842
+
+
+```
+
+```
+
+ 52/176 [=======>......................] - ETA: 21s - loss: 4.9133 - accuracy: 0.0189 - top-5-accuracy: 0.0844
+
+
+```
+
+```
+
+ 53/176 [========>.....................] - ETA: 21s - loss: 4.9058 - accuracy: 0.0192 - top-5-accuracy: 0.0848
+
+
+```
+
+```
+
+ 54/176 [========>.....................] - ETA: 21s - loss: 4.8986 - accuracy: 0.0194 - top-5-accuracy: 0.0853
+
+
+```
+
+```
+
+ 55/176 [========>.....................] - ETA: 20s - loss: 4.8908 - accuracy: 0.0197 - top-5-accuracy: 0.0858
+
+
+```
+
+```
+
+ 56/176 [========>.....................] - ETA: 20s - loss: 4.8864 - accuracy: 0.0199 - top-5-accuracy: 0.0868
+
+
+```
+
+```
+
+ 57/176 [========>.....................] - ETA: 20s - loss: 4.8787 - accuracy: 0.0202 - top-5-accuracy: 0.0877
+
+
+```
+
+```
+
+ 58/176 [========>.....................] - ETA: 20s - loss: 4.8732 - accuracy: 0.0203 - top-5-accuracy: 0.0879
+
+
+```
+
+```
+
+ 59/176 [=========>....................] - ETA: 20s - loss: 4.8675 - accuracy: 0.0204 - top-5-accuracy: 0.0889
+
+
+```
+
+```
+
+ 60/176 [=========>....................] - ETA: 20s - loss: 4.8608 - accuracy: 0.0207 - top-5-accuracy: 0.0897
+
+
+```
+
+```
+
+ 61/176 [=========>....................] - ETA: 19s - loss: 4.8542 - accuracy: 0.0208 - top-5-accuracy: 0.0905
+
+
+```
+
+```
+
+ 62/176 [=========>....................] - ETA: 19s - loss: 4.8496 - accuracy: 0.0208 - top-5-accuracy: 0.0907
+
+
+```
+
+```
+
+ 63/176 [=========>....................] - ETA: 19s - loss: 4.8439 - accuracy: 0.0211 - top-5-accuracy: 0.0910
+
+
+```
+
+```
+
+ 64/176 [=========>....................] - ETA: 19s - loss: 4.8389 - accuracy: 0.0214 - top-5-accuracy: 0.0914
+
+
+```
+
+```
+
+ 65/176 [==========>...................] - ETA: 19s - loss: 4.8343 - accuracy: 0.0213 - top-5-accuracy: 0.0913
+
+
+```
+
+```
+
+ 66/176 [==========>...................] - ETA: 19s - loss: 4.8282 - accuracy: 0.0214 - top-5-accuracy: 0.0921
+
+
+```
+
+```
+
+ 67/176 [==========>...................] - ETA: 18s - loss: 4.8227 - accuracy: 0.0217 - top-5-accuracy: 0.0928
+
+
+```
+
+```
+
+ 68/176 [==========>...................] - ETA: 18s - loss: 4.8172 - accuracy: 0.0223 - top-5-accuracy: 0.0939
+
+
+```
+
+```
+
+ 69/176 [==========>...................] - ETA: 18s - loss: 4.8144 - accuracy: 0.0222 - top-5-accuracy: 0.0941
+
+
+```
+
+```
+
+ 70/176 [==========>...................] - ETA: 18s - loss: 4.8103 - accuracy: 0.0224 - top-5-accuracy: 0.0944
+
+
+```
+
+```
+
+ 71/176 [===========>..................] - ETA: 18s - loss: 4.8050 - accuracy: 0.0228 - top-5-accuracy: 0.0952
+
+
+```
+
+```
+
+ 72/176 [===========>..................] - ETA: 17s - loss: 4.8010 - accuracy: 0.0229 - top-5-accuracy: 0.0955
+
+
+```
+
+```
+
+ 73/176 [===========>..................] - ETA: 17s - loss: 4.7956 - accuracy: 0.0232 - top-5-accuracy: 0.0960
+
+
+```
+
+```
+
+ 74/176 [===========>..................] - ETA: 17s - loss: 4.7914 - accuracy: 0.0235 - top-5-accuracy: 0.0968
+
+
+```
+
+```
+
+ 75/176 [===========>..................] - ETA: 17s - loss: 4.7857 - accuracy: 0.0237 - top-5-accuracy: 0.0976
+
+
+```
+
+```
+
+ 76/176 [===========>..................] - ETA: 17s - loss: 4.7821 - accuracy: 0.0238 - top-5-accuracy: 0.0977
+
+
+```
+
+```
+
+ 77/176 [============>.................] - ETA: 17s - loss: 4.7775 - accuracy: 0.0241 - top-5-accuracy: 0.0980
+
+
+```
+
+```
+
+ 78/176 [============>.................] - ETA: 16s - loss: 4.7736 - accuracy: 0.0244 - top-5-accuracy: 0.0986
+
+
+```
+
+```
+
+ 79/176 [============>.................] - ETA: 16s - loss: 4.7689 - accuracy: 0.0248 - top-5-accuracy: 0.0991
+
+
+```
+
+```
+
+ 80/176 [============>.................] - ETA: 16s - loss: 4.7644 - accuracy: 0.0250 - top-5-accuracy: 0.0999
+
+
+```
+
+```
+
+ 81/176 [============>.................] - ETA: 16s - loss: 4.7612 - accuracy: 0.0252 - top-5-accuracy: 0.1003
+
+
+```
+
+```
+
+ 82/176 [============>.................] - ETA: 16s - loss: 4.7565 - accuracy: 0.0253 - top-5-accuracy: 0.1012
+
+
+```
+
+```
+
+ 83/176 [=============>................] - ETA: 16s - loss: 4.7521 - accuracy: 0.0255 - top-5-accuracy: 0.1019
+
+
+```
+
+```
+
+ 84/176 [=============>................] - ETA: 15s - loss: 4.7486 - accuracy: 0.0255 - top-5-accuracy: 0.1020
+
+
+```
+
+```
+
+ 85/176 [=============>................] - ETA: 15s - loss: 4.7451 - accuracy: 0.0256 - top-5-accuracy: 0.1023
+
+
+```
+
+```
+
+ 86/176 [=============>................] - ETA: 15s - loss: 4.7417 - accuracy: 0.0257 - top-5-accuracy: 0.1027
+
+
+```
+
+```
+
+ 87/176 [=============>................] - ETA: 15s - loss: 4.7381 - accuracy: 0.0258 - top-5-accuracy: 0.1031
+
+
+```
+
+```
+
+ 88/176 [==============>...............] - ETA: 15s - loss: 4.7351 - accuracy: 0.0257 - top-5-accuracy: 0.1036
+
+
+```
+
+```
+
+ 89/176 [==============>...............] - ETA: 15s - loss: 4.7315 - accuracy: 0.0259 - top-5-accuracy: 0.1042
+
+
+```
+
+```
+
+ 90/176 [==============>...............] - ETA: 14s - loss: 4.7285 - accuracy: 0.0260 - top-5-accuracy: 0.1044
+
+
+```
+
+```
+
+ 91/176 [==============>...............] - ETA: 14s - loss: 4.7251 - accuracy: 0.0262 - top-5-accuracy: 0.1049
+
+
+```
+
+```
+
+ 92/176 [==============>...............] - ETA: 14s - loss: 4.7207 - accuracy: 0.0262 - top-5-accuracy: 0.1055
+
+
+```
+
+```
+
+ 93/176 [==============>...............] - ETA: 14s - loss: 4.7168 - accuracy: 0.0263 - top-5-accuracy: 0.1061
+
+
+```
+
+```
+
+ 94/176 [===============>..............] - ETA: 14s - loss: 4.7143 - accuracy: 0.0265 - top-5-accuracy: 0.1062
+
+
+```
+
+```
+
+ 95/176 [===============>..............] - ETA: 14s - loss: 4.7099 - accuracy: 0.0267 - top-5-accuracy: 0.1072
+
+
+```
+
+```
+
+ 96/176 [===============>..............] - ETA: 13s - loss: 4.7066 - accuracy: 0.0270 - top-5-accuracy: 0.1075
+
+
+```
+
+```
+
+ 97/176 [===============>..............] - ETA: 13s - loss: 4.7033 - accuracy: 0.0272 - top-5-accuracy: 0.1082
+
+
+```
+
+```
+
+ 98/176 [===============>..............] - ETA: 13s - loss: 4.7003 - accuracy: 0.0271 - top-5-accuracy: 0.1087
+
+
+```
+
+```
+
+ 99/176 [===============>..............] - ETA: 13s - loss: 4.6968 - accuracy: 0.0272 - top-5-accuracy: 0.1099
+
+
+```
+
+```
+
+100/176 [================>.............] - ETA: 13s - loss: 4.6945 - accuracy: 0.0272 - top-5-accuracy: 0.1101
+
+
+```
+
+```
+
+101/176 [================>.............] - ETA: 12s - loss: 4.6916 - accuracy: 0.0272 - top-5-accuracy: 0.1105
+
+
+```
+
+```
+
+102/176 [================>.............] - ETA: 12s - loss: 4.6879 - accuracy: 0.0273 - top-5-accuracy: 0.1110
+
+
+```
+
+```
+
+103/176 [================>.............] - ETA: 12s - loss: 4.6851 - accuracy: 0.0275 - top-5-accuracy: 0.1112
+
+
+```
+
+```
+
+104/176 [================>.............] - ETA: 12s - loss: 4.6820 - accuracy: 0.0278 - top-5-accuracy: 0.1115
+
+
+```
+
+```
+
+105/176 [================>.............] - ETA: 12s - loss: 4.6790 - accuracy: 0.0281 - top-5-accuracy: 0.1120
+
+
+```
+
+```
+
+106/176 [=================>............] - ETA: 12s - loss: 4.6762 - accuracy: 0.0282 - top-5-accuracy: 0.1123
+
+
+```
+
+```
+
+107/176 [=================>............] - ETA: 11s - loss: 4.6723 - accuracy: 0.0282 - top-5-accuracy: 0.1131
+
+
+```
+
+```
+
+108/176 [=================>............] - ETA: 11s - loss: 4.6693 - accuracy: 0.0284 - top-5-accuracy: 0.1139
+
+
+```
+
+```
+
+109/176 [=================>............] - ETA: 11s - loss: 4.6665 - accuracy: 0.0287 - top-5-accuracy: 0.1143
+
+
+```
+
+```
+
+110/176 [=================>............] - ETA: 11s - loss: 4.6642 - accuracy: 0.0287 - top-5-accuracy: 0.1148
+
+
+```
+
+```
+
+111/176 [=================>............] - ETA: 11s - loss: 4.6612 - accuracy: 0.0289 - top-5-accuracy: 0.1156
+
+
+```
+
+```
+
+112/176 [==================>...........] - ETA: 11s - loss: 4.6584 - accuracy: 0.0291 - top-5-accuracy: 0.1162
+
+
+```
+
+```
+
+113/176 [==================>...........] - ETA: 10s - loss: 4.6556 - accuracy: 0.0291 - top-5-accuracy: 0.1166
+
+
+```
+
+```
+
+114/176 [==================>...........] - ETA: 10s - loss: 4.6524 - accuracy: 0.0294 - top-5-accuracy: 0.1174
+
+
+```
+
+```
+
+115/176 [==================>...........] - ETA: 10s - loss: 4.6499 - accuracy: 0.0294 - top-5-accuracy: 0.1177
+
+
+```
+
+```
+
+116/176 [==================>...........] - ETA: 10s - loss: 4.6475 - accuracy: 0.0297 - top-5-accuracy: 0.1183
+
+
+```
+
+```
+
+117/176 [==================>...........] - ETA: 10s - loss: 4.6443 - accuracy: 0.0299 - top-5-accuracy: 0.1190
+
+
+```
+
+```
+
+118/176 [===================>..........] - ETA: 10s - loss: 4.6412 - accuracy: 0.0300 - top-5-accuracy: 0.1196
+
+
+```
+
+```
+
+119/176 [===================>..........] - ETA: 9s - loss: 4.6389 - accuracy: 0.0301 - top-5-accuracy: 0.1200
+
+
+```
+
+```
+
+120/176 [===================>..........] - ETA: 9s - loss: 4.6369 - accuracy: 0.0303 - top-5-accuracy: 0.1206
+
+
+```
+
+```
+
+121/176 [===================>..........] - ETA: 9s - loss: 4.6332 - accuracy: 0.0304 - top-5-accuracy: 0.1214
+
+
+```
+
+```
+
+122/176 [===================>..........] - ETA: 9s - loss: 4.6305 - accuracy: 0.0306 - top-5-accuracy: 0.1218
+
+
+```
+
+```
+
+123/176 [===================>..........] - ETA: 9s - loss: 4.6285 - accuracy: 0.0306 - top-5-accuracy: 0.1220
+
+
+```
+
+```
+
+124/176 [====================>.........] - ETA: 8s - loss: 4.6265 - accuracy: 0.0307 - top-5-accuracy: 0.1221
+
+
+```
+
+```
+
+125/176 [====================>.........] - ETA: 8s - loss: 4.6246 - accuracy: 0.0309 - top-5-accuracy: 0.1224
+
+
+```
+
+```
+
+126/176 [====================>.........] - ETA: 8s - loss: 4.6219 - accuracy: 0.0311 - top-5-accuracy: 0.1227
+
+
+```
+
+```
+
+127/176 [====================>.........] - ETA: 8s - loss: 4.6197 - accuracy: 0.0311 - top-5-accuracy: 0.1231
+
+
+```
+
+```
+
+128/176 [====================>.........] - ETA: 8s - loss: 4.6174 - accuracy: 0.0314 - top-5-accuracy: 0.1235
+
+
+```
+
+```
+
+129/176 [====================>.........] - ETA: 8s - loss: 4.6147 - accuracy: 0.0316 - top-5-accuracy: 0.1239
+
+
+```
+
+```
+
+130/176 [=====================>........] - ETA: 7s - loss: 4.6121 - accuracy: 0.0317 - top-5-accuracy: 0.1245
+
+
+```
+
+```
+
+131/176 [=====================>........] - ETA: 7s - loss: 4.6100 - accuracy: 0.0318 - top-5-accuracy: 0.1249
+
+
+```
+
+```
+
+132/176 [=====================>........] - ETA: 7s - loss: 4.6069 - accuracy: 0.0320 - top-5-accuracy: 0.1257
+
+
+```
+
+```
+
+133/176 [=====================>........] - ETA: 7s - loss: 4.6038 - accuracy: 0.0325 - top-5-accuracy: 0.1264
+
+
+```
+
+```
+
+134/176 [=====================>........] - ETA: 7s - loss: 4.6014 - accuracy: 0.0328 - top-5-accuracy: 0.1268
+
+
+```
+
+```
+
+135/176 [======================>.......] - ETA: 7s - loss: 4.5992 - accuracy: 0.0330 - top-5-accuracy: 0.1271
+
+
+```
+
+```
+
+136/176 [======================>.......] - ETA: 6s - loss: 4.5962 - accuracy: 0.0331 - top-5-accuracy: 0.1276
+
+
+```
+
+```
+
+137/176 [======================>.......] - ETA: 6s - loss: 4.5936 - accuracy: 0.0334 - top-5-accuracy: 0.1283
+
+
+```
+
+```
+
+138/176 [======================>.......] - ETA: 6s - loss: 4.5907 - accuracy: 0.0335 - top-5-accuracy: 0.1289
+
+
+```
+
+```
+
+139/176 [======================>.......] - ETA: 6s - loss: 4.5884 - accuracy: 0.0336 - top-5-accuracy: 0.1292
+
+
+```
+
+```
+
+140/176 [======================>.......] - ETA: 6s - loss: 4.5860 - accuracy: 0.0337 - top-5-accuracy: 0.1296
+
+
+```
+
+```
+
+141/176 [=======================>......] - ETA: 6s - loss: 4.5834 - accuracy: 0.0338 - top-5-accuracy: 0.1304
+
+
+```
+
+```
+
+142/176 [=======================>......] - ETA: 5s - loss: 4.5813 - accuracy: 0.0339 - top-5-accuracy: 0.1308
+
+
+```
+
+```
+
+143/176 [=======================>......] - ETA: 5s - loss: 4.5791 - accuracy: 0.0343 - top-5-accuracy: 0.1315
+
+
+```
+
+```
+
+144/176 [=======================>......] - ETA: 5s - loss: 4.5769 - accuracy: 0.0345 - top-5-accuracy: 0.1322
+
+
+```
+
+```
+
+145/176 [=======================>......] - ETA: 5s - loss: 4.5744 - accuracy: 0.0347 - top-5-accuracy: 0.1325
+
+
+```
+
+```
+
+146/176 [=======================>......] - ETA: 5s - loss: 4.5724 - accuracy: 0.0349 - top-5-accuracy: 0.1329
+
+
+```
+
+```
+
+147/176 [========================>.....] - ETA: 5s - loss: 4.5701 - accuracy: 0.0351 - top-5-accuracy: 0.1333
+
+
+```
+
+```
+
+148/176 [========================>.....] - ETA: 4s - loss: 4.5666 - accuracy: 0.0355 - top-5-accuracy: 0.1341
+
+
+```
+
+```
+
+149/176 [========================>.....] - ETA: 4s - loss: 4.5641 - accuracy: 0.0357 - top-5-accuracy: 0.1348
+
+
+```
+
+```
+
+150/176 [========================>.....] - ETA: 4s - loss: 4.5612 - accuracy: 0.0360 - top-5-accuracy: 0.1357
+
+
+```
+
+```
+
+151/176 [========================>.....] - ETA: 4s - loss: 4.5583 - accuracy: 0.0363 - top-5-accuracy: 0.1362
+
+
+```
+
+```
+
+152/176 [========================>.....] - ETA: 4s - loss: 4.5564 - accuracy: 0.0364 - top-5-accuracy: 0.1366
+
+
+```
+
+```
+
+153/176 [=========================>....] - ETA: 3s - loss: 4.5551 - accuracy: 0.0366 - top-5-accuracy: 0.1370
+
+
+```
+
+```
+
+154/176 [=========================>....] - ETA: 3s - loss: 4.5526 - accuracy: 0.0367 - top-5-accuracy: 0.1374
+
+
+```
+
+```
+
+155/176 [=========================>....] - ETA: 3s - loss: 4.5510 - accuracy: 0.0366 - top-5-accuracy: 0.1376
+
+
+```
+
+```
+
+156/176 [=========================>....] - ETA: 3s - loss: 4.5483 - accuracy: 0.0368 - top-5-accuracy: 0.1380
+
+
+```
+
+```
+
+157/176 [=========================>....] - ETA: 3s - loss: 4.5459 - accuracy: 0.0369 - top-5-accuracy: 0.1384
+
+
+```
+
+```
+
+158/176 [=========================>....] - ETA: 3s - loss: 4.5435 - accuracy: 0.0369 - top-5-accuracy: 0.1390
+
+
+```
+
+```
+
+159/176 [==========================>...] - ETA: 2s - loss: 4.5404 - accuracy: 0.0372 - top-5-accuracy: 0.1397
+
+
+```
+
+```
+
+160/176 [==========================>...] - ETA: 2s - loss: 4.5380 - accuracy: 0.0375 - top-5-accuracy: 0.1404
+
+
+```
+
+```
+
+161/176 [==========================>...] - ETA: 2s - loss: 4.5358 - accuracy: 0.0375 - top-5-accuracy: 0.1409
+
+
+```
+
+```
+
+162/176 [==========================>...] - ETA: 2s - loss: 4.5330 - accuracy: 0.0378 - top-5-accuracy: 0.1415
+
+
+```
+
+```
+
+163/176 [==========================>...] - ETA: 2s - loss: 4.5310 - accuracy: 0.0381 - top-5-accuracy: 0.1419
+
+
+```
+
+```
+
+164/176 [==========================>...] - ETA: 2s - loss: 4.5292 - accuracy: 0.0382 - top-5-accuracy: 0.1425
+
+
+```
+
+```
+
+165/176 [===========================>..] - ETA: 1s - loss: 4.5269 - accuracy: 0.0383 - top-5-accuracy: 0.1429
+
+
+```
+
+```
+
+166/176 [===========================>..] - ETA: 1s - loss: 4.5258 - accuracy: 0.0384 - top-5-accuracy: 0.1431
+
+
+```
+
+```
+
+167/176 [===========================>..] - ETA: 1s - loss: 4.5237 - accuracy: 0.0385 - top-5-accuracy: 0.1436
+
+
+```
+
+```
+
+168/176 [===========================>..] - ETA: 1s - loss: 4.5221 - accuracy: 0.0387 - top-5-accuracy: 0.1440
+
+
+```
+
+```
+
+169/176 [===========================>..] - ETA: 1s - loss: 4.5192 - accuracy: 0.0390 - top-5-accuracy: 0.1447
+
+
+```
+
+```
+
+170/176 [===========================>..] - ETA: 1s - loss: 4.5175 - accuracy: 0.0390 - top-5-accuracy: 0.1449
+
+
+```
+
+```
+
+171/176 [============================>.] - ETA: 0s - loss: 4.5153 - accuracy: 0.0392 - top-5-accuracy: 0.1457
+
+
+```
+
+```
+
+172/176 [============================>.] - ETA: 0s - loss: 4.5134 - accuracy: 0.0392 - top-5-accuracy: 0.1460
+
+
+```
+
+```
+
+173/176 [============================>.] - ETA: 0s - loss: 4.5111 - accuracy: 0.0395 - top-5-accuracy: 0.1465
+
+
+```
+
+```
+
+174/176 [============================>.] - ETA: 0s - loss: 4.5087 - accuracy: 0.0398 - top-5-accuracy: 0.1471
+
+
+```
+
+```
+
+175/176 [============================>.] - ETA: 0s - loss: 4.5063 - accuracy: 0.0399 - top-5-accuracy: 0.1477
+
+
+```
+
+```
+
+176/176 [==============================] - ETA: 0s - loss: 4.5047 - accuracy: 0.0400 - top-5-accuracy: 0.1481
+
+
+```
+
+```
+
+176/176 [==============================] - 53s 185ms/step - loss: 4.5047 - accuracy: 0.0400 - top-5-accuracy: 0.1481 - val_loss: 3.9702 - val_accuracy: 0.1088 - val_top-5-accuracy: 0.3140
+
+
+
+```
+Epoch 2/50
+
+```
+
+
+ 1/176 [..............................] - ETA: 30s - loss: 4.1809 - accuracy: 0.0625 - top-5-accuracy: 0.1680
+
+
+```
+
+```
+
+ 2/176 [..............................] - ETA: 30s - loss: 4.1422 - accuracy: 0.0664 - top-5-accuracy: 0.1895
+
+
+```
+
+```
+
+ 3/176 [..............................] - ETA: 29s - loss: 4.1523 - accuracy: 0.0716 - top-5-accuracy: 0.2005
+
+
+```
+
+```
+
+ 4/176 [..............................] - ETA: 29s - loss: 4.1226 - accuracy: 0.0752 - top-5-accuracy: 0.2148
+
+
+```
+
+```
+
+ 5/176 [..............................] - ETA: 29s - loss: 4.1474 - accuracy: 0.0719 - top-5-accuracy: 0.2148
+
+
+```
+
+```
+
+ 6/176 [>.............................] - ETA: 29s - loss: 4.1576 - accuracy: 0.0697 - top-5-accuracy: 0.2155
+
+
+```
+
+```
+
+ 7/176 [>.............................] - ETA: 29s - loss: 4.1709 - accuracy: 0.0686 - top-5-accuracy: 0.2143
+
+
+```
+
+```
+
+ 8/176 [>.............................] - ETA: 29s - loss: 4.1599 - accuracy: 0.0664 - top-5-accuracy: 0.2192
+
+
+```
+
+```
+
+ 9/176 [>.............................] - ETA: 28s - loss: 4.1657 - accuracy: 0.0681 - top-5-accuracy: 0.2166
+
+
+```
+
+```
+
+ 10/176 [>.............................] - ETA: 28s - loss: 4.1705 - accuracy: 0.0668 - top-5-accuracy: 0.2148
+
+
+```
+
+```
+
+ 11/176 [>.............................] - ETA: 28s - loss: 4.1667 - accuracy: 0.0685 - top-5-accuracy: 0.2127
+
+
+```
+
+```
+
+ 12/176 [=>............................] - ETA: 28s - loss: 4.1622 - accuracy: 0.0680 - top-5-accuracy: 0.2132
+
+
+```
+
+```
+
+ 13/176 [=>............................] - ETA: 28s - loss: 4.1526 - accuracy: 0.0688 - top-5-accuracy: 0.2181
+
+
+```
+
+```
+
+ 14/176 [=>............................] - ETA: 27s - loss: 4.1574 - accuracy: 0.0681 - top-5-accuracy: 0.2162
+
+
+```
+
+```
+
+ 15/176 [=>............................] - ETA: 27s - loss: 4.1536 - accuracy: 0.0695 - top-5-accuracy: 0.2190
+
+
+```
+
+```
+
+ 16/176 [=>............................] - ETA: 27s - loss: 4.1463 - accuracy: 0.0742 - top-5-accuracy: 0.2227
+
+
+```
+
+```
+
+ 17/176 [=>............................] - ETA: 27s - loss: 4.1478 - accuracy: 0.0733 - top-5-accuracy: 0.2222
+
+
+```
+
+```
+
+ 18/176 [==>...........................] - ETA: 27s - loss: 4.1452 - accuracy: 0.0729 - top-5-accuracy: 0.2227
+
+
+```
+
+```
+
+ 19/176 [==>...........................] - ETA: 27s - loss: 4.1363 - accuracy: 0.0738 - top-5-accuracy: 0.2262
+
+
+```
+
+```
+
+ 20/176 [==>...........................] - ETA: 26s - loss: 4.1307 - accuracy: 0.0736 - top-5-accuracy: 0.2283
+
+
+```
+
+```
+
+ 21/176 [==>...........................] - ETA: 26s - loss: 4.1369 - accuracy: 0.0742 - top-5-accuracy: 0.2282
+
+
+```
+
+```
+
+ 22/176 [==>...........................] - ETA: 26s - loss: 4.1382 - accuracy: 0.0733 - top-5-accuracy: 0.2266
+
+
+```
+
+```
+
+ 23/176 [==>...........................] - ETA: 26s - loss: 4.1368 - accuracy: 0.0729 - top-5-accuracy: 0.2266
+
+
+```
+
+```
+
+ 24/176 [===>..........................] - ETA: 26s - loss: 4.1346 - accuracy: 0.0721 - top-5-accuracy: 0.2267
+
+
+```
+
+```
+
+ 25/176 [===>..........................] - ETA: 26s - loss: 4.1315 - accuracy: 0.0731 - top-5-accuracy: 0.2272
+
+
+```
+
+```
+
+ 26/176 [===>..........................] - ETA: 25s - loss: 4.1274 - accuracy: 0.0742 - top-5-accuracy: 0.2293
+
+
+```
+
+```
+
+ 27/176 [===>..........................] - ETA: 25s - loss: 4.1246 - accuracy: 0.0739 - top-5-accuracy: 0.2303
+
+
+```
+
+```
+
+ 28/176 [===>..........................] - ETA: 25s - loss: 4.1219 - accuracy: 0.0746 - top-5-accuracy: 0.2316
+
+
+```
+
+```
+
+ 29/176 [===>..........................] - ETA: 25s - loss: 4.1205 - accuracy: 0.0738 - top-5-accuracy: 0.2326
+
+
+```
+
+```
+
+ 30/176 [====>.........................] - ETA: 25s - loss: 4.1196 - accuracy: 0.0749 - top-5-accuracy: 0.2337
+
+
+```
+
+```
+
+ 31/176 [====>.........................] - ETA: 25s - loss: 4.1176 - accuracy: 0.0748 - top-5-accuracy: 0.2354
+
+
+```
+
+```
+
+ 32/176 [====>.........................] - ETA: 24s - loss: 4.1190 - accuracy: 0.0746 - top-5-accuracy: 0.2349
+
+
+```
+
+```
+
+ 33/176 [====>.........................] - ETA: 24s - loss: 4.1160 - accuracy: 0.0752 - top-5-accuracy: 0.2357
+
+
+```
+
+```
+
+ 34/176 [====>.........................] - ETA: 24s - loss: 4.1129 - accuracy: 0.0758 - top-5-accuracy: 0.2361
+
+
+```
+
+```
+
+ 35/176 [====>.........................] - ETA: 24s - loss: 4.1141 - accuracy: 0.0748 - top-5-accuracy: 0.2365
+
+
+```
+
+```
+
+ 36/176 [=====>........................] - ETA: 24s - loss: 4.1110 - accuracy: 0.0752 - top-5-accuracy: 0.2376
+
+
+```
+
+```
+
+ 37/176 [=====>........................] - ETA: 24s - loss: 4.1105 - accuracy: 0.0751 - top-5-accuracy: 0.2374
+
+
+```
+
+```
+
+ 38/176 [=====>........................] - ETA: 23s - loss: 4.1121 - accuracy: 0.0749 - top-5-accuracy: 0.2373
+
+
+```
+
+```
+
+ 39/176 [=====>........................] - ETA: 23s - loss: 4.1116 - accuracy: 0.0755 - top-5-accuracy: 0.2379
+
+
+```
+
+```
+
+ 40/176 [=====>........................] - ETA: 23s - loss: 4.1108 - accuracy: 0.0759 - top-5-accuracy: 0.2386
+
+
+```
+
+```
+
+ 41/176 [=====>........................] - ETA: 23s - loss: 4.1079 - accuracy: 0.0764 - top-5-accuracy: 0.2400
+
+
+```
+
+```
+
+ 42/176 [======>.......................] - ETA: 23s - loss: 4.1064 - accuracy: 0.0767 - top-5-accuracy: 0.2400
+
+
+```
+
+```
+
+ 43/176 [======>.......................] - ETA: 22s - loss: 4.1057 - accuracy: 0.0769 - top-5-accuracy: 0.2406
+
+
+```
+
+```
+
+ 44/176 [======>.......................] - ETA: 22s - loss: 4.1042 - accuracy: 0.0771 - top-5-accuracy: 0.2409
+
+
+```
+
+```
+
+ 45/176 [======>.......................] - ETA: 22s - loss: 4.1025 - accuracy: 0.0776 - top-5-accuracy: 0.2411
+
+
+```
+
+```
+
+ 46/176 [======>.......................] - ETA: 22s - loss: 4.1031 - accuracy: 0.0775 - top-5-accuracy: 0.2405
+
+
+```
+
+```
+
+ 47/176 [=======>......................] - ETA: 22s - loss: 4.1023 - accuracy: 0.0779 - top-5-accuracy: 0.2410
+
+
+```
+
+```
+
+ 48/176 [=======>......................] - ETA: 22s - loss: 4.1015 - accuracy: 0.0776 - top-5-accuracy: 0.2417
+
+
+```
+
+```
+
+ 49/176 [=======>......................] - ETA: 21s - loss: 4.0991 - accuracy: 0.0779 - top-5-accuracy: 0.2418
+
+
+```
+
+```
+
+ 50/176 [=======>......................] - ETA: 21s - loss: 4.0987 - accuracy: 0.0782 - top-5-accuracy: 0.2422
+
+
+```
+
+```
+
+ 51/176 [=======>......................] - ETA: 21s - loss: 4.0956 - accuracy: 0.0787 - top-5-accuracy: 0.2432
+
+
+```
+
+```
+
+ 52/176 [=======>......................] - ETA: 21s - loss: 4.0947 - accuracy: 0.0784 - top-5-accuracy: 0.2435
+
+
+```
+
+```
+
+ 53/176 [========>.....................] - ETA: 21s - loss: 4.0975 - accuracy: 0.0783 - top-5-accuracy: 0.2434
+
+
+```
+
+```
+
+ 54/176 [========>.....................] - ETA: 21s - loss: 4.0963 - accuracy: 0.0783 - top-5-accuracy: 0.2441
+
+
+```
+
+```
+
+ 55/176 [========>.....................] - ETA: 20s - loss: 4.0949 - accuracy: 0.0788 - top-5-accuracy: 0.2447
+
+
+```
+
+```
+
+ 56/176 [========>.....................] - ETA: 20s - loss: 4.0948 - accuracy: 0.0789 - top-5-accuracy: 0.2443
+
+
+```
+
+```
+
+ 57/176 [========>.....................] - ETA: 20s - loss: 4.0941 - accuracy: 0.0787 - top-5-accuracy: 0.2445
+
+
+```
+
+```
+
+ 58/176 [========>.....................] - ETA: 20s - loss: 4.0939 - accuracy: 0.0791 - top-5-accuracy: 0.2446
+
+
+```
+
+```
+
+ 59/176 [=========>....................] - ETA: 20s - loss: 4.0950 - accuracy: 0.0789 - top-5-accuracy: 0.2441
+
+
+```
+
+```
+
+ 60/176 [=========>....................] - ETA: 20s - loss: 4.0941 - accuracy: 0.0792 - top-5-accuracy: 0.2441
+
+
+```
+
+```
+
+ 61/176 [=========>....................] - ETA: 19s - loss: 4.0944 - accuracy: 0.0790 - top-5-accuracy: 0.2436
+
+
+```
+
+```
+
+ 62/176 [=========>....................] - ETA: 19s - loss: 4.0920 - accuracy: 0.0793 - top-5-accuracy: 0.2443
+
+
+```
+
+```
+
+ 63/176 [=========>....................] - ETA: 19s - loss: 4.0944 - accuracy: 0.0789 - top-5-accuracy: 0.2435
+
+
+```
+
+```
+
+ 64/176 [=========>....................] - ETA: 19s - loss: 4.0942 - accuracy: 0.0788 - top-5-accuracy: 0.2443
+
+
+```
+
+```
+
+ 65/176 [==========>...................] - ETA: 19s - loss: 4.0934 - accuracy: 0.0791 - top-5-accuracy: 0.2447
+
+
+```
+
+```
+
+ 66/176 [==========>...................] - ETA: 19s - loss: 4.0912 - accuracy: 0.0791 - top-5-accuracy: 0.2451
+
+
+```
+
+```
+
+ 67/176 [==========>...................] - ETA: 18s - loss: 4.0909 - accuracy: 0.0790 - top-5-accuracy: 0.2452
+
+
+```
+
+```
+
+ 68/176 [==========>...................] - ETA: 18s - loss: 4.0883 - accuracy: 0.0788 - top-5-accuracy: 0.2462
+
+
+```
+
+```
+
+ 69/176 [==========>...................] - ETA: 18s - loss: 4.0855 - accuracy: 0.0790 - top-5-accuracy: 0.2467
+
+
+```
+
+```
+
+ 70/176 [==========>...................] - ETA: 18s - loss: 4.0855 - accuracy: 0.0790 - top-5-accuracy: 0.2468
+
+
+```
+
+```
+
+ 71/176 [===========>..................] - ETA: 18s - loss: 4.0851 - accuracy: 0.0789 - top-5-accuracy: 0.2471
+
+
+```
+
+```
+
+ 72/176 [===========>..................] - ETA: 17s - loss: 4.0853 - accuracy: 0.0788 - top-5-accuracy: 0.2471
+
+
+```
+
+```
+
+ 73/176 [===========>..................] - ETA: 17s - loss: 4.0840 - accuracy: 0.0789 - top-5-accuracy: 0.2476
+
+
+```
+
+```
+
+ 74/176 [===========>..................] - ETA: 17s - loss: 4.0838 - accuracy: 0.0793 - top-5-accuracy: 0.2481
+
+
+```
+
+```
+
+ 75/176 [===========>..................] - ETA: 17s - loss: 4.0837 - accuracy: 0.0793 - top-5-accuracy: 0.2483
+
+
+```
+
+```
+
+ 76/176 [===========>..................] - ETA: 17s - loss: 4.0820 - accuracy: 0.0794 - top-5-accuracy: 0.2488
+
+
+```
+
+```
+
+ 77/176 [============>.................] - ETA: 17s - loss: 4.0809 - accuracy: 0.0792 - top-5-accuracy: 0.2489
+
+
+```
+
+```
+
+ 78/176 [============>.................] - ETA: 16s - loss: 4.0776 - accuracy: 0.0799 - top-5-accuracy: 0.2499
+
+
+```
+
+```
+
+ 79/176 [============>.................] - ETA: 16s - loss: 4.0785 - accuracy: 0.0797 - top-5-accuracy: 0.2496
+
+
+```
+
+```
+
+ 80/176 [============>.................] - ETA: 16s - loss: 4.0781 - accuracy: 0.0796 - top-5-accuracy: 0.2497
+
+
+```
+
+```
+
+ 81/176 [============>.................] - ETA: 16s - loss: 4.0788 - accuracy: 0.0800 - top-5-accuracy: 0.2498
+
+
+```
+
+```
+
+ 82/176 [============>.................] - ETA: 16s - loss: 4.0780 - accuracy: 0.0798 - top-5-accuracy: 0.2499
+
+
+```
+
+```
+
+ 83/176 [=============>................] - ETA: 16s - loss: 4.0768 - accuracy: 0.0801 - top-5-accuracy: 0.2501
+
+
+```
+
+```
+
+ 84/176 [=============>................] - ETA: 15s - loss: 4.0768 - accuracy: 0.0799 - top-5-accuracy: 0.2499
+
+
+```
+
+```
+
+ 85/176 [=============>................] - ETA: 15s - loss: 4.0768 - accuracy: 0.0798 - top-5-accuracy: 0.2497
+
+
+```
+
+```
+
+ 86/176 [=============>................] - ETA: 15s - loss: 4.0749 - accuracy: 0.0802 - top-5-accuracy: 0.2503
+
+
+```
+
+```
+
+ 87/176 [=============>................] - ETA: 15s - loss: 4.0730 - accuracy: 0.0801 - top-5-accuracy: 0.2505
+
+
+```
+
+```
+
+ 88/176 [==============>...............] - ETA: 15s - loss: 4.0721 - accuracy: 0.0803 - top-5-accuracy: 0.2509
+
+
+```
+
+```
+
+ 89/176 [==============>...............] - ETA: 15s - loss: 4.0726 - accuracy: 0.0802 - top-5-accuracy: 0.2508
+
+
+```
+
+```
+
+ 90/176 [==============>...............] - ETA: 14s - loss: 4.0741 - accuracy: 0.0800 - top-5-accuracy: 0.2503
+
+
+```
+
+```
+
+ 91/176 [==============>...............] - ETA: 14s - loss: 4.0720 - accuracy: 0.0803 - top-5-accuracy: 0.2511
+
+
+```
+
+```
+
+ 92/176 [==============>...............] - ETA: 14s - loss: 4.0708 - accuracy: 0.0804 - top-5-accuracy: 0.2516
+
+
+```
+
+```
+
+ 93/176 [==============>...............] - ETA: 14s - loss: 4.0701 - accuracy: 0.0804 - top-5-accuracy: 0.2519
+
+
+```
+
+```
+
+ 94/176 [===============>..............] - ETA: 14s - loss: 4.0685 - accuracy: 0.0805 - top-5-accuracy: 0.2531
+
+
+```
+
+```
+
+ 95/176 [===============>..............] - ETA: 14s - loss: 4.0686 - accuracy: 0.0804 - top-5-accuracy: 0.2532
+
+
+```
+
+```
+
+ 96/176 [===============>..............] - ETA: 13s - loss: 4.0680 - accuracy: 0.0803 - top-5-accuracy: 0.2536
+
+
+```
+
+```
+
+ 97/176 [===============>..............] - ETA: 13s - loss: 4.0671 - accuracy: 0.0804 - top-5-accuracy: 0.2541
+
+
+```
+
+```
+
+ 98/176 [===============>..............] - ETA: 13s - loss: 4.0674 - accuracy: 0.0805 - top-5-accuracy: 0.2544
+
+
+```
+
+```
+
+ 99/176 [===============>..............] - ETA: 13s - loss: 4.0673 - accuracy: 0.0803 - top-5-accuracy: 0.2548
+
+
+```
+
+```
+
+100/176 [================>.............] - ETA: 13s - loss: 4.0655 - accuracy: 0.0805 - top-5-accuracy: 0.2553
+
+
+```
+
+```
+
+101/176 [================>.............] - ETA: 12s - loss: 4.0646 - accuracy: 0.0804 - top-5-accuracy: 0.2554
+
+
+```
+
+```
+
+102/176 [================>.............] - ETA: 12s - loss: 4.0639 - accuracy: 0.0805 - top-5-accuracy: 0.2556
+
+
+```
+
+```
+
+103/176 [================>.............] - ETA: 12s - loss: 4.0638 - accuracy: 0.0805 - top-5-accuracy: 0.2557
+
+
+```
+
+```
+
+104/176 [================>.............] - ETA: 12s - loss: 4.0632 - accuracy: 0.0809 - top-5-accuracy: 0.2561
+
+
+```
+
+```
+
+105/176 [================>.............] - ETA: 12s - loss: 4.0614 - accuracy: 0.0812 - top-5-accuracy: 0.2568
+
+
+```
+
+```
+
+106/176 [=================>............] - ETA: 12s - loss: 4.0604 - accuracy: 0.0812 - top-5-accuracy: 0.2573
+
+
+```
+
+```
+
+107/176 [=================>............] - ETA: 11s - loss: 4.0589 - accuracy: 0.0816 - top-5-accuracy: 0.2576
+
+
+```
+
+```
+
+108/176 [=================>............] - ETA: 11s - loss: 4.0578 - accuracy: 0.0816 - top-5-accuracy: 0.2577
+
+
+```
+
+```
+
+109/176 [=================>............] - ETA: 11s - loss: 4.0579 - accuracy: 0.0816 - top-5-accuracy: 0.2576
+
+
+```
+
+```
+
+110/176 [=================>............] - ETA: 11s - loss: 4.0576 - accuracy: 0.0814 - top-5-accuracy: 0.2576
+
+
+```
+
+```
+
+111/176 [=================>............] - ETA: 11s - loss: 4.0581 - accuracy: 0.0813 - top-5-accuracy: 0.2576
+
+
+```
+
+```
+
+112/176 [==================>...........] - ETA: 11s - loss: 4.0579 - accuracy: 0.0815 - top-5-accuracy: 0.2579
+
+
+```
+
+```
+
+113/176 [==================>...........] - ETA: 10s - loss: 4.0557 - accuracy: 0.0818 - top-5-accuracy: 0.2584
+
+
+```
+
+```
+
+114/176 [==================>...........] - ETA: 10s - loss: 4.0557 - accuracy: 0.0820 - top-5-accuracy: 0.2588
+
+
+```
+
+```
+
+115/176 [==================>...........] - ETA: 10s - loss: 4.0547 - accuracy: 0.0823 - top-5-accuracy: 0.2592
+
+
+```
+
+```
+
+116/176 [==================>...........] - ETA: 10s - loss: 4.0541 - accuracy: 0.0823 - top-5-accuracy: 0.2595
+
+
+```
+
+```
+
+117/176 [==================>...........] - ETA: 10s - loss: 4.0530 - accuracy: 0.0824 - top-5-accuracy: 0.2600
+
+
+```
+
+```
+
+118/176 [===================>..........] - ETA: 10s - loss: 4.0526 - accuracy: 0.0824 - top-5-accuracy: 0.2601
+
+
+```
+
+```
+
+119/176 [===================>..........] - ETA: 9s - loss: 4.0524 - accuracy: 0.0823 - top-5-accuracy: 0.2602
+
+
+```
+
+```
+
+120/176 [===================>..........] - ETA: 9s - loss: 4.0521 - accuracy: 0.0822 - top-5-accuracy: 0.2604
+
+
+```
+
+```
+
+121/176 [===================>..........] - ETA: 9s - loss: 4.0515 - accuracy: 0.0822 - top-5-accuracy: 0.2603
+
+
+```
+
+```
+
+122/176 [===================>..........] - ETA: 9s - loss: 4.0508 - accuracy: 0.0823 - top-5-accuracy: 0.2606
+
+
+```
+
+```
+
+123/176 [===================>..........] - ETA: 9s - loss: 4.0502 - accuracy: 0.0824 - top-5-accuracy: 0.2609
+
+
+```
+
+```
+
+124/176 [====================>.........] - ETA: 8s - loss: 4.0490 - accuracy: 0.0823 - top-5-accuracy: 0.2607
+
+
+```
+
+```
+
+125/176 [====================>.........] - ETA: 8s - loss: 4.0480 - accuracy: 0.0824 - top-5-accuracy: 0.2610
+
+
+```
+
+```
+
+126/176 [====================>.........] - ETA: 8s - loss: 4.0479 - accuracy: 0.0822 - top-5-accuracy: 0.2608
+
+
+```
+
+```
+
+127/176 [====================>.........] - ETA: 8s - loss: 4.0483 - accuracy: 0.0823 - top-5-accuracy: 0.2610
+
+
+```
+
+```
+
+128/176 [====================>.........] - ETA: 8s - loss: 4.0472 - accuracy: 0.0827 - top-5-accuracy: 0.2613
+
+
+```
+
+```
+
+129/176 [====================>.........] - ETA: 8s - loss: 4.0461 - accuracy: 0.0828 - top-5-accuracy: 0.2615
+
+
+```
+
+```
+
+130/176 [=====================>........] - ETA: 7s - loss: 4.0458 - accuracy: 0.0829 - top-5-accuracy: 0.2616
+
+
+```
+
+```
+
+131/176 [=====================>........] - ETA: 7s - loss: 4.0452 - accuracy: 0.0830 - top-5-accuracy: 0.2619
+
+
+```
+
+```
+
+132/176 [=====================>........] - ETA: 7s - loss: 4.0446 - accuracy: 0.0831 - top-5-accuracy: 0.2621
+
+
+```
+
+```
+
+133/176 [=====================>........] - ETA: 7s - loss: 4.0435 - accuracy: 0.0833 - top-5-accuracy: 0.2627
+
+
+```
+
+```
+
+134/176 [=====================>........] - ETA: 7s - loss: 4.0428 - accuracy: 0.0836 - top-5-accuracy: 0.2632
+
+
+```
+
+```
+
+135/176 [======================>.......] - ETA: 7s - loss: 4.0412 - accuracy: 0.0838 - top-5-accuracy: 0.2635
+
+
+```
+
+```
+
+136/176 [======================>.......] - ETA: 6s - loss: 4.0405 - accuracy: 0.0839 - top-5-accuracy: 0.2637
+
+
+```
+
+```
+
+137/176 [======================>.......] - ETA: 6s - loss: 4.0408 - accuracy: 0.0841 - top-5-accuracy: 0.2639
+
+
+```
+
+```
+
+138/176 [======================>.......] - ETA: 6s - loss: 4.0395 - accuracy: 0.0842 - top-5-accuracy: 0.2644
+
+
+```
+
+```
+
+139/176 [======================>.......] - ETA: 6s - loss: 4.0383 - accuracy: 0.0845 - top-5-accuracy: 0.2645
+
+
+```
+
+```
+
+140/176 [======================>.......] - ETA: 6s - loss: 4.0376 - accuracy: 0.0843 - top-5-accuracy: 0.2646
+
+
+```
+
+```
+
+141/176 [=======================>......] - ETA: 6s - loss: 4.0373 - accuracy: 0.0846 - top-5-accuracy: 0.2646
+
+
+```
+
+```
+
+142/176 [=======================>......] - ETA: 5s - loss: 4.0358 - accuracy: 0.0849 - top-5-accuracy: 0.2648
+
+
+```
+
+```
+
+143/176 [=======================>......] - ETA: 5s - loss: 4.0352 - accuracy: 0.0849 - top-5-accuracy: 0.2650
+
+
+```
+
+```
+
+144/176 [=======================>......] - ETA: 5s - loss: 4.0342 - accuracy: 0.0850 - top-5-accuracy: 0.2652
+
+
+```
+
+```
+
+145/176 [=======================>......] - ETA: 5s - loss: 4.0329 - accuracy: 0.0853 - top-5-accuracy: 0.2656
+
+
+```
+
+```
+
+146/176 [=======================>......] - ETA: 5s - loss: 4.0322 - accuracy: 0.0854 - top-5-accuracy: 0.2660
+
+
+```
+
+```
+
+147/176 [========================>.....] - ETA: 5s - loss: 4.0318 - accuracy: 0.0853 - top-5-accuracy: 0.2660
+
+
+```
+
+```
+
+148/176 [========================>.....] - ETA: 4s - loss: 4.0305 - accuracy: 0.0856 - top-5-accuracy: 0.2665
+
+
+```
+
+```
+
+149/176 [========================>.....] - ETA: 4s - loss: 4.0297 - accuracy: 0.0856 - top-5-accuracy: 0.2670
+
+
+```
+
+```
+
+150/176 [========================>.....] - ETA: 4s - loss: 4.0289 - accuracy: 0.0859 - top-5-accuracy: 0.2674
+
+
+```
+
+```
+
+151/176 [========================>.....] - ETA: 4s - loss: 4.0275 - accuracy: 0.0860 - top-5-accuracy: 0.2677
+
+
+```
+
+```
+
+152/176 [========================>.....] - ETA: 4s - loss: 4.0275 - accuracy: 0.0861 - top-5-accuracy: 0.2680
+
+
+```
+
+```
+
+153/176 [=========================>....] - ETA: 3s - loss: 4.0261 - accuracy: 0.0863 - top-5-accuracy: 0.2683
+
+
+```
+
+```
+
+154/176 [=========================>....] - ETA: 3s - loss: 4.0246 - accuracy: 0.0865 - top-5-accuracy: 0.2688
+
+
+```
+
+```
+
+155/176 [=========================>....] - ETA: 3s - loss: 4.0237 - accuracy: 0.0866 - top-5-accuracy: 0.2690
+
+
+```
+
+```
+
+156/176 [=========================>....] - ETA: 3s - loss: 4.0230 - accuracy: 0.0869 - top-5-accuracy: 0.2692
+
+
+```
+
+```
+
+157/176 [=========================>....] - ETA: 3s - loss: 4.0230 - accuracy: 0.0870 - top-5-accuracy: 0.2692
+
+
+```
+
+```
+
+158/176 [=========================>....] - ETA: 3s - loss: 4.0224 - accuracy: 0.0870 - top-5-accuracy: 0.2693
+
+
+```
+
+```
+
+159/176 [==========================>...] - ETA: 2s - loss: 4.0214 - accuracy: 0.0871 - top-5-accuracy: 0.2696
+
+
+```
+
+```
+
+160/176 [==========================>...] - ETA: 2s - loss: 4.0209 - accuracy: 0.0871 - top-5-accuracy: 0.2697
+
+
+```
+
+```
+
+161/176 [==========================>...] - ETA: 2s - loss: 4.0208 - accuracy: 0.0872 - top-5-accuracy: 0.2696
+
+
+```
+
+```
+
+162/176 [==========================>...] - ETA: 2s - loss: 4.0206 - accuracy: 0.0873 - top-5-accuracy: 0.2698
+
+
+```
+
+```
+
+163/176 [==========================>...] - ETA: 2s - loss: 4.0201 - accuracy: 0.0873 - top-5-accuracy: 0.2699
+
+
+```
+
+```
+
+164/176 [==========================>...] - ETA: 2s - loss: 4.0187 - accuracy: 0.0874 - top-5-accuracy: 0.2700
+
+
+```
+
+```
+
+165/176 [===========================>..] - ETA: 1s - loss: 4.0181 - accuracy: 0.0874 - top-5-accuracy: 0.2703
+
+
+```
+
+```
+
+166/176 [===========================>..] - ETA: 1s - loss: 4.0172 - accuracy: 0.0876 - top-5-accuracy: 0.2706
+
+
+```
+
+```
+
+167/176 [===========================>..] - ETA: 1s - loss: 4.0164 - accuracy: 0.0879 - top-5-accuracy: 0.2712
+
+
+```
+
+```
+
+168/176 [===========================>..] - ETA: 1s - loss: 4.0154 - accuracy: 0.0879 - top-5-accuracy: 0.2715
+
+
+```
+
+```
+
+169/176 [===========================>..] - ETA: 1s - loss: 4.0148 - accuracy: 0.0879 - top-5-accuracy: 0.2719
+
+
+```
+
+```
+
+170/176 [===========================>..] - ETA: 1s - loss: 4.0142 - accuracy: 0.0881 - top-5-accuracy: 0.2721
+
+
+```
+
+```
+
+171/176 [============================>.] - ETA: 0s - loss: 4.0132 - accuracy: 0.0882 - top-5-accuracy: 0.2723
+
+
+```
+
+```
+
+172/176 [============================>.] - ETA: 0s - loss: 4.0125 - accuracy: 0.0884 - top-5-accuracy: 0.2725
+
+
+```
+
+```
+
+173/176 [============================>.] - ETA: 0s - loss: 4.0117 - accuracy: 0.0885 - top-5-accuracy: 0.2727
+
+
+```
+
+```
+
+174/176 [============================>.] - ETA: 0s - loss: 4.0111 - accuracy: 0.0885 - top-5-accuracy: 0.2729
+
+
+```
+
+```
+
+175/176 [============================>.] - ETA: 0s - loss: 4.0100 - accuracy: 0.0885 - top-5-accuracy: 0.2732
+
+
+```
+
+```
+
+176/176 [==============================] - ETA: 0s - loss: 4.0089 - accuracy: 0.0888 - top-5-accuracy: 0.2737
+
+
+```
+
+```
+
+176/176 [==============================] - 32s 179ms/step - loss: 4.0089 - accuracy: 0.0888 - top-5-accuracy: 0.2737 - val_loss: 3.6396 - val_accuracy: 0.1520 - val_top-5-accuracy: 0.3864
+
+
+
+```
+Epoch 3/50
+
+```
+
+
+ 1/176 [..............................] - ETA: 30s - loss: 3.9805 - accuracy: 0.0703 - top-5-accuracy: 0.2852
+
+
+```
+
+```
+
+ 2/176 [..............................] - ETA: 29s - loss: 3.9437 - accuracy: 0.0957 - top-5-accuracy: 0.3066
+
+
+```
+
+```
+
+ 3/176 [..............................] - ETA: 29s - loss: 3.9585 - accuracy: 0.0911 - top-5-accuracy: 0.2943
+
+
+```
+
+```
+
+ 4/176 [..............................] - ETA: 29s - loss: 3.9549 - accuracy: 0.0938 - top-5-accuracy: 0.2900
+
+
+```
+
+```
+
+ 5/176 [..............................] - ETA: 29s - loss: 3.9487 - accuracy: 0.1000 - top-5-accuracy: 0.2937
+
+
+```
+
+```
+
+ 6/176 [>.............................] - ETA: 29s - loss: 3.9253 - accuracy: 0.1009 - top-5-accuracy: 0.3008
+
+
+```
+
+```
+
+ 7/176 [>.............................] - ETA: 29s - loss: 3.9174 - accuracy: 0.1010 - top-5-accuracy: 0.3030
+
+
+```
+
+```
+
+ 8/176 [>.............................] - ETA: 29s - loss: 3.9235 - accuracy: 0.1016 - top-5-accuracy: 0.3037
+
+
+```
+
+```
+
+ 9/176 [>.............................] - ETA: 28s - loss: 3.9190 - accuracy: 0.1011 - top-5-accuracy: 0.3016
+
+
+```
+
+```
+
+ 10/176 [>.............................] - ETA: 28s - loss: 3.9120 - accuracy: 0.1020 - top-5-accuracy: 0.3063
+
+
+```
+
+```
+
+ 11/176 [>.............................] - ETA: 28s - loss: 3.9065 - accuracy: 0.1019 - top-5-accuracy: 0.3075
+
+
+```
+
+```
+
+ 12/176 [=>............................] - ETA: 28s - loss: 3.9255 - accuracy: 0.0996 - top-5-accuracy: 0.3050
+
+
+```
+
+```
+
+ 13/176 [=>............................] - ETA: 28s - loss: 3.9250 - accuracy: 0.0968 - top-5-accuracy: 0.3056
+
+
+```
+
+```
+
+ 14/176 [=>............................] - ETA: 27s - loss: 3.9257 - accuracy: 0.0977 - top-5-accuracy: 0.3078
+
+
+```
+
+```
+
+ 15/176 [=>............................] - ETA: 27s - loss: 3.9228 - accuracy: 0.0974 - top-5-accuracy: 0.3083
+
+
+```
+
+```
+
+ 16/176 [=>............................] - ETA: 27s - loss: 3.9198 - accuracy: 0.0974 - top-5-accuracy: 0.3079
+
+
+```
+
+```
+
+ 17/176 [=>............................] - ETA: 27s - loss: 3.9148 - accuracy: 0.0972 - top-5-accuracy: 0.3093
+
+
+```
+
+```
+
+ 18/176 [==>...........................] - ETA: 27s - loss: 3.9167 - accuracy: 0.0970 - top-5-accuracy: 0.3099
+
+
+```
+
+```
+
+ 19/176 [==>...........................] - ETA: 27s - loss: 3.9104 - accuracy: 0.0985 - top-5-accuracy: 0.3100
+
+
+```
+
+```
+
+ 20/176 [==>...........................] - ETA: 26s - loss: 3.9090 - accuracy: 0.0982 - top-5-accuracy: 0.3090
+
+
+```
+
+```
+
+ 21/176 [==>...........................] - ETA: 26s - loss: 3.9042 - accuracy: 0.0982 - top-5-accuracy: 0.3099
+
+
+```
+
+```
+
+ 22/176 [==>...........................] - ETA: 26s - loss: 3.8981 - accuracy: 0.1007 - top-5-accuracy: 0.3118
+
+
+```
+
+```
+
+ 23/176 [==>...........................] - ETA: 26s - loss: 3.9002 - accuracy: 0.1004 - top-5-accuracy: 0.3118
+
+
+```
+
+```
+
+ 24/176 [===>..........................] - ETA: 26s - loss: 3.9032 - accuracy: 0.1001 - top-5-accuracy: 0.3128
+
+
+```
+
+```
+
+ 25/176 [===>..........................] - ETA: 26s - loss: 3.8986 - accuracy: 0.1008 - top-5-accuracy: 0.3141
+
+
+```
+
+```
+
+ 26/176 [===>..........................] - ETA: 25s - loss: 3.8970 - accuracy: 0.1004 - top-5-accuracy: 0.3122
+
+
+```
+
+```
+
+ 27/176 [===>..........................] - ETA: 25s - loss: 3.9001 - accuracy: 0.1007 - top-5-accuracy: 0.3111
+
+
+```
+
+```
+
+ 28/176 [===>..........................] - ETA: 25s - loss: 3.8938 - accuracy: 0.0995 - top-5-accuracy: 0.3136
+
+
+```
+
+```
+
+ 29/176 [===>..........................] - ETA: 25s - loss: 3.8927 - accuracy: 0.0993 - top-5-accuracy: 0.3136
+
+
+```
+
+```
+
+ 30/176 [====>.........................] - ETA: 25s - loss: 3.8907 - accuracy: 0.0980 - top-5-accuracy: 0.3134
+
+
+```
+
+```
+
+ 31/176 [====>.........................] - ETA: 25s - loss: 3.8860 - accuracy: 0.0995 - top-5-accuracy: 0.3145
+
+
+```
+
+```
+
+ 32/176 [====>.........................] - ETA: 24s - loss: 3.8831 - accuracy: 0.1000 - top-5-accuracy: 0.3146
+
+
+```
+
+```
+
+ 33/176 [====>.........................] - ETA: 24s - loss: 3.8784 - accuracy: 0.1007 - top-5-accuracy: 0.3159
+
+
+```
+
+```
+
+ 34/176 [====>.........................] - ETA: 24s - loss: 3.8768 - accuracy: 0.1008 - top-5-accuracy: 0.3177
+
+
+```
+
+```
+
+ 35/176 [====>.........................] - ETA: 24s - loss: 3.8778 - accuracy: 0.1002 - top-5-accuracy: 0.3170
+
+
+```
+
+```
+
+ 36/176 [=====>........................] - ETA: 24s - loss: 3.8818 - accuracy: 0.0997 - top-5-accuracy: 0.3163
+
+
+```
+
+```
+
+ 37/176 [=====>........................] - ETA: 23s - loss: 3.8767 - accuracy: 0.1002 - top-5-accuracy: 0.3171
+
+
+```
+
+```
+
+ 38/176 [=====>........................] - ETA: 23s - loss: 3.8740 - accuracy: 0.1015 - top-5-accuracy: 0.3179
+
+
+```
+
+```
+
+ 39/176 [=====>........................] - ETA: 23s - loss: 3.8717 - accuracy: 0.1017 - top-5-accuracy: 0.3178
+
+
+```
+
+```
+
+ 40/176 [=====>........................] - ETA: 23s - loss: 3.8713 - accuracy: 0.1018 - top-5-accuracy: 0.3181
+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
+ 43/176 [======>.......................] - ETA: 22s - loss: 3.8724 - accuracy: 0.1009 - top-5-accuracy: 0.3193
+
+
+```
+
+```
+
+ 44/176 [======>.......................] - ETA: 22s - loss: 3.8725 - accuracy: 0.1011 - top-5-accuracy: 0.3196
+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
+ 47/176 [=======>......................] - ETA: 22s - loss: 3.8701 - accuracy: 0.1024 - top-5-accuracy: 0.3189
+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
+ 50/176 [=======>......................] - ETA: 21s - loss: 3.8690 - accuracy: 0.1024 - top-5-accuracy: 0.3178
+
+
+```
+
+```
+
+ 51/176 [=======>......................] - ETA: 21s - loss: 3.8690 - accuracy: 0.1027 - top-5-accuracy: 0.3185
+
+
+```
+
+```
+
+ 52/176 [=======>......................] - ETA: 21s - loss: 3.8667 - accuracy: 0.1034 - top-5-accuracy: 0.3186
+
+
+```
+
+```
+
+ 53/176 [========>.....................] - ETA: 21s - loss: 3.8649 - accuracy: 0.1038 - top-5-accuracy: 0.3198
+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
+ 57/176 [========>.....................] - ETA: 20s - loss: 3.8592 - accuracy: 0.1042 - top-5-accuracy: 0.3208
+
+
+```
+
+```
+
+ 58/176 [========>.....................] - ETA: 20s - loss: 3.8579 - accuracy: 0.1047 - top-5-accuracy: 0.3214
+
+
+```
+
+```
+
+ 59/176 [=========>....................] - ETA: 20s - loss: 3.8585 - accuracy: 0.1049 - top-5-accuracy: 0.3211
+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
+ 62/176 [=========>....................] - ETA: 19s - loss: 3.8523 - accuracy: 0.1056 - top-5-accuracy: 0.3226
+
+
+```
+
+```
+
+ 63/176 [=========>....................] - ETA: 19s - loss: 3.8518 - accuracy: 0.1060 - top-5-accuracy: 0.3222
+
+
+```
+
+```
+
+ 64/176 [=========>....................] - ETA: 19s - loss: 3.8514 - accuracy: 0.1063 - top-5-accuracy: 0.3217
+
+
+```
+
+```
+
+ 65/176 [==========>...................] - ETA: 19s - loss: 3.8506 - accuracy: 0.1066 - top-5-accuracy: 0.3221
+
+
+```
+
+```
+
+ 66/176 [==========>...................] - ETA: 18s - loss: 3.8507 - accuracy: 0.1069 - top-5-accuracy: 0.3225
+
+
+```
+
+```
+
+ 67/176 [==========>...................] - ETA: 18s - loss: 3.8495 - accuracy: 0.1073 - top-5-accuracy: 0.3231
+
+
+```
+
+```
+
+ 68/176 [==========>...................] - ETA: 18s - loss: 3.8482 - accuracy: 0.1074 - top-5-accuracy: 0.3232
+
+
+```
+
+```
+
+ 69/176 [==========>...................] - ETA: 18s - loss: 3.8480 - accuracy: 0.1073 - top-5-accuracy: 0.3233
+
+
+```
+
+```
+
+ 70/176 [==========>...................] - ETA: 18s - loss: 3.8477 - accuracy: 0.1071 - top-5-accuracy: 0.3235
+
+
+```
+
+```
+
+ 71/176 [===========>..................] - ETA: 18s - loss: 3.8457 - accuracy: 0.1074 - top-5-accuracy: 0.3239
+
+
+```
+
+```
+
+ 72/176 [===========>..................] - ETA: 17s - loss: 3.8450 - accuracy: 0.1079 - top-5-accuracy: 0.3241
+
+
+```
+
+```
+
+ 73/176 [===========>..................] - ETA: 17s - loss: 3.8420 - accuracy: 0.1086 - top-5-accuracy: 0.3252
+
+
+```
+
+```
+
+ 74/176 [===========>..................] - ETA: 17s - loss: 3.8430 - accuracy: 0.1084 - top-5-accuracy: 0.3251
+
+
+```
+
+```
+
+ 75/176 [===========>..................] - ETA: 17s - loss: 3.8409 - accuracy: 0.1088 - top-5-accuracy: 0.3256
+
+
+```
+
+```
+
+ 76/176 [===========>..................] - ETA: 17s - loss: 3.8428 - accuracy: 0.1086 - top-5-accuracy: 0.3253
+
+
+```
+
+```
+
+ 77/176 [============>.................] - ETA: 17s - loss: 3.8445 - accuracy: 0.1089 - top-5-accuracy: 0.3253
+
+
+```
+
+```
+
+ 78/176 [============>.................] - ETA: 16s - loss: 3.8441 - accuracy: 0.1091 - top-5-accuracy: 0.3254
+
+
+```
+
+```
+
+ 79/176 [============>.................] - ETA: 16s - loss: 3.8435 - accuracy: 0.1091 - top-5-accuracy: 0.3256
+
+
+```
+
+```
+
+ 80/176 [============>.................] - ETA: 16s - loss: 3.8446 - accuracy: 0.1089 - top-5-accuracy: 0.3255
+
+
+```
+
+```
+
+ 81/176 [============>.................] - ETA: 16s - loss: 3.8441 - accuracy: 0.1087 - top-5-accuracy: 0.3258
+
+
+```
+
+```
+
+ 82/176 [============>.................] - ETA: 16s - loss: 3.8434 - accuracy: 0.1089 - top-5-accuracy: 0.3260
+
+
+```
+
+```
+
+ 83/176 [=============>................] - ETA: 16s - loss: 3.8420 - accuracy: 0.1090 - top-5-accuracy: 0.3263
+
+
+```
+
+```
+
+ 84/176 [=============>................] - ETA: 15s - loss: 3.8416 - accuracy: 0.1091 - top-5-accuracy: 0.3259
+
+
+```
+
+```
+
+ 85/176 [=============>................] - ETA: 15s - loss: 3.8412 - accuracy: 0.1093 - top-5-accuracy: 0.3258
+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
+ 88/176 [==============>...............] - ETA: 15s - loss: 3.8386 - accuracy: 0.1100 - top-5-accuracy: 0.3269
+
+
+```
+
+```
+
+ 89/176 [==============>...............] - ETA: 14s - loss: 3.8391 - accuracy: 0.1099 - top-5-accuracy: 0.3268
+
+
+```
+
+```
+
+ 90/176 [==============>...............] - ETA: 14s - loss: 3.8385 - accuracy: 0.1095 - top-5-accuracy: 0.3269
+
+
+```
+
+```
+
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+
+
+```
+
+```
+
+ 92/176 [==============>...............] - ETA: 14s - loss: 3.8373 - accuracy: 0.1098 - top-5-accuracy: 0.3277
+
+
+```
+
+```
+
+ 93/176 [==============>...............] - ETA: 14s - loss: 3.8359 - accuracy: 0.1099 - top-5-accuracy: 0.3279
+
+
+```
+
+```
+
+ 94/176 [===============>..............] - ETA: 14s - loss: 3.8345 - accuracy: 0.1105 - top-5-accuracy: 0.3279
+
+
+```
+
+```
+
+ 95/176 [===============>..............] - ETA: 13s - loss: 3.8334 - accuracy: 0.1106 - top-5-accuracy: 0.3282
+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
+ 98/176 [===============>..............] - ETA: 13s - loss: 3.8305 - accuracy: 0.1108 - top-5-accuracy: 0.3290
+
+
+```
+
+```
+
+ 99/176 [===============>..............] - ETA: 13s - loss: 3.8322 - accuracy: 0.1106 - top-5-accuracy: 0.3286
+
+
+```
+
+```
+
+100/176 [================>.............] - ETA: 13s - loss: 3.8314 - accuracy: 0.1107 - top-5-accuracy: 0.3289
+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
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+```
+
+```
+
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+
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+```
+
+```
+
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+
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+```
+
+```
+
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+
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+```
+
+```
+
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+
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+
+```
+
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+
+
+```
+
+```
+
+151/176 [========================>.....] - ETA: 4s - loss: 3.8061 - accuracy: 0.1159 - top-5-accuracy: 0.3351
+
+
+```
+
+```
+
+152/176 [========================>.....] - ETA: 4s - loss: 3.8057 - accuracy: 0.1160 - top-5-accuracy: 0.3352
+
+
+```
+
+```
+
+153/176 [=========================>....] - ETA: 3s - loss: 3.8057 - accuracy: 0.1159 - top-5-accuracy: 0.3349
+
+
+```
+
+```
+
+154/176 [=========================>....] - ETA: 3s - loss: 3.8060 - accuracy: 0.1158 - top-5-accuracy: 0.3348
+
+
+```
+
+```
+
+155/176 [=========================>....] - ETA: 3s - loss: 3.8064 - accuracy: 0.1158 - top-5-accuracy: 0.3347
+
+
+```
+
+```
+
+156/176 [=========================>....] - ETA: 3s - loss: 3.8060 - accuracy: 0.1160 - top-5-accuracy: 0.3348
+
+
+```
+
+```
+
+157/176 [=========================>....] - ETA: 3s - loss: 3.8050 - accuracy: 0.1162 - top-5-accuracy: 0.3350
+
+
+```
+
+```
+
+158/176 [=========================>....] - ETA: 3s - loss: 3.8050 - accuracy: 0.1161 - top-5-accuracy: 0.3351
+
+
+```
+
+```
+
+159/176 [==========================>...] - ETA: 2s - loss: 3.8054 - accuracy: 0.1161 - top-5-accuracy: 0.3351
+
+
+```
+
+```
+
+160/176 [==========================>...] - ETA: 2s - loss: 3.8044 - accuracy: 0.1164 - top-5-accuracy: 0.3355
+
+
+```
+
+```
+
+161/176 [==========================>...] - ETA: 2s - loss: 3.8044 - accuracy: 0.1164 - top-5-accuracy: 0.3353
+
+
+```
+
+```
+
+162/176 [==========================>...] - ETA: 2s - loss: 3.8048 - accuracy: 0.1164 - top-5-accuracy: 0.3354
+
+
+```
+
+```
+
+163/176 [==========================>...] - ETA: 2s - loss: 3.8045 - accuracy: 0.1164 - top-5-accuracy: 0.3352
+
+
+```
+
+```
+
+164/176 [==========================>...] - ETA: 2s - loss: 3.8042 - accuracy: 0.1165 - top-5-accuracy: 0.3350
+
+
+```
+
+```
+
+165/176 [===========================>..] - ETA: 1s - loss: 3.8042 - accuracy: 0.1165 - top-5-accuracy: 0.3349
+
+
+```
+
+```
+
+166/176 [===========================>..] - ETA: 1s - loss: 3.8047 - accuracy: 0.1165 - top-5-accuracy: 0.3348
+
+
+```
+
+```
+
+167/176 [===========================>..] - ETA: 1s - loss: 3.8054 - accuracy: 0.1166 - top-5-accuracy: 0.3348
+
+
+```
+
+```
+
+168/176 [===========================>..] - ETA: 1s - loss: 3.8050 - accuracy: 0.1167 - top-5-accuracy: 0.3348
+
+
+```
+
+```
+
+169/176 [===========================>..] - ETA: 1s - loss: 3.8045 - accuracy: 0.1168 - top-5-accuracy: 0.3349
+
+
+```
+
+```
+
+170/176 [===========================>..] - ETA: 1s - loss: 3.8031 - accuracy: 0.1169 - top-5-accuracy: 0.3353
+
+
+```
+
+```
+
+171/176 [============================>.] - ETA: 0s - loss: 3.8023 - accuracy: 0.1170 - top-5-accuracy: 0.3356
+
+
+```
+
+```
+
+172/176 [============================>.] - ETA: 0s - loss: 3.8017 - accuracy: 0.1172 - top-5-accuracy: 0.3358
+
+
+```
+
+```
+
+173/176 [============================>.] - ETA: 0s - loss: 3.8009 - accuracy: 0.1172 - top-5-accuracy: 0.3360
+
+
+```
+
+```
+
+174/176 [============================>.] - ETA: 0s - loss: 3.8000 - accuracy: 0.1172 - top-5-accuracy: 0.3362
+
+
+```
+
+```
+
+175/176 [============================>.] - ETA: 0s - loss: 3.7990 - accuracy: 0.1174 - top-5-accuracy: 0.3365
+
+
+```
+
+```
+
+176/176 [==============================] - ETA: 0s - loss: 3.7994 - accuracy: 0.1173 - top-5-accuracy: 0.3365
+
+
+```
+
+```
+
+176/176 [==============================] - 32s 179ms/step - loss: 3.7994 - accuracy: 0.1173 - top-5-accuracy: 0.3365 - val_loss: 3.4237 - val_accuracy: 0.1926 - val_top-5-accuracy: 0.4526
+
+
+
+```
+Epoch 4/50
+
+```
+
+
+ 1/176 [..............................] - ETA: 30s - loss: 3.7677 - accuracy: 0.0977 - top-5-accuracy: 0.3477
+
+
+```
+
+```
+
+ 2/176 [..............................] - ETA: 30s - loss: 3.7757 - accuracy: 0.0996 - top-5-accuracy: 0.3359
+
+
+```
+
+```
+
+ 3/176 [..............................] - ETA: 29s - loss: 3.7539 - accuracy: 0.1055 - top-5-accuracy: 0.3294
+
+
+```
+
+```
+
+ 4/176 [..............................] - ETA: 29s - loss: 3.7462 - accuracy: 0.1074 - top-5-accuracy: 0.3379
+
+
+```
+
+```
+
+ 5/176 [..............................] - ETA: 29s - loss: 3.7410 - accuracy: 0.1102 - top-5-accuracy: 0.3438
+
+
+```
+
+```
+
+ 6/176 [>.............................] - ETA: 29s - loss: 3.7434 - accuracy: 0.1120 - top-5-accuracy: 0.3418
+
+
+```
+
+```
+
+ 7/176 [>.............................] - ETA: 29s - loss: 3.7436 - accuracy: 0.1155 - top-5-accuracy: 0.3393
+
+
+```
+
+```
+
+ 8/176 [>.............................] - ETA: 28s - loss: 3.7215 - accuracy: 0.1216 - top-5-accuracy: 0.3481
+
+
+```
+
+```
+
+ 9/176 [>.............................] - ETA: 28s - loss: 3.7397 - accuracy: 0.1181 - top-5-accuracy: 0.3472
+
+
+```
+
+```
+
+ 10/176 [>.............................] - ETA: 28s - loss: 3.7363 - accuracy: 0.1191 - top-5-accuracy: 0.3453
+
+
+```
+
+```
+
+ 11/176 [>.............................] - ETA: 28s - loss: 3.7416 - accuracy: 0.1179 - top-5-accuracy: 0.3434
+
+
+```
+
+```
+
+ 12/176 [=>............................] - ETA: 28s - loss: 3.7358 - accuracy: 0.1185 - top-5-accuracy: 0.3477
+
+
+```
+
+```
+
+ 13/176 [=>............................] - ETA: 28s - loss: 3.7286 - accuracy: 0.1172 - top-5-accuracy: 0.3495
+
+
+```
+
+```
+
+ 14/176 [=>............................] - ETA: 27s - loss: 3.7187 - accuracy: 0.1200 - top-5-accuracy: 0.3521
+
+
+```
+
+```
+
+ 15/176 [=>............................] - ETA: 27s - loss: 3.7182 - accuracy: 0.1193 - top-5-accuracy: 0.3516
+
+
+```
+
+```
+
+ 16/176 [=>............................] - ETA: 27s - loss: 3.7140 - accuracy: 0.1201 - top-5-accuracy: 0.3535
+
+
+```
+
+```
+
+ 17/176 [=>............................] - ETA: 27s - loss: 3.7129 - accuracy: 0.1197 - top-5-accuracy: 0.3552
+
+
+```
+
+```
+
+ 18/176 [==>...........................] - ETA: 27s - loss: 3.7138 - accuracy: 0.1204 - top-5-accuracy: 0.3542
+
+
+```
+
+```
+
+ 19/176 [==>...........................] - ETA: 27s - loss: 3.7094 - accuracy: 0.1211 - top-5-accuracy: 0.3546
+
+
+```
+
+```
+
+ 20/176 [==>...........................] - ETA: 26s - loss: 3.7073 - accuracy: 0.1225 - top-5-accuracy: 0.3545
+
+
+```
+
+```
+
+ 21/176 [==>...........................] - ETA: 26s - loss: 3.7009 - accuracy: 0.1243 - top-5-accuracy: 0.3584
+
+
+```
+
+```
+
+ 22/176 [==>...........................] - ETA: 26s - loss: 3.7050 - accuracy: 0.1248 - top-5-accuracy: 0.3588
+
+
+```
+
+```
+
+ 23/176 [==>...........................] - ETA: 26s - loss: 3.7119 - accuracy: 0.1230 - top-5-accuracy: 0.3578
+
+
+```
+
+```
+
+ 24/176 [===>..........................] - ETA: 26s - loss: 3.7050 - accuracy: 0.1240 - top-5-accuracy: 0.3595
+
+
+```
+
+```
+
+ 25/176 [===>..........................] - ETA: 26s - loss: 3.7018 - accuracy: 0.1253 - top-5-accuracy: 0.3625
+
+
+```
+
+```
+
+ 26/176 [===>..........................] - ETA: 25s - loss: 3.7020 - accuracy: 0.1256 - top-5-accuracy: 0.3613
+
+
+```
+
+```
+
+ 27/176 [===>..........................] - ETA: 25s - loss: 3.7035 - accuracy: 0.1259 - top-5-accuracy: 0.3626
+
+
+```
+
+```
+
+ 28/176 [===>..........................] - ETA: 25s - loss: 3.7008 - accuracy: 0.1265 - top-5-accuracy: 0.3631
+
+
+```
+
+```
+
+ 29/176 [===>..........................] - ETA: 25s - loss: 3.6960 - accuracy: 0.1277 - top-5-accuracy: 0.3650
+
+
+```
+
+```
+
+ 30/176 [====>.........................] - ETA: 25s - loss: 3.7002 - accuracy: 0.1267 - top-5-accuracy: 0.3634
+
+
+```
+
+```
+
+ 31/176 [====>.........................] - ETA: 25s - loss: 3.6931 - accuracy: 0.1287 - top-5-accuracy: 0.3645
+
+
+```
+
+```
+
+ 32/176 [====>.........................] - ETA: 24s - loss: 3.6941 - accuracy: 0.1289 - top-5-accuracy: 0.3647
+
+
+```
+
+```
+
+ 33/176 [====>.........................] - ETA: 24s - loss: 3.6932 - accuracy: 0.1288 - top-5-accuracy: 0.3653
+
+
+```
+
+```
+
+ 34/176 [====>.........................] - ETA: 24s - loss: 3.6928 - accuracy: 0.1289 - top-5-accuracy: 0.3657
+
+
+```
+
+```
+
+ 35/176 [====>.........................] - ETA: 24s - loss: 3.6946 - accuracy: 0.1300 - top-5-accuracy: 0.3656
+
+
+```
+
+```
+
+ 36/176 [=====>........................] - ETA: 24s - loss: 3.6972 - accuracy: 0.1293 - top-5-accuracy: 0.3649
+
+
+```
+
+```
+
+ 37/176 [=====>........................] - ETA: 24s - loss: 3.6943 - accuracy: 0.1289 - top-5-accuracy: 0.3649
+
+
+```
+
+```
+
+ 38/176 [=====>........................] - ETA: 23s - loss: 3.6925 - accuracy: 0.1304 - top-5-accuracy: 0.3657
+
+
+```
+
+```
+
+ 39/176 [=====>........................] - ETA: 23s - loss: 3.6895 - accuracy: 0.1310 - top-5-accuracy: 0.3665
+
+
+```
+
+```
+
+ 40/176 [=====>........................] - ETA: 23s - loss: 3.6889 - accuracy: 0.1307 - top-5-accuracy: 0.3663
+
+
+```
+
+```
+
+ 41/176 [=====>........................] - ETA: 23s - loss: 3.6879 - accuracy: 0.1307 - top-5-accuracy: 0.3663
+
+
+```
+
+```
+
+ 42/176 [======>.......................] - ETA: 23s - loss: 3.6864 - accuracy: 0.1310 - top-5-accuracy: 0.3676
+
+
+```
+
+```
+
+ 43/176 [======>.......................] - ETA: 22s - loss: 3.6822 - accuracy: 0.1327 - top-5-accuracy: 0.3686
+
+
+```
+
+```
+
+ 44/176 [======>.......................] - ETA: 22s - loss: 3.6830 - accuracy: 0.1328 - top-5-accuracy: 0.3688
+
+
+```
+
+```
+
+ 45/176 [======>.......................] - ETA: 22s - loss: 3.6824 - accuracy: 0.1332 - top-5-accuracy: 0.3692
+
+
+```
+
+```
+
+ 46/176 [======>.......................] - ETA: 22s - loss: 3.6821 - accuracy: 0.1340 - top-5-accuracy: 0.3702
+
+
+```
+
+```
+
+ 47/176 [=======>......................] - ETA: 22s - loss: 3.6847 - accuracy: 0.1338 - top-5-accuracy: 0.3695
+
+
+```
+
+```
+
+ 48/176 [=======>......................] - ETA: 22s - loss: 3.6859 - accuracy: 0.1336 - top-5-accuracy: 0.3702
+
+
+```
+
+```
+
+ 49/176 [=======>......................] - ETA: 21s - loss: 3.6851 - accuracy: 0.1340 - top-5-accuracy: 0.3702
+
+
+```
+
+```
+
+ 50/176 [=======>......................] - ETA: 21s - loss: 3.6858 - accuracy: 0.1338 - top-5-accuracy: 0.3705
+
+
+```
+
+```
+
+ 51/176 [=======>......................] - ETA: 21s - loss: 3.6890 - accuracy: 0.1331 - top-5-accuracy: 0.3696
+
+
+```
+
+```
+
+ 52/176 [=======>......................] - ETA: 21s - loss: 3.6874 - accuracy: 0.1326 - top-5-accuracy: 0.3701
+
+
+```
+
+```
+
+ 53/176 [========>.....................] - ETA: 21s - loss: 3.6865 - accuracy: 0.1327 - top-5-accuracy: 0.3709
+
+
+```
+
+```
+
+ 54/176 [========>.....................] - ETA: 21s - loss: 3.6861 - accuracy: 0.1330 - top-5-accuracy: 0.3710
+
+
+```
+
+```
+
+ 55/176 [========>.....................] - ETA: 20s - loss: 3.6865 - accuracy: 0.1325 - top-5-accuracy: 0.3700
+
+
+```
+
+```
+
+ 56/176 [========>.....................] - ETA: 20s - loss: 3.6848 - accuracy: 0.1326 - top-5-accuracy: 0.3703
+
+
+```
+
+```
+
+ 57/176 [========>.....................] - ETA: 20s - loss: 3.6833 - accuracy: 0.1327 - top-5-accuracy: 0.3705
+
+
+```
+
+```
+
+ 58/176 [========>.....................] - ETA: 20s - loss: 3.6811 - accuracy: 0.1332 - top-5-accuracy: 0.3712
+
+
+```
+
+```
+
+ 59/176 [=========>....................] - ETA: 20s - loss: 3.6806 - accuracy: 0.1337 - top-5-accuracy: 0.3710
+
+
+```
+
+```
+
+ 60/176 [=========>....................] - ETA: 20s - loss: 3.6832 - accuracy: 0.1333 - top-5-accuracy: 0.3702
+
+
+```
+
+```
+
+ 61/176 [=========>....................] - ETA: 19s - loss: 3.6834 - accuracy: 0.1335 - top-5-accuracy: 0.3706
+
+
+```
+
+```
+
+ 62/176 [=========>....................] - ETA: 19s - loss: 3.6818 - accuracy: 0.1332 - top-5-accuracy: 0.3710
+
+
+```
+
+```
+
+ 63/176 [=========>....................] - ETA: 19s - loss: 3.6837 - accuracy: 0.1333 - top-5-accuracy: 0.3705
+
+
+```
+
+```
+
+ 64/176 [=========>....................] - ETA: 19s - loss: 3.6839 - accuracy: 0.1334 - top-5-accuracy: 0.3704
+
+
+```
+
+```
+
+ 65/176 [==========>...................] - ETA: 19s - loss: 3.6837 - accuracy: 0.1338 - top-5-accuracy: 0.3704
+
+
+```
+
+```
+
+ 66/176 [==========>...................] - ETA: 19s - loss: 3.6821 - accuracy: 0.1339 - top-5-accuracy: 0.3712
+
+
+```
+
+```
+
+ 67/176 [==========>...................] - ETA: 18s - loss: 3.6807 - accuracy: 0.1338 - top-5-accuracy: 0.3717
+
+
+```
+
+```
+
+ 68/176 [==========>...................] - ETA: 18s - loss: 3.6801 - accuracy: 0.1338 - top-5-accuracy: 0.3716
+
+
+```
+
+```
+
+ 69/176 [==========>...................] - ETA: 18s - loss: 3.6782 - accuracy: 0.1339 - top-5-accuracy: 0.3721
+
+
+```
+
+```
+
+ 70/176 [==========>...................] - ETA: 18s - loss: 3.6795 - accuracy: 0.1341 - top-5-accuracy: 0.3725
+
+
+```
+
+```
+
+ 71/176 [===========>..................] - ETA: 18s - loss: 3.6803 - accuracy: 0.1341 - top-5-accuracy: 0.3720
+
+
+```
+
+```
+
+ 72/176 [===========>..................] - ETA: 17s - loss: 3.6835 - accuracy: 0.1338 - top-5-accuracy: 0.3711
+
+
+```
+
+```
+
+ 73/176 [===========>..................] - ETA: 17s - loss: 3.6816 - accuracy: 0.1342 - top-5-accuracy: 0.3718
+
+
+```
+
+```
+
+ 74/176 [===========>..................] - ETA: 17s - loss: 3.6794 - accuracy: 0.1348 - top-5-accuracy: 0.3724
+
+
+```
+
+```
+
+ 75/176 [===========>..................] - ETA: 17s - loss: 3.6760 - accuracy: 0.1354 - top-5-accuracy: 0.3733
+
+
+```
+
+```
+
+ 76/176 [===========>..................] - ETA: 17s - loss: 3.6767 - accuracy: 0.1356 - top-5-accuracy: 0.3733
+
+
+```
+
+```
+
+ 77/176 [============>.................] - ETA: 17s - loss: 3.6743 - accuracy: 0.1363 - top-5-accuracy: 0.3742
+
+
+```
+
+```
+
+ 78/176 [============>.................] - ETA: 16s - loss: 3.6747 - accuracy: 0.1361 - top-5-accuracy: 0.3737
+
+
+```
+
+```
+
+ 79/176 [============>.................] - ETA: 16s - loss: 3.6727 - accuracy: 0.1363 - top-5-accuracy: 0.3740
+
+
+```
+
+```
+
+ 80/176 [============>.................] - ETA: 16s - loss: 3.6741 - accuracy: 0.1362 - top-5-accuracy: 0.3739
+
+
+```
+
+```
+
+ 81/176 [============>.................] - ETA: 16s - loss: 3.6734 - accuracy: 0.1361 - top-5-accuracy: 0.3743
+
+
+```
+
+```
+
+ 82/176 [============>.................] - ETA: 16s - loss: 3.6723 - accuracy: 0.1359 - top-5-accuracy: 0.3748
+
+
+```
+
+```
+
+ 83/176 [=============>................] - ETA: 16s - loss: 3.6716 - accuracy: 0.1363 - top-5-accuracy: 0.3752
+
+
+```
+
+```
+
+ 84/176 [=============>................] - ETA: 15s - loss: 3.6717 - accuracy: 0.1366 - top-5-accuracy: 0.3748
+
+
+```
+
+```
+
+ 85/176 [=============>................] - ETA: 15s - loss: 3.6712 - accuracy: 0.1367 - top-5-accuracy: 0.3750
+
+
+```
+
+```
+
+ 86/176 [=============>................] - ETA: 15s - loss: 3.6698 - accuracy: 0.1369 - top-5-accuracy: 0.3755
+
+
+```
+
+```
+
+ 87/176 [=============>................] - ETA: 15s - loss: 3.6690 - accuracy: 0.1370 - top-5-accuracy: 0.3760
+
+
+```
+
+```
+
+ 88/176 [==============>...............] - ETA: 15s - loss: 3.6689 - accuracy: 0.1370 - top-5-accuracy: 0.3760
+
+
+```
+
+```
+
+ 89/176 [==============>...............] - ETA: 15s - loss: 3.6693 - accuracy: 0.1372 - top-5-accuracy: 0.3759
+
+
+```
+
+```
+
+ 90/176 [==============>...............] - ETA: 14s - loss: 3.6697 - accuracy: 0.1373 - top-5-accuracy: 0.3758
+
+
+```
+
+```
+
+ 91/176 [==============>...............] - ETA: 14s - loss: 3.6703 - accuracy: 0.1375 - top-5-accuracy: 0.3758
+
+
+```
+
+```
+
+ 92/176 [==============>...............] - ETA: 14s - loss: 3.6705 - accuracy: 0.1375 - top-5-accuracy: 0.3756
+
+
+```
+
+```
+
+ 93/176 [==============>...............] - ETA: 14s - loss: 3.6702 - accuracy: 0.1376 - top-5-accuracy: 0.3758
+
+
+```
+
+```
+
+ 94/176 [===============>..............] - ETA: 14s - loss: 3.6700 - accuracy: 0.1379 - top-5-accuracy: 0.3757
+
+
+```
+
+```
+
+ 95/176 [===============>..............] - ETA: 14s - loss: 3.6695 - accuracy: 0.1381 - top-5-accuracy: 0.3755
+
+
+```
+
+```
+
+ 96/176 [===============>..............] - ETA: 13s - loss: 3.6691 - accuracy: 0.1382 - top-5-accuracy: 0.3753
+
+
+```
+
+```
+
+ 97/176 [===============>..............] - ETA: 13s - loss: 3.6690 - accuracy: 0.1381 - top-5-accuracy: 0.3750
+
+
+```
+
+```
+
+ 98/176 [===============>..............] - ETA: 13s - loss: 3.6693 - accuracy: 0.1380 - top-5-accuracy: 0.3748
+
+
+```
+
+```
+
+ 99/176 [===============>..............] - ETA: 13s - loss: 3.6675 - accuracy: 0.1384 - top-5-accuracy: 0.3754
+
+
+```
+
+```
+
+100/176 [================>.............] - ETA: 13s - loss: 3.6671 - accuracy: 0.1382 - top-5-accuracy: 0.3753
+
+
+```
+
+```
+
+101/176 [================>.............] - ETA: 12s - loss: 3.6658 - accuracy: 0.1384 - top-5-accuracy: 0.3755
+
+
+```
+
+```
+
+102/176 [================>.............] - ETA: 12s - loss: 3.6666 - accuracy: 0.1384 - top-5-accuracy: 0.3751
+
+
+```
+
+```
+
+103/176 [================>.............] - ETA: 12s - loss: 3.6656 - accuracy: 0.1387 - top-5-accuracy: 0.3753
+
+
+```
+
+```
+
+104/176 [================>.............] - ETA: 12s - loss: 3.6652 - accuracy: 0.1392 - top-5-accuracy: 0.3756
+
+
+```
+
+```
+
+105/176 [================>.............] - ETA: 12s - loss: 3.6661 - accuracy: 0.1393 - top-5-accuracy: 0.3755
+
+
+```
+
+```
+
+106/176 [=================>............] - ETA: 12s - loss: 3.6650 - accuracy: 0.1395 - top-5-accuracy: 0.3756
+
+
+```
+
+```
+
+107/176 [=================>............] - ETA: 11s - loss: 3.6655 - accuracy: 0.1395 - top-5-accuracy: 0.3753
+
+
+```
+
+```
+
+108/176 [=================>............] - ETA: 11s - loss: 3.6651 - accuracy: 0.1398 - top-5-accuracy: 0.3754
+
+
+```
+
+```
+
+109/176 [=================>............] - ETA: 11s - loss: 3.6654 - accuracy: 0.1393 - top-5-accuracy: 0.3752
+
+
+```
+
+```
+
+110/176 [=================>............] - ETA: 11s - loss: 3.6627 - accuracy: 0.1396 - top-5-accuracy: 0.3760
+
+
+```
+
+```
+
+111/176 [=================>............] - ETA: 11s - loss: 3.6628 - accuracy: 0.1396 - top-5-accuracy: 0.3761
+
+
+```
+
+```
+
+112/176 [==================>...........] - ETA: 11s - loss: 3.6616 - accuracy: 0.1394 - top-5-accuracy: 0.3760
+
+
+```
+
+```
+
+113/176 [==================>...........] - ETA: 10s - loss: 3.6628 - accuracy: 0.1389 - top-5-accuracy: 0.3756
+
+
+```
+
+```
+
+114/176 [==================>...........] - ETA: 10s - loss: 3.6617 - accuracy: 0.1391 - top-5-accuracy: 0.3757
+
+
+```
+
+```
+
+115/176 [==================>...........] - ETA: 10s - loss: 3.6640 - accuracy: 0.1387 - top-5-accuracy: 0.3748
+
+
+```
+
+```
+
+116/176 [==================>...........] - ETA: 10s - loss: 3.6643 - accuracy: 0.1387 - top-5-accuracy: 0.3748
+
+
+```
+
+```
+
+117/176 [==================>...........] - ETA: 10s - loss: 3.6635 - accuracy: 0.1386 - top-5-accuracy: 0.3752
+
+
+```
+
+```
+
+118/176 [===================>..........] - ETA: 10s - loss: 3.6641 - accuracy: 0.1382 - top-5-accuracy: 0.3750
+
+
+```
+
+```
+
+119/176 [===================>..........] - ETA: 9s - loss: 3.6642 - accuracy: 0.1380 - top-5-accuracy: 0.3748
+
+
+```
+
+```
+
+120/176 [===================>..........] - ETA: 9s - loss: 3.6646 - accuracy: 0.1382 - top-5-accuracy: 0.3748
+
+
+```
+
+```
+
+121/176 [===================>..........] - ETA: 9s - loss: 3.6652 - accuracy: 0.1380 - top-5-accuracy: 0.3747
+
+
+```
+
+```
+
+122/176 [===================>..........] - ETA: 9s - loss: 3.6657 - accuracy: 0.1381 - top-5-accuracy: 0.3746
+
+
+```
+
+```
+
+123/176 [===================>..........] - ETA: 9s - loss: 3.6655 - accuracy: 0.1381 - top-5-accuracy: 0.3746
+
+
+```
+
+```
+
+124/176 [====================>.........] - ETA: 8s - loss: 3.6643 - accuracy: 0.1381 - top-5-accuracy: 0.3750
+
+
+```
+
+```
+
+125/176 [====================>.........] - ETA: 8s - loss: 3.6621 - accuracy: 0.1386 - top-5-accuracy: 0.3754
+
+
+```
+
+```
+
+126/176 [====================>.........] - ETA: 8s - loss: 3.6606 - accuracy: 0.1387 - top-5-accuracy: 0.3760
+
+
+```
+
+```
+
+127/176 [====================>.........] - ETA: 8s - loss: 3.6601 - accuracy: 0.1390 - top-5-accuracy: 0.3764
+
+
+```
+
+```
+
+128/176 [====================>.........] - ETA: 8s - loss: 3.6609 - accuracy: 0.1389 - top-5-accuracy: 0.3764
+
+
+```
+
+```
+
+129/176 [====================>.........] - ETA: 8s - loss: 3.6597 - accuracy: 0.1390 - top-5-accuracy: 0.3765
+
+
+```
+
+```
+
+130/176 [=====================>........] - ETA: 7s - loss: 3.6594 - accuracy: 0.1391 - top-5-accuracy: 0.3767
+
+
+```
+
+```
+
+131/176 [=====================>........] - ETA: 7s - loss: 3.6588 - accuracy: 0.1392 - top-5-accuracy: 0.3772
+
+
+```
+
+```
+
+132/176 [=====================>........] - ETA: 7s - loss: 3.6593 - accuracy: 0.1392 - top-5-accuracy: 0.3773
+
+
+```
+
+```
+
+133/176 [=====================>........] - ETA: 7s - loss: 3.6585 - accuracy: 0.1394 - top-5-accuracy: 0.3776
+
+
+```
+
+```
+
+134/176 [=====================>........] - ETA: 7s - loss: 3.6587 - accuracy: 0.1394 - top-5-accuracy: 0.3777
+
+
+```
+
+```
+
+135/176 [======================>.......] - ETA: 7s - loss: 3.6577 - accuracy: 0.1396 - top-5-accuracy: 0.3777
+
+
+```
+
+```
+
+136/176 [======================>.......] - ETA: 6s - loss: 3.6567 - accuracy: 0.1396 - top-5-accuracy: 0.3778
+
+
+```
+
+```
+
+137/176 [======================>.......] - ETA: 6s - loss: 3.6560 - accuracy: 0.1394 - top-5-accuracy: 0.3779
+
+
+```
+
+```
+
+138/176 [======================>.......] - ETA: 6s - loss: 3.6555 - accuracy: 0.1395 - top-5-accuracy: 0.3781
+
+
+```
+
+```
+
+139/176 [======================>.......] - ETA: 6s - loss: 3.6547 - accuracy: 0.1398 - top-5-accuracy: 0.3784
+
+
+```
+
+```
+
+140/176 [======================>.......] - ETA: 6s - loss: 3.6542 - accuracy: 0.1397 - top-5-accuracy: 0.3783
+
+
+```
+
+```
+
+141/176 [=======================>......] - ETA: 6s - loss: 3.6529 - accuracy: 0.1399 - top-5-accuracy: 0.3788
+
+
+```
+
+```
+
+142/176 [=======================>......] - ETA: 5s - loss: 3.6514 - accuracy: 0.1402 - top-5-accuracy: 0.3792
+
+
+```
+
+```
+
+143/176 [=======================>......] - ETA: 5s - loss: 3.6502 - accuracy: 0.1404 - top-5-accuracy: 0.3798
+
+
+```
+
+```
+
+144/176 [=======================>......] - ETA: 5s - loss: 3.6508 - accuracy: 0.1402 - top-5-accuracy: 0.3794
+
+
+```
+
+```
+
+145/176 [=======================>......] - ETA: 5s - loss: 3.6508 - accuracy: 0.1401 - top-5-accuracy: 0.3794
+
+
+```
+
+```
+
+146/176 [=======================>......] - ETA: 5s - loss: 3.6497 - accuracy: 0.1404 - top-5-accuracy: 0.3796
+
+
+```
+
+```
+
+147/176 [========================>.....] - ETA: 5s - loss: 3.6499 - accuracy: 0.1404 - top-5-accuracy: 0.3796
+
+
+```
+
+```
+
+148/176 [========================>.....] - ETA: 4s - loss: 3.6495 - accuracy: 0.1404 - top-5-accuracy: 0.3795
+
+
+```
+
+```
+
+149/176 [========================>.....] - ETA: 4s - loss: 3.6484 - accuracy: 0.1406 - top-5-accuracy: 0.3797
+
+
+```
+
+```
+
+150/176 [========================>.....] - ETA: 4s - loss: 3.6479 - accuracy: 0.1406 - top-5-accuracy: 0.3796
+
+
+```
+
+```
+
+151/176 [========================>.....] - ETA: 4s - loss: 3.6493 - accuracy: 0.1405 - top-5-accuracy: 0.3792
+
+
+```
+
+```
+
+152/176 [========================>.....] - ETA: 4s - loss: 3.6492 - accuracy: 0.1404 - top-5-accuracy: 0.3792
+
+
+```
+
+```
+
+153/176 [=========================>....] - ETA: 3s - loss: 3.6483 - accuracy: 0.1407 - top-5-accuracy: 0.3796
+
+
+```
+
+```
+
+154/176 [=========================>....] - ETA: 3s - loss: 3.6491 - accuracy: 0.1405 - top-5-accuracy: 0.3793
+
+
+```
+
+```
+
+155/176 [=========================>....] - ETA: 3s - loss: 3.6496 - accuracy: 0.1407 - top-5-accuracy: 0.3793
+
+
+```
+
+```
+
+156/176 [=========================>....] - ETA: 3s - loss: 3.6493 - accuracy: 0.1409 - top-5-accuracy: 0.3793
+
+
+```
+
+```
+
+157/176 [=========================>....] - ETA: 3s - loss: 3.6484 - accuracy: 0.1410 - top-5-accuracy: 0.3796
+
+
+```
+
+```
+
+158/176 [=========================>....] - ETA: 3s - loss: 3.6484 - accuracy: 0.1413 - top-5-accuracy: 0.3797
+
+
+```
+
+```
+
+159/176 [==========================>...] - ETA: 2s - loss: 3.6480 - accuracy: 0.1414 - top-5-accuracy: 0.3797
+
+
+```
+
+```
+
+160/176 [==========================>...] - ETA: 2s - loss: 3.6478 - accuracy: 0.1412 - top-5-accuracy: 0.3798
+
+
+```
+
+```
+
+161/176 [==========================>...] - ETA: 2s - loss: 3.6480 - accuracy: 0.1412 - top-5-accuracy: 0.3798
+
+
+```
+
+```
+
+162/176 [==========================>...] - ETA: 2s - loss: 3.6476 - accuracy: 0.1413 - top-5-accuracy: 0.3797
+
+
+```
+
+```
+
+163/176 [==========================>...] - ETA: 2s - loss: 3.6477 - accuracy: 0.1412 - top-5-accuracy: 0.3796
+
+
+```
+
+```
+
+164/176 [==========================>...] - ETA: 2s - loss: 3.6478 - accuracy: 0.1413 - top-5-accuracy: 0.3798
+
+
+```
+
+```
+
+165/176 [===========================>..] - ETA: 1s - loss: 3.6471 - accuracy: 0.1413 - top-5-accuracy: 0.3800
+
+
+```
+
+```
+
+166/176 [===========================>..] - ETA: 1s - loss: 3.6467 - accuracy: 0.1413 - top-5-accuracy: 0.3801
+
+
+```
+
+```
+
+167/176 [===========================>..] - ETA: 1s - loss: 3.6452 - accuracy: 0.1417 - top-5-accuracy: 0.3804
+
+
+```
+
+```
+
+168/176 [===========================>..] - ETA: 1s - loss: 3.6451 - accuracy: 0.1417 - top-5-accuracy: 0.3804
+
+
+```
+
+```
+
+169/176 [===========================>..] - ETA: 1s - loss: 3.6454 - accuracy: 0.1416 - top-5-accuracy: 0.3804
+
+
+```
+
+```
+
+170/176 [===========================>..] - ETA: 1s - loss: 3.6446 - accuracy: 0.1419 - top-5-accuracy: 0.3806
+
+
+```
+
+```
+
+171/176 [============================>.] - ETA: 0s - loss: 3.6446 - accuracy: 0.1419 - top-5-accuracy: 0.3806
+
+
+```
+
+```
+
+172/176 [============================>.] - ETA: 0s - loss: 3.6445 - accuracy: 0.1419 - top-5-accuracy: 0.3805
+
+
+```
+
+```
+
+173/176 [============================>.] - ETA: 0s - loss: 3.6441 - accuracy: 0.1420 - top-5-accuracy: 0.3808
+
+
+```
+
+```
+
+174/176 [============================>.] - ETA: 0s - loss: 3.6438 - accuracy: 0.1419 - top-5-accuracy: 0.3810
+
+
+```
+
+```
+
+175/176 [============================>.] - ETA: 0s - loss: 3.6437 - accuracy: 0.1420 - top-5-accuracy: 0.3810
+
+
+```
+
+```
+
+176/176 [==============================] - ETA: 0s - loss: 3.6436 - accuracy: 0.1421 - top-5-accuracy: 0.3811
+
+
+```
+
+```
+
+176/176 [==============================] - 32s 180ms/step - loss: 3.6436 - accuracy: 0.1421 - top-5-accuracy: 0.3811 - val_loss: 3.3075 - val_accuracy: 0.2100 - val_top-5-accuracy: 0.4930
+
+
+
+```
+Epoch 5/50
+
+```
+
+
+ 1/176 [..............................] - ETA: 30s - loss: 3.4251 - accuracy: 0.1719 - top-5-accuracy: 0.4336
+
+
+```
+
+```
+
+ 2/176 [..............................] - ETA: 30s - loss: 3.4819 - accuracy: 0.1680 - top-5-accuracy: 0.4316
+
+
+```
+
+```
+
+ 3/176 [..............................] - ETA: 29s - loss: 3.5098 - accuracy: 0.1758 - top-5-accuracy: 0.4284
+
+
+```
+
+```
+
+ 4/176 [..............................] - ETA: 29s - loss: 3.5156 - accuracy: 0.1729 - top-5-accuracy: 0.4316
+
+
+```
+
+```
+
+ 5/176 [..............................] - ETA: 29s - loss: 3.5323 - accuracy: 0.1695 - top-5-accuracy: 0.4266
+
+
+```
+
+```
+
+ 6/176 [>.............................] - ETA: 29s - loss: 3.5279 - accuracy: 0.1686 - top-5-accuracy: 0.4238
+
+
+```
+
+```
+
+ 7/176 [>.............................] - ETA: 29s - loss: 3.5357 - accuracy: 0.1685 - top-5-accuracy: 0.4202
+
+
+```
+
+```
+
+ 8/176 [>.............................] - ETA: 29s - loss: 3.5360 - accuracy: 0.1665 - top-5-accuracy: 0.4219
+
+
+```
+
+```
+
+ 9/176 [>.............................] - ETA: 28s - loss: 3.5267 - accuracy: 0.1671 - top-5-accuracy: 0.4232
+
+
+```
+
+```
+
+ 10/176 [>.............................] - ETA: 28s - loss: 3.5279 - accuracy: 0.1660 - top-5-accuracy: 0.4238
+
+
+```
+
+```
+
+ 11/176 [>.............................] - ETA: 28s - loss: 3.5157 - accuracy: 0.1665 - top-5-accuracy: 0.4215
+
+
+```
+
+```
+
+ 12/176 [=>............................] - ETA: 28s - loss: 3.5242 - accuracy: 0.1663 - top-5-accuracy: 0.4209
+
+
+```
+
+```
+
+ 13/176 [=>............................] - ETA: 28s - loss: 3.5339 - accuracy: 0.1638 - top-5-accuracy: 0.4204
+
+
+```
+
+```
+
+ 14/176 [=>............................] - ETA: 28s - loss: 3.5354 - accuracy: 0.1655 - top-5-accuracy: 0.4210
+
+
+```
+
+```
+
+ 15/176 [=>............................] - ETA: 27s - loss: 3.5394 - accuracy: 0.1648 - top-5-accuracy: 0.4182
+
+
+```
+
+```
+
+ 16/176 [=>............................] - ETA: 27s - loss: 3.5456 - accuracy: 0.1650 - top-5-accuracy: 0.4182
+
+
+```
+
+```
+
+ 17/176 [=>............................] - ETA: 27s - loss: 3.5414 - accuracy: 0.1654 - top-5-accuracy: 0.4198
+
+
+```
+
+```
+
+ 18/176 [==>...........................] - ETA: 27s - loss: 3.5364 - accuracy: 0.1667 - top-5-accuracy: 0.4188
+
+
+```
+
+```
+
+ 19/176 [==>...........................] - ETA: 27s - loss: 3.5308 - accuracy: 0.1671 - top-5-accuracy: 0.4176
+
+
+```
+
+```
+
+ 20/176 [==>...........................] - ETA: 27s - loss: 3.5326 - accuracy: 0.1660 - top-5-accuracy: 0.4180
+
+
+```
+
+```
+
+ 21/176 [==>...........................] - ETA: 26s - loss: 3.5326 - accuracy: 0.1656 - top-5-accuracy: 0.4185
+
+
+```
+
+```
+
+ 22/176 [==>...........................] - ETA: 26s - loss: 3.5394 - accuracy: 0.1648 - top-5-accuracy: 0.4162
+
+
+```
+
+```
+
+ 23/176 [==>...........................] - ETA: 26s - loss: 3.5457 - accuracy: 0.1634 - top-5-accuracy: 0.4125
+
+
+```
+
+```
+
+ 24/176 [===>..........................] - ETA: 26s - loss: 3.5487 - accuracy: 0.1628 - top-5-accuracy: 0.4113
+
+
+```
+
+```
+
+ 25/176 [===>..........................] - ETA: 26s - loss: 3.5500 - accuracy: 0.1622 - top-5-accuracy: 0.4111
+
+
+```
+
+```
+
+ 26/176 [===>..........................] - ETA: 25s - loss: 3.5503 - accuracy: 0.1617 - top-5-accuracy: 0.4105
+
+
+```
+
+```
+
+ 27/176 [===>..........................] - ETA: 25s - loss: 3.5486 - accuracy: 0.1620 - top-5-accuracy: 0.4107
+
+
+```
+
+```
+
+ 28/176 [===>..........................] - ETA: 25s - loss: 3.5470 - accuracy: 0.1621 - top-5-accuracy: 0.4110
+
+
+```
+
+```
+
+ 29/176 [===>..........................] - ETA: 25s - loss: 3.5415 - accuracy: 0.1627 - top-5-accuracy: 0.4119
+
+
+```
+
+```
+
+ 30/176 [====>.........................] - ETA: 25s - loss: 3.5424 - accuracy: 0.1616 - top-5-accuracy: 0.4113
+
+
+```
+
+```
+
+ 31/176 [====>.........................] - ETA: 25s - loss: 3.5403 - accuracy: 0.1613 - top-5-accuracy: 0.4119
+
+
+```
+
+```
+
+ 32/176 [====>.........................] - ETA: 24s - loss: 3.5414 - accuracy: 0.1608 - top-5-accuracy: 0.4108
+
+
+```
+
+```
+
+ 33/176 [====>.........................] - ETA: 24s - loss: 3.5434 - accuracy: 0.1597 - top-5-accuracy: 0.4118
+
+
+```
+
+```
+
+ 34/176 [====>.........................] - ETA: 24s - loss: 3.5452 - accuracy: 0.1600 - top-5-accuracy: 0.4110
+
+
+```
+
+```
+
+ 35/176 [====>.........................] - ETA: 24s - loss: 3.5453 - accuracy: 0.1598 - top-5-accuracy: 0.4110
+
+
+```
+
+```
+
+ 36/176 [=====>........................] - ETA: 24s - loss: 3.5471 - accuracy: 0.1586 - top-5-accuracy: 0.4119
+
+
+```
+
+```
+
+ 37/176 [=====>........................] - ETA: 24s - loss: 3.5476 - accuracy: 0.1578 - top-5-accuracy: 0.4115
+
+
+```
+
+```
+
+ 38/176 [=====>........................] - ETA: 23s - loss: 3.5479 - accuracy: 0.1576 - top-5-accuracy: 0.4111
+
+
+```
+
+```
+
+ 39/176 [=====>........................] - ETA: 23s - loss: 3.5471 - accuracy: 0.1578 - top-5-accuracy: 0.4115
+
+
+```
+
+```
+
+ 40/176 [=====>........................] - ETA: 23s - loss: 3.5479 - accuracy: 0.1573 - top-5-accuracy: 0.4110
+
+
+```
+
+```
+
+ 41/176 [=====>........................] - ETA: 23s - loss: 3.5439 - accuracy: 0.1576 - top-5-accuracy: 0.4122
+
+
+```
+
+```
+
+ 42/176 [======>.......................] - ETA: 23s - loss: 3.5417 - accuracy: 0.1586 - top-5-accuracy: 0.4126
+
+
+```
+
+```
+
+ 43/176 [======>.......................] - ETA: 23s - loss: 3.5424 - accuracy: 0.1586 - top-5-accuracy: 0.4122
+
+
+```
+
+```
+
+ 44/176 [======>.......................] - ETA: 22s - loss: 3.5396 - accuracy: 0.1590 - top-5-accuracy: 0.4126
+
+
+```
+
+```
+
+ 45/176 [======>.......................] - ETA: 22s - loss: 3.5402 - accuracy: 0.1590 - top-5-accuracy: 0.4129
+
+
+```
+
+```
+
+ 46/176 [======>.......................] - ETA: 22s - loss: 3.5439 - accuracy: 0.1579 - top-5-accuracy: 0.4120
+
+
+```
+
+```
+
+ 47/176 [=======>......................] - ETA: 22s - loss: 3.5393 - accuracy: 0.1582 - top-5-accuracy: 0.4131
+
+
+```
+
+```
+
+ 48/176 [=======>......................] - ETA: 22s - loss: 3.5425 - accuracy: 0.1576 - top-5-accuracy: 0.4117
+
+
+```
+
+```
+
+ 49/176 [=======>......................] - ETA: 21s - loss: 3.5424 - accuracy: 0.1574 - top-5-accuracy: 0.4110
+
+
+```
+
+```
+
+ 50/176 [=======>......................] - ETA: 21s - loss: 3.5439 - accuracy: 0.1567 - top-5-accuracy: 0.4105
+
+
+```
+
+```
+
+ 51/176 [=======>......................] - ETA: 21s - loss: 3.5454 - accuracy: 0.1566 - top-5-accuracy: 0.4103
+
+
+```
+
+```
+
+ 52/176 [=======>......................] - ETA: 21s - loss: 3.5474 - accuracy: 0.1574 - top-5-accuracy: 0.4105
+
+
+```
+
+```
+
+ 53/176 [========>.....................] - ETA: 21s - loss: 3.5471 - accuracy: 0.1577 - top-5-accuracy: 0.4107
+
+
+```
+
+```
+
+ 54/176 [========>.....................] - ETA: 21s - loss: 3.5472 - accuracy: 0.1579 - top-5-accuracy: 0.4110
+
+
+```
+
+```
+
+ 55/176 [========>.....................] - ETA: 20s - loss: 3.5490 - accuracy: 0.1583 - top-5-accuracy: 0.4109
+
+
+```
+
+```
+
+ 56/176 [========>.....................] - ETA: 20s - loss: 3.5492 - accuracy: 0.1579 - top-5-accuracy: 0.4110
+
+
+```
+
+```
+
+ 57/176 [========>.....................] - ETA: 20s - loss: 3.5477 - accuracy: 0.1584 - top-5-accuracy: 0.4109
+
+
+```
+
+```
+
+ 58/176 [========>.....................] - ETA: 20s - loss: 3.5477 - accuracy: 0.1581 - top-5-accuracy: 0.4109
+
+
+```
+
+```
+
+ 59/176 [=========>....................] - ETA: 20s - loss: 3.5484 - accuracy: 0.1580 - top-5-accuracy: 0.4104
+
+
+```
+
+```
+
+ 60/176 [=========>....................] - ETA: 20s - loss: 3.5457 - accuracy: 0.1584 - top-5-accuracy: 0.4107
+
+
+```
+
+```
+
+ 61/176 [=========>....................] - ETA: 19s - loss: 3.5435 - accuracy: 0.1591 - top-5-accuracy: 0.4107
+
+
+```
+
+```
+
+ 62/176 [=========>....................] - ETA: 19s - loss: 3.5410 - accuracy: 0.1597 - top-5-accuracy: 0.4113
+
+
+```
+
+```
+
+ 63/176 [=========>....................] - ETA: 19s - loss: 3.5419 - accuracy: 0.1603 - top-5-accuracy: 0.4110
+
+
+```
+
+```
+
+ 64/176 [=========>....................] - ETA: 19s - loss: 3.5407 - accuracy: 0.1602 - top-5-accuracy: 0.4113
+
+
+```
+
+```
+
+ 65/176 [==========>...................] - ETA: 19s - loss: 3.5427 - accuracy: 0.1601 - top-5-accuracy: 0.4111
+
+
+```
+
+```
+
+ 66/176 [==========>...................] - ETA: 19s - loss: 3.5402 - accuracy: 0.1605 - top-5-accuracy: 0.4119
+
+
+```
+
+```
+
+ 67/176 [==========>...................] - ETA: 18s - loss: 3.5407 - accuracy: 0.1609 - top-5-accuracy: 0.4115
+
+
+```
+
+```
+
+ 68/176 [==========>...................] - ETA: 18s - loss: 3.5395 - accuracy: 0.1609 - top-5-accuracy: 0.4108
+
+
+```
+
+```
+
+ 69/176 [==========>...................] - ETA: 18s - loss: 3.5386 - accuracy: 0.1616 - top-5-accuracy: 0.4116
+
+
+```
+
+```
+
+ 70/176 [==========>...................] - ETA: 18s - loss: 3.5379 - accuracy: 0.1620 - top-5-accuracy: 0.4116
+
+
+```
+
+```
+
+ 71/176 [===========>..................] - ETA: 18s - loss: 3.5380 - accuracy: 0.1622 - top-5-accuracy: 0.4115
+
+
+```
+
+```
+
+ 72/176 [===========>..................] - ETA: 17s - loss: 3.5379 - accuracy: 0.1625 - top-5-accuracy: 0.4110
+
+
+```
+
+```
+
+ 73/176 [===========>..................] - ETA: 17s - loss: 3.5325 - accuracy: 0.1635 - top-5-accuracy: 0.4127
+
+
+```
+
+```
+
+ 74/176 [===========>..................] - ETA: 17s - loss: 3.5338 - accuracy: 0.1635 - top-5-accuracy: 0.4123
+
+
+```
+
+```
+
+ 75/176 [===========>..................] - ETA: 17s - loss: 3.5364 - accuracy: 0.1633 - top-5-accuracy: 0.4113
+
+
+```
+
+```
+
+ 76/176 [===========>..................] - ETA: 17s - loss: 3.5356 - accuracy: 0.1635 - top-5-accuracy: 0.4120
+
+
+```
+
+```
+
+ 77/176 [============>.................] - ETA: 17s - loss: 3.5358 - accuracy: 0.1636 - top-5-accuracy: 0.4123
+
+
+```
+
+```
+
+ 78/176 [============>.................] - ETA: 16s - loss: 3.5362 - accuracy: 0.1636 - top-5-accuracy: 0.4120
+
+
+```
+
+```
+
+ 79/176 [============>.................] - ETA: 16s - loss: 3.5375 - accuracy: 0.1639 - top-5-accuracy: 0.4117
+
+
+```
+
+```
+
+ 80/176 [============>.................] - ETA: 16s - loss: 3.5401 - accuracy: 0.1634 - top-5-accuracy: 0.4110
+
+
+```
+
+```
+
+ 81/176 [============>.................] - ETA: 16s - loss: 3.5415 - accuracy: 0.1631 - top-5-accuracy: 0.4103
+
+
+```
+
+```
+
+ 82/176 [============>.................] - ETA: 16s - loss: 3.5419 - accuracy: 0.1627 - top-5-accuracy: 0.4105
+
+
+```
+
+```
+
+ 83/176 [=============>................] - ETA: 16s - loss: 3.5425 - accuracy: 0.1620 - top-5-accuracy: 0.4102
+
+
+```
+
+```
+
+ 84/176 [=============>................] - ETA: 15s - loss: 3.5409 - accuracy: 0.1622 - top-5-accuracy: 0.4107
+
+
+```
+
+```
+
+ 85/176 [=============>................] - ETA: 15s - loss: 3.5421 - accuracy: 0.1619 - top-5-accuracy: 0.4101
+
+
+```
+
+```
+
+ 86/176 [=============>................] - ETA: 15s - loss: 3.5423 - accuracy: 0.1621 - top-5-accuracy: 0.4101
+
+
+```
+
+```
+
+ 87/176 [=============>................] - ETA: 15s - loss: 3.5437 - accuracy: 0.1622 - top-5-accuracy: 0.4101
+
+
+```
+
+```
+
+ 88/176 [==============>...............] - ETA: 15s - loss: 3.5424 - accuracy: 0.1625 - top-5-accuracy: 0.4107
+
+
+```
+
+```
+
+ 89/176 [==============>...............] - ETA: 15s - loss: 3.5441 - accuracy: 0.1624 - top-5-accuracy: 0.4102
+
+
+```
+
+```
+
+ 90/176 [==============>...............] - ETA: 14s - loss: 3.5449 - accuracy: 0.1624 - top-5-accuracy: 0.4102
+
+
+```
+
+```
+
+ 91/176 [==============>...............] - ETA: 14s - loss: 3.5453 - accuracy: 0.1623 - top-5-accuracy: 0.4098
+
+
+```
+
+```
+
+ 92/176 [==============>...............] - ETA: 14s - loss: 3.5432 - accuracy: 0.1625 - top-5-accuracy: 0.4105
+
+
+```
+
+```
+
+ 93/176 [==============>...............] - ETA: 14s - loss: 3.5442 - accuracy: 0.1628 - top-5-accuracy: 0.4104
+
+
+```
+
+```
+
+ 94/176 [===============>..............] - ETA: 14s - loss: 3.5457 - accuracy: 0.1626 - top-5-accuracy: 0.4098
+
+
+```
+
+```
+
+ 95/176 [===============>..............] - ETA: 14s - loss: 3.5459 - accuracy: 0.1625 - top-5-accuracy: 0.4100
+
+
+```
+
+```
+
+ 96/176 [===============>..............] - ETA: 13s - loss: 3.5445 - accuracy: 0.1628 - top-5-accuracy: 0.4108
+
+
+```
+
+```
+
+ 97/176 [===============>..............] - ETA: 13s - loss: 3.5450 - accuracy: 0.1627 - top-5-accuracy: 0.4104
+
+
+```
+
+```
+
+ 98/176 [===============>..............] - ETA: 13s - loss: 3.5439 - accuracy: 0.1629 - top-5-accuracy: 0.4108
+
+
+```
+
+```
+
+ 99/176 [===============>..............] - ETA: 13s - loss: 3.5436 - accuracy: 0.1628 - top-5-accuracy: 0.4108
+
+
+```
+
+```
+
+100/176 [================>.............] - ETA: 13s - loss: 3.5430 - accuracy: 0.1630 - top-5-accuracy: 0.4109
+
+
+```
+
+```
+
+101/176 [================>.............] - ETA: 12s - loss: 3.5433 - accuracy: 0.1629 - top-5-accuracy: 0.4111
+
+
+```
+
+```
+
+102/176 [================>.............] - ETA: 12s - loss: 3.5439 - accuracy: 0.1630 - top-5-accuracy: 0.4111
+
+
+```
+
+```
+
+103/176 [================>.............] - ETA: 12s - loss: 3.5441 - accuracy: 0.1632 - top-5-accuracy: 0.4110
+
+
+```
+
+```
+
+104/176 [================>.............] - ETA: 12s - loss: 3.5443 - accuracy: 0.1632 - top-5-accuracy: 0.4109
+
+
+```
+
+```
+
+105/176 [================>.............] - ETA: 12s - loss: 3.5443 - accuracy: 0.1632 - top-5-accuracy: 0.4113
+
+
+```
+
+```
+
+106/176 [=================>............] - ETA: 12s - loss: 3.5433 - accuracy: 0.1633 - top-5-accuracy: 0.4117
+
+
+```
+
+```
+
+107/176 [=================>............] - ETA: 11s - loss: 3.5437 - accuracy: 0.1631 - top-5-accuracy: 0.4115
+
+
+```
+
+```
+
+108/176 [=================>............] - ETA: 11s - loss: 3.5429 - accuracy: 0.1632 - top-5-accuracy: 0.4115
+
+
+```
+
+```
+
+109/176 [=================>............] - ETA: 11s - loss: 3.5434 - accuracy: 0.1629 - top-5-accuracy: 0.4116
+
+
+```
+
+```
+
+110/176 [=================>............] - ETA: 11s - loss: 3.5430 - accuracy: 0.1634 - top-5-accuracy: 0.4119
+
+
+```
+
+```
+
+111/176 [=================>............] - ETA: 11s - loss: 3.5424 - accuracy: 0.1634 - top-5-accuracy: 0.4121
+
+
+```
+
+```
+
+112/176 [==================>...........] - ETA: 11s - loss: 3.5424 - accuracy: 0.1633 - top-5-accuracy: 0.4118
+
+
+```
+
+```
+
+113/176 [==================>...........] - ETA: 10s - loss: 3.5429 - accuracy: 0.1633 - top-5-accuracy: 0.4121
+
+
+```
+
+```
+
+114/176 [==================>...........] - ETA: 10s - loss: 3.5426 - accuracy: 0.1633 - top-5-accuracy: 0.4124
+
+
+```
+
+```
+
+115/176 [==================>...........] - ETA: 10s - loss: 3.5421 - accuracy: 0.1636 - top-5-accuracy: 0.4124
+
+
+```
+
+```
+
+116/176 [==================>...........] - ETA: 10s - loss: 3.5410 - accuracy: 0.1637 - top-5-accuracy: 0.4126
+
+
+```
+
+```
+
+117/176 [==================>...........] - ETA: 10s - loss: 3.5401 - accuracy: 0.1638 - top-5-accuracy: 0.4130
+
+
+```
+
+```
+
+118/176 [===================>..........] - ETA: 10s - loss: 3.5391 - accuracy: 0.1637 - top-5-accuracy: 0.4130
+
+
+```
+
+```
+
+119/176 [===================>..........] - ETA: 9s - loss: 3.5381 - accuracy: 0.1636 - top-5-accuracy: 0.4132
+
+
+```
+
+```
+
+120/176 [===================>..........] - ETA: 9s - loss: 3.5376 - accuracy: 0.1635 - top-5-accuracy: 0.4134
+
+
+```
+
+```
+
+121/176 [===================>..........] - ETA: 9s - loss: 3.5363 - accuracy: 0.1637 - top-5-accuracy: 0.4136
+
+
+```
+
+```
+
+122/176 [===================>..........] - ETA: 9s - loss: 3.5362 - accuracy: 0.1639 - top-5-accuracy: 0.4134
+
+
+```
+
+```
+
+123/176 [===================>..........] - ETA: 9s - loss: 3.5349 - accuracy: 0.1639 - top-5-accuracy: 0.4135
+
+
+```
+
+```
+
+124/176 [====================>.........] - ETA: 8s - loss: 3.5338 - accuracy: 0.1641 - top-5-accuracy: 0.4140
+
+
+```
+
+```
+
+125/176 [====================>.........] - ETA: 8s - loss: 3.5337 - accuracy: 0.1642 - top-5-accuracy: 0.4140
+
+
+```
+
+```
+
+126/176 [====================>.........] - ETA: 8s - loss: 3.5334 - accuracy: 0.1642 - top-5-accuracy: 0.4143
+
+
+```
+
+```
+
+127/176 [====================>.........] - ETA: 8s - loss: 3.5329 - accuracy: 0.1641 - top-5-accuracy: 0.4143
+
+
+```
+
+```
+
+128/176 [====================>.........] - ETA: 8s - loss: 3.5326 - accuracy: 0.1641 - top-5-accuracy: 0.4145
+
+
+```
+
+```
+
+129/176 [====================>.........] - ETA: 8s - loss: 3.5320 - accuracy: 0.1642 - top-5-accuracy: 0.4145
+
+
+```
+
+```
+
+130/176 [=====================>........] - ETA: 7s - loss: 3.5320 - accuracy: 0.1642 - top-5-accuracy: 0.4145
+
+
+```
+
+```
+
+131/176 [=====================>........] - ETA: 7s - loss: 3.5320 - accuracy: 0.1643 - top-5-accuracy: 0.4142
+
+
+```
+
+```
+
+132/176 [=====================>........] - ETA: 7s - loss: 3.5311 - accuracy: 0.1647 - top-5-accuracy: 0.4144
+
+
+```
+
+```
+
+133/176 [=====================>........] - ETA: 7s - loss: 3.5305 - accuracy: 0.1648 - top-5-accuracy: 0.4146
+
+
+```
+
+```
+
+134/176 [=====================>........] - ETA: 7s - loss: 3.5297 - accuracy: 0.1649 - top-5-accuracy: 0.4147
+
+
+```
+
+```
+
+135/176 [======================>.......] - ETA: 7s - loss: 3.5296 - accuracy: 0.1649 - top-5-accuracy: 0.4148
+
+
+```
+
+```
+
+136/176 [======================>.......] - ETA: 6s - loss: 3.5296 - accuracy: 0.1648 - top-5-accuracy: 0.4149
+
+
+```
+
+```
+
+137/176 [======================>.......] - ETA: 6s - loss: 3.5292 - accuracy: 0.1648 - top-5-accuracy: 0.4151
+
+
+```
+
+```
+
+138/176 [======================>.......] - ETA: 6s - loss: 3.5272 - accuracy: 0.1651 - top-5-accuracy: 0.4158
+
+
+```
+
+```
+
+139/176 [======================>.......] - ETA: 6s - loss: 3.5272 - accuracy: 0.1652 - top-5-accuracy: 0.4156
+
+
+```
+
+```
+
+140/176 [======================>.......] - ETA: 6s - loss: 3.5286 - accuracy: 0.1650 - top-5-accuracy: 0.4155
+
+
+```
+
+```
+
+141/176 [=======================>......] - ETA: 6s - loss: 3.5284 - accuracy: 0.1649 - top-5-accuracy: 0.4154
+
+
+```
+
+```
+
+142/176 [=======================>......] - ETA: 5s - loss: 3.5269 - accuracy: 0.1651 - top-5-accuracy: 0.4156
+
+
+```
+
+```
+
+143/176 [=======================>......] - ETA: 5s - loss: 3.5263 - accuracy: 0.1652 - top-5-accuracy: 0.4158
+
+
+```
+
+```
+
+144/176 [=======================>......] - ETA: 5s - loss: 3.5258 - accuracy: 0.1651 - top-5-accuracy: 0.4162
+
+
+```
+
+```
+
+145/176 [=======================>......] - ETA: 5s - loss: 3.5272 - accuracy: 0.1649 - top-5-accuracy: 0.4158
+
+
+```
+
+```
+
+146/176 [=======================>......] - ETA: 5s - loss: 3.5275 - accuracy: 0.1650 - top-5-accuracy: 0.4157
+
+
+```
+
+```
+
+147/176 [========================>.....] - ETA: 5s - loss: 3.5280 - accuracy: 0.1648 - top-5-accuracy: 0.4157
+
+
+```
+
+```
+
+148/176 [========================>.....] - ETA: 4s - loss: 3.5272 - accuracy: 0.1649 - top-5-accuracy: 0.4158
+
+
+```
+
+```
+
+149/176 [========================>.....] - ETA: 4s - loss: 3.5278 - accuracy: 0.1646 - top-5-accuracy: 0.4153
+
+
+```
+
+```
+
+150/176 [========================>.....] - ETA: 4s - loss: 3.5278 - accuracy: 0.1648 - top-5-accuracy: 0.4153
+
+
+```
+
+```
+
+151/176 [========================>.....] - ETA: 4s - loss: 3.5278 - accuracy: 0.1650 - top-5-accuracy: 0.4155
+
+
+```
+
+```
+
+152/176 [========================>.....] - ETA: 4s - loss: 3.5280 - accuracy: 0.1651 - top-5-accuracy: 0.4151
+
+
+```
+
+```
+
+153/176 [=========================>....] - ETA: 3s - loss: 3.5266 - accuracy: 0.1653 - top-5-accuracy: 0.4156
+
+
+```
+
+```
+
+154/176 [=========================>....] - ETA: 3s - loss: 3.5264 - accuracy: 0.1653 - top-5-accuracy: 0.4156
+
+
+```
+
+```
+
+155/176 [=========================>....] - ETA: 3s - loss: 3.5260 - accuracy: 0.1653 - top-5-accuracy: 0.4157
+
+
+```
+
+```
+
+156/176 [=========================>....] - ETA: 3s - loss: 3.5263 - accuracy: 0.1651 - top-5-accuracy: 0.4154
+
+
+```
+
+```
+
+157/176 [=========================>....] - ETA: 3s - loss: 3.5255 - accuracy: 0.1652 - top-5-accuracy: 0.4156
+
+
+```
+
+```
+
+158/176 [=========================>....] - ETA: 3s - loss: 3.5250 - accuracy: 0.1653 - top-5-accuracy: 0.4157
+
+
+```
+
+```
+
+159/176 [==========================>...] - ETA: 2s - loss: 3.5252 - accuracy: 0.1653 - top-5-accuracy: 0.4156
+
+
+```
+
+```
+
+160/176 [==========================>...] - ETA: 2s - loss: 3.5262 - accuracy: 0.1653 - top-5-accuracy: 0.4156
+
+
+```
+
+```
+
+161/176 [==========================>...] - ETA: 2s - loss: 3.5261 - accuracy: 0.1652 - top-5-accuracy: 0.4156
+
+
+```
+
+```
+
+162/176 [==========================>...] - ETA: 2s - loss: 3.5252 - accuracy: 0.1652 - top-5-accuracy: 0.4160
+
+
+```
+
+```
+
+163/176 [==========================>...] - ETA: 2s - loss: 3.5257 - accuracy: 0.1651 - top-5-accuracy: 0.4158
+
+
+```
+
+```
+
+164/176 [==========================>...] - ETA: 2s - loss: 3.5255 - accuracy: 0.1651 - top-5-accuracy: 0.4159
+
+
+```
+
+```
+
+165/176 [===========================>..] - ETA: 1s - loss: 3.5247 - accuracy: 0.1652 - top-5-accuracy: 0.4161
+
+
+```
+
+```
+
+166/176 [===========================>..] - ETA: 1s - loss: 3.5242 - accuracy: 0.1651 - top-5-accuracy: 0.4162
+
+
+```
+
+```
+
+167/176 [===========================>..] - ETA: 1s - loss: 3.5240 - accuracy: 0.1651 - top-5-accuracy: 0.4161
+
+
+```
+
+```
+
+168/176 [===========================>..] - ETA: 1s - loss: 3.5246 - accuracy: 0.1651 - top-5-accuracy: 0.4159
+
+
+```
+
+```
+
+169/176 [===========================>..] - ETA: 1s - loss: 3.5255 - accuracy: 0.1649 - top-5-accuracy: 0.4157
+
+
+```
+
+```
+
+170/176 [===========================>..] - ETA: 1s - loss: 3.5251 - accuracy: 0.1650 - top-5-accuracy: 0.4158
+
+
+```
+
+```
+
+171/176 [============================>.] - ETA: 0s - loss: 3.5247 - accuracy: 0.1648 - top-5-accuracy: 0.4160
+
+
+```
+
+```
+
+172/176 [============================>.] - ETA: 0s - loss: 3.5235 - accuracy: 0.1649 - top-5-accuracy: 0.4164
+
+
+```
+
+```
+
+173/176 [============================>.] - ETA: 0s - loss: 3.5231 - accuracy: 0.1649 - top-5-accuracy: 0.4165
+
+
+```
+
+```
+
+174/176 [============================>.] - ETA: 0s - loss: 3.5216 - accuracy: 0.1655 - top-5-accuracy: 0.4169
+
+
+```
+
+```
+
+175/176 [============================>.] - ETA: 0s - loss: 3.5221 - accuracy: 0.1656 - top-5-accuracy: 0.4168
+
+
+```
+
+```
+
+176/176 [==============================] - ETA: 0s - loss: 3.5215 - accuracy: 0.1657 - top-5-accuracy: 0.4171
+
+
+```
+
+```
+
+176/176 [==============================] - 32s 179ms/step - loss: 3.5215 - accuracy: 0.1657 - top-5-accuracy: 0.4171 - val_loss: 3.1771 - val_accuracy: 0.2328 - val_top-5-accuracy: 0.5114
+
+
+
+```
+Epoch 6/50
+
+```
+
+
+ 1/176 [..............................] - ETA: 30s - loss: 3.4728 - accuracy: 0.1719 - top-5-accuracy: 0.4219
+
+
+```
+
+```
+
+ 2/176 [..............................] - ETA: 30s - loss: 3.4023 - accuracy: 0.1953 - top-5-accuracy: 0.4297
+
+
+```
+
+```
+
+ 3/176 [..............................] - ETA: 29s - loss: 3.4089 - accuracy: 0.1901 - top-5-accuracy: 0.4401
+
+
+```
+
+```
+
+ 4/176 [..............................] - ETA: 29s - loss: 3.4222 - accuracy: 0.1885 - top-5-accuracy: 0.4502
+
+
+```
+
+```
+
+ 5/176 [..............................] - ETA: 29s - loss: 3.4000 - accuracy: 0.1859 - top-5-accuracy: 0.4547
+
+
+```
+
+```
+
+ 6/176 [>.............................] - ETA: 29s - loss: 3.4186 - accuracy: 0.1855 - top-5-accuracy: 0.4440
+
+
+```
+
+```
+
+ 7/176 [>.............................] - ETA: 29s - loss: 3.4150 - accuracy: 0.1931 - top-5-accuracy: 0.4520
+
+
+```
+
+```
+
+ 8/176 [>.............................] - ETA: 29s - loss: 3.3952 - accuracy: 0.1919 - top-5-accuracy: 0.4546
+
+
+```
+
+```
+
+ 9/176 [>.............................] - ETA: 28s - loss: 3.4019 - accuracy: 0.1866 - top-5-accuracy: 0.4510
+
+
+```
+
+```
+
+ 10/176 [>.............................] - ETA: 28s - loss: 3.4202 - accuracy: 0.1852 - top-5-accuracy: 0.4473
+
+
+```
+
+```
+
+ 11/176 [>.............................] - ETA: 28s - loss: 3.4145 - accuracy: 0.1879 - top-5-accuracy: 0.4464
+
+
+```
+
+```
+
+ 12/176 [=>............................] - ETA: 28s - loss: 3.4199 - accuracy: 0.1878 - top-5-accuracy: 0.4430
+
+
+```
+
+```
+
+ 13/176 [=>............................] - ETA: 28s - loss: 3.4129 - accuracy: 0.1866 - top-5-accuracy: 0.4450
+
+
+```
+
+```
+
+ 14/176 [=>............................] - ETA: 28s - loss: 3.4136 - accuracy: 0.1881 - top-5-accuracy: 0.4467
+
+
+```
+
+```
+
+ 15/176 [=>............................] - ETA: 27s - loss: 3.4082 - accuracy: 0.1872 - top-5-accuracy: 0.4464
+
+
+```
+
+```
+
+ 16/176 [=>............................] - ETA: 27s - loss: 3.4014 - accuracy: 0.1885 - top-5-accuracy: 0.4470
+
+
+```
+
+```
+
+ 17/176 [=>............................] - ETA: 27s - loss: 3.4057 - accuracy: 0.1889 - top-5-accuracy: 0.4467
+
+
+```
+
+```
+
+ 18/176 [==>...........................] - ETA: 27s - loss: 3.3979 - accuracy: 0.1905 - top-5-accuracy: 0.4486
+
+
+```
+
+```
+
+ 19/176 [==>...........................] - ETA: 27s - loss: 3.3907 - accuracy: 0.1931 - top-5-accuracy: 0.4494
+
+
+```
+
+```
+
+ 20/176 [==>...........................] - ETA: 26s - loss: 3.3846 - accuracy: 0.1943 - top-5-accuracy: 0.4510
+
+
+```
+
+```
+
+ 21/176 [==>...........................] - ETA: 26s - loss: 3.3984 - accuracy: 0.1929 - top-5-accuracy: 0.4468
+
+
+```
+
+```
+
+ 22/176 [==>...........................] - ETA: 26s - loss: 3.4035 - accuracy: 0.1912 - top-5-accuracy: 0.4442
+
+
+```
+
+```
+
+ 23/176 [==>...........................] - ETA: 26s - loss: 3.4086 - accuracy: 0.1895 - top-5-accuracy: 0.4421
+
+
+```
+
+```
+
+ 24/176 [===>..........................] - ETA: 26s - loss: 3.4119 - accuracy: 0.1890 - top-5-accuracy: 0.4419
+
+
+```
+
+```
+
+ 25/176 [===>..........................] - ETA: 26s - loss: 3.4073 - accuracy: 0.1900 - top-5-accuracy: 0.4436
+
+
+```
+
+```
+
+ 26/176 [===>..........................] - ETA: 25s - loss: 3.4102 - accuracy: 0.1898 - top-5-accuracy: 0.4420
+
+
+```
+
+```
+
+ 27/176 [===>..........................] - ETA: 25s - loss: 3.4111 - accuracy: 0.1889 - top-5-accuracy: 0.4408
+
+
+```
+
+```
+
+ 28/176 [===>..........................] - ETA: 25s - loss: 3.4056 - accuracy: 0.1885 - top-5-accuracy: 0.4420
+
+
+```
+
+```
+
+ 29/176 [===>..........................] - ETA: 25s - loss: 3.4033 - accuracy: 0.1890 - top-5-accuracy: 0.4415
+
+
+```
+
+```
+
+ 30/176 [====>.........................] - ETA: 25s - loss: 3.4125 - accuracy: 0.1872 - top-5-accuracy: 0.4404
+
+
+```
+
+```
+
+ 31/176 [====>.........................] - ETA: 25s - loss: 3.4111 - accuracy: 0.1893 - top-5-accuracy: 0.4409
+
+
+```
+
+```
+
+ 32/176 [====>.........................] - ETA: 24s - loss: 3.4153 - accuracy: 0.1888 - top-5-accuracy: 0.4409
+
+
+```
+
+```
+
+ 33/176 [====>.........................] - ETA: 24s - loss: 3.4160 - accuracy: 0.1883 - top-5-accuracy: 0.4415
+
+
+```
+
+```
+
+ 34/176 [====>.........................] - ETA: 24s - loss: 3.4091 - accuracy: 0.1901 - top-5-accuracy: 0.4430
+
+
+```
+
+```
+
+ 35/176 [====>.........................] - ETA: 24s - loss: 3.4121 - accuracy: 0.1894 - top-5-accuracy: 0.4413
+
+
+```
+
+```
+
+ 36/176 [=====>........................] - ETA: 24s - loss: 3.4086 - accuracy: 0.1898 - top-5-accuracy: 0.4416
+
+
+```
+
+```
+
+ 37/176 [=====>........................] - ETA: 24s - loss: 3.4109 - accuracy: 0.1893 - top-5-accuracy: 0.4419
+
+
+```
+
+```
+
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+
+
+```
+
+```
+
+ 39/176 [=====>........................] - ETA: 23s - loss: 3.4099 - accuracy: 0.1885 - top-5-accuracy: 0.4407
+
+
+```
+
+```
+
+ 40/176 [=====>........................] - ETA: 23s - loss: 3.4101 - accuracy: 0.1885 - top-5-accuracy: 0.4406
+
+
+```
+
+```
+
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+
+
+```
+
+```
+
+ 42/176 [======>.......................] - ETA: 23s - loss: 3.4097 - accuracy: 0.1872 - top-5-accuracy: 0.4412
+
+
+```
+
+```
+
+ 43/176 [======>.......................] - ETA: 23s - loss: 3.4058 - accuracy: 0.1880 - top-5-accuracy: 0.4431
+
+
+```
+
+```
+
+ 44/176 [======>.......................] - ETA: 22s - loss: 3.4060 - accuracy: 0.1875 - top-5-accuracy: 0.4431
+
+
+```
+
+```
+
+ 45/176 [======>.......................] - ETA: 22s - loss: 3.4077 - accuracy: 0.1870 - top-5-accuracy: 0.4427
+
+
+```
+
+```
+
+ 46/176 [======>.......................] - ETA: 22s - loss: 3.4070 - accuracy: 0.1869 - top-5-accuracy: 0.4429
+
+
+```
+
+```
+
+ 47/176 [=======>......................] - ETA: 22s - loss: 3.4035 - accuracy: 0.1875 - top-5-accuracy: 0.4434
+
+
+```
+
+```
+
+ 48/176 [=======>......................] - ETA: 22s - loss: 3.4032 - accuracy: 0.1874 - top-5-accuracy: 0.4440
+
+
+```
+
+```
+
+ 49/176 [=======>......................] - ETA: 21s - loss: 3.4035 - accuracy: 0.1873 - top-5-accuracy: 0.4440
+
+
+```
+
+```
+
+ 50/176 [=======>......................] - ETA: 21s - loss: 3.4018 - accuracy: 0.1878 - top-5-accuracy: 0.4444
+
+
+```
+
+```
+
+ 51/176 [=======>......................] - ETA: 21s - loss: 3.4007 - accuracy: 0.1876 - top-5-accuracy: 0.4455
+
+
+```
+
+```
+
+ 52/176 [=======>......................] - ETA: 21s - loss: 3.4017 - accuracy: 0.1880 - top-5-accuracy: 0.4458
+
+
+```
+
+```
+
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+
+
+```
+
+```
+
+ 54/176 [========>.....................] - ETA: 21s - loss: 3.4011 - accuracy: 0.1882 - top-5-accuracy: 0.4458
+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
+ 57/176 [========>.....................] - ETA: 20s - loss: 3.3990 - accuracy: 0.1878 - top-5-accuracy: 0.4463
+
+
+```
+
+```
+
+ 58/176 [========>.....................] - ETA: 20s - loss: 3.4026 - accuracy: 0.1871 - top-5-accuracy: 0.4450
+
+
+```
+
+```
+
+ 59/176 [=========>....................] - ETA: 20s - loss: 3.4046 - accuracy: 0.1868 - top-5-accuracy: 0.4450
+
+
+```
+
+```
+
+ 60/176 [=========>....................] - ETA: 20s - loss: 3.4024 - accuracy: 0.1876 - top-5-accuracy: 0.4460
+
+
+```
+
+```
+
+ 61/176 [=========>....................] - ETA: 19s - loss: 3.4019 - accuracy: 0.1876 - top-5-accuracy: 0.4463
+
+
+```
+
+```
+
+ 62/176 [=========>....................] - ETA: 19s - loss: 3.4045 - accuracy: 0.1871 - top-5-accuracy: 0.4453
+
+
+```
+
+```
+
+ 63/176 [=========>....................] - ETA: 19s - loss: 3.4050 - accuracy: 0.1869 - top-5-accuracy: 0.4449
+
+
+```
+
+```
+
+ 64/176 [=========>....................] - ETA: 19s - loss: 3.4043 - accuracy: 0.1868 - top-5-accuracy: 0.4459
+
+
+```
+
+```
+
+ 65/176 [==========>...................] - ETA: 19s - loss: 3.4027 - accuracy: 0.1868 - top-5-accuracy: 0.4462
+
+
+```
+
+```
+
+ 66/176 [==========>...................] - ETA: 19s - loss: 3.4027 - accuracy: 0.1871 - top-5-accuracy: 0.4468
+
+
+```
+
+```
+
+ 67/176 [==========>...................] - ETA: 18s - loss: 3.4025 - accuracy: 0.1870 - top-5-accuracy: 0.4465
+
+
+```
+
+```
+
+ 68/176 [==========>...................] - ETA: 18s - loss: 3.4015 - accuracy: 0.1872 - top-5-accuracy: 0.4462
+
+
+```
+
+```
+
+ 69/176 [==========>...................] - ETA: 18s - loss: 3.4013 - accuracy: 0.1871 - top-5-accuracy: 0.4465
+
+
+```
+
+```
+
+ 70/176 [==========>...................] - ETA: 18s - loss: 3.4017 - accuracy: 0.1867 - top-5-accuracy: 0.4462
+
+
+```
+
+```
+
+ 71/176 [===========>..................] - ETA: 18s - loss: 3.4023 - accuracy: 0.1866 - top-5-accuracy: 0.4457
+
+
+```
+
+```
+
+ 72/176 [===========>..................] - ETA: 17s - loss: 3.4005 - accuracy: 0.1866 - top-5-accuracy: 0.4460
+
+
+```
+
+```
+
+ 73/176 [===========>..................] - ETA: 17s - loss: 3.3988 - accuracy: 0.1870 - top-5-accuracy: 0.4465
+
+
+```
+
+```
+
+ 74/176 [===========>..................] - ETA: 17s - loss: 3.3984 - accuracy: 0.1871 - top-5-accuracy: 0.4468
+
+
+```
+
+```
+
+ 75/176 [===========>..................] - ETA: 17s - loss: 3.3985 - accuracy: 0.1868 - top-5-accuracy: 0.4470
+
+
+```
+
+```
+
+ 76/176 [===========>..................] - ETA: 17s - loss: 3.3981 - accuracy: 0.1867 - top-5-accuracy: 0.4473
+
+
+```
+
+```
+
+ 77/176 [============>.................] - ETA: 17s - loss: 3.3983 - accuracy: 0.1871 - top-5-accuracy: 0.4474
+
+
+```
+
+```
+
+ 78/176 [============>.................] - ETA: 16s - loss: 3.3995 - accuracy: 0.1871 - top-5-accuracy: 0.4469
+
+
+```
+
+```
+
+ 79/176 [============>.................] - ETA: 16s - loss: 3.3997 - accuracy: 0.1870 - top-5-accuracy: 0.4468
+
+
+```
+
+```
+
+ 80/176 [============>.................] - ETA: 16s - loss: 3.3992 - accuracy: 0.1870 - top-5-accuracy: 0.4468
+
+
+```
+
+```
+
+ 81/176 [============>.................] - ETA: 16s - loss: 3.3980 - accuracy: 0.1870 - top-5-accuracy: 0.4468
+
+
+```
+
+```
+
+ 82/176 [============>.................] - ETA: 16s - loss: 3.3981 - accuracy: 0.1866 - top-5-accuracy: 0.4463
+
+
+```
+
+```
+
+ 83/176 [=============>................] - ETA: 16s - loss: 3.3975 - accuracy: 0.1863 - top-5-accuracy: 0.4467
+
+
+```
+
+```
+
+ 84/176 [=============>................] - ETA: 15s - loss: 3.3976 - accuracy: 0.1862 - top-5-accuracy: 0.4467
+
+
+```
+
+```
+
+ 85/176 [=============>................] - ETA: 15s - loss: 3.3975 - accuracy: 0.1860 - top-5-accuracy: 0.4463
+
+
+```
+
+```
+
+ 86/176 [=============>................] - ETA: 15s - loss: 3.3961 - accuracy: 0.1862 - top-5-accuracy: 0.4464
+
+
+```
+
+```
+
+ 87/176 [=============>................] - ETA: 15s - loss: 3.3950 - accuracy: 0.1868 - top-5-accuracy: 0.4467
+
+
+```
+
+```
+
+ 88/176 [==============>...............] - ETA: 15s - loss: 3.3949 - accuracy: 0.1867 - top-5-accuracy: 0.4469
+
+
+```
+
+```
+
+ 89/176 [==============>...............] - ETA: 15s - loss: 3.3955 - accuracy: 0.1867 - top-5-accuracy: 0.4467
+
+
+```
+
+```
+
+ 90/176 [==============>...............] - ETA: 14s - loss: 3.3965 - accuracy: 0.1866 - top-5-accuracy: 0.4469
+
+
+```
+
+```
+
+ 91/176 [==============>...............] - ETA: 14s - loss: 3.3953 - accuracy: 0.1869 - top-5-accuracy: 0.4473
+
+
+```
+
+```
+
+ 92/176 [==============>...............] - ETA: 14s - loss: 3.3975 - accuracy: 0.1865 - top-5-accuracy: 0.4471
+
+
+```
+
+```
+
+ 93/176 [==============>...............] - ETA: 14s - loss: 3.3977 - accuracy: 0.1865 - top-5-accuracy: 0.4472
+
+
+```
+
+```
+
+ 94/176 [===============>..............] - ETA: 14s - loss: 3.3976 - accuracy: 0.1865 - top-5-accuracy: 0.4474
+
+
+```
+
+```
+
+ 95/176 [===============>..............] - ETA: 14s - loss: 3.3984 - accuracy: 0.1867 - top-5-accuracy: 0.4477
+
+
+```
+
+```
+
+ 96/176 [===============>..............] - ETA: 13s - loss: 3.3982 - accuracy: 0.1866 - top-5-accuracy: 0.4479
+
+
+```
+
+```
+
+ 97/176 [===============>..............] - ETA: 13s - loss: 3.3982 - accuracy: 0.1867 - top-5-accuracy: 0.4478
+
+
+```
+
+```
+
+ 98/176 [===============>..............] - ETA: 13s - loss: 3.3982 - accuracy: 0.1867 - top-5-accuracy: 0.4477
+
+
+```
+
+```
+
+ 99/176 [===============>..............] - ETA: 13s - loss: 3.3986 - accuracy: 0.1864 - top-5-accuracy: 0.4473
+
+
+```
+
+```
+
+100/176 [================>.............] - ETA: 13s - loss: 3.4015 - accuracy: 0.1858 - top-5-accuracy: 0.4466
+
+
+```
+
+```
+
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+
+
+```
+
+```
+
+102/176 [================>.............] - ETA: 12s - loss: 3.4002 - accuracy: 0.1859 - top-5-accuracy: 0.4469
+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
+110/176 [=================>............] - ETA: 11s - loss: 3.4025 - accuracy: 0.1854 - top-5-accuracy: 0.4471
+
+
+```
+
+```
+
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+
+
+```
+
+```
+
+112/176 [==================>...........] - ETA: 11s - loss: 3.4066 - accuracy: 0.1849 - top-5-accuracy: 0.4464
+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
+131/176 [=====================>........] - ETA: 7s - loss: 3.4014 - accuracy: 0.1861 - top-5-accuracy: 0.4474
+
+
+```
+
+```
+
+132/176 [=====================>........] - ETA: 7s - loss: 3.4011 - accuracy: 0.1859 - top-5-accuracy: 0.4472
+
+
+```
+
+```
+
+133/176 [=====================>........] - ETA: 7s - loss: 3.3999 - accuracy: 0.1859 - top-5-accuracy: 0.4475
+
+
+```
+
+```
+
+134/176 [=====================>........] - ETA: 7s - loss: 3.3996 - accuracy: 0.1858 - top-5-accuracy: 0.4477
+
+
+```
+
+```
+
+135/176 [======================>.......] - ETA: 7s - loss: 3.3981 - accuracy: 0.1860 - top-5-accuracy: 0.4479
+
+
+```
+
+```
+
+136/176 [======================>.......] - ETA: 6s - loss: 3.3981 - accuracy: 0.1862 - top-5-accuracy: 0.4481
+
+
+```
+
+```
+
+137/176 [======================>.......] - ETA: 6s - loss: 3.3986 - accuracy: 0.1861 - top-5-accuracy: 0.4480
+
+
+```
+
+```
+
+138/176 [======================>.......] - ETA: 6s - loss: 3.3981 - accuracy: 0.1861 - top-5-accuracy: 0.4481
+
+
+```
+
+```
+
+139/176 [======================>.......] - ETA: 6s - loss: 3.3968 - accuracy: 0.1862 - top-5-accuracy: 0.4485
+
+
+```
+
+```
+
+140/176 [======================>.......] - ETA: 6s - loss: 3.3970 - accuracy: 0.1862 - top-5-accuracy: 0.4487
+
+
+```
+
+```
+
+141/176 [=======================>......] - ETA: 6s - loss: 3.3963 - accuracy: 0.1865 - top-5-accuracy: 0.4489
+
+
+```
+
+```
+
+142/176 [=======================>......] - ETA: 5s - loss: 3.3965 - accuracy: 0.1862 - top-5-accuracy: 0.4489
+
+
+```
+
+```
+
+143/176 [=======================>......] - ETA: 5s - loss: 3.3950 - accuracy: 0.1866 - top-5-accuracy: 0.4492
+
+
+```
+
+```
+
+144/176 [=======================>......] - ETA: 5s - loss: 3.3951 - accuracy: 0.1866 - top-5-accuracy: 0.4492
+
+
+```
+
+```
+
+145/176 [=======================>......] - ETA: 5s - loss: 3.3943 - accuracy: 0.1868 - top-5-accuracy: 0.4493
+
+
+```
+
+```
+
+146/176 [=======================>......] - ETA: 5s - loss: 3.3948 - accuracy: 0.1867 - top-5-accuracy: 0.4493
+
+
+```
+
+```
+
+147/176 [========================>.....] - ETA: 5s - loss: 3.3946 - accuracy: 0.1870 - top-5-accuracy: 0.4493
+
+
+```
+
+```
+
+148/176 [========================>.....] - ETA: 4s - loss: 3.3941 - accuracy: 0.1871 - top-5-accuracy: 0.4496
+
+
+```
+
+```
+
+149/176 [========================>.....] - ETA: 4s - loss: 3.3945 - accuracy: 0.1870 - top-5-accuracy: 0.4495
+
+
+```
+
+```
+
+150/176 [========================>.....] - ETA: 4s - loss: 3.3937 - accuracy: 0.1875 - top-5-accuracy: 0.4497
+
+
+```
+
+```
+
+151/176 [========================>.....] - ETA: 4s - loss: 3.3932 - accuracy: 0.1878 - top-5-accuracy: 0.4500
+
+
+```
+
+```
+
+152/176 [========================>.....] - ETA: 4s - loss: 3.3932 - accuracy: 0.1879 - top-5-accuracy: 0.4498
+
+
+```
+
+```
+
+153/176 [=========================>....] - ETA: 3s - loss: 3.3934 - accuracy: 0.1877 - top-5-accuracy: 0.4497
+
+
+```
+
+```
+
+154/176 [=========================>....] - ETA: 3s - loss: 3.3943 - accuracy: 0.1875 - top-5-accuracy: 0.4495
+
+
+```
+
+```
+
+155/176 [=========================>....] - ETA: 3s - loss: 3.3935 - accuracy: 0.1876 - top-5-accuracy: 0.4498
+
+
+```
+
+```
+
+156/176 [=========================>....] - ETA: 3s - loss: 3.3926 - accuracy: 0.1880 - top-5-accuracy: 0.4500
+
+
+```
+
+```
+
+157/176 [=========================>....] - ETA: 3s - loss: 3.3920 - accuracy: 0.1881 - top-5-accuracy: 0.4499
+
+
+```
+
+```
+
+158/176 [=========================>....] - ETA: 3s - loss: 3.3925 - accuracy: 0.1880 - top-5-accuracy: 0.4498
+
+
+```
+
+```
+
+159/176 [==========================>...] - ETA: 2s - loss: 3.3926 - accuracy: 0.1880 - top-5-accuracy: 0.4500
+
+
+```
+
+```
+
+160/176 [==========================>...] - ETA: 2s - loss: 3.3934 - accuracy: 0.1882 - top-5-accuracy: 0.4501
+
+
+```
+
+```
+
+161/176 [==========================>...] - ETA: 2s - loss: 3.3935 - accuracy: 0.1881 - top-5-accuracy: 0.4501
+
+
+```
+
+```
+
+162/176 [==========================>...] - ETA: 2s - loss: 3.3922 - accuracy: 0.1883 - top-5-accuracy: 0.4504
+
+
+```
+
+```
+
+163/176 [==========================>...] - ETA: 2s - loss: 3.3925 - accuracy: 0.1882 - top-5-accuracy: 0.4504
+
+
+```
+
+```
+
+164/176 [==========================>...] - ETA: 2s - loss: 3.3925 - accuracy: 0.1880 - top-5-accuracy: 0.4504
+
+
+```
+
+```
+
+165/176 [===========================>..] - ETA: 1s - loss: 3.3919 - accuracy: 0.1881 - top-5-accuracy: 0.4506
+
+
+```
+
+```
+
+166/176 [===========================>..] - ETA: 1s - loss: 3.3916 - accuracy: 0.1883 - top-5-accuracy: 0.4508
+
+
+```
+
+```
+
+167/176 [===========================>..] - ETA: 1s - loss: 3.3918 - accuracy: 0.1884 - top-5-accuracy: 0.4507
+
+
+```
+
+```
+
+168/176 [===========================>..] - ETA: 1s - loss: 3.3923 - accuracy: 0.1884 - top-5-accuracy: 0.4510
+
+
+```
+
+```
+
+169/176 [===========================>..] - ETA: 1s - loss: 3.3917 - accuracy: 0.1885 - top-5-accuracy: 0.4512
+
+
+```
+
+```
+
+170/176 [===========================>..] - ETA: 1s - loss: 3.3924 - accuracy: 0.1886 - top-5-accuracy: 0.4511
+
+
+```
+
+```
+
+171/176 [============================>.] - ETA: 0s - loss: 3.3928 - accuracy: 0.1886 - top-5-accuracy: 0.4509
+
+
+```
+
+```
+
+172/176 [============================>.] - ETA: 0s - loss: 3.3934 - accuracy: 0.1884 - top-5-accuracy: 0.4506
+
+
+```
+
+```
+
+173/176 [============================>.] - ETA: 0s - loss: 3.3940 - accuracy: 0.1882 - top-5-accuracy: 0.4503
+
+
+```
+
+```
+
+174/176 [============================>.] - ETA: 0s - loss: 3.3945 - accuracy: 0.1882 - top-5-accuracy: 0.4501
+
+
+```
+
+```
+
+175/176 [============================>.] - ETA: 0s - loss: 3.3942 - accuracy: 0.1881 - top-5-accuracy: 0.4500
+
+
+```
+
+```
+
+176/176 [==============================] - ETA: 0s - loss: 3.3944 - accuracy: 0.1879 - top-5-accuracy: 0.4499
+
+
+```
+
+```
+
+176/176 [==============================] - 32s 180ms/step - loss: 3.3944 - accuracy: 0.1879 - top-5-accuracy: 0.4499 - val_loss: 3.1420 - val_accuracy: 0.2542 - val_top-5-accuracy: 0.5380
+
+
+
+```
+Epoch 7/50
+
+```
+
+
+ 1/176 [..............................] - ETA: 30s - loss: 3.3580 - accuracy: 0.1797 - top-5-accuracy: 0.4570
+
+
+```
+
+```
+
+ 2/176 [..............................] - ETA: 30s - loss: 3.3493 - accuracy: 0.1875 - top-5-accuracy: 0.4766
+
+
+```
+
+```
+
+ 3/176 [..............................] - ETA: 29s - loss: 3.3543 - accuracy: 0.1836 - top-5-accuracy: 0.4622
+
+
+```
+
+```
+
+ 4/176 [..............................] - ETA: 29s - loss: 3.3439 - accuracy: 0.1982 - top-5-accuracy: 0.4727
+
+
+```
+
+```
+
+ 5/176 [..............................] - ETA: 29s - loss: 3.3449 - accuracy: 0.2000 - top-5-accuracy: 0.4711
+
+
+```
+
+```
+
+ 6/176 [>.............................] - ETA: 29s - loss: 3.3346 - accuracy: 0.2005 - top-5-accuracy: 0.4701
+
+
+```
+
+```
+
+ 7/176 [>.............................] - ETA: 29s - loss: 3.3359 - accuracy: 0.1981 - top-5-accuracy: 0.4710
+
+
+```
+
+```
+
+ 8/176 [>.............................] - ETA: 29s - loss: 3.3458 - accuracy: 0.1968 - top-5-accuracy: 0.4731
+
+
+```
+
+```
+
+ 9/176 [>.............................] - ETA: 28s - loss: 3.3126 - accuracy: 0.1984 - top-5-accuracy: 0.4796
+
+
+```
+
+```
+
+ 10/176 [>.............................] - ETA: 28s - loss: 3.3276 - accuracy: 0.1922 - top-5-accuracy: 0.4797
+
+
+```
+
+```
+
+ 11/176 [>.............................] - ETA: 28s - loss: 3.3297 - accuracy: 0.1935 - top-5-accuracy: 0.4790
+
+
+```
+
+```
+
+ 12/176 [=>............................] - ETA: 28s - loss: 3.3319 - accuracy: 0.1960 - top-5-accuracy: 0.4788
+
+
+```
+
+```
+
+ 13/176 [=>............................] - ETA: 28s - loss: 3.3266 - accuracy: 0.1968 - top-5-accuracy: 0.4799
+
+
+```
+
+```
+
+ 14/176 [=>............................] - ETA: 28s - loss: 3.3198 - accuracy: 0.1984 - top-5-accuracy: 0.4794
+
+
+```
+
+```
+
+ 15/176 [=>............................] - ETA: 27s - loss: 3.3142 - accuracy: 0.1984 - top-5-accuracy: 0.4771
+
+
+```
+
+```
+
+ 16/176 [=>............................] - ETA: 27s - loss: 3.3206 - accuracy: 0.1978 - top-5-accuracy: 0.4749
+
+
+```
+
+```
+
+ 17/176 [=>............................] - ETA: 27s - loss: 3.3144 - accuracy: 0.1992 - top-5-accuracy: 0.4770
+
+
+```
+
+```
+
+ 18/176 [==>...........................] - ETA: 27s - loss: 3.3236 - accuracy: 0.1994 - top-5-accuracy: 0.4737
+
+
+```
+
+```
+
+ 19/176 [==>...........................] - ETA: 27s - loss: 3.3202 - accuracy: 0.2007 - top-5-accuracy: 0.4751
+
+
+```
+
+```
+
+ 20/176 [==>...........................] - ETA: 26s - loss: 3.3223 - accuracy: 0.2014 - top-5-accuracy: 0.4748
+
+
+```
+
+```
+
+ 21/176 [==>...........................] - ETA: 26s - loss: 3.3227 - accuracy: 0.2015 - top-5-accuracy: 0.4762
+
+
+```
+
+```
+
+ 22/176 [==>...........................] - ETA: 26s - loss: 3.3170 - accuracy: 0.2017 - top-5-accuracy: 0.4776
+
+
+```
+
+```
+
+ 23/176 [==>...........................] - ETA: 26s - loss: 3.3177 - accuracy: 0.2014 - top-5-accuracy: 0.4778
+
+
+```
+
+```
+
+ 24/176 [===>..........................] - ETA: 26s - loss: 3.3225 - accuracy: 0.2023 - top-5-accuracy: 0.4748
+
+
+```
+
+```
+
+ 25/176 [===>..........................] - ETA: 26s - loss: 3.3185 - accuracy: 0.2028 - top-5-accuracy: 0.4756
+
+
+```
+
+```
+
+ 26/176 [===>..........................] - ETA: 25s - loss: 3.3205 - accuracy: 0.2025 - top-5-accuracy: 0.4742
+
+
+```
+
+```
+
+ 27/176 [===>..........................] - ETA: 25s - loss: 3.3233 - accuracy: 0.2027 - top-5-accuracy: 0.4741
+
+
+```
+
+```
+
+ 28/176 [===>..........................] - ETA: 25s - loss: 3.3188 - accuracy: 0.2026 - top-5-accuracy: 0.4747
+
+
+```
+
+```
+
+ 29/176 [===>..........................] - ETA: 25s - loss: 3.3104 - accuracy: 0.2026 - top-5-accuracy: 0.4762
+
+
+```
+
+```
+
+ 30/176 [====>.........................] - ETA: 25s - loss: 3.3122 - accuracy: 0.2022 - top-5-accuracy: 0.4758
+
+
+```
+
+```
+
+ 31/176 [====>.........................] - ETA: 25s - loss: 3.3149 - accuracy: 0.2010 - top-5-accuracy: 0.4759
+
+
+```
+
+```
+
+ 32/176 [====>.........................] - ETA: 24s - loss: 3.3165 - accuracy: 0.2014 - top-5-accuracy: 0.4744
+
+
+```
+
+```
+
+ 33/176 [====>.........................] - ETA: 24s - loss: 3.3201 - accuracy: 0.2008 - top-5-accuracy: 0.4735
+
+
+```
+
+```
+
+ 34/176 [====>.........................] - ETA: 24s - loss: 3.3214 - accuracy: 0.2014 - top-5-accuracy: 0.4722
+
+
+```
+
+```
+
+ 35/176 [====>.........................] - ETA: 24s - loss: 3.3198 - accuracy: 0.2018 - top-5-accuracy: 0.4730
+
+
+```
+
+```
+
+ 36/176 [=====>........................] - ETA: 24s - loss: 3.3166 - accuracy: 0.2021 - top-5-accuracy: 0.4736
+
+
+```
+
+```
+
+ 37/176 [=====>........................] - ETA: 24s - loss: 3.3184 - accuracy: 0.2022 - top-5-accuracy: 0.4730
+
+
+```
+
+```
+
+ 38/176 [=====>........................] - ETA: 23s - loss: 3.3215 - accuracy: 0.2013 - top-5-accuracy: 0.4727
+
+
+```
+
+```
+
+ 39/176 [=====>........................] - ETA: 23s - loss: 3.3217 - accuracy: 0.2015 - top-5-accuracy: 0.4730
+
+
+```
+
+```
+
+ 40/176 [=====>........................] - ETA: 23s - loss: 3.3207 - accuracy: 0.2010 - top-5-accuracy: 0.4729
+
+
+```
+
+```
+
+ 41/176 [=====>........................] - ETA: 23s - loss: 3.3189 - accuracy: 0.2014 - top-5-accuracy: 0.4728
+
+
+```
+
+```
+
+ 42/176 [======>.......................] - ETA: 23s - loss: 3.3186 - accuracy: 0.2012 - top-5-accuracy: 0.4735
+
+
+```
+
+```
+
+ 43/176 [======>.......................] - ETA: 23s - loss: 3.3241 - accuracy: 0.2005 - top-5-accuracy: 0.4720
+
+
+```
+
+```
+
+ 44/176 [======>.......................] - ETA: 22s - loss: 3.3259 - accuracy: 0.2001 - top-5-accuracy: 0.4708
+
+
+```
+
+```
+
+ 45/176 [======>.......................] - ETA: 22s - loss: 3.3241 - accuracy: 0.2005 - top-5-accuracy: 0.4711
+
+
+```
+
+```
+
+ 46/176 [======>.......................] - ETA: 22s - loss: 3.3260 - accuracy: 0.1997 - top-5-accuracy: 0.4705
+
+
+```
+
+```
+
+ 47/176 [=======>......................] - ETA: 22s - loss: 3.3248 - accuracy: 0.1997 - top-5-accuracy: 0.4713
+
+
+```
+
+```
+
+ 48/176 [=======>......................] - ETA: 22s - loss: 3.3221 - accuracy: 0.2002 - top-5-accuracy: 0.4726
+
+
+```
+
+```
+
+ 49/176 [=======>......................] - ETA: 21s - loss: 3.3237 - accuracy: 0.2001 - top-5-accuracy: 0.4716
+
+
+```
+
+```
+
+ 50/176 [=======>......................] - ETA: 21s - loss: 3.3213 - accuracy: 0.2006 - top-5-accuracy: 0.4719
+
+
+```
+
+```
+
+ 51/176 [=======>......................] - ETA: 21s - loss: 3.3203 - accuracy: 0.2011 - top-5-accuracy: 0.4724
+
+
+```
+
+```
+
+ 52/176 [=======>......................] - ETA: 21s - loss: 3.3215 - accuracy: 0.2007 - top-5-accuracy: 0.4715
+
+
+```
+
+```
+
+ 53/176 [========>.....................] - ETA: 21s - loss: 3.3185 - accuracy: 0.2018 - top-5-accuracy: 0.4722
+
+
+```
+
+```
+
+ 54/176 [========>.....................] - ETA: 21s - loss: 3.3174 - accuracy: 0.2025 - top-5-accuracy: 0.4727
+
+
+```
+
+```
+
+ 55/176 [========>.....................] - ETA: 20s - loss: 3.3143 - accuracy: 0.2031 - top-5-accuracy: 0.4736
+
+
+```
+
+```
+
+ 56/176 [========>.....................] - ETA: 20s - loss: 3.3114 - accuracy: 0.2035 - top-5-accuracy: 0.4736
+
+
+```
+
+```
+
+ 57/176 [========>.....................] - ETA: 20s - loss: 3.3116 - accuracy: 0.2034 - top-5-accuracy: 0.4734
+
+
+```
+
+```
+
+ 58/176 [========>.....................] - ETA: 20s - loss: 3.3088 - accuracy: 0.2039 - top-5-accuracy: 0.4743
+
+
+```
+
+```
+
+ 59/176 [=========>....................] - ETA: 20s - loss: 3.3101 - accuracy: 0.2038 - top-5-accuracy: 0.4744
+
+
+```
+
+```
+
+ 60/176 [=========>....................] - ETA: 20s - loss: 3.3095 - accuracy: 0.2043 - top-5-accuracy: 0.4745
+
+
+```
+
+```
+
+ 61/176 [=========>....................] - ETA: 19s - loss: 3.3067 - accuracy: 0.2043 - top-5-accuracy: 0.4748
+
+
+```
+
+```
+
+ 62/176 [=========>....................] - ETA: 19s - loss: 3.3072 - accuracy: 0.2041 - top-5-accuracy: 0.4748
+
+
+```
+
+```
+
+ 63/176 [=========>....................] - ETA: 19s - loss: 3.3090 - accuracy: 0.2041 - top-5-accuracy: 0.4745
+
+
+```
+
+```
+
+ 64/176 [=========>....................] - ETA: 19s - loss: 3.3104 - accuracy: 0.2036 - top-5-accuracy: 0.4742
+
+
+```
+
+```
+
+ 65/176 [==========>...................] - ETA: 19s - loss: 3.3121 - accuracy: 0.2036 - top-5-accuracy: 0.4737
+
+
+```
+
+```
+
+ 66/176 [==========>...................] - ETA: 19s - loss: 3.3115 - accuracy: 0.2035 - top-5-accuracy: 0.4740
+
+
+```
+
+```
+
+ 67/176 [==========>...................] - ETA: 18s - loss: 3.3113 - accuracy: 0.2039 - top-5-accuracy: 0.4742
+
+
+```
+
+```
+
+ 68/176 [==========>...................] - ETA: 18s - loss: 3.3123 - accuracy: 0.2037 - top-5-accuracy: 0.4742
+
+
+```
+
+```
+
+ 69/176 [==========>...................] - ETA: 18s - loss: 3.3118 - accuracy: 0.2039 - top-5-accuracy: 0.4741
+
+
+```
+
+```
+
+ 70/176 [==========>...................] - ETA: 18s - loss: 3.3109 - accuracy: 0.2036 - top-5-accuracy: 0.4742
+
+
+```
+
+```
+
+ 71/176 [===========>..................] - ETA: 18s - loss: 3.3094 - accuracy: 0.2041 - top-5-accuracy: 0.4748
+
+
+```
+
+```
+
+ 72/176 [===========>..................] - ETA: 17s - loss: 3.3092 - accuracy: 0.2046 - top-5-accuracy: 0.4753
+
+
+```
+
+```
+
+ 73/176 [===========>..................] - ETA: 17s - loss: 3.3071 - accuracy: 0.2049 - top-5-accuracy: 0.4761
+
+
+```
+
+```
+
+ 74/176 [===========>..................] - ETA: 17s - loss: 3.3078 - accuracy: 0.2048 - top-5-accuracy: 0.4759
+
+
+```
+
+```
+
+ 75/176 [===========>..................] - ETA: 17s - loss: 3.3102 - accuracy: 0.2043 - top-5-accuracy: 0.4758
+
+
+```
+
+```
+
+ 76/176 [===========>..................] - ETA: 17s - loss: 3.3124 - accuracy: 0.2038 - top-5-accuracy: 0.4757
+
+
+```
+
+```
+
+ 77/176 [============>.................] - ETA: 17s - loss: 3.3144 - accuracy: 0.2035 - top-5-accuracy: 0.4753
+
+
+```
+
+```
+
+ 78/176 [============>.................] - ETA: 16s - loss: 3.3150 - accuracy: 0.2034 - top-5-accuracy: 0.4751
+
+
+```
+
+```
+
+ 79/176 [============>.................] - ETA: 16s - loss: 3.3136 - accuracy: 0.2033 - top-5-accuracy: 0.4753
+
+
+```
+
+```
+
+ 80/176 [============>.................] - ETA: 16s - loss: 3.3146 - accuracy: 0.2034 - top-5-accuracy: 0.4754
+
+
+```
+
+```
+
+ 81/176 [============>.................] - ETA: 16s - loss: 3.3148 - accuracy: 0.2031 - top-5-accuracy: 0.4752
+
+
+```
+
+```
+
+ 82/176 [============>.................] - ETA: 16s - loss: 3.3155 - accuracy: 0.2032 - top-5-accuracy: 0.4747
+
+
+```
+
+```
+
+ 83/176 [=============>................] - ETA: 16s - loss: 3.3172 - accuracy: 0.2029 - top-5-accuracy: 0.4745
+
+
+```
+
+```
+
+ 84/176 [=============>................] - ETA: 15s - loss: 3.3177 - accuracy: 0.2029 - top-5-accuracy: 0.4745
+
+
+```
+
+```
+
+ 85/176 [=============>................] - ETA: 15s - loss: 3.3169 - accuracy: 0.2028 - top-5-accuracy: 0.4747
+
+
+```
+
+```
+
+ 86/176 [=============>................] - ETA: 15s - loss: 3.3153 - accuracy: 0.2032 - top-5-accuracy: 0.4752
+
+
+```
+
+```
+
+ 87/176 [=============>................] - ETA: 15s - loss: 3.3142 - accuracy: 0.2032 - top-5-accuracy: 0.4753
+
+
+```
+
+```
+
+ 88/176 [==============>...............] - ETA: 15s - loss: 3.3111 - accuracy: 0.2037 - top-5-accuracy: 0.4760
+
+
+```
+
+```
+
+ 89/176 [==============>...............] - ETA: 15s - loss: 3.3112 - accuracy: 0.2037 - top-5-accuracy: 0.4758
+
+
+```
+
+```
+
+ 90/176 [==============>...............] - ETA: 14s - loss: 3.3102 - accuracy: 0.2038 - top-5-accuracy: 0.4757
+
+
+```
+
+```
+
+ 91/176 [==============>...............] - ETA: 14s - loss: 3.3095 - accuracy: 0.2037 - top-5-accuracy: 0.4762
+
+
+```
+
+```
+
+ 92/176 [==============>...............] - ETA: 14s - loss: 3.3092 - accuracy: 0.2035 - top-5-accuracy: 0.4766
+
+
+```
+
+```
+
+ 93/176 [==============>...............] - ETA: 14s - loss: 3.3092 - accuracy: 0.2039 - top-5-accuracy: 0.4767
+
+
+```
+
+```
+
+ 94/176 [===============>..............] - ETA: 14s - loss: 3.3114 - accuracy: 0.2034 - top-5-accuracy: 0.4760
+
+
+```
+
+```
+
+ 95/176 [===============>..............] - ETA: 13s - loss: 3.3127 - accuracy: 0.2033 - top-5-accuracy: 0.4758
+
+
+```
+
+```
+
+ 96/176 [===============>..............] - ETA: 13s - loss: 3.3120 - accuracy: 0.2030 - top-5-accuracy: 0.4759
+
+
+```
+
+```
+
+ 97/176 [===============>..............] - ETA: 13s - loss: 3.3127 - accuracy: 0.2023 - top-5-accuracy: 0.4757
+
+
+```
+
+```
+
+ 98/176 [===============>..............] - ETA: 13s - loss: 3.3098 - accuracy: 0.2026 - top-5-accuracy: 0.4764
+
+
+```
+
+```
+
+ 99/176 [===============>..............] - ETA: 13s - loss: 3.3093 - accuracy: 0.2027 - top-5-accuracy: 0.4764
+
+
+```
+
+```
+
+100/176 [================>.............] - ETA: 13s - loss: 3.3087 - accuracy: 0.2029 - top-5-accuracy: 0.4765
+
+
+```
+
+```
+
+101/176 [================>.............] - ETA: 12s - loss: 3.3103 - accuracy: 0.2028 - top-5-accuracy: 0.4759
+
+
+```
+
+```
+
+102/176 [================>.............] - ETA: 12s - loss: 3.3079 - accuracy: 0.2032 - top-5-accuracy: 0.4766
+
+
+```
+
+```
+
+103/176 [================>.............] - ETA: 12s - loss: 3.3078 - accuracy: 0.2029 - top-5-accuracy: 0.4763
+
+
+```
+
+```
+
+104/176 [================>.............] - ETA: 12s - loss: 3.3078 - accuracy: 0.2029 - top-5-accuracy: 0.4764
+
+
+```
+
+```
+
+105/176 [================>.............] - ETA: 12s - loss: 3.3066 - accuracy: 0.2031 - top-5-accuracy: 0.4766
+
+
+```
+
+```
+
+106/176 [=================>............] - ETA: 12s - loss: 3.3043 - accuracy: 0.2034 - top-5-accuracy: 0.4772
+
+
+```
+
+```
+
+107/176 [=================>............] - ETA: 11s - loss: 3.3038 - accuracy: 0.2035 - top-5-accuracy: 0.4771
+
+
+```
+
+```
+
+108/176 [=================>............] - ETA: 11s - loss: 3.3046 - accuracy: 0.2032 - top-5-accuracy: 0.4771
+
+
+```
+
+```
+
+109/176 [=================>............] - ETA: 11s - loss: 3.3037 - accuracy: 0.2032 - top-5-accuracy: 0.4774
+
+
+```
+
+```
+
+110/176 [=================>............] - ETA: 11s - loss: 3.3043 - accuracy: 0.2028 - top-5-accuracy: 0.4772
+
+
+```
+
+```
+
+111/176 [=================>............] - ETA: 11s - loss: 3.3030 - accuracy: 0.2028 - top-5-accuracy: 0.4777
+
+
+```
+
+```
+
+112/176 [==================>...........] - ETA: 11s - loss: 3.3037 - accuracy: 0.2027 - top-5-accuracy: 0.4775
+
+
+```
+
+```
+
+113/176 [==================>...........] - ETA: 10s - loss: 3.3042 - accuracy: 0.2025 - top-5-accuracy: 0.4774
+
+
+```
+
+```
+
+114/176 [==================>...........] - ETA: 10s - loss: 3.3052 - accuracy: 0.2022 - top-5-accuracy: 0.4771
+
+
+```
+
+```
+
+115/176 [==================>...........] - ETA: 10s - loss: 3.3064 - accuracy: 0.2020 - top-5-accuracy: 0.4768
+
+
+```
+
+```
+
+116/176 [==================>...........] - ETA: 10s - loss: 3.3062 - accuracy: 0.2019 - top-5-accuracy: 0.4766
+
+
+```
+
+```
+
+117/176 [==================>...........] - ETA: 10s - loss: 3.3067 - accuracy: 0.2018 - top-5-accuracy: 0.4765
+
+
+```
+
+```
+
+118/176 [===================>..........] - ETA: 10s - loss: 3.3079 - accuracy: 0.2015 - top-5-accuracy: 0.4763
+
+
+```
+
+```
+
+119/176 [===================>..........] - ETA: 9s - loss: 3.3077 - accuracy: 0.2012 - top-5-accuracy: 0.4764
+
+
+```
+
+```
+
+120/176 [===================>..........] - ETA: 9s - loss: 3.3075 - accuracy: 0.2012 - top-5-accuracy: 0.4763
+
+
+```
+
+```
+
+121/176 [===================>..........] - ETA: 9s - loss: 3.3059 - accuracy: 0.2012 - top-5-accuracy: 0.4766
+
+
+```
+
+```
+
+122/176 [===================>..........] - ETA: 9s - loss: 3.3053 - accuracy: 0.2012 - top-5-accuracy: 0.4766
+
+
+```
+
+```
+
+123/176 [===================>..........] - ETA: 9s - loss: 3.3055 - accuracy: 0.2010 - top-5-accuracy: 0.4766
+
+
+```
+
+```
+
+124/176 [====================>.........] - ETA: 8s - loss: 3.3060 - accuracy: 0.2009 - top-5-accuracy: 0.4762
+
+
+```
+
+```
+
+125/176 [====================>.........] - ETA: 8s - loss: 3.3047 - accuracy: 0.2014 - top-5-accuracy: 0.4766
+
+
+```
+
+```
+
+126/176 [====================>.........] - ETA: 8s - loss: 3.3031 - accuracy: 0.2017 - top-5-accuracy: 0.4772
+
+
+```
+
+```
+
+127/176 [====================>.........] - ETA: 8s - loss: 3.3037 - accuracy: 0.2016 - top-5-accuracy: 0.4770
+
+
+```
+
+```
+
+128/176 [====================>.........] - ETA: 8s - loss: 3.3031 - accuracy: 0.2017 - top-5-accuracy: 0.4774
+
+
+```
+
+```
+
+129/176 [====================>.........] - ETA: 8s - loss: 3.3027 - accuracy: 0.2018 - top-5-accuracy: 0.4777
+
+
+```
+
+```
+
+130/176 [=====================>........] - ETA: 7s - loss: 3.3027 - accuracy: 0.2019 - top-5-accuracy: 0.4774
+
+
+```
+
+```
+
+131/176 [=====================>........] - ETA: 7s - loss: 3.3023 - accuracy: 0.2018 - top-5-accuracy: 0.4778
+
+
+```
+
+```
+
+132/176 [=====================>........] - ETA: 7s - loss: 3.3015 - accuracy: 0.2021 - top-5-accuracy: 0.4781
+
+
+```
+
+```
+
+133/176 [=====================>........] - ETA: 7s - loss: 3.3023 - accuracy: 0.2022 - top-5-accuracy: 0.4778
+
+
+```
+
+```
+
+134/176 [=====================>........] - ETA: 7s - loss: 3.3018 - accuracy: 0.2023 - top-5-accuracy: 0.4780
+
+
+```
+
+```
+
+135/176 [======================>.......] - ETA: 7s - loss: 3.3023 - accuracy: 0.2021 - top-5-accuracy: 0.4778
+
+
+```
+
+```
+
+136/176 [======================>.......] - ETA: 6s - loss: 3.3014 - accuracy: 0.2020 - top-5-accuracy: 0.4779
+
+
+```
+
+```
+
+137/176 [======================>.......] - ETA: 6s - loss: 3.3019 - accuracy: 0.2019 - top-5-accuracy: 0.4781
+
+
+```
+
+```
+
+138/176 [======================>.......] - ETA: 6s - loss: 3.3018 - accuracy: 0.2022 - top-5-accuracy: 0.4781
+
+
+```
+
+```
+
+139/176 [======================>.......] - ETA: 6s - loss: 3.3015 - accuracy: 0.2024 - top-5-accuracy: 0.4781
+
+
+```
+
+```
+
+140/176 [======================>.......] - ETA: 6s - loss: 3.3024 - accuracy: 0.2025 - top-5-accuracy: 0.4779
+
+
+```
+
+```
+
+141/176 [=======================>......] - ETA: 6s - loss: 3.3026 - accuracy: 0.2024 - top-5-accuracy: 0.4779
+
+
+```
+
+```
+
+142/176 [=======================>......] - ETA: 5s - loss: 3.3018 - accuracy: 0.2027 - top-5-accuracy: 0.4782
+
+
+```
+
+```
+
+143/176 [=======================>......] - ETA: 5s - loss: 3.3021 - accuracy: 0.2025 - top-5-accuracy: 0.4780
+
+
+```
+
+```
+
+144/176 [=======================>......] - ETA: 5s - loss: 3.3018 - accuracy: 0.2024 - top-5-accuracy: 0.4782
+
+
+```
+
+```
+
+145/176 [=======================>......] - ETA: 5s - loss: 3.3018 - accuracy: 0.2022 - top-5-accuracy: 0.4781
+
+
+```
+
+```
+
+146/176 [=======================>......] - ETA: 5s - loss: 3.3027 - accuracy: 0.2020 - top-5-accuracy: 0.4779
+
+
+```
+
+```
+
+147/176 [========================>.....] - ETA: 5s - loss: 3.3022 - accuracy: 0.2020 - top-5-accuracy: 0.4777
+
+
+```
+
+```
+
+148/176 [========================>.....] - ETA: 4s - loss: 3.3031 - accuracy: 0.2019 - top-5-accuracy: 0.4775
+
+
+```
+
+```
+
+149/176 [========================>.....] - ETA: 4s - loss: 3.3032 - accuracy: 0.2019 - top-5-accuracy: 0.4773
+
+
+```
+
+```
+
+150/176 [========================>.....] - ETA: 4s - loss: 3.3020 - accuracy: 0.2021 - top-5-accuracy: 0.4777
+
+
+```
+
+```
+
+151/176 [========================>.....] - ETA: 4s - loss: 3.3029 - accuracy: 0.2019 - top-5-accuracy: 0.4773
+
+
+```
+
+```
+
+152/176 [========================>.....] - ETA: 4s - loss: 3.3021 - accuracy: 0.2021 - top-5-accuracy: 0.4775
+
+
+```
+
+```
+
+153/176 [=========================>....] - ETA: 3s - loss: 3.3022 - accuracy: 0.2023 - top-5-accuracy: 0.4774
+
+
+```
+
+```
+
+154/176 [=========================>....] - ETA: 3s - loss: 3.3013 - accuracy: 0.2023 - top-5-accuracy: 0.4774
+
+
+```
+
+```
+
+155/176 [=========================>....] - ETA: 3s - loss: 3.3023 - accuracy: 0.2021 - top-5-accuracy: 0.4772
+
+
+```
+
+```
+
+156/176 [=========================>....] - ETA: 3s - loss: 3.3022 - accuracy: 0.2019 - top-5-accuracy: 0.4772
+
+
+```
+
+```
+
+157/176 [=========================>....] - ETA: 3s - loss: 3.3014 - accuracy: 0.2019 - top-5-accuracy: 0.4775
+
+
+```
+
+```
+
+158/176 [=========================>....] - ETA: 3s - loss: 3.3021 - accuracy: 0.2020 - top-5-accuracy: 0.4774
+
+
+```
+
+```
+
+159/176 [==========================>...] - ETA: 2s - loss: 3.3012 - accuracy: 0.2020 - top-5-accuracy: 0.4775
+
+
+```
+
+```
+
+160/176 [==========================>...] - ETA: 2s - loss: 3.3019 - accuracy: 0.2022 - top-5-accuracy: 0.4775
+
+
+```
+
+```
+
+161/176 [==========================>...] - ETA: 2s - loss: 3.3025 - accuracy: 0.2021 - top-5-accuracy: 0.4771
+
+
+```
+
+```
+
+162/176 [==========================>...] - ETA: 2s - loss: 3.3026 - accuracy: 0.2022 - top-5-accuracy: 0.4769
+
+
+```
+
+```
+
+163/176 [==========================>...] - ETA: 2s - loss: 3.3024 - accuracy: 0.2022 - top-5-accuracy: 0.4772
+
+
+```
+
+```
+
+164/176 [==========================>...] - ETA: 2s - loss: 3.3023 - accuracy: 0.2023 - top-5-accuracy: 0.4772
+
+
+```
+
+```
+
+165/176 [===========================>..] - ETA: 1s - loss: 3.3023 - accuracy: 0.2024 - top-5-accuracy: 0.4773
+
+
+```
+
+```
+
+166/176 [===========================>..] - ETA: 1s - loss: 3.3023 - accuracy: 0.2024 - top-5-accuracy: 0.4771
+
+
+```
+
+```
+
+167/176 [===========================>..] - ETA: 1s - loss: 3.3020 - accuracy: 0.2024 - top-5-accuracy: 0.4771
+
+
+```
+
+```
+
+168/176 [===========================>..] - ETA: 1s - loss: 3.3031 - accuracy: 0.2024 - top-5-accuracy: 0.4770
+
+
+```
+
+```
+
+169/176 [===========================>..] - ETA: 1s - loss: 3.3035 - accuracy: 0.2023 - top-5-accuracy: 0.4769
+
+
+```
+
+```
+
+170/176 [===========================>..] - ETA: 1s - loss: 3.3040 - accuracy: 0.2021 - top-5-accuracy: 0.4768
+
+
+```
+
+```
+
+171/176 [============================>.] - ETA: 0s - loss: 3.3051 - accuracy: 0.2021 - top-5-accuracy: 0.4767
+
+
+```
+
+```
+
+172/176 [============================>.] - ETA: 0s - loss: 3.3049 - accuracy: 0.2023 - top-5-accuracy: 0.4766
+
+
+```
+
+```
+
+173/176 [============================>.] - ETA: 0s - loss: 3.3049 - accuracy: 0.2023 - top-5-accuracy: 0.4767
+
+
+```
+
+```
+
+174/176 [============================>.] - ETA: 0s - loss: 3.3036 - accuracy: 0.2025 - top-5-accuracy: 0.4772
+
+
+```
+
+```
+
+175/176 [============================>.] - ETA: 0s - loss: 3.3033 - accuracy: 0.2028 - top-5-accuracy: 0.4772
+
+
+```
+
+```
+
+176/176 [==============================] - ETA: 0s - loss: 3.3034 - accuracy: 0.2027 - top-5-accuracy: 0.4772
+
+
+```
+
+```
+
+176/176 [==============================] - 32s 179ms/step - loss: 3.3034 - accuracy: 0.2027 - top-5-accuracy: 0.4772 - val_loss: 2.9717 - val_accuracy: 0.2710 - val_top-5-accuracy: 0.5702
+
+
+
+```
+Epoch 8/50
+
+```
+
+
+ 1/176 [..............................] - ETA: 30s - loss: 3.3669 - accuracy: 0.2070 - top-5-accuracy: 0.4492
+
+
+```
+
+```
+
+ 2/176 [..............................] - ETA: 30s - loss: 3.3032 - accuracy: 0.2070 - top-5-accuracy: 0.4668
+
+
+```
+
+```
+
+ 3/176 [..............................] - ETA: 29s - loss: 3.2960 - accuracy: 0.2070 - top-5-accuracy: 0.4792
+
+
+```
+
+```
+
+ 4/176 [..............................] - ETA: 29s - loss: 3.3125 - accuracy: 0.2129 - top-5-accuracy: 0.4775
+
+
+```
+
+```
+
+ 5/176 [..............................] - ETA: 29s - loss: 3.2834 - accuracy: 0.2195 - top-5-accuracy: 0.4859
+
+
+```
+
+```
+
+ 6/176 [>.............................] - ETA: 29s - loss: 3.2620 - accuracy: 0.2246 - top-5-accuracy: 0.4948
+
+
+```
+
+```
+
+ 7/176 [>.............................] - ETA: 29s - loss: 3.2547 - accuracy: 0.2227 - top-5-accuracy: 0.4944
+
+
+```
+
+```
+
+ 8/176 [>.............................] - ETA: 29s - loss: 3.2410 - accuracy: 0.2222 - top-5-accuracy: 0.4946
+
+
+```
+
+```
+
+ 9/176 [>.............................] - ETA: 28s - loss: 3.2416 - accuracy: 0.2196 - top-5-accuracy: 0.4931
+
+
+```
+
+```
+
+ 10/176 [>.............................] - ETA: 28s - loss: 3.2446 - accuracy: 0.2184 - top-5-accuracy: 0.4910
+
+
+```
+
+```
+
+ 11/176 [>.............................] - ETA: 28s - loss: 3.2466 - accuracy: 0.2195 - top-5-accuracy: 0.4901
+
+
+```
+
+```
+
+ 12/176 [=>............................] - ETA: 28s - loss: 3.2415 - accuracy: 0.2197 - top-5-accuracy: 0.4932
+
+
+```
+
+```
+
+ 13/176 [=>............................] - ETA: 28s - loss: 3.2430 - accuracy: 0.2178 - top-5-accuracy: 0.4922
+
+
+```
+
+```
+
+ 14/176 [=>............................] - ETA: 27s - loss: 3.2353 - accuracy: 0.2190 - top-5-accuracy: 0.4947
+
+
+```
+
+```
+
+ 15/176 [=>............................] - ETA: 27s - loss: 3.2326 - accuracy: 0.2167 - top-5-accuracy: 0.4945
+
+
+```
+
+```
+
+ 16/176 [=>............................] - ETA: 27s - loss: 3.2315 - accuracy: 0.2151 - top-5-accuracy: 0.4958
+
+
+```
+
+```
+
+ 17/176 [=>............................] - ETA: 27s - loss: 3.2299 - accuracy: 0.2144 - top-5-accuracy: 0.4972
+
+
+```
+
+```
+
+ 18/176 [==>...........................] - ETA: 27s - loss: 3.2360 - accuracy: 0.2135 - top-5-accuracy: 0.4948
+
+
+```
+
+```
+
+ 19/176 [==>...........................] - ETA: 27s - loss: 3.2282 - accuracy: 0.2150 - top-5-accuracy: 0.4969
+
+
+```
+
+```
+
+ 20/176 [==>...........................] - ETA: 26s - loss: 3.2224 - accuracy: 0.2170 - top-5-accuracy: 0.5016
+
+
+```
+
+```
+
+ 21/176 [==>...........................] - ETA: 26s - loss: 3.2191 - accuracy: 0.2174 - top-5-accuracy: 0.5032
+
+
+```
+
+```
+
+ 22/176 [==>...........................] - ETA: 26s - loss: 3.2267 - accuracy: 0.2156 - top-5-accuracy: 0.5027
+
+
+```
+
+```
+
+ 23/176 [==>...........................] - ETA: 26s - loss: 3.2253 - accuracy: 0.2133 - top-5-accuracy: 0.5032
+
+
+```
+
+```
+
+ 24/176 [===>..........................] - ETA: 26s - loss: 3.2218 - accuracy: 0.2132 - top-5-accuracy: 0.5046
+
+
+```
+
+```
+
+ 25/176 [===>..........................] - ETA: 26s - loss: 3.2187 - accuracy: 0.2141 - top-5-accuracy: 0.5048
+
+
+```
+
+```
+
+ 26/176 [===>..........................] - ETA: 25s - loss: 3.2182 - accuracy: 0.2147 - top-5-accuracy: 0.5042
+
+
+```
+
+```
+
+ 27/176 [===>..........................] - ETA: 25s - loss: 3.2142 - accuracy: 0.2151 - top-5-accuracy: 0.5042
+
+
+```
+
+```
+
+ 28/176 [===>..........................] - ETA: 25s - loss: 3.2169 - accuracy: 0.2139 - top-5-accuracy: 0.5032
+
+
+```
+
+```
+
+ 29/176 [===>..........................] - ETA: 25s - loss: 3.2062 - accuracy: 0.2171 - top-5-accuracy: 0.5054
+
+
+```
+
+```
+
+ 30/176 [====>.........................] - ETA: 25s - loss: 3.2128 - accuracy: 0.2158 - top-5-accuracy: 0.5038
+
+
+```
+
+```
+
+ 31/176 [====>.........................] - ETA: 25s - loss: 3.2169 - accuracy: 0.2150 - top-5-accuracy: 0.5025
+
+
+```
+
+```
+
+ 32/176 [====>.........................] - ETA: 24s - loss: 3.2218 - accuracy: 0.2150 - top-5-accuracy: 0.5022
+
+
+```
+
+```
+
+ 33/176 [====>.........................] - ETA: 24s - loss: 3.2174 - accuracy: 0.2159 - top-5-accuracy: 0.5033
+
+
+```
+
+```
+
+ 34/176 [====>.........................] - ETA: 24s - loss: 3.2190 - accuracy: 0.2155 - top-5-accuracy: 0.5026
+
+
+```
+
+```
+
+ 35/176 [====>.........................] - ETA: 24s - loss: 3.2177 - accuracy: 0.2158 - top-5-accuracy: 0.5033
+
+
+```
+
+```
+
+ 36/176 [=====>........................] - ETA: 24s - loss: 3.2213 - accuracy: 0.2155 - top-5-accuracy: 0.5025
+
+
+```
+
+```
+
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+
+
+```
+
+```
+
+ 38/176 [=====>........................] - ETA: 23s - loss: 3.2240 - accuracy: 0.2148 - top-5-accuracy: 0.5016
+
+
+```
+
+```
+
+ 39/176 [=====>........................] - ETA: 23s - loss: 3.2257 - accuracy: 0.2143 - top-5-accuracy: 0.5019
+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
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+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
+ 77/176 [============>.................] - ETA: 17s - loss: 3.2119 - accuracy: 0.2178 - top-5-accuracy: 0.5046
+
+
+```
+
+```
+
+ 78/176 [============>.................] - ETA: 16s - loss: 3.2126 - accuracy: 0.2176 - top-5-accuracy: 0.5047
+
+
+```
+
+```
+
+ 79/176 [============>.................] - ETA: 16s - loss: 3.2127 - accuracy: 0.2171 - top-5-accuracy: 0.5043
+
+
+```
+
+```
+
+ 80/176 [============>.................] - ETA: 16s - loss: 3.2123 - accuracy: 0.2168 - top-5-accuracy: 0.5044
+
+
+```
+
+```
+
+ 81/176 [============>.................] - ETA: 16s - loss: 3.2109 - accuracy: 0.2167 - top-5-accuracy: 0.5047
+
+
+```
+
+```
+
+ 82/176 [============>.................] - ETA: 16s - loss: 3.2110 - accuracy: 0.2166 - top-5-accuracy: 0.5043
+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
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+```
+
+```
+
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+
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+```
+
+```
+
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+
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+```
+
+```
+
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+
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+```
+
+```
+
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+
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+```
+
+```
+
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+
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+
+```
+
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+
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+
+```
+
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+
+
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+
+```
+
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+
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+
+```
+
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+
+
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+
+```
+
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+
+
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+
+```
+
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+
+
+```
+
+```
+
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+
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+```
+
+```
+
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+
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+```
+
+```
+
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+
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+```
+
+```
+
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+
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+```
+
+```
+
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+
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+```
+
+```
+
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+
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+```
+
+```
+
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+
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+```
+
+```
+
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+
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+```
+
+```
+
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+
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+```
+
+```
+
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+
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+```
+
+```
+
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+
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+```
+
+```
+
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+
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+```
+
+```
+
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+
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+```
+
+```
+
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+
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+```
+
+```
+
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+
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+```
+
+```
+
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+
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+```
+
+```
+
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+
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+```
+
+```
+
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+
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+```
+
+```
+
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+
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+```
+
+```
+
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+
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+```
+
+```
+
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+
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+```
+
+```
+
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+
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+```
+
+```
+
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+
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+
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+
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+
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+
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+
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+
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+
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+
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+
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+
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+
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+
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+
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+
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+
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+
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+
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+
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+```
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+
+
+```
+
+```
+
+162/176 [==========================>...] - ETA: 2s - loss: 3.1866 - accuracy: 0.2221 - top-5-accuracy: 0.5080
+
+
+```
+
+```
+
+163/176 [==========================>...] - ETA: 2s - loss: 3.1866 - accuracy: 0.2221 - top-5-accuracy: 0.5080
+
+
+```
+
+```
+
+164/176 [==========================>...] - ETA: 2s - loss: 3.1861 - accuracy: 0.2222 - top-5-accuracy: 0.5080
+
+
+```
+
+```
+
+165/176 [===========================>..] - ETA: 1s - loss: 3.1872 - accuracy: 0.2221 - top-5-accuracy: 0.5076
+
+
+```
+
+```
+
+166/176 [===========================>..] - ETA: 1s - loss: 3.1879 - accuracy: 0.2221 - top-5-accuracy: 0.5075
+
+
+```
+
+```
+
+167/176 [===========================>..] - ETA: 1s - loss: 3.1880 - accuracy: 0.2220 - top-5-accuracy: 0.5073
+
+
+```
+
+```
+
+168/176 [===========================>..] - ETA: 1s - loss: 3.1868 - accuracy: 0.2221 - top-5-accuracy: 0.5078
+
+
+```
+
+```
+
+169/176 [===========================>..] - ETA: 1s - loss: 3.1865 - accuracy: 0.2222 - top-5-accuracy: 0.5081
+
+
+```
+
+```
+
+170/176 [===========================>..] - ETA: 1s - loss: 3.1862 - accuracy: 0.2223 - top-5-accuracy: 0.5081
+
+
+```
+
+```
+
+171/176 [============================>.] - ETA: 0s - loss: 3.1861 - accuracy: 0.2222 - top-5-accuracy: 0.5082
+
+
+```
+
+```
+
+172/176 [============================>.] - ETA: 0s - loss: 3.1868 - accuracy: 0.2220 - top-5-accuracy: 0.5077
+
+
+```
+
+```
+
+173/176 [============================>.] - ETA: 0s - loss: 3.1871 - accuracy: 0.2221 - top-5-accuracy: 0.5076
+
+
+```
+
+```
+
+174/176 [============================>.] - ETA: 0s - loss: 3.1877 - accuracy: 0.2220 - top-5-accuracy: 0.5075
+
+
+```
+
+```
+
+175/176 [============================>.] - ETA: 0s - loss: 3.1877 - accuracy: 0.2219 - top-5-accuracy: 0.5074
+
+
+```
+
+```
+
+176/176 [==============================] - ETA: 0s - loss: 3.1880 - accuracy: 0.2217 - top-5-accuracy: 0.5073
+
+
+```
+
+```
+
+176/176 [==============================] - 32s 180ms/step - loss: 3.1880 - accuracy: 0.2217 - top-5-accuracy: 0.5073 - val_loss: 2.9073 - val_accuracy: 0.2888 - val_top-5-accuracy: 0.5910
+
+
+
+```
+Epoch 9/50
+
+```
+
+
+ 1/176 [..............................] - ETA: 30s - loss: 3.1349 - accuracy: 0.1914 - top-5-accuracy: 0.5078
+
+
+```
+
+```
+
+ 2/176 [..............................] - ETA: 29s - loss: 3.1281 - accuracy: 0.2012 - top-5-accuracy: 0.5137
+
+
+```
+
+```
+
+ 3/176 [..............................] - ETA: 29s - loss: 3.1087 - accuracy: 0.2044 - top-5-accuracy: 0.5195
+
+
+```
+
+```
+
+ 4/176 [..............................] - ETA: 29s - loss: 3.1156 - accuracy: 0.1992 - top-5-accuracy: 0.5293
+
+
+```
+
+```
+
+ 5/176 [..............................] - ETA: 29s - loss: 3.1167 - accuracy: 0.2070 - top-5-accuracy: 0.5266
+
+
+```
+
+```
+
+ 6/176 [>.............................] - ETA: 29s - loss: 3.1463 - accuracy: 0.2096 - top-5-accuracy: 0.5208
+
+
+```
+
+```
+
+ 7/176 [>.............................] - ETA: 29s - loss: 3.1361 - accuracy: 0.2148 - top-5-accuracy: 0.5246
+
+
+```
+
+```
+
+ 8/176 [>.............................] - ETA: 28s - loss: 3.1503 - accuracy: 0.2114 - top-5-accuracy: 0.5205
+
+
+```
+
+```
+
+ 9/176 [>.............................] - ETA: 28s - loss: 3.1213 - accuracy: 0.2183 - top-5-accuracy: 0.5273
+
+
+```
+
+```
+
+ 10/176 [>.............................] - ETA: 28s - loss: 3.1208 - accuracy: 0.2219 - top-5-accuracy: 0.5266
+
+
+```
+
+```
+
+ 11/176 [>.............................] - ETA: 28s - loss: 3.1173 - accuracy: 0.2216 - top-5-accuracy: 0.5249
+
+
+```
+
+```
+
+ 12/176 [=>............................] - ETA: 28s - loss: 3.1080 - accuracy: 0.2246 - top-5-accuracy: 0.5267
+
+
+```
+
+```
+
+ 13/176 [=>............................] - ETA: 28s - loss: 3.1221 - accuracy: 0.2212 - top-5-accuracy: 0.5228
+
+
+```
+
+```
+
+ 14/176 [=>............................] - ETA: 27s - loss: 3.1156 - accuracy: 0.2238 - top-5-accuracy: 0.5234
+
+
+```
+
+```
+
+ 15/176 [=>............................] - ETA: 27s - loss: 3.1132 - accuracy: 0.2245 - top-5-accuracy: 0.5229
+
+
+```
+
+```
+
+ 16/176 [=>............................] - ETA: 27s - loss: 3.1122 - accuracy: 0.2263 - top-5-accuracy: 0.5264
+
+
+```
+
+```
+
+ 17/176 [=>............................] - ETA: 27s - loss: 3.1118 - accuracy: 0.2254 - top-5-accuracy: 0.5271
+
+
+```
+
+```
+
+ 18/176 [==>...........................] - ETA: 27s - loss: 3.1090 - accuracy: 0.2268 - top-5-accuracy: 0.5293
+
+
+```
+
+```
+
+ 19/176 [==>...........................] - ETA: 27s - loss: 3.1073 - accuracy: 0.2286 - top-5-accuracy: 0.5290
+
+
+```
+
+```
+
+ 20/176 [==>...........................] - ETA: 26s - loss: 3.1114 - accuracy: 0.2287 - top-5-accuracy: 0.5283
+
+
+```
+
+```
+
+ 21/176 [==>...........................] - ETA: 26s - loss: 3.1100 - accuracy: 0.2303 - top-5-accuracy: 0.5303
+
+
+```
+
+```
+
+ 22/176 [==>...........................] - ETA: 26s - loss: 3.1034 - accuracy: 0.2319 - top-5-accuracy: 0.5316
+
+
+```
+
+```
+
+ 23/176 [==>...........................] - ETA: 26s - loss: 3.0992 - accuracy: 0.2342 - top-5-accuracy: 0.5329
+
+
+```
+
+```
+
+ 24/176 [===>..........................] - ETA: 26s - loss: 3.0989 - accuracy: 0.2342 - top-5-accuracy: 0.5319
+
+
+```
+
+```
+
+ 25/176 [===>..........................] - ETA: 25s - loss: 3.0983 - accuracy: 0.2341 - top-5-accuracy: 0.5303
+
+
+```
+
+```
+
+ 26/176 [===>..........................] - ETA: 25s - loss: 3.0967 - accuracy: 0.2350 - top-5-accuracy: 0.5312
+
+
+```
+
+```
+
+ 27/176 [===>..........................] - ETA: 25s - loss: 3.0960 - accuracy: 0.2342 - top-5-accuracy: 0.5307
+
+
+```
+
+```
+
+ 28/176 [===>..........................] - ETA: 25s - loss: 3.0932 - accuracy: 0.2341 - top-5-accuracy: 0.5317
+
+
+```
+
+```
+
+ 29/176 [===>..........................] - ETA: 25s - loss: 3.0965 - accuracy: 0.2330 - top-5-accuracy: 0.5311
+
+
+```
+
+```
+
+ 30/176 [====>.........................] - ETA: 25s - loss: 3.0944 - accuracy: 0.2337 - top-5-accuracy: 0.5316
+
+
+```
+
+```
+
+ 31/176 [====>.........................] - ETA: 24s - loss: 3.0935 - accuracy: 0.2348 - top-5-accuracy: 0.5314
+
+
+```
+
+```
+
+ 32/176 [====>.........................] - ETA: 24s - loss: 3.0964 - accuracy: 0.2336 - top-5-accuracy: 0.5305
+
+
+```
+
+```
+
+ 33/176 [====>.........................] - ETA: 24s - loss: 3.0956 - accuracy: 0.2334 - top-5-accuracy: 0.5320
+
+
+```
+
+```
+
+ 34/176 [====>.........................] - ETA: 24s - loss: 3.0932 - accuracy: 0.2337 - top-5-accuracy: 0.5330
+
+
+```
+
+```
+
+ 35/176 [====>.........................] - ETA: 24s - loss: 3.0960 - accuracy: 0.2337 - top-5-accuracy: 0.5325
+
+
+```
+
+```
+
+ 36/176 [=====>........................] - ETA: 24s - loss: 3.0917 - accuracy: 0.2346 - top-5-accuracy: 0.5324
+
+
+```
+
+```
+
+ 37/176 [=====>........................] - ETA: 23s - loss: 3.0886 - accuracy: 0.2349 - top-5-accuracy: 0.5328
+
+
+```
+
+```
+
+ 38/176 [=====>........................] - ETA: 23s - loss: 3.0909 - accuracy: 0.2343 - top-5-accuracy: 0.5322
+
+
+```
+
+```
+
+ 39/176 [=====>........................] - ETA: 23s - loss: 3.0940 - accuracy: 0.2326 - top-5-accuracy: 0.5310
+
+
+```
+
+```
+
+ 40/176 [=====>........................] - ETA: 23s - loss: 3.0908 - accuracy: 0.2330 - top-5-accuracy: 0.5314
+
+
+```
+
+```
+
+ 41/176 [=====>........................] - ETA: 23s - loss: 3.0866 - accuracy: 0.2342 - top-5-accuracy: 0.5322
+
+
+```
+
+```
+
+ 42/176 [======>.......................] - ETA: 23s - loss: 3.0878 - accuracy: 0.2336 - top-5-accuracy: 0.5319
+
+
+```
+
+```
+
+ 43/176 [======>.......................] - ETA: 22s - loss: 3.0832 - accuracy: 0.2348 - top-5-accuracy: 0.5330
+
+
+```
+
+```
+
+ 44/176 [======>.......................] - ETA: 22s - loss: 3.0858 - accuracy: 0.2339 - top-5-accuracy: 0.5329
+
+
+```
+
+```
+
+ 45/176 [======>.......................] - ETA: 22s - loss: 3.0899 - accuracy: 0.2331 - top-5-accuracy: 0.5332
+
+
+```
+
+```
+
+ 46/176 [======>.......................] - ETA: 22s - loss: 3.0876 - accuracy: 0.2336 - top-5-accuracy: 0.5340
+
+
+```
+
+```
+
+ 47/176 [=======>......................] - ETA: 22s - loss: 3.0869 - accuracy: 0.2337 - top-5-accuracy: 0.5341
+
+
+```
+
+```
+
+ 48/176 [=======>......................] - ETA: 22s - loss: 3.0872 - accuracy: 0.2335 - top-5-accuracy: 0.5343
+
+
+```
+
+```
+
+ 49/176 [=======>......................] - ETA: 21s - loss: 3.0873 - accuracy: 0.2335 - top-5-accuracy: 0.5348
+
+
+```
+
+```
+
+ 50/176 [=======>......................] - ETA: 21s - loss: 3.0838 - accuracy: 0.2345 - top-5-accuracy: 0.5351
+
+
+```
+
+```
+
+ 51/176 [=======>......................] - ETA: 21s - loss: 3.0844 - accuracy: 0.2347 - top-5-accuracy: 0.5344
+
+
+```
+
+```
+
+ 52/176 [=======>......................] - ETA: 21s - loss: 3.0847 - accuracy: 0.2345 - top-5-accuracy: 0.5353
+
+
+```
+
+```
+
+ 53/176 [========>.....................] - ETA: 21s - loss: 3.0858 - accuracy: 0.2349 - top-5-accuracy: 0.5354
+
+
+```
+
+```
+
+ 54/176 [========>.....................] - ETA: 21s - loss: 3.0855 - accuracy: 0.2350 - top-5-accuracy: 0.5353
+
+
+```
+
+```
+
+ 55/176 [========>.....................] - ETA: 20s - loss: 3.0848 - accuracy: 0.2354 - top-5-accuracy: 0.5354
+
+
+```
+
+```
+
+ 56/176 [========>.....................] - ETA: 20s - loss: 3.0868 - accuracy: 0.2353 - top-5-accuracy: 0.5352
+
+
+```
+
+```
+
+ 57/176 [========>.....................] - ETA: 20s - loss: 3.0904 - accuracy: 0.2351 - top-5-accuracy: 0.5337
+
+
+```
+
+```
+
+ 58/176 [========>.....................] - ETA: 20s - loss: 3.0931 - accuracy: 0.2345 - top-5-accuracy: 0.5330
+
+
+```
+
+```
+
+ 59/176 [=========>....................] - ETA: 20s - loss: 3.0965 - accuracy: 0.2342 - top-5-accuracy: 0.5315
+
+
+```
+
+```
+
+ 60/176 [=========>....................] - ETA: 19s - loss: 3.0989 - accuracy: 0.2344 - top-5-accuracy: 0.5304
+
+
+```
+
+```
+
+ 61/176 [=========>....................] - ETA: 19s - loss: 3.0961 - accuracy: 0.2347 - top-5-accuracy: 0.5309
+
+
+```
+
+```
+
+ 62/176 [=========>....................] - ETA: 19s - loss: 3.0950 - accuracy: 0.2345 - top-5-accuracy: 0.5311
+
+
+```
+
+```
+
+ 63/176 [=========>....................] - ETA: 19s - loss: 3.0958 - accuracy: 0.2346 - top-5-accuracy: 0.5312
+
+
+```
+
+```
+
+ 64/176 [=========>....................] - ETA: 19s - loss: 3.0967 - accuracy: 0.2345 - top-5-accuracy: 0.5302
+
+
+```
+
+```
+
+ 65/176 [==========>...................] - ETA: 19s - loss: 3.0949 - accuracy: 0.2350 - top-5-accuracy: 0.5309
+
+
+```
+
+```
+
+ 66/176 [==========>...................] - ETA: 18s - loss: 3.0931 - accuracy: 0.2353 - top-5-accuracy: 0.5315
+
+
+```
+
+```
+
+ 67/176 [==========>...................] - ETA: 18s - loss: 3.0916 - accuracy: 0.2354 - top-5-accuracy: 0.5319
+
+
+```
+
+```
+
+ 68/176 [==========>...................] - ETA: 18s - loss: 3.0917 - accuracy: 0.2354 - top-5-accuracy: 0.5319
+
+
+```
+
+```
+
+ 69/176 [==========>...................] - ETA: 18s - loss: 3.0905 - accuracy: 0.2357 - top-5-accuracy: 0.5319
+
+
+```
+
+```
+
+ 70/176 [==========>...................] - ETA: 18s - loss: 3.0904 - accuracy: 0.2351 - top-5-accuracy: 0.5317
+
+
+```
+
+```
+
+ 71/176 [===========>..................] - ETA: 18s - loss: 3.0912 - accuracy: 0.2355 - top-5-accuracy: 0.5315
+
+
+```
+
+```
+
+ 72/176 [===========>..................] - ETA: 17s - loss: 3.0903 - accuracy: 0.2362 - top-5-accuracy: 0.5320
+
+
+```
+
+```
+
+ 73/176 [===========>..................] - ETA: 17s - loss: 3.0886 - accuracy: 0.2363 - top-5-accuracy: 0.5321
+
+
+```
+
+```
+
+ 74/176 [===========>..................] - ETA: 17s - loss: 3.0892 - accuracy: 0.2366 - top-5-accuracy: 0.5318
+
+
+```
+
+```
+
+ 75/176 [===========>..................] - ETA: 17s - loss: 3.0901 - accuracy: 0.2359 - top-5-accuracy: 0.5318
+
+
+```
+
+```
+
+ 76/176 [===========>..................] - ETA: 17s - loss: 3.0903 - accuracy: 0.2358 - top-5-accuracy: 0.5317
+
+
+```
+
+```
+
+ 77/176 [============>.................] - ETA: 17s - loss: 3.0895 - accuracy: 0.2365 - top-5-accuracy: 0.5322
+
+
+```
+
+```
+
+ 78/176 [============>.................] - ETA: 16s - loss: 3.0887 - accuracy: 0.2368 - top-5-accuracy: 0.5322
+
+
+```
+
+```
+
+ 79/176 [============>.................] - ETA: 16s - loss: 3.0860 - accuracy: 0.2379 - top-5-accuracy: 0.5333
+
+
+```
+
+```
+
+ 80/176 [============>.................] - ETA: 16s - loss: 3.0856 - accuracy: 0.2381 - top-5-accuracy: 0.5331
+
+
+```
+
+```
+
+ 81/176 [============>.................] - ETA: 16s - loss: 3.0854 - accuracy: 0.2384 - top-5-accuracy: 0.5329
+
+
+```
+
+```
+
+ 82/176 [============>.................] - ETA: 16s - loss: 3.0871 - accuracy: 0.2378 - top-5-accuracy: 0.5323
+
+
+```
+
+```
+
+ 83/176 [=============>................] - ETA: 16s - loss: 3.0864 - accuracy: 0.2382 - top-5-accuracy: 0.5322
+
+
+```
+
+```
+
+ 84/176 [=============>................] - ETA: 15s - loss: 3.0876 - accuracy: 0.2373 - top-5-accuracy: 0.5319
+
+
+```
+
+```
+
+ 85/176 [=============>................] - ETA: 15s - loss: 3.0892 - accuracy: 0.2370 - top-5-accuracy: 0.5314
+
+
+```
+
+```
+
+ 86/176 [=============>................] - ETA: 15s - loss: 3.0887 - accuracy: 0.2371 - top-5-accuracy: 0.5309
+
+
+```
+
+```
+
+ 87/176 [=============>................] - ETA: 15s - loss: 3.0874 - accuracy: 0.2370 - top-5-accuracy: 0.5312
+
+
+```
+
+```
+
+ 88/176 [==============>...............] - ETA: 15s - loss: 3.0856 - accuracy: 0.2375 - top-5-accuracy: 0.5318
+
+
+```
+
+```
+
+ 89/176 [==============>...............] - ETA: 14s - loss: 3.0837 - accuracy: 0.2378 - top-5-accuracy: 0.5325
+
+
+```
+
+```
+
+ 90/176 [==============>...............] - ETA: 14s - loss: 3.0840 - accuracy: 0.2377 - top-5-accuracy: 0.5326
+
+
+```
+
+```
+
+ 91/176 [==============>...............] - ETA: 14s - loss: 3.0847 - accuracy: 0.2377 - top-5-accuracy: 0.5326
+
+
+```
+
+```
+
+ 92/176 [==============>...............] - ETA: 14s - loss: 3.0832 - accuracy: 0.2380 - top-5-accuracy: 0.5329
+
+
+```
+
+```
+
+ 93/176 [==============>...............] - ETA: 14s - loss: 3.0843 - accuracy: 0.2378 - top-5-accuracy: 0.5323
+
+
+```
+
+```
+
+ 94/176 [===============>..............] - ETA: 14s - loss: 3.0850 - accuracy: 0.2383 - top-5-accuracy: 0.5323
+
+
+```
+
+```
+
+ 95/176 [===============>..............] - ETA: 13s - loss: 3.0837 - accuracy: 0.2389 - top-5-accuracy: 0.5327
+
+
+```
+
+```
+
+ 96/176 [===============>..............] - ETA: 13s - loss: 3.0825 - accuracy: 0.2391 - top-5-accuracy: 0.5330
+
+
+```
+
+```
+
+ 97/176 [===============>..............] - ETA: 13s - loss: 3.0838 - accuracy: 0.2389 - top-5-accuracy: 0.5325
+
+
+```
+
+```
+
+ 98/176 [===============>..............] - ETA: 13s - loss: 3.0845 - accuracy: 0.2388 - top-5-accuracy: 0.5324
+
+
+```
+
+```
+
+ 99/176 [===============>..............] - ETA: 13s - loss: 3.0867 - accuracy: 0.2386 - top-5-accuracy: 0.5321
+
+
+```
+
+```
+
+100/176 [================>.............] - ETA: 13s - loss: 3.0872 - accuracy: 0.2381 - top-5-accuracy: 0.5319
+
+
+```
+
+```
+
+101/176 [================>.............] - ETA: 12s - loss: 3.0860 - accuracy: 0.2382 - top-5-accuracy: 0.5323
+
+
+```
+
+```
+
+102/176 [================>.............] - ETA: 12s - loss: 3.0862 - accuracy: 0.2384 - top-5-accuracy: 0.5321
+
+
+```
+
+```
+
+103/176 [================>.............] - ETA: 12s - loss: 3.0853 - accuracy: 0.2383 - top-5-accuracy: 0.5321
+
+
+```
+
+```
+
+104/176 [================>.............] - ETA: 12s - loss: 3.0842 - accuracy: 0.2383 - top-5-accuracy: 0.5322
+
+
+```
+
+```
+
+105/176 [================>.............] - ETA: 12s - loss: 3.0864 - accuracy: 0.2379 - top-5-accuracy: 0.5318
+
+
+```
+
+```
+
+106/176 [=================>............] - ETA: 12s - loss: 3.0867 - accuracy: 0.2379 - top-5-accuracy: 0.5317
+
+
+```
+
+```
+
+107/176 [=================>............] - ETA: 11s - loss: 3.0857 - accuracy: 0.2379 - top-5-accuracy: 0.5320
+
+
+```
+
+```
+
+108/176 [=================>............] - ETA: 11s - loss: 3.0863 - accuracy: 0.2378 - top-5-accuracy: 0.5320
+
+
+```
+
+```
+
+109/176 [=================>............] - ETA: 11s - loss: 3.0859 - accuracy: 0.2381 - top-5-accuracy: 0.5319
+
+
+```
+
+```
+
+110/176 [=================>............] - ETA: 11s - loss: 3.0882 - accuracy: 0.2380 - top-5-accuracy: 0.5316
+
+
+```
+
+```
+
+111/176 [=================>............] - ETA: 11s - loss: 3.0879 - accuracy: 0.2381 - top-5-accuracy: 0.5318
+
+
+```
+
+```
+
+112/176 [==================>...........] - ETA: 11s - loss: 3.0883 - accuracy: 0.2378 - top-5-accuracy: 0.5317
+
+
+```
+
+```
+
+113/176 [==================>...........] - ETA: 10s - loss: 3.0896 - accuracy: 0.2375 - top-5-accuracy: 0.5314
+
+
+```
+
+```
+
+114/176 [==================>...........] - ETA: 10s - loss: 3.0892 - accuracy: 0.2375 - top-5-accuracy: 0.5314
+
+
+```
+
+```
+
+115/176 [==================>...........] - ETA: 10s - loss: 3.0874 - accuracy: 0.2380 - top-5-accuracy: 0.5317
+
+
+```
+
+```
+
+116/176 [==================>...........] - ETA: 10s - loss: 3.0872 - accuracy: 0.2383 - top-5-accuracy: 0.5317
+
+
+```
+
+```
+
+117/176 [==================>...........] - ETA: 10s - loss: 3.0862 - accuracy: 0.2384 - top-5-accuracy: 0.5322
+
+
+```
+
+```
+
+118/176 [===================>..........] - ETA: 9s - loss: 3.0865 - accuracy: 0.2383 - top-5-accuracy: 0.5319
+
+
+```
+
+```
+
+119/176 [===================>..........] - ETA: 9s - loss: 3.0853 - accuracy: 0.2388 - top-5-accuracy: 0.5322
+
+
+```
+
+```
+
+120/176 [===================>..........] - ETA: 9s - loss: 3.0851 - accuracy: 0.2387 - top-5-accuracy: 0.5323
+
+
+```
+
+```
+
+121/176 [===================>..........] - ETA: 9s - loss: 3.0848 - accuracy: 0.2390 - top-5-accuracy: 0.5324
+
+
+```
+
+```
+
+122/176 [===================>..........] - ETA: 9s - loss: 3.0856 - accuracy: 0.2391 - top-5-accuracy: 0.5321
+
+
+```
+
+```
+
+123/176 [===================>..........] - ETA: 9s - loss: 3.0849 - accuracy: 0.2393 - top-5-accuracy: 0.5321
+
+
+```
+
+```
+
+124/176 [====================>.........] - ETA: 8s - loss: 3.0854 - accuracy: 0.2394 - top-5-accuracy: 0.5322
+
+
+```
+
+```
+
+125/176 [====================>.........] - ETA: 8s - loss: 3.0849 - accuracy: 0.2396 - top-5-accuracy: 0.5323
+
+
+```
+
+```
+
+126/176 [====================>.........] - ETA: 8s - loss: 3.0858 - accuracy: 0.2394 - top-5-accuracy: 0.5321
+
+
+```
+
+```
+
+127/176 [====================>.........] - ETA: 8s - loss: 3.0856 - accuracy: 0.2393 - top-5-accuracy: 0.5320
+
+
+```
+
+```
+
+128/176 [====================>.........] - ETA: 8s - loss: 3.0841 - accuracy: 0.2397 - top-5-accuracy: 0.5324
+
+
+```
+
+```
+
+129/176 [====================>.........] - ETA: 8s - loss: 3.0856 - accuracy: 0.2396 - top-5-accuracy: 0.5320
+
+
+```
+
+```
+
+130/176 [=====================>........] - ETA: 7s - loss: 3.0868 - accuracy: 0.2395 - top-5-accuracy: 0.5319
+
+
+```
+
+```
+
+131/176 [=====================>........] - ETA: 7s - loss: 3.0857 - accuracy: 0.2397 - top-5-accuracy: 0.5322
+
+
+```
+
+```
+
+132/176 [=====================>........] - ETA: 7s - loss: 3.0851 - accuracy: 0.2397 - top-5-accuracy: 0.5324
+
+
+```
+
+```
+
+133/176 [=====================>........] - ETA: 7s - loss: 3.0829 - accuracy: 0.2400 - top-5-accuracy: 0.5327
+
+
+```
+
+```
+
+134/176 [=====================>........] - ETA: 7s - loss: 3.0834 - accuracy: 0.2399 - top-5-accuracy: 0.5328
+
+
+```
+
+```
+
+135/176 [======================>.......] - ETA: 7s - loss: 3.0825 - accuracy: 0.2403 - top-5-accuracy: 0.5334
+
+
+```
+
+```
+
+136/176 [======================>.......] - ETA: 6s - loss: 3.0821 - accuracy: 0.2404 - top-5-accuracy: 0.5337
+
+
+```
+
+```
+
+137/176 [======================>.......] - ETA: 6s - loss: 3.0832 - accuracy: 0.2403 - top-5-accuracy: 0.5335
+
+
+```
+
+```
+
+138/176 [======================>.......] - ETA: 6s - loss: 3.0831 - accuracy: 0.2404 - top-5-accuracy: 0.5336
+
+
+```
+
+```
+
+139/176 [======================>.......] - ETA: 6s - loss: 3.0832 - accuracy: 0.2404 - top-5-accuracy: 0.5337
+
+
+```
+
+```
+
+140/176 [======================>.......] - ETA: 6s - loss: 3.0846 - accuracy: 0.2402 - top-5-accuracy: 0.5336
+
+
+```
+
+```
+
+141/176 [=======================>......] - ETA: 6s - loss: 3.0843 - accuracy: 0.2404 - top-5-accuracy: 0.5337
+
+
+```
+
+```
+
+142/176 [=======================>......] - ETA: 5s - loss: 3.0836 - accuracy: 0.2407 - top-5-accuracy: 0.5338
+
+
+```
+
+```
+
+143/176 [=======================>......] - ETA: 5s - loss: 3.0853 - accuracy: 0.2405 - top-5-accuracy: 0.5334
+
+
+```
+
+```
+
+144/176 [=======================>......] - ETA: 5s - loss: 3.0846 - accuracy: 0.2404 - top-5-accuracy: 0.5332
+
+
+```
+
+```
+
+145/176 [=======================>......] - ETA: 5s - loss: 3.0851 - accuracy: 0.2404 - top-5-accuracy: 0.5331
+
+
+```
+
+```
+
+146/176 [=======================>......] - ETA: 5s - loss: 3.0842 - accuracy: 0.2405 - top-5-accuracy: 0.5332
+
+
+```
+
+```
+
+147/176 [========================>.....] - ETA: 4s - loss: 3.0842 - accuracy: 0.2405 - top-5-accuracy: 0.5331
+
+
+```
+
+```
+
+148/176 [========================>.....] - ETA: 4s - loss: 3.0853 - accuracy: 0.2403 - top-5-accuracy: 0.5329
+
+
+```
+
+```
+
+149/176 [========================>.....] - ETA: 4s - loss: 3.0839 - accuracy: 0.2406 - top-5-accuracy: 0.5335
+
+
+```
+
+```
+
+150/176 [========================>.....] - ETA: 4s - loss: 3.0830 - accuracy: 0.2409 - top-5-accuracy: 0.5336
+
+
+```
+
+```
+
+151/176 [========================>.....] - ETA: 4s - loss: 3.0816 - accuracy: 0.2409 - top-5-accuracy: 0.5343
+
+
+```
+
+```
+
+152/176 [========================>.....] - ETA: 4s - loss: 3.0828 - accuracy: 0.2410 - top-5-accuracy: 0.5340
+
+
+```
+
+```
+
+153/176 [=========================>....] - ETA: 3s - loss: 3.0819 - accuracy: 0.2414 - top-5-accuracy: 0.5342
+
+
+```
+
+```
+
+154/176 [=========================>....] - ETA: 3s - loss: 3.0815 - accuracy: 0.2416 - top-5-accuracy: 0.5341
+
+
+```
+
+```
+
+155/176 [=========================>....] - ETA: 3s - loss: 3.0801 - accuracy: 0.2419 - top-5-accuracy: 0.5343
+
+
+```
+
+```
+
+156/176 [=========================>....] - ETA: 3s - loss: 3.0804 - accuracy: 0.2418 - top-5-accuracy: 0.5345
+
+
+```
+
+```
+
+157/176 [=========================>....] - ETA: 3s - loss: 3.0811 - accuracy: 0.2417 - top-5-accuracy: 0.5344
+
+
+```
+
+```
+
+158/176 [=========================>....] - ETA: 3s - loss: 3.0805 - accuracy: 0.2421 - top-5-accuracy: 0.5346
+
+
+```
+
+```
+
+159/176 [==========================>...] - ETA: 2s - loss: 3.0801 - accuracy: 0.2422 - top-5-accuracy: 0.5346
+
+
+```
+
+```
+
+160/176 [==========================>...] - ETA: 2s - loss: 3.0803 - accuracy: 0.2424 - top-5-accuracy: 0.5345
+
+
+```
+
+```
+
+161/176 [==========================>...] - ETA: 2s - loss: 3.0798 - accuracy: 0.2423 - top-5-accuracy: 0.5346
+
+
+```
+
+```
+
+162/176 [==========================>...] - ETA: 2s - loss: 3.0794 - accuracy: 0.2424 - top-5-accuracy: 0.5346
+
+
+```
+
+```
+
+163/176 [==========================>...] - ETA: 2s - loss: 3.0791 - accuracy: 0.2425 - top-5-accuracy: 0.5347
+
+
+```
+
+```
+
+164/176 [==========================>...] - ETA: 2s - loss: 3.0789 - accuracy: 0.2424 - top-5-accuracy: 0.5347
+
+
+```
+
+```
+
+165/176 [===========================>..] - ETA: 1s - loss: 3.0781 - accuracy: 0.2428 - top-5-accuracy: 0.5349
+
+
+```
+
+```
+
+166/176 [===========================>..] - ETA: 1s - loss: 3.0780 - accuracy: 0.2428 - top-5-accuracy: 0.5352
+
+
+```
+
+```
+
+167/176 [===========================>..] - ETA: 1s - loss: 3.0770 - accuracy: 0.2431 - top-5-accuracy: 0.5355
+
+
+```
+
+```
+
+168/176 [===========================>..] - ETA: 1s - loss: 3.0764 - accuracy: 0.2432 - top-5-accuracy: 0.5356
+
+
+```
+
+```
+
+169/176 [===========================>..] - ETA: 1s - loss: 3.0748 - accuracy: 0.2434 - top-5-accuracy: 0.5359
+
+
+```
+
+```
+
+170/176 [===========================>..] - ETA: 1s - loss: 3.0749 - accuracy: 0.2433 - top-5-accuracy: 0.5360
+
+
+```
+
+```
+
+171/176 [============================>.] - ETA: 0s - loss: 3.0736 - accuracy: 0.2436 - top-5-accuracy: 0.5363
+
+
+```
+
+```
+
+172/176 [============================>.] - ETA: 0s - loss: 3.0731 - accuracy: 0.2435 - top-5-accuracy: 0.5362
+
+
+```
+
+```
+
+173/176 [============================>.] - ETA: 0s - loss: 3.0728 - accuracy: 0.2435 - top-5-accuracy: 0.5361
+
+
+```
+
+```
+
+174/176 [============================>.] - ETA: 0s - loss: 3.0722 - accuracy: 0.2437 - top-5-accuracy: 0.5361
+
+
+```
+
+```
+
+175/176 [============================>.] - ETA: 0s - loss: 3.0731 - accuracy: 0.2435 - top-5-accuracy: 0.5358
+
+
+```
+
+```
+
+176/176 [==============================] - ETA: 0s - loss: 3.0726 - accuracy: 0.2435 - top-5-accuracy: 0.5360
+
+
+```
+
+```
+
+176/176 [==============================] - 31s 179ms/step - loss: 3.0726 - accuracy: 0.2435 - top-5-accuracy: 0.5360 - val_loss: 2.7719 - val_accuracy: 0.3132 - val_top-5-accuracy: 0.6160
+
+
+
+```
+Epoch 10/50
+
+```
+
+
+ 1/176 [..............................] - ETA: 30s - loss: 2.8024 - accuracy: 0.2500 - top-5-accuracy: 0.5664
+
+
+```
+
+```
+
+ 2/176 [..............................] - ETA: 30s - loss: 2.8879 - accuracy: 0.2559 - top-5-accuracy: 0.5605
+
+
+```
+
+```
+
+ 3/176 [..............................] - ETA: 29s - loss: 2.9061 - accuracy: 0.2643 - top-5-accuracy: 0.5612
+
+
+```
+
+```
+
+ 4/176 [..............................] - ETA: 29s - loss: 2.9068 - accuracy: 0.2695 - top-5-accuracy: 0.5605
+
+
+```
+
+```
+
+ 5/176 [..............................] - ETA: 29s - loss: 2.9577 - accuracy: 0.2586 - top-5-accuracy: 0.5477
+
+
+```
+
+```
+
+ 6/176 [>.............................] - ETA: 29s - loss: 2.9258 - accuracy: 0.2604 - top-5-accuracy: 0.5573
+
+
+```
+
+```
+
+ 7/176 [>.............................] - ETA: 29s - loss: 2.9296 - accuracy: 0.2584 - top-5-accuracy: 0.5569
+
+
+```
+
+```
+
+ 8/176 [>.............................] - ETA: 29s - loss: 2.9218 - accuracy: 0.2583 - top-5-accuracy: 0.5591
+
+
+```
+
+```
+
+ 9/176 [>.............................] - ETA: 28s - loss: 2.9166 - accuracy: 0.2617 - top-5-accuracy: 0.5677
+
+
+```
+
+```
+
+ 10/176 [>.............................] - ETA: 28s - loss: 2.9083 - accuracy: 0.2652 - top-5-accuracy: 0.5684
+
+
+```
+
+```
+
+ 11/176 [>.............................] - ETA: 28s - loss: 2.9393 - accuracy: 0.2567 - top-5-accuracy: 0.5636
+
+
+```
+
+```
+
+ 12/176 [=>............................] - ETA: 28s - loss: 2.9342 - accuracy: 0.2555 - top-5-accuracy: 0.5648
+
+
+```
+
+```
+
+ 13/176 [=>............................] - ETA: 28s - loss: 2.9343 - accuracy: 0.2593 - top-5-accuracy: 0.5643
+
+
+```
+
+```
+
+ 14/176 [=>............................] - ETA: 28s - loss: 2.9371 - accuracy: 0.2561 - top-5-accuracy: 0.5625
+
+
+```
+
+```
+
+ 15/176 [=>............................] - ETA: 27s - loss: 2.9370 - accuracy: 0.2581 - top-5-accuracy: 0.5633
+
+
+```
+
+```
+
+ 16/176 [=>............................] - ETA: 27s - loss: 2.9289 - accuracy: 0.2588 - top-5-accuracy: 0.5674
+
+
+```
+
+```
+
+ 17/176 [=>............................] - ETA: 27s - loss: 2.9330 - accuracy: 0.2576 - top-5-accuracy: 0.5671
+
+
+```
+
+```
+
+ 18/176 [==>...........................] - ETA: 27s - loss: 2.9382 - accuracy: 0.2574 - top-5-accuracy: 0.5653
+
+
+```
+
+```
+
+ 19/176 [==>...........................] - ETA: 27s - loss: 2.9402 - accuracy: 0.2570 - top-5-accuracy: 0.5627
+
+
+```
+
+```
+
+ 20/176 [==>...........................] - ETA: 27s - loss: 2.9449 - accuracy: 0.2541 - top-5-accuracy: 0.5625
+
+
+```
+
+```
+
+ 21/176 [==>...........................] - ETA: 26s - loss: 2.9510 - accuracy: 0.2547 - top-5-accuracy: 0.5619
+
+
+```
+
+```
+
+ 22/176 [==>...........................] - ETA: 26s - loss: 2.9535 - accuracy: 0.2539 - top-5-accuracy: 0.5625
+
+
+```
+
+```
+
+ 23/176 [==>...........................] - ETA: 26s - loss: 2.9551 - accuracy: 0.2539 - top-5-accuracy: 0.5627
+
+
+```
+
+```
+
+ 24/176 [===>..........................] - ETA: 26s - loss: 2.9618 - accuracy: 0.2539 - top-5-accuracy: 0.5615
+
+
+```
+
+```
+
+ 25/176 [===>..........................] - ETA: 26s - loss: 2.9633 - accuracy: 0.2539 - top-5-accuracy: 0.5611
+
+
+```
+
+```
+
+ 26/176 [===>..........................] - ETA: 25s - loss: 2.9655 - accuracy: 0.2553 - top-5-accuracy: 0.5605
+
+
+```
+
+```
+
+ 27/176 [===>..........................] - ETA: 25s - loss: 2.9742 - accuracy: 0.2562 - top-5-accuracy: 0.5595
+
+
+```
+
+```
+
+ 28/176 [===>..........................] - ETA: 25s - loss: 2.9784 - accuracy: 0.2546 - top-5-accuracy: 0.5569
+
+
+```
+
+```
+
+ 29/176 [===>..........................] - ETA: 25s - loss: 2.9812 - accuracy: 0.2555 - top-5-accuracy: 0.5559
+
+
+```
+
+```
+
+ 30/176 [====>.........................] - ETA: 25s - loss: 2.9809 - accuracy: 0.2544 - top-5-accuracy: 0.5566
+
+
+```
+
+```
+
+ 31/176 [====>.........................] - ETA: 25s - loss: 2.9779 - accuracy: 0.2549 - top-5-accuracy: 0.5563
+
+
+```
+
+```
+
+ 32/176 [====>.........................] - ETA: 24s - loss: 2.9790 - accuracy: 0.2548 - top-5-accuracy: 0.5554
+
+
+```
+
+```
+
+ 33/176 [====>.........................] - ETA: 24s - loss: 2.9755 - accuracy: 0.2562 - top-5-accuracy: 0.5568
+
+
+```
+
+```
+
+ 34/176 [====>.........................] - ETA: 24s - loss: 2.9772 - accuracy: 0.2561 - top-5-accuracy: 0.5571
+
+
+```
+
+```
+
+ 35/176 [====>.........................] - ETA: 24s - loss: 2.9777 - accuracy: 0.2566 - top-5-accuracy: 0.5578
+
+
+```
+
+```
+
+ 36/176 [=====>........................] - ETA: 24s - loss: 2.9795 - accuracy: 0.2560 - top-5-accuracy: 0.5581
+
+
+```
+
+```
+
+ 37/176 [=====>........................] - ETA: 24s - loss: 2.9804 - accuracy: 0.2554 - top-5-accuracy: 0.5580
+
+
+```
+
+```
+
+ 38/176 [=====>........................] - ETA: 23s - loss: 2.9812 - accuracy: 0.2561 - top-5-accuracy: 0.5581
+
+
+```
+
+```
+
+ 39/176 [=====>........................] - ETA: 23s - loss: 2.9863 - accuracy: 0.2557 - top-5-accuracy: 0.5569
+
+
+```
+
+```
+
+ 40/176 [=====>........................] - ETA: 23s - loss: 2.9825 - accuracy: 0.2554 - top-5-accuracy: 0.5576
+
+
+```
+
+```
+
+ 41/176 [=====>........................] - ETA: 23s - loss: 2.9830 - accuracy: 0.2556 - top-5-accuracy: 0.5569
+
+
+```
+
+```
+
+ 42/176 [======>.......................] - ETA: 23s - loss: 2.9844 - accuracy: 0.2552 - top-5-accuracy: 0.5556
+
+
+```
+
+```
+
+ 43/176 [======>.......................] - ETA: 23s - loss: 2.9842 - accuracy: 0.2557 - top-5-accuracy: 0.5560
+
+
+```
+
+```
+
+ 44/176 [======>.......................] - ETA: 22s - loss: 2.9837 - accuracy: 0.2555 - top-5-accuracy: 0.5562
+
+
+```
+
+```
+
+ 45/176 [======>.......................] - ETA: 22s - loss: 2.9829 - accuracy: 0.2560 - top-5-accuracy: 0.5569
+
+
+```
+
+```
+
+ 46/176 [======>.......................] - ETA: 22s - loss: 2.9849 - accuracy: 0.2555 - top-5-accuracy: 0.5566
+
+
+```
+
+```
+
+ 47/176 [=======>......................] - ETA: 22s - loss: 2.9852 - accuracy: 0.2547 - top-5-accuracy: 0.5559
+
+
+```
+
+```
+
+ 48/176 [=======>......................] - ETA: 22s - loss: 2.9850 - accuracy: 0.2544 - top-5-accuracy: 0.5555
+
+
+```
+
+```
+
+ 49/176 [=======>......................] - ETA: 22s - loss: 2.9796 - accuracy: 0.2554 - top-5-accuracy: 0.5559
+
+
+```
+
+```
+
+ 50/176 [=======>......................] - ETA: 21s - loss: 2.9760 - accuracy: 0.2567 - top-5-accuracy: 0.5571
+
+
+```
+
+```
+
+ 51/176 [=======>......................] - ETA: 21s - loss: 2.9763 - accuracy: 0.2568 - top-5-accuracy: 0.5571
+
+
+```
+
+```
+
+ 52/176 [=======>......................] - ETA: 21s - loss: 2.9748 - accuracy: 0.2570 - top-5-accuracy: 0.5574
+
+
+```
+
+```
+
+ 53/176 [========>.....................] - ETA: 21s - loss: 2.9740 - accuracy: 0.2572 - top-5-accuracy: 0.5576
+
+
+```
+
+```
+
+ 54/176 [========>.....................] - ETA: 21s - loss: 2.9787 - accuracy: 0.2567 - top-5-accuracy: 0.5570
+
+
+```
+
+```
+
+ 55/176 [========>.....................] - ETA: 20s - loss: 2.9796 - accuracy: 0.2568 - top-5-accuracy: 0.5569
+
+
+```
+
+```
+
+ 56/176 [========>.....................] - ETA: 20s - loss: 2.9815 - accuracy: 0.2567 - top-5-accuracy: 0.5565
+
+
+```
+
+```
+
+ 57/176 [========>.....................] - ETA: 20s - loss: 2.9782 - accuracy: 0.2578 - top-5-accuracy: 0.5569
+
+
+```
+
+```
+
+ 58/176 [========>.....................] - ETA: 20s - loss: 2.9789 - accuracy: 0.2575 - top-5-accuracy: 0.5570
+
+
+```
+
+```
+
+ 59/176 [=========>....................] - ETA: 20s - loss: 2.9776 - accuracy: 0.2577 - top-5-accuracy: 0.5577
+
+
+```
+
+```
+
+ 60/176 [=========>....................] - ETA: 20s - loss: 2.9781 - accuracy: 0.2581 - top-5-accuracy: 0.5579
+
+
+```
+
+```
+
+ 61/176 [=========>....................] - ETA: 19s - loss: 2.9770 - accuracy: 0.2581 - top-5-accuracy: 0.5586
+
+
+```
+
+```
+
+ 62/176 [=========>....................] - ETA: 19s - loss: 2.9771 - accuracy: 0.2579 - top-5-accuracy: 0.5588
+
+
+```
+
+```
+
+ 63/176 [=========>....................] - ETA: 19s - loss: 2.9778 - accuracy: 0.2578 - top-5-accuracy: 0.5587
+
+
+```
+
+```
+
+ 64/176 [=========>....................] - ETA: 19s - loss: 2.9765 - accuracy: 0.2585 - top-5-accuracy: 0.5598
+
+
+```
+
+```
+
+ 65/176 [==========>...................] - ETA: 19s - loss: 2.9775 - accuracy: 0.2579 - top-5-accuracy: 0.5594
+
+
+```
+
+```
+
+ 66/176 [==========>...................] - ETA: 19s - loss: 2.9770 - accuracy: 0.2579 - top-5-accuracy: 0.5592
+
+
+```
+
+```
+
+ 67/176 [==========>...................] - ETA: 18s - loss: 2.9793 - accuracy: 0.2568 - top-5-accuracy: 0.5589
+
+
+```
+
+```
+
+ 68/176 [==========>...................] - ETA: 18s - loss: 2.9796 - accuracy: 0.2571 - top-5-accuracy: 0.5579
+
+
+```
+
+```
+
+ 69/176 [==========>...................] - ETA: 18s - loss: 2.9787 - accuracy: 0.2578 - top-5-accuracy: 0.5582
+
+
+```
+
+```
+
+ 70/176 [==========>...................] - ETA: 18s - loss: 2.9792 - accuracy: 0.2575 - top-5-accuracy: 0.5583
+
+
+```
+
+```
+
+ 71/176 [===========>..................] - ETA: 18s - loss: 2.9794 - accuracy: 0.2583 - top-5-accuracy: 0.5586
+
+
+```
+
+```
+
+ 72/176 [===========>..................] - ETA: 18s - loss: 2.9806 - accuracy: 0.2578 - top-5-accuracy: 0.5584
+
+
+```
+
+```
+
+ 73/176 [===========>..................] - ETA: 17s - loss: 2.9817 - accuracy: 0.2577 - top-5-accuracy: 0.5577
+
+
+```
+
+```
+
+ 74/176 [===========>..................] - ETA: 17s - loss: 2.9824 - accuracy: 0.2579 - top-5-accuracy: 0.5572
+
+
+```
+
+```
+
+ 75/176 [===========>..................] - ETA: 17s - loss: 2.9827 - accuracy: 0.2576 - top-5-accuracy: 0.5571
+
+
+```
+
+```
+
+ 76/176 [===========>..................] - ETA: 17s - loss: 2.9806 - accuracy: 0.2583 - top-5-accuracy: 0.5580
+
+
+```
+
+```
+
+ 77/176 [============>.................] - ETA: 17s - loss: 2.9806 - accuracy: 0.2581 - top-5-accuracy: 0.5579
+
+
+```
+
+```
+
+ 78/176 [============>.................] - ETA: 16s - loss: 2.9807 - accuracy: 0.2583 - top-5-accuracy: 0.5577
+
+
+```
+
+```
+
+ 79/176 [============>.................] - ETA: 16s - loss: 2.9809 - accuracy: 0.2584 - top-5-accuracy: 0.5576
+
+
+```
+
+```
+
+ 80/176 [============>.................] - ETA: 16s - loss: 2.9810 - accuracy: 0.2585 - top-5-accuracy: 0.5576
+
+
+```
+
+```
+
+ 81/176 [============>.................] - ETA: 16s - loss: 2.9813 - accuracy: 0.2585 - top-5-accuracy: 0.5578
+
+
+```
+
+```
+
+ 82/176 [============>.................] - ETA: 16s - loss: 2.9815 - accuracy: 0.2586 - top-5-accuracy: 0.5576
+
+
+```
+
+```
+
+ 83/176 [=============>................] - ETA: 16s - loss: 2.9817 - accuracy: 0.2586 - top-5-accuracy: 0.5577
+
+
+```
+
+```
+
+ 84/176 [=============>................] - ETA: 15s - loss: 2.9822 - accuracy: 0.2585 - top-5-accuracy: 0.5572
+
+
+```
+
+```
+
+ 85/176 [=============>................] - ETA: 15s - loss: 2.9813 - accuracy: 0.2588 - top-5-accuracy: 0.5575
+
+
+```
+
+```
+
+ 86/176 [=============>................] - ETA: 15s - loss: 2.9825 - accuracy: 0.2584 - top-5-accuracy: 0.5573
+
+
+```
+
+```
+
+ 87/176 [=============>................] - ETA: 15s - loss: 2.9841 - accuracy: 0.2580 - top-5-accuracy: 0.5564
+
+
+```
+
+```
+
+ 88/176 [==============>...............] - ETA: 15s - loss: 2.9835 - accuracy: 0.2584 - top-5-accuracy: 0.5568
+
+
+```
+
+```
+
+ 89/176 [==============>...............] - ETA: 15s - loss: 2.9825 - accuracy: 0.2586 - top-5-accuracy: 0.5572
+
+
+```
+
+```
+
+ 90/176 [==============>...............] - ETA: 14s - loss: 2.9828 - accuracy: 0.2584 - top-5-accuracy: 0.5572
+
+
+```
+
+```
+
+ 91/176 [==============>...............] - ETA: 14s - loss: 2.9821 - accuracy: 0.2584 - top-5-accuracy: 0.5574
+
+
+```
+
+```
+
+ 92/176 [==============>...............] - ETA: 14s - loss: 2.9823 - accuracy: 0.2582 - top-5-accuracy: 0.5572
+
+
+```
+
+```
+
+ 93/176 [==============>...............] - ETA: 14s - loss: 2.9816 - accuracy: 0.2582 - top-5-accuracy: 0.5573
+
+
+```
+
+```
+
+ 94/176 [===============>..............] - ETA: 14s - loss: 2.9825 - accuracy: 0.2576 - top-5-accuracy: 0.5571
+
+
+```
+
+```
+
+ 95/176 [===============>..............] - ETA: 14s - loss: 2.9845 - accuracy: 0.2570 - top-5-accuracy: 0.5567
+
+
+```
+
+```
+
+ 96/176 [===============>..............] - ETA: 13s - loss: 2.9822 - accuracy: 0.2574 - top-5-accuracy: 0.5572
+
+
+```
+
+```
+
+ 97/176 [===============>..............] - ETA: 13s - loss: 2.9834 - accuracy: 0.2571 - top-5-accuracy: 0.5568
+
+
+```
+
+```
+
+ 98/176 [===============>..............] - ETA: 13s - loss: 2.9823 - accuracy: 0.2578 - top-5-accuracy: 0.5571
+
+
+```
+
+```
+
+ 99/176 [===============>..............] - ETA: 13s - loss: 2.9816 - accuracy: 0.2582 - top-5-accuracy: 0.5569
+
+
+```
+
+```
+
+100/176 [================>.............] - ETA: 13s - loss: 2.9834 - accuracy: 0.2577 - top-5-accuracy: 0.5568
+
+
+```
+
+```
+
+101/176 [================>.............] - ETA: 12s - loss: 2.9835 - accuracy: 0.2577 - top-5-accuracy: 0.5566
+
+
+```
+
+```
+
+102/176 [================>.............] - ETA: 12s - loss: 2.9809 - accuracy: 0.2584 - top-5-accuracy: 0.5575
+
+
+```
+
+```
+
+103/176 [================>.............] - ETA: 12s - loss: 2.9798 - accuracy: 0.2585 - top-5-accuracy: 0.5577
+
+
+```
+
+```
+
+104/176 [================>.............] - ETA: 12s - loss: 2.9802 - accuracy: 0.2586 - top-5-accuracy: 0.5573
+
+
+```
+
+```
+
+105/176 [================>.............] - ETA: 12s - loss: 2.9786 - accuracy: 0.2588 - top-5-accuracy: 0.5574
+
+
+```
+
+```
+
+106/176 [=================>............] - ETA: 12s - loss: 2.9789 - accuracy: 0.2589 - top-5-accuracy: 0.5573
+
+
+```
+
+```
+
+107/176 [=================>............] - ETA: 11s - loss: 2.9798 - accuracy: 0.2589 - top-5-accuracy: 0.5571
+
+
+```
+
+```
+
+108/176 [=================>............] - ETA: 11s - loss: 2.9802 - accuracy: 0.2589 - top-5-accuracy: 0.5571
+
+
+```
+
+```
+
+109/176 [=================>............] - ETA: 11s - loss: 2.9801 - accuracy: 0.2590 - top-5-accuracy: 0.5570
+
+
+```
+
+```
+
+110/176 [=================>............] - ETA: 11s - loss: 2.9793 - accuracy: 0.2593 - top-5-accuracy: 0.5573
+
+
+```
+
+```
+
+111/176 [=================>............] - ETA: 11s - loss: 2.9792 - accuracy: 0.2597 - top-5-accuracy: 0.5573
+
+
+```
+
+```
+
+112/176 [==================>...........] - ETA: 11s - loss: 2.9796 - accuracy: 0.2595 - top-5-accuracy: 0.5568
+
+
+```
+
+```
+
+113/176 [==================>...........] - ETA: 10s - loss: 2.9795 - accuracy: 0.2596 - top-5-accuracy: 0.5566
+
+
+```
+
+```
+
+114/176 [==================>...........] - ETA: 10s - loss: 2.9805 - accuracy: 0.2593 - top-5-accuracy: 0.5563
+
+
+```
+
+```
+
+115/176 [==================>...........] - ETA: 10s - loss: 2.9801 - accuracy: 0.2596 - top-5-accuracy: 0.5562
+
+
+```
+
+```
+
+116/176 [==================>...........] - ETA: 10s - loss: 2.9810 - accuracy: 0.2594 - top-5-accuracy: 0.5558
+
+
+```
+
+```
+
+117/176 [==================>...........] - ETA: 10s - loss: 2.9818 - accuracy: 0.2595 - top-5-accuracy: 0.5556
+
+
+```
+
+```
+
+118/176 [===================>..........] - ETA: 10s - loss: 2.9821 - accuracy: 0.2592 - top-5-accuracy: 0.5554
+
+
+```
+
+```
+
+119/176 [===================>..........] - ETA: 9s - loss: 2.9829 - accuracy: 0.2591 - top-5-accuracy: 0.5554
+
+
+```
+
+```
+
+120/176 [===================>..........] - ETA: 9s - loss: 2.9842 - accuracy: 0.2587 - top-5-accuracy: 0.5554
+
+
+```
+
+```
+
+121/176 [===================>..........] - ETA: 9s - loss: 2.9824 - accuracy: 0.2590 - top-5-accuracy: 0.5558
+
+
+```
+
+```
+
+122/176 [===================>..........] - ETA: 9s - loss: 2.9826 - accuracy: 0.2592 - top-5-accuracy: 0.5558
+
+
+```
+
+```
+
+123/176 [===================>..........] - ETA: 9s - loss: 2.9814 - accuracy: 0.2595 - top-5-accuracy: 0.5560
+
+
+```
+
+```
+
+124/176 [====================>.........] - ETA: 9s - loss: 2.9816 - accuracy: 0.2595 - top-5-accuracy: 0.5558
+
+
+```
+
+```
+
+125/176 [====================>.........] - ETA: 8s - loss: 2.9820 - accuracy: 0.2592 - top-5-accuracy: 0.5555
+
+
+```
+
+```
+
+126/176 [====================>.........] - ETA: 8s - loss: 2.9823 - accuracy: 0.2592 - top-5-accuracy: 0.5552
+
+
+```
+
+```
+
+127/176 [====================>.........] - ETA: 8s - loss: 2.9828 - accuracy: 0.2590 - top-5-accuracy: 0.5548
+
+
+```
+
+```
+
+128/176 [====================>.........] - ETA: 8s - loss: 2.9820 - accuracy: 0.2592 - top-5-accuracy: 0.5551
+
+
+```
+
+```
+
+129/176 [====================>.........] - ETA: 8s - loss: 2.9826 - accuracy: 0.2592 - top-5-accuracy: 0.5552
+
+
+```
+
+```
+
+130/176 [=====================>........] - ETA: 7s - loss: 2.9826 - accuracy: 0.2591 - top-5-accuracy: 0.5549
+
+
+```
+
+```
+
+131/176 [=====================>........] - ETA: 7s - loss: 2.9830 - accuracy: 0.2591 - top-5-accuracy: 0.5548
+
+
+```
+
+```
+
+132/176 [=====================>........] - ETA: 7s - loss: 2.9830 - accuracy: 0.2592 - top-5-accuracy: 0.5549
+
+
+```
+
+```
+
+133/176 [=====================>........] - ETA: 7s - loss: 2.9833 - accuracy: 0.2590 - top-5-accuracy: 0.5546
+
+
+```
+
+```
+
+134/176 [=====================>........] - ETA: 7s - loss: 2.9844 - accuracy: 0.2588 - top-5-accuracy: 0.5543
+
+
+```
+
+```
+
+135/176 [======================>.......] - ETA: 7s - loss: 2.9843 - accuracy: 0.2589 - top-5-accuracy: 0.5541
+
+
+```
+
+```
+
+136/176 [======================>.......] - ETA: 6s - loss: 2.9827 - accuracy: 0.2592 - top-5-accuracy: 0.5545
+
+
+```
+
+```
+
+137/176 [======================>.......] - ETA: 6s - loss: 2.9837 - accuracy: 0.2591 - top-5-accuracy: 0.5543
+
+
+```
+
+```
+
+138/176 [======================>.......] - ETA: 6s - loss: 2.9836 - accuracy: 0.2592 - top-5-accuracy: 0.5544
+
+
+```
+
+```
+
+139/176 [======================>.......] - ETA: 6s - loss: 2.9833 - accuracy: 0.2596 - top-5-accuracy: 0.5544
+
+
+```
+
+```
+
+140/176 [======================>.......] - ETA: 6s - loss: 2.9814 - accuracy: 0.2600 - top-5-accuracy: 0.5551
+
+
+```
+
+```
+
+141/176 [=======================>......] - ETA: 6s - loss: 2.9818 - accuracy: 0.2600 - top-5-accuracy: 0.5551
+
+
+```
+
+```
+
+142/176 [=======================>......] - ETA: 5s - loss: 2.9819 - accuracy: 0.2601 - top-5-accuracy: 0.5552
+
+
+```
+
+```
+
+143/176 [=======================>......] - ETA: 5s - loss: 2.9815 - accuracy: 0.2602 - top-5-accuracy: 0.5550
+
+
+```
+
+```
+
+144/176 [=======================>......] - ETA: 5s - loss: 2.9813 - accuracy: 0.2601 - top-5-accuracy: 0.5552
+
+
+```
+
+```
+
+145/176 [=======================>......] - ETA: 5s - loss: 2.9803 - accuracy: 0.2603 - top-5-accuracy: 0.5552
+
+
+```
+
+```
+
+146/176 [=======================>......] - ETA: 5s - loss: 2.9794 - accuracy: 0.2605 - top-5-accuracy: 0.5556
+
+
+```
+
+```
+
+147/176 [========================>.....] - ETA: 5s - loss: 2.9790 - accuracy: 0.2608 - top-5-accuracy: 0.5556
+
+
+```
+
+```
+
+148/176 [========================>.....] - ETA: 4s - loss: 2.9785 - accuracy: 0.2608 - top-5-accuracy: 0.5557
+
+
+```
+
+```
+
+149/176 [========================>.....] - ETA: 4s - loss: 2.9787 - accuracy: 0.2608 - top-5-accuracy: 0.5557
+
+
+```
+
+```
+
+150/176 [========================>.....] - ETA: 4s - loss: 2.9775 - accuracy: 0.2612 - top-5-accuracy: 0.5562
+
+
+```
+
+```
+
+151/176 [========================>.....] - ETA: 4s - loss: 2.9772 - accuracy: 0.2612 - top-5-accuracy: 0.5564
+
+
+```
+
+```
+
+152/176 [========================>.....] - ETA: 4s - loss: 2.9770 - accuracy: 0.2613 - top-5-accuracy: 0.5566
+
+
+```
+
+```
+
+153/176 [=========================>....] - ETA: 3s - loss: 2.9773 - accuracy: 0.2615 - top-5-accuracy: 0.5566
+
+
+```
+
+```
+
+154/176 [=========================>....] - ETA: 3s - loss: 2.9768 - accuracy: 0.2616 - top-5-accuracy: 0.5566
+
+
+```
+
+```
+
+155/176 [=========================>....] - ETA: 3s - loss: 2.9768 - accuracy: 0.2616 - top-5-accuracy: 0.5567
+
+
+```
+
+```
+
+156/176 [=========================>....] - ETA: 3s - loss: 2.9761 - accuracy: 0.2617 - top-5-accuracy: 0.5568
+
+
+```
+
+```
+
+157/176 [=========================>....] - ETA: 3s - loss: 2.9776 - accuracy: 0.2616 - top-5-accuracy: 0.5564
+
+
+```
+
+```
+
+158/176 [=========================>....] - ETA: 3s - loss: 2.9780 - accuracy: 0.2617 - top-5-accuracy: 0.5561
+
+
+```
+
+```
+
+159/176 [==========================>...] - ETA: 2s - loss: 2.9786 - accuracy: 0.2615 - top-5-accuracy: 0.5560
+
+
+```
+
+```
+
+160/176 [==========================>...] - ETA: 2s - loss: 2.9783 - accuracy: 0.2616 - top-5-accuracy: 0.5563
+
+
+```
+
+```
+
+161/176 [==========================>...] - ETA: 2s - loss: 2.9776 - accuracy: 0.2619 - top-5-accuracy: 0.5563
+
+
+```
+
+```
+
+162/176 [==========================>...] - ETA: 2s - loss: 2.9766 - accuracy: 0.2619 - top-5-accuracy: 0.5564
+
+
+```
+
+```
+
+163/176 [==========================>...] - ETA: 2s - loss: 2.9767 - accuracy: 0.2620 - top-5-accuracy: 0.5566
+
+
+```
+
+```
+
+164/176 [==========================>...] - ETA: 2s - loss: 2.9768 - accuracy: 0.2618 - top-5-accuracy: 0.5568
+
+
+```
+
+```
+
+165/176 [===========================>..] - ETA: 1s - loss: 2.9782 - accuracy: 0.2617 - top-5-accuracy: 0.5565
+
+
+```
+
+```
+
+166/176 [===========================>..] - ETA: 1s - loss: 2.9773 - accuracy: 0.2619 - top-5-accuracy: 0.5568
+
+
+```
+
+```
+
+167/176 [===========================>..] - ETA: 1s - loss: 2.9768 - accuracy: 0.2622 - top-5-accuracy: 0.5567
+
+
+```
+
+```
+
+168/176 [===========================>..] - ETA: 1s - loss: 2.9768 - accuracy: 0.2623 - top-5-accuracy: 0.5568
+
+
+```
+
+```
+
+169/176 [===========================>..] - ETA: 1s - loss: 2.9759 - accuracy: 0.2625 - top-5-accuracy: 0.5570
+
+
+```
+
+```
+
+170/176 [===========================>..] - ETA: 1s - loss: 2.9757 - accuracy: 0.2624 - top-5-accuracy: 0.5571
+
+
+```
+
+```
+
+171/176 [============================>.] - ETA: 0s - loss: 2.9759 - accuracy: 0.2624 - top-5-accuracy: 0.5569
+
+
+```
+
+```
+
+172/176 [============================>.] - ETA: 0s - loss: 2.9765 - accuracy: 0.2624 - top-5-accuracy: 0.5570
+
+
+```
+
+```
+
+173/176 [============================>.] - ETA: 0s - loss: 2.9768 - accuracy: 0.2623 - top-5-accuracy: 0.5570
+
+
+```
+
+```
+
+174/176 [============================>.] - ETA: 0s - loss: 2.9770 - accuracy: 0.2624 - top-5-accuracy: 0.5568
+
+
+```
+
+```
+
+175/176 [============================>.] - ETA: 0s - loss: 2.9768 - accuracy: 0.2625 - top-5-accuracy: 0.5569
+
+
+```
+
+```
+
+176/176 [==============================] - ETA: 0s - loss: 2.9763 - accuracy: 0.2626 - top-5-accuracy: 0.5571
+
+
+```
+
+```
+
+176/176 [==============================] - 32s 180ms/step - loss: 2.9763 - accuracy: 0.2626 - top-5-accuracy: 0.5571 - val_loss: 2.6677 - val_accuracy: 0.3302 - val_top-5-accuracy: 0.6388
+
+
+
+```
+Epoch 11/50
+
+```
+
+
+ 1/176 [..............................] - ETA: 30s - loss: 2.7457 - accuracy: 0.3242 - top-5-accuracy: 0.6562
+
+
+```
+
+```
+
+ 2/176 [..............................] - ETA: 30s - loss: 2.8765 - accuracy: 0.3027 - top-5-accuracy: 0.5996
+
+
+```
+
+```
+
+ 3/176 [..............................] - ETA: 29s - loss: 2.8309 - accuracy: 0.3034 - top-5-accuracy: 0.6055
+
+
+```
+
+```
+
+ 4/176 [..............................] - ETA: 29s - loss: 2.8192 - accuracy: 0.2959 - top-5-accuracy: 0.6045
+
+
+```
+
+```
+
+ 5/176 [..............................] - ETA: 29s - loss: 2.8311 - accuracy: 0.2914 - top-5-accuracy: 0.6008
+
+
+```
+
+```
+
+ 6/176 [>.............................] - ETA: 29s - loss: 2.8731 - accuracy: 0.2845 - top-5-accuracy: 0.5853
+
+
+```
+
+```
+
+ 7/176 [>.............................] - ETA: 29s - loss: 2.8849 - accuracy: 0.2874 - top-5-accuracy: 0.5820
+
+
+```
+
+```
+
+ 8/176 [>.............................] - ETA: 29s - loss: 2.8725 - accuracy: 0.2915 - top-5-accuracy: 0.5854
+
+
+```
+
+```
+
+ 9/176 [>.............................] - ETA: 28s - loss: 2.8935 - accuracy: 0.2895 - top-5-accuracy: 0.5790
+
+
+```
+
+```
+
+ 10/176 [>.............................] - ETA: 28s - loss: 2.8981 - accuracy: 0.2848 - top-5-accuracy: 0.5805
+
+
+```
+
+```
+
+ 11/176 [>.............................] - ETA: 28s - loss: 2.9069 - accuracy: 0.2791 - top-5-accuracy: 0.5803
+
+
+```
+
+```
+
+ 12/176 [=>............................] - ETA: 28s - loss: 2.9125 - accuracy: 0.2764 - top-5-accuracy: 0.5788
+
+
+```
+
+```
+
+ 13/176 [=>............................] - ETA: 28s - loss: 2.8900 - accuracy: 0.2819 - top-5-accuracy: 0.5826
+
+
+```
+
+```
+
+ 14/176 [=>............................] - ETA: 28s - loss: 2.8765 - accuracy: 0.2818 - top-5-accuracy: 0.5865
+
+
+```
+
+```
+
+ 15/176 [=>............................] - ETA: 27s - loss: 2.8734 - accuracy: 0.2826 - top-5-accuracy: 0.5859
+
+
+```
+
+```
+
+ 16/176 [=>............................] - ETA: 27s - loss: 2.8801 - accuracy: 0.2781 - top-5-accuracy: 0.5842
+
+
+```
+
+```
+
+ 17/176 [=>............................] - ETA: 27s - loss: 2.8838 - accuracy: 0.2753 - top-5-accuracy: 0.5830
+
+
+```
+
+```
+
+ 18/176 [==>...........................] - ETA: 27s - loss: 2.8827 - accuracy: 0.2741 - top-5-accuracy: 0.5829
+
+
+```
+
+```
+
+ 19/176 [==>...........................] - ETA: 27s - loss: 2.8797 - accuracy: 0.2743 - top-5-accuracy: 0.5857
+
+
+```
+
+```
+
+ 20/176 [==>...........................] - ETA: 26s - loss: 2.8773 - accuracy: 0.2746 - top-5-accuracy: 0.5879
+
+
+```
+
+```
+
+ 21/176 [==>...........................] - ETA: 26s - loss: 2.8831 - accuracy: 0.2742 - top-5-accuracy: 0.5867
+
+
+```
+
+```
+
+ 22/176 [==>...........................] - ETA: 26s - loss: 2.8873 - accuracy: 0.2734 - top-5-accuracy: 0.5850
+
+
+```
+
+```
+
+ 23/176 [==>...........................] - ETA: 26s - loss: 2.8905 - accuracy: 0.2712 - top-5-accuracy: 0.5847
+
+
+```
+
+```
+
+ 24/176 [===>..........................] - ETA: 26s - loss: 2.8876 - accuracy: 0.2723 - top-5-accuracy: 0.5841
+
+
+```
+
+```
+
+ 25/176 [===>..........................] - ETA: 26s - loss: 2.8962 - accuracy: 0.2714 - top-5-accuracy: 0.5816
+
+
+```
+
+```
+
+ 26/176 [===>..........................] - ETA: 25s - loss: 2.8982 - accuracy: 0.2700 - top-5-accuracy: 0.5798
+
+
+```
+
+```
+
+ 27/176 [===>..........................] - ETA: 25s - loss: 2.8977 - accuracy: 0.2705 - top-5-accuracy: 0.5787
+
+
+```
+
+```
+
+ 28/176 [===>..........................] - ETA: 25s - loss: 2.8956 - accuracy: 0.2705 - top-5-accuracy: 0.5788
+
+
+```
+
+```
+
+ 29/176 [===>..........................] - ETA: 25s - loss: 2.8929 - accuracy: 0.2713 - top-5-accuracy: 0.5808
+
+
+```
+
+```
+
+ 30/176 [====>.........................] - ETA: 25s - loss: 2.8918 - accuracy: 0.2719 - top-5-accuracy: 0.5818
+
+
+```
+
+```
+
+ 31/176 [====>.........................] - ETA: 25s - loss: 2.8901 - accuracy: 0.2718 - top-5-accuracy: 0.5820
+
+
+```
+
+```
+
+ 32/176 [====>.........................] - ETA: 24s - loss: 2.8890 - accuracy: 0.2728 - top-5-accuracy: 0.5823
+
+
+```
+
+```
+
+ 33/176 [====>.........................] - ETA: 24s - loss: 2.8908 - accuracy: 0.2725 - top-5-accuracy: 0.5820
+
+
+```
+
+```
+
+ 34/176 [====>.........................] - ETA: 24s - loss: 2.8873 - accuracy: 0.2740 - top-5-accuracy: 0.5826
+
+
+```
+
+```
+
+ 35/176 [====>.........................] - ETA: 24s - loss: 2.8870 - accuracy: 0.2738 - top-5-accuracy: 0.5828
+
+
+```
+
+```
+
+ 36/176 [=====>........................] - ETA: 24s - loss: 2.8867 - accuracy: 0.2746 - top-5-accuracy: 0.5830
+
+
+```
+
+```
+
+ 37/176 [=====>........................] - ETA: 24s - loss: 2.8859 - accuracy: 0.2754 - top-5-accuracy: 0.5829
+
+
+```
+
+```
+
+ 38/176 [=====>........................] - ETA: 23s - loss: 2.8897 - accuracy: 0.2750 - top-5-accuracy: 0.5821
+
+
+```
+
+```
+
+ 39/176 [=====>........................] - ETA: 23s - loss: 2.8876 - accuracy: 0.2756 - top-5-accuracy: 0.5823
+
+
+```
+
+```
+
+ 40/176 [=====>........................] - ETA: 23s - loss: 2.8927 - accuracy: 0.2742 - top-5-accuracy: 0.5807
+
+
+```
+
+```
+
+ 41/176 [=====>........................] - ETA: 23s - loss: 2.8900 - accuracy: 0.2744 - top-5-accuracy: 0.5815
+
+
+```
+
+```
+
+ 42/176 [======>.......................] - ETA: 23s - loss: 2.8925 - accuracy: 0.2741 - top-5-accuracy: 0.5805
+
+
+```
+
+```
+
+ 43/176 [======>.......................] - ETA: 23s - loss: 2.8970 - accuracy: 0.2734 - top-5-accuracy: 0.5801
+
+
+```
+
+```
+
+ 44/176 [======>.......................] - ETA: 22s - loss: 2.8956 - accuracy: 0.2742 - top-5-accuracy: 0.5808
+
+
+```
+
+```
+
+ 45/176 [======>.......................] - ETA: 22s - loss: 2.8939 - accuracy: 0.2746 - top-5-accuracy: 0.5812
+
+
+```
+
+```
+
+ 46/176 [======>.......................] - ETA: 22s - loss: 2.8930 - accuracy: 0.2750 - top-5-accuracy: 0.5805
+
+
+```
+
+```
+
+ 47/176 [=======>......................] - ETA: 22s - loss: 2.8977 - accuracy: 0.2744 - top-5-accuracy: 0.5790
+
+
+```
+
+```
+
+ 48/176 [=======>......................] - ETA: 22s - loss: 2.8934 - accuracy: 0.2752 - top-5-accuracy: 0.5800
+
+
+```
+
+```
+
+ 49/176 [=======>......................] - ETA: 21s - loss: 2.8898 - accuracy: 0.2758 - top-5-accuracy: 0.5812
+
+
+```
+
+```
+
+ 50/176 [=======>......................] - ETA: 21s - loss: 2.8881 - accuracy: 0.2760 - top-5-accuracy: 0.5814
+
+
+```
+
+```
+
+ 51/176 [=======>......................] - ETA: 21s - loss: 2.8854 - accuracy: 0.2765 - top-5-accuracy: 0.5816
+
+
+```
+
+```
+
+ 52/176 [=======>......................] - ETA: 21s - loss: 2.8843 - accuracy: 0.2762 - top-5-accuracy: 0.5824
+
+
+```
+
+```
+
+ 53/176 [========>.....................] - ETA: 21s - loss: 2.8824 - accuracy: 0.2769 - top-5-accuracy: 0.5833
+
+
+```
+
+```
+
+ 54/176 [========>.....................] - ETA: 21s - loss: 2.8875 - accuracy: 0.2758 - top-5-accuracy: 0.5819
+
+
+```
+
+```
+
+ 55/176 [========>.....................] - ETA: 20s - loss: 2.8900 - accuracy: 0.2754 - top-5-accuracy: 0.5818
+
+
+```
+
+```
+
+ 56/176 [========>.....................] - ETA: 20s - loss: 2.8879 - accuracy: 0.2755 - top-5-accuracy: 0.5820
+
+
+```
+
+```
+
+ 57/176 [========>.....................] - ETA: 20s - loss: 2.8853 - accuracy: 0.2763 - top-5-accuracy: 0.5827
+
+
+```
+
+```
+
+ 58/176 [========>.....................] - ETA: 20s - loss: 2.8818 - accuracy: 0.2767 - top-5-accuracy: 0.5838
+
+
+```
+
+```
+
+ 59/176 [=========>....................] - ETA: 20s - loss: 2.8810 - accuracy: 0.2767 - top-5-accuracy: 0.5841
+
+
+```
+
+```
+
+ 60/176 [=========>....................] - ETA: 20s - loss: 2.8832 - accuracy: 0.2764 - top-5-accuracy: 0.5831
+
+
+```
+
+```
+
+ 61/176 [=========>....................] - ETA: 19s - loss: 2.8832 - accuracy: 0.2762 - top-5-accuracy: 0.5838
+
+
+```
+
+```
+
+ 62/176 [=========>....................] - ETA: 19s - loss: 2.8830 - accuracy: 0.2760 - top-5-accuracy: 0.5841
+
+
+```
+
+```
+
+ 63/176 [=========>....................] - ETA: 19s - loss: 2.8826 - accuracy: 0.2761 - top-5-accuracy: 0.5840
+
+
+```
+
+```
+
+ 64/176 [=========>....................] - ETA: 19s - loss: 2.8838 - accuracy: 0.2757 - top-5-accuracy: 0.5836
+
+
+```
+
+```
+
+ 65/176 [==========>...................] - ETA: 19s - loss: 2.8831 - accuracy: 0.2759 - top-5-accuracy: 0.5834
+
+
+```
+
+```
+
+ 66/176 [==========>...................] - ETA: 19s - loss: 2.8820 - accuracy: 0.2765 - top-5-accuracy: 0.5835
+
+
+```
+
+```
+
+ 67/176 [==========>...................] - ETA: 18s - loss: 2.8828 - accuracy: 0.2765 - top-5-accuracy: 0.5835
+
+
+```
+
+```
+
+ 68/176 [==========>...................] - ETA: 18s - loss: 2.8816 - accuracy: 0.2773 - top-5-accuracy: 0.5838
+
+
+```
+
+```
+
+ 69/176 [==========>...................] - ETA: 18s - loss: 2.8792 - accuracy: 0.2775 - top-5-accuracy: 0.5842
+
+
+```
+
+```
+
+ 70/176 [==========>...................] - ETA: 18s - loss: 2.8809 - accuracy: 0.2773 - top-5-accuracy: 0.5839
+
+
+```
+
+```
+
+ 71/176 [===========>..................] - ETA: 18s - loss: 2.8812 - accuracy: 0.2773 - top-5-accuracy: 0.5841
+
+
+```
+
+```
+
+ 72/176 [===========>..................] - ETA: 17s - loss: 2.8775 - accuracy: 0.2782 - top-5-accuracy: 0.5846
+
+
+```
+
+```
+
+ 73/176 [===========>..................] - ETA: 17s - loss: 2.8809 - accuracy: 0.2774 - top-5-accuracy: 0.5835
+
+
+```
+
+```
+
+ 74/176 [===========>..................] - ETA: 17s - loss: 2.8822 - accuracy: 0.2778 - top-5-accuracy: 0.5828
+
+
+```
+
+```
+
+ 75/176 [===========>..................] - ETA: 17s - loss: 2.8808 - accuracy: 0.2779 - top-5-accuracy: 0.5833
+
+
+```
+
+```
+
+ 76/176 [===========>..................] - ETA: 17s - loss: 2.8823 - accuracy: 0.2780 - top-5-accuracy: 0.5831
+
+
+```
+
+```
+
+ 77/176 [============>.................] - ETA: 17s - loss: 2.8797 - accuracy: 0.2785 - top-5-accuracy: 0.5837
+
+
+```
+
+```
+
+ 78/176 [============>.................] - ETA: 16s - loss: 2.8819 - accuracy: 0.2783 - top-5-accuracy: 0.5834
+
+
+```
+
+```
+
+ 79/176 [============>.................] - ETA: 16s - loss: 2.8818 - accuracy: 0.2781 - top-5-accuracy: 0.5833
+
+
+```
+
+```
+
+ 80/176 [============>.................] - ETA: 16s - loss: 2.8795 - accuracy: 0.2785 - top-5-accuracy: 0.5837
+
+
+```
+
+```
+
+ 81/176 [============>.................] - ETA: 16s - loss: 2.8782 - accuracy: 0.2790 - top-5-accuracy: 0.5836
+
+
+```
+
+```
+
+ 82/176 [============>.................] - ETA: 16s - loss: 2.8784 - accuracy: 0.2790 - top-5-accuracy: 0.5836
+
+
+```
+
+```
+
+ 83/176 [=============>................] - ETA: 16s - loss: 2.8776 - accuracy: 0.2790 - top-5-accuracy: 0.5840
+
+
+```
+
+```
+
+ 84/176 [=============>................] - ETA: 15s - loss: 2.8775 - accuracy: 0.2790 - top-5-accuracy: 0.5838
+
+
+```
+
+```
+
+ 85/176 [=============>................] - ETA: 15s - loss: 2.8787 - accuracy: 0.2793 - top-5-accuracy: 0.5839
+
+
+```
+
+```
+
+ 86/176 [=============>................] - ETA: 15s - loss: 2.8786 - accuracy: 0.2793 - top-5-accuracy: 0.5840
+
+
+```
+
+```
+
+ 87/176 [=============>................] - ETA: 15s - loss: 2.8782 - accuracy: 0.2791 - top-5-accuracy: 0.5840
+
+
+```
+
+```
+
+ 88/176 [==============>...............] - ETA: 15s - loss: 2.8768 - accuracy: 0.2797 - top-5-accuracy: 0.5841
+
+
+```
+
+```
+
+ 89/176 [==============>...............] - ETA: 15s - loss: 2.8769 - accuracy: 0.2798 - top-5-accuracy: 0.5841
+
+
+```
+
+```
+
+ 90/176 [==============>...............] - ETA: 14s - loss: 2.8741 - accuracy: 0.2804 - top-5-accuracy: 0.5844
+
+
+```
+
+```
+
+ 91/176 [==============>...............] - ETA: 14s - loss: 2.8735 - accuracy: 0.2804 - top-5-accuracy: 0.5852
+
+
+```
+
+```
+
+ 92/176 [==============>...............] - ETA: 14s - loss: 2.8738 - accuracy: 0.2802 - top-5-accuracy: 0.5851
+
+
+```
+
+```
+
+ 93/176 [==============>...............] - ETA: 14s - loss: 2.8730 - accuracy: 0.2802 - top-5-accuracy: 0.5853
+
+
+```
+
+```
+
+ 94/176 [===============>..............] - ETA: 14s - loss: 2.8728 - accuracy: 0.2808 - top-5-accuracy: 0.5854
+
+
+```
+
+```
+
+ 95/176 [===============>..............] - ETA: 14s - loss: 2.8741 - accuracy: 0.2810 - top-5-accuracy: 0.5852
+
+
+```
+
+```
+
+ 96/176 [===============>..............] - ETA: 13s - loss: 2.8722 - accuracy: 0.2815 - top-5-accuracy: 0.5852
+
+
+```
+
+```
+
+ 97/176 [===============>..............] - ETA: 13s - loss: 2.8704 - accuracy: 0.2820 - top-5-accuracy: 0.5855
+
+
+```
+
+```
+
+ 98/176 [===============>..............] - ETA: 13s - loss: 2.8716 - accuracy: 0.2819 - top-5-accuracy: 0.5851
+
+
+```
+
+```
+
+ 99/176 [===============>..............] - ETA: 13s - loss: 2.8705 - accuracy: 0.2822 - top-5-accuracy: 0.5851
+
+
+```
+
+```
+
+100/176 [================>.............] - ETA: 13s - loss: 2.8686 - accuracy: 0.2827 - top-5-accuracy: 0.5855
+
+
+```
+
+```
+
+101/176 [================>.............] - ETA: 12s - loss: 2.8678 - accuracy: 0.2829 - top-5-accuracy: 0.5854
+
+
+```
+
+```
+
+102/176 [================>.............] - ETA: 12s - loss: 2.8672 - accuracy: 0.2830 - top-5-accuracy: 0.5857
+
+
+```
+
+```
+
+103/176 [================>.............] - ETA: 12s - loss: 2.8669 - accuracy: 0.2829 - top-5-accuracy: 0.5858
+
+
+```
+
+```
+
+104/176 [================>.............] - ETA: 12s - loss: 2.8657 - accuracy: 0.2831 - top-5-accuracy: 0.5862
+
+
+```
+
+```
+
+105/176 [================>.............] - ETA: 12s - loss: 2.8672 - accuracy: 0.2824 - top-5-accuracy: 0.5859
+
+
+```
+
+```
+
+106/176 [=================>............] - ETA: 12s - loss: 2.8680 - accuracy: 0.2826 - top-5-accuracy: 0.5860
+
+
+```
+
+```
+
+107/176 [=================>............] - ETA: 11s - loss: 2.8687 - accuracy: 0.2824 - top-5-accuracy: 0.5858
+
+
+```
+
+```
+
+108/176 [=================>............] - ETA: 11s - loss: 2.8684 - accuracy: 0.2822 - top-5-accuracy: 0.5862
+
+
+```
+
+```
+
+109/176 [=================>............] - ETA: 11s - loss: 2.8676 - accuracy: 0.2823 - top-5-accuracy: 0.5864
+
+
+```
+
+```
+
+110/176 [=================>............] - ETA: 11s - loss: 2.8677 - accuracy: 0.2823 - top-5-accuracy: 0.5863
+
+
+```
+
+```
+
+111/176 [=================>............] - ETA: 11s - loss: 2.8667 - accuracy: 0.2823 - top-5-accuracy: 0.5863
+
+
+```
+
+```
+
+112/176 [==================>...........] - ETA: 11s - loss: 2.8657 - accuracy: 0.2824 - top-5-accuracy: 0.5867
+
+
+```
+
+```
+
+113/176 [==================>...........] - ETA: 10s - loss: 2.8661 - accuracy: 0.2821 - top-5-accuracy: 0.5867
+
+
+```
+
+```
+
+114/176 [==================>...........] - ETA: 10s - loss: 2.8670 - accuracy: 0.2819 - top-5-accuracy: 0.5865
+
+
+```
+
+```
+
+115/176 [==================>...........] - ETA: 10s - loss: 2.8672 - accuracy: 0.2815 - top-5-accuracy: 0.5868
+
+
+```
+
+```
+
+116/176 [==================>...........] - ETA: 10s - loss: 2.8675 - accuracy: 0.2814 - top-5-accuracy: 0.5866
+
+
+```
+
+```
+
+117/176 [==================>...........] - ETA: 10s - loss: 2.8688 - accuracy: 0.2810 - top-5-accuracy: 0.5864
+
+
+```
+
+```
+
+118/176 [===================>..........] - ETA: 10s - loss: 2.8695 - accuracy: 0.2808 - top-5-accuracy: 0.5863
+
+
+```
+
+```
+
+119/176 [===================>..........] - ETA: 9s - loss: 2.8707 - accuracy: 0.2805 - top-5-accuracy: 0.5860
+
+
+```
+
+```
+
+120/176 [===================>..........] - ETA: 9s - loss: 2.8702 - accuracy: 0.2804 - top-5-accuracy: 0.5866
+
+
+```
+
+```
+
+121/176 [===================>..........] - ETA: 9s - loss: 2.8702 - accuracy: 0.2804 - top-5-accuracy: 0.5864
+
+
+```
+
+```
+
+122/176 [===================>..........] - ETA: 9s - loss: 2.8693 - accuracy: 0.2804 - top-5-accuracy: 0.5868
+
+
+```
+
+```
+
+123/176 [===================>..........] - ETA: 9s - loss: 2.8690 - accuracy: 0.2804 - top-5-accuracy: 0.5868
+
+
+```
+
+```
+
+124/176 [====================>.........] - ETA: 8s - loss: 2.8678 - accuracy: 0.2806 - top-5-accuracy: 0.5871
+
+
+```
+
+```
+
+125/176 [====================>.........] - ETA: 8s - loss: 2.8684 - accuracy: 0.2806 - top-5-accuracy: 0.5870
+
+
+```
+
+```
+
+126/176 [====================>.........] - ETA: 8s - loss: 2.8687 - accuracy: 0.2805 - top-5-accuracy: 0.5872
+
+
+```
+
+```
+
+127/176 [====================>.........] - ETA: 8s - loss: 2.8682 - accuracy: 0.2804 - top-5-accuracy: 0.5874
+
+
+```
+
+```
+
+128/176 [====================>.........] - ETA: 8s - loss: 2.8692 - accuracy: 0.2801 - top-5-accuracy: 0.5873
+
+
+```
+
+```
+
+129/176 [====================>.........] - ETA: 8s - loss: 2.8695 - accuracy: 0.2799 - top-5-accuracy: 0.5871
+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
+132/176 [=====================>........] - ETA: 7s - loss: 2.8690 - accuracy: 0.2799 - top-5-accuracy: 0.5871
+
+
+```
+
+```
+
+133/176 [=====================>........] - ETA: 7s - loss: 2.8687 - accuracy: 0.2800 - top-5-accuracy: 0.5873
+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
+137/176 [======================>.......] - ETA: 6s - loss: 2.8696 - accuracy: 0.2803 - top-5-accuracy: 0.5871
+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
+142/176 [=======================>......] - ETA: 5s - loss: 2.8689 - accuracy: 0.2802 - top-5-accuracy: 0.5874
+
+
+```
+
+```
+
+143/176 [=======================>......] - ETA: 5s - loss: 2.8679 - accuracy: 0.2804 - top-5-accuracy: 0.5876
+
+
+```
+
+```
+
+144/176 [=======================>......] - ETA: 5s - loss: 2.8682 - accuracy: 0.2802 - top-5-accuracy: 0.5876
+
+
+```
+
+```
+
+145/176 [=======================>......] - ETA: 5s - loss: 2.8683 - accuracy: 0.2803 - top-5-accuracy: 0.5876
+
+
+```
+
+```
+
+146/176 [=======================>......] - ETA: 5s - loss: 2.8677 - accuracy: 0.2802 - top-5-accuracy: 0.5878
+
+
+```
+
+```
+
+147/176 [========================>.....] - ETA: 5s - loss: 2.8678 - accuracy: 0.2803 - top-5-accuracy: 0.5880
+
+
+```
+
+```
+
+148/176 [========================>.....] - ETA: 4s - loss: 2.8679 - accuracy: 0.2804 - top-5-accuracy: 0.5880
+
+
+```
+
+```
+
+149/176 [========================>.....] - ETA: 4s - loss: 2.8674 - accuracy: 0.2804 - top-5-accuracy: 0.5882
+
+
+```
+
+```
+
+150/176 [========================>.....] - ETA: 4s - loss: 2.8660 - accuracy: 0.2807 - top-5-accuracy: 0.5885
+
+
+```
+
+```
+
+151/176 [========================>.....] - ETA: 4s - loss: 2.8664 - accuracy: 0.2806 - top-5-accuracy: 0.5884
+
+
+```
+
+```
+
+152/176 [========================>.....] - ETA: 4s - loss: 2.8672 - accuracy: 0.2805 - top-5-accuracy: 0.5881
+
+
+```
+
+```
+
+153/176 [=========================>....] - ETA: 3s - loss: 2.8681 - accuracy: 0.2804 - top-5-accuracy: 0.5879
+
+
+```
+
+```
+
+154/176 [=========================>....] - ETA: 3s - loss: 2.8678 - accuracy: 0.2805 - top-5-accuracy: 0.5880
+
+
+```
+
+```
+
+155/176 [=========================>....] - ETA: 3s - loss: 2.8668 - accuracy: 0.2809 - top-5-accuracy: 0.5884
+
+
+```
+
+```
+
+156/176 [=========================>....] - ETA: 3s - loss: 2.8667 - accuracy: 0.2811 - top-5-accuracy: 0.5883
+
+
+```
+
+```
+
+157/176 [=========================>....] - ETA: 3s - loss: 2.8678 - accuracy: 0.2808 - top-5-accuracy: 0.5878
+
+
+```
+
+```
+
+158/176 [=========================>....] - ETA: 3s - loss: 2.8679 - accuracy: 0.2809 - top-5-accuracy: 0.5876
+
+
+```
+
+```
+
+159/176 [==========================>...] - ETA: 2s - loss: 2.8671 - accuracy: 0.2810 - top-5-accuracy: 0.5876
+
+
+```
+
+```
+
+160/176 [==========================>...] - ETA: 2s - loss: 2.8661 - accuracy: 0.2813 - top-5-accuracy: 0.5877
+
+
+```
+
+```
+
+161/176 [==========================>...] - ETA: 2s - loss: 2.8664 - accuracy: 0.2813 - top-5-accuracy: 0.5876
+
+
+```
+
+```
+
+162/176 [==========================>...] - ETA: 2s - loss: 2.8662 - accuracy: 0.2813 - top-5-accuracy: 0.5877
+
+
+```
+
+```
+
+163/176 [==========================>...] - ETA: 2s - loss: 2.8666 - accuracy: 0.2813 - top-5-accuracy: 0.5876
+
+
+```
+
+```
+
+164/176 [==========================>...] - ETA: 2s - loss: 2.8676 - accuracy: 0.2814 - top-5-accuracy: 0.5874
+
+
+```
+
+```
+
+165/176 [===========================>..] - ETA: 1s - loss: 2.8665 - accuracy: 0.2815 - top-5-accuracy: 0.5878
+
+
+```
+
+```
+
+166/176 [===========================>..] - ETA: 1s - loss: 2.8663 - accuracy: 0.2816 - top-5-accuracy: 0.5879
+
+
+```
+
+```
+
+167/176 [===========================>..] - ETA: 1s - loss: 2.8678 - accuracy: 0.2812 - top-5-accuracy: 0.5876
+
+
+```
+
+```
+
+168/176 [===========================>..] - ETA: 1s - loss: 2.8684 - accuracy: 0.2809 - top-5-accuracy: 0.5875
+
+
+```
+
+```
+
+169/176 [===========================>..] - ETA: 1s - loss: 2.8672 - accuracy: 0.2811 - top-5-accuracy: 0.5877
+
+
+```
+
+```
+
+170/176 [===========================>..] - ETA: 1s - loss: 2.8676 - accuracy: 0.2812 - top-5-accuracy: 0.5877
+
+
+```
+
+```
+
+171/176 [============================>.] - ETA: 0s - loss: 2.8678 - accuracy: 0.2810 - top-5-accuracy: 0.5874
+
+
+```
+
+```
+
+172/176 [============================>.] - ETA: 0s - loss: 2.8656 - accuracy: 0.2814 - top-5-accuracy: 0.5878
+
+
+```
+
+```
+
+173/176 [============================>.] - ETA: 0s - loss: 2.8658 - accuracy: 0.2814 - top-5-accuracy: 0.5878
+
+
+```
+
+```
+
+174/176 [============================>.] - ETA: 0s - loss: 2.8659 - accuracy: 0.2814 - top-5-accuracy: 0.5878
+
+
+```
+
+```
+
+175/176 [============================>.] - ETA: 0s - loss: 2.8670 - accuracy: 0.2813 - top-5-accuracy: 0.5877
+
+
+```
+
+```
+
+176/176 [==============================] - ETA: 0s - loss: 2.8668 - accuracy: 0.2813 - top-5-accuracy: 0.5876
+
+
+```
+
+```
+
+176/176 [==============================] - 32s 179ms/step - loss: 2.8668 - accuracy: 0.2813 - top-5-accuracy: 0.5876 - val_loss: 2.5693 - val_accuracy: 0.3450 - val_top-5-accuracy: 0.6540
+
+
+
+```
+Epoch 12/50
+
+```
+
+
+ 1/176 [..............................] - ETA: 30s - loss: 2.7408 - accuracy: 0.3203 - top-5-accuracy: 0.5859
+
+
+```
+
+```
+
+ 2/176 [..............................] - ETA: 29s - loss: 2.7449 - accuracy: 0.2988 - top-5-accuracy: 0.5977
+
+
+```
+
+```
+
+ 3/176 [..............................] - ETA: 29s - loss: 2.8380 - accuracy: 0.2969 - top-5-accuracy: 0.5911
+
+
+```
+
+```
+
+ 4/176 [..............................] - ETA: 29s - loss: 2.8546 - accuracy: 0.2959 - top-5-accuracy: 0.5850
+
+
+```
+
+```
+
+ 5/176 [..............................] - ETA: 29s - loss: 2.8105 - accuracy: 0.3078 - top-5-accuracy: 0.5945
+
+
+```
+
+```
+
+ 6/176 [>.............................] - ETA: 29s - loss: 2.7827 - accuracy: 0.3060 - top-5-accuracy: 0.6009
+
+
+```
+
+```
+
+ 7/176 [>.............................] - ETA: 29s - loss: 2.7596 - accuracy: 0.3080 - top-5-accuracy: 0.6016
+
+
+```
+
+```
+
+ 8/176 [>.............................] - ETA: 28s - loss: 2.7888 - accuracy: 0.3042 - top-5-accuracy: 0.6016
+
+
+```
+
+```
+
+ 9/176 [>.............................] - ETA: 28s - loss: 2.7893 - accuracy: 0.3034 - top-5-accuracy: 0.6011
+
+
+```
+
+```
+
+ 10/176 [>.............................] - ETA: 28s - loss: 2.7874 - accuracy: 0.3023 - top-5-accuracy: 0.6004
+
+
+```
+
+```
+
+ 11/176 [>.............................] - ETA: 28s - loss: 2.7897 - accuracy: 0.3011 - top-5-accuracy: 0.6005
+
+
+```
+
+```
+
+ 12/176 [=>............................] - ETA: 28s - loss: 2.7823 - accuracy: 0.3053 - top-5-accuracy: 0.5996
+
+
+```
+
+```
+
+ 13/176 [=>............................] - ETA: 28s - loss: 2.7793 - accuracy: 0.3047 - top-5-accuracy: 0.6019
+
+
+```
+
+```
+
+ 14/176 [=>............................] - ETA: 27s - loss: 2.7824 - accuracy: 0.3030 - top-5-accuracy: 0.6004
+
+
+```
+
+```
+
+ 15/176 [=>............................] - ETA: 27s - loss: 2.7804 - accuracy: 0.3034 - top-5-accuracy: 0.6005
+
+
+```
+
+```
+
+ 16/176 [=>............................] - ETA: 27s - loss: 2.7920 - accuracy: 0.3008 - top-5-accuracy: 0.5984
+
+
+```
+
+```
+
+ 17/176 [=>............................] - ETA: 27s - loss: 2.8077 - accuracy: 0.2969 - top-5-accuracy: 0.5949
+
+
+```
+
+```
+
+ 18/176 [==>...........................] - ETA: 27s - loss: 2.8085 - accuracy: 0.2969 - top-5-accuracy: 0.5938
+
+
+```
+
+```
+
+ 19/176 [==>...........................] - ETA: 27s - loss: 2.8105 - accuracy: 0.2975 - top-5-accuracy: 0.5925
+
+
+```
+
+```
+
+ 20/176 [==>...........................] - ETA: 26s - loss: 2.8034 - accuracy: 0.2984 - top-5-accuracy: 0.5943
+
+
+```
+
+```
+
+ 21/176 [==>...........................] - ETA: 26s - loss: 2.7915 - accuracy: 0.3019 - top-5-accuracy: 0.5984
+
+
+```
+
+```
+
+ 22/176 [==>...........................] - ETA: 26s - loss: 2.8049 - accuracy: 0.2992 - top-5-accuracy: 0.5946
+
+
+```
+
+```
+
+ 23/176 [==>...........................] - ETA: 26s - loss: 2.7973 - accuracy: 0.3008 - top-5-accuracy: 0.5960
+
+
+```
+
+```
+
+ 24/176 [===>..........................] - ETA: 26s - loss: 2.8005 - accuracy: 0.3000 - top-5-accuracy: 0.5949
+
+
+```
+
+```
+
+ 25/176 [===>..........................] - ETA: 26s - loss: 2.8012 - accuracy: 0.2989 - top-5-accuracy: 0.5942
+
+
+```
+
+```
+
+ 26/176 [===>..........................] - ETA: 25s - loss: 2.8034 - accuracy: 0.2984 - top-5-accuracy: 0.5931
+
+
+```
+
+```
+
+ 27/176 [===>..........................] - ETA: 25s - loss: 2.8111 - accuracy: 0.2967 - top-5-accuracy: 0.5913
+
+
+```
+
+```
+
+ 28/176 [===>..........................] - ETA: 25s - loss: 2.8114 - accuracy: 0.2958 - top-5-accuracy: 0.5907
+
+
+```
+
+```
+
+ 29/176 [===>..........................] - ETA: 25s - loss: 2.8158 - accuracy: 0.2947 - top-5-accuracy: 0.5902
+
+
+```
+
+```
+
+ 30/176 [====>.........................] - ETA: 25s - loss: 2.8103 - accuracy: 0.2969 - top-5-accuracy: 0.5915
+
+
+```
+
+```
+
+ 31/176 [====>.........................] - ETA: 25s - loss: 2.8115 - accuracy: 0.2965 - top-5-accuracy: 0.5910
+
+
+```
+
+```
+
+ 32/176 [====>.........................] - ETA: 24s - loss: 2.8050 - accuracy: 0.2981 - top-5-accuracy: 0.5920
+
+
+```
+
+```
+
+ 33/176 [====>.........................] - ETA: 24s - loss: 2.8041 - accuracy: 0.2987 - top-5-accuracy: 0.5921
+
+
+```
+
+```
+
+ 34/176 [====>.........................] - ETA: 24s - loss: 2.7984 - accuracy: 0.2996 - top-5-accuracy: 0.5931
+
+
+```
+
+```
+
+ 35/176 [====>.........................] - ETA: 24s - loss: 2.8045 - accuracy: 0.2974 - top-5-accuracy: 0.5917
+
+
+```
+
+```
+
+ 36/176 [=====>........................] - ETA: 24s - loss: 2.8052 - accuracy: 0.2972 - top-5-accuracy: 0.5923
+
+
+```
+
+```
+
+ 37/176 [=====>........................] - ETA: 23s - loss: 2.7999 - accuracy: 0.2986 - top-5-accuracy: 0.5933
+
+
+```
+
+```
+
+ 38/176 [=====>........................] - ETA: 23s - loss: 2.8004 - accuracy: 0.2986 - top-5-accuracy: 0.5940
+
+
+```
+
+```
+
+ 39/176 [=====>........................] - ETA: 23s - loss: 2.8018 - accuracy: 0.2990 - top-5-accuracy: 0.5942
+
+
+```
+
+```
+
+ 40/176 [=====>........................] - ETA: 23s - loss: 2.7995 - accuracy: 0.2990 - top-5-accuracy: 0.5945
+
+
+```
+
+```
+
+ 41/176 [=====>........................] - ETA: 23s - loss: 2.7961 - accuracy: 0.2998 - top-5-accuracy: 0.5958
+
+
+```
+
+```
+
+ 42/176 [======>.......................] - ETA: 23s - loss: 2.7988 - accuracy: 0.2986 - top-5-accuracy: 0.5959
+
+
+```
+
+```
+
+ 43/176 [======>.......................] - ETA: 22s - loss: 2.7957 - accuracy: 0.2992 - top-5-accuracy: 0.5974
+
+
+```
+
+```
+
+ 44/176 [======>.......................] - ETA: 22s - loss: 2.7929 - accuracy: 0.2993 - top-5-accuracy: 0.5985
+
+
+```
+
+```
+
+ 45/176 [======>.......................] - ETA: 22s - loss: 2.7941 - accuracy: 0.2989 - top-5-accuracy: 0.5981
+
+
+```
+
+```
+
+ 46/176 [======>.......................] - ETA: 22s - loss: 2.7932 - accuracy: 0.2985 - top-5-accuracy: 0.5983
+
+
+```
+
+```
+
+ 47/176 [=======>......................] - ETA: 22s - loss: 2.7975 - accuracy: 0.2973 - top-5-accuracy: 0.5979
+
+
+```
+
+```
+
+ 48/176 [=======>......................] - ETA: 22s - loss: 2.7978 - accuracy: 0.2964 - top-5-accuracy: 0.5984
+
+
+```
+
+```
+
+ 49/176 [=======>......................] - ETA: 21s - loss: 2.7968 - accuracy: 0.2967 - top-5-accuracy: 0.5987
+
+
+```
+
+```
+
+ 50/176 [=======>......................] - ETA: 21s - loss: 2.7935 - accuracy: 0.2977 - top-5-accuracy: 0.5997
+
+
+```
+
+```
+
+ 51/176 [=======>......................] - ETA: 21s - loss: 2.7934 - accuracy: 0.2975 - top-5-accuracy: 0.5994
+
+
+```
+
+```
+
+ 52/176 [=======>......................] - ETA: 21s - loss: 2.7906 - accuracy: 0.2977 - top-5-accuracy: 0.5997
+
+
+```
+
+```
+
+ 53/176 [========>.....................] - ETA: 21s - loss: 2.7888 - accuracy: 0.2984 - top-5-accuracy: 0.6005
+
+
+```
+
+```
+
+ 54/176 [========>.....................] - ETA: 21s - loss: 2.7859 - accuracy: 0.2992 - top-5-accuracy: 0.6013
+
+
+```
+
+```
+
+ 55/176 [========>.....................] - ETA: 20s - loss: 2.7852 - accuracy: 0.2996 - top-5-accuracy: 0.6015
+
+
+```
+
+```
+
+ 56/176 [========>.....................] - ETA: 20s - loss: 2.7847 - accuracy: 0.2997 - top-5-accuracy: 0.6015
+
+
+```
+
+```
+
+ 57/176 [========>.....................] - ETA: 20s - loss: 2.7838 - accuracy: 0.3002 - top-5-accuracy: 0.6022
+
+
+```
+
+```
+
+ 58/176 [========>.....................] - ETA: 20s - loss: 2.7839 - accuracy: 0.3001 - top-5-accuracy: 0.6027
+
+
+```
+
+```
+
+ 59/176 [=========>....................] - ETA: 20s - loss: 2.7863 - accuracy: 0.2999 - top-5-accuracy: 0.6021
+
+
+```
+
+```
+
+ 60/176 [=========>....................] - ETA: 20s - loss: 2.7818 - accuracy: 0.3013 - top-5-accuracy: 0.6033
+
+
+```
+
+```
+
+ 61/176 [=========>....................] - ETA: 19s - loss: 2.7819 - accuracy: 0.3010 - top-5-accuracy: 0.6029
+
+
+```
+
+```
+
+ 62/176 [=========>....................] - ETA: 19s - loss: 2.7821 - accuracy: 0.3007 - top-5-accuracy: 0.6026
+
+
+```
+
+```
+
+ 63/176 [=========>....................] - ETA: 19s - loss: 2.7839 - accuracy: 0.3007 - top-5-accuracy: 0.6017
+
+
+```
+
+```
+
+ 64/176 [=========>....................] - ETA: 19s - loss: 2.7873 - accuracy: 0.2996 - top-5-accuracy: 0.6011
+
+
+```
+
+```
+
+ 65/176 [==========>...................] - ETA: 19s - loss: 2.7831 - accuracy: 0.3010 - top-5-accuracy: 0.6025
+
+
+```
+
+```
+
+ 66/176 [==========>...................] - ETA: 18s - loss: 2.7831 - accuracy: 0.3006 - top-5-accuracy: 0.6028
+
+
+```
+
+```
+
+ 67/176 [==========>...................] - ETA: 18s - loss: 2.7814 - accuracy: 0.3010 - top-5-accuracy: 0.6028
+
+
+```
+
+```
+
+ 68/176 [==========>...................] - ETA: 18s - loss: 2.7817 - accuracy: 0.3010 - top-5-accuracy: 0.6025
+
+
+```
+
+```
+
+ 69/176 [==========>...................] - ETA: 18s - loss: 2.7819 - accuracy: 0.3010 - top-5-accuracy: 0.6022
+
+
+```
+
+```
+
+ 70/176 [==========>...................] - ETA: 18s - loss: 2.7842 - accuracy: 0.3005 - top-5-accuracy: 0.6018
+
+
+```
+
+```
+
+ 71/176 [===========>..................] - ETA: 18s - loss: 2.7851 - accuracy: 0.3007 - top-5-accuracy: 0.6015
+
+
+```
+
+```
+
+ 72/176 [===========>..................] - ETA: 17s - loss: 2.7844 - accuracy: 0.3009 - top-5-accuracy: 0.6018
+
+
+```
+
+```
+
+ 73/176 [===========>..................] - ETA: 17s - loss: 2.7848 - accuracy: 0.3005 - top-5-accuracy: 0.6022
+
+
+```
+
+```
+
+ 74/176 [===========>..................] - ETA: 17s - loss: 2.7802 - accuracy: 0.3016 - top-5-accuracy: 0.6036
+
+
+```
+
+```
+
+ 75/176 [===========>..................] - ETA: 17s - loss: 2.7788 - accuracy: 0.3018 - top-5-accuracy: 0.6036
+
+
+```
+
+```
+
+ 76/176 [===========>..................] - ETA: 17s - loss: 2.7783 - accuracy: 0.3020 - top-5-accuracy: 0.6039
+
+
+```
+
+```
+
+ 77/176 [============>.................] - ETA: 17s - loss: 2.7778 - accuracy: 0.3020 - top-5-accuracy: 0.6041
+
+
+```
+
+```
+
+ 78/176 [============>.................] - ETA: 16s - loss: 2.7771 - accuracy: 0.3014 - top-5-accuracy: 0.6043
+
+
+```
+
+```
+
+ 79/176 [============>.................] - ETA: 16s - loss: 2.7744 - accuracy: 0.3015 - top-5-accuracy: 0.6050
+
+
+```
+
+```
+
+ 80/176 [============>.................] - ETA: 16s - loss: 2.7731 - accuracy: 0.3013 - top-5-accuracy: 0.6057
+
+
+```
+
+```
+
+ 81/176 [============>.................] - ETA: 16s - loss: 2.7731 - accuracy: 0.3013 - top-5-accuracy: 0.6060
+
+
+```
+
+```
+
+ 82/176 [============>.................] - ETA: 16s - loss: 2.7737 - accuracy: 0.3012 - top-5-accuracy: 0.6057
+
+
+```
+
+```
+
+ 83/176 [=============>................] - ETA: 16s - loss: 2.7754 - accuracy: 0.3011 - top-5-accuracy: 0.6052
+
+
+```
+
+```
+
+ 84/176 [=============>................] - ETA: 15s - loss: 2.7754 - accuracy: 0.3012 - top-5-accuracy: 0.6052
+
+
+```
+
+```
+
+ 85/176 [=============>................] - ETA: 15s - loss: 2.7776 - accuracy: 0.3008 - top-5-accuracy: 0.6047
+
+
+```
+
+```
+
+ 86/176 [=============>................] - ETA: 15s - loss: 2.7761 - accuracy: 0.3009 - top-5-accuracy: 0.6051
+
+
+```
+
+```
+
+ 87/176 [=============>................] - ETA: 15s - loss: 2.7752 - accuracy: 0.3008 - top-5-accuracy: 0.6052
+
+
+```
+
+```
+
+ 88/176 [==============>...............] - ETA: 15s - loss: 2.7736 - accuracy: 0.3014 - top-5-accuracy: 0.6055
+
+
+```
+
+```
+
+ 89/176 [==============>...............] - ETA: 15s - loss: 2.7758 - accuracy: 0.3009 - top-5-accuracy: 0.6050
+
+
+```
+
+```
+
+ 90/176 [==============>...............] - ETA: 14s - loss: 2.7747 - accuracy: 0.3008 - top-5-accuracy: 0.6051
+
+
+```
+
+```
+
+ 91/176 [==============>...............] - ETA: 14s - loss: 2.7732 - accuracy: 0.3011 - top-5-accuracy: 0.6052
+
+
+```
+
+```
+
+ 92/176 [==============>...............] - ETA: 14s - loss: 2.7733 - accuracy: 0.3012 - top-5-accuracy: 0.6056
+
+
+```
+
+```
+
+ 93/176 [==============>...............] - ETA: 14s - loss: 2.7724 - accuracy: 0.3016 - top-5-accuracy: 0.6054
+
+
+```
+
+```
+
+ 94/176 [===============>..............] - ETA: 14s - loss: 2.7735 - accuracy: 0.3014 - top-5-accuracy: 0.6054
+
+
+```
+
+```
+
+ 95/176 [===============>..............] - ETA: 13s - loss: 2.7734 - accuracy: 0.3014 - top-5-accuracy: 0.6056
+
+
+```
+
+```
+
+ 96/176 [===============>..............] - ETA: 13s - loss: 2.7740 - accuracy: 0.3015 - top-5-accuracy: 0.6054
+
+
+```
+
+```
+
+ 97/176 [===============>..............] - ETA: 13s - loss: 2.7710 - accuracy: 0.3017 - top-5-accuracy: 0.6060
+
+
+```
+
+```
+
+ 98/176 [===============>..............] - ETA: 13s - loss: 2.7716 - accuracy: 0.3013 - top-5-accuracy: 0.6057
+
+
+```
+
+```
+
+ 99/176 [===============>..............] - ETA: 13s - loss: 2.7722 - accuracy: 0.3013 - top-5-accuracy: 0.6057
+
+
+```
+
+```
+
+100/176 [================>.............] - ETA: 13s - loss: 2.7719 - accuracy: 0.3013 - top-5-accuracy: 0.6059
+
+
+```
+
+```
+
+101/176 [================>.............] - ETA: 12s - loss: 2.7724 - accuracy: 0.3011 - top-5-accuracy: 0.6059
+
+
+```
+
+```
+
+102/176 [================>.............] - ETA: 12s - loss: 2.7729 - accuracy: 0.3013 - top-5-accuracy: 0.6058
+
+
+```
+
+```
+
+103/176 [================>.............] - ETA: 12s - loss: 2.7727 - accuracy: 0.3010 - top-5-accuracy: 0.6060
+
+
+```
+
+```
+
+104/176 [================>.............] - ETA: 12s - loss: 2.7713 - accuracy: 0.3018 - top-5-accuracy: 0.6060
+
+
+```
+
+```
+
+105/176 [================>.............] - ETA: 12s - loss: 2.7724 - accuracy: 0.3018 - top-5-accuracy: 0.6054
+
+
+```
+
+```
+
+106/176 [=================>............] - ETA: 12s - loss: 2.7709 - accuracy: 0.3021 - top-5-accuracy: 0.6055
+
+
+```
+
+```
+
+107/176 [=================>............] - ETA: 11s - loss: 2.7710 - accuracy: 0.3024 - top-5-accuracy: 0.6052
+
+
+```
+
+```
+
+108/176 [=================>............] - ETA: 11s - loss: 2.7702 - accuracy: 0.3025 - top-5-accuracy: 0.6055
+
+
+```
+
+```
+
+109/176 [=================>............] - ETA: 11s - loss: 2.7691 - accuracy: 0.3026 - top-5-accuracy: 0.6059
+
+
+```
+
+```
+
+110/176 [=================>............] - ETA: 11s - loss: 2.7700 - accuracy: 0.3023 - top-5-accuracy: 0.6057
+
+
+```
+
+```
+
+111/176 [=================>............] - ETA: 11s - loss: 2.7712 - accuracy: 0.3020 - top-5-accuracy: 0.6055
+
+
+```
+
+```
+
+112/176 [==================>...........] - ETA: 11s - loss: 2.7721 - accuracy: 0.3017 - top-5-accuracy: 0.6052
+
+
+```
+
+```
+
+113/176 [==================>...........] - ETA: 10s - loss: 2.7723 - accuracy: 0.3015 - top-5-accuracy: 0.6050
+
+
+```
+
+```
+
+114/176 [==================>...........] - ETA: 10s - loss: 2.7721 - accuracy: 0.3014 - top-5-accuracy: 0.6052
+
+
+```
+
+```
+
+115/176 [==================>...........] - ETA: 10s - loss: 2.7729 - accuracy: 0.3012 - top-5-accuracy: 0.6049
+
+
+```
+
+```
+
+116/176 [==================>...........] - ETA: 10s - loss: 2.7722 - accuracy: 0.3013 - top-5-accuracy: 0.6052
+
+
+```
+
+```
+
+117/176 [==================>...........] - ETA: 10s - loss: 2.7741 - accuracy: 0.3008 - top-5-accuracy: 0.6049
+
+
+```
+
+```
+
+118/176 [===================>..........] - ETA: 10s - loss: 2.7735 - accuracy: 0.3008 - top-5-accuracy: 0.6049
+
+
+```
+
+```
+
+119/176 [===================>..........] - ETA: 9s - loss: 2.7737 - accuracy: 0.3005 - top-5-accuracy: 0.6050
+
+
+```
+
+```
+
+120/176 [===================>..........] - ETA: 9s - loss: 2.7737 - accuracy: 0.3003 - top-5-accuracy: 0.6054
+
+
+```
+
+```
+
+121/176 [===================>..........] - ETA: 9s - loss: 2.7730 - accuracy: 0.3003 - top-5-accuracy: 0.6055
+
+
+```
+
+```
+
+122/176 [===================>..........] - ETA: 9s - loss: 2.7739 - accuracy: 0.3001 - top-5-accuracy: 0.6055
+
+
+```
+
+```
+
+123/176 [===================>..........] - ETA: 9s - loss: 2.7755 - accuracy: 0.2998 - top-5-accuracy: 0.6049
+
+
+```
+
+```
+
+124/176 [====================>.........] - ETA: 8s - loss: 2.7754 - accuracy: 0.3000 - top-5-accuracy: 0.6049
+
+
+```
+
+```
+
+125/176 [====================>.........] - ETA: 8s - loss: 2.7747 - accuracy: 0.3003 - top-5-accuracy: 0.6054
+
+
+```
+
+```
+
+126/176 [====================>.........] - ETA: 8s - loss: 2.7738 - accuracy: 0.3004 - top-5-accuracy: 0.6056
+
+
+```
+
+```
+
+127/176 [====================>.........] - ETA: 8s - loss: 2.7733 - accuracy: 0.3005 - top-5-accuracy: 0.6056
+
+
+```
+
+```
+
+128/176 [====================>.........] - ETA: 8s - loss: 2.7739 - accuracy: 0.3005 - top-5-accuracy: 0.6054
+
+
+```
+
+```
+
+129/176 [====================>.........] - ETA: 8s - loss: 2.7732 - accuracy: 0.3006 - top-5-accuracy: 0.6054
+
+
+```
+
+```
+
+130/176 [=====================>........] - ETA: 7s - loss: 2.7714 - accuracy: 0.3006 - top-5-accuracy: 0.6061
+
+
+```
+
+```
+
+131/176 [=====================>........] - ETA: 7s - loss: 2.7712 - accuracy: 0.3007 - top-5-accuracy: 0.6060
+
+
+```
+
+```
+
+132/176 [=====================>........] - ETA: 7s - loss: 2.7704 - accuracy: 0.3006 - top-5-accuracy: 0.6062
+
+
+```
+
+```
+
+133/176 [=====================>........] - ETA: 7s - loss: 2.7697 - accuracy: 0.3008 - top-5-accuracy: 0.6064
+
+
+```
+
+```
+
+134/176 [=====================>........] - ETA: 7s - loss: 2.7689 - accuracy: 0.3010 - top-5-accuracy: 0.6067
+
+
+```
+
+```
+
+135/176 [======================>.......] - ETA: 7s - loss: 2.7684 - accuracy: 0.3012 - top-5-accuracy: 0.6069
+
+
+```
+
+```
+
+136/176 [======================>.......] - ETA: 6s - loss: 2.7672 - accuracy: 0.3011 - top-5-accuracy: 0.6074
+
+
+```
+
+```
+
+137/176 [======================>.......] - ETA: 6s - loss: 2.7685 - accuracy: 0.3010 - top-5-accuracy: 0.6072
+
+
+```
+
+```
+
+138/176 [======================>.......] - ETA: 6s - loss: 2.7681 - accuracy: 0.3013 - top-5-accuracy: 0.6072
+
+
+```
+
+```
+
+139/176 [======================>.......] - ETA: 6s - loss: 2.7679 - accuracy: 0.3012 - top-5-accuracy: 0.6073
+
+
+```
+
+```
+
+140/176 [======================>.......] - ETA: 6s - loss: 2.7669 - accuracy: 0.3017 - top-5-accuracy: 0.6075
+
+
+```
+
+```
+
+141/176 [=======================>......] - ETA: 6s - loss: 2.7674 - accuracy: 0.3017 - top-5-accuracy: 0.6076
+
+
+```
+
+```
+
+142/176 [=======================>......] - ETA: 5s - loss: 2.7675 - accuracy: 0.3018 - top-5-accuracy: 0.6075
+
+
+```
+
+```
+
+143/176 [=======================>......] - ETA: 5s - loss: 2.7684 - accuracy: 0.3015 - top-5-accuracy: 0.6072
+
+
+```
+
+```
+
+144/176 [=======================>......] - ETA: 5s - loss: 2.7688 - accuracy: 0.3014 - top-5-accuracy: 0.6069
+
+
+```
+
+```
+
+145/176 [=======================>......] - ETA: 5s - loss: 2.7692 - accuracy: 0.3015 - top-5-accuracy: 0.6067
+
+
+```
+
+```
+
+146/176 [=======================>......] - ETA: 5s - loss: 2.7688 - accuracy: 0.3014 - top-5-accuracy: 0.6070
+
+
+```
+
+```
+
+147/176 [========================>.....] - ETA: 5s - loss: 2.7690 - accuracy: 0.3008 - top-5-accuracy: 0.6069
+
+
+```
+
+```
+
+148/176 [========================>.....] - ETA: 4s - loss: 2.7683 - accuracy: 0.3009 - top-5-accuracy: 0.6071
+
+
+```
+
+```
+
+149/176 [========================>.....] - ETA: 4s - loss: 2.7672 - accuracy: 0.3013 - top-5-accuracy: 0.6073
+
+
+```
+
+```
+
+150/176 [========================>.....] - ETA: 4s - loss: 2.7666 - accuracy: 0.3013 - top-5-accuracy: 0.6074
+
+
+```
+
+```
+
+151/176 [========================>.....] - ETA: 4s - loss: 2.7664 - accuracy: 0.3013 - top-5-accuracy: 0.6077
+
+
+```
+
+```
+
+152/176 [========================>.....] - ETA: 4s - loss: 2.7667 - accuracy: 0.3013 - top-5-accuracy: 0.6075
+
+
+```
+
+```
+
+153/176 [=========================>....] - ETA: 3s - loss: 2.7665 - accuracy: 0.3013 - top-5-accuracy: 0.6077
+
+
+```
+
+```
+
+154/176 [=========================>....] - ETA: 3s - loss: 2.7661 - accuracy: 0.3012 - top-5-accuracy: 0.6078
+
+
+```
+
+```
+
+155/176 [=========================>....] - ETA: 3s - loss: 2.7660 - accuracy: 0.3013 - top-5-accuracy: 0.6077
+
+
+```
+
+```
+
+156/176 [=========================>....] - ETA: 3s - loss: 2.7665 - accuracy: 0.3013 - top-5-accuracy: 0.6074
+
+
+```
+
+```
+
+157/176 [=========================>....] - ETA: 3s - loss: 2.7676 - accuracy: 0.3012 - top-5-accuracy: 0.6072
+
+
+```
+
+```
+
+158/176 [=========================>....] - ETA: 3s - loss: 2.7680 - accuracy: 0.3013 - top-5-accuracy: 0.6071
+
+
+```
+
+```
+
+159/176 [==========================>...] - ETA: 2s - loss: 2.7675 - accuracy: 0.3013 - top-5-accuracy: 0.6073
+
+
+```
+
+```
+
+160/176 [==========================>...] - ETA: 2s - loss: 2.7663 - accuracy: 0.3015 - top-5-accuracy: 0.6074
+
+
+```
+
+```
+
+161/176 [==========================>...] - ETA: 2s - loss: 2.7667 - accuracy: 0.3011 - top-5-accuracy: 0.6074
+
+
+```
+
+```
+
+162/176 [==========================>...] - ETA: 2s - loss: 2.7668 - accuracy: 0.3010 - top-5-accuracy: 0.6073
+
+
+```
+
+```
+
+163/176 [==========================>...] - ETA: 2s - loss: 2.7665 - accuracy: 0.3013 - top-5-accuracy: 0.6074
+
+
+```
+
+```
+
+164/176 [==========================>...] - ETA: 2s - loss: 2.7675 - accuracy: 0.3010 - top-5-accuracy: 0.6071
+
+
+```
+
+```
+
+165/176 [===========================>..] - ETA: 1s - loss: 2.7669 - accuracy: 0.3010 - top-5-accuracy: 0.6071
+
+
+```
+
+```
+
+166/176 [===========================>..] - ETA: 1s - loss: 2.7675 - accuracy: 0.3009 - top-5-accuracy: 0.6070
+
+
+```
+
+```
+
+167/176 [===========================>..] - ETA: 1s - loss: 2.7673 - accuracy: 0.3006 - top-5-accuracy: 0.6071
+
+
+```
+
+```
+
+168/176 [===========================>..] - ETA: 1s - loss: 2.7679 - accuracy: 0.3004 - top-5-accuracy: 0.6069
+
+
+```
+
+```
+
+169/176 [===========================>..] - ETA: 1s - loss: 2.7681 - accuracy: 0.3004 - top-5-accuracy: 0.6071
+
+
+```
+
+```
+
+170/176 [===========================>..] - ETA: 1s - loss: 2.7674 - accuracy: 0.3006 - top-5-accuracy: 0.6072
+
+
+```
+
+```
+
+171/176 [============================>.] - ETA: 0s - loss: 2.7672 - accuracy: 0.3009 - top-5-accuracy: 0.6073
+
+
+```
+
+```
+
+172/176 [============================>.] - ETA: 0s - loss: 2.7668 - accuracy: 0.3012 - top-5-accuracy: 0.6074
+
+
+```
+
+```
+
+173/176 [============================>.] - ETA: 0s - loss: 2.7667 - accuracy: 0.3013 - top-5-accuracy: 0.6074
+
+
+```
+
+```
+
+174/176 [============================>.] - ETA: 0s - loss: 2.7669 - accuracy: 0.3011 - top-5-accuracy: 0.6073
+
+
+```
+
+```
+
+175/176 [============================>.] - ETA: 0s - loss: 2.7670 - accuracy: 0.3012 - top-5-accuracy: 0.6072
+
+
+```
+
+```
+
+176/176 [==============================] - ETA: 0s - loss: 2.7668 - accuracy: 0.3011 - top-5-accuracy: 0.6074
+
+
+```
+
+```
+
+176/176 [==============================] - 32s 179ms/step - loss: 2.7668 - accuracy: 0.3011 - top-5-accuracy: 0.6074 - val_loss: 2.5226 - val_accuracy: 0.3560 - val_top-5-accuracy: 0.6666
+
+
+
+```
+Epoch 13/50
+
+```
+
+
+ 1/176 [..............................] - ETA: 30s - loss: 2.8286 - accuracy: 0.2734 - top-5-accuracy: 0.5547
+
+
+```
+
+```
+
+ 2/176 [..............................] - ETA: 30s - loss: 2.7076 - accuracy: 0.3027 - top-5-accuracy: 0.6016
+
+
+```
+
+```
+
+ 3/176 [..............................] - ETA: 29s - loss: 2.6462 - accuracy: 0.3164 - top-5-accuracy: 0.6185
+
+
+```
+
+```
+
+ 4/176 [..............................] - ETA: 29s - loss: 2.6617 - accuracy: 0.3184 - top-5-accuracy: 0.6221
+
+
+```
+
+```
+
+ 5/176 [..............................] - ETA: 29s - loss: 2.6933 - accuracy: 0.3164 - top-5-accuracy: 0.6141
+
+
+```
+
+```
+
+ 6/176 [>.............................] - ETA: 29s - loss: 2.7058 - accuracy: 0.3184 - top-5-accuracy: 0.6152
+
+
+```
+
+```
+
+ 7/176 [>.............................] - ETA: 29s - loss: 2.6974 - accuracy: 0.3158 - top-5-accuracy: 0.6217
+
+
+```
+
+```
+
+ 8/176 [>.............................] - ETA: 29s - loss: 2.6893 - accuracy: 0.3193 - top-5-accuracy: 0.6240
+
+
+```
+
+```
+
+ 9/176 [>.............................] - ETA: 28s - loss: 2.6858 - accuracy: 0.3242 - top-5-accuracy: 0.6250
+
+
+```
+
+```
+
+ 10/176 [>.............................] - ETA: 28s - loss: 2.6894 - accuracy: 0.3215 - top-5-accuracy: 0.6219
+
+
+```
+
+```
+
+ 11/176 [>.............................] - ETA: 28s - loss: 2.6893 - accuracy: 0.3242 - top-5-accuracy: 0.6243
+
+
+```
+
+```
+
+ 12/176 [=>............................] - ETA: 28s - loss: 2.6817 - accuracy: 0.3258 - top-5-accuracy: 0.6253
+
+
+```
+
+```
+
+ 13/176 [=>............................] - ETA: 28s - loss: 2.6773 - accuracy: 0.3242 - top-5-accuracy: 0.6277
+
+
+```
+
+```
+
+ 14/176 [=>............................] - ETA: 27s - loss: 2.6786 - accuracy: 0.3214 - top-5-accuracy: 0.6253
+
+
+```
+
+```
+
+ 15/176 [=>............................] - ETA: 27s - loss: 2.6826 - accuracy: 0.3177 - top-5-accuracy: 0.6245
+
+
+```
+
+```
+
+ 16/176 [=>............................] - ETA: 27s - loss: 2.6807 - accuracy: 0.3164 - top-5-accuracy: 0.6270
+
+
+```
+
+```
+
+ 17/176 [=>............................] - ETA: 27s - loss: 2.6752 - accuracy: 0.3185 - top-5-accuracy: 0.6268
+
+
+```
+
+```
+
+ 18/176 [==>...........................] - ETA: 27s - loss: 2.6747 - accuracy: 0.3188 - top-5-accuracy: 0.6276
+
+
+```
+
+```
+
+ 19/176 [==>...........................] - ETA: 27s - loss: 2.6817 - accuracy: 0.3176 - top-5-accuracy: 0.6250
+
+
+```
+
+```
+
+ 20/176 [==>...........................] - ETA: 26s - loss: 2.6770 - accuracy: 0.3178 - top-5-accuracy: 0.6254
+
+
+```
+
+```
+
+ 21/176 [==>...........................] - ETA: 26s - loss: 2.6767 - accuracy: 0.3168 - top-5-accuracy: 0.6254
+
+
+```
+
+```
+
+ 22/176 [==>...........................] - ETA: 26s - loss: 2.6793 - accuracy: 0.3157 - top-5-accuracy: 0.6250
+
+
+```
+
+```
+
+ 23/176 [==>...........................] - ETA: 26s - loss: 2.6805 - accuracy: 0.3156 - top-5-accuracy: 0.6247
+
+
+```
+
+```
+
+ 24/176 [===>..........................] - ETA: 26s - loss: 2.6769 - accuracy: 0.3174 - top-5-accuracy: 0.6253
+
+
+```
+
+```
+
+ 25/176 [===>..........................] - ETA: 26s - loss: 2.6821 - accuracy: 0.3158 - top-5-accuracy: 0.6236
+
+
+```
+
+```
+
+ 26/176 [===>..........................] - ETA: 25s - loss: 2.6727 - accuracy: 0.3181 - top-5-accuracy: 0.6255
+
+
+```
+
+```
+
+ 27/176 [===>..........................] - ETA: 25s - loss: 2.6707 - accuracy: 0.3173 - top-5-accuracy: 0.6264
+
+
+```
+
+```
+
+ 28/176 [===>..........................] - ETA: 25s - loss: 2.6678 - accuracy: 0.3174 - top-5-accuracy: 0.6267
+
+
+```
+
+```
+
+ 29/176 [===>..........................] - ETA: 25s - loss: 2.6647 - accuracy: 0.3179 - top-5-accuracy: 0.6272
+
+
+```
+
+```
+
+ 30/176 [====>.........................] - ETA: 25s - loss: 2.6747 - accuracy: 0.3171 - top-5-accuracy: 0.6272
+
+
+```
+
+```
+
+ 31/176 [====>.........................] - ETA: 25s - loss: 2.6751 - accuracy: 0.3165 - top-5-accuracy: 0.6275
+
+
+```
+
+```
+
+ 32/176 [====>.........................] - ETA: 24s - loss: 2.6765 - accuracy: 0.3160 - top-5-accuracy: 0.6283
+
+
+```
+
+```
+
+ 33/176 [====>.........................] - ETA: 24s - loss: 2.6801 - accuracy: 0.3152 - top-5-accuracy: 0.6281
+
+
+```
+
+```
+
+ 34/176 [====>.........................] - ETA: 24s - loss: 2.6791 - accuracy: 0.3161 - top-5-accuracy: 0.6278
+
+
+```
+
+```
+
+ 35/176 [====>.........................] - ETA: 24s - loss: 2.6774 - accuracy: 0.3162 - top-5-accuracy: 0.6277
+
+
+```
+
+```
+
+ 36/176 [=====>........................] - ETA: 24s - loss: 2.6746 - accuracy: 0.3163 - top-5-accuracy: 0.6293
+
+
+```
+
+```
+
+ 37/176 [=====>........................] - ETA: 23s - loss: 2.6714 - accuracy: 0.3166 - top-5-accuracy: 0.6302
+
+
+```
+
+```
+
+ 38/176 [=====>........................] - ETA: 23s - loss: 2.6710 - accuracy: 0.3175 - top-5-accuracy: 0.6303
+
+
+```
+
+```
+
+ 39/176 [=====>........................] - ETA: 23s - loss: 2.6696 - accuracy: 0.3178 - top-5-accuracy: 0.6302
+
+
+```
+
+```
+
+ 40/176 [=====>........................] - ETA: 23s - loss: 2.6724 - accuracy: 0.3175 - top-5-accuracy: 0.6296
+
+
+```
+
+```
+
+ 41/176 [=====>........................] - ETA: 23s - loss: 2.6699 - accuracy: 0.3192 - top-5-accuracy: 0.6304
+
+
+```
+
+```
+
+ 42/176 [======>.......................] - ETA: 23s - loss: 2.6665 - accuracy: 0.3193 - top-5-accuracy: 0.6306
+
+
+```
+
+```
+
+ 43/176 [======>.......................] - ETA: 22s - loss: 2.6648 - accuracy: 0.3199 - top-5-accuracy: 0.6309
+
+
+```
+
+```
+
+ 44/176 [======>.......................] - ETA: 22s - loss: 2.6632 - accuracy: 0.3206 - top-5-accuracy: 0.6309
+
+
+```
+
+```
+
+ 45/176 [======>.......................] - ETA: 22s - loss: 2.6614 - accuracy: 0.3211 - top-5-accuracy: 0.6316
+
+
+```
+
+```
+
+ 46/176 [======>.......................] - ETA: 22s - loss: 2.6648 - accuracy: 0.3201 - top-5-accuracy: 0.6307
+
+
+```
+
+```
+
+ 47/176 [=======>......................] - ETA: 22s - loss: 2.6627 - accuracy: 0.3207 - top-5-accuracy: 0.6308
+
+
+```
+
+```
+
+ 48/176 [=======>......................] - ETA: 22s - loss: 2.6626 - accuracy: 0.3213 - top-5-accuracy: 0.6307
+
+
+```
+
+```
+
+ 49/176 [=======>......................] - ETA: 21s - loss: 2.6631 - accuracy: 0.3206 - top-5-accuracy: 0.6311
+
+
+```
+
+```
+
+ 50/176 [=======>......................] - ETA: 21s - loss: 2.6635 - accuracy: 0.3206 - top-5-accuracy: 0.6312
+
+
+```
+
+```
+
+ 51/176 [=======>......................] - ETA: 21s - loss: 2.6596 - accuracy: 0.3215 - top-5-accuracy: 0.6319
+
+
+```
+
+```
+
+ 52/176 [=======>......................] - ETA: 21s - loss: 2.6622 - accuracy: 0.3210 - top-5-accuracy: 0.6312
+
+
+```
+
+```
+
+ 53/176 [========>.....................] - ETA: 21s - loss: 2.6647 - accuracy: 0.3207 - top-5-accuracy: 0.6296
+
+
+```
+
+```
+
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+
+
+```
+
+```
+
+ 55/176 [========>.....................] - ETA: 20s - loss: 2.6635 - accuracy: 0.3208 - top-5-accuracy: 0.6295
+
+
+```
+
+```
+
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+
+
+```
+
+```
+
+ 57/176 [========>.....................] - ETA: 20s - loss: 2.6615 - accuracy: 0.3213 - top-5-accuracy: 0.6299
+
+
+```
+
+```
+
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+
+
+```
+
+```
+
+ 59/176 [=========>....................] - ETA: 20s - loss: 2.6603 - accuracy: 0.3228 - top-5-accuracy: 0.6304
+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
+ 77/176 [============>.................] - ETA: 17s - loss: 2.6695 - accuracy: 0.3198 - top-5-accuracy: 0.6287
+
+
+```
+
+```
+
+ 78/176 [============>.................] - ETA: 16s - loss: 2.6701 - accuracy: 0.3198 - top-5-accuracy: 0.6284
+
+
+```
+
+```
+
+ 79/176 [============>.................] - ETA: 16s - loss: 2.6712 - accuracy: 0.3197 - top-5-accuracy: 0.6281
+
+
+```
+
+```
+
+ 80/176 [============>.................] - ETA: 16s - loss: 2.6746 - accuracy: 0.3192 - top-5-accuracy: 0.6275
+
+
+```
+
+```
+
+ 81/176 [============>.................] - ETA: 16s - loss: 2.6734 - accuracy: 0.3194 - top-5-accuracy: 0.6277
+
+
+```
+
+```
+
+ 82/176 [============>.................] - ETA: 16s - loss: 2.6738 - accuracy: 0.3193 - top-5-accuracy: 0.6273
+
+
+```
+
+```
+
+ 83/176 [=============>................] - ETA: 16s - loss: 2.6724 - accuracy: 0.3200 - top-5-accuracy: 0.6275
+
+
+```
+
+```
+
+ 84/176 [=============>................] - ETA: 15s - loss: 2.6726 - accuracy: 0.3203 - top-5-accuracy: 0.6274
+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
+ 88/176 [==============>...............] - ETA: 15s - loss: 2.6795 - accuracy: 0.3190 - top-5-accuracy: 0.6262
+
+
+```
+
+```
+
+ 89/176 [==============>...............] - ETA: 15s - loss: 2.6793 - accuracy: 0.3193 - top-5-accuracy: 0.6261
+
+
+```
+
+```
+
+ 90/176 [==============>...............] - ETA: 14s - loss: 2.6781 - accuracy: 0.3195 - top-5-accuracy: 0.6266
+
+
+```
+
+```
+
+ 91/176 [==============>...............] - ETA: 14s - loss: 2.6785 - accuracy: 0.3196 - top-5-accuracy: 0.6262
+
+
+```
+
+```
+
+ 92/176 [==============>...............] - ETA: 14s - loss: 2.6801 - accuracy: 0.3192 - top-5-accuracy: 0.6256
+
+
+```
+
+```
+
+ 93/176 [==============>...............] - ETA: 14s - loss: 2.6800 - accuracy: 0.3194 - top-5-accuracy: 0.6255
+
+
+```
+
+```
+
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+
+
+```
+
+```
+
+ 95/176 [===============>..............] - ETA: 13s - loss: 2.6804 - accuracy: 0.3189 - top-5-accuracy: 0.6250
+
+
+```
+
+```
+
+ 96/176 [===============>..............] - ETA: 13s - loss: 2.6804 - accuracy: 0.3192 - top-5-accuracy: 0.6249
+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
+100/176 [================>.............] - ETA: 13s - loss: 2.6796 - accuracy: 0.3192 - top-5-accuracy: 0.6249
+
+
+```
+
+```
+
+101/176 [================>.............] - ETA: 12s - loss: 2.6789 - accuracy: 0.3193 - top-5-accuracy: 0.6248
+
+
+```
+
+```
+
+102/176 [================>.............] - ETA: 12s - loss: 2.6784 - accuracy: 0.3192 - top-5-accuracy: 0.6251
+
+
+```
+
+```
+
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+
+
+```
+
+```
+
+104/176 [================>.............] - ETA: 12s - loss: 2.6800 - accuracy: 0.3191 - top-5-accuracy: 0.6248
+
+
+```
+
+```
+
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+
+
+```
+
+```
+
+106/176 [=================>............] - ETA: 12s - loss: 2.6789 - accuracy: 0.3192 - top-5-accuracy: 0.6251
+
+
+```
+
+```
+
+107/176 [=================>............] - ETA: 11s - loss: 2.6785 - accuracy: 0.3191 - top-5-accuracy: 0.6251
+
+
+```
+
+```
+
+108/176 [=================>............] - ETA: 11s - loss: 2.6789 - accuracy: 0.3187 - top-5-accuracy: 0.6250
+
+
+```
+
+```
+
+109/176 [=================>............] - ETA: 11s - loss: 2.6772 - accuracy: 0.3189 - top-5-accuracy: 0.6255
+
+
+```
+
+```
+
+110/176 [=================>............] - ETA: 11s - loss: 2.6767 - accuracy: 0.3191 - top-5-accuracy: 0.6257
+
+
+```
+
+```
+
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+
+
+```
+
+```
+
+112/176 [==================>...........] - ETA: 11s - loss: 2.6782 - accuracy: 0.3191 - top-5-accuracy: 0.6256
+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
+120/176 [===================>..........] - ETA: 9s - loss: 2.6792 - accuracy: 0.3192 - top-5-accuracy: 0.6255
+
+
+```
+
+```
+
+121/176 [===================>..........] - ETA: 9s - loss: 2.6788 - accuracy: 0.3193 - top-5-accuracy: 0.6256
+
+
+```
+
+```
+
+122/176 [===================>..........] - ETA: 9s - loss: 2.6786 - accuracy: 0.3193 - top-5-accuracy: 0.6256
+
+
+```
+
+```
+
+123/176 [===================>..........] - ETA: 9s - loss: 2.6789 - accuracy: 0.3194 - top-5-accuracy: 0.6257
+
+
+```
+
+```
+
+124/176 [====================>.........] - ETA: 8s - loss: 2.6797 - accuracy: 0.3193 - top-5-accuracy: 0.6257
+
+
+```
+
+```
+
+125/176 [====================>.........] - ETA: 8s - loss: 2.6803 - accuracy: 0.3193 - top-5-accuracy: 0.6255
+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
+138/176 [======================>.......] - ETA: 6s - loss: 2.6801 - accuracy: 0.3187 - top-5-accuracy: 0.6256
+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
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+```
+
+```
+
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+
+
+```
+
+```
+
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+
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+```
+
+```
+
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+
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+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
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+```
+
+```
+
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+
+
+```
+
+```
+
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+
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+```
+
+```
+
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+
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+```
+
+```
+
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+
+
+```
+
+```
+
+162/176 [==========================>...] - ETA: 2s - loss: 2.6852 - accuracy: 0.3172 - top-5-accuracy: 0.6249
+
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+```
+
+```
+
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+
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+```
+
+```
+
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+
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+```
+
+```
+
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+
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+
+```
+
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+
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+```
+
+```
+
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+
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+```
+
+```
+
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+
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+```
+
+```
+
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+
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+```
+
+```
+
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+
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+```
+
+```
+
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+
+
+```
+
+```
+
+172/176 [============================>.] - ETA: 0s - loss: 2.6866 - accuracy: 0.3174 - top-5-accuracy: 0.6245
+
+
+```
+
+```
+
+173/176 [============================>.] - ETA: 0s - loss: 2.6862 - accuracy: 0.3173 - top-5-accuracy: 0.6245
+
+
+```
+
+```
+
+174/176 [============================>.] - ETA: 0s - loss: 2.6855 - accuracy: 0.3174 - top-5-accuracy: 0.6246
+
+
+```
+
+```
+
+175/176 [============================>.] - ETA: 0s - loss: 2.6854 - accuracy: 0.3174 - top-5-accuracy: 0.6248
+
+
+```
+
+```
+
+176/176 [==============================] - ETA: 0s - loss: 2.6844 - accuracy: 0.3175 - top-5-accuracy: 0.6250
+
+
+```
+
+```
+
+176/176 [==============================] - 32s 179ms/step - loss: 2.6844 - accuracy: 0.3175 - top-5-accuracy: 0.6250 - val_loss: 2.4555 - val_accuracy: 0.3638 - val_top-5-accuracy: 0.6730
+
+
+
+```
+Epoch 14/50
+
+```
+
+
+ 1/176 [..............................] - ETA: 30s - loss: 2.6058 - accuracy: 0.3359 - top-5-accuracy: 0.6641
+
+
+```
+
+```
+
+ 2/176 [..............................] - ETA: 30s - loss: 2.5478 - accuracy: 0.3418 - top-5-accuracy: 0.6602
+
+
+```
+
+```
+
+ 3/176 [..............................] - ETA: 29s - loss: 2.5998 - accuracy: 0.3424 - top-5-accuracy: 0.6471
+
+
+```
+
+```
+
+ 4/176 [..............................] - ETA: 29s - loss: 2.5876 - accuracy: 0.3477 - top-5-accuracy: 0.6543
+
+
+```
+
+```
+
+ 5/176 [..............................] - ETA: 29s - loss: 2.5949 - accuracy: 0.3484 - top-5-accuracy: 0.6461
+
+
+```
+
+```
+
+ 6/176 [>.............................] - ETA: 29s - loss: 2.5709 - accuracy: 0.3470 - top-5-accuracy: 0.6530
+
+
+```
+
+```
+
+ 7/176 [>.............................] - ETA: 29s - loss: 2.5857 - accuracy: 0.3432 - top-5-accuracy: 0.6456
+
+
+```
+
+```
+
+ 8/176 [>.............................] - ETA: 29s - loss: 2.5801 - accuracy: 0.3433 - top-5-accuracy: 0.6431
+
+
+```
+
+```
+
+ 9/176 [>.............................] - ETA: 28s - loss: 2.5888 - accuracy: 0.3403 - top-5-accuracy: 0.6432
+
+
+```
+
+```
+
+ 10/176 [>.............................] - ETA: 28s - loss: 2.5771 - accuracy: 0.3426 - top-5-accuracy: 0.6469
+
+
+```
+
+```
+
+ 11/176 [>.............................] - ETA: 28s - loss: 2.5772 - accuracy: 0.3466 - top-5-accuracy: 0.6463
+
+
+```
+
+```
+
+ 12/176 [=>............................] - ETA: 28s - loss: 2.5968 - accuracy: 0.3447 - top-5-accuracy: 0.6423
+
+
+```
+
+```
+
+ 13/176 [=>............................] - ETA: 28s - loss: 2.5951 - accuracy: 0.3456 - top-5-accuracy: 0.6436
+
+
+```
+
+```
+
+ 14/176 [=>............................] - ETA: 28s - loss: 2.5892 - accuracy: 0.3465 - top-5-accuracy: 0.6448
+
+
+```
+
+```
+
+ 15/176 [=>............................] - ETA: 27s - loss: 2.5882 - accuracy: 0.3479 - top-5-accuracy: 0.6474
+
+
+```
+
+```
+
+ 16/176 [=>............................] - ETA: 27s - loss: 2.5976 - accuracy: 0.3442 - top-5-accuracy: 0.6448
+
+
+```
+
+```
+
+ 17/176 [=>............................] - ETA: 27s - loss: 2.5908 - accuracy: 0.3449 - top-5-accuracy: 0.6475
+
+
+```
+
+```
+
+ 18/176 [==>...........................] - ETA: 27s - loss: 2.5844 - accuracy: 0.3459 - top-5-accuracy: 0.6487
+
+
+```
+
+```
+
+ 19/176 [==>...........................] - ETA: 27s - loss: 2.5686 - accuracy: 0.3483 - top-5-accuracy: 0.6538
+
+
+```
+
+```
+
+ 20/176 [==>...........................] - ETA: 26s - loss: 2.5713 - accuracy: 0.3469 - top-5-accuracy: 0.6531
+
+
+```
+
+```
+
+ 21/176 [==>...........................] - ETA: 26s - loss: 2.5780 - accuracy: 0.3419 - top-5-accuracy: 0.6518
+
+
+```
+
+```
+
+ 22/176 [==>...........................] - ETA: 26s - loss: 2.5753 - accuracy: 0.3422 - top-5-accuracy: 0.6529
+
+
+```
+
+```
+
+ 23/176 [==>...........................] - ETA: 26s - loss: 2.5801 - accuracy: 0.3404 - top-5-accuracy: 0.6506
+
+
+```
+
+```
+
+ 24/176 [===>..........................] - ETA: 26s - loss: 2.5870 - accuracy: 0.3389 - top-5-accuracy: 0.6496
+
+
+```
+
+```
+
+ 25/176 [===>..........................] - ETA: 26s - loss: 2.5862 - accuracy: 0.3392 - top-5-accuracy: 0.6492
+
+
+```
+
+```
+
+ 26/176 [===>..........................] - ETA: 25s - loss: 2.5860 - accuracy: 0.3391 - top-5-accuracy: 0.6481
+
+
+```
+
+```
+
+ 27/176 [===>..........................] - ETA: 25s - loss: 2.5865 - accuracy: 0.3377 - top-5-accuracy: 0.6493
+
+
+```
+
+```
+
+ 28/176 [===>..........................] - ETA: 25s - loss: 2.5868 - accuracy: 0.3380 - top-5-accuracy: 0.6508
+
+
+```
+
+```
+
+ 29/176 [===>..........................] - ETA: 25s - loss: 2.5883 - accuracy: 0.3384 - top-5-accuracy: 0.6510
+
+
+```
+
+```
+
+ 30/176 [====>.........................] - ETA: 25s - loss: 2.5847 - accuracy: 0.3391 - top-5-accuracy: 0.6513
+
+
+```
+
+```
+
+ 31/176 [====>.........................] - ETA: 25s - loss: 2.5845 - accuracy: 0.3385 - top-5-accuracy: 0.6516
+
+
+```
+
+```
+
+ 32/176 [====>.........................] - ETA: 24s - loss: 2.5826 - accuracy: 0.3379 - top-5-accuracy: 0.6520
+
+
+```
+
+```
+
+ 33/176 [====>.........................] - ETA: 24s - loss: 2.5854 - accuracy: 0.3374 - top-5-accuracy: 0.6514
+
+
+```
+
+```
+
+ 34/176 [====>.........................] - ETA: 24s - loss: 2.5833 - accuracy: 0.3379 - top-5-accuracy: 0.6523
+
+
+```
+
+```
+
+ 35/176 [====>.........................] - ETA: 24s - loss: 2.5837 - accuracy: 0.3374 - top-5-accuracy: 0.6518
+
+
+```
+
+```
+
+ 36/176 [=====>........................] - ETA: 24s - loss: 2.5824 - accuracy: 0.3368 - top-5-accuracy: 0.6521
+
+
+```
+
+```
+
+ 37/176 [=====>........................] - ETA: 24s - loss: 2.5825 - accuracy: 0.3368 - top-5-accuracy: 0.6527
+
+
+```
+
+```
+
+ 38/176 [=====>........................] - ETA: 23s - loss: 2.5811 - accuracy: 0.3360 - top-5-accuracy: 0.6538
+
+
+```
+
+```
+
+ 39/176 [=====>........................] - ETA: 23s - loss: 2.5869 - accuracy: 0.3354 - top-5-accuracy: 0.6526
+
+
+```
+
+```
+
+ 40/176 [=====>........................] - ETA: 23s - loss: 2.5882 - accuracy: 0.3347 - top-5-accuracy: 0.6525
+
+
+```
+
+```
+
+ 41/176 [=====>........................] - ETA: 23s - loss: 2.5919 - accuracy: 0.3340 - top-5-accuracy: 0.6517
+
+
+```
+
+```
+
+ 42/176 [======>.......................] - ETA: 23s - loss: 2.5938 - accuracy: 0.3337 - top-5-accuracy: 0.6511
+
+
+```
+
+```
+
+ 43/176 [======>.......................] - ETA: 23s - loss: 2.5966 - accuracy: 0.3332 - top-5-accuracy: 0.6501
+
+
+```
+
+```
+
+ 44/176 [======>.......................] - ETA: 22s - loss: 2.5982 - accuracy: 0.3328 - top-5-accuracy: 0.6491
+
+
+```
+
+```
+
+ 45/176 [======>.......................] - ETA: 22s - loss: 2.5984 - accuracy: 0.3322 - top-5-accuracy: 0.6488
+
+
+```
+
+```
+
+ 46/176 [======>.......................] - ETA: 22s - loss: 2.5965 - accuracy: 0.3320 - top-5-accuracy: 0.6498
+
+
+```
+
+```
+
+ 47/176 [=======>......................] - ETA: 22s - loss: 2.5995 - accuracy: 0.3314 - top-5-accuracy: 0.6491
+
+
+```
+
+```
+
+ 48/176 [=======>......................] - ETA: 22s - loss: 2.6001 - accuracy: 0.3305 - top-5-accuracy: 0.6490
+
+
+```
+
+```
+
+ 49/176 [=======>......................] - ETA: 21s - loss: 2.5966 - accuracy: 0.3320 - top-5-accuracy: 0.6496
+
+
+```
+
+```
+
+ 50/176 [=======>......................] - ETA: 21s - loss: 2.5953 - accuracy: 0.3326 - top-5-accuracy: 0.6497
+
+
+```
+
+```
+
+ 51/176 [=======>......................] - ETA: 21s - loss: 2.5954 - accuracy: 0.3330 - top-5-accuracy: 0.6500
+
+
+```
+
+```
+
+ 52/176 [=======>......................] - ETA: 21s - loss: 2.5971 - accuracy: 0.3326 - top-5-accuracy: 0.6487
+
+
+```
+
+```
+
+ 53/176 [========>.....................] - ETA: 21s - loss: 2.5951 - accuracy: 0.3336 - top-5-accuracy: 0.6498
+
+
+```
+
+```
+
+ 54/176 [========>.....................] - ETA: 21s - loss: 2.5924 - accuracy: 0.3343 - top-5-accuracy: 0.6511
+
+
+```
+
+```
+
+ 55/176 [========>.....................] - ETA: 20s - loss: 2.5937 - accuracy: 0.3342 - top-5-accuracy: 0.6509
+
+
+```
+
+```
+
+ 56/176 [========>.....................] - ETA: 20s - loss: 2.5954 - accuracy: 0.3341 - top-5-accuracy: 0.6503
+
+
+```
+
+```
+
+ 57/176 [========>.....................] - ETA: 20s - loss: 2.5956 - accuracy: 0.3344 - top-5-accuracy: 0.6503
+
+
+```
+
+```
+
+ 58/176 [========>.....................] - ETA: 20s - loss: 2.5962 - accuracy: 0.3338 - top-5-accuracy: 0.6501
+
+
+```
+
+```
+
+ 59/176 [=========>....................] - ETA: 20s - loss: 2.5984 - accuracy: 0.3333 - top-5-accuracy: 0.6496
+
+
+```
+
+```
+
+ 60/176 [=========>....................] - ETA: 20s - loss: 2.5999 - accuracy: 0.3329 - top-5-accuracy: 0.6495
+
+
+```
+
+```
+
+ 61/176 [=========>....................] - ETA: 19s - loss: 2.6001 - accuracy: 0.3329 - top-5-accuracy: 0.6496
+
+
+```
+
+```
+
+ 62/176 [=========>....................] - ETA: 19s - loss: 2.6015 - accuracy: 0.3324 - top-5-accuracy: 0.6496
+
+
+```
+
+```
+
+ 63/176 [=========>....................] - ETA: 19s - loss: 2.5987 - accuracy: 0.3329 - top-5-accuracy: 0.6500
+
+
+```
+
+```
+
+ 64/176 [=========>....................] - ETA: 19s - loss: 2.5982 - accuracy: 0.3325 - top-5-accuracy: 0.6500
+
+
+```
+
+```
+
+ 65/176 [==========>...................] - ETA: 19s - loss: 2.5965 - accuracy: 0.3328 - top-5-accuracy: 0.6501
+
+
+```
+
+```
+
+ 66/176 [==========>...................] - ETA: 19s - loss: 2.5961 - accuracy: 0.3329 - top-5-accuracy: 0.6497
+
+
+```
+
+```
+
+ 67/176 [==========>...................] - ETA: 18s - loss: 2.5949 - accuracy: 0.3334 - top-5-accuracy: 0.6502
+
+
+```
+
+```
+
+ 68/176 [==========>...................] - ETA: 18s - loss: 2.5936 - accuracy: 0.3329 - top-5-accuracy: 0.6507
+
+
+```
+
+```
+
+ 69/176 [==========>...................] - ETA: 18s - loss: 2.5927 - accuracy: 0.3331 - top-5-accuracy: 0.6509
+
+
+```
+
+```
+
+ 70/176 [==========>...................] - ETA: 18s - loss: 2.5916 - accuracy: 0.3334 - top-5-accuracy: 0.6510
+
+
+```
+
+```
+
+ 71/176 [===========>..................] - ETA: 18s - loss: 2.5901 - accuracy: 0.3345 - top-5-accuracy: 0.6519
+
+
+```
+
+```
+
+ 72/176 [===========>..................] - ETA: 18s - loss: 2.5888 - accuracy: 0.3348 - top-5-accuracy: 0.6520
+
+
+```
+
+```
+
+ 73/176 [===========>..................] - ETA: 17s - loss: 2.5889 - accuracy: 0.3355 - top-5-accuracy: 0.6521
+
+
+```
+
+```
+
+ 74/176 [===========>..................] - ETA: 17s - loss: 2.5883 - accuracy: 0.3358 - top-5-accuracy: 0.6519
+
+
+```
+
+```
+
+ 75/176 [===========>..................] - ETA: 17s - loss: 2.5880 - accuracy: 0.3358 - top-5-accuracy: 0.6526
+
+
+```
+
+```
+
+ 76/176 [===========>..................] - ETA: 17s - loss: 2.5884 - accuracy: 0.3358 - top-5-accuracy: 0.6528
+
+
+```
+
+```
+
+ 77/176 [============>.................] - ETA: 17s - loss: 2.5870 - accuracy: 0.3360 - top-5-accuracy: 0.6530
+
+
+```
+
+```
+
+ 78/176 [============>.................] - ETA: 16s - loss: 2.5887 - accuracy: 0.3357 - top-5-accuracy: 0.6527
+
+
+```
+
+```
+
+ 79/176 [============>.................] - ETA: 16s - loss: 2.5897 - accuracy: 0.3349 - top-5-accuracy: 0.6523
+
+
+```
+
+```
+
+ 80/176 [============>.................] - ETA: 16s - loss: 2.5899 - accuracy: 0.3351 - top-5-accuracy: 0.6524
+
+
+```
+
+```
+
+ 81/176 [============>.................] - ETA: 16s - loss: 2.5912 - accuracy: 0.3345 - top-5-accuracy: 0.6521
+
+
+```
+
+```
+
+ 82/176 [============>.................] - ETA: 16s - loss: 2.5922 - accuracy: 0.3340 - top-5-accuracy: 0.6521
+
+
+```
+
+```
+
+ 83/176 [=============>................] - ETA: 16s - loss: 2.5920 - accuracy: 0.3343 - top-5-accuracy: 0.6518
+
+
+```
+
+```
+
+ 84/176 [=============>................] - ETA: 15s - loss: 2.5925 - accuracy: 0.3344 - top-5-accuracy: 0.6516
+
+
+```
+
+```
+
+ 85/176 [=============>................] - ETA: 15s - loss: 2.5957 - accuracy: 0.3345 - top-5-accuracy: 0.6509
+
+
+```
+
+```
+
+ 86/176 [=============>................] - ETA: 15s - loss: 2.5956 - accuracy: 0.3343 - top-5-accuracy: 0.6508
+
+
+```
+
+```
+
+ 87/176 [=============>................] - ETA: 15s - loss: 2.5953 - accuracy: 0.3345 - top-5-accuracy: 0.6509
+
+
+```
+
+```
+
+ 88/176 [==============>...............] - ETA: 15s - loss: 2.5965 - accuracy: 0.3343 - top-5-accuracy: 0.6508
+
+
+```
+
+```
+
+ 89/176 [==============>...............] - ETA: 15s - loss: 2.5962 - accuracy: 0.3345 - top-5-accuracy: 0.6513
+
+
+```
+
+```
+
+ 90/176 [==============>...............] - ETA: 14s - loss: 2.5977 - accuracy: 0.3343 - top-5-accuracy: 0.6507
+
+
+```
+
+```
+
+ 91/176 [==============>...............] - ETA: 14s - loss: 2.5974 - accuracy: 0.3345 - top-5-accuracy: 0.6505
+
+
+```
+
+```
+
+ 92/176 [==============>...............] - ETA: 14s - loss: 2.5961 - accuracy: 0.3346 - top-5-accuracy: 0.6510
+
+
+```
+
+```
+
+ 93/176 [==============>...............] - ETA: 14s - loss: 2.5965 - accuracy: 0.3348 - top-5-accuracy: 0.6508
+
+
+```
+
+```
+
+ 94/176 [===============>..............] - ETA: 14s - loss: 2.5966 - accuracy: 0.3346 - top-5-accuracy: 0.6510
+
+
+```
+
+```
+
+ 95/176 [===============>..............] - ETA: 14s - loss: 2.5968 - accuracy: 0.3345 - top-5-accuracy: 0.6509
+
+
+```
+
+```
+
+ 96/176 [===============>..............] - ETA: 13s - loss: 2.5948 - accuracy: 0.3351 - top-5-accuracy: 0.6513
+
+
+```
+
+```
+
+ 97/176 [===============>..............] - ETA: 13s - loss: 2.5968 - accuracy: 0.3347 - top-5-accuracy: 0.6511
+
+
+```
+
+```
+
+ 98/176 [===============>..............] - ETA: 13s - loss: 2.5967 - accuracy: 0.3348 - top-5-accuracy: 0.6509
+
+
+```
+
+```
+
+ 99/176 [===============>..............] - ETA: 13s - loss: 2.5965 - accuracy: 0.3348 - top-5-accuracy: 0.6509
+
+
+```
+
+```
+
+100/176 [================>.............] - ETA: 13s - loss: 2.5944 - accuracy: 0.3353 - top-5-accuracy: 0.6510
+
+
+```
+
+```
+
+101/176 [================>.............] - ETA: 12s - loss: 2.5944 - accuracy: 0.3350 - top-5-accuracy: 0.6512
+
+
+```
+
+```
+
+102/176 [================>.............] - ETA: 12s - loss: 2.5936 - accuracy: 0.3350 - top-5-accuracy: 0.6516
+
+
+```
+
+```
+
+103/176 [================>.............] - ETA: 12s - loss: 2.5936 - accuracy: 0.3353 - top-5-accuracy: 0.6518
+
+
+```
+
+```
+
+104/176 [================>.............] - ETA: 12s - loss: 2.5935 - accuracy: 0.3353 - top-5-accuracy: 0.6514
+
+
+```
+
+```
+
+105/176 [================>.............] - ETA: 12s - loss: 2.5948 - accuracy: 0.3352 - top-5-accuracy: 0.6506
+
+
+```
+
+```
+
+106/176 [=================>............] - ETA: 12s - loss: 2.5962 - accuracy: 0.3350 - top-5-accuracy: 0.6501
+
+
+```
+
+```
+
+107/176 [=================>............] - ETA: 11s - loss: 2.5972 - accuracy: 0.3350 - top-5-accuracy: 0.6496
+
+
+```
+
+```
+
+108/176 [=================>............] - ETA: 11s - loss: 2.5980 - accuracy: 0.3349 - top-5-accuracy: 0.6493
+
+
+```
+
+```
+
+109/176 [=================>............] - ETA: 11s - loss: 2.5999 - accuracy: 0.3345 - top-5-accuracy: 0.6487
+
+
+```
+
+```
+
+110/176 [=================>............] - ETA: 11s - loss: 2.6011 - accuracy: 0.3343 - top-5-accuracy: 0.6484
+
+
+```
+
+```
+
+111/176 [=================>............] - ETA: 11s - loss: 2.6015 - accuracy: 0.3342 - top-5-accuracy: 0.6486
+
+
+```
+
+```
+
+112/176 [==================>...........] - ETA: 11s - loss: 2.6031 - accuracy: 0.3339 - top-5-accuracy: 0.6480
+
+
+```
+
+```
+
+113/176 [==================>...........] - ETA: 10s - loss: 2.6038 - accuracy: 0.3336 - top-5-accuracy: 0.6476
+
+
+```
+
+```
+
+114/176 [==================>...........] - ETA: 10s - loss: 2.6031 - accuracy: 0.3337 - top-5-accuracy: 0.6479
+
+
+```
+
+```
+
+115/176 [==================>...........] - ETA: 10s - loss: 2.6035 - accuracy: 0.3334 - top-5-accuracy: 0.6479
+
+
+```
+
+```
+
+116/176 [==================>...........] - ETA: 10s - loss: 2.6037 - accuracy: 0.3334 - top-5-accuracy: 0.6478
+
+
+```
+
+```
+
+117/176 [==================>...........] - ETA: 10s - loss: 2.6040 - accuracy: 0.3332 - top-5-accuracy: 0.6477
+
+
+```
+
+```
+
+118/176 [===================>..........] - ETA: 10s - loss: 2.6048 - accuracy: 0.3327 - top-5-accuracy: 0.6475
+
+
+```
+
+```
+
+119/176 [===================>..........] - ETA: 9s - loss: 2.6059 - accuracy: 0.3324 - top-5-accuracy: 0.6472
+
+
+```
+
+```
+
+120/176 [===================>..........] - ETA: 9s - loss: 2.6061 - accuracy: 0.3323 - top-5-accuracy: 0.6470
+
+
+```
+
+```
+
+121/176 [===================>..........] - ETA: 9s - loss: 2.6070 - accuracy: 0.3323 - top-5-accuracy: 0.6468
+
+
+```
+
+```
+
+122/176 [===================>..........] - ETA: 9s - loss: 2.6054 - accuracy: 0.3327 - top-5-accuracy: 0.6470
+
+
+```
+
+```
+
+123/176 [===================>..........] - ETA: 9s - loss: 2.6059 - accuracy: 0.3325 - top-5-accuracy: 0.6470
+
+
+```
+
+```
+
+124/176 [====================>.........] - ETA: 9s - loss: 2.6064 - accuracy: 0.3325 - top-5-accuracy: 0.6468
+
+
+```
+
+```
+
+125/176 [====================>.........] - ETA: 8s - loss: 2.6060 - accuracy: 0.3327 - top-5-accuracy: 0.6465
+
+
+```
+
+```
+
+126/176 [====================>.........] - ETA: 8s - loss: 2.6083 - accuracy: 0.3322 - top-5-accuracy: 0.6462
+
+
+```
+
+```
+
+127/176 [====================>.........] - ETA: 8s - loss: 2.6098 - accuracy: 0.3321 - top-5-accuracy: 0.6459
+
+
+```
+
+```
+
+128/176 [====================>.........] - ETA: 8s - loss: 2.6088 - accuracy: 0.3319 - top-5-accuracy: 0.6463
+
+
+```
+
+```
+
+129/176 [====================>.........] - ETA: 8s - loss: 2.6098 - accuracy: 0.3315 - top-5-accuracy: 0.6462
+
+
+```
+
+```
+
+130/176 [=====================>........] - ETA: 7s - loss: 2.6097 - accuracy: 0.3316 - top-5-accuracy: 0.6461
+
+
+```
+
+```
+
+131/176 [=====================>........] - ETA: 7s - loss: 2.6102 - accuracy: 0.3319 - top-5-accuracy: 0.6459
+
+
+```
+
+```
+
+132/176 [=====================>........] - ETA: 7s - loss: 2.6082 - accuracy: 0.3326 - top-5-accuracy: 0.6463
+
+
+```
+
+```
+
+133/176 [=====================>........] - ETA: 7s - loss: 2.6086 - accuracy: 0.3326 - top-5-accuracy: 0.6462
+
+
+```
+
+```
+
+134/176 [=====================>........] - ETA: 7s - loss: 2.6091 - accuracy: 0.3324 - top-5-accuracy: 0.6458
+
+
+```
+
+```
+
+135/176 [======================>.......] - ETA: 7s - loss: 2.6089 - accuracy: 0.3324 - top-5-accuracy: 0.6458
+
+
+```
+
+```
+
+136/176 [======================>.......] - ETA: 6s - loss: 2.6095 - accuracy: 0.3323 - top-5-accuracy: 0.6456
+
+
+```
+
+```
+
+137/176 [======================>.......] - ETA: 6s - loss: 2.6107 - accuracy: 0.3321 - top-5-accuracy: 0.6453
+
+
+```
+
+```
+
+138/176 [======================>.......] - ETA: 6s - loss: 2.6112 - accuracy: 0.3321 - top-5-accuracy: 0.6452
+
+
+```
+
+```
+
+139/176 [======================>.......] - ETA: 6s - loss: 2.6120 - accuracy: 0.3321 - top-5-accuracy: 0.6453
+
+
+```
+
+```
+
+140/176 [======================>.......] - ETA: 6s - loss: 2.6128 - accuracy: 0.3319 - top-5-accuracy: 0.6455
+
+
+```
+
+```
+
+141/176 [=======================>......] - ETA: 6s - loss: 2.6127 - accuracy: 0.3321 - top-5-accuracy: 0.6454
+
+
+```
+
+```
+
+142/176 [=======================>......] - ETA: 5s - loss: 2.6136 - accuracy: 0.3318 - top-5-accuracy: 0.6453
+
+
+```
+
+```
+
+143/176 [=======================>......] - ETA: 5s - loss: 2.6134 - accuracy: 0.3321 - top-5-accuracy: 0.6453
+
+
+```
+
+```
+
+144/176 [=======================>......] - ETA: 5s - loss: 2.6140 - accuracy: 0.3319 - top-5-accuracy: 0.6454
+
+
+```
+
+```
+
+145/176 [=======================>......] - ETA: 5s - loss: 2.6142 - accuracy: 0.3316 - top-5-accuracy: 0.6457
+
+
+```
+
+```
+
+146/176 [=======================>......] - ETA: 5s - loss: 2.6136 - accuracy: 0.3315 - top-5-accuracy: 0.6459
+
+
+```
+
+```
+
+147/176 [========================>.....] - ETA: 5s - loss: 2.6130 - accuracy: 0.3318 - top-5-accuracy: 0.6462
+
+
+```
+
+```
+
+148/176 [========================>.....] - ETA: 4s - loss: 2.6126 - accuracy: 0.3318 - top-5-accuracy: 0.6462
+
+
+```
+
+```
+
+149/176 [========================>.....] - ETA: 4s - loss: 2.6125 - accuracy: 0.3317 - top-5-accuracy: 0.6462
+
+
+```
+
+```
+
+150/176 [========================>.....] - ETA: 4s - loss: 2.6127 - accuracy: 0.3317 - top-5-accuracy: 0.6462
+
+
+```
+
+```
+
+151/176 [========================>.....] - ETA: 4s - loss: 2.6121 - accuracy: 0.3317 - top-5-accuracy: 0.6461
+
+
+```
+
+```
+
+152/176 [========================>.....] - ETA: 4s - loss: 2.6119 - accuracy: 0.3319 - top-5-accuracy: 0.6461
+
+
+```
+
+```
+
+153/176 [=========================>....] - ETA: 3s - loss: 2.6125 - accuracy: 0.3320 - top-5-accuracy: 0.6460
+
+
+```
+
+```
+
+154/176 [=========================>....] - ETA: 3s - loss: 2.6125 - accuracy: 0.3320 - top-5-accuracy: 0.6458
+
+
+```
+
+```
+
+155/176 [=========================>....] - ETA: 3s - loss: 2.6116 - accuracy: 0.3321 - top-5-accuracy: 0.6460
+
+
+```
+
+```
+
+156/176 [=========================>....] - ETA: 3s - loss: 2.6125 - accuracy: 0.3320 - top-5-accuracy: 0.6457
+
+
+```
+
+```
+
+157/176 [=========================>....] - ETA: 3s - loss: 2.6128 - accuracy: 0.3321 - top-5-accuracy: 0.6455
+
+
+```
+
+```
+
+158/176 [=========================>....] - ETA: 3s - loss: 2.6117 - accuracy: 0.3324 - top-5-accuracy: 0.6459
+
+
+```
+
+```
+
+159/176 [==========================>...] - ETA: 2s - loss: 2.6113 - accuracy: 0.3323 - top-5-accuracy: 0.6461
+
+
+```
+
+```
+
+160/176 [==========================>...] - ETA: 2s - loss: 2.6109 - accuracy: 0.3324 - top-5-accuracy: 0.6461
+
+
+```
+
+```
+
+161/176 [==========================>...] - ETA: 2s - loss: 2.6110 - accuracy: 0.3325 - top-5-accuracy: 0.6461
+
+
+```
+
+```
+
+162/176 [==========================>...] - ETA: 2s - loss: 2.6116 - accuracy: 0.3324 - top-5-accuracy: 0.6462
+
+
+```
+
+```
+
+163/176 [==========================>...] - ETA: 2s - loss: 2.6119 - accuracy: 0.3322 - top-5-accuracy: 0.6460
+
+
+```
+
+```
+
+164/176 [==========================>...] - ETA: 2s - loss: 2.6108 - accuracy: 0.3327 - top-5-accuracy: 0.6463
+
+
+```
+
+```
+
+165/176 [===========================>..] - ETA: 1s - loss: 2.6104 - accuracy: 0.3327 - top-5-accuracy: 0.6462
+
+
+```
+
+```
+
+166/176 [===========================>..] - ETA: 1s - loss: 2.6107 - accuracy: 0.3326 - top-5-accuracy: 0.6461
+
+
+```
+
+```
+
+167/176 [===========================>..] - ETA: 1s - loss: 2.6096 - accuracy: 0.3329 - top-5-accuracy: 0.6462
+
+
+```
+
+```
+
+168/176 [===========================>..] - ETA: 1s - loss: 2.6092 - accuracy: 0.3330 - top-5-accuracy: 0.6463
+
+
+```
+
+```
+
+169/176 [===========================>..] - ETA: 1s - loss: 2.6095 - accuracy: 0.3328 - top-5-accuracy: 0.6464
+
+
+```
+
+```
+
+170/176 [===========================>..] - ETA: 1s - loss: 2.6092 - accuracy: 0.3327 - top-5-accuracy: 0.6463
+
+
+```
+
+```
+
+171/176 [============================>.] - ETA: 0s - loss: 2.6089 - accuracy: 0.3328 - top-5-accuracy: 0.6464
+
+
+```
+
+```
+
+172/176 [============================>.] - ETA: 0s - loss: 2.6098 - accuracy: 0.3326 - top-5-accuracy: 0.6462
+
+
+```
+
+```
+
+173/176 [============================>.] - ETA: 0s - loss: 2.6102 - accuracy: 0.3327 - top-5-accuracy: 0.6460
+
+
+```
+
+```
+
+174/176 [============================>.] - ETA: 0s - loss: 2.6110 - accuracy: 0.3327 - top-5-accuracy: 0.6457
+
+
+```
+
+```
+
+175/176 [============================>.] - ETA: 0s - loss: 2.6103 - accuracy: 0.3328 - top-5-accuracy: 0.6459
+
+
+```
+
+```
+
+176/176 [==============================] - ETA: 0s - loss: 2.6099 - accuracy: 0.3329 - top-5-accuracy: 0.6460
+
+
+```
+
+```
+
+176/176 [==============================] - 32s 180ms/step - loss: 2.6099 - accuracy: 0.3329 - top-5-accuracy: 0.6460 - val_loss: 2.3774 - val_accuracy: 0.3846 - val_top-5-accuracy: 0.6864
+
+
+
+```
+Epoch 15/50
+
+```
+
+
+ 1/176 [..............................] - ETA: 30s - loss: 2.5059 - accuracy: 0.3750 - top-5-accuracy: 0.6953
+
+
+```
+
+```
+
+ 2/176 [..............................] - ETA: 30s - loss: 2.5328 - accuracy: 0.3672 - top-5-accuracy: 0.6797
+
+
+```
+
+```
+
+ 3/176 [..............................] - ETA: 29s - loss: 2.5309 - accuracy: 0.3594 - top-5-accuracy: 0.6654
+
+
+```
+
+```
+
+ 4/176 [..............................] - ETA: 29s - loss: 2.5493 - accuracy: 0.3457 - top-5-accuracy: 0.6641
+
+
+```
+
+```
+
+ 5/176 [..............................] - ETA: 29s - loss: 2.5280 - accuracy: 0.3500 - top-5-accuracy: 0.6672
+
+
+```
+
+```
+
+ 6/176 [>.............................] - ETA: 29s - loss: 2.5488 - accuracy: 0.3457 - top-5-accuracy: 0.6556
+
+
+```
+
+```
+
+ 7/176 [>.............................] - ETA: 29s - loss: 2.5314 - accuracy: 0.3499 - top-5-accuracy: 0.6590
+
+
+```
+
+```
+
+ 8/176 [>.............................] - ETA: 29s - loss: 2.5123 - accuracy: 0.3574 - top-5-accuracy: 0.6636
+
+
+```
+
+```
+
+ 9/176 [>.............................] - ETA: 28s - loss: 2.4876 - accuracy: 0.3607 - top-5-accuracy: 0.6701
+
+
+```
+
+```
+
+ 10/176 [>.............................] - ETA: 28s - loss: 2.4817 - accuracy: 0.3617 - top-5-accuracy: 0.6691
+
+
+```
+
+```
+
+ 11/176 [>.............................] - ETA: 28s - loss: 2.4853 - accuracy: 0.3612 - top-5-accuracy: 0.6683
+
+
+```
+
+```
+
+ 12/176 [=>............................] - ETA: 28s - loss: 2.5003 - accuracy: 0.3548 - top-5-accuracy: 0.6702
+
+
+```
+
+```
+
+ 13/176 [=>............................] - ETA: 28s - loss: 2.5045 - accuracy: 0.3537 - top-5-accuracy: 0.6719
+
+
+```
+
+```
+
+ 14/176 [=>............................] - ETA: 28s - loss: 2.5121 - accuracy: 0.3521 - top-5-accuracy: 0.6716
+
+
+```
+
+```
+
+ 15/176 [=>............................] - ETA: 27s - loss: 2.5107 - accuracy: 0.3508 - top-5-accuracy: 0.6708
+
+
+```
+
+```
+
+ 16/176 [=>............................] - ETA: 27s - loss: 2.5032 - accuracy: 0.3511 - top-5-accuracy: 0.6729
+
+
+```
+
+```
+
+ 17/176 [=>............................] - ETA: 27s - loss: 2.5048 - accuracy: 0.3516 - top-5-accuracy: 0.6723
+
+
+```
+
+```
+
+ 18/176 [==>...........................] - ETA: 27s - loss: 2.5005 - accuracy: 0.3535 - top-5-accuracy: 0.6743
+
+
+```
+
+```
+
+ 19/176 [==>...........................] - ETA: 27s - loss: 2.5094 - accuracy: 0.3514 - top-5-accuracy: 0.6715
+
+
+```
+
+```
+
+ 20/176 [==>...........................] - ETA: 27s - loss: 2.5099 - accuracy: 0.3516 - top-5-accuracy: 0.6709
+
+
+```
+
+```
+
+ 21/176 [==>...........................] - ETA: 26s - loss: 2.5093 - accuracy: 0.3519 - top-5-accuracy: 0.6709
+
+
+```
+
+```
+
+ 22/176 [==>...........................] - ETA: 26s - loss: 2.5010 - accuracy: 0.3542 - top-5-accuracy: 0.6728
+
+
+```
+
+```
+
+ 23/176 [==>...........................] - ETA: 26s - loss: 2.5012 - accuracy: 0.3553 - top-5-accuracy: 0.6720
+
+
+```
+
+```
+
+ 24/176 [===>..........................] - ETA: 26s - loss: 2.5066 - accuracy: 0.3534 - top-5-accuracy: 0.6711
+
+
+```
+
+```
+
+ 25/176 [===>..........................] - ETA: 26s - loss: 2.5067 - accuracy: 0.3545 - top-5-accuracy: 0.6705
+
+
+```
+
+```
+
+ 26/176 [===>..........................] - ETA: 25s - loss: 2.5098 - accuracy: 0.3547 - top-5-accuracy: 0.6702
+
+
+```
+
+```
+
+ 27/176 [===>..........................] - ETA: 25s - loss: 2.5033 - accuracy: 0.3556 - top-5-accuracy: 0.6714
+
+
+```
+
+```
+
+ 28/176 [===>..........................] - ETA: 25s - loss: 2.4989 - accuracy: 0.3563 - top-5-accuracy: 0.6723
+
+
+```
+
+```
+
+ 29/176 [===>..........................] - ETA: 25s - loss: 2.5040 - accuracy: 0.3552 - top-5-accuracy: 0.6713
+
+
+```
+
+```
+
+ 30/176 [====>.........................] - ETA: 25s - loss: 2.4959 - accuracy: 0.3579 - top-5-accuracy: 0.6729
+
+
+```
+
+```
+
+ 31/176 [====>.........................] - ETA: 25s - loss: 2.5016 - accuracy: 0.3570 - top-5-accuracy: 0.6721
+
+
+```
+
+```
+
+ 32/176 [====>.........................] - ETA: 24s - loss: 2.5006 - accuracy: 0.3566 - top-5-accuracy: 0.6719
+
+
+```
+
+```
+
+ 33/176 [====>.........................] - ETA: 24s - loss: 2.4998 - accuracy: 0.3556 - top-5-accuracy: 0.6727
+
+
+```
+
+```
+
+ 34/176 [====>.........................] - ETA: 24s - loss: 2.5019 - accuracy: 0.3549 - top-5-accuracy: 0.6721
+
+
+```
+
+```
+
+ 35/176 [====>.........................] - ETA: 24s - loss: 2.5025 - accuracy: 0.3544 - top-5-accuracy: 0.6710
+
+
+```
+
+```
+
+ 36/176 [=====>........................] - ETA: 24s - loss: 2.5025 - accuracy: 0.3539 - top-5-accuracy: 0.6709
+
+
+```
+
+```
+
+ 37/176 [=====>........................] - ETA: 24s - loss: 2.5090 - accuracy: 0.3520 - top-5-accuracy: 0.6691
+
+
+```
+
+```
+
+ 38/176 [=====>........................] - ETA: 23s - loss: 2.5076 - accuracy: 0.3524 - top-5-accuracy: 0.6695
+
+
+```
+
+```
+
+ 39/176 [=====>........................] - ETA: 23s - loss: 2.5117 - accuracy: 0.3516 - top-5-accuracy: 0.6691
+
+
+```
+
+```
+
+ 40/176 [=====>........................] - ETA: 23s - loss: 2.5125 - accuracy: 0.3515 - top-5-accuracy: 0.6687
+
+
+```
+
+```
+
+ 41/176 [=====>........................] - ETA: 23s - loss: 2.5139 - accuracy: 0.3510 - top-5-accuracy: 0.6687
+
+
+```
+
+```
+
+ 42/176 [======>.......................] - ETA: 23s - loss: 2.5156 - accuracy: 0.3497 - top-5-accuracy: 0.6685
+
+
+```
+
+```
+
+ 43/176 [======>.......................] - ETA: 23s - loss: 2.5207 - accuracy: 0.3497 - top-5-accuracy: 0.6670
+
+
+```
+
+```
+
+ 44/176 [======>.......................] - ETA: 22s - loss: 2.5192 - accuracy: 0.3494 - top-5-accuracy: 0.6673
+
+
+```
+
+```
+
+ 45/176 [======>.......................] - ETA: 22s - loss: 2.5201 - accuracy: 0.3498 - top-5-accuracy: 0.6668
+
+
+```
+
+```
+
+ 46/176 [======>.......................] - ETA: 22s - loss: 2.5225 - accuracy: 0.3488 - top-5-accuracy: 0.6663
+
+
+```
+
+```
+
+ 47/176 [=======>......................] - ETA: 22s - loss: 2.5241 - accuracy: 0.3481 - top-5-accuracy: 0.6661
+
+
+```
+
+```
+
+ 48/176 [=======>......................] - ETA: 22s - loss: 2.5254 - accuracy: 0.3477 - top-5-accuracy: 0.6658
+
+
+```
+
+```
+
+ 49/176 [=======>......................] - ETA: 21s - loss: 2.5213 - accuracy: 0.3486 - top-5-accuracy: 0.6661
+
+
+```
+
+```
+
+ 50/176 [=======>......................] - ETA: 21s - loss: 2.5158 - accuracy: 0.3492 - top-5-accuracy: 0.6675
+
+
+```
+
+```
+
+ 51/176 [=======>......................] - ETA: 21s - loss: 2.5166 - accuracy: 0.3493 - top-5-accuracy: 0.6664
+
+
+```
+
+```
+
+ 52/176 [=======>......................] - ETA: 21s - loss: 2.5188 - accuracy: 0.3483 - top-5-accuracy: 0.6659
+
+
+```
+
+```
+
+ 53/176 [========>.....................] - ETA: 21s - loss: 2.5196 - accuracy: 0.3485 - top-5-accuracy: 0.6651
+
+
+```
+
+```
+
+ 54/176 [========>.....................] - ETA: 21s - loss: 2.5192 - accuracy: 0.3479 - top-5-accuracy: 0.6644
+
+
+```
+
+```
+
+ 55/176 [========>.....................] - ETA: 20s - loss: 2.5178 - accuracy: 0.3484 - top-5-accuracy: 0.6650
+
+
+```
+
+```
+
+ 56/176 [========>.....................] - ETA: 20s - loss: 2.5182 - accuracy: 0.3475 - top-5-accuracy: 0.6650
+
+
+```
+
+```
+
+ 57/176 [========>.....................] - ETA: 20s - loss: 2.5186 - accuracy: 0.3471 - top-5-accuracy: 0.6649
+
+
+```
+
+```
+
+ 58/176 [========>.....................] - ETA: 20s - loss: 2.5195 - accuracy: 0.3469 - top-5-accuracy: 0.6648
+
+
+```
+
+```
+
+ 59/176 [=========>....................] - ETA: 20s - loss: 2.5199 - accuracy: 0.3471 - top-5-accuracy: 0.6641
+
+
+```
+
+```
+
+ 60/176 [=========>....................] - ETA: 20s - loss: 2.5221 - accuracy: 0.3466 - top-5-accuracy: 0.6640
+
+
+```
+
+```
+
+ 61/176 [=========>....................] - ETA: 19s - loss: 2.5239 - accuracy: 0.3468 - top-5-accuracy: 0.6637
+
+
+```
+
+```
+
+ 62/176 [=========>....................] - ETA: 19s - loss: 2.5228 - accuracy: 0.3472 - top-5-accuracy: 0.6636
+
+
+```
+
+```
+
+ 63/176 [=========>....................] - ETA: 19s - loss: 2.5219 - accuracy: 0.3473 - top-5-accuracy: 0.6638
+
+
+```
+
+```
+
+ 64/176 [=========>....................] - ETA: 19s - loss: 2.5222 - accuracy: 0.3478 - top-5-accuracy: 0.6641
+
+
+```
+
+```
+
+ 65/176 [==========>...................] - ETA: 19s - loss: 2.5231 - accuracy: 0.3478 - top-5-accuracy: 0.6640
+
+
+```
+
+```
+
+ 66/176 [==========>...................] - ETA: 19s - loss: 2.5218 - accuracy: 0.3480 - top-5-accuracy: 0.6641
+
+
+```
+
+```
+
+ 67/176 [==========>...................] - ETA: 18s - loss: 2.5215 - accuracy: 0.3484 - top-5-accuracy: 0.6645
+
+
+```
+
+```
+
+ 68/176 [==========>...................] - ETA: 18s - loss: 2.5225 - accuracy: 0.3481 - top-5-accuracy: 0.6635
+
+
+```
+
+```
+
+ 69/176 [==========>...................] - ETA: 18s - loss: 2.5216 - accuracy: 0.3481 - top-5-accuracy: 0.6638
+
+
+```
+
+```
+
+ 70/176 [==========>...................] - ETA: 18s - loss: 2.5234 - accuracy: 0.3479 - top-5-accuracy: 0.6633
+
+
+```
+
+```
+
+ 71/176 [===========>..................] - ETA: 18s - loss: 2.5254 - accuracy: 0.3471 - top-5-accuracy: 0.6629
+
+
+```
+
+```
+
+ 72/176 [===========>..................] - ETA: 17s - loss: 2.5244 - accuracy: 0.3470 - top-5-accuracy: 0.6632
+
+
+```
+
+```
+
+ 73/176 [===========>..................] - ETA: 17s - loss: 2.5271 - accuracy: 0.3469 - top-5-accuracy: 0.6626
+
+
+```
+
+```
+
+ 74/176 [===========>..................] - ETA: 17s - loss: 2.5276 - accuracy: 0.3471 - top-5-accuracy: 0.6628
+
+
+```
+
+```
+
+ 75/176 [===========>..................] - ETA: 17s - loss: 2.5272 - accuracy: 0.3471 - top-5-accuracy: 0.6627
+
+
+```
+
+```
+
+ 76/176 [===========>..................] - ETA: 17s - loss: 2.5264 - accuracy: 0.3475 - top-5-accuracy: 0.6627
+
+
+```
+
+```
+
+ 77/176 [============>.................] - ETA: 17s - loss: 2.5283 - accuracy: 0.3469 - top-5-accuracy: 0.6618
+
+
+```
+
+```
+
+ 78/176 [============>.................] - ETA: 16s - loss: 2.5283 - accuracy: 0.3473 - top-5-accuracy: 0.6619
+
+
+```
+
+```
+
+ 79/176 [============>.................] - ETA: 16s - loss: 2.5314 - accuracy: 0.3466 - top-5-accuracy: 0.6611
+
+
+```
+
+```
+
+ 80/176 [============>.................] - ETA: 16s - loss: 2.5291 - accuracy: 0.3472 - top-5-accuracy: 0.6619
+
+
+```
+
+```
+
+ 81/176 [============>.................] - ETA: 16s - loss: 2.5299 - accuracy: 0.3470 - top-5-accuracy: 0.6619
+
+
+```
+
+```
+
+ 82/176 [============>.................] - ETA: 16s - loss: 2.5308 - accuracy: 0.3468 - top-5-accuracy: 0.6620
+
+
+```
+
+```
+
+ 83/176 [=============>................] - ETA: 16s - loss: 2.5333 - accuracy: 0.3465 - top-5-accuracy: 0.6620
+
+
+```
+
+```
+
+ 84/176 [=============>................] - ETA: 15s - loss: 2.5345 - accuracy: 0.3463 - top-5-accuracy: 0.6620
+
+
+```
+
+```
+
+ 85/176 [=============>................] - ETA: 15s - loss: 2.5336 - accuracy: 0.3464 - top-5-accuracy: 0.6618
+
+
+```
+
+```
+
+ 86/176 [=============>................] - ETA: 15s - loss: 2.5337 - accuracy: 0.3466 - top-5-accuracy: 0.6620
+
+
+```
+
+```
+
+ 87/176 [=============>................] - ETA: 15s - loss: 2.5335 - accuracy: 0.3465 - top-5-accuracy: 0.6617
+
+
+```
+
+```
+
+ 88/176 [==============>...............] - ETA: 15s - loss: 2.5323 - accuracy: 0.3467 - top-5-accuracy: 0.6618
+
+
+```
+
+```
+
+ 89/176 [==============>...............] - ETA: 15s - loss: 2.5329 - accuracy: 0.3463 - top-5-accuracy: 0.6615
+
+
+```
+
+```
+
+ 90/176 [==============>...............] - ETA: 14s - loss: 2.5327 - accuracy: 0.3463 - top-5-accuracy: 0.6616
+
+
+```
+
+```
+
+ 91/176 [==============>...............] - ETA: 14s - loss: 2.5322 - accuracy: 0.3463 - top-5-accuracy: 0.6618
+
+
+```
+
+```
+
+ 92/176 [==============>...............] - ETA: 14s - loss: 2.5337 - accuracy: 0.3458 - top-5-accuracy: 0.6619
+
+
+```
+
+```
+
+ 93/176 [==============>...............] - ETA: 14s - loss: 2.5328 - accuracy: 0.3463 - top-5-accuracy: 0.6619
+
+
+```
+
+```
+
+ 94/176 [===============>..............] - ETA: 14s - loss: 2.5313 - accuracy: 0.3469 - top-5-accuracy: 0.6622
+
+
+```
+
+```
+
+ 95/176 [===============>..............] - ETA: 14s - loss: 2.5309 - accuracy: 0.3470 - top-5-accuracy: 0.6622
+
+
+```
+
+```
+
+ 96/176 [===============>..............] - ETA: 13s - loss: 2.5309 - accuracy: 0.3473 - top-5-accuracy: 0.6622
+
+
+```
+
+```
+
+ 97/176 [===============>..............] - ETA: 13s - loss: 2.5305 - accuracy: 0.3473 - top-5-accuracy: 0.6626
+
+
+```
+
+```
+
+ 98/176 [===============>..............] - ETA: 13s - loss: 2.5308 - accuracy: 0.3469 - top-5-accuracy: 0.6624
+
+
+```
+
+```
+
+ 99/176 [===============>..............] - ETA: 13s - loss: 2.5312 - accuracy: 0.3468 - top-5-accuracy: 0.6625
+
+
+```
+
+```
+
+100/176 [================>.............] - ETA: 13s - loss: 2.5326 - accuracy: 0.3463 - top-5-accuracy: 0.6622
+
+
+```
+
+```
+
+101/176 [================>.............] - ETA: 12s - loss: 2.5327 - accuracy: 0.3468 - top-5-accuracy: 0.6619
+
+
+```
+
+```
+
+102/176 [================>.............] - ETA: 12s - loss: 2.5336 - accuracy: 0.3469 - top-5-accuracy: 0.6616
+
+
+```
+
+```
+
+103/176 [================>.............] - ETA: 12s - loss: 2.5328 - accuracy: 0.3467 - top-5-accuracy: 0.6618
+
+
+```
+
+```
+
+104/176 [================>.............] - ETA: 12s - loss: 2.5340 - accuracy: 0.3464 - top-5-accuracy: 0.6615
+
+
+```
+
+```
+
+105/176 [================>.............] - ETA: 12s - loss: 2.5311 - accuracy: 0.3468 - top-5-accuracy: 0.6620
+
+
+```
+
+```
+
+106/176 [=================>............] - ETA: 12s - loss: 2.5325 - accuracy: 0.3469 - top-5-accuracy: 0.6616
+
+
+```
+
+```
+
+107/176 [=================>............] - ETA: 11s - loss: 2.5330 - accuracy: 0.3468 - top-5-accuracy: 0.6614
+
+
+```
+
+```
+
+108/176 [=================>............] - ETA: 11s - loss: 2.5348 - accuracy: 0.3466 - top-5-accuracy: 0.6610
+
+
+```
+
+```
+
+109/176 [=================>............] - ETA: 11s - loss: 2.5354 - accuracy: 0.3463 - top-5-accuracy: 0.6610
+
+
+```
+
+```
+
+110/176 [=================>............] - ETA: 11s - loss: 2.5339 - accuracy: 0.3465 - top-5-accuracy: 0.6614
+
+
+```
+
+```
+
+111/176 [=================>............] - ETA: 11s - loss: 2.5332 - accuracy: 0.3466 - top-5-accuracy: 0.6615
+
+
+```
+
+```
+
+112/176 [==================>...........] - ETA: 11s - loss: 2.5325 - accuracy: 0.3467 - top-5-accuracy: 0.6619
+
+
+```
+
+```
+
+113/176 [==================>...........] - ETA: 10s - loss: 2.5332 - accuracy: 0.3469 - top-5-accuracy: 0.6620
+
+
+```
+
+```
+
+114/176 [==================>...........] - ETA: 10s - loss: 2.5333 - accuracy: 0.3468 - top-5-accuracy: 0.6617
+
+
+```
+
+```
+
+115/176 [==================>...........] - ETA: 10s - loss: 2.5341 - accuracy: 0.3468 - top-5-accuracy: 0.6615
+
+
+```
+
+```
+
+116/176 [==================>...........] - ETA: 10s - loss: 2.5338 - accuracy: 0.3468 - top-5-accuracy: 0.6612
+
+
+```
+
+```
+
+117/176 [==================>...........] - ETA: 10s - loss: 2.5338 - accuracy: 0.3469 - top-5-accuracy: 0.6613
+
+
+```
+
+```
+
+118/176 [===================>..........] - ETA: 10s - loss: 2.5335 - accuracy: 0.3470 - top-5-accuracy: 0.6612
+
+
+```
+
+```
+
+119/176 [===================>..........] - ETA: 9s - loss: 2.5335 - accuracy: 0.3471 - top-5-accuracy: 0.6610
+
+
+```
+
+```
+
+120/176 [===================>..........] - ETA: 9s - loss: 2.5318 - accuracy: 0.3473 - top-5-accuracy: 0.6611
+
+
+```
+
+```
+
+121/176 [===================>..........] - ETA: 9s - loss: 2.5335 - accuracy: 0.3470 - top-5-accuracy: 0.6609
+
+
+```
+
+```
+
+122/176 [===================>..........] - ETA: 9s - loss: 2.5326 - accuracy: 0.3475 - top-5-accuracy: 0.6609
+
+
+```
+
+```
+
+123/176 [===================>..........] - ETA: 9s - loss: 2.5326 - accuracy: 0.3476 - top-5-accuracy: 0.6609
+
+
+```
+
+```
+
+124/176 [====================>.........] - ETA: 8s - loss: 2.5325 - accuracy: 0.3476 - top-5-accuracy: 0.6610
+
+
+```
+
+```
+
+125/176 [====================>.........] - ETA: 8s - loss: 2.5315 - accuracy: 0.3477 - top-5-accuracy: 0.6611
+
+
+```
+
+```
+
+126/176 [====================>.........] - ETA: 8s - loss: 2.5305 - accuracy: 0.3477 - top-5-accuracy: 0.6614
+
+
+```
+
+```
+
+127/176 [====================>.........] - ETA: 8s - loss: 2.5307 - accuracy: 0.3477 - top-5-accuracy: 0.6614
+
+
+```
+
+```
+
+128/176 [====================>.........] - ETA: 8s - loss: 2.5312 - accuracy: 0.3474 - top-5-accuracy: 0.6615
+
+
+```
+
+```
+
+129/176 [====================>.........] - ETA: 8s - loss: 2.5305 - accuracy: 0.3476 - top-5-accuracy: 0.6616
+
+
+```
+
+```
+
+130/176 [=====================>........] - ETA: 7s - loss: 2.5314 - accuracy: 0.3474 - top-5-accuracy: 0.6614
+
+
+```
+
+```
+
+131/176 [=====================>........] - ETA: 7s - loss: 2.5330 - accuracy: 0.3471 - top-5-accuracy: 0.6608
+
+
+```
+
+```
+
+132/176 [=====================>........] - ETA: 7s - loss: 2.5329 - accuracy: 0.3476 - top-5-accuracy: 0.6610
+
+
+```
+
+```
+
+133/176 [=====================>........] - ETA: 7s - loss: 2.5328 - accuracy: 0.3479 - top-5-accuracy: 0.6610
+
+
+```
+
+```
+
+134/176 [=====================>........] - ETA: 7s - loss: 2.5321 - accuracy: 0.3482 - top-5-accuracy: 0.6611
+
+
+```
+
+```
+
+135/176 [======================>.......] - ETA: 7s - loss: 2.5325 - accuracy: 0.3482 - top-5-accuracy: 0.6609
+
+
+```
+
+```
+
+136/176 [======================>.......] - ETA: 6s - loss: 2.5321 - accuracy: 0.3483 - top-5-accuracy: 0.6606
+
+
+```
+
+```
+
+137/176 [======================>.......] - ETA: 6s - loss: 2.5310 - accuracy: 0.3484 - top-5-accuracy: 0.6609
+
+
+```
+
+```
+
+138/176 [======================>.......] - ETA: 6s - loss: 2.5302 - accuracy: 0.3487 - top-5-accuracy: 0.6611
+
+
+```
+
+```
+
+139/176 [======================>.......] - ETA: 6s - loss: 2.5278 - accuracy: 0.3494 - top-5-accuracy: 0.6617
+
+
+```
+
+```
+
+140/176 [======================>.......] - ETA: 6s - loss: 2.5274 - accuracy: 0.3496 - top-5-accuracy: 0.6619
+
+
+```
+
+```
+
+141/176 [=======================>......] - ETA: 6s - loss: 2.5277 - accuracy: 0.3493 - top-5-accuracy: 0.6620
+
+
+```
+
+```
+
+142/176 [=======================>......] - ETA: 5s - loss: 2.5271 - accuracy: 0.3496 - top-5-accuracy: 0.6620
+
+
+```
+
+```
+
+143/176 [=======================>......] - ETA: 5s - loss: 2.5265 - accuracy: 0.3497 - top-5-accuracy: 0.6622
+
+
+```
+
+```
+
+144/176 [=======================>......] - ETA: 5s - loss: 2.5270 - accuracy: 0.3496 - top-5-accuracy: 0.6623
+
+
+```
+
+```
+
+145/176 [=======================>......] - ETA: 5s - loss: 2.5272 - accuracy: 0.3498 - top-5-accuracy: 0.6622
+
+
+```
+
+```
+
+146/176 [=======================>......] - ETA: 5s - loss: 2.5264 - accuracy: 0.3500 - top-5-accuracy: 0.6624
+
+
+```
+
+```
+
+147/176 [========================>.....] - ETA: 5s - loss: 2.5264 - accuracy: 0.3497 - top-5-accuracy: 0.6626
+
+
+```
+
+```
+
+148/176 [========================>.....] - ETA: 4s - loss: 2.5263 - accuracy: 0.3498 - top-5-accuracy: 0.6626
+
+
+```
+
+```
+
+149/176 [========================>.....] - ETA: 4s - loss: 2.5267 - accuracy: 0.3494 - top-5-accuracy: 0.6626
+
+
+```
+
+```
+
+150/176 [========================>.....] - ETA: 4s - loss: 2.5262 - accuracy: 0.3495 - top-5-accuracy: 0.6628
+
+
+```
+
+```
+
+151/176 [========================>.....] - ETA: 4s - loss: 2.5265 - accuracy: 0.3495 - top-5-accuracy: 0.6626
+
+
+```
+
+```
+
+152/176 [========================>.....] - ETA: 4s - loss: 2.5264 - accuracy: 0.3495 - top-5-accuracy: 0.6627
+
+
+```
+
+```
+
+153/176 [=========================>....] - ETA: 3s - loss: 2.5265 - accuracy: 0.3495 - top-5-accuracy: 0.6627
+
+
+```
+
+```
+
+154/176 [=========================>....] - ETA: 3s - loss: 2.5275 - accuracy: 0.3491 - top-5-accuracy: 0.6625
+
+
+```
+
+```
+
+155/176 [=========================>....] - ETA: 3s - loss: 2.5264 - accuracy: 0.3493 - top-5-accuracy: 0.6627
+
+
+```
+
+```
+
+156/176 [=========================>....] - ETA: 3s - loss: 2.5263 - accuracy: 0.3492 - top-5-accuracy: 0.6629
+
+
+```
+
+```
+
+157/176 [=========================>....] - ETA: 3s - loss: 2.5256 - accuracy: 0.3494 - top-5-accuracy: 0.6631
+
+
+```
+
+```
+
+158/176 [=========================>....] - ETA: 3s - loss: 2.5257 - accuracy: 0.3497 - top-5-accuracy: 0.6632
+
+
+```
+
+```
+
+159/176 [==========================>...] - ETA: 2s - loss: 2.5266 - accuracy: 0.3495 - top-5-accuracy: 0.6630
+
+
+```
+
+```
+
+160/176 [==========================>...] - ETA: 2s - loss: 2.5280 - accuracy: 0.3492 - top-5-accuracy: 0.6627
+
+
+```
+
+```
+
+161/176 [==========================>...] - ETA: 2s - loss: 2.5265 - accuracy: 0.3495 - top-5-accuracy: 0.6630
+
+
+```
+
+```
+
+162/176 [==========================>...] - ETA: 2s - loss: 2.5256 - accuracy: 0.3497 - top-5-accuracy: 0.6632
+
+
+```
+
+```
+
+163/176 [==========================>...] - ETA: 2s - loss: 2.5265 - accuracy: 0.3495 - top-5-accuracy: 0.6628
+
+
+```
+
+```
+
+164/176 [==========================>...] - ETA: 2s - loss: 2.5260 - accuracy: 0.3498 - top-5-accuracy: 0.6626
+
+
+```
+
+```
+
+165/176 [===========================>..] - ETA: 1s - loss: 2.5259 - accuracy: 0.3499 - top-5-accuracy: 0.6626
+
+
+```
+
+```
+
+166/176 [===========================>..] - ETA: 1s - loss: 2.5256 - accuracy: 0.3498 - top-5-accuracy: 0.6627
+
+
+```
+
+```
+
+167/176 [===========================>..] - ETA: 1s - loss: 2.5267 - accuracy: 0.3498 - top-5-accuracy: 0.6625
+
+
+```
+
+```
+
+168/176 [===========================>..] - ETA: 1s - loss: 2.5270 - accuracy: 0.3499 - top-5-accuracy: 0.6626
+
+
+```
+
+```
+
+169/176 [===========================>..] - ETA: 1s - loss: 2.5271 - accuracy: 0.3499 - top-5-accuracy: 0.6625
+
+
+```
+
+```
+
+170/176 [===========================>..] - ETA: 1s - loss: 2.5264 - accuracy: 0.3502 - top-5-accuracy: 0.6627
+
+
+```
+
+```
+
+171/176 [============================>.] - ETA: 0s - loss: 2.5259 - accuracy: 0.3502 - top-5-accuracy: 0.6629
+
+
+```
+
+```
+
+172/176 [============================>.] - ETA: 0s - loss: 2.5257 - accuracy: 0.3499 - top-5-accuracy: 0.6628
+
+
+```
+
+```
+
+173/176 [============================>.] - ETA: 0s - loss: 2.5265 - accuracy: 0.3498 - top-5-accuracy: 0.6626
+
+
+```
+
+```
+
+174/176 [============================>.] - ETA: 0s - loss: 2.5259 - accuracy: 0.3499 - top-5-accuracy: 0.6628
+
+
+```
+
+```
+
+175/176 [============================>.] - ETA: 0s - loss: 2.5270 - accuracy: 0.3497 - top-5-accuracy: 0.6625
+
+
+```
+
+```
+
+176/176 [==============================] - ETA: 0s - loss: 2.5270 - accuracy: 0.3496 - top-5-accuracy: 0.6625
+
+
+```
+
+```
+
+176/176 [==============================] - 32s 180ms/step - loss: 2.5270 - accuracy: 0.3496 - top-5-accuracy: 0.6625 - val_loss: 2.3132 - val_accuracy: 0.3954 - val_top-5-accuracy: 0.7060
+
+
+
+```
+Epoch 16/50
+
+```
+
+
+ 1/176 [..............................] - ETA: 30s - loss: 2.5601 - accuracy: 0.3398 - top-5-accuracy: 0.6992
+
+
+```
+
+```
+
+ 2/176 [..............................] - ETA: 30s - loss: 2.4781 - accuracy: 0.3555 - top-5-accuracy: 0.6777
+
+
+```
+
+```
+
+ 3/176 [..............................] - ETA: 29s - loss: 2.3873 - accuracy: 0.3737 - top-5-accuracy: 0.6901
+
+
+```
+
+```
+
+ 4/176 [..............................] - ETA: 29s - loss: 2.4039 - accuracy: 0.3721 - top-5-accuracy: 0.6846
+
+
+```
+
+```
+
+ 5/176 [..............................] - ETA: 29s - loss: 2.3926 - accuracy: 0.3758 - top-5-accuracy: 0.6867
+
+
+```
+
+```
+
+ 6/176 [>.............................] - ETA: 29s - loss: 2.3931 - accuracy: 0.3717 - top-5-accuracy: 0.6882
+
+
+```
+
+```
+
+ 7/176 [>.............................] - ETA: 29s - loss: 2.4183 - accuracy: 0.3661 - top-5-accuracy: 0.6825
+
+
+```
+
+```
+
+ 8/176 [>.............................] - ETA: 29s - loss: 2.4313 - accuracy: 0.3662 - top-5-accuracy: 0.6763
+
+
+```
+
+```
+
+ 9/176 [>.............................] - ETA: 28s - loss: 2.4368 - accuracy: 0.3641 - top-5-accuracy: 0.6788
+
+
+```
+
+```
+
+ 10/176 [>.............................] - ETA: 28s - loss: 2.4414 - accuracy: 0.3621 - top-5-accuracy: 0.6785
+
+
+```
+
+```
+
+ 11/176 [>.............................] - ETA: 28s - loss: 2.4417 - accuracy: 0.3604 - top-5-accuracy: 0.6783
+
+
+```
+
+```
+
+ 12/176 [=>............................] - ETA: 28s - loss: 2.4425 - accuracy: 0.3613 - top-5-accuracy: 0.6758
+
+
+```
+
+```
+
+ 13/176 [=>............................] - ETA: 28s - loss: 2.4446 - accuracy: 0.3612 - top-5-accuracy: 0.6764
+
+
+```
+
+```
+
+ 14/176 [=>............................] - ETA: 28s - loss: 2.4376 - accuracy: 0.3594 - top-5-accuracy: 0.6797
+
+
+```
+
+```
+
+ 15/176 [=>............................] - ETA: 27s - loss: 2.4306 - accuracy: 0.3635 - top-5-accuracy: 0.6828
+
+
+```
+
+```
+
+ 16/176 [=>............................] - ETA: 27s - loss: 2.4328 - accuracy: 0.3628 - top-5-accuracy: 0.6821
+
+
+```
+
+```
+
+ 17/176 [=>............................] - ETA: 27s - loss: 2.4389 - accuracy: 0.3626 - top-5-accuracy: 0.6797
+
+
+```
+
+```
+
+ 18/176 [==>...........................] - ETA: 27s - loss: 2.4428 - accuracy: 0.3598 - top-5-accuracy: 0.6782
+
+
+```
+
+```
+
+ 19/176 [==>...........................] - ETA: 27s - loss: 2.4383 - accuracy: 0.3612 - top-5-accuracy: 0.6795
+
+
+```
+
+```
+
+ 20/176 [==>...........................] - ETA: 26s - loss: 2.4364 - accuracy: 0.3605 - top-5-accuracy: 0.6816
+
+
+```
+
+```
+
+ 21/176 [==>...........................] - ETA: 26s - loss: 2.4331 - accuracy: 0.3622 - top-5-accuracy: 0.6808
+
+
+```
+
+```
+
+ 22/176 [==>...........................] - ETA: 26s - loss: 2.4419 - accuracy: 0.3606 - top-5-accuracy: 0.6788
+
+
+```
+
+```
+
+ 23/176 [==>...........................] - ETA: 26s - loss: 2.4417 - accuracy: 0.3602 - top-5-accuracy: 0.6790
+
+
+```
+
+```
+
+ 24/176 [===>..........................] - ETA: 26s - loss: 2.4437 - accuracy: 0.3613 - top-5-accuracy: 0.6789
+
+
+```
+
+```
+
+ 25/176 [===>..........................] - ETA: 26s - loss: 2.4451 - accuracy: 0.3620 - top-5-accuracy: 0.6792
+
+
+```
+
+```
+
+ 26/176 [===>..........................] - ETA: 25s - loss: 2.4495 - accuracy: 0.3600 - top-5-accuracy: 0.6774
+
+
+```
+
+```
+
+ 27/176 [===>..........................] - ETA: 25s - loss: 2.4468 - accuracy: 0.3613 - top-5-accuracy: 0.6775
+
+
+```
+
+```
+
+ 28/176 [===>..........................] - ETA: 25s - loss: 2.4425 - accuracy: 0.3620 - top-5-accuracy: 0.6789
+
+
+```
+
+```
+
+ 29/176 [===>..........................] - ETA: 25s - loss: 2.4411 - accuracy: 0.3626 - top-5-accuracy: 0.6804
+
+
+```
+
+```
+
+ 30/176 [====>.........................] - ETA: 25s - loss: 2.4407 - accuracy: 0.3634 - top-5-accuracy: 0.6811
+
+
+```
+
+```
+
+ 31/176 [====>.........................] - ETA: 25s - loss: 2.4395 - accuracy: 0.3642 - top-5-accuracy: 0.6821
+
+
+```
+
+```
+
+ 32/176 [====>.........................] - ETA: 24s - loss: 2.4419 - accuracy: 0.3636 - top-5-accuracy: 0.6823
+
+
+```
+
+```
+
+ 33/176 [====>.........................] - ETA: 24s - loss: 2.4388 - accuracy: 0.3641 - top-5-accuracy: 0.6830
+
+
+```
+
+```
+
+ 34/176 [====>.........................] - ETA: 24s - loss: 2.4404 - accuracy: 0.3641 - top-5-accuracy: 0.6824
+
+
+```
+
+```
+
+ 35/176 [====>.........................] - ETA: 24s - loss: 2.4393 - accuracy: 0.3650 - top-5-accuracy: 0.6821
+
+
+```
+
+```
+
+ 36/176 [=====>........................] - ETA: 24s - loss: 2.4365 - accuracy: 0.3655 - top-5-accuracy: 0.6829
+
+
+```
+
+```
+
+ 37/176 [=====>........................] - ETA: 24s - loss: 2.4391 - accuracy: 0.3654 - top-5-accuracy: 0.6831
+
+
+```
+
+```
+
+ 38/176 [=====>........................] - ETA: 23s - loss: 2.4392 - accuracy: 0.3652 - top-5-accuracy: 0.6827
+
+
+```
+
+```
+
+ 39/176 [=====>........................] - ETA: 23s - loss: 2.4446 - accuracy: 0.3651 - top-5-accuracy: 0.6813
+
+
+```
+
+```
+
+ 40/176 [=====>........................] - ETA: 23s - loss: 2.4411 - accuracy: 0.3652 - top-5-accuracy: 0.6827
+
+
+```
+
+```
+
+ 41/176 [=====>........................] - ETA: 23s - loss: 2.4423 - accuracy: 0.3658 - top-5-accuracy: 0.6825
+
+
+```
+
+```
+
+ 42/176 [======>.......................] - ETA: 23s - loss: 2.4394 - accuracy: 0.3668 - top-5-accuracy: 0.6829
+
+
+```
+
+```
+
+ 43/176 [======>.......................] - ETA: 23s - loss: 2.4387 - accuracy: 0.3663 - top-5-accuracy: 0.6829
+
+
+```
+
+```
+
+ 44/176 [======>.......................] - ETA: 22s - loss: 2.4419 - accuracy: 0.3664 - top-5-accuracy: 0.6822
+
+
+```
+
+```
+
+ 45/176 [======>.......................] - ETA: 22s - loss: 2.4394 - accuracy: 0.3672 - top-5-accuracy: 0.6823
+
+
+```
+
+```
+
+ 46/176 [======>.......................] - ETA: 22s - loss: 2.4360 - accuracy: 0.3674 - top-5-accuracy: 0.6832
+
+
+```
+
+```
+
+ 47/176 [=======>......................] - ETA: 22s - loss: 2.4389 - accuracy: 0.3664 - top-5-accuracy: 0.6828
+
+
+```
+
+```
+
+ 48/176 [=======>......................] - ETA: 22s - loss: 2.4351 - accuracy: 0.3680 - top-5-accuracy: 0.6836
+
+
+```
+
+```
+
+ 49/176 [=======>......................] - ETA: 21s - loss: 2.4371 - accuracy: 0.3670 - top-5-accuracy: 0.6835
+
+
+```
+
+```
+
+ 50/176 [=======>......................] - ETA: 21s - loss: 2.4384 - accuracy: 0.3674 - top-5-accuracy: 0.6826
+
+
+```
+
+```
+
+ 51/176 [=======>......................] - ETA: 21s - loss: 2.4365 - accuracy: 0.3676 - top-5-accuracy: 0.6830
+
+
+```
+
+```
+
+ 52/176 [=======>......................] - ETA: 21s - loss: 2.4373 - accuracy: 0.3678 - top-5-accuracy: 0.6831
+
+
+```
+
+```
+
+ 53/176 [========>.....................] - ETA: 21s - loss: 2.4389 - accuracy: 0.3676 - top-5-accuracy: 0.6826
+
+
+```
+
+```
+
+ 54/176 [========>.....................] - ETA: 21s - loss: 2.4408 - accuracy: 0.3663 - top-5-accuracy: 0.6823
+
+
+```
+
+```
+
+ 55/176 [========>.....................] - ETA: 20s - loss: 2.4414 - accuracy: 0.3661 - top-5-accuracy: 0.6817
+
+
+```
+
+```
+
+ 56/176 [========>.....................] - ETA: 20s - loss: 2.4440 - accuracy: 0.3659 - top-5-accuracy: 0.6812
+
+
+```
+
+```
+
+ 57/176 [========>.....................] - ETA: 20s - loss: 2.4441 - accuracy: 0.3658 - top-5-accuracy: 0.6811
+
+
+```
+
+```
+
+ 58/176 [========>.....................] - ETA: 20s - loss: 2.4457 - accuracy: 0.3656 - top-5-accuracy: 0.6804
+
+
+```
+
+```
+
+ 59/176 [=========>....................] - ETA: 20s - loss: 2.4473 - accuracy: 0.3650 - top-5-accuracy: 0.6803
+
+
+```
+
+```
+
+ 60/176 [=========>....................] - ETA: 20s - loss: 2.4469 - accuracy: 0.3646 - top-5-accuracy: 0.6801
+
+
+```
+
+```
+
+ 61/176 [=========>....................] - ETA: 19s - loss: 2.4490 - accuracy: 0.3642 - top-5-accuracy: 0.6798
+
+
+```
+
+```
+
+ 62/176 [=========>....................] - ETA: 19s - loss: 2.4501 - accuracy: 0.3642 - top-5-accuracy: 0.6796
+
+
+```
+
+```
+
+ 63/176 [=========>....................] - ETA: 19s - loss: 2.4547 - accuracy: 0.3632 - top-5-accuracy: 0.6793
+
+
+```
+
+```
+
+ 64/176 [=========>....................] - ETA: 19s - loss: 2.4548 - accuracy: 0.3625 - top-5-accuracy: 0.6791
+
+
+```
+
+```
+
+ 65/176 [==========>...................] - ETA: 19s - loss: 2.4531 - accuracy: 0.3634 - top-5-accuracy: 0.6792
+
+
+```
+
+```
+
+ 66/176 [==========>...................] - ETA: 19s - loss: 2.4553 - accuracy: 0.3629 - top-5-accuracy: 0.6784
+
+
+```
+
+```
+
+ 67/176 [==========>...................] - ETA: 18s - loss: 2.4554 - accuracy: 0.3631 - top-5-accuracy: 0.6783
+
+
+```
+
+```
+
+ 68/176 [==========>...................] - ETA: 18s - loss: 2.4559 - accuracy: 0.3625 - top-5-accuracy: 0.6785
+
+
+```
+
+```
+
+ 69/176 [==========>...................] - ETA: 18s - loss: 2.4572 - accuracy: 0.3623 - top-5-accuracy: 0.6782
+
+
+```
+
+```
+
+ 70/176 [==========>...................] - ETA: 18s - loss: 2.4563 - accuracy: 0.3624 - top-5-accuracy: 0.6787
+
+
+```
+
+```
+
+ 71/176 [===========>..................] - ETA: 18s - loss: 2.4555 - accuracy: 0.3627 - top-5-accuracy: 0.6788
+
+
+```
+
+```
+
+ 72/176 [===========>..................] - ETA: 17s - loss: 2.4562 - accuracy: 0.3620 - top-5-accuracy: 0.6783
+
+
+```
+
+```
+
+ 73/176 [===========>..................] - ETA: 17s - loss: 2.4560 - accuracy: 0.3623 - top-5-accuracy: 0.6781
+
+
+```
+
+```
+
+ 74/176 [===========>..................] - ETA: 17s - loss: 2.4534 - accuracy: 0.3625 - top-5-accuracy: 0.6787
+
+
+```
+
+```
+
+ 75/176 [===========>..................] - ETA: 17s - loss: 2.4524 - accuracy: 0.3630 - top-5-accuracy: 0.6792
+
+
+```
+
+```
+
+ 76/176 [===========>..................] - ETA: 17s - loss: 2.4526 - accuracy: 0.3632 - top-5-accuracy: 0.6791
+
+
+```
+
+```
+
+ 77/176 [============>.................] - ETA: 17s - loss: 2.4533 - accuracy: 0.3629 - top-5-accuracy: 0.6789
+
+
+```
+
+```
+
+ 78/176 [============>.................] - ETA: 16s - loss: 2.4534 - accuracy: 0.3629 - top-5-accuracy: 0.6787
+
+
+```
+
+```
+
+ 79/176 [============>.................] - ETA: 16s - loss: 2.4541 - accuracy: 0.3628 - top-5-accuracy: 0.6787
+
+
+```
+
+```
+
+ 80/176 [============>.................] - ETA: 16s - loss: 2.4537 - accuracy: 0.3631 - top-5-accuracy: 0.6788
+
+
+```
+
+```
+
+ 81/176 [============>.................] - ETA: 16s - loss: 2.4573 - accuracy: 0.3625 - top-5-accuracy: 0.6780
+
+
+```
+
+```
+
+ 82/176 [============>.................] - ETA: 16s - loss: 2.4572 - accuracy: 0.3619 - top-5-accuracy: 0.6782
+
+
+```
+
+```
+
+ 83/176 [=============>................] - ETA: 16s - loss: 2.4564 - accuracy: 0.3623 - top-5-accuracy: 0.6783
+
+
+```
+
+```
+
+ 84/176 [=============>................] - ETA: 15s - loss: 2.4599 - accuracy: 0.3619 - top-5-accuracy: 0.6773
+
+
+```
+
+```
+
+ 85/176 [=============>................] - ETA: 15s - loss: 2.4610 - accuracy: 0.3621 - top-5-accuracy: 0.6772
+
+
+```
+
+```
+
+ 86/176 [=============>................] - ETA: 15s - loss: 2.4613 - accuracy: 0.3619 - top-5-accuracy: 0.6768
+
+
+```
+
+```
+
+ 87/176 [=============>................] - ETA: 15s - loss: 2.4606 - accuracy: 0.3617 - top-5-accuracy: 0.6772
+
+
+```
+
+```
+
+ 88/176 [==============>...............] - ETA: 15s - loss: 2.4614 - accuracy: 0.3614 - top-5-accuracy: 0.6770
+
+
+```
+
+```
+
+ 89/176 [==============>...............] - ETA: 15s - loss: 2.4607 - accuracy: 0.3618 - top-5-accuracy: 0.6772
+
+
+```
+
+```
+
+ 90/176 [==============>...............] - ETA: 14s - loss: 2.4603 - accuracy: 0.3623 - top-5-accuracy: 0.6770
+
+
+```
+
+```
+
+ 91/176 [==============>...............] - ETA: 14s - loss: 2.4603 - accuracy: 0.3624 - top-5-accuracy: 0.6767
+
+
+```
+
+```
+
+ 92/176 [==============>...............] - ETA: 14s - loss: 2.4587 - accuracy: 0.3628 - top-5-accuracy: 0.6768
+
+
+```
+
+```
+
+ 93/176 [==============>...............] - ETA: 14s - loss: 2.4581 - accuracy: 0.3627 - top-5-accuracy: 0.6768
+
+
+```
+
+```
+
+ 94/176 [===============>..............] - ETA: 14s - loss: 2.4594 - accuracy: 0.3622 - top-5-accuracy: 0.6762
+
+
+```
+
+```
+
+ 95/176 [===============>..............] - ETA: 14s - loss: 2.4627 - accuracy: 0.3617 - top-5-accuracy: 0.6755
+
+
+```
+
+```
+
+ 96/176 [===============>..............] - ETA: 13s - loss: 2.4643 - accuracy: 0.3611 - top-5-accuracy: 0.6753
+
+
+```
+
+```
+
+ 97/176 [===============>..............] - ETA: 13s - loss: 2.4626 - accuracy: 0.3614 - top-5-accuracy: 0.6759
+
+
+```
+
+```
+
+ 98/176 [===============>..............] - ETA: 13s - loss: 2.4624 - accuracy: 0.3615 - top-5-accuracy: 0.6759
+
+
+```
+
+```
+
+ 99/176 [===============>..............] - ETA: 13s - loss: 2.4621 - accuracy: 0.3617 - top-5-accuracy: 0.6757
+
+
+```
+
+```
+
+100/176 [================>.............] - ETA: 13s - loss: 2.4623 - accuracy: 0.3619 - top-5-accuracy: 0.6753
+
+
+```
+
+```
+
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+
+
+```
+
+```
+
+102/176 [================>.............] - ETA: 12s - loss: 2.4627 - accuracy: 0.3616 - top-5-accuracy: 0.6751
+
+
+```
+
+```
+
+103/176 [================>.............] - ETA: 12s - loss: 2.4632 - accuracy: 0.3615 - top-5-accuracy: 0.6751
+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
+109/176 [=================>............] - ETA: 11s - loss: 2.4600 - accuracy: 0.3623 - top-5-accuracy: 0.6755
+
+
+```
+
+```
+
+110/176 [=================>............] - ETA: 11s - loss: 2.4604 - accuracy: 0.3623 - top-5-accuracy: 0.6753
+
+
+```
+
+```
+
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+
+
+```
+
+```
+
+112/176 [==================>...........] - ETA: 11s - loss: 2.4603 - accuracy: 0.3623 - top-5-accuracy: 0.6753
+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
+121/176 [===================>..........] - ETA: 9s - loss: 2.4603 - accuracy: 0.3621 - top-5-accuracy: 0.6760
+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
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+```
+
+```
+
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+
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+```
+
+```
+
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+
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+```
+
+```
+
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+
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+```
+
+```
+
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+
+
+```
+
+```
+
+152/176 [========================>.....] - ETA: 4s - loss: 2.4637 - accuracy: 0.3624 - top-5-accuracy: 0.6767
+
+
+```
+
+```
+
+153/176 [=========================>....] - ETA: 3s - loss: 2.4629 - accuracy: 0.3623 - top-5-accuracy: 0.6769
+
+
+```
+
+```
+
+154/176 [=========================>....] - ETA: 3s - loss: 2.4629 - accuracy: 0.3623 - top-5-accuracy: 0.6768
+
+
+```
+
+```
+
+155/176 [=========================>....] - ETA: 3s - loss: 2.4630 - accuracy: 0.3621 - top-5-accuracy: 0.6768
+
+
+```
+
+```
+
+156/176 [=========================>....] - ETA: 3s - loss: 2.4633 - accuracy: 0.3618 - top-5-accuracy: 0.6768
+
+
+```
+
+```
+
+157/176 [=========================>....] - ETA: 3s - loss: 2.4631 - accuracy: 0.3620 - top-5-accuracy: 0.6770
+
+
+```
+
+```
+
+158/176 [=========================>....] - ETA: 3s - loss: 2.4621 - accuracy: 0.3620 - top-5-accuracy: 0.6773
+
+
+```
+
+```
+
+159/176 [==========================>...] - ETA: 2s - loss: 2.4615 - accuracy: 0.3622 - top-5-accuracy: 0.6775
+
+
+```
+
+```
+
+160/176 [==========================>...] - ETA: 2s - loss: 2.4623 - accuracy: 0.3623 - top-5-accuracy: 0.6774
+
+
+```
+
+```
+
+161/176 [==========================>...] - ETA: 2s - loss: 2.4628 - accuracy: 0.3620 - top-5-accuracy: 0.6774
+
+
+```
+
+```
+
+162/176 [==========================>...] - ETA: 2s - loss: 2.4627 - accuracy: 0.3619 - top-5-accuracy: 0.6775
+
+
+```
+
+```
+
+163/176 [==========================>...] - ETA: 2s - loss: 2.4627 - accuracy: 0.3618 - top-5-accuracy: 0.6772
+
+
+```
+
+```
+
+164/176 [==========================>...] - ETA: 2s - loss: 2.4620 - accuracy: 0.3618 - top-5-accuracy: 0.6772
+
+
+```
+
+```
+
+165/176 [===========================>..] - ETA: 1s - loss: 2.4626 - accuracy: 0.3618 - top-5-accuracy: 0.6772
+
+
+```
+
+```
+
+166/176 [===========================>..] - ETA: 1s - loss: 2.4630 - accuracy: 0.3618 - top-5-accuracy: 0.6772
+
+
+```
+
+```
+
+167/176 [===========================>..] - ETA: 1s - loss: 2.4635 - accuracy: 0.3615 - top-5-accuracy: 0.6770
+
+
+```
+
+```
+
+168/176 [===========================>..] - ETA: 1s - loss: 2.4639 - accuracy: 0.3615 - top-5-accuracy: 0.6769
+
+
+```
+
+```
+
+169/176 [===========================>..] - ETA: 1s - loss: 2.4641 - accuracy: 0.3615 - top-5-accuracy: 0.6770
+
+
+```
+
+```
+
+170/176 [===========================>..] - ETA: 1s - loss: 2.4636 - accuracy: 0.3617 - top-5-accuracy: 0.6771
+
+
+```
+
+```
+
+171/176 [============================>.] - ETA: 0s - loss: 2.4632 - accuracy: 0.3618 - top-5-accuracy: 0.6772
+
+
+```
+
+```
+
+172/176 [============================>.] - ETA: 0s - loss: 2.4633 - accuracy: 0.3617 - top-5-accuracy: 0.6772
+
+
+```
+
+```
+
+173/176 [============================>.] - ETA: 0s - loss: 2.4630 - accuracy: 0.3619 - top-5-accuracy: 0.6772
+
+
+```
+
+```
+
+174/176 [============================>.] - ETA: 0s - loss: 2.4636 - accuracy: 0.3619 - top-5-accuracy: 0.6771
+
+
+```
+
+```
+
+175/176 [============================>.] - ETA: 0s - loss: 2.4634 - accuracy: 0.3619 - top-5-accuracy: 0.6771
+
+
+```
+
+```
+
+176/176 [==============================] - ETA: 0s - loss: 2.4633 - accuracy: 0.3620 - top-5-accuracy: 0.6771
+
+
+```
+
+```
+
+176/176 [==============================] - 32s 179ms/step - loss: 2.4633 - accuracy: 0.3620 - top-5-accuracy: 0.6771 - val_loss: 2.2425 - val_accuracy: 0.4036 - val_top-5-accuracy: 0.7210
+
+
+
+```
+Epoch 17/50
+
+```
+
+
+ 1/176 [..............................] - ETA: 30s - loss: 2.3673 - accuracy: 0.3828 - top-5-accuracy: 0.7188
+
+
+```
+
+```
+
+ 2/176 [..............................] - ETA: 30s - loss: 2.3275 - accuracy: 0.3906 - top-5-accuracy: 0.7227
+
+
+```
+
+```
+
+ 3/176 [..............................] - ETA: 29s - loss: 2.3198 - accuracy: 0.3776 - top-5-accuracy: 0.7135
+
+
+```
+
+```
+
+ 4/176 [..............................] - ETA: 29s - loss: 2.3284 - accuracy: 0.3799 - top-5-accuracy: 0.7031
+
+
+```
+
+```
+
+ 5/176 [..............................] - ETA: 29s - loss: 2.3526 - accuracy: 0.3758 - top-5-accuracy: 0.6984
+
+
+```
+
+```
+
+ 6/176 [>.............................] - ETA: 29s - loss: 2.3595 - accuracy: 0.3724 - top-5-accuracy: 0.6986
+
+
+```
+
+```
+
+ 7/176 [>.............................] - ETA: 29s - loss: 2.3797 - accuracy: 0.3677 - top-5-accuracy: 0.6936
+
+
+```
+
+```
+
+ 8/176 [>.............................] - ETA: 29s - loss: 2.3943 - accuracy: 0.3647 - top-5-accuracy: 0.6914
+
+
+```
+
+```
+
+ 9/176 [>.............................] - ETA: 28s - loss: 2.3705 - accuracy: 0.3711 - top-5-accuracy: 0.6918
+
+
+```
+
+```
+
+ 10/176 [>.............................] - ETA: 28s - loss: 2.3764 - accuracy: 0.3684 - top-5-accuracy: 0.6902
+
+
+```
+
+```
+
+ 11/176 [>.............................] - ETA: 28s - loss: 2.3978 - accuracy: 0.3679 - top-5-accuracy: 0.6864
+
+
+```
+
+```
+
+ 12/176 [=>............................] - ETA: 28s - loss: 2.3918 - accuracy: 0.3717 - top-5-accuracy: 0.6872
+
+
+```
+
+```
+
+ 13/176 [=>............................] - ETA: 28s - loss: 2.3904 - accuracy: 0.3732 - top-5-accuracy: 0.6842
+
+
+```
+
+```
+
+ 14/176 [=>............................] - ETA: 28s - loss: 2.3853 - accuracy: 0.3722 - top-5-accuracy: 0.6858
+
+
+```
+
+```
+
+ 15/176 [=>............................] - ETA: 27s - loss: 2.3817 - accuracy: 0.3742 - top-5-accuracy: 0.6849
+
+
+```
+
+```
+
+ 16/176 [=>............................] - ETA: 27s - loss: 2.3854 - accuracy: 0.3745 - top-5-accuracy: 0.6833
+
+
+```
+
+```
+
+ 17/176 [=>............................] - ETA: 27s - loss: 2.3926 - accuracy: 0.3745 - top-5-accuracy: 0.6841
+
+
+```
+
+```
+
+ 18/176 [==>...........................] - ETA: 27s - loss: 2.3911 - accuracy: 0.3750 - top-5-accuracy: 0.6845
+
+
+```
+
+```
+
+ 19/176 [==>...........................] - ETA: 27s - loss: 2.3762 - accuracy: 0.3789 - top-5-accuracy: 0.6877
+
+
+```
+
+```
+
+ 20/176 [==>...........................] - ETA: 26s - loss: 2.3735 - accuracy: 0.3795 - top-5-accuracy: 0.6881
+
+
+```
+
+```
+
+ 21/176 [==>...........................] - ETA: 26s - loss: 2.3772 - accuracy: 0.3778 - top-5-accuracy: 0.6882
+
+
+```
+
+```
+
+ 22/176 [==>...........................] - ETA: 26s - loss: 2.3679 - accuracy: 0.3778 - top-5-accuracy: 0.6909
+
+
+```
+
+```
+
+ 23/176 [==>...........................] - ETA: 26s - loss: 2.3666 - accuracy: 0.3789 - top-5-accuracy: 0.6916
+
+
+```
+
+```
+
+ 24/176 [===>..........................] - ETA: 26s - loss: 2.3690 - accuracy: 0.3783 - top-5-accuracy: 0.6911
+
+
+```
+
+```
+
+ 25/176 [===>..........................] - ETA: 26s - loss: 2.3707 - accuracy: 0.3777 - top-5-accuracy: 0.6911
+
+
+```
+
+```
+
+ 26/176 [===>..........................] - ETA: 25s - loss: 2.3677 - accuracy: 0.3786 - top-5-accuracy: 0.6923
+
+
+```
+
+```
+
+ 27/176 [===>..........................] - ETA: 25s - loss: 2.3672 - accuracy: 0.3767 - top-5-accuracy: 0.6920
+
+
+```
+
+```
+
+ 28/176 [===>..........................] - ETA: 25s - loss: 2.3671 - accuracy: 0.3765 - top-5-accuracy: 0.6914
+
+
+```
+
+```
+
+ 29/176 [===>..........................] - ETA: 25s - loss: 2.3711 - accuracy: 0.3761 - top-5-accuracy: 0.6911
+
+
+```
+
+```
+
+ 30/176 [====>.........................] - ETA: 25s - loss: 2.3711 - accuracy: 0.3762 - top-5-accuracy: 0.6913
+
+
+```
+
+```
+
+ 31/176 [====>.........................] - ETA: 25s - loss: 2.3662 - accuracy: 0.3768 - top-5-accuracy: 0.6928
+
+
+```
+
+```
+
+ 32/176 [====>.........................] - ETA: 24s - loss: 2.3634 - accuracy: 0.3779 - top-5-accuracy: 0.6935
+
+
+```
+
+```
+
+ 33/176 [====>.........................] - ETA: 24s - loss: 2.3680 - accuracy: 0.3762 - top-5-accuracy: 0.6937
+
+
+```
+
+```
+
+ 34/176 [====>.........................] - ETA: 24s - loss: 2.3693 - accuracy: 0.3768 - top-5-accuracy: 0.6935
+
+
+```
+
+```
+
+ 35/176 [====>.........................] - ETA: 24s - loss: 2.3707 - accuracy: 0.3757 - top-5-accuracy: 0.6935
+
+
+```
+
+```
+
+ 36/176 [=====>........................] - ETA: 24s - loss: 2.3709 - accuracy: 0.3755 - top-5-accuracy: 0.6928
+
+
+```
+
+```
+
+ 37/176 [=====>........................] - ETA: 24s - loss: 2.3662 - accuracy: 0.3760 - top-5-accuracy: 0.6936
+
+
+```
+
+```
+
+ 38/176 [=====>........................] - ETA: 23s - loss: 2.3668 - accuracy: 0.3755 - top-5-accuracy: 0.6942
+
+
+```
+
+```
+
+ 39/176 [=====>........................] - ETA: 23s - loss: 2.3668 - accuracy: 0.3757 - top-5-accuracy: 0.6946
+
+
+```
+
+```
+
+ 40/176 [=====>........................] - ETA: 23s - loss: 2.3620 - accuracy: 0.3769 - top-5-accuracy: 0.6962
+
+
+```
+
+```
+
+ 41/176 [=====>........................] - ETA: 23s - loss: 2.3631 - accuracy: 0.3768 - top-5-accuracy: 0.6963
+
+
+```
+
+```
+
+ 42/176 [======>.......................] - ETA: 23s - loss: 2.3648 - accuracy: 0.3764 - top-5-accuracy: 0.6969
+
+
+```
+
+```
+
+ 43/176 [======>.......................] - ETA: 22s - loss: 2.3625 - accuracy: 0.3774 - top-5-accuracy: 0.6974
+
+
+```
+
+```
+
+ 44/176 [======>.......................] - ETA: 22s - loss: 2.3628 - accuracy: 0.3775 - top-5-accuracy: 0.6978
+
+
+```
+
+```
+
+ 45/176 [======>.......................] - ETA: 22s - loss: 2.3635 - accuracy: 0.3780 - top-5-accuracy: 0.6980
+
+
+```
+
+```
+
+ 46/176 [======>.......................] - ETA: 22s - loss: 2.3675 - accuracy: 0.3763 - top-5-accuracy: 0.6972
+
+
+```
+
+```
+
+ 47/176 [=======>......................] - ETA: 22s - loss: 2.3642 - accuracy: 0.3774 - top-5-accuracy: 0.6978
+
+
+```
+
+```
+
+ 48/176 [=======>......................] - ETA: 22s - loss: 2.3632 - accuracy: 0.3768 - top-5-accuracy: 0.6985
+
+
+```
+
+```
+
+ 49/176 [=======>......................] - ETA: 21s - loss: 2.3697 - accuracy: 0.3763 - top-5-accuracy: 0.6971
+
+
+```
+
+```
+
+ 50/176 [=======>......................] - ETA: 21s - loss: 2.3706 - accuracy: 0.3759 - top-5-accuracy: 0.6969
+
+
+```
+
+```
+
+ 51/176 [=======>......................] - ETA: 21s - loss: 2.3747 - accuracy: 0.3750 - top-5-accuracy: 0.6967
+
+
+```
+
+```
+
+ 52/176 [=======>......................] - ETA: 21s - loss: 2.3771 - accuracy: 0.3750 - top-5-accuracy: 0.6961
+
+
+```
+
+```
+
+ 53/176 [========>.....................] - ETA: 21s - loss: 2.3781 - accuracy: 0.3753 - top-5-accuracy: 0.6958
+
+
+```
+
+```
+
+ 54/176 [========>.....................] - ETA: 21s - loss: 2.3788 - accuracy: 0.3751 - top-5-accuracy: 0.6957
+
+
+```
+
+```
+
+ 55/176 [========>.....................] - ETA: 20s - loss: 2.3798 - accuracy: 0.3744 - top-5-accuracy: 0.6954
+
+
+```
+
+```
+
+ 56/176 [========>.....................] - ETA: 20s - loss: 2.3794 - accuracy: 0.3744 - top-5-accuracy: 0.6952
+
+
+```
+
+```
+
+ 57/176 [========>.....................] - ETA: 20s - loss: 2.3791 - accuracy: 0.3745 - top-5-accuracy: 0.6957
+
+
+```
+
+```
+
+ 58/176 [========>.....................] - ETA: 20s - loss: 2.3786 - accuracy: 0.3747 - top-5-accuracy: 0.6958
+
+
+```
+
+```
+
+ 59/176 [=========>....................] - ETA: 20s - loss: 2.3785 - accuracy: 0.3751 - top-5-accuracy: 0.6951
+
+
+```
+
+```
+
+ 60/176 [=========>....................] - ETA: 20s - loss: 2.3782 - accuracy: 0.3753 - top-5-accuracy: 0.6954
+
+
+```
+
+```
+
+ 61/176 [=========>....................] - ETA: 19s - loss: 2.3774 - accuracy: 0.3758 - top-5-accuracy: 0.6956
+
+
+```
+
+```
+
+ 62/176 [=========>....................] - ETA: 19s - loss: 2.3777 - accuracy: 0.3756 - top-5-accuracy: 0.6956
+
+
+```
+
+```
+
+ 63/176 [=========>....................] - ETA: 19s - loss: 2.3771 - accuracy: 0.3756 - top-5-accuracy: 0.6957
+
+
+```
+
+```
+
+ 64/176 [=========>....................] - ETA: 19s - loss: 2.3780 - accuracy: 0.3754 - top-5-accuracy: 0.6952
+
+
+```
+
+```
+
+ 65/176 [==========>...................] - ETA: 19s - loss: 2.3793 - accuracy: 0.3749 - top-5-accuracy: 0.6949
+
+
+```
+
+```
+
+ 66/176 [==========>...................] - ETA: 19s - loss: 2.3817 - accuracy: 0.3745 - top-5-accuracy: 0.6942
+
+
+```
+
+```
+
+ 67/176 [==========>...................] - ETA: 18s - loss: 2.3828 - accuracy: 0.3743 - top-5-accuracy: 0.6943
+
+
+```
+
+```
+
+ 68/176 [==========>...................] - ETA: 18s - loss: 2.3839 - accuracy: 0.3741 - top-5-accuracy: 0.6940
+
+
+```
+
+```
+
+ 69/176 [==========>...................] - ETA: 18s - loss: 2.3824 - accuracy: 0.3744 - top-5-accuracy: 0.6940
+
+
+```
+
+```
+
+ 70/176 [==========>...................] - ETA: 18s - loss: 2.3835 - accuracy: 0.3740 - top-5-accuracy: 0.6940
+
+
+```
+
+```
+
+ 71/176 [===========>..................] - ETA: 18s - loss: 2.3815 - accuracy: 0.3748 - top-5-accuracy: 0.6945
+
+
+```
+
+```
+
+ 72/176 [===========>..................] - ETA: 17s - loss: 2.3818 - accuracy: 0.3751 - top-5-accuracy: 0.6944
+
+
+```
+
+```
+
+ 73/176 [===========>..................] - ETA: 17s - loss: 2.3828 - accuracy: 0.3749 - top-5-accuracy: 0.6942
+
+
+```
+
+```
+
+ 74/176 [===========>..................] - ETA: 17s - loss: 2.3836 - accuracy: 0.3746 - top-5-accuracy: 0.6939
+
+
+```
+
+```
+
+ 75/176 [===========>..................] - ETA: 17s - loss: 2.3844 - accuracy: 0.3746 - top-5-accuracy: 0.6937
+
+
+```
+
+```
+
+ 76/176 [===========>..................] - ETA: 17s - loss: 2.3828 - accuracy: 0.3749 - top-5-accuracy: 0.6944
+
+
+```
+
+```
+
+ 77/176 [============>.................] - ETA: 17s - loss: 2.3837 - accuracy: 0.3744 - top-5-accuracy: 0.6946
+
+
+```
+
+```
+
+ 78/176 [============>.................] - ETA: 16s - loss: 2.3843 - accuracy: 0.3744 - top-5-accuracy: 0.6945
+
+
+```
+
+```
+
+ 79/176 [============>.................] - ETA: 16s - loss: 2.3843 - accuracy: 0.3742 - top-5-accuracy: 0.6944
+
+
+```
+
+```
+
+ 80/176 [============>.................] - ETA: 16s - loss: 2.3836 - accuracy: 0.3747 - top-5-accuracy: 0.6945
+
+
+```
+
+```
+
+ 81/176 [============>.................] - ETA: 16s - loss: 2.3816 - accuracy: 0.3751 - top-5-accuracy: 0.6949
+
+
+```
+
+```
+
+ 82/176 [============>.................] - ETA: 16s - loss: 2.3837 - accuracy: 0.3749 - top-5-accuracy: 0.6941
+
+
+```
+
+```
+
+ 83/176 [=============>................] - ETA: 16s - loss: 2.3857 - accuracy: 0.3747 - top-5-accuracy: 0.6936
+
+
+```
+
+```
+
+ 84/176 [=============>................] - ETA: 15s - loss: 2.3878 - accuracy: 0.3744 - top-5-accuracy: 0.6931
+
+
+```
+
+```
+
+ 85/176 [=============>................] - ETA: 15s - loss: 2.3887 - accuracy: 0.3744 - top-5-accuracy: 0.6930
+
+
+```
+
+```
+
+ 86/176 [=============>................] - ETA: 15s - loss: 2.3871 - accuracy: 0.3752 - top-5-accuracy: 0.6933
+
+
+```
+
+```
+
+ 87/176 [=============>................] - ETA: 15s - loss: 2.3865 - accuracy: 0.3752 - top-5-accuracy: 0.6935
+
+
+```
+
+```
+
+ 88/176 [==============>...............] - ETA: 15s - loss: 2.3873 - accuracy: 0.3752 - top-5-accuracy: 0.6934
+
+
+```
+
+```
+
+ 89/176 [==============>...............] - ETA: 15s - loss: 2.3855 - accuracy: 0.3752 - top-5-accuracy: 0.6938
+
+
+```
+
+```
+
+ 90/176 [==============>...............] - ETA: 14s - loss: 2.3871 - accuracy: 0.3747 - top-5-accuracy: 0.6936
+
+
+```
+
+```
+
+ 91/176 [==============>...............] - ETA: 14s - loss: 2.3869 - accuracy: 0.3745 - top-5-accuracy: 0.6934
+
+
+```
+
+```
+
+ 92/176 [==============>...............] - ETA: 14s - loss: 2.3881 - accuracy: 0.3744 - top-5-accuracy: 0.6935
+
+
+```
+
+```
+
+ 93/176 [==============>...............] - ETA: 14s - loss: 2.3893 - accuracy: 0.3740 - top-5-accuracy: 0.6933
+
+
+```
+
+```
+
+ 94/176 [===============>..............] - ETA: 14s - loss: 2.3895 - accuracy: 0.3743 - top-5-accuracy: 0.6932
+
+
+```
+
+```
+
+ 95/176 [===============>..............] - ETA: 14s - loss: 2.3891 - accuracy: 0.3741 - top-5-accuracy: 0.6935
+
+
+```
+
+```
+
+ 96/176 [===============>..............] - ETA: 13s - loss: 2.3886 - accuracy: 0.3744 - top-5-accuracy: 0.6936
+
+
+```
+
+```
+
+ 97/176 [===============>..............] - ETA: 13s - loss: 2.3888 - accuracy: 0.3744 - top-5-accuracy: 0.6934
+
+
+```
+
+```
+
+ 98/176 [===============>..............] - ETA: 13s - loss: 2.3884 - accuracy: 0.3743 - top-5-accuracy: 0.6934
+
+
+```
+
+```
+
+ 99/176 [===============>..............] - ETA: 13s - loss: 2.3883 - accuracy: 0.3744 - top-5-accuracy: 0.6933
+
+
+```
+
+```
+
+100/176 [================>.............] - ETA: 13s - loss: 2.3894 - accuracy: 0.3746 - top-5-accuracy: 0.6934
+
+
+```
+
+```
+
+101/176 [================>.............] - ETA: 12s - loss: 2.3876 - accuracy: 0.3750 - top-5-accuracy: 0.6938
+
+
+```
+
+```
+
+102/176 [================>.............] - ETA: 12s - loss: 2.3879 - accuracy: 0.3749 - top-5-accuracy: 0.6940
+
+
+```
+
+```
+
+103/176 [================>.............] - ETA: 12s - loss: 2.3886 - accuracy: 0.3747 - top-5-accuracy: 0.6943
+
+
+```
+
+```
+
+104/176 [================>.............] - ETA: 12s - loss: 2.3887 - accuracy: 0.3751 - top-5-accuracy: 0.6943
+
+
+```
+
+```
+
+105/176 [================>.............] - ETA: 12s - loss: 2.3893 - accuracy: 0.3749 - top-5-accuracy: 0.6942
+
+
+```
+
+```
+
+106/176 [=================>............] - ETA: 12s - loss: 2.3891 - accuracy: 0.3750 - top-5-accuracy: 0.6944
+
+
+```
+
+```
+
+107/176 [=================>............] - ETA: 11s - loss: 2.3893 - accuracy: 0.3751 - top-5-accuracy: 0.6939
+
+
+```
+
+```
+
+108/176 [=================>............] - ETA: 11s - loss: 2.3892 - accuracy: 0.3754 - top-5-accuracy: 0.6940
+
+
+```
+
+```
+
+109/176 [=================>............] - ETA: 11s - loss: 2.3884 - accuracy: 0.3756 - top-5-accuracy: 0.6940
+
+
+```
+
+```
+
+110/176 [=================>............] - ETA: 11s - loss: 2.3871 - accuracy: 0.3760 - top-5-accuracy: 0.6944
+
+
+```
+
+```
+
+111/176 [=================>............] - ETA: 11s - loss: 2.3880 - accuracy: 0.3761 - top-5-accuracy: 0.6942
+
+
+```
+
+```
+
+112/176 [==================>...........] - ETA: 11s - loss: 2.3864 - accuracy: 0.3765 - top-5-accuracy: 0.6947
+
+
+```
+
+```
+
+113/176 [==================>...........] - ETA: 10s - loss: 2.3880 - accuracy: 0.3760 - top-5-accuracy: 0.6942
+
+
+```
+
+```
+
+114/176 [==================>...........] - ETA: 10s - loss: 2.3879 - accuracy: 0.3758 - top-5-accuracy: 0.6943
+
+
+```
+
+```
+
+115/176 [==================>...........] - ETA: 10s - loss: 2.3877 - accuracy: 0.3757 - top-5-accuracy: 0.6944
+
+
+```
+
+```
+
+116/176 [==================>...........] - ETA: 10s - loss: 2.3888 - accuracy: 0.3754 - top-5-accuracy: 0.6941
+
+
+```
+
+```
+
+117/176 [==================>...........] - ETA: 10s - loss: 2.3905 - accuracy: 0.3752 - top-5-accuracy: 0.6937
+
+
+```
+
+```
+
+118/176 [===================>..........] - ETA: 10s - loss: 2.3899 - accuracy: 0.3754 - top-5-accuracy: 0.6936
+
+
+```
+
+```
+
+119/176 [===================>..........] - ETA: 9s - loss: 2.3900 - accuracy: 0.3753 - top-5-accuracy: 0.6939
+
+
+```
+
+```
+
+120/176 [===================>..........] - ETA: 9s - loss: 2.3892 - accuracy: 0.3754 - top-5-accuracy: 0.6940
+
+
+```
+
+```
+
+121/176 [===================>..........] - ETA: 9s - loss: 2.3891 - accuracy: 0.3758 - top-5-accuracy: 0.6942
+
+
+```
+
+```
+
+122/176 [===================>..........] - ETA: 9s - loss: 2.3893 - accuracy: 0.3756 - top-5-accuracy: 0.6941
+
+
+```
+
+```
+
+123/176 [===================>..........] - ETA: 9s - loss: 2.3883 - accuracy: 0.3759 - top-5-accuracy: 0.6943
+
+
+```
+
+```
+
+124/176 [====================>.........] - ETA: 8s - loss: 2.3893 - accuracy: 0.3756 - top-5-accuracy: 0.6941
+
+
+```
+
+```
+
+125/176 [====================>.........] - ETA: 8s - loss: 2.3891 - accuracy: 0.3755 - top-5-accuracy: 0.6942
+
+
+```
+
+```
+
+126/176 [====================>.........] - ETA: 8s - loss: 2.3886 - accuracy: 0.3758 - top-5-accuracy: 0.6943
+
+
+```
+
+```
+
+127/176 [====================>.........] - ETA: 8s - loss: 2.3892 - accuracy: 0.3757 - top-5-accuracy: 0.6943
+
+
+```
+
+```
+
+128/176 [====================>.........] - ETA: 8s - loss: 2.3886 - accuracy: 0.3757 - top-5-accuracy: 0.6943
+
+
+```
+
+```
+
+129/176 [====================>.........] - ETA: 8s - loss: 2.3899 - accuracy: 0.3752 - top-5-accuracy: 0.6938
+
+
+```
+
+```
+
+130/176 [=====================>........] - ETA: 7s - loss: 2.3896 - accuracy: 0.3754 - top-5-accuracy: 0.6938
+
+
+```
+
+```
+
+131/176 [=====================>........] - ETA: 7s - loss: 2.3890 - accuracy: 0.3754 - top-5-accuracy: 0.6940
+
+
+```
+
+```
+
+132/176 [=====================>........] - ETA: 7s - loss: 2.3899 - accuracy: 0.3751 - top-5-accuracy: 0.6937
+
+
+```
+
+```
+
+133/176 [=====================>........] - ETA: 7s - loss: 2.3882 - accuracy: 0.3754 - top-5-accuracy: 0.6939
+
+
+```
+
+```
+
+134/176 [=====================>........] - ETA: 7s - loss: 2.3869 - accuracy: 0.3759 - top-5-accuracy: 0.6943
+
+
+```
+
+```
+
+135/176 [======================>.......] - ETA: 7s - loss: 2.3861 - accuracy: 0.3757 - top-5-accuracy: 0.6945
+
+
+```
+
+```
+
+136/176 [======================>.......] - ETA: 6s - loss: 2.3859 - accuracy: 0.3757 - top-5-accuracy: 0.6947
+
+
+```
+
+```
+
+137/176 [======================>.......] - ETA: 6s - loss: 2.3860 - accuracy: 0.3755 - top-5-accuracy: 0.6946
+
+
+```
+
+```
+
+138/176 [======================>.......] - ETA: 6s - loss: 2.3854 - accuracy: 0.3757 - top-5-accuracy: 0.6945
+
+
+```
+
+```
+
+139/176 [======================>.......] - ETA: 6s - loss: 2.3865 - accuracy: 0.3755 - top-5-accuracy: 0.6943
+
+
+```
+
+```
+
+140/176 [======================>.......] - ETA: 6s - loss: 2.3863 - accuracy: 0.3756 - top-5-accuracy: 0.6943
+
+
+```
+
+```
+
+141/176 [=======================>......] - ETA: 6s - loss: 2.3857 - accuracy: 0.3758 - top-5-accuracy: 0.6944
+
+
+```
+
+```
+
+142/176 [=======================>......] - ETA: 5s - loss: 2.3843 - accuracy: 0.3763 - top-5-accuracy: 0.6946
+
+
+```
+
+```
+
+143/176 [=======================>......] - ETA: 5s - loss: 2.3829 - accuracy: 0.3765 - top-5-accuracy: 0.6948
+
+
+```
+
+```
+
+144/176 [=======================>......] - ETA: 5s - loss: 2.3842 - accuracy: 0.3761 - top-5-accuracy: 0.6945
+
+
+```
+
+```
+
+145/176 [=======================>......] - ETA: 5s - loss: 2.3843 - accuracy: 0.3760 - top-5-accuracy: 0.6946
+
+
+```
+
+```
+
+146/176 [=======================>......] - ETA: 5s - loss: 2.3844 - accuracy: 0.3759 - top-5-accuracy: 0.6943
+
+
+```
+
+```
+
+147/176 [========================>.....] - ETA: 5s - loss: 2.3851 - accuracy: 0.3759 - top-5-accuracy: 0.6943
+
+
+```
+
+```
+
+148/176 [========================>.....] - ETA: 4s - loss: 2.3863 - accuracy: 0.3758 - top-5-accuracy: 0.6939
+
+
+```
+
+```
+
+149/176 [========================>.....] - ETA: 4s - loss: 2.3873 - accuracy: 0.3756 - top-5-accuracy: 0.6934
+
+
+```
+
+```
+
+150/176 [========================>.....] - ETA: 4s - loss: 2.3881 - accuracy: 0.3756 - top-5-accuracy: 0.6932
+
+
+```
+
+```
+
+151/176 [========================>.....] - ETA: 4s - loss: 2.3877 - accuracy: 0.3756 - top-5-accuracy: 0.6932
+
+
+```
+
+```
+
+152/176 [========================>.....] - ETA: 4s - loss: 2.3877 - accuracy: 0.3757 - top-5-accuracy: 0.6932
+
+
+```
+
+```
+
+153/176 [=========================>....] - ETA: 3s - loss: 2.3883 - accuracy: 0.3755 - top-5-accuracy: 0.6930
+
+
+```
+
+```
+
+154/176 [=========================>....] - ETA: 3s - loss: 2.3892 - accuracy: 0.3754 - top-5-accuracy: 0.6929
+
+
+```
+
+```
+
+155/176 [=========================>....] - ETA: 3s - loss: 2.3886 - accuracy: 0.3754 - top-5-accuracy: 0.6929
+
+
+```
+
+```
+
+156/176 [=========================>....] - ETA: 3s - loss: 2.3888 - accuracy: 0.3757 - top-5-accuracy: 0.6931
+
+
+```
+
+```
+
+157/176 [=========================>....] - ETA: 3s - loss: 2.3885 - accuracy: 0.3756 - top-5-accuracy: 0.6933
+
+
+```
+
+```
+
+158/176 [=========================>....] - ETA: 3s - loss: 2.3902 - accuracy: 0.3754 - top-5-accuracy: 0.6930
+
+
+```
+
+```
+
+159/176 [==========================>...] - ETA: 2s - loss: 2.3897 - accuracy: 0.3753 - top-5-accuracy: 0.6931
+
+
+```
+
+```
+
+160/176 [==========================>...] - ETA: 2s - loss: 2.3902 - accuracy: 0.3753 - top-5-accuracy: 0.6929
+
+
+```
+
+```
+
+161/176 [==========================>...] - ETA: 2s - loss: 2.3914 - accuracy: 0.3751 - top-5-accuracy: 0.6926
+
+
+```
+
+```
+
+162/176 [==========================>...] - ETA: 2s - loss: 2.3915 - accuracy: 0.3751 - top-5-accuracy: 0.6926
+
+
+```
+
+```
+
+163/176 [==========================>...] - ETA: 2s - loss: 2.3925 - accuracy: 0.3749 - top-5-accuracy: 0.6926
+
+
+```
+
+```
+
+164/176 [==========================>...] - ETA: 2s - loss: 2.3911 - accuracy: 0.3753 - top-5-accuracy: 0.6928
+
+
+```
+
+```
+
+165/176 [===========================>..] - ETA: 1s - loss: 2.3905 - accuracy: 0.3754 - top-5-accuracy: 0.6931
+
+
+```
+
+```
+
+166/176 [===========================>..] - ETA: 1s - loss: 2.3912 - accuracy: 0.3751 - top-5-accuracy: 0.6930
+
+
+```
+
+```
+
+167/176 [===========================>..] - ETA: 1s - loss: 2.3899 - accuracy: 0.3755 - top-5-accuracy: 0.6934
+
+
+```
+
+```
+
+168/176 [===========================>..] - ETA: 1s - loss: 2.3892 - accuracy: 0.3756 - top-5-accuracy: 0.6936
+
+
+```
+
+```
+
+169/176 [===========================>..] - ETA: 1s - loss: 2.3914 - accuracy: 0.3751 - top-5-accuracy: 0.6928
+
+
+```
+
+```
+
+170/176 [===========================>..] - ETA: 1s - loss: 2.3918 - accuracy: 0.3752 - top-5-accuracy: 0.6926
+
+
+```
+
+```
+
+171/176 [============================>.] - ETA: 0s - loss: 2.3917 - accuracy: 0.3753 - top-5-accuracy: 0.6928
+
+
+```
+
+```
+
+172/176 [============================>.] - ETA: 0s - loss: 2.3912 - accuracy: 0.3757 - top-5-accuracy: 0.6927
+
+
+```
+
+```
+
+173/176 [============================>.] - ETA: 0s - loss: 2.3919 - accuracy: 0.3758 - top-5-accuracy: 0.6925
+
+
+```
+
+```
+
+174/176 [============================>.] - ETA: 0s - loss: 2.3915 - accuracy: 0.3756 - top-5-accuracy: 0.6928
+
+
+```
+
+```
+
+175/176 [============================>.] - ETA: 0s - loss: 2.3927 - accuracy: 0.3753 - top-5-accuracy: 0.6927
+
+
+```
+
+```
+
+176/176 [==============================] - ETA: 0s - loss: 2.3926 - accuracy: 0.3754 - top-5-accuracy: 0.6929
+
+
+```
+
+```
+
+176/176 [==============================] - 32s 180ms/step - loss: 2.3926 - accuracy: 0.3754 - top-5-accuracy: 0.6929 - val_loss: 2.2391 - val_accuracy: 0.4132 - val_top-5-accuracy: 0.7158
+
+
+
+```
+Epoch 18/50
+
+```
+
+
+ 1/176 [..............................] - ETA: 30s - loss: 2.2072 - accuracy: 0.4180 - top-5-accuracy: 0.7109
+
+
+```
+
+```
+
+ 2/176 [..............................] - ETA: 29s - loss: 2.1711 - accuracy: 0.4082 - top-5-accuracy: 0.7129
+
+
+```
+
+```
+
+ 3/176 [..............................] - ETA: 29s - loss: 2.2295 - accuracy: 0.4089 - top-5-accuracy: 0.6979
+
+
+```
+
+```
+
+ 4/176 [..............................] - ETA: 29s - loss: 2.2126 - accuracy: 0.4033 - top-5-accuracy: 0.7080
+
+
+```
+
+```
+
+ 5/176 [..............................] - ETA: 29s - loss: 2.2285 - accuracy: 0.4055 - top-5-accuracy: 0.7086
+
+
+```
+
+```
+
+ 6/176 [>.............................] - ETA: 29s - loss: 2.2466 - accuracy: 0.3971 - top-5-accuracy: 0.7096
+
+
+```
+
+```
+
+ 7/176 [>.............................] - ETA: 29s - loss: 2.2372 - accuracy: 0.3979 - top-5-accuracy: 0.7126
+
+
+```
+
+```
+
+ 8/176 [>.............................] - ETA: 28s - loss: 2.2379 - accuracy: 0.4062 - top-5-accuracy: 0.7124
+
+
+```
+
+```
+
+ 9/176 [>.............................] - ETA: 28s - loss: 2.2666 - accuracy: 0.4036 - top-5-accuracy: 0.7062
+
+
+```
+
+```
+
+ 10/176 [>.............................] - ETA: 28s - loss: 2.2508 - accuracy: 0.4035 - top-5-accuracy: 0.7129
+
+
+```
+
+```
+
+ 11/176 [>.............................] - ETA: 28s - loss: 2.2551 - accuracy: 0.4002 - top-5-accuracy: 0.7109
+
+
+```
+
+```
+
+ 12/176 [=>............................] - ETA: 28s - loss: 2.2487 - accuracy: 0.3991 - top-5-accuracy: 0.7119
+
+
+```
+
+```
+
+ 13/176 [=>............................] - ETA: 28s - loss: 2.2556 - accuracy: 0.3951 - top-5-accuracy: 0.7127
+
+
+```
+
+```
+
+ 14/176 [=>............................] - ETA: 27s - loss: 2.2603 - accuracy: 0.3937 - top-5-accuracy: 0.7123
+
+
+```
+
+```
+
+ 15/176 [=>............................] - ETA: 27s - loss: 2.2683 - accuracy: 0.3914 - top-5-accuracy: 0.7125
+
+
+```
+
+```
+
+ 16/176 [=>............................] - ETA: 27s - loss: 2.2688 - accuracy: 0.3928 - top-5-accuracy: 0.7136
+
+
+```
+
+```
+
+ 17/176 [=>............................] - ETA: 27s - loss: 2.2714 - accuracy: 0.3929 - top-5-accuracy: 0.7123
+
+
+```
+
+```
+
+ 18/176 [==>...........................] - ETA: 27s - loss: 2.2669 - accuracy: 0.3941 - top-5-accuracy: 0.7127
+
+
+```
+
+```
+
+ 19/176 [==>...........................] - ETA: 27s - loss: 2.2566 - accuracy: 0.3976 - top-5-accuracy: 0.7146
+
+
+```
+
+```
+
+ 20/176 [==>...........................] - ETA: 26s - loss: 2.2664 - accuracy: 0.3941 - top-5-accuracy: 0.7139
+
+
+```
+
+```
+
+ 21/176 [==>...........................] - ETA: 26s - loss: 2.2663 - accuracy: 0.3940 - top-5-accuracy: 0.7135
+
+
+```
+
+```
+
+ 22/176 [==>...........................] - ETA: 26s - loss: 2.2660 - accuracy: 0.3938 - top-5-accuracy: 0.7145
+
+
+```
+
+```
+
+ 23/176 [==>...........................] - ETA: 26s - loss: 2.2723 - accuracy: 0.3930 - top-5-accuracy: 0.7130
+
+
+```
+
+```
+
+ 24/176 [===>..........................] - ETA: 26s - loss: 2.2746 - accuracy: 0.3916 - top-5-accuracy: 0.7127
+
+
+```
+
+```
+
+ 25/176 [===>..........................] - ETA: 26s - loss: 2.2753 - accuracy: 0.3928 - top-5-accuracy: 0.7114
+
+
+```
+
+```
+
+ 26/176 [===>..........................] - ETA: 25s - loss: 2.2829 - accuracy: 0.3918 - top-5-accuracy: 0.7108
+
+
+```
+
+```
+
+ 27/176 [===>..........................] - ETA: 25s - loss: 2.2819 - accuracy: 0.3921 - top-5-accuracy: 0.7108
+
+
+```
+
+```
+
+ 28/176 [===>..........................] - ETA: 25s - loss: 2.2787 - accuracy: 0.3923 - top-5-accuracy: 0.7119
+
+
+```
+
+```
+
+ 29/176 [===>..........................] - ETA: 25s - loss: 2.2760 - accuracy: 0.3935 - top-5-accuracy: 0.7131
+
+
+```
+
+```
+
+ 30/176 [====>.........................] - ETA: 25s - loss: 2.2809 - accuracy: 0.3928 - top-5-accuracy: 0.7109
+
+
+```
+
+```
+
+ 31/176 [====>.........................] - ETA: 25s - loss: 2.2777 - accuracy: 0.3939 - top-5-accuracy: 0.7119
+
+
+```
+
+```
+
+ 32/176 [====>.........................] - ETA: 24s - loss: 2.2797 - accuracy: 0.3939 - top-5-accuracy: 0.7122
+
+
+```
+
+```
+
+ 33/176 [====>.........................] - ETA: 24s - loss: 2.2813 - accuracy: 0.3939 - top-5-accuracy: 0.7115
+
+
+```
+
+```
+
+ 34/176 [====>.........................] - ETA: 24s - loss: 2.2833 - accuracy: 0.3926 - top-5-accuracy: 0.7102
+
+
+```
+
+```
+
+ 35/176 [====>.........................] - ETA: 24s - loss: 2.2842 - accuracy: 0.3931 - top-5-accuracy: 0.7097
+
+
+```
+
+```
+
+ 36/176 [=====>........................] - ETA: 24s - loss: 2.2911 - accuracy: 0.3920 - top-5-accuracy: 0.7094
+
+
+```
+
+```
+
+ 37/176 [=====>........................] - ETA: 23s - loss: 2.2918 - accuracy: 0.3927 - top-5-accuracy: 0.7087
+
+
+```
+
+```
+
+ 38/176 [=====>........................] - ETA: 23s - loss: 2.2906 - accuracy: 0.3931 - top-5-accuracy: 0.7095
+
+
+```
+
+```
+
+ 39/176 [=====>........................] - ETA: 23s - loss: 2.2890 - accuracy: 0.3942 - top-5-accuracy: 0.7096
+
+
+```
+
+```
+
+ 40/176 [=====>........................] - ETA: 23s - loss: 2.2928 - accuracy: 0.3938 - top-5-accuracy: 0.7091
+
+
+```
+
+```
+
+ 41/176 [=====>........................] - ETA: 23s - loss: 2.2853 - accuracy: 0.3947 - top-5-accuracy: 0.7098
+
+
+```
+
+```
+
+ 42/176 [======>.......................] - ETA: 23s - loss: 2.2852 - accuracy: 0.3951 - top-5-accuracy: 0.7101
+
+
+```
+
+```
+
+ 43/176 [======>.......................] - ETA: 22s - loss: 2.2904 - accuracy: 0.3944 - top-5-accuracy: 0.7097
+
+
+```
+
+```
+
+ 44/176 [======>.......................] - ETA: 22s - loss: 2.2900 - accuracy: 0.3945 - top-5-accuracy: 0.7102
+
+
+```
+
+```
+
+ 45/176 [======>.......................] - ETA: 22s - loss: 2.2896 - accuracy: 0.3944 - top-5-accuracy: 0.7110
+
+
+```
+
+```
+
+ 46/176 [======>.......................] - ETA: 22s - loss: 2.2895 - accuracy: 0.3946 - top-5-accuracy: 0.7107
+
+
+```
+
+```
+
+ 47/176 [=======>......................] - ETA: 22s - loss: 2.2891 - accuracy: 0.3948 - top-5-accuracy: 0.7106
+
+
+```
+
+```
+
+ 48/176 [=======>......................] - ETA: 22s - loss: 2.2859 - accuracy: 0.3952 - top-5-accuracy: 0.7120
+
+
+```
+
+```
+
+ 49/176 [=======>......................] - ETA: 21s - loss: 2.2897 - accuracy: 0.3947 - top-5-accuracy: 0.7113
+
+
+```
+
+```
+
+ 50/176 [=======>......................] - ETA: 21s - loss: 2.2909 - accuracy: 0.3948 - top-5-accuracy: 0.7116
+
+
+```
+
+```
+
+ 51/176 [=======>......................] - ETA: 21s - loss: 2.2960 - accuracy: 0.3943 - top-5-accuracy: 0.7103
+
+
+```
+
+```
+
+ 52/176 [=======>......................] - ETA: 21s - loss: 2.2974 - accuracy: 0.3943 - top-5-accuracy: 0.7101
+
+
+```
+
+```
+
+ 53/176 [========>.....................] - ETA: 21s - loss: 2.3012 - accuracy: 0.3945 - top-5-accuracy: 0.7092
+
+
+```
+
+```
+
+ 54/176 [========>.....................] - ETA: 21s - loss: 2.3000 - accuracy: 0.3953 - top-5-accuracy: 0.7093
+
+
+```
+
+```
+
+ 55/176 [========>.....................] - ETA: 20s - loss: 2.3021 - accuracy: 0.3950 - top-5-accuracy: 0.7092
+
+
+```
+
+```
+
+ 56/176 [========>.....................] - ETA: 20s - loss: 2.3008 - accuracy: 0.3952 - top-5-accuracy: 0.7096
+
+
+```
+
+```
+
+ 57/176 [========>.....................] - ETA: 20s - loss: 2.3025 - accuracy: 0.3950 - top-5-accuracy: 0.7094
+
+
+```
+
+```
+
+ 58/176 [========>.....................] - ETA: 20s - loss: 2.3033 - accuracy: 0.3948 - top-5-accuracy: 0.7089
+
+
+```
+
+```
+
+ 59/176 [=========>....................] - ETA: 20s - loss: 2.3028 - accuracy: 0.3954 - top-5-accuracy: 0.7093
+
+
+```
+
+```
+
+ 60/176 [=========>....................] - ETA: 20s - loss: 2.3016 - accuracy: 0.3950 - top-5-accuracy: 0.7096
+
+
+```
+
+```
+
+ 61/176 [=========>....................] - ETA: 19s - loss: 2.3018 - accuracy: 0.3945 - top-5-accuracy: 0.7093
+
+
+```
+
+```
+
+ 62/176 [=========>....................] - ETA: 19s - loss: 2.3011 - accuracy: 0.3950 - top-5-accuracy: 0.7092
+
+
+```
+
+```
+
+ 63/176 [=========>....................] - ETA: 19s - loss: 2.2993 - accuracy: 0.3952 - top-5-accuracy: 0.7096
+
+
+```
+
+```
+
+ 64/176 [=========>....................] - ETA: 19s - loss: 2.2997 - accuracy: 0.3958 - top-5-accuracy: 0.7094
+
+
+```
+
+```
+
+ 65/176 [==========>...................] - ETA: 19s - loss: 2.2986 - accuracy: 0.3960 - top-5-accuracy: 0.7094
+
+
+```
+
+```
+
+ 66/176 [==========>...................] - ETA: 18s - loss: 2.3003 - accuracy: 0.3958 - top-5-accuracy: 0.7094
+
+
+```
+
+```
+
+ 67/176 [==========>...................] - ETA: 18s - loss: 2.3038 - accuracy: 0.3950 - top-5-accuracy: 0.7091
+
+
+```
+
+```
+
+ 68/176 [==========>...................] - ETA: 18s - loss: 2.3047 - accuracy: 0.3953 - top-5-accuracy: 0.7096
+
+
+```
+
+```
+
+ 69/176 [==========>...................] - ETA: 18s - loss: 2.3049 - accuracy: 0.3957 - top-5-accuracy: 0.7100
+
+
+```
+
+```
+
+ 70/176 [==========>...................] - ETA: 18s - loss: 2.3059 - accuracy: 0.3949 - top-5-accuracy: 0.7102
+
+
+```
+
+```
+
+ 71/176 [===========>..................] - ETA: 18s - loss: 2.3057 - accuracy: 0.3946 - top-5-accuracy: 0.7103
+
+
+```
+
+```
+
+ 72/176 [===========>..................] - ETA: 17s - loss: 2.3075 - accuracy: 0.3945 - top-5-accuracy: 0.7105
+
+
+```
+
+```
+
+ 73/176 [===========>..................] - ETA: 17s - loss: 2.3075 - accuracy: 0.3947 - top-5-accuracy: 0.7099
+
+
+```
+
+```
+
+ 74/176 [===========>..................] - ETA: 17s - loss: 2.3102 - accuracy: 0.3944 - top-5-accuracy: 0.7095
+
+
+```
+
+```
+
+ 75/176 [===========>..................] - ETA: 17s - loss: 2.3082 - accuracy: 0.3951 - top-5-accuracy: 0.7096
+
+
+```
+
+```
+
+ 76/176 [===========>..................] - ETA: 17s - loss: 2.3119 - accuracy: 0.3944 - top-5-accuracy: 0.7088
+
+
+```
+
+```
+
+ 77/176 [============>.................] - ETA: 17s - loss: 2.3118 - accuracy: 0.3942 - top-5-accuracy: 0.7091
+
+
+```
+
+```
+
+ 78/176 [============>.................] - ETA: 16s - loss: 2.3107 - accuracy: 0.3945 - top-5-accuracy: 0.7091
+
+
+```
+
+```
+
+ 79/176 [============>.................] - ETA: 16s - loss: 2.3133 - accuracy: 0.3938 - top-5-accuracy: 0.7088
+
+
+```
+
+```
+
+ 80/176 [============>.................] - ETA: 16s - loss: 2.3109 - accuracy: 0.3942 - top-5-accuracy: 0.7091
+
+
+```
+
+```
+
+ 81/176 [============>.................] - ETA: 16s - loss: 2.3137 - accuracy: 0.3937 - top-5-accuracy: 0.7084
+
+
+```
+
+```
+
+ 82/176 [============>.................] - ETA: 16s - loss: 2.3110 - accuracy: 0.3942 - top-5-accuracy: 0.7092
+
+
+```
+
+```
+
+ 83/176 [=============>................] - ETA: 16s - loss: 2.3125 - accuracy: 0.3938 - top-5-accuracy: 0.7094
+
+
+```
+
+```
+
+ 84/176 [=============>................] - ETA: 15s - loss: 2.3135 - accuracy: 0.3938 - top-5-accuracy: 0.7091
+
+
+```
+
+```
+
+ 85/176 [=============>................] - ETA: 15s - loss: 2.3127 - accuracy: 0.3938 - top-5-accuracy: 0.7095
+
+
+```
+
+```
+
+ 86/176 [=============>................] - ETA: 15s - loss: 2.3112 - accuracy: 0.3938 - top-5-accuracy: 0.7099
+
+
+```
+
+```
+
+ 87/176 [=============>................] - ETA: 15s - loss: 2.3129 - accuracy: 0.3931 - top-5-accuracy: 0.7099
+
+
+```
+
+```
+
+ 88/176 [==============>...............] - ETA: 15s - loss: 2.3139 - accuracy: 0.3927 - top-5-accuracy: 0.7095
+
+
+```
+
+```
+
+ 89/176 [==============>...............] - ETA: 15s - loss: 2.3135 - accuracy: 0.3929 - top-5-accuracy: 0.7097
+
+
+```
+
+```
+
+ 90/176 [==============>...............] - ETA: 14s - loss: 2.3167 - accuracy: 0.3921 - top-5-accuracy: 0.7090
+
+
+```
+
+```
+
+ 91/176 [==============>...............] - ETA: 14s - loss: 2.3189 - accuracy: 0.3914 - top-5-accuracy: 0.7089
+
+
+```
+
+```
+
+ 92/176 [==============>...............] - ETA: 14s - loss: 2.3178 - accuracy: 0.3917 - top-5-accuracy: 0.7089
+
+
+```
+
+```
+
+ 93/176 [==============>...............] - ETA: 14s - loss: 2.3183 - accuracy: 0.3917 - top-5-accuracy: 0.7088
+
+
+```
+
+```
+
+ 94/176 [===============>..............] - ETA: 14s - loss: 2.3195 - accuracy: 0.3914 - top-5-accuracy: 0.7083
+
+
+```
+
+```
+
+ 95/176 [===============>..............] - ETA: 13s - loss: 2.3191 - accuracy: 0.3919 - top-5-accuracy: 0.7082
+
+
+```
+
+```
+
+ 96/176 [===============>..............] - ETA: 13s - loss: 2.3179 - accuracy: 0.3921 - top-5-accuracy: 0.7087
+
+
+```
+
+```
+
+ 97/176 [===============>..............] - ETA: 13s - loss: 2.3184 - accuracy: 0.3919 - top-5-accuracy: 0.7086
+
+
+```
+
+```
+
+ 98/176 [===============>..............] - ETA: 13s - loss: 2.3187 - accuracy: 0.3921 - top-5-accuracy: 0.7085
+
+
+```
+
+```
+
+ 99/176 [===============>..............] - ETA: 13s - loss: 2.3178 - accuracy: 0.3922 - top-5-accuracy: 0.7086
+
+
+```
+
+```
+
+100/176 [================>.............] - ETA: 13s - loss: 2.3187 - accuracy: 0.3923 - top-5-accuracy: 0.7081
+
+
+```
+
+```
+
+101/176 [================>.............] - ETA: 12s - loss: 2.3199 - accuracy: 0.3921 - top-5-accuracy: 0.7077
+
+
+```
+
+```
+
+102/176 [================>.............] - ETA: 12s - loss: 2.3190 - accuracy: 0.3923 - top-5-accuracy: 0.7074
+
+
+```
+
+```
+
+103/176 [================>.............] - ETA: 12s - loss: 2.3200 - accuracy: 0.3923 - top-5-accuracy: 0.7070
+
+
+```
+
+```
+
+104/176 [================>.............] - ETA: 12s - loss: 2.3233 - accuracy: 0.3919 - top-5-accuracy: 0.7065
+
+
+```
+
+```
+
+105/176 [================>.............] - ETA: 12s - loss: 2.3237 - accuracy: 0.3918 - top-5-accuracy: 0.7060
+
+
+```
+
+```
+
+106/176 [=================>............] - ETA: 12s - loss: 2.3238 - accuracy: 0.3920 - top-5-accuracy: 0.7057
+
+
+```
+
+```
+
+107/176 [=================>............] - ETA: 11s - loss: 2.3231 - accuracy: 0.3925 - top-5-accuracy: 0.7060
+
+
+```
+
+```
+
+108/176 [=================>............] - ETA: 11s - loss: 2.3217 - accuracy: 0.3929 - top-5-accuracy: 0.7065
+
+
+```
+
+```
+
+109/176 [=================>............] - ETA: 11s - loss: 2.3226 - accuracy: 0.3927 - top-5-accuracy: 0.7064
+
+
+```
+
+```
+
+110/176 [=================>............] - ETA: 11s - loss: 2.3231 - accuracy: 0.3926 - top-5-accuracy: 0.7062
+
+
+```
+
+```
+
+111/176 [=================>............] - ETA: 11s - loss: 2.3240 - accuracy: 0.3925 - top-5-accuracy: 0.7060
+
+
+```
+
+```
+
+112/176 [==================>...........] - ETA: 11s - loss: 2.3243 - accuracy: 0.3925 - top-5-accuracy: 0.7060
+
+
+```
+
+```
+
+113/176 [==================>...........] - ETA: 10s - loss: 2.3245 - accuracy: 0.3926 - top-5-accuracy: 0.7056
+
+
+```
+
+```
+
+114/176 [==================>...........] - ETA: 10s - loss: 2.3249 - accuracy: 0.3924 - top-5-accuracy: 0.7057
+
+
+```
+
+```
+
+115/176 [==================>...........] - ETA: 10s - loss: 2.3251 - accuracy: 0.3926 - top-5-accuracy: 0.7056
+
+
+```
+
+```
+
+116/176 [==================>...........] - ETA: 10s - loss: 2.3260 - accuracy: 0.3923 - top-5-accuracy: 0.7051
+
+
+```
+
+```
+
+117/176 [==================>...........] - ETA: 10s - loss: 2.3264 - accuracy: 0.3923 - top-5-accuracy: 0.7053
+
+
+```
+
+```
+
+118/176 [===================>..........] - ETA: 10s - loss: 2.3289 - accuracy: 0.3916 - top-5-accuracy: 0.7048
+
+
+```
+
+```
+
+119/176 [===================>..........] - ETA: 9s - loss: 2.3287 - accuracy: 0.3917 - top-5-accuracy: 0.7049
+
+
+```
+
+```
+
+120/176 [===================>..........] - ETA: 9s - loss: 2.3289 - accuracy: 0.3914 - top-5-accuracy: 0.7049
+
+
+```
+
+```
+
+121/176 [===================>..........] - ETA: 9s - loss: 2.3290 - accuracy: 0.3914 - top-5-accuracy: 0.7049
+
+
+```
+
+```
+
+122/176 [===================>..........] - ETA: 9s - loss: 2.3304 - accuracy: 0.3911 - top-5-accuracy: 0.7046
+
+
+```
+
+```
+
+123/176 [===================>..........] - ETA: 9s - loss: 2.3301 - accuracy: 0.3909 - top-5-accuracy: 0.7048
+
+
+```
+
+```
+
+124/176 [====================>.........] - ETA: 8s - loss: 2.3296 - accuracy: 0.3909 - top-5-accuracy: 0.7050
+
+
+```
+
+```
+
+125/176 [====================>.........] - ETA: 8s - loss: 2.3309 - accuracy: 0.3907 - top-5-accuracy: 0.7048
+
+
+```
+
+```
+
+126/176 [====================>.........] - ETA: 8s - loss: 2.3320 - accuracy: 0.3904 - top-5-accuracy: 0.7048
+
+
+```
+
+```
+
+127/176 [====================>.........] - ETA: 8s - loss: 2.3321 - accuracy: 0.3907 - top-5-accuracy: 0.7047
+
+
+```
+
+```
+
+128/176 [====================>.........] - ETA: 8s - loss: 2.3313 - accuracy: 0.3910 - top-5-accuracy: 0.7047
+
+
+```
+
+```
+
+129/176 [====================>.........] - ETA: 8s - loss: 2.3300 - accuracy: 0.3914 - top-5-accuracy: 0.7050
+
+
+```
+
+```
+
+130/176 [=====================>........] - ETA: 7s - loss: 2.3294 - accuracy: 0.3915 - top-5-accuracy: 0.7051
+
+
+```
+
+```
+
+131/176 [=====================>........] - ETA: 7s - loss: 2.3299 - accuracy: 0.3912 - top-5-accuracy: 0.7053
+
+
+```
+
+```
+
+132/176 [=====================>........] - ETA: 7s - loss: 2.3295 - accuracy: 0.3911 - top-5-accuracy: 0.7052
+
+
+```
+
+```
+
+133/176 [=====================>........] - ETA: 7s - loss: 2.3306 - accuracy: 0.3908 - top-5-accuracy: 0.7050
+
+
+```
+
+```
+
+134/176 [=====================>........] - ETA: 7s - loss: 2.3301 - accuracy: 0.3911 - top-5-accuracy: 0.7051
+
+
+```
+
+```
+
+135/176 [======================>.......] - ETA: 7s - loss: 2.3309 - accuracy: 0.3911 - top-5-accuracy: 0.7048
+
+
+```
+
+```
+
+136/176 [======================>.......] - ETA: 6s - loss: 2.3321 - accuracy: 0.3909 - top-5-accuracy: 0.7046
+
+
+```
+
+```
+
+137/176 [======================>.......] - ETA: 6s - loss: 2.3318 - accuracy: 0.3907 - top-5-accuracy: 0.7046
+
+
+```
+
+```
+
+138/176 [======================>.......] - ETA: 6s - loss: 2.3333 - accuracy: 0.3906 - top-5-accuracy: 0.7043
+
+
+```
+
+```
+
+139/176 [======================>.......] - ETA: 6s - loss: 2.3332 - accuracy: 0.3906 - top-5-accuracy: 0.7042
+
+
+```
+
+```
+
+140/176 [======================>.......] - ETA: 6s - loss: 2.3329 - accuracy: 0.3905 - top-5-accuracy: 0.7044
+
+
+```
+
+```
+
+141/176 [=======================>......] - ETA: 6s - loss: 2.3323 - accuracy: 0.3904 - top-5-accuracy: 0.7047
+
+
+```
+
+```
+
+142/176 [=======================>......] - ETA: 5s - loss: 2.3316 - accuracy: 0.3904 - top-5-accuracy: 0.7046
+
+
+```
+
+```
+
+143/176 [=======================>......] - ETA: 5s - loss: 2.3322 - accuracy: 0.3902 - top-5-accuracy: 0.7041
+
+
+```
+
+```
+
+144/176 [=======================>......] - ETA: 5s - loss: 2.3314 - accuracy: 0.3904 - top-5-accuracy: 0.7041
+
+
+```
+
+```
+
+145/176 [=======================>......] - ETA: 5s - loss: 2.3321 - accuracy: 0.3902 - top-5-accuracy: 0.7040
+
+
+```
+
+```
+
+146/176 [=======================>......] - ETA: 5s - loss: 2.3331 - accuracy: 0.3900 - top-5-accuracy: 0.7038
+
+
+```
+
+```
+
+147/176 [========================>.....] - ETA: 5s - loss: 2.3342 - accuracy: 0.3897 - top-5-accuracy: 0.7036
+
+
+```
+
+```
+
+148/176 [========================>.....] - ETA: 4s - loss: 2.3346 - accuracy: 0.3892 - top-5-accuracy: 0.7036
+
+
+```
+
+```
+
+149/176 [========================>.....] - ETA: 4s - loss: 2.3335 - accuracy: 0.3895 - top-5-accuracy: 0.7038
+
+
+```
+
+```
+
+150/176 [========================>.....] - ETA: 4s - loss: 2.3341 - accuracy: 0.3892 - top-5-accuracy: 0.7038
+
+
+```
+
+```
+
+151/176 [========================>.....] - ETA: 4s - loss: 2.3340 - accuracy: 0.3893 - top-5-accuracy: 0.7037
+
+
+```
+
+```
+
+152/176 [========================>.....] - ETA: 4s - loss: 2.3340 - accuracy: 0.3894 - top-5-accuracy: 0.7036
+
+
+```
+
+```
+
+153/176 [=========================>....] - ETA: 3s - loss: 2.3338 - accuracy: 0.3893 - top-5-accuracy: 0.7035
+
+
+```
+
+```
+
+154/176 [=========================>....] - ETA: 3s - loss: 2.3348 - accuracy: 0.3892 - top-5-accuracy: 0.7031
+
+
+```
+
+```
+
+155/176 [=========================>....] - ETA: 3s - loss: 2.3345 - accuracy: 0.3894 - top-5-accuracy: 0.7031
+
+
+```
+
+```
+
+156/176 [=========================>....] - ETA: 3s - loss: 2.3343 - accuracy: 0.3893 - top-5-accuracy: 0.7030
+
+
+```
+
+```
+
+157/176 [=========================>....] - ETA: 3s - loss: 2.3349 - accuracy: 0.3891 - top-5-accuracy: 0.7030
+
+
+```
+
+```
+
+158/176 [=========================>....] - ETA: 3s - loss: 2.3338 - accuracy: 0.3891 - top-5-accuracy: 0.7031
+
+
+```
+
+```
+
+159/176 [==========================>...] - ETA: 2s - loss: 2.3334 - accuracy: 0.3894 - top-5-accuracy: 0.7032
+
+
+```
+
+```
+
+160/176 [==========================>...] - ETA: 2s - loss: 2.3336 - accuracy: 0.3894 - top-5-accuracy: 0.7030
+
+
+```
+
+```
+
+161/176 [==========================>...] - ETA: 2s - loss: 2.3341 - accuracy: 0.3894 - top-5-accuracy: 0.7029
+
+
+```
+
+```
+
+162/176 [==========================>...] - ETA: 2s - loss: 2.3337 - accuracy: 0.3896 - top-5-accuracy: 0.7030
+
+
+```
+
+```
+
+163/176 [==========================>...] - ETA: 2s - loss: 2.3337 - accuracy: 0.3895 - top-5-accuracy: 0.7031
+
+
+```
+
+```
+
+164/176 [==========================>...] - ETA: 2s - loss: 2.3330 - accuracy: 0.3897 - top-5-accuracy: 0.7034
+
+
+```
+
+```
+
+165/176 [===========================>..] - ETA: 1s - loss: 2.3329 - accuracy: 0.3898 - top-5-accuracy: 0.7034
+
+
+```
+
+```
+
+166/176 [===========================>..] - ETA: 1s - loss: 2.3334 - accuracy: 0.3899 - top-5-accuracy: 0.7035
+
+
+```
+
+```
+
+167/176 [===========================>..] - ETA: 1s - loss: 2.3336 - accuracy: 0.3900 - top-5-accuracy: 0.7033
+
+
+```
+
+```
+
+168/176 [===========================>..] - ETA: 1s - loss: 2.3330 - accuracy: 0.3902 - top-5-accuracy: 0.7037
+
+
+```
+
+```
+
+169/176 [===========================>..] - ETA: 1s - loss: 2.3319 - accuracy: 0.3903 - top-5-accuracy: 0.7038
+
+
+```
+
+```
+
+170/176 [===========================>..] - ETA: 1s - loss: 2.3310 - accuracy: 0.3904 - top-5-accuracy: 0.7040
+
+
+```
+
+```
+
+171/176 [============================>.] - ETA: 0s - loss: 2.3314 - accuracy: 0.3903 - top-5-accuracy: 0.7039
+
+
+```
+
+```
+
+172/176 [============================>.] - ETA: 0s - loss: 2.3334 - accuracy: 0.3899 - top-5-accuracy: 0.7034
+
+
+```
+
+```
+
+173/176 [============================>.] - ETA: 0s - loss: 2.3329 - accuracy: 0.3897 - top-5-accuracy: 0.7036
+
+
+```
+
+```
+
+174/176 [============================>.] - ETA: 0s - loss: 2.3323 - accuracy: 0.3900 - top-5-accuracy: 0.7035
+
+
+```
+
+```
+
+175/176 [============================>.] - ETA: 0s - loss: 2.3319 - accuracy: 0.3901 - top-5-accuracy: 0.7037
+
+
+```
+
+```
+
+176/176 [==============================] - ETA: 0s - loss: 2.3320 - accuracy: 0.3900 - top-5-accuracy: 0.7038
+
+
+```
+
+```
+
+176/176 [==============================] - 32s 179ms/step - loss: 2.3320 - accuracy: 0.3900 - top-5-accuracy: 0.7038 - val_loss: 2.1399 - val_accuracy: 0.4356 - val_top-5-accuracy: 0.7468
+
+
+
+```
+Epoch 19/50
+
+```
+
+
+ 1/176 [..............................] - ETA: 30s - loss: 2.0606 - accuracy: 0.4375 - top-5-accuracy: 0.7539
+
+
+```
+
+```
+
+ 2/176 [..............................] - ETA: 30s - loss: 2.0493 - accuracy: 0.4570 - top-5-accuracy: 0.7598
+
+
+```
+
+```
+
+ 3/176 [..............................] - ETA: 29s - loss: 2.1822 - accuracy: 0.4362 - top-5-accuracy: 0.7318
+
+
+```
+
+```
+
+ 4/176 [..............................] - ETA: 29s - loss: 2.1924 - accuracy: 0.4248 - top-5-accuracy: 0.7363
+
+
+```
+
+```
+
+ 5/176 [..............................] - ETA: 29s - loss: 2.1740 - accuracy: 0.4367 - top-5-accuracy: 0.7437
+
+
+```
+
+```
+
+ 6/176 [>.............................] - ETA: 29s - loss: 2.2193 - accuracy: 0.4232 - top-5-accuracy: 0.7376
+
+
+```
+
+```
+
+ 7/176 [>.............................] - ETA: 29s - loss: 2.2080 - accuracy: 0.4247 - top-5-accuracy: 0.7360
+
+
+```
+
+```
+
+ 8/176 [>.............................] - ETA: 29s - loss: 2.2106 - accuracy: 0.4282 - top-5-accuracy: 0.7329
+
+
+```
+
+```
+
+ 9/176 [>.............................] - ETA: 28s - loss: 2.1931 - accuracy: 0.4301 - top-5-accuracy: 0.7357
+
+
+```
+
+```
+
+ 10/176 [>.............................] - ETA: 28s - loss: 2.1983 - accuracy: 0.4297 - top-5-accuracy: 0.7352
+
+
+```
+
+```
+
+ 11/176 [>.............................] - ETA: 28s - loss: 2.1870 - accuracy: 0.4286 - top-5-accuracy: 0.7393
+
+
+```
+
+```
+
+ 12/176 [=>............................] - ETA: 28s - loss: 2.1931 - accuracy: 0.4294 - top-5-accuracy: 0.7360
+
+
+```
+
+```
+
+ 13/176 [=>............................] - ETA: 28s - loss: 2.1978 - accuracy: 0.4261 - top-5-accuracy: 0.7365
+
+
+```
+
+```
+
+ 14/176 [=>............................] - ETA: 28s - loss: 2.1898 - accuracy: 0.4261 - top-5-accuracy: 0.7380
+
+
+```
+
+```
+
+ 15/176 [=>............................] - ETA: 27s - loss: 2.1899 - accuracy: 0.4240 - top-5-accuracy: 0.7375
+
+
+```
+
+```
+
+ 16/176 [=>............................] - ETA: 27s - loss: 2.2060 - accuracy: 0.4211 - top-5-accuracy: 0.7344
+
+
+```
+
+```
+
+ 17/176 [=>............................] - ETA: 27s - loss: 2.1971 - accuracy: 0.4223 - top-5-accuracy: 0.7346
+
+
+```
+
+```
+
+ 18/176 [==>...........................] - ETA: 27s - loss: 2.2091 - accuracy: 0.4182 - top-5-accuracy: 0.7318
+
+
+```
+
+```
+
+ 19/176 [==>...........................] - ETA: 27s - loss: 2.2194 - accuracy: 0.4182 - top-5-accuracy: 0.7280
+
+
+```
+
+```
+
+ 20/176 [==>...........................] - ETA: 26s - loss: 2.2357 - accuracy: 0.4160 - top-5-accuracy: 0.7256
+
+
+```
+
+```
+
+ 21/176 [==>...........................] - ETA: 26s - loss: 2.2447 - accuracy: 0.4128 - top-5-accuracy: 0.7234
+
+
+```
+
+```
+
+ 22/176 [==>...........................] - ETA: 26s - loss: 2.2529 - accuracy: 0.4091 - top-5-accuracy: 0.7203
+
+
+```
+
+```
+
+ 23/176 [==>...........................] - ETA: 26s - loss: 2.2507 - accuracy: 0.4086 - top-5-accuracy: 0.7208
+
+
+```
+
+```
+
+ 24/176 [===>..........................] - ETA: 26s - loss: 2.2506 - accuracy: 0.4092 - top-5-accuracy: 0.7204
+
+
+```
+
+```
+
+ 25/176 [===>..........................] - ETA: 26s - loss: 2.2481 - accuracy: 0.4109 - top-5-accuracy: 0.7203
+
+
+```
+
+```
+
+ 26/176 [===>..........................] - ETA: 25s - loss: 2.2480 - accuracy: 0.4117 - top-5-accuracy: 0.7201
+
+
+```
+
+```
+
+ 27/176 [===>..........................] - ETA: 25s - loss: 2.2465 - accuracy: 0.4115 - top-5-accuracy: 0.7208
+
+
+```
+
+```
+
+ 28/176 [===>..........................] - ETA: 25s - loss: 2.2429 - accuracy: 0.4118 - top-5-accuracy: 0.7217
+
+
+```
+
+```
+
+ 29/176 [===>..........................] - ETA: 25s - loss: 2.2491 - accuracy: 0.4092 - top-5-accuracy: 0.7208
+
+
+```
+
+```
+
+ 30/176 [====>.........................] - ETA: 25s - loss: 2.2523 - accuracy: 0.4087 - top-5-accuracy: 0.7211
+
+
+```
+
+```
+
+ 31/176 [====>.........................] - ETA: 25s - loss: 2.2518 - accuracy: 0.4074 - top-5-accuracy: 0.7206
+
+
+```
+
+```
+
+ 32/176 [====>.........................] - ETA: 24s - loss: 2.2498 - accuracy: 0.4092 - top-5-accuracy: 0.7209
+
+
+```
+
+```
+
+ 33/176 [====>.........................] - ETA: 24s - loss: 2.2485 - accuracy: 0.4089 - top-5-accuracy: 0.7221
+
+
+```
+
+```
+
+ 34/176 [====>.........................] - ETA: 24s - loss: 2.2529 - accuracy: 0.4083 - top-5-accuracy: 0.7217
+
+
+```
+
+```
+
+ 35/176 [====>.........................] - ETA: 24s - loss: 2.2525 - accuracy: 0.4088 - top-5-accuracy: 0.7210
+
+
+```
+
+```
+
+ 36/176 [=====>........................] - ETA: 24s - loss: 2.2541 - accuracy: 0.4080 - top-5-accuracy: 0.7210
+
+
+```
+
+```
+
+ 37/176 [=====>........................] - ETA: 24s - loss: 2.2517 - accuracy: 0.4087 - top-5-accuracy: 0.7227
+
+
+```
+
+```
+
+ 38/176 [=====>........................] - ETA: 23s - loss: 2.2472 - accuracy: 0.4100 - top-5-accuracy: 0.7233
+
+
+```
+
+```
+
+ 39/176 [=====>........................] - ETA: 23s - loss: 2.2505 - accuracy: 0.4082 - top-5-accuracy: 0.7228
+
+
+```
+
+```
+
+ 40/176 [=====>........................] - ETA: 23s - loss: 2.2571 - accuracy: 0.4071 - top-5-accuracy: 0.7209
+
+
+```
+
+```
+
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+
+
+```
+
+```
+
+ 42/176 [======>.......................] - ETA: 23s - loss: 2.2564 - accuracy: 0.4083 - top-5-accuracy: 0.7212
+
+
+```
+
+```
+
+ 43/176 [======>.......................] - ETA: 23s - loss: 2.2601 - accuracy: 0.4075 - top-5-accuracy: 0.7202
+
+
+```
+
+```
+
+ 44/176 [======>.......................] - ETA: 22s - loss: 2.2633 - accuracy: 0.4055 - top-5-accuracy: 0.7204
+
+
+```
+
+```
+
+ 45/176 [======>.......................] - ETA: 22s - loss: 2.2659 - accuracy: 0.4043 - top-5-accuracy: 0.7202
+
+
+```
+
+```
+
+ 46/176 [======>.......................] - ETA: 22s - loss: 2.2670 - accuracy: 0.4040 - top-5-accuracy: 0.7196
+
+
+```
+
+```
+
+ 47/176 [=======>......................] - ETA: 22s - loss: 2.2672 - accuracy: 0.4046 - top-5-accuracy: 0.7190
+
+
+```
+
+```
+
+ 48/176 [=======>......................] - ETA: 22s - loss: 2.2643 - accuracy: 0.4062 - top-5-accuracy: 0.7192
+
+
+```
+
+```
+
+ 49/176 [=======>......................] - ETA: 21s - loss: 2.2708 - accuracy: 0.4051 - top-5-accuracy: 0.7180
+
+
+```
+
+```
+
+ 50/176 [=======>......................] - ETA: 21s - loss: 2.2689 - accuracy: 0.4056 - top-5-accuracy: 0.7183
+
+
+```
+
+```
+
+ 51/176 [=======>......................] - ETA: 21s - loss: 2.2705 - accuracy: 0.4056 - top-5-accuracy: 0.7188
+
+
+```
+
+```
+
+ 52/176 [=======>......................] - ETA: 21s - loss: 2.2687 - accuracy: 0.4067 - top-5-accuracy: 0.7200
+
+
+```
+
+```
+
+ 53/176 [========>.....................] - ETA: 21s - loss: 2.2732 - accuracy: 0.4057 - top-5-accuracy: 0.7195
+
+
+```
+
+```
+
+ 54/176 [========>.....................] - ETA: 21s - loss: 2.2768 - accuracy: 0.4048 - top-5-accuracy: 0.7194
+
+
+```
+
+```
+
+ 55/176 [========>.....................] - ETA: 20s - loss: 2.2755 - accuracy: 0.4049 - top-5-accuracy: 0.7198
+
+
+```
+
+```
+
+ 56/176 [========>.....................] - ETA: 20s - loss: 2.2709 - accuracy: 0.4060 - top-5-accuracy: 0.7209
+
+
+```
+
+```
+
+ 57/176 [========>.....................] - ETA: 20s - loss: 2.2714 - accuracy: 0.4055 - top-5-accuracy: 0.7204
+
+
+```
+
+```
+
+ 58/176 [========>.....................] - ETA: 20s - loss: 2.2700 - accuracy: 0.4058 - top-5-accuracy: 0.7208
+
+
+```
+
+```
+
+ 59/176 [=========>....................] - ETA: 20s - loss: 2.2706 - accuracy: 0.4053 - top-5-accuracy: 0.7205
+
+
+```
+
+```
+
+ 60/176 [=========>....................] - ETA: 20s - loss: 2.2695 - accuracy: 0.4054 - top-5-accuracy: 0.7207
+
+
+```
+
+```
+
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+
+
+```
+
+```
+
+ 62/176 [=========>....................] - ETA: 19s - loss: 2.2713 - accuracy: 0.4046 - top-5-accuracy: 0.7202
+
+
+```
+
+```
+
+ 63/176 [=========>....................] - ETA: 19s - loss: 2.2747 - accuracy: 0.4036 - top-5-accuracy: 0.7198
+
+
+```
+
+```
+
+ 64/176 [=========>....................] - ETA: 19s - loss: 2.2751 - accuracy: 0.4033 - top-5-accuracy: 0.7200
+
+
+```
+
+```
+
+ 65/176 [==========>...................] - ETA: 19s - loss: 2.2757 - accuracy: 0.4032 - top-5-accuracy: 0.7201
+
+
+```
+
+```
+
+ 66/176 [==========>...................] - ETA: 19s - loss: 2.2766 - accuracy: 0.4029 - top-5-accuracy: 0.7203
+
+
+```
+
+```
+
+ 67/176 [==========>...................] - ETA: 18s - loss: 2.2775 - accuracy: 0.4028 - top-5-accuracy: 0.7202
+
+
+```
+
+```
+
+ 68/176 [==========>...................] - ETA: 18s - loss: 2.2777 - accuracy: 0.4029 - top-5-accuracy: 0.7203
+
+
+```
+
+```
+
+ 69/176 [==========>...................] - ETA: 18s - loss: 2.2778 - accuracy: 0.4025 - top-5-accuracy: 0.7205
+
+
+```
+
+```
+
+ 70/176 [==========>...................] - ETA: 18s - loss: 2.2788 - accuracy: 0.4023 - top-5-accuracy: 0.7199
+
+
+```
+
+```
+
+ 71/176 [===========>..................] - ETA: 18s - loss: 2.2767 - accuracy: 0.4031 - top-5-accuracy: 0.7206
+
+
+```
+
+```
+
+ 72/176 [===========>..................] - ETA: 17s - loss: 2.2754 - accuracy: 0.4035 - top-5-accuracy: 0.7204
+
+
+```
+
+```
+
+ 73/176 [===========>..................] - ETA: 17s - loss: 2.2762 - accuracy: 0.4035 - top-5-accuracy: 0.7200
+
+
+```
+
+```
+
+ 74/176 [===========>..................] - ETA: 17s - loss: 2.2742 - accuracy: 0.4039 - top-5-accuracy: 0.7202
+
+
+```
+
+```
+
+ 75/176 [===========>..................] - ETA: 17s - loss: 2.2730 - accuracy: 0.4040 - top-5-accuracy: 0.7203
+
+
+```
+
+```
+
+ 76/176 [===========>..................] - ETA: 17s - loss: 2.2719 - accuracy: 0.4042 - top-5-accuracy: 0.7206
+
+
+```
+
+```
+
+ 77/176 [============>.................] - ETA: 17s - loss: 2.2724 - accuracy: 0.4040 - top-5-accuracy: 0.7210
+
+
+```
+
+```
+
+ 78/176 [============>.................] - ETA: 16s - loss: 2.2728 - accuracy: 0.4035 - top-5-accuracy: 0.7208
+
+
+```
+
+```
+
+ 79/176 [============>.................] - ETA: 16s - loss: 2.2734 - accuracy: 0.4035 - top-5-accuracy: 0.7209
+
+
+```
+
+```
+
+ 80/176 [============>.................] - ETA: 16s - loss: 2.2747 - accuracy: 0.4031 - top-5-accuracy: 0.7203
+
+
+```
+
+```
+
+ 81/176 [============>.................] - ETA: 16s - loss: 2.2746 - accuracy: 0.4030 - top-5-accuracy: 0.7204
+
+
+```
+
+```
+
+ 82/176 [============>.................] - ETA: 16s - loss: 2.2760 - accuracy: 0.4024 - top-5-accuracy: 0.7201
+
+
+```
+
+```
+
+ 83/176 [=============>................] - ETA: 16s - loss: 2.2767 - accuracy: 0.4023 - top-5-accuracy: 0.7201
+
+
+```
+
+```
+
+ 84/176 [=============>................] - ETA: 15s - loss: 2.2750 - accuracy: 0.4026 - top-5-accuracy: 0.7202
+
+
+```
+
+```
+
+ 85/176 [=============>................] - ETA: 15s - loss: 2.2734 - accuracy: 0.4026 - top-5-accuracy: 0.7208
+
+
+```
+
+```
+
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+
+
+```
+
+```
+
+ 87/176 [=============>................] - ETA: 15s - loss: 2.2738 - accuracy: 0.4027 - top-5-accuracy: 0.7204
+
+
+```
+
+```
+
+ 88/176 [==============>...............] - ETA: 15s - loss: 2.2739 - accuracy: 0.4031 - top-5-accuracy: 0.7205
+
+
+```
+
+```
+
+ 89/176 [==============>...............] - ETA: 15s - loss: 2.2734 - accuracy: 0.4030 - top-5-accuracy: 0.7205
+
+
+```
+
+```
+
+ 90/176 [==============>...............] - ETA: 14s - loss: 2.2733 - accuracy: 0.4030 - top-5-accuracy: 0.7203
+
+
+```
+
+```
+
+ 91/176 [==============>...............] - ETA: 14s - loss: 2.2743 - accuracy: 0.4030 - top-5-accuracy: 0.7204
+
+
+```
+
+```
+
+ 92/176 [==============>...............] - ETA: 14s - loss: 2.2737 - accuracy: 0.4027 - top-5-accuracy: 0.7203
+
+
+```
+
+```
+
+ 93/176 [==============>...............] - ETA: 14s - loss: 2.2726 - accuracy: 0.4028 - top-5-accuracy: 0.7207
+
+
+```
+
+```
+
+ 94/176 [===============>..............] - ETA: 14s - loss: 2.2722 - accuracy: 0.4031 - top-5-accuracy: 0.7207
+
+
+```
+
+```
+
+ 95/176 [===============>..............] - ETA: 14s - loss: 2.2719 - accuracy: 0.4030 - top-5-accuracy: 0.7205
+
+
+```
+
+```
+
+ 96/176 [===============>..............] - ETA: 13s - loss: 2.2725 - accuracy: 0.4028 - top-5-accuracy: 0.7205
+
+
+```
+
+```
+
+ 97/176 [===============>..............] - ETA: 13s - loss: 2.2721 - accuracy: 0.4029 - top-5-accuracy: 0.7204
+
+
+```
+
+```
+
+ 98/176 [===============>..............] - ETA: 13s - loss: 2.2722 - accuracy: 0.4030 - top-5-accuracy: 0.7203
+
+
+```
+
+```
+
+ 99/176 [===============>..............] - ETA: 13s - loss: 2.2710 - accuracy: 0.4031 - top-5-accuracy: 0.7204
+
+
+```
+
+```
+
+100/176 [================>.............] - ETA: 13s - loss: 2.2707 - accuracy: 0.4032 - top-5-accuracy: 0.7205
+
+
+```
+
+```
+
+101/176 [================>.............] - ETA: 12s - loss: 2.2697 - accuracy: 0.4033 - top-5-accuracy: 0.7206
+
+
+```
+
+```
+
+102/176 [================>.............] - ETA: 12s - loss: 2.2696 - accuracy: 0.4031 - top-5-accuracy: 0.7204
+
+
+```
+
+```
+
+103/176 [================>.............] - ETA: 12s - loss: 2.2711 - accuracy: 0.4028 - top-5-accuracy: 0.7202
+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
+108/176 [=================>............] - ETA: 11s - loss: 2.2727 - accuracy: 0.4022 - top-5-accuracy: 0.7198
+
+
+```
+
+```
+
+109/176 [=================>............] - ETA: 11s - loss: 2.2717 - accuracy: 0.4025 - top-5-accuracy: 0.7200
+
+
+```
+
+```
+
+110/176 [=================>............] - ETA: 11s - loss: 2.2718 - accuracy: 0.4023 - top-5-accuracy: 0.7198
+
+
+```
+
+```
+
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+
+
+```
+
+```
+
+112/176 [==================>...........] - ETA: 11s - loss: 2.2739 - accuracy: 0.4014 - top-5-accuracy: 0.7197
+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
+132/176 [=====================>........] - ETA: 7s - loss: 2.2785 - accuracy: 0.4008 - top-5-accuracy: 0.7186
+
+
+```
+
+```
+
+133/176 [=====================>........] - ETA: 7s - loss: 2.2778 - accuracy: 0.4010 - top-5-accuracy: 0.7188
+
+
+```
+
+```
+
+134/176 [=====================>........] - ETA: 7s - loss: 2.2764 - accuracy: 0.4011 - top-5-accuracy: 0.7189
+
+
+```
+
+```
+
+135/176 [======================>.......] - ETA: 7s - loss: 2.2772 - accuracy: 0.4010 - top-5-accuracy: 0.7188
+
+
+```
+
+```
+
+136/176 [======================>.......] - ETA: 6s - loss: 2.2762 - accuracy: 0.4009 - top-5-accuracy: 0.7186
+
+
+```
+
+```
+
+137/176 [======================>.......] - ETA: 6s - loss: 2.2761 - accuracy: 0.4008 - top-5-accuracy: 0.7186
+
+
+```
+
+```
+
+138/176 [======================>.......] - ETA: 6s - loss: 2.2766 - accuracy: 0.4006 - top-5-accuracy: 0.7184
+
+
+```
+
+```
+
+139/176 [======================>.......] - ETA: 6s - loss: 2.2769 - accuracy: 0.4006 - top-5-accuracy: 0.7181
+
+
+```
+
+```
+
+140/176 [======================>.......] - ETA: 6s - loss: 2.2768 - accuracy: 0.4005 - top-5-accuracy: 0.7182
+
+
+```
+
+```
+
+141/176 [=======================>......] - ETA: 6s - loss: 2.2767 - accuracy: 0.4006 - top-5-accuracy: 0.7182
+
+
+```
+
+```
+
+142/176 [=======================>......] - ETA: 5s - loss: 2.2752 - accuracy: 0.4011 - top-5-accuracy: 0.7184
+
+
+```
+
+```
+
+143/176 [=======================>......] - ETA: 5s - loss: 2.2755 - accuracy: 0.4011 - top-5-accuracy: 0.7182
+
+
+```
+
+```
+
+144/176 [=======================>......] - ETA: 5s - loss: 2.2761 - accuracy: 0.4009 - top-5-accuracy: 0.7180
+
+
+```
+
+```
+
+145/176 [=======================>......] - ETA: 5s - loss: 2.2756 - accuracy: 0.4011 - top-5-accuracy: 0.7182
+
+
+```
+
+```
+
+146/176 [=======================>......] - ETA: 5s - loss: 2.2759 - accuracy: 0.4011 - top-5-accuracy: 0.7181
+
+
+```
+
+```
+
+147/176 [========================>.....] - ETA: 5s - loss: 2.2772 - accuracy: 0.4008 - top-5-accuracy: 0.7177
+
+
+```
+
+```
+
+148/176 [========================>.....] - ETA: 4s - loss: 2.2776 - accuracy: 0.4007 - top-5-accuracy: 0.7177
+
+
+```
+
+```
+
+149/176 [========================>.....] - ETA: 4s - loss: 2.2767 - accuracy: 0.4009 - top-5-accuracy: 0.7180
+
+
+```
+
+```
+
+150/176 [========================>.....] - ETA: 4s - loss: 2.2772 - accuracy: 0.4008 - top-5-accuracy: 0.7177
+
+
+```
+
+```
+
+151/176 [========================>.....] - ETA: 4s - loss: 2.2787 - accuracy: 0.4004 - top-5-accuracy: 0.7171
+
+
+```
+
+```
+
+152/176 [========================>.....] - ETA: 4s - loss: 2.2786 - accuracy: 0.4003 - top-5-accuracy: 0.7172
+
+
+```
+
+```
+
+153/176 [=========================>....] - ETA: 3s - loss: 2.2773 - accuracy: 0.4006 - top-5-accuracy: 0.7174
+
+
+```
+
+```
+
+154/176 [=========================>....] - ETA: 3s - loss: 2.2776 - accuracy: 0.4005 - top-5-accuracy: 0.7173
+
+
+```
+
+```
+
+155/176 [=========================>....] - ETA: 3s - loss: 2.2768 - accuracy: 0.4009 - top-5-accuracy: 0.7174
+
+
+```
+
+```
+
+156/176 [=========================>....] - ETA: 3s - loss: 2.2759 - accuracy: 0.4011 - top-5-accuracy: 0.7175
+
+
+```
+
+```
+
+157/176 [=========================>....] - ETA: 3s - loss: 2.2758 - accuracy: 0.4012 - top-5-accuracy: 0.7174
+
+
+```
+
+```
+
+158/176 [=========================>....] - ETA: 3s - loss: 2.2747 - accuracy: 0.4013 - top-5-accuracy: 0.7176
+
+
+```
+
+```
+
+159/176 [==========================>...] - ETA: 2s - loss: 2.2752 - accuracy: 0.4013 - top-5-accuracy: 0.7176
+
+
+```
+
+```
+
+160/176 [==========================>...] - ETA: 2s - loss: 2.2748 - accuracy: 0.4014 - top-5-accuracy: 0.7177
+
+
+```
+
+```
+
+161/176 [==========================>...] - ETA: 2s - loss: 2.2742 - accuracy: 0.4015 - top-5-accuracy: 0.7177
+
+
+```
+
+```
+
+162/176 [==========================>...] - ETA: 2s - loss: 2.2748 - accuracy: 0.4012 - top-5-accuracy: 0.7175
+
+
+```
+
+```
+
+163/176 [==========================>...] - ETA: 2s - loss: 2.2748 - accuracy: 0.4011 - top-5-accuracy: 0.7176
+
+
+```
+
+```
+
+164/176 [==========================>...] - ETA: 2s - loss: 2.2751 - accuracy: 0.4010 - top-5-accuracy: 0.7175
+
+
+```
+
+```
+
+165/176 [===========================>..] - ETA: 1s - loss: 2.2741 - accuracy: 0.4011 - top-5-accuracy: 0.7177
+
+
+```
+
+```
+
+166/176 [===========================>..] - ETA: 1s - loss: 2.2741 - accuracy: 0.4009 - top-5-accuracy: 0.7177
+
+
+```
+
+```
+
+167/176 [===========================>..] - ETA: 1s - loss: 2.2735 - accuracy: 0.4013 - top-5-accuracy: 0.7177
+
+
+```
+
+```
+
+168/176 [===========================>..] - ETA: 1s - loss: 2.2734 - accuracy: 0.4012 - top-5-accuracy: 0.7178
+
+
+```
+
+```
+
+169/176 [===========================>..] - ETA: 1s - loss: 2.2737 - accuracy: 0.4010 - top-5-accuracy: 0.7177
+
+
+```
+
+```
+
+170/176 [===========================>..] - ETA: 1s - loss: 2.2739 - accuracy: 0.4010 - top-5-accuracy: 0.7176
+
+
+```
+
+```
+
+171/176 [============================>.] - ETA: 0s - loss: 2.2746 - accuracy: 0.4011 - top-5-accuracy: 0.7174
+
+
+```
+
+```
+
+172/176 [============================>.] - ETA: 0s - loss: 2.2747 - accuracy: 0.4014 - top-5-accuracy: 0.7173
+
+
+```
+
+```
+
+173/176 [============================>.] - ETA: 0s - loss: 2.2749 - accuracy: 0.4013 - top-5-accuracy: 0.7172
+
+
+```
+
+```
+
+174/176 [============================>.] - ETA: 0s - loss: 2.2749 - accuracy: 0.4011 - top-5-accuracy: 0.7173
+
+
+```
+
+```
+
+175/176 [============================>.] - ETA: 0s - loss: 2.2746 - accuracy: 0.4012 - top-5-accuracy: 0.7174
+
+
+```
+
+```
+
+176/176 [==============================] - ETA: 0s - loss: 2.2740 - accuracy: 0.4012 - top-5-accuracy: 0.7176
+
+
+```
+
+```
+
+176/176 [==============================] - 32s 179ms/step - loss: 2.2740 - accuracy: 0.4012 - top-5-accuracy: 0.7176 - val_loss: 2.1264 - val_accuracy: 0.4318 - val_top-5-accuracy: 0.7408
+
+
+
+```
+Epoch 20/50
+
+```
+
+
+ 1/176 [..............................] - ETA: 30s - loss: 2.1338 - accuracy: 0.4336 - top-5-accuracy: 0.7383
+
+
+```
+
+```
+
+ 2/176 [..............................] - ETA: 30s - loss: 2.1340 - accuracy: 0.4277 - top-5-accuracy: 0.7441
+
+
+```
+
+```
+
+ 3/176 [..............................] - ETA: 29s - loss: 2.1971 - accuracy: 0.4245 - top-5-accuracy: 0.7292
+
+
+```
+
+```
+
+ 4/176 [..............................] - ETA: 29s - loss: 2.2053 - accuracy: 0.4199 - top-5-accuracy: 0.7324
+
+
+```
+
+```
+
+ 5/176 [..............................] - ETA: 29s - loss: 2.2048 - accuracy: 0.4227 - top-5-accuracy: 0.7336
+
+
+```
+
+```
+
+ 6/176 [>.............................] - ETA: 29s - loss: 2.2319 - accuracy: 0.4121 - top-5-accuracy: 0.7311
+
+
+```
+
+```
+
+ 7/176 [>.............................] - ETA: 29s - loss: 2.2266 - accuracy: 0.4157 - top-5-accuracy: 0.7316
+
+
+```
+
+```
+
+ 8/176 [>.............................] - ETA: 29s - loss: 2.2285 - accuracy: 0.4102 - top-5-accuracy: 0.7290
+
+
+```
+
+```
+
+ 9/176 [>.............................] - ETA: 28s - loss: 2.2054 - accuracy: 0.4102 - top-5-accuracy: 0.7339
+
+
+```
+
+```
+
+ 10/176 [>.............................] - ETA: 28s - loss: 2.2061 - accuracy: 0.4129 - top-5-accuracy: 0.7332
+
+
+```
+
+```
+
+ 11/176 [>.............................] - ETA: 28s - loss: 2.1941 - accuracy: 0.4155 - top-5-accuracy: 0.7351
+
+
+```
+
+```
+
+ 12/176 [=>............................] - ETA: 28s - loss: 2.2099 - accuracy: 0.4150 - top-5-accuracy: 0.7295
+
+
+```
+
+```
+
+ 13/176 [=>............................] - ETA: 28s - loss: 2.2145 - accuracy: 0.4147 - top-5-accuracy: 0.7281
+
+
+```
+
+```
+
+ 14/176 [=>............................] - ETA: 27s - loss: 2.2050 - accuracy: 0.4180 - top-5-accuracy: 0.7296
+
+
+```
+
+```
+
+ 15/176 [=>............................] - ETA: 27s - loss: 2.1927 - accuracy: 0.4216 - top-5-accuracy: 0.7305
+
+
+```
+
+```
+
+ 16/176 [=>............................] - ETA: 27s - loss: 2.1925 - accuracy: 0.4197 - top-5-accuracy: 0.7317
+
+
+```
+
+```
+
+ 17/176 [=>............................] - ETA: 27s - loss: 2.1809 - accuracy: 0.4205 - top-5-accuracy: 0.7348
+
+
+```
+
+```
+
+ 18/176 [==>...........................] - ETA: 27s - loss: 2.2011 - accuracy: 0.4175 - top-5-accuracy: 0.7309
+
+
+```
+
+```
+
+ 19/176 [==>...........................] - ETA: 27s - loss: 2.2088 - accuracy: 0.4159 - top-5-accuracy: 0.7301
+
+
+```
+
+```
+
+ 20/176 [==>...........................] - ETA: 26s - loss: 2.2129 - accuracy: 0.4139 - top-5-accuracy: 0.7291
+
+
+```
+
+```
+
+ 21/176 [==>...........................] - ETA: 26s - loss: 2.2123 - accuracy: 0.4126 - top-5-accuracy: 0.7299
+
+
+```
+
+```
+
+ 22/176 [==>...........................] - ETA: 26s - loss: 2.2180 - accuracy: 0.4128 - top-5-accuracy: 0.7294
+
+
+```
+
+```
+
+ 23/176 [==>...........................] - ETA: 26s - loss: 2.2206 - accuracy: 0.4127 - top-5-accuracy: 0.7272
+
+
+```
+
+```
+
+ 24/176 [===>..........................] - ETA: 26s - loss: 2.2173 - accuracy: 0.4123 - top-5-accuracy: 0.7282
+
+
+```
+
+```
+
+ 25/176 [===>..........................] - ETA: 26s - loss: 2.2189 - accuracy: 0.4112 - top-5-accuracy: 0.7280
+
+
+```
+
+```
+
+ 26/176 [===>..........................] - ETA: 25s - loss: 2.2212 - accuracy: 0.4120 - top-5-accuracy: 0.7267
+
+
+```
+
+```
+
+ 27/176 [===>..........................] - ETA: 25s - loss: 2.2193 - accuracy: 0.4129 - top-5-accuracy: 0.7266
+
+
+```
+
+```
+
+ 28/176 [===>..........................] - ETA: 25s - loss: 2.2184 - accuracy: 0.4122 - top-5-accuracy: 0.7277
+
+
+```
+
+```
+
+ 29/176 [===>..........................] - ETA: 25s - loss: 2.2174 - accuracy: 0.4126 - top-5-accuracy: 0.7272
+
+
+```
+
+```
+
+ 30/176 [====>.........................] - ETA: 25s - loss: 2.2204 - accuracy: 0.4124 - top-5-accuracy: 0.7266
+
+
+```
+
+```
+
+ 31/176 [====>.........................] - ETA: 25s - loss: 2.2190 - accuracy: 0.4126 - top-5-accuracy: 0.7269
+
+
+```
+
+```
+
+ 32/176 [====>.........................] - ETA: 24s - loss: 2.2248 - accuracy: 0.4114 - top-5-accuracy: 0.7260
+
+
+```
+
+```
+
+ 33/176 [====>.........................] - ETA: 24s - loss: 2.2288 - accuracy: 0.4106 - top-5-accuracy: 0.7254
+
+
+```
+
+```
+
+ 34/176 [====>.........................] - ETA: 24s - loss: 2.2186 - accuracy: 0.4128 - top-5-accuracy: 0.7275
+
+
+```
+
+```
+
+ 35/176 [====>.........................] - ETA: 24s - loss: 2.2217 - accuracy: 0.4102 - top-5-accuracy: 0.7276
+
+
+```
+
+```
+
+ 36/176 [=====>........................] - ETA: 24s - loss: 2.2191 - accuracy: 0.4111 - top-5-accuracy: 0.7278
+
+
+```
+
+```
+
+ 37/176 [=====>........................] - ETA: 24s - loss: 2.2139 - accuracy: 0.4125 - top-5-accuracy: 0.7293
+
+
+```
+
+```
+
+ 38/176 [=====>........................] - ETA: 23s - loss: 2.2124 - accuracy: 0.4132 - top-5-accuracy: 0.7300
+
+
+```
+
+```
+
+ 39/176 [=====>........................] - ETA: 23s - loss: 2.2125 - accuracy: 0.4138 - top-5-accuracy: 0.7299
+
+
+```
+
+```
+
+ 40/176 [=====>........................] - ETA: 23s - loss: 2.2143 - accuracy: 0.4128 - top-5-accuracy: 0.7296
+
+
+```
+
+```
+
+ 41/176 [=====>........................] - ETA: 23s - loss: 2.2108 - accuracy: 0.4138 - top-5-accuracy: 0.7302
+
+
+```
+
+```
+
+ 42/176 [======>.......................] - ETA: 23s - loss: 2.2144 - accuracy: 0.4131 - top-5-accuracy: 0.7296
+
+
+```
+
+```
+
+ 43/176 [======>.......................] - ETA: 22s - loss: 2.2169 - accuracy: 0.4121 - top-5-accuracy: 0.7286
+
+
+```
+
+```
+
+ 44/176 [======>.......................] - ETA: 22s - loss: 2.2153 - accuracy: 0.4122 - top-5-accuracy: 0.7284
+
+
+```
+
+```
+
+ 45/176 [======>.......................] - ETA: 22s - loss: 2.2171 - accuracy: 0.4119 - top-5-accuracy: 0.7286
+
+
+```
+
+```
+
+ 46/176 [======>.......................] - ETA: 22s - loss: 2.2184 - accuracy: 0.4125 - top-5-accuracy: 0.7279
+
+
+```
+
+```
+
+ 47/176 [=======>......................] - ETA: 22s - loss: 2.2187 - accuracy: 0.4123 - top-5-accuracy: 0.7281
+
+
+```
+
+```
+
+ 48/176 [=======>......................] - ETA: 22s - loss: 2.2182 - accuracy: 0.4124 - top-5-accuracy: 0.7284
+
+
+```
+
+```
+
+ 49/176 [=======>......................] - ETA: 21s - loss: 2.2191 - accuracy: 0.4120 - top-5-accuracy: 0.7280
+
+
+```
+
+```
+
+ 50/176 [=======>......................] - ETA: 21s - loss: 2.2184 - accuracy: 0.4119 - top-5-accuracy: 0.7287
+
+
+```
+
+```
+
+ 51/176 [=======>......................] - ETA: 21s - loss: 2.2171 - accuracy: 0.4118 - top-5-accuracy: 0.7286
+
+
+```
+
+```
+
+ 52/176 [=======>......................] - ETA: 21s - loss: 2.2158 - accuracy: 0.4118 - top-5-accuracy: 0.7284
+
+
+```
+
+```
+
+ 53/176 [========>.....................] - ETA: 21s - loss: 2.2137 - accuracy: 0.4127 - top-5-accuracy: 0.7285
+
+
+```
+
+```
+
+ 54/176 [========>.....................] - ETA: 21s - loss: 2.2137 - accuracy: 0.4119 - top-5-accuracy: 0.7290
+
+
+```
+
+```
+
+ 55/176 [========>.....................] - ETA: 20s - loss: 2.2150 - accuracy: 0.4122 - top-5-accuracy: 0.7292
+
+
+```
+
+```
+
+ 56/176 [========>.....................] - ETA: 20s - loss: 2.2172 - accuracy: 0.4109 - top-5-accuracy: 0.7287
+
+
+```
+
+```
+
+ 57/176 [========>.....................] - ETA: 20s - loss: 2.2174 - accuracy: 0.4112 - top-5-accuracy: 0.7288
+
+
+```
+
+```
+
+ 58/176 [========>.....................] - ETA: 20s - loss: 2.2155 - accuracy: 0.4110 - top-5-accuracy: 0.7291
+
+
+```
+
+```
+
+ 59/176 [=========>....................] - ETA: 20s - loss: 2.2156 - accuracy: 0.4103 - top-5-accuracy: 0.7288
+
+
+```
+
+```
+
+ 60/176 [=========>....................] - ETA: 20s - loss: 2.2149 - accuracy: 0.4103 - top-5-accuracy: 0.7288
+
+
+```
+
+```
+
+ 61/176 [=========>....................] - ETA: 19s - loss: 2.2147 - accuracy: 0.4105 - top-5-accuracy: 0.7286
+
+
+```
+
+```
+
+ 62/176 [=========>....................] - ETA: 19s - loss: 2.2166 - accuracy: 0.4103 - top-5-accuracy: 0.7280
+
+
+```
+
+```
+
+ 63/176 [=========>....................] - ETA: 19s - loss: 2.2185 - accuracy: 0.4108 - top-5-accuracy: 0.7277
+
+
+```
+
+```
+
+ 64/176 [=========>....................] - ETA: 19s - loss: 2.2197 - accuracy: 0.4103 - top-5-accuracy: 0.7273
+
+
+```
+
+```
+
+ 65/176 [==========>...................] - ETA: 19s - loss: 2.2195 - accuracy: 0.4105 - top-5-accuracy: 0.7271
+
+
+```
+
+```
+
+ 66/176 [==========>...................] - ETA: 19s - loss: 2.2187 - accuracy: 0.4111 - top-5-accuracy: 0.7275
+
+
+```
+
+```
+
+ 67/176 [==========>...................] - ETA: 18s - loss: 2.2198 - accuracy: 0.4109 - top-5-accuracy: 0.7272
+
+
+```
+
+```
+
+ 68/176 [==========>...................] - ETA: 18s - loss: 2.2200 - accuracy: 0.4111 - top-5-accuracy: 0.7272
+
+
+```
+
+```
+
+ 69/176 [==========>...................] - ETA: 18s - loss: 2.2202 - accuracy: 0.4105 - top-5-accuracy: 0.7268
+
+
+```
+
+```
+
+ 70/176 [==========>...................] - ETA: 18s - loss: 2.2206 - accuracy: 0.4103 - top-5-accuracy: 0.7270
+
+
+```
+
+```
+
+ 71/176 [===========>..................] - ETA: 18s - loss: 2.2215 - accuracy: 0.4100 - top-5-accuracy: 0.7265
+
+
+```
+
+```
+
+ 72/176 [===========>..................] - ETA: 17s - loss: 2.2192 - accuracy: 0.4102 - top-5-accuracy: 0.7265
+
+
+```
+
+```
+
+ 73/176 [===========>..................] - ETA: 17s - loss: 2.2164 - accuracy: 0.4107 - top-5-accuracy: 0.7272
+
+
+```
+
+```
+
+ 74/176 [===========>..................] - ETA: 17s - loss: 2.2182 - accuracy: 0.4103 - top-5-accuracy: 0.7270
+
+
+```
+
+```
+
+ 75/176 [===========>..................] - ETA: 17s - loss: 2.2176 - accuracy: 0.4107 - top-5-accuracy: 0.7269
+
+
+```
+
+```
+
+ 76/176 [===========>..................] - ETA: 17s - loss: 2.2170 - accuracy: 0.4110 - top-5-accuracy: 0.7269
+
+
+```
+
+```
+
+ 77/176 [============>.................] - ETA: 17s - loss: 2.2155 - accuracy: 0.4114 - top-5-accuracy: 0.7272
+
+
+```
+
+```
+
+ 78/176 [============>.................] - ETA: 16s - loss: 2.2158 - accuracy: 0.4111 - top-5-accuracy: 0.7271
+
+
+```
+
+```
+
+ 79/176 [============>.................] - ETA: 16s - loss: 2.2124 - accuracy: 0.4120 - top-5-accuracy: 0.7276
+
+
+```
+
+```
+
+ 80/176 [============>.................] - ETA: 16s - loss: 2.2114 - accuracy: 0.4117 - top-5-accuracy: 0.7277
+
+
+```
+
+```
+
+ 81/176 [============>.................] - ETA: 16s - loss: 2.2109 - accuracy: 0.4120 - top-5-accuracy: 0.7278
+
+
+```
+
+```
+
+ 82/176 [============>.................] - ETA: 16s - loss: 2.2108 - accuracy: 0.4122 - top-5-accuracy: 0.7279
+
+
+```
+
+```
+
+ 83/176 [=============>................] - ETA: 16s - loss: 2.2119 - accuracy: 0.4122 - top-5-accuracy: 0.7280
+
+
+```
+
+```
+
+ 84/176 [=============>................] - ETA: 15s - loss: 2.2120 - accuracy: 0.4124 - top-5-accuracy: 0.7282
+
+
+```
+
+```
+
+ 85/176 [=============>................] - ETA: 15s - loss: 2.2107 - accuracy: 0.4128 - top-5-accuracy: 0.7284
+
+
+```
+
+```
+
+ 86/176 [=============>................] - ETA: 15s - loss: 2.2086 - accuracy: 0.4136 - top-5-accuracy: 0.7285
+
+
+```
+
+```
+
+ 87/176 [=============>................] - ETA: 15s - loss: 2.2086 - accuracy: 0.4135 - top-5-accuracy: 0.7287
+
+
+```
+
+```
+
+ 88/176 [==============>...............] - ETA: 15s - loss: 2.2073 - accuracy: 0.4141 - top-5-accuracy: 0.7288
+
+
+```
+
+```
+
+ 89/176 [==============>...............] - ETA: 15s - loss: 2.2077 - accuracy: 0.4138 - top-5-accuracy: 0.7290
+
+
+```
+
+```
+
+ 90/176 [==============>...............] - ETA: 14s - loss: 2.2083 - accuracy: 0.4141 - top-5-accuracy: 0.7288
+
+
+```
+
+```
+
+ 91/176 [==============>...............] - ETA: 14s - loss: 2.2065 - accuracy: 0.4143 - top-5-accuracy: 0.7290
+
+
+```
+
+```
+
+ 92/176 [==============>...............] - ETA: 14s - loss: 2.2041 - accuracy: 0.4147 - top-5-accuracy: 0.7294
+
+
+```
+
+```
+
+ 93/176 [==============>...............] - ETA: 14s - loss: 2.2030 - accuracy: 0.4150 - top-5-accuracy: 0.7296
+
+
+```
+
+```
+
+ 94/176 [===============>..............] - ETA: 14s - loss: 2.2032 - accuracy: 0.4151 - top-5-accuracy: 0.7297
+
+
+```
+
+```
+
+ 95/176 [===============>..............] - ETA: 14s - loss: 2.2019 - accuracy: 0.4154 - top-5-accuracy: 0.7301
+
+
+```
+
+```
+
+ 96/176 [===============>..............] - ETA: 13s - loss: 2.2011 - accuracy: 0.4152 - top-5-accuracy: 0.7303
+
+
+```
+
+```
+
+ 97/176 [===============>..............] - ETA: 13s - loss: 2.2012 - accuracy: 0.4156 - top-5-accuracy: 0.7301
+
+
+```
+
+```
+
+ 98/176 [===============>..............] - ETA: 13s - loss: 2.2007 - accuracy: 0.4160 - top-5-accuracy: 0.7302
+
+
+```
+
+```
+
+ 99/176 [===============>..............] - ETA: 13s - loss: 2.2008 - accuracy: 0.4158 - top-5-accuracy: 0.7304
+
+
+```
+
+```
+
+100/176 [================>.............] - ETA: 13s - loss: 2.2007 - accuracy: 0.4157 - top-5-accuracy: 0.7305
+
+
+```
+
+```
+
+101/176 [================>.............] - ETA: 12s - loss: 2.2003 - accuracy: 0.4161 - top-5-accuracy: 0.7305
+
+
+```
+
+```
+
+102/176 [================>.............] - ETA: 12s - loss: 2.2024 - accuracy: 0.4158 - top-5-accuracy: 0.7302
+
+
+```
+
+```
+
+103/176 [================>.............] - ETA: 12s - loss: 2.2005 - accuracy: 0.4163 - top-5-accuracy: 0.7309
+
+
+```
+
+```
+
+104/176 [================>.............] - ETA: 12s - loss: 2.1990 - accuracy: 0.4162 - top-5-accuracy: 0.7311
+
+
+```
+
+```
+
+105/176 [================>.............] - ETA: 12s - loss: 2.1987 - accuracy: 0.4163 - top-5-accuracy: 0.7311
+
+
+```
+
+```
+
+106/176 [=================>............] - ETA: 12s - loss: 2.2011 - accuracy: 0.4159 - top-5-accuracy: 0.7308
+
+
+```
+
+```
+
+107/176 [=================>............] - ETA: 11s - loss: 2.2008 - accuracy: 0.4159 - top-5-accuracy: 0.7306
+
+
+```
+
+```
+
+108/176 [=================>............] - ETA: 11s - loss: 2.2015 - accuracy: 0.4156 - top-5-accuracy: 0.7305
+
+
+```
+
+```
+
+109/176 [=================>............] - ETA: 11s - loss: 2.2013 - accuracy: 0.4158 - top-5-accuracy: 0.7305
+
+
+```
+
+```
+
+110/176 [=================>............] - ETA: 11s - loss: 2.2023 - accuracy: 0.4156 - top-5-accuracy: 0.7304
+
+
+```
+
+```
+
+111/176 [=================>............] - ETA: 11s - loss: 2.2030 - accuracy: 0.4154 - top-5-accuracy: 0.7303
+
+
+```
+
+```
+
+112/176 [==================>...........] - ETA: 11s - loss: 2.2049 - accuracy: 0.4151 - top-5-accuracy: 0.7298
+
+
+```
+
+```
+
+113/176 [==================>...........] - ETA: 10s - loss: 2.2052 - accuracy: 0.4151 - top-5-accuracy: 0.7300
+
+
+```
+
+```
+
+114/176 [==================>...........] - ETA: 10s - loss: 2.2044 - accuracy: 0.4159 - top-5-accuracy: 0.7303
+
+
+```
+
+```
+
+115/176 [==================>...........] - ETA: 10s - loss: 2.2065 - accuracy: 0.4153 - top-5-accuracy: 0.7300
+
+
+```
+
+```
+
+116/176 [==================>...........] - ETA: 10s - loss: 2.2060 - accuracy: 0.4156 - top-5-accuracy: 0.7301
+
+
+```
+
+```
+
+117/176 [==================>...........] - ETA: 10s - loss: 2.2055 - accuracy: 0.4156 - top-5-accuracy: 0.7302
+
+
+```
+
+```
+
+118/176 [===================>..........] - ETA: 10s - loss: 2.2069 - accuracy: 0.4151 - top-5-accuracy: 0.7297
+
+
+```
+
+```
+
+119/176 [===================>..........] - ETA: 9s - loss: 2.2073 - accuracy: 0.4148 - top-5-accuracy: 0.7296
+
+
+```
+
+```
+
+120/176 [===================>..........] - ETA: 9s - loss: 2.2089 - accuracy: 0.4145 - top-5-accuracy: 0.7294
+
+
+```
+
+```
+
+121/176 [===================>..........] - ETA: 9s - loss: 2.2099 - accuracy: 0.4141 - top-5-accuracy: 0.7293
+
+
+```
+
+```
+
+122/176 [===================>..........] - ETA: 9s - loss: 2.2097 - accuracy: 0.4139 - top-5-accuracy: 0.7296
+
+
+```
+
+```
+
+123/176 [===================>..........] - ETA: 9s - loss: 2.2098 - accuracy: 0.4141 - top-5-accuracy: 0.7293
+
+
+```
+
+```
+
+124/176 [====================>.........] - ETA: 8s - loss: 2.2090 - accuracy: 0.4142 - top-5-accuracy: 0.7296
+
+
+```
+
+```
+
+125/176 [====================>.........] - ETA: 8s - loss: 2.2074 - accuracy: 0.4144 - top-5-accuracy: 0.7299
+
+
+```
+
+```
+
+126/176 [====================>.........] - ETA: 8s - loss: 2.2082 - accuracy: 0.4142 - top-5-accuracy: 0.7299
+
+
+```
+
+```
+
+127/176 [====================>.........] - ETA: 8s - loss: 2.2093 - accuracy: 0.4142 - top-5-accuracy: 0.7299
+
+
+```
+
+```
+
+128/176 [====================>.........] - ETA: 8s - loss: 2.2103 - accuracy: 0.4141 - top-5-accuracy: 0.7297
+
+
+```
+
+```
+
+129/176 [====================>.........] - ETA: 8s - loss: 2.2089 - accuracy: 0.4145 - top-5-accuracy: 0.7298
+
+
+```
+
+```
+
+130/176 [=====================>........] - ETA: 7s - loss: 2.2087 - accuracy: 0.4147 - top-5-accuracy: 0.7300
+
+
+```
+
+```
+
+131/176 [=====================>........] - ETA: 7s - loss: 2.2095 - accuracy: 0.4147 - top-5-accuracy: 0.7298
+
+
+```
+
+```
+
+132/176 [=====================>........] - ETA: 7s - loss: 2.2089 - accuracy: 0.4147 - top-5-accuracy: 0.7297
+
+
+```
+
+```
+
+133/176 [=====================>........] - ETA: 7s - loss: 2.2080 - accuracy: 0.4150 - top-5-accuracy: 0.7297
+
+
+```
+
+```
+
+134/176 [=====================>........] - ETA: 7s - loss: 2.2086 - accuracy: 0.4148 - top-5-accuracy: 0.7297
+
+
+```
+
+```
+
+135/176 [======================>.......] - ETA: 7s - loss: 2.2082 - accuracy: 0.4149 - top-5-accuracy: 0.7297
+
+
+```
+
+```
+
+136/176 [======================>.......] - ETA: 6s - loss: 2.2077 - accuracy: 0.4149 - top-5-accuracy: 0.7299
+
+
+```
+
+```
+
+137/176 [======================>.......] - ETA: 6s - loss: 2.2074 - accuracy: 0.4150 - top-5-accuracy: 0.7297
+
+
+```
+
+```
+
+138/176 [======================>.......] - ETA: 6s - loss: 2.2079 - accuracy: 0.4153 - top-5-accuracy: 0.7295
+
+
+```
+
+```
+
+139/176 [======================>.......] - ETA: 6s - loss: 2.2080 - accuracy: 0.4155 - top-5-accuracy: 0.7296
+
+
+```
+
+```
+
+140/176 [======================>.......] - ETA: 6s - loss: 2.2091 - accuracy: 0.4152 - top-5-accuracy: 0.7295
+
+
+```
+
+```
+
+141/176 [=======================>......] - ETA: 6s - loss: 2.2103 - accuracy: 0.4149 - top-5-accuracy: 0.7292
+
+
+```
+
+```
+
+142/176 [=======================>......] - ETA: 5s - loss: 2.2104 - accuracy: 0.4148 - top-5-accuracy: 0.7293
+
+
+```
+
+```
+
+143/176 [=======================>......] - ETA: 5s - loss: 2.2100 - accuracy: 0.4146 - top-5-accuracy: 0.7297
+
+
+```
+
+```
+
+144/176 [=======================>......] - ETA: 5s - loss: 2.2086 - accuracy: 0.4148 - top-5-accuracy: 0.7299
+
+
+```
+
+```
+
+145/176 [=======================>......] - ETA: 5s - loss: 2.2099 - accuracy: 0.4148 - top-5-accuracy: 0.7296
+
+
+```
+
+```
+
+146/176 [=======================>......] - ETA: 5s - loss: 2.2091 - accuracy: 0.4149 - top-5-accuracy: 0.7298
+
+
+```
+
+```
+
+147/176 [========================>.....] - ETA: 5s - loss: 2.2101 - accuracy: 0.4146 - top-5-accuracy: 0.7299
+
+
+```
+
+```
+
+148/176 [========================>.....] - ETA: 4s - loss: 2.2103 - accuracy: 0.4147 - top-5-accuracy: 0.7300
+
+
+```
+
+```
+
+149/176 [========================>.....] - ETA: 4s - loss: 2.2102 - accuracy: 0.4149 - top-5-accuracy: 0.7300
+
+
+```
+
+```
+
+150/176 [========================>.....] - ETA: 4s - loss: 2.2113 - accuracy: 0.4148 - top-5-accuracy: 0.7298
+
+
+```
+
+```
+
+151/176 [========================>.....] - ETA: 4s - loss: 2.2112 - accuracy: 0.4149 - top-5-accuracy: 0.7298
+
+
+```
+
+```
+
+152/176 [========================>.....] - ETA: 4s - loss: 2.2114 - accuracy: 0.4149 - top-5-accuracy: 0.7297
+
+
+```
+
+```
+
+153/176 [=========================>....] - ETA: 3s - loss: 2.2110 - accuracy: 0.4150 - top-5-accuracy: 0.7296
+
+
+```
+
+```
+
+154/176 [=========================>....] - ETA: 3s - loss: 2.2116 - accuracy: 0.4147 - top-5-accuracy: 0.7296
+
+
+```
+
+```
+
+155/176 [=========================>....] - ETA: 3s - loss: 2.2118 - accuracy: 0.4147 - top-5-accuracy: 0.7296
+
+
+```
+
+```
+
+156/176 [=========================>....] - ETA: 3s - loss: 2.2122 - accuracy: 0.4146 - top-5-accuracy: 0.7296
+
+
+```
+
+```
+
+157/176 [=========================>....] - ETA: 3s - loss: 2.2123 - accuracy: 0.4145 - top-5-accuracy: 0.7296
+
+
+```
+
+```
+
+158/176 [=========================>....] - ETA: 3s - loss: 2.2127 - accuracy: 0.4144 - top-5-accuracy: 0.7295
+
+
+```
+
+```
+
+159/176 [==========================>...] - ETA: 2s - loss: 2.2128 - accuracy: 0.4147 - top-5-accuracy: 0.7294
+
+
+```
+
+```
+
+160/176 [==========================>...] - ETA: 2s - loss: 2.2126 - accuracy: 0.4145 - top-5-accuracy: 0.7295
+
+
+```
+
+```
+
+161/176 [==========================>...] - ETA: 2s - loss: 2.2128 - accuracy: 0.4145 - top-5-accuracy: 0.7294
+
+
+```
+
+```
+
+162/176 [==========================>...] - ETA: 2s - loss: 2.2122 - accuracy: 0.4146 - top-5-accuracy: 0.7295
+
+
+```
+
+```
+
+163/176 [==========================>...] - ETA: 2s - loss: 2.2126 - accuracy: 0.4145 - top-5-accuracy: 0.7293
+
+
+```
+
+```
+
+164/176 [==========================>...] - ETA: 2s - loss: 2.2131 - accuracy: 0.4144 - top-5-accuracy: 0.7293
+
+
+```
+
+```
+
+165/176 [===========================>..] - ETA: 1s - loss: 2.2126 - accuracy: 0.4146 - top-5-accuracy: 0.7293
+
+
+```
+
+```
+
+166/176 [===========================>..] - ETA: 1s - loss: 2.2127 - accuracy: 0.4146 - top-5-accuracy: 0.7292
+
+
+```
+
+```
+
+167/176 [===========================>..] - ETA: 1s - loss: 2.2129 - accuracy: 0.4148 - top-5-accuracy: 0.7292
+
+
+```
+
+```
+
+168/176 [===========================>..] - ETA: 1s - loss: 2.2122 - accuracy: 0.4149 - top-5-accuracy: 0.7292
+
+
+```
+
+```
+
+169/176 [===========================>..] - ETA: 1s - loss: 2.2119 - accuracy: 0.4150 - top-5-accuracy: 0.7293
+
+
+```
+
+```
+
+170/176 [===========================>..] - ETA: 1s - loss: 2.2112 - accuracy: 0.4150 - top-5-accuracy: 0.7295
+
+
+```
+
+```
+
+171/176 [============================>.] - ETA: 0s - loss: 2.2109 - accuracy: 0.4151 - top-5-accuracy: 0.7294
+
+
+```
+
+```
+
+172/176 [============================>.] - ETA: 0s - loss: 2.2103 - accuracy: 0.4154 - top-5-accuracy: 0.7298
+
+
+```
+
+```
+
+173/176 [============================>.] - ETA: 0s - loss: 2.2111 - accuracy: 0.4152 - top-5-accuracy: 0.7297
+
+
+```
+
+```
+
+174/176 [============================>.] - ETA: 0s - loss: 2.2114 - accuracy: 0.4152 - top-5-accuracy: 0.7296
+
+
+```
+
+```
+
+175/176 [============================>.] - ETA: 0s - loss: 2.2112 - accuracy: 0.4151 - top-5-accuracy: 0.7296
+
+
+```
+
+```
+
+176/176 [==============================] - ETA: 0s - loss: 2.2111 - accuracy: 0.4152 - top-5-accuracy: 0.7295
+
+
+```
+
+```
+
+176/176 [==============================] - 32s 179ms/step - loss: 2.2111 - accuracy: 0.4152 - top-5-accuracy: 0.7295 - val_loss: 2.1115 - val_accuracy: 0.4412 - val_top-5-accuracy: 0.7422
+
+
+
+```
+Epoch 21/50
+
+```
+
+
+ 1/176 [..............................] - ETA: 30s - loss: 2.2135 - accuracy: 0.3867 - top-5-accuracy: 0.7617
+
+
+```
+
+```
+
+ 2/176 [..............................] - ETA: 30s - loss: 2.2466 - accuracy: 0.3867 - top-5-accuracy: 0.7402
+
+
+```
+
+```
+
+ 3/176 [..............................] - ETA: 29s - loss: 2.1993 - accuracy: 0.3841 - top-5-accuracy: 0.7383
+
+
+```
+
+```
+
+ 4/176 [..............................] - ETA: 29s - loss: 2.1843 - accuracy: 0.3916 - top-5-accuracy: 0.7324
+
+
+```
+
+```
+
+ 5/176 [..............................] - ETA: 29s - loss: 2.1720 - accuracy: 0.3977 - top-5-accuracy: 0.7359
+
+
+```
+
+```
+
+ 6/176 [>.............................] - ETA: 29s - loss: 2.1750 - accuracy: 0.4030 - top-5-accuracy: 0.7305
+
+
+```
+
+```
+
+ 7/176 [>.............................] - ETA: 29s - loss: 2.1804 - accuracy: 0.3984 - top-5-accuracy: 0.7316
+
+
+```
+
+```
+
+ 8/176 [>.............................] - ETA: 29s - loss: 2.1594 - accuracy: 0.4092 - top-5-accuracy: 0.7378
+
+
+```
+
+```
+
+ 9/176 [>.............................] - ETA: 28s - loss: 2.1639 - accuracy: 0.4110 - top-5-accuracy: 0.7365
+
+
+```
+
+```
+
+ 10/176 [>.............................] - ETA: 28s - loss: 2.1545 - accuracy: 0.4152 - top-5-accuracy: 0.7363
+
+
+```
+
+```
+
+ 11/176 [>.............................] - ETA: 28s - loss: 2.1676 - accuracy: 0.4165 - top-5-accuracy: 0.7340
+
+
+```
+
+```
+
+ 12/176 [=>............................] - ETA: 28s - loss: 2.1650 - accuracy: 0.4176 - top-5-accuracy: 0.7354
+
+
+```
+
+```
+
+ 13/176 [=>............................] - ETA: 28s - loss: 2.1637 - accuracy: 0.4219 - top-5-accuracy: 0.7377
+
+
+```
+
+```
+
+ 14/176 [=>............................] - ETA: 28s - loss: 2.1535 - accuracy: 0.4277 - top-5-accuracy: 0.7397
+
+
+```
+
+```
+
+ 15/176 [=>............................] - ETA: 27s - loss: 2.1445 - accuracy: 0.4315 - top-5-accuracy: 0.7414
+
+
+```
+
+```
+
+ 16/176 [=>............................] - ETA: 27s - loss: 2.1424 - accuracy: 0.4314 - top-5-accuracy: 0.7437
+
+
+```
+
+```
+
+ 17/176 [=>............................] - ETA: 27s - loss: 2.1257 - accuracy: 0.4347 - top-5-accuracy: 0.7468
+
+
+```
+
+```
+
+ 18/176 [==>...........................] - ETA: 27s - loss: 2.1338 - accuracy: 0.4332 - top-5-accuracy: 0.7450
+
+
+```
+
+```
+
+ 19/176 [==>...........................] - ETA: 27s - loss: 2.1222 - accuracy: 0.4354 - top-5-accuracy: 0.7484
+
+
+```
+
+```
+
+ 20/176 [==>...........................] - ETA: 26s - loss: 2.1185 - accuracy: 0.4365 - top-5-accuracy: 0.7479
+
+
+```
+
+```
+
+ 21/176 [==>...........................] - ETA: 26s - loss: 2.1155 - accuracy: 0.4379 - top-5-accuracy: 0.7478
+
+
+```
+
+```
+
+ 22/176 [==>...........................] - ETA: 26s - loss: 2.1111 - accuracy: 0.4389 - top-5-accuracy: 0.7489
+
+
+```
+
+```
+
+ 23/176 [==>...........................] - ETA: 26s - loss: 2.1125 - accuracy: 0.4389 - top-5-accuracy: 0.7473
+
+
+```
+
+```
+
+ 24/176 [===>..........................] - ETA: 26s - loss: 2.1164 - accuracy: 0.4388 - top-5-accuracy: 0.7459
+
+
+```
+
+```
+
+ 25/176 [===>..........................] - ETA: 26s - loss: 2.1097 - accuracy: 0.4389 - top-5-accuracy: 0.7473
+
+
+```
+
+```
+
+ 26/176 [===>..........................] - ETA: 25s - loss: 2.1155 - accuracy: 0.4381 - top-5-accuracy: 0.7459
+
+
+```
+
+```
+
+ 27/176 [===>..........................] - ETA: 25s - loss: 2.1073 - accuracy: 0.4389 - top-5-accuracy: 0.7483
+
+
+```
+
+```
+
+ 28/176 [===>..........................] - ETA: 25s - loss: 2.1027 - accuracy: 0.4399 - top-5-accuracy: 0.7499
+
+
+```
+
+```
+
+ 29/176 [===>..........................] - ETA: 25s - loss: 2.0947 - accuracy: 0.4411 - top-5-accuracy: 0.7508
+
+
+```
+
+```
+
+ 30/176 [====>.........................] - ETA: 25s - loss: 2.0935 - accuracy: 0.4408 - top-5-accuracy: 0.7503
+
+
+```
+
+```
+
+ 31/176 [====>.........................] - ETA: 25s - loss: 2.0967 - accuracy: 0.4394 - top-5-accuracy: 0.7499
+
+
+```
+
+```
+
+ 32/176 [====>.........................] - ETA: 24s - loss: 2.1011 - accuracy: 0.4374 - top-5-accuracy: 0.7496
+
+
+```
+
+```
+
+ 33/176 [====>.........................] - ETA: 24s - loss: 2.1032 - accuracy: 0.4369 - top-5-accuracy: 0.7494
+
+
+```
+
+```
+
+ 34/176 [====>.........................] - ETA: 24s - loss: 2.1069 - accuracy: 0.4358 - top-5-accuracy: 0.7493
+
+
+```
+
+```
+
+ 35/176 [====>.........................] - ETA: 24s - loss: 2.1075 - accuracy: 0.4347 - top-5-accuracy: 0.7496
+
+
+```
+
+```
+
+ 36/176 [=====>........................] - ETA: 24s - loss: 2.1163 - accuracy: 0.4336 - top-5-accuracy: 0.7479
+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
+ 40/176 [=====>........................] - ETA: 23s - loss: 2.1147 - accuracy: 0.4347 - top-5-accuracy: 0.7473
+
+
+```
+
+```
+
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+
+
+```
+
+```
+
+ 42/176 [======>.......................] - ETA: 23s - loss: 2.1230 - accuracy: 0.4338 - top-5-accuracy: 0.7454
+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
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+
+```
+
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+
+
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+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
+ 78/176 [============>.................] - ETA: 16s - loss: 2.1380 - accuracy: 0.4308 - top-5-accuracy: 0.7427
+
+
+```
+
+```
+
+ 79/176 [============>.................] - ETA: 16s - loss: 2.1392 - accuracy: 0.4311 - top-5-accuracy: 0.7422
+
+
+```
+
+```
+
+ 80/176 [============>.................] - ETA: 16s - loss: 2.1405 - accuracy: 0.4310 - top-5-accuracy: 0.7419
+
+
+```
+
+```
+
+ 81/176 [============>.................] - ETA: 16s - loss: 2.1394 - accuracy: 0.4307 - top-5-accuracy: 0.7425
+
+
+```
+
+```
+
+ 82/176 [============>.................] - ETA: 16s - loss: 2.1381 - accuracy: 0.4309 - top-5-accuracy: 0.7428
+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
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+```
+
+```
+
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+
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+```
+
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+
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+
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+```
+
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+
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+
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+```
+
+```
+
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+
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+```
+
+```
+
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+
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+
+```
+
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+
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+
+```
+
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+
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+
+```
+
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+
+
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+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
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+
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+
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+
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+
+```
+
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+
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+
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+
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+
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+
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+
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+
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+
+```
+
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+
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+
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+
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+
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+
+```
+
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+
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+
+```
+
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+
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+
+```
+
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+
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+
+```
+
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+
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+```
+
+```
+
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+
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+```
+
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+
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+
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+
+```
+
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+
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+
+```
+
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+
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+
+```
+
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+
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+```
+
+```
+
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+
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+
+```
+
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+
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+
+```
+
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+
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+
+```
+
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+
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+```
+
+```
+
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+
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+
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+
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+
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+
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+
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+
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+
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+
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+
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+
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+
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+
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+
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+
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+
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+
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+
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+
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+```
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+
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+
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+```
+
+```
+
+162/176 [==========================>...] - ETA: 2s - loss: 2.1588 - accuracy: 0.4268 - top-5-accuracy: 0.7387
+
+
+```
+
+```
+
+163/176 [==========================>...] - ETA: 2s - loss: 2.1592 - accuracy: 0.4267 - top-5-accuracy: 0.7386
+
+
+```
+
+```
+
+164/176 [==========================>...] - ETA: 2s - loss: 2.1593 - accuracy: 0.4266 - top-5-accuracy: 0.7387
+
+
+```
+
+```
+
+165/176 [===========================>..] - ETA: 1s - loss: 2.1586 - accuracy: 0.4268 - top-5-accuracy: 0.7388
+
+
+```
+
+```
+
+166/176 [===========================>..] - ETA: 1s - loss: 2.1584 - accuracy: 0.4269 - top-5-accuracy: 0.7389
+
+
+```
+
+```
+
+167/176 [===========================>..] - ETA: 1s - loss: 2.1597 - accuracy: 0.4266 - top-5-accuracy: 0.7383
+
+
+```
+
+```
+
+168/176 [===========================>..] - ETA: 1s - loss: 2.1589 - accuracy: 0.4266 - top-5-accuracy: 0.7386
+
+
+```
+
+```
+
+169/176 [===========================>..] - ETA: 1s - loss: 2.1588 - accuracy: 0.4267 - top-5-accuracy: 0.7385
+
+
+```
+
+```
+
+170/176 [===========================>..] - ETA: 1s - loss: 2.1591 - accuracy: 0.4264 - top-5-accuracy: 0.7383
+
+
+```
+
+```
+
+171/176 [============================>.] - ETA: 0s - loss: 2.1584 - accuracy: 0.4264 - top-5-accuracy: 0.7383
+
+
+```
+
+```
+
+172/176 [============================>.] - ETA: 0s - loss: 2.1584 - accuracy: 0.4265 - top-5-accuracy: 0.7383
+
+
+```
+
+```
+
+173/176 [============================>.] - ETA: 0s - loss: 2.1589 - accuracy: 0.4263 - top-5-accuracy: 0.7383
+
+
+```
+
+```
+
+174/176 [============================>.] - ETA: 0s - loss: 2.1595 - accuracy: 0.4263 - top-5-accuracy: 0.7383
+
+
+```
+
+```
+
+175/176 [============================>.] - ETA: 0s - loss: 2.1594 - accuracy: 0.4262 - top-5-accuracy: 0.7383
+
+
+```
+
+```
+
+176/176 [==============================] - ETA: 0s - loss: 2.1604 - accuracy: 0.4262 - top-5-accuracy: 0.7380
+
+
+```
+
+```
+
+176/176 [==============================] - 32s 180ms/step - loss: 2.1604 - accuracy: 0.4262 - top-5-accuracy: 0.7380 - val_loss: 2.0683 - val_accuracy: 0.4496 - val_top-5-accuracy: 0.7530
+
+
+
+```
+Epoch 22/50
+
+```
+
+
+ 1/176 [..............................] - ETA: 30s - loss: 1.9520 - accuracy: 0.4766 - top-5-accuracy: 0.7852
+
+
+```
+
+```
+
+ 2/176 [..............................] - ETA: 30s - loss: 1.9480 - accuracy: 0.4863 - top-5-accuracy: 0.7852
+
+
+```
+
+```
+
+ 3/176 [..............................] - ETA: 29s - loss: 1.9859 - accuracy: 0.4805 - top-5-accuracy: 0.7760
+
+
+```
+
+```
+
+ 4/176 [..............................] - ETA: 29s - loss: 2.0075 - accuracy: 0.4824 - top-5-accuracy: 0.7744
+
+
+```
+
+```
+
+ 5/176 [..............................] - ETA: 29s - loss: 2.0360 - accuracy: 0.4656 - top-5-accuracy: 0.7688
+
+
+```
+
+```
+
+ 6/176 [>.............................] - ETA: 29s - loss: 2.0530 - accuracy: 0.4590 - top-5-accuracy: 0.7611
+
+
+```
+
+```
+
+ 7/176 [>.............................] - ETA: 29s - loss: 2.0413 - accuracy: 0.4565 - top-5-accuracy: 0.7651
+
+
+```
+
+```
+
+ 8/176 [>.............................] - ETA: 29s - loss: 2.0486 - accuracy: 0.4541 - top-5-accuracy: 0.7646
+
+
+```
+
+```
+
+ 9/176 [>.............................] - ETA: 28s - loss: 2.0630 - accuracy: 0.4470 - top-5-accuracy: 0.7609
+
+
+```
+
+```
+
+ 10/176 [>.............................] - ETA: 28s - loss: 2.0715 - accuracy: 0.4445 - top-5-accuracy: 0.7570
+
+
+```
+
+```
+
+ 11/176 [>.............................] - ETA: 28s - loss: 2.0708 - accuracy: 0.4435 - top-5-accuracy: 0.7564
+
+
+```
+
+```
+
+ 12/176 [=>............................] - ETA: 28s - loss: 2.0739 - accuracy: 0.4443 - top-5-accuracy: 0.7549
+
+
+```
+
+```
+
+ 13/176 [=>............................] - ETA: 28s - loss: 2.0802 - accuracy: 0.4423 - top-5-accuracy: 0.7560
+
+
+```
+
+```
+
+ 14/176 [=>............................] - ETA: 28s - loss: 2.0911 - accuracy: 0.4389 - top-5-accuracy: 0.7533
+
+
+```
+
+```
+
+ 15/176 [=>............................] - ETA: 27s - loss: 2.0864 - accuracy: 0.4398 - top-5-accuracy: 0.7542
+
+
+```
+
+```
+
+ 16/176 [=>............................] - ETA: 27s - loss: 2.0773 - accuracy: 0.4419 - top-5-accuracy: 0.7549
+
+
+```
+
+```
+
+ 17/176 [=>............................] - ETA: 27s - loss: 2.0736 - accuracy: 0.4416 - top-5-accuracy: 0.7560
+
+
+```
+
+```
+
+ 18/176 [==>...........................] - ETA: 27s - loss: 2.0769 - accuracy: 0.4412 - top-5-accuracy: 0.7569
+
+
+```
+
+```
+
+ 19/176 [==>...........................] - ETA: 27s - loss: 2.0720 - accuracy: 0.4414 - top-5-accuracy: 0.7580
+
+
+```
+
+```
+
+ 20/176 [==>...........................] - ETA: 26s - loss: 2.0746 - accuracy: 0.4416 - top-5-accuracy: 0.7576
+
+
+```
+
+```
+
+ 21/176 [==>...........................] - ETA: 26s - loss: 2.0715 - accuracy: 0.4414 - top-5-accuracy: 0.7584
+
+
+```
+
+```
+
+ 22/176 [==>...........................] - ETA: 26s - loss: 2.0642 - accuracy: 0.4430 - top-5-accuracy: 0.7603
+
+
+```
+
+```
+
+ 23/176 [==>...........................] - ETA: 26s - loss: 2.0644 - accuracy: 0.4426 - top-5-accuracy: 0.7592
+
+
+```
+
+```
+
+ 24/176 [===>..........................] - ETA: 26s - loss: 2.0679 - accuracy: 0.4412 - top-5-accuracy: 0.7583
+
+
+```
+
+```
+
+ 25/176 [===>..........................] - ETA: 26s - loss: 2.0708 - accuracy: 0.4406 - top-5-accuracy: 0.7583
+
+
+```
+
+```
+
+ 26/176 [===>..........................] - ETA: 25s - loss: 2.0720 - accuracy: 0.4410 - top-5-accuracy: 0.7587
+
+
+```
+
+```
+
+ 27/176 [===>..........................] - ETA: 25s - loss: 2.0683 - accuracy: 0.4413 - top-5-accuracy: 0.7595
+
+
+```
+
+```
+
+ 28/176 [===>..........................] - ETA: 25s - loss: 2.0651 - accuracy: 0.4429 - top-5-accuracy: 0.7599
+
+
+```
+
+```
+
+ 29/176 [===>..........................] - ETA: 25s - loss: 2.0635 - accuracy: 0.4428 - top-5-accuracy: 0.7608
+
+
+```
+
+```
+
+ 30/176 [====>.........................] - ETA: 25s - loss: 2.0628 - accuracy: 0.4422 - top-5-accuracy: 0.7618
+
+
+```
+
+```
+
+ 31/176 [====>.........................] - ETA: 25s - loss: 2.0657 - accuracy: 0.4429 - top-5-accuracy: 0.7602
+
+
+```
+
+```
+
+ 32/176 [====>.........................] - ETA: 24s - loss: 2.0727 - accuracy: 0.4415 - top-5-accuracy: 0.7589
+
+
+```
+
+```
+
+ 33/176 [====>.........................] - ETA: 24s - loss: 2.0758 - accuracy: 0.4413 - top-5-accuracy: 0.7580
+
+
+```
+
+```
+
+ 34/176 [====>.........................] - ETA: 24s - loss: 2.0783 - accuracy: 0.4398 - top-5-accuracy: 0.7575
+
+
+```
+
+```
+
+ 35/176 [====>.........................] - ETA: 24s - loss: 2.0830 - accuracy: 0.4386 - top-5-accuracy: 0.7569
+
+
+```
+
+```
+
+ 36/176 [=====>........................] - ETA: 24s - loss: 2.0885 - accuracy: 0.4368 - top-5-accuracy: 0.7553
+
+
+```
+
+```
+
+ 37/176 [=====>........................] - ETA: 24s - loss: 2.0874 - accuracy: 0.4377 - top-5-accuracy: 0.7555
+
+
+```
+
+```
+
+ 38/176 [=====>........................] - ETA: 23s - loss: 2.0795 - accuracy: 0.4390 - top-5-accuracy: 0.7573
+
+
+```
+
+```
+
+ 39/176 [=====>........................] - ETA: 23s - loss: 2.0808 - accuracy: 0.4387 - top-5-accuracy: 0.7571
+
+
+```
+
+```
+
+ 40/176 [=====>........................] - ETA: 23s - loss: 2.0788 - accuracy: 0.4386 - top-5-accuracy: 0.7580
+
+
+```
+
+```
+
+ 41/176 [=====>........................] - ETA: 23s - loss: 2.0829 - accuracy: 0.4376 - top-5-accuracy: 0.7572
+
+
+```
+
+```
+
+ 42/176 [======>.......................] - ETA: 23s - loss: 2.0828 - accuracy: 0.4372 - top-5-accuracy: 0.7577
+
+
+```
+
+```
+
+ 43/176 [======>.......................] - ETA: 22s - loss: 2.0800 - accuracy: 0.4370 - top-5-accuracy: 0.7579
+
+
+```
+
+```
+
+ 44/176 [======>.......................] - ETA: 22s - loss: 2.0789 - accuracy: 0.4371 - top-5-accuracy: 0.7579
+
+
+```
+
+```
+
+ 45/176 [======>.......................] - ETA: 22s - loss: 2.0820 - accuracy: 0.4365 - top-5-accuracy: 0.7570
+
+
+```
+
+```
+
+ 46/176 [======>.......................] - ETA: 22s - loss: 2.0809 - accuracy: 0.4371 - top-5-accuracy: 0.7577
+
+
+```
+
+```
+
+ 47/176 [=======>......................] - ETA: 22s - loss: 2.0845 - accuracy: 0.4368 - top-5-accuracy: 0.7570
+
+
+```
+
+```
+
+ 48/176 [=======>......................] - ETA: 22s - loss: 2.0846 - accuracy: 0.4364 - top-5-accuracy: 0.7570
+
+
+```
+
+```
+
+ 49/176 [=======>......................] - ETA: 21s - loss: 2.0831 - accuracy: 0.4373 - top-5-accuracy: 0.7571
+
+
+```
+
+```
+
+ 50/176 [=======>......................] - ETA: 21s - loss: 2.0803 - accuracy: 0.4379 - top-5-accuracy: 0.7582
+
+
+```
+
+```
+
+ 51/176 [=======>......................] - ETA: 21s - loss: 2.0800 - accuracy: 0.4373 - top-5-accuracy: 0.7590
+
+
+```
+
+```
+
+ 52/176 [=======>......................] - ETA: 21s - loss: 2.0779 - accuracy: 0.4384 - top-5-accuracy: 0.7591
+
+
+```
+
+```
+
+ 53/176 [========>.....................] - ETA: 21s - loss: 2.0767 - accuracy: 0.4385 - top-5-accuracy: 0.7587
+
+
+```
+
+```
+
+ 54/176 [========>.....................] - ETA: 21s - loss: 2.0777 - accuracy: 0.4381 - top-5-accuracy: 0.7588
+
+
+```
+
+```
+
+ 55/176 [========>.....................] - ETA: 20s - loss: 2.0736 - accuracy: 0.4390 - top-5-accuracy: 0.7596
+
+
+```
+
+```
+
+ 56/176 [========>.....................] - ETA: 20s - loss: 2.0726 - accuracy: 0.4388 - top-5-accuracy: 0.7597
+
+
+```
+
+```
+
+ 57/176 [========>.....................] - ETA: 20s - loss: 2.0722 - accuracy: 0.4388 - top-5-accuracy: 0.7596
+
+
+```
+
+```
+
+ 58/176 [========>.....................] - ETA: 20s - loss: 2.0741 - accuracy: 0.4386 - top-5-accuracy: 0.7594
+
+
+```
+
+```
+
+ 59/176 [=========>....................] - ETA: 20s - loss: 2.0777 - accuracy: 0.4382 - top-5-accuracy: 0.7584
+
+
+```
+
+```
+
+ 60/176 [=========>....................] - ETA: 20s - loss: 2.0815 - accuracy: 0.4379 - top-5-accuracy: 0.7577
+
+
+```
+
+```
+
+ 61/176 [=========>....................] - ETA: 19s - loss: 2.0778 - accuracy: 0.4388 - top-5-accuracy: 0.7585
+
+
+```
+
+```
+
+ 62/176 [=========>....................] - ETA: 19s - loss: 2.0781 - accuracy: 0.4384 - top-5-accuracy: 0.7581
+
+
+```
+
+```
+
+ 63/176 [=========>....................] - ETA: 19s - loss: 2.0789 - accuracy: 0.4385 - top-5-accuracy: 0.7579
+
+
+```
+
+```
+
+ 64/176 [=========>....................] - ETA: 19s - loss: 2.0771 - accuracy: 0.4391 - top-5-accuracy: 0.7580
+
+
+```
+
+```
+
+ 65/176 [==========>...................] - ETA: 19s - loss: 2.0763 - accuracy: 0.4395 - top-5-accuracy: 0.7579
+
+
+```
+
+```
+
+ 66/176 [==========>...................] - ETA: 19s - loss: 2.0758 - accuracy: 0.4400 - top-5-accuracy: 0.7576
+
+
+```
+
+```
+
+ 67/176 [==========>...................] - ETA: 18s - loss: 2.0750 - accuracy: 0.4402 - top-5-accuracy: 0.7582
+
+
+```
+
+```
+
+ 68/176 [==========>...................] - ETA: 18s - loss: 2.0738 - accuracy: 0.4406 - top-5-accuracy: 0.7576
+
+
+```
+
+```
+
+ 69/176 [==========>...................] - ETA: 18s - loss: 2.0760 - accuracy: 0.4406 - top-5-accuracy: 0.7574
+
+
+```
+
+```
+
+ 70/176 [==========>...................] - ETA: 18s - loss: 2.0755 - accuracy: 0.4405 - top-5-accuracy: 0.7578
+
+
+```
+
+```
+
+ 71/176 [===========>..................] - ETA: 18s - loss: 2.0741 - accuracy: 0.4406 - top-5-accuracy: 0.7581
+
+
+```
+
+```
+
+ 72/176 [===========>..................] - ETA: 17s - loss: 2.0750 - accuracy: 0.4408 - top-5-accuracy: 0.7579
+
+
+```
+
+```
+
+ 73/176 [===========>..................] - ETA: 17s - loss: 2.0738 - accuracy: 0.4411 - top-5-accuracy: 0.7583
+
+
+```
+
+```
+
+ 74/176 [===========>..................] - ETA: 17s - loss: 2.0737 - accuracy: 0.4415 - top-5-accuracy: 0.7580
+
+
+```
+
+```
+
+ 75/176 [===========>..................] - ETA: 17s - loss: 2.0729 - accuracy: 0.4423 - top-5-accuracy: 0.7581
+
+
+```
+
+```
+
+ 76/176 [===========>..................] - ETA: 17s - loss: 2.0716 - accuracy: 0.4426 - top-5-accuracy: 0.7583
+
+
+```
+
+```
+
+ 77/176 [============>.................] - ETA: 17s - loss: 2.0749 - accuracy: 0.4414 - top-5-accuracy: 0.7576
+
+
+```
+
+```
+
+ 78/176 [============>.................] - ETA: 16s - loss: 2.0750 - accuracy: 0.4414 - top-5-accuracy: 0.7575
+
+
+```
+
+```
+
+ 79/176 [============>.................] - ETA: 16s - loss: 2.0757 - accuracy: 0.4414 - top-5-accuracy: 0.7573
+
+
+```
+
+```
+
+ 80/176 [============>.................] - ETA: 16s - loss: 2.0746 - accuracy: 0.4421 - top-5-accuracy: 0.7576
+
+
+```
+
+```
+
+ 81/176 [============>.................] - ETA: 16s - loss: 2.0735 - accuracy: 0.4423 - top-5-accuracy: 0.7581
+
+
+```
+
+```
+
+ 82/176 [============>.................] - ETA: 16s - loss: 2.0738 - accuracy: 0.4425 - top-5-accuracy: 0.7579
+
+
+```
+
+```
+
+ 83/176 [=============>................] - ETA: 16s - loss: 2.0742 - accuracy: 0.4427 - top-5-accuracy: 0.7579
+
+
+```
+
+```
+
+ 84/176 [=============>................] - ETA: 15s - loss: 2.0726 - accuracy: 0.4429 - top-5-accuracy: 0.7579
+
+
+```
+
+```
+
+ 85/176 [=============>................] - ETA: 15s - loss: 2.0760 - accuracy: 0.4422 - top-5-accuracy: 0.7572
+
+
+```
+
+```
+
+ 86/176 [=============>................] - ETA: 15s - loss: 2.0765 - accuracy: 0.4423 - top-5-accuracy: 0.7569
+
+
+```
+
+```
+
+ 87/176 [=============>................] - ETA: 15s - loss: 2.0779 - accuracy: 0.4419 - top-5-accuracy: 0.7566
+
+
+```
+
+```
+
+ 88/176 [==============>...............] - ETA: 15s - loss: 2.0792 - accuracy: 0.4420 - top-5-accuracy: 0.7562
+
+
+```
+
+```
+
+ 89/176 [==============>...............] - ETA: 15s - loss: 2.0784 - accuracy: 0.4418 - top-5-accuracy: 0.7562
+
+
+```
+
+```
+
+ 90/176 [==============>...............] - ETA: 14s - loss: 2.0782 - accuracy: 0.4421 - top-5-accuracy: 0.7565
+
+
+```
+
+```
+
+ 91/176 [==============>...............] - ETA: 14s - loss: 2.0778 - accuracy: 0.4424 - top-5-accuracy: 0.7565
+
+
+```
+
+```
+
+ 92/176 [==============>...............] - ETA: 14s - loss: 2.0777 - accuracy: 0.4427 - top-5-accuracy: 0.7563
+
+
+```
+
+```
+
+ 93/176 [==============>...............] - ETA: 14s - loss: 2.0791 - accuracy: 0.4423 - top-5-accuracy: 0.7559
+
+
+```
+
+```
+
+ 94/176 [===============>..............] - ETA: 14s - loss: 2.0771 - accuracy: 0.4427 - top-5-accuracy: 0.7563
+
+
+```
+
+```
+
+ 95/176 [===============>..............] - ETA: 14s - loss: 2.0778 - accuracy: 0.4424 - top-5-accuracy: 0.7558
+
+
+```
+
+```
+
+ 96/176 [===============>..............] - ETA: 13s - loss: 2.0762 - accuracy: 0.4431 - top-5-accuracy: 0.7561
+
+
+```
+
+```
+
+ 97/176 [===============>..............] - ETA: 13s - loss: 2.0759 - accuracy: 0.4434 - top-5-accuracy: 0.7560
+
+
+```
+
+```
+
+ 98/176 [===============>..............] - ETA: 13s - loss: 2.0740 - accuracy: 0.4443 - top-5-accuracy: 0.7565
+
+
+```
+
+```
+
+ 99/176 [===============>..............] - ETA: 13s - loss: 2.0780 - accuracy: 0.4435 - top-5-accuracy: 0.7555
+
+
+```
+
+```
+
+100/176 [================>.............] - ETA: 13s - loss: 2.0784 - accuracy: 0.4434 - top-5-accuracy: 0.7554
+
+
+```
+
+```
+
+101/176 [================>.............] - ETA: 12s - loss: 2.0819 - accuracy: 0.4426 - top-5-accuracy: 0.7546
+
+
+```
+
+```
+
+102/176 [================>.............] - ETA: 12s - loss: 2.0802 - accuracy: 0.4431 - top-5-accuracy: 0.7554
+
+
+```
+
+```
+
+103/176 [================>.............] - ETA: 12s - loss: 2.0788 - accuracy: 0.4433 - top-5-accuracy: 0.7556
+
+
+```
+
+```
+
+104/176 [================>.............] - ETA: 12s - loss: 2.0787 - accuracy: 0.4433 - top-5-accuracy: 0.7552
+
+
+```
+
+```
+
+105/176 [================>.............] - ETA: 12s - loss: 2.0773 - accuracy: 0.4436 - top-5-accuracy: 0.7556
+
+
+```
+
+```
+
+106/176 [=================>............] - ETA: 12s - loss: 2.0801 - accuracy: 0.4431 - top-5-accuracy: 0.7550
+
+
+```
+
+```
+
+107/176 [=================>............] - ETA: 11s - loss: 2.0820 - accuracy: 0.4426 - top-5-accuracy: 0.7549
+
+
+```
+
+```
+
+108/176 [=================>............] - ETA: 11s - loss: 2.0817 - accuracy: 0.4428 - top-5-accuracy: 0.7551
+
+
+```
+
+```
+
+109/176 [=================>............] - ETA: 11s - loss: 2.0832 - accuracy: 0.4424 - top-5-accuracy: 0.7548
+
+
+```
+
+```
+
+110/176 [=================>............] - ETA: 11s - loss: 2.0838 - accuracy: 0.4423 - top-5-accuracy: 0.7549
+
+
+```
+
+```
+
+111/176 [=================>............] - ETA: 11s - loss: 2.0817 - accuracy: 0.4430 - top-5-accuracy: 0.7551
+
+
+```
+
+```
+
+112/176 [==================>...........] - ETA: 11s - loss: 2.0803 - accuracy: 0.4434 - top-5-accuracy: 0.7553
+
+
+```
+
+```
+
+113/176 [==================>...........] - ETA: 10s - loss: 2.0804 - accuracy: 0.4434 - top-5-accuracy: 0.7553
+
+
+```
+
+```
+
+114/176 [==================>...........] - ETA: 10s - loss: 2.0806 - accuracy: 0.4433 - top-5-accuracy: 0.7553
+
+
+```
+
+```
+
+115/176 [==================>...........] - ETA: 10s - loss: 2.0816 - accuracy: 0.4435 - top-5-accuracy: 0.7547
+
+
+```
+
+```
+
+116/176 [==================>...........] - ETA: 10s - loss: 2.0806 - accuracy: 0.4437 - top-5-accuracy: 0.7546
+
+
+```
+
+```
+
+117/176 [==================>...........] - ETA: 10s - loss: 2.0822 - accuracy: 0.4435 - top-5-accuracy: 0.7542
+
+
+```
+
+```
+
+118/176 [===================>..........] - ETA: 10s - loss: 2.0826 - accuracy: 0.4432 - top-5-accuracy: 0.7544
+
+
+```
+
+```
+
+119/176 [===================>..........] - ETA: 9s - loss: 2.0819 - accuracy: 0.4432 - top-5-accuracy: 0.7544
+
+
+```
+
+```
+
+120/176 [===================>..........] - ETA: 9s - loss: 2.0824 - accuracy: 0.4433 - top-5-accuracy: 0.7542
+
+
+```
+
+```
+
+121/176 [===================>..........] - ETA: 9s - loss: 2.0838 - accuracy: 0.4430 - top-5-accuracy: 0.7539
+
+
+```
+
+```
+
+122/176 [===================>..........] - ETA: 9s - loss: 2.0834 - accuracy: 0.4428 - top-5-accuracy: 0.7539
+
+
+```
+
+```
+
+123/176 [===================>..........] - ETA: 9s - loss: 2.0838 - accuracy: 0.4425 - top-5-accuracy: 0.7540
+
+
+```
+
+```
+
+124/176 [====================>.........] - ETA: 8s - loss: 2.0843 - accuracy: 0.4425 - top-5-accuracy: 0.7539
+
+
+```
+
+```
+
+125/176 [====================>.........] - ETA: 8s - loss: 2.0856 - accuracy: 0.4422 - top-5-accuracy: 0.7536
+
+
+```
+
+```
+
+126/176 [====================>.........] - ETA: 8s - loss: 2.0862 - accuracy: 0.4421 - top-5-accuracy: 0.7537
+
+
+```
+
+```
+
+127/176 [====================>.........] - ETA: 8s - loss: 2.0872 - accuracy: 0.4420 - top-5-accuracy: 0.7537
+
+
+```
+
+```
+
+128/176 [====================>.........] - ETA: 8s - loss: 2.0865 - accuracy: 0.4421 - top-5-accuracy: 0.7538
+
+
+```
+
+```
+
+129/176 [====================>.........] - ETA: 8s - loss: 2.0876 - accuracy: 0.4420 - top-5-accuracy: 0.7538
+
+
+```
+
+```
+
+130/176 [=====================>........] - ETA: 7s - loss: 2.0867 - accuracy: 0.4424 - top-5-accuracy: 0.7538
+
+
+```
+
+```
+
+131/176 [=====================>........] - ETA: 7s - loss: 2.0883 - accuracy: 0.4419 - top-5-accuracy: 0.7533
+
+
+```
+
+```
+
+132/176 [=====================>........] - ETA: 7s - loss: 2.0893 - accuracy: 0.4418 - top-5-accuracy: 0.7530
+
+
+```
+
+```
+
+133/176 [=====================>........] - ETA: 7s - loss: 2.0898 - accuracy: 0.4417 - top-5-accuracy: 0.7531
+
+
+```
+
+```
+
+134/176 [=====================>........] - ETA: 7s - loss: 2.0910 - accuracy: 0.4413 - top-5-accuracy: 0.7531
+
+
+```
+
+```
+
+135/176 [======================>.......] - ETA: 7s - loss: 2.0921 - accuracy: 0.4408 - top-5-accuracy: 0.7527
+
+
+```
+
+```
+
+136/176 [======================>.......] - ETA: 6s - loss: 2.0916 - accuracy: 0.4410 - top-5-accuracy: 0.7527
+
+
+```
+
+```
+
+137/176 [======================>.......] - ETA: 6s - loss: 2.0924 - accuracy: 0.4409 - top-5-accuracy: 0.7528
+
+
+```
+
+```
+
+138/176 [======================>.......] - ETA: 6s - loss: 2.0924 - accuracy: 0.4408 - top-5-accuracy: 0.7527
+
+
+```
+
+```
+
+139/176 [======================>.......] - ETA: 6s - loss: 2.0923 - accuracy: 0.4408 - top-5-accuracy: 0.7529
+
+
+```
+
+```
+
+140/176 [======================>.......] - ETA: 6s - loss: 2.0920 - accuracy: 0.4407 - top-5-accuracy: 0.7528
+
+
+```
+
+```
+
+141/176 [=======================>......] - ETA: 6s - loss: 2.0918 - accuracy: 0.4410 - top-5-accuracy: 0.7528
+
+
+```
+
+```
+
+142/176 [=======================>......] - ETA: 5s - loss: 2.0918 - accuracy: 0.4409 - top-5-accuracy: 0.7529
+
+
+```
+
+```
+
+143/176 [=======================>......] - ETA: 5s - loss: 2.0925 - accuracy: 0.4409 - top-5-accuracy: 0.7529
+
+
+```
+
+```
+
+144/176 [=======================>......] - ETA: 5s - loss: 2.0920 - accuracy: 0.4409 - top-5-accuracy: 0.7530
+
+
+```
+
+```
+
+145/176 [=======================>......] - ETA: 5s - loss: 2.0925 - accuracy: 0.4412 - top-5-accuracy: 0.7530
+
+
+```
+
+```
+
+146/176 [=======================>......] - ETA: 5s - loss: 2.0928 - accuracy: 0.4414 - top-5-accuracy: 0.7532
+
+
+```
+
+```
+
+147/176 [========================>.....] - ETA: 5s - loss: 2.0933 - accuracy: 0.4412 - top-5-accuracy: 0.7533
+
+
+```
+
+```
+
+148/176 [========================>.....] - ETA: 4s - loss: 2.0943 - accuracy: 0.4412 - top-5-accuracy: 0.7530
+
+
+```
+
+```
+
+149/176 [========================>.....] - ETA: 4s - loss: 2.0950 - accuracy: 0.4409 - top-5-accuracy: 0.7529
+
+
+```
+
+```
+
+150/176 [========================>.....] - ETA: 4s - loss: 2.0955 - accuracy: 0.4410 - top-5-accuracy: 0.7527
+
+
+```
+
+```
+
+151/176 [========================>.....] - ETA: 4s - loss: 2.0961 - accuracy: 0.4407 - top-5-accuracy: 0.7525
+
+
+```
+
+```
+
+152/176 [========================>.....] - ETA: 4s - loss: 2.0969 - accuracy: 0.4405 - top-5-accuracy: 0.7525
+
+
+```
+
+```
+
+153/176 [=========================>....] - ETA: 3s - loss: 2.0961 - accuracy: 0.4407 - top-5-accuracy: 0.7529
+
+
+```
+
+```
+
+154/176 [=========================>....] - ETA: 3s - loss: 2.0961 - accuracy: 0.4406 - top-5-accuracy: 0.7530
+
+
+```
+
+```
+
+155/176 [=========================>....] - ETA: 3s - loss: 2.0963 - accuracy: 0.4402 - top-5-accuracy: 0.7528
+
+
+```
+
+```
+
+156/176 [=========================>....] - ETA: 3s - loss: 2.0964 - accuracy: 0.4400 - top-5-accuracy: 0.7530
+
+
+```
+
+```
+
+157/176 [=========================>....] - ETA: 3s - loss: 2.0960 - accuracy: 0.4401 - top-5-accuracy: 0.7532
+
+
+```
+
+```
+
+158/176 [=========================>....] - ETA: 3s - loss: 2.0962 - accuracy: 0.4398 - top-5-accuracy: 0.7530
+
+
+```
+
+```
+
+159/176 [==========================>...] - ETA: 2s - loss: 2.0975 - accuracy: 0.4394 - top-5-accuracy: 0.7527
+
+
+```
+
+```
+
+160/176 [==========================>...] - ETA: 2s - loss: 2.0988 - accuracy: 0.4390 - top-5-accuracy: 0.7522
+
+
+```
+
+```
+
+161/176 [==========================>...] - ETA: 2s - loss: 2.0978 - accuracy: 0.4390 - top-5-accuracy: 0.7524
+
+
+```
+
+```
+
+162/176 [==========================>...] - ETA: 2s - loss: 2.0976 - accuracy: 0.4390 - top-5-accuracy: 0.7524
+
+
+```
+
+```
+
+163/176 [==========================>...] - ETA: 2s - loss: 2.0981 - accuracy: 0.4388 - top-5-accuracy: 0.7523
+
+
+```
+
+```
+
+164/176 [==========================>...] - ETA: 2s - loss: 2.0989 - accuracy: 0.4387 - top-5-accuracy: 0.7520
+
+
+```
+
+```
+
+165/176 [===========================>..] - ETA: 1s - loss: 2.1005 - accuracy: 0.4384 - top-5-accuracy: 0.7515
+
+
+```
+
+```
+
+166/176 [===========================>..] - ETA: 1s - loss: 2.0995 - accuracy: 0.4388 - top-5-accuracy: 0.7517
+
+
+```
+
+```
+
+167/176 [===========================>..] - ETA: 1s - loss: 2.1000 - accuracy: 0.4386 - top-5-accuracy: 0.7515
+
+
+```
+
+```
+
+168/176 [===========================>..] - ETA: 1s - loss: 2.1003 - accuracy: 0.4387 - top-5-accuracy: 0.7514
+
+
+```
+
+```
+
+169/176 [===========================>..] - ETA: 1s - loss: 2.0995 - accuracy: 0.4390 - top-5-accuracy: 0.7517
+
+
+```
+
+```
+
+170/176 [===========================>..] - ETA: 1s - loss: 2.0994 - accuracy: 0.4390 - top-5-accuracy: 0.7517
+
+
+```
+
+```
+
+171/176 [============================>.] - ETA: 0s - loss: 2.0993 - accuracy: 0.4388 - top-5-accuracy: 0.7518
+
+
+```
+
+```
+
+172/176 [============================>.] - ETA: 0s - loss: 2.0993 - accuracy: 0.4391 - top-5-accuracy: 0.7517
+
+
+```
+
+```
+
+173/176 [============================>.] - ETA: 0s - loss: 2.0995 - accuracy: 0.4389 - top-5-accuracy: 0.7516
+
+
+```
+
+```
+
+174/176 [============================>.] - ETA: 0s - loss: 2.0999 - accuracy: 0.4390 - top-5-accuracy: 0.7514
+
+
+```
+
+```
+
+175/176 [============================>.] - ETA: 0s - loss: 2.1006 - accuracy: 0.4388 - top-5-accuracy: 0.7512
+
+
+```
+
+```
+
+176/176 [==============================] - ETA: 0s - loss: 2.1003 - accuracy: 0.4386 - top-5-accuracy: 0.7515
+
+
+```
+
+```
+
+176/176 [==============================] - 32s 180ms/step - loss: 2.1003 - accuracy: 0.4386 - top-5-accuracy: 0.7515 - val_loss: 2.0417 - val_accuracy: 0.4496 - val_top-5-accuracy: 0.7664
+
+
+
+```
+Epoch 23/50
+
+```
+
+
+ 1/176 [..............................] - ETA: 30s - loss: 1.7119 - accuracy: 0.5391 - top-5-accuracy: 0.8203
+
+
+```
+
+```
+
+ 2/176 [..............................] - ETA: 30s - loss: 1.8491 - accuracy: 0.4980 - top-5-accuracy: 0.7910
+
+
+```
+
+```
+
+ 3/176 [..............................] - ETA: 30s - loss: 1.9168 - accuracy: 0.4857 - top-5-accuracy: 0.7839
+
+
+```
+
+```
+
+ 4/176 [..............................] - ETA: 29s - loss: 1.9624 - accuracy: 0.4795 - top-5-accuracy: 0.7812
+
+
+```
+
+```
+
+ 5/176 [..............................] - ETA: 29s - loss: 1.9607 - accuracy: 0.4789 - top-5-accuracy: 0.7812
+
+
+```
+
+```
+
+ 6/176 [>.............................] - ETA: 29s - loss: 1.9697 - accuracy: 0.4720 - top-5-accuracy: 0.7747
+
+
+```
+
+```
+
+ 7/176 [>.............................] - ETA: 29s - loss: 1.9791 - accuracy: 0.4632 - top-5-accuracy: 0.7740
+
+
+```
+
+```
+
+ 8/176 [>.............................] - ETA: 29s - loss: 1.9803 - accuracy: 0.4639 - top-5-accuracy: 0.7720
+
+
+```
+
+```
+
+ 9/176 [>.............................] - ETA: 28s - loss: 1.9683 - accuracy: 0.4679 - top-5-accuracy: 0.7769
+
+
+```
+
+```
+
+ 10/176 [>.............................] - ETA: 28s - loss: 1.9719 - accuracy: 0.4668 - top-5-accuracy: 0.7785
+
+
+```
+
+```
+
+ 11/176 [>.............................] - ETA: 28s - loss: 1.9774 - accuracy: 0.4652 - top-5-accuracy: 0.7784
+
+
+```
+
+```
+
+ 12/176 [=>............................] - ETA: 28s - loss: 1.9884 - accuracy: 0.4629 - top-5-accuracy: 0.7773
+
+
+```
+
+```
+
+ 13/176 [=>............................] - ETA: 28s - loss: 1.9883 - accuracy: 0.4651 - top-5-accuracy: 0.7782
+
+
+```
+
+```
+
+ 14/176 [=>............................] - ETA: 28s - loss: 1.9998 - accuracy: 0.4623 - top-5-accuracy: 0.7751
+
+
+```
+
+```
+
+ 15/176 [=>............................] - ETA: 27s - loss: 1.9971 - accuracy: 0.4635 - top-5-accuracy: 0.7771
+
+
+```
+
+```
+
+ 16/176 [=>............................] - ETA: 27s - loss: 2.0014 - accuracy: 0.4648 - top-5-accuracy: 0.7776
+
+
+```
+
+```
+
+ 17/176 [=>............................] - ETA: 27s - loss: 2.0089 - accuracy: 0.4632 - top-5-accuracy: 0.7753
+
+
+```
+
+```
+
+ 18/176 [==>...........................] - ETA: 27s - loss: 2.0120 - accuracy: 0.4618 - top-5-accuracy: 0.7741
+
+
+```
+
+```
+
+ 19/176 [==>...........................] - ETA: 27s - loss: 2.0163 - accuracy: 0.4632 - top-5-accuracy: 0.7726
+
+
+```
+
+```
+
+ 20/176 [==>...........................] - ETA: 27s - loss: 2.0141 - accuracy: 0.4631 - top-5-accuracy: 0.7734
+
+
+```
+
+```
+
+ 21/176 [==>...........................] - ETA: 26s - loss: 2.0117 - accuracy: 0.4648 - top-5-accuracy: 0.7729
+
+
+```
+
+```
+
+ 22/176 [==>...........................] - ETA: 26s - loss: 2.0085 - accuracy: 0.4645 - top-5-accuracy: 0.7756
+
+
+```
+
+```
+
+ 23/176 [==>...........................] - ETA: 26s - loss: 2.0135 - accuracy: 0.4633 - top-5-accuracy: 0.7734
+
+
+```
+
+```
+
+ 24/176 [===>..........................] - ETA: 26s - loss: 2.0135 - accuracy: 0.4632 - top-5-accuracy: 0.7734
+
+
+```
+
+```
+
+ 25/176 [===>..........................] - ETA: 26s - loss: 2.0114 - accuracy: 0.4634 - top-5-accuracy: 0.7741
+
+
+```
+
+```
+
+ 26/176 [===>..........................] - ETA: 25s - loss: 2.0130 - accuracy: 0.4636 - top-5-accuracy: 0.7748
+
+
+```
+
+```
+
+ 27/176 [===>..........................] - ETA: 25s - loss: 2.0136 - accuracy: 0.4635 - top-5-accuracy: 0.7740
+
+
+```
+
+```
+
+ 28/176 [===>..........................] - ETA: 25s - loss: 2.0195 - accuracy: 0.4622 - top-5-accuracy: 0.7726
+
+
+```
+
+```
+
+ 29/176 [===>..........................] - ETA: 25s - loss: 2.0219 - accuracy: 0.4612 - top-5-accuracy: 0.7725
+
+
+```
+
+```
+
+ 30/176 [====>.........................] - ETA: 25s - loss: 2.0261 - accuracy: 0.4595 - top-5-accuracy: 0.7721
+
+
+```
+
+```
+
+ 31/176 [====>.........................] - ETA: 25s - loss: 2.0260 - accuracy: 0.4593 - top-5-accuracy: 0.7713
+
+
+```
+
+```
+
+ 32/176 [====>.........................] - ETA: 24s - loss: 2.0238 - accuracy: 0.4581 - top-5-accuracy: 0.7725
+
+
+```
+
+```
+
+ 33/176 [====>.........................] - ETA: 24s - loss: 2.0207 - accuracy: 0.4583 - top-5-accuracy: 0.7725
+
+
+```
+
+```
+
+ 34/176 [====>.........................] - ETA: 24s - loss: 2.0235 - accuracy: 0.4577 - top-5-accuracy: 0.7714
+
+
+```
+
+```
+
+ 35/176 [====>.........................] - ETA: 24s - loss: 2.0253 - accuracy: 0.4579 - top-5-accuracy: 0.7706
+
+
+```
+
+```
+
+ 36/176 [=====>........................] - ETA: 24s - loss: 2.0213 - accuracy: 0.4586 - top-5-accuracy: 0.7707
+
+
+```
+
+```
+
+ 37/176 [=====>........................] - ETA: 24s - loss: 2.0189 - accuracy: 0.4601 - top-5-accuracy: 0.7715
+
+
+```
+
+```
+
+ 38/176 [=====>........................] - ETA: 23s - loss: 2.0185 - accuracy: 0.4610 - top-5-accuracy: 0.7723
+
+
+```
+
+```
+
+ 39/176 [=====>........................] - ETA: 23s - loss: 2.0180 - accuracy: 0.4617 - top-5-accuracy: 0.7730
+
+
+```
+
+```
+
+ 40/176 [=====>........................] - ETA: 23s - loss: 2.0172 - accuracy: 0.4616 - top-5-accuracy: 0.7734
+
+
+```
+
+```
+
+ 41/176 [=====>........................] - ETA: 23s - loss: 2.0152 - accuracy: 0.4620 - top-5-accuracy: 0.7737
+
+
+```
+
+```
+
+ 42/176 [======>.......................] - ETA: 23s - loss: 2.0157 - accuracy: 0.4612 - top-5-accuracy: 0.7744
+
+
+```
+
+```
+
+ 43/176 [======>.......................] - ETA: 23s - loss: 2.0220 - accuracy: 0.4610 - top-5-accuracy: 0.7732
+
+
+```
+
+```
+
+ 44/176 [======>.......................] - ETA: 22s - loss: 2.0219 - accuracy: 0.4616 - top-5-accuracy: 0.7731
+
+
+```
+
+```
+
+ 45/176 [======>.......................] - ETA: 22s - loss: 2.0216 - accuracy: 0.4623 - top-5-accuracy: 0.7727
+
+
+```
+
+```
+
+ 46/176 [======>.......................] - ETA: 22s - loss: 2.0253 - accuracy: 0.4611 - top-5-accuracy: 0.7714
+
+
+```
+
+```
+
+ 47/176 [=======>......................] - ETA: 22s - loss: 2.0255 - accuracy: 0.4613 - top-5-accuracy: 0.7709
+
+
+```
+
+```
+
+ 48/176 [=======>......................] - ETA: 22s - loss: 2.0261 - accuracy: 0.4614 - top-5-accuracy: 0.7703
+
+
+```
+
+```
+
+ 49/176 [=======>......................] - ETA: 21s - loss: 2.0243 - accuracy: 0.4617 - top-5-accuracy: 0.7708
+
+
+```
+
+```
+
+ 50/176 [=======>......................] - ETA: 21s - loss: 2.0266 - accuracy: 0.4617 - top-5-accuracy: 0.7700
+
+
+```
+
+```
+
+ 51/176 [=======>......................] - ETA: 21s - loss: 2.0248 - accuracy: 0.4614 - top-5-accuracy: 0.7699
+
+
+```
+
+```
+
+ 52/176 [=======>......................] - ETA: 21s - loss: 2.0270 - accuracy: 0.4603 - top-5-accuracy: 0.7695
+
+
+```
+
+```
+
+ 53/176 [========>.....................] - ETA: 21s - loss: 2.0244 - accuracy: 0.4610 - top-5-accuracy: 0.7698
+
+
+```
+
+```
+
+ 54/176 [========>.....................] - ETA: 21s - loss: 2.0226 - accuracy: 0.4610 - top-5-accuracy: 0.7698
+
+
+```
+
+```
+
+ 55/176 [========>.....................] - ETA: 20s - loss: 2.0214 - accuracy: 0.4611 - top-5-accuracy: 0.7702
+
+
+```
+
+```
+
+ 56/176 [========>.....................] - ETA: 20s - loss: 2.0248 - accuracy: 0.4602 - top-5-accuracy: 0.7697
+
+
+```
+
+```
+
+ 57/176 [========>.....................] - ETA: 20s - loss: 2.0266 - accuracy: 0.4600 - top-5-accuracy: 0.7691
+
+
+```
+
+```
+
+ 58/176 [========>.....................] - ETA: 20s - loss: 2.0250 - accuracy: 0.4605 - top-5-accuracy: 0.7698
+
+
+```
+
+```
+
+ 59/176 [=========>....................] - ETA: 20s - loss: 2.0259 - accuracy: 0.4605 - top-5-accuracy: 0.7701
+
+
+```
+
+```
+
+ 60/176 [=========>....................] - ETA: 20s - loss: 2.0238 - accuracy: 0.4607 - top-5-accuracy: 0.7704
+
+
+```
+
+```
+
+ 61/176 [=========>....................] - ETA: 19s - loss: 2.0270 - accuracy: 0.4597 - top-5-accuracy: 0.7697
+
+
+```
+
+```
+
+ 62/176 [=========>....................] - ETA: 19s - loss: 2.0290 - accuracy: 0.4589 - top-5-accuracy: 0.7692
+
+
+```
+
+```
+
+ 63/176 [=========>....................] - ETA: 19s - loss: 2.0287 - accuracy: 0.4584 - top-5-accuracy: 0.7693
+
+
+```
+
+```
+
+ 64/176 [=========>....................] - ETA: 19s - loss: 2.0285 - accuracy: 0.4582 - top-5-accuracy: 0.7697
+
+
+```
+
+```
+
+ 65/176 [==========>...................] - ETA: 19s - loss: 2.0262 - accuracy: 0.4582 - top-5-accuracy: 0.7701
+
+
+```
+
+```
+
+ 66/176 [==========>...................] - ETA: 19s - loss: 2.0271 - accuracy: 0.4577 - top-5-accuracy: 0.7694
+
+
+```
+
+```
+
+ 67/176 [==========>...................] - ETA: 18s - loss: 2.0293 - accuracy: 0.4573 - top-5-accuracy: 0.7689
+
+
+```
+
+```
+
+ 68/176 [==========>...................] - ETA: 18s - loss: 2.0291 - accuracy: 0.4571 - top-5-accuracy: 0.7687
+
+
+```
+
+```
+
+ 69/176 [==========>...................] - ETA: 18s - loss: 2.0272 - accuracy: 0.4570 - top-5-accuracy: 0.7690
+
+
+```
+
+```
+
+ 70/176 [==========>...................] - ETA: 18s - loss: 2.0294 - accuracy: 0.4566 - top-5-accuracy: 0.7685
+
+
+```
+
+```
+
+ 71/176 [===========>..................] - ETA: 18s - loss: 2.0271 - accuracy: 0.4573 - top-5-accuracy: 0.7688
+
+
+```
+
+```
+
+ 72/176 [===========>..................] - ETA: 17s - loss: 2.0297 - accuracy: 0.4567 - top-5-accuracy: 0.7681
+
+
+```
+
+```
+
+ 73/176 [===========>..................] - ETA: 17s - loss: 2.0308 - accuracy: 0.4563 - top-5-accuracy: 0.7679
+
+
+```
+
+```
+
+ 74/176 [===========>..................] - ETA: 17s - loss: 2.0308 - accuracy: 0.4563 - top-5-accuracy: 0.7677
+
+
+```
+
+```
+
+ 75/176 [===========>..................] - ETA: 17s - loss: 2.0298 - accuracy: 0.4558 - top-5-accuracy: 0.7679
+
+
+```
+
+```
+
+ 76/176 [===========>..................] - ETA: 17s - loss: 2.0309 - accuracy: 0.4558 - top-5-accuracy: 0.7680
+
+
+```
+
+```
+
+ 77/176 [============>.................] - ETA: 17s - loss: 2.0307 - accuracy: 0.4558 - top-5-accuracy: 0.7681
+
+
+```
+
+```
+
+ 78/176 [============>.................] - ETA: 16s - loss: 2.0299 - accuracy: 0.4560 - top-5-accuracy: 0.7681
+
+
+```
+
+```
+
+ 79/176 [============>.................] - ETA: 16s - loss: 2.0306 - accuracy: 0.4557 - top-5-accuracy: 0.7678
+
+
+```
+
+```
+
+ 80/176 [============>.................] - ETA: 16s - loss: 2.0294 - accuracy: 0.4560 - top-5-accuracy: 0.7683
+
+
+```
+
+```
+
+ 81/176 [============>.................] - ETA: 16s - loss: 2.0313 - accuracy: 0.4555 - top-5-accuracy: 0.7677
+
+
+```
+
+```
+
+ 82/176 [============>.................] - ETA: 16s - loss: 2.0336 - accuracy: 0.4553 - top-5-accuracy: 0.7674
+
+
+```
+
+```
+
+ 83/176 [=============>................] - ETA: 16s - loss: 2.0341 - accuracy: 0.4557 - top-5-accuracy: 0.7669
+
+
+```
+
+```
+
+ 84/176 [=============>................] - ETA: 15s - loss: 2.0340 - accuracy: 0.4561 - top-5-accuracy: 0.7671
+
+
+```
+
+```
+
+ 85/176 [=============>................] - ETA: 15s - loss: 2.0361 - accuracy: 0.4556 - top-5-accuracy: 0.7669
+
+
+```
+
+```
+
+ 86/176 [=============>................] - ETA: 15s - loss: 2.0361 - accuracy: 0.4554 - top-5-accuracy: 0.7668
+
+
+```
+
+```
+
+ 87/176 [=============>................] - ETA: 15s - loss: 2.0379 - accuracy: 0.4551 - top-5-accuracy: 0.7663
+
+
+```
+
+```
+
+ 88/176 [==============>...............] - ETA: 15s - loss: 2.0367 - accuracy: 0.4554 - top-5-accuracy: 0.7664
+
+
+```
+
+```
+
+ 89/176 [==============>...............] - ETA: 15s - loss: 2.0368 - accuracy: 0.4556 - top-5-accuracy: 0.7665
+
+
+```
+
+```
+
+ 90/176 [==============>...............] - ETA: 14s - loss: 2.0356 - accuracy: 0.4557 - top-5-accuracy: 0.7668
+
+
+```
+
+```
+
+ 91/176 [==============>...............] - ETA: 14s - loss: 2.0354 - accuracy: 0.4556 - top-5-accuracy: 0.7668
+
+
+```
+
+```
+
+ 92/176 [==============>...............] - ETA: 14s - loss: 2.0364 - accuracy: 0.4554 - top-5-accuracy: 0.7664
+
+
+```
+
+```
+
+ 93/176 [==============>...............] - ETA: 14s - loss: 2.0381 - accuracy: 0.4550 - top-5-accuracy: 0.7659
+
+
+```
+
+```
+
+ 94/176 [===============>..............] - ETA: 14s - loss: 2.0385 - accuracy: 0.4550 - top-5-accuracy: 0.7660
+
+
+```
+
+```
+
+ 95/176 [===============>..............] - ETA: 14s - loss: 2.0372 - accuracy: 0.4553 - top-5-accuracy: 0.7660
+
+
+```
+
+```
+
+ 96/176 [===============>..............] - ETA: 13s - loss: 2.0380 - accuracy: 0.4551 - top-5-accuracy: 0.7656
+
+
+```
+
+```
+
+ 97/176 [===============>..............] - ETA: 13s - loss: 2.0372 - accuracy: 0.4553 - top-5-accuracy: 0.7659
+
+
+```
+
+```
+
+ 98/176 [===============>..............] - ETA: 13s - loss: 2.0372 - accuracy: 0.4550 - top-5-accuracy: 0.7661
+
+
+```
+
+```
+
+ 99/176 [===============>..............] - ETA: 13s - loss: 2.0353 - accuracy: 0.4554 - top-5-accuracy: 0.7664
+
+
+```
+
+```
+
+100/176 [================>.............] - ETA: 13s - loss: 2.0366 - accuracy: 0.4551 - top-5-accuracy: 0.7663
+
+
+```
+
+```
+
+101/176 [================>.............] - ETA: 12s - loss: 2.0376 - accuracy: 0.4548 - top-5-accuracy: 0.7663
+
+
+```
+
+```
+
+102/176 [================>.............] - ETA: 12s - loss: 2.0392 - accuracy: 0.4545 - top-5-accuracy: 0.7660
+
+
+```
+
+```
+
+103/176 [================>.............] - ETA: 12s - loss: 2.0384 - accuracy: 0.4548 - top-5-accuracy: 0.7663
+
+
+```
+
+```
+
+104/176 [================>.............] - ETA: 12s - loss: 2.0383 - accuracy: 0.4551 - top-5-accuracy: 0.7660
+
+
+```
+
+```
+
+105/176 [================>.............] - ETA: 12s - loss: 2.0372 - accuracy: 0.4550 - top-5-accuracy: 0.7663
+
+
+```
+
+```
+
+106/176 [=================>............] - ETA: 12s - loss: 2.0375 - accuracy: 0.4552 - top-5-accuracy: 0.7663
+
+
+```
+
+```
+
+107/176 [=================>............] - ETA: 11s - loss: 2.0382 - accuracy: 0.4549 - top-5-accuracy: 0.7660
+
+
+```
+
+```
+
+108/176 [=================>............] - ETA: 11s - loss: 2.0382 - accuracy: 0.4547 - top-5-accuracy: 0.7660
+
+
+```
+
+```
+
+109/176 [=================>............] - ETA: 11s - loss: 2.0391 - accuracy: 0.4545 - top-5-accuracy: 0.7660
+
+
+```
+
+```
+
+110/176 [=================>............] - ETA: 11s - loss: 2.0398 - accuracy: 0.4545 - top-5-accuracy: 0.7659
+
+
+```
+
+```
+
+111/176 [=================>............] - ETA: 11s - loss: 2.0403 - accuracy: 0.4547 - top-5-accuracy: 0.7657
+
+
+```
+
+```
+
+112/176 [==================>...........] - ETA: 11s - loss: 2.0421 - accuracy: 0.4542 - top-5-accuracy: 0.7655
+
+
+```
+
+```
+
+113/176 [==================>...........] - ETA: 10s - loss: 2.0409 - accuracy: 0.4544 - top-5-accuracy: 0.7656
+
+
+```
+
+```
+
+114/176 [==================>...........] - ETA: 10s - loss: 2.0420 - accuracy: 0.4542 - top-5-accuracy: 0.7654
+
+
+```
+
+```
+
+115/176 [==================>...........] - ETA: 10s - loss: 2.0429 - accuracy: 0.4544 - top-5-accuracy: 0.7652
+
+
+```
+
+```
+
+116/176 [==================>...........] - ETA: 10s - loss: 2.0436 - accuracy: 0.4541 - top-5-accuracy: 0.7653
+
+
+```
+
+```
+
+117/176 [==================>...........] - ETA: 10s - loss: 2.0463 - accuracy: 0.4535 - top-5-accuracy: 0.7647
+
+
+```
+
+```
+
+118/176 [===================>..........] - ETA: 10s - loss: 2.0471 - accuracy: 0.4534 - top-5-accuracy: 0.7648
+
+
+```
+
+```
+
+119/176 [===================>..........] - ETA: 9s - loss: 2.0454 - accuracy: 0.4535 - top-5-accuracy: 0.7650
+
+
+```
+
+```
+
+120/176 [===================>..........] - ETA: 9s - loss: 2.0462 - accuracy: 0.4535 - top-5-accuracy: 0.7645
+
+
+```
+
+```
+
+121/176 [===================>..........] - ETA: 9s - loss: 2.0469 - accuracy: 0.4534 - top-5-accuracy: 0.7647
+
+
+```
+
+```
+
+122/176 [===================>..........] - ETA: 9s - loss: 2.0474 - accuracy: 0.4532 - top-5-accuracy: 0.7643
+
+
+```
+
+```
+
+123/176 [===================>..........] - ETA: 9s - loss: 2.0474 - accuracy: 0.4533 - top-5-accuracy: 0.7642
+
+
+```
+
+```
+
+124/176 [====================>.........] - ETA: 8s - loss: 2.0467 - accuracy: 0.4532 - top-5-accuracy: 0.7646
+
+
+```
+
+```
+
+125/176 [====================>.........] - ETA: 8s - loss: 2.0457 - accuracy: 0.4531 - top-5-accuracy: 0.7647
+
+
+```
+
+```
+
+126/176 [====================>.........] - ETA: 8s - loss: 2.0470 - accuracy: 0.4528 - top-5-accuracy: 0.7644
+
+
+```
+
+```
+
+127/176 [====================>.........] - ETA: 8s - loss: 2.0478 - accuracy: 0.4526 - top-5-accuracy: 0.7643
+
+
+```
+
+```
+
+128/176 [====================>.........] - ETA: 8s - loss: 2.0483 - accuracy: 0.4526 - top-5-accuracy: 0.7642
+
+
+```
+
+```
+
+129/176 [====================>.........] - ETA: 8s - loss: 2.0474 - accuracy: 0.4529 - top-5-accuracy: 0.7644
+
+
+```
+
+```
+
+130/176 [=====================>........] - ETA: 7s - loss: 2.0466 - accuracy: 0.4533 - top-5-accuracy: 0.7646
+
+
+```
+
+```
+
+131/176 [=====================>........] - ETA: 7s - loss: 2.0469 - accuracy: 0.4536 - top-5-accuracy: 0.7647
+
+
+```
+
+```
+
+132/176 [=====================>........] - ETA: 7s - loss: 2.0480 - accuracy: 0.4532 - top-5-accuracy: 0.7645
+
+
+```
+
+```
+
+133/176 [=====================>........] - ETA: 7s - loss: 2.0472 - accuracy: 0.4535 - top-5-accuracy: 0.7645
+
+
+```
+
+```
+
+134/176 [=====================>........] - ETA: 7s - loss: 2.0482 - accuracy: 0.4531 - top-5-accuracy: 0.7643
+
+
+```
+
+```
+
+135/176 [======================>.......] - ETA: 7s - loss: 2.0492 - accuracy: 0.4529 - top-5-accuracy: 0.7643
+
+
+```
+
+```
+
+136/176 [======================>.......] - ETA: 6s - loss: 2.0509 - accuracy: 0.4524 - top-5-accuracy: 0.7639
+
+
+```
+
+```
+
+137/176 [======================>.......] - ETA: 6s - loss: 2.0513 - accuracy: 0.4524 - top-5-accuracy: 0.7638
+
+
+```
+
+```
+
+138/176 [======================>.......] - ETA: 6s - loss: 2.0523 - accuracy: 0.4520 - top-5-accuracy: 0.7637
+
+
+```
+
+```
+
+139/176 [======================>.......] - ETA: 6s - loss: 2.0519 - accuracy: 0.4519 - top-5-accuracy: 0.7637
+
+
+```
+
+```
+
+140/176 [======================>.......] - ETA: 6s - loss: 2.0529 - accuracy: 0.4514 - top-5-accuracy: 0.7633
+
+
+```
+
+```
+
+141/176 [=======================>......] - ETA: 6s - loss: 2.0530 - accuracy: 0.4514 - top-5-accuracy: 0.7633
+
+
+```
+
+```
+
+142/176 [=======================>......] - ETA: 5s - loss: 2.0531 - accuracy: 0.4513 - top-5-accuracy: 0.7631
+
+
+```
+
+```
+
+143/176 [=======================>......] - ETA: 5s - loss: 2.0533 - accuracy: 0.4513 - top-5-accuracy: 0.7629
+
+
+```
+
+```
+
+144/176 [=======================>......] - ETA: 5s - loss: 2.0523 - accuracy: 0.4513 - top-5-accuracy: 0.7630
+
+
+```
+
+```
+
+145/176 [=======================>......] - ETA: 5s - loss: 2.0532 - accuracy: 0.4512 - top-5-accuracy: 0.7630
+
+
+```
+
+```
+
+146/176 [=======================>......] - ETA: 5s - loss: 2.0528 - accuracy: 0.4513 - top-5-accuracy: 0.7630
+
+
+```
+
+```
+
+147/176 [========================>.....] - ETA: 5s - loss: 2.0522 - accuracy: 0.4515 - top-5-accuracy: 0.7630
+
+
+```
+
+```
+
+148/176 [========================>.....] - ETA: 4s - loss: 2.0521 - accuracy: 0.4514 - top-5-accuracy: 0.7630
+
+
+```
+
+```
+
+149/176 [========================>.....] - ETA: 4s - loss: 2.0525 - accuracy: 0.4514 - top-5-accuracy: 0.7631
+
+
+```
+
+```
+
+150/176 [========================>.....] - ETA: 4s - loss: 2.0521 - accuracy: 0.4515 - top-5-accuracy: 0.7630
+
+
+```
+
+```
+
+151/176 [========================>.....] - ETA: 4s - loss: 2.0522 - accuracy: 0.4513 - top-5-accuracy: 0.7629
+
+
+```
+
+```
+
+152/176 [========================>.....] - ETA: 4s - loss: 2.0522 - accuracy: 0.4517 - top-5-accuracy: 0.7628
+
+
+```
+
+```
+
+153/176 [=========================>....] - ETA: 3s - loss: 2.0518 - accuracy: 0.4518 - top-5-accuracy: 0.7629
+
+
+```
+
+```
+
+154/176 [=========================>....] - ETA: 3s - loss: 2.0509 - accuracy: 0.4520 - top-5-accuracy: 0.7631
+
+
+```
+
+```
+
+155/176 [=========================>....] - ETA: 3s - loss: 2.0507 - accuracy: 0.4522 - top-5-accuracy: 0.7631
+
+
+```
+
+```
+
+156/176 [=========================>....] - ETA: 3s - loss: 2.0517 - accuracy: 0.4519 - top-5-accuracy: 0.7629
+
+
+```
+
+```
+
+157/176 [=========================>....] - ETA: 3s - loss: 2.0528 - accuracy: 0.4518 - top-5-accuracy: 0.7628
+
+
+```
+
+```
+
+158/176 [=========================>....] - ETA: 3s - loss: 2.0522 - accuracy: 0.4520 - top-5-accuracy: 0.7630
+
+
+```
+
+```
+
+159/176 [==========================>...] - ETA: 2s - loss: 2.0530 - accuracy: 0.4517 - top-5-accuracy: 0.7628
+
+
+```
+
+```
+
+160/176 [==========================>...] - ETA: 2s - loss: 2.0532 - accuracy: 0.4519 - top-5-accuracy: 0.7627
+
+
+```
+
+```
+
+161/176 [==========================>...] - ETA: 2s - loss: 2.0521 - accuracy: 0.4520 - top-5-accuracy: 0.7631
+
+
+```
+
+```
+
+162/176 [==========================>...] - ETA: 2s - loss: 2.0532 - accuracy: 0.4516 - top-5-accuracy: 0.7628
+
+
+```
+
+```
+
+163/176 [==========================>...] - ETA: 2s - loss: 2.0532 - accuracy: 0.4514 - top-5-accuracy: 0.7627
+
+
+```
+
+```
+
+164/176 [==========================>...] - ETA: 2s - loss: 2.0538 - accuracy: 0.4513 - top-5-accuracy: 0.7625
+
+
+```
+
+```
+
+165/176 [===========================>..] - ETA: 1s - loss: 2.0529 - accuracy: 0.4515 - top-5-accuracy: 0.7626
+
+
+```
+
+```
+
+166/176 [===========================>..] - ETA: 1s - loss: 2.0538 - accuracy: 0.4515 - top-5-accuracy: 0.7624
+
+
+```
+
+```
+
+167/176 [===========================>..] - ETA: 1s - loss: 2.0538 - accuracy: 0.4516 - top-5-accuracy: 0.7625
+
+
+```
+
+```
+
+168/176 [===========================>..] - ETA: 1s - loss: 2.0534 - accuracy: 0.4516 - top-5-accuracy: 0.7625
+
+
+```
+
+```
+
+169/176 [===========================>..] - ETA: 1s - loss: 2.0541 - accuracy: 0.4514 - top-5-accuracy: 0.7625
+
+
+```
+
+```
+
+170/176 [===========================>..] - ETA: 1s - loss: 2.0557 - accuracy: 0.4511 - top-5-accuracy: 0.7623
+
+
+```
+
+```
+
+171/176 [============================>.] - ETA: 0s - loss: 2.0556 - accuracy: 0.4513 - top-5-accuracy: 0.7622
+
+
+```
+
+```
+
+172/176 [============================>.] - ETA: 0s - loss: 2.0558 - accuracy: 0.4513 - top-5-accuracy: 0.7621
+
+
+```
+
+```
+
+173/176 [============================>.] - ETA: 0s - loss: 2.0556 - accuracy: 0.4514 - top-5-accuracy: 0.7623
+
+
+```
+
+```
+
+174/176 [============================>.] - ETA: 0s - loss: 2.0555 - accuracy: 0.4512 - top-5-accuracy: 0.7625
+
+
+```
+
+```
+
+175/176 [============================>.] - ETA: 0s - loss: 2.0555 - accuracy: 0.4512 - top-5-accuracy: 0.7625
+
+
+```
+
+```
+
+176/176 [==============================] - ETA: 0s - loss: 2.0558 - accuracy: 0.4511 - top-5-accuracy: 0.7625
+
+
+```
+
+```
+
+176/176 [==============================] - 32s 180ms/step - loss: 2.0558 - accuracy: 0.4511 - top-5-accuracy: 0.7625 - val_loss: 1.9719 - val_accuracy: 0.4652 - val_top-5-accuracy: 0.7726
+
+
+
+```
+Epoch 24/50
+
+```
+
+
+ 1/176 [..............................] - ETA: 30s - loss: 2.1384 - accuracy: 0.4219 - top-5-accuracy: 0.7617
+
+
+```
+
+```
+
+ 2/176 [..............................] - ETA: 30s - loss: 2.0461 - accuracy: 0.4512 - top-5-accuracy: 0.7656
+
+
+```
+
+```
+
+ 3/176 [..............................] - ETA: 29s - loss: 2.0203 - accuracy: 0.4492 - top-5-accuracy: 0.7708
+
+
+```
+
+```
+
+ 4/176 [..............................] - ETA: 29s - loss: 2.0162 - accuracy: 0.4492 - top-5-accuracy: 0.7715
+
+
+```
+
+```
+
+ 5/176 [..............................] - ETA: 29s - loss: 2.0703 - accuracy: 0.4383 - top-5-accuracy: 0.7609
+
+
+```
+
+```
+
+ 6/176 [>.............................] - ETA: 29s - loss: 2.0693 - accuracy: 0.4362 - top-5-accuracy: 0.7591
+
+
+```
+
+```
+
+ 7/176 [>.............................] - ETA: 29s - loss: 2.0494 - accuracy: 0.4397 - top-5-accuracy: 0.7634
+
+
+```
+
+```
+
+ 8/176 [>.............................] - ETA: 29s - loss: 2.0512 - accuracy: 0.4458 - top-5-accuracy: 0.7646
+
+
+```
+
+```
+
+ 9/176 [>.............................] - ETA: 28s - loss: 2.0376 - accuracy: 0.4492 - top-5-accuracy: 0.7687
+
+
+```
+
+```
+
+ 10/176 [>.............................] - ETA: 28s - loss: 2.0188 - accuracy: 0.4563 - top-5-accuracy: 0.7711
+
+
+```
+
+```
+
+ 11/176 [>.............................] - ETA: 28s - loss: 2.0313 - accuracy: 0.4560 - top-5-accuracy: 0.7678
+
+
+```
+
+```
+
+ 12/176 [=>............................] - ETA: 28s - loss: 2.0331 - accuracy: 0.4561 - top-5-accuracy: 0.7689
+
+
+```
+
+```
+
+ 13/176 [=>............................] - ETA: 28s - loss: 2.0401 - accuracy: 0.4543 - top-5-accuracy: 0.7662
+
+
+```
+
+```
+
+ 14/176 [=>............................] - ETA: 28s - loss: 2.0455 - accuracy: 0.4545 - top-5-accuracy: 0.7662
+
+
+```
+
+```
+
+ 15/176 [=>............................] - ETA: 27s - loss: 2.0501 - accuracy: 0.4513 - top-5-accuracy: 0.7656
+
+
+```
+
+```
+
+ 16/176 [=>............................] - ETA: 27s - loss: 2.0588 - accuracy: 0.4485 - top-5-accuracy: 0.7615
+
+
+```
+
+```
+
+ 17/176 [=>............................] - ETA: 27s - loss: 2.0584 - accuracy: 0.4490 - top-5-accuracy: 0.7608
+
+
+```
+
+```
+
+ 18/176 [==>...........................] - ETA: 27s - loss: 2.0617 - accuracy: 0.4484 - top-5-accuracy: 0.7615
+
+
+```
+
+```
+
+ 19/176 [==>...........................] - ETA: 27s - loss: 2.0545 - accuracy: 0.4511 - top-5-accuracy: 0.7623
+
+
+```
+
+```
+
+ 20/176 [==>...........................] - ETA: 26s - loss: 2.0511 - accuracy: 0.4520 - top-5-accuracy: 0.7635
+
+
+```
+
+```
+
+ 21/176 [==>...........................] - ETA: 26s - loss: 2.0418 - accuracy: 0.4537 - top-5-accuracy: 0.7649
+
+
+```
+
+```
+
+ 22/176 [==>...........................] - ETA: 26s - loss: 2.0395 - accuracy: 0.4528 - top-5-accuracy: 0.7653
+
+
+```
+
+```
+
+ 23/176 [==>...........................] - ETA: 26s - loss: 2.0373 - accuracy: 0.4535 - top-5-accuracy: 0.7639
+
+
+```
+
+```
+
+ 24/176 [===>..........................] - ETA: 26s - loss: 2.0360 - accuracy: 0.4546 - top-5-accuracy: 0.7646
+
+
+```
+
+```
+
+ 25/176 [===>..........................] - ETA: 26s - loss: 2.0369 - accuracy: 0.4536 - top-5-accuracy: 0.7655
+
+
+```
+
+```
+
+ 26/176 [===>..........................] - ETA: 25s - loss: 2.0387 - accuracy: 0.4522 - top-5-accuracy: 0.7655
+
+
+```
+
+```
+
+ 27/176 [===>..........................] - ETA: 25s - loss: 2.0257 - accuracy: 0.4550 - top-5-accuracy: 0.7687
+
+
+```
+
+```
+
+ 28/176 [===>..........................] - ETA: 25s - loss: 2.0222 - accuracy: 0.4552 - top-5-accuracy: 0.7701
+
+
+```
+
+```
+
+ 29/176 [===>..........................] - ETA: 25s - loss: 2.0257 - accuracy: 0.4549 - top-5-accuracy: 0.7699
+
+
+```
+
+```
+
+ 30/176 [====>.........................] - ETA: 25s - loss: 2.0270 - accuracy: 0.4547 - top-5-accuracy: 0.7695
+
+
+```
+
+```
+
+ 31/176 [====>.........................] - ETA: 25s - loss: 2.0290 - accuracy: 0.4530 - top-5-accuracy: 0.7689
+
+
+```
+
+```
+
+ 32/176 [====>.........................] - ETA: 24s - loss: 2.0331 - accuracy: 0.4520 - top-5-accuracy: 0.7681
+
+
+```
+
+```
+
+ 33/176 [====>.........................] - ETA: 24s - loss: 2.0308 - accuracy: 0.4534 - top-5-accuracy: 0.7686
+
+
+```
+
+```
+
+ 34/176 [====>.........................] - ETA: 24s - loss: 2.0286 - accuracy: 0.4536 - top-5-accuracy: 0.7690
+
+
+```
+
+```
+
+ 35/176 [====>.........................] - ETA: 24s - loss: 2.0259 - accuracy: 0.4549 - top-5-accuracy: 0.7695
+
+
+```
+
+```
+
+ 36/176 [=====>........................] - ETA: 24s - loss: 2.0341 - accuracy: 0.4535 - top-5-accuracy: 0.7679
+
+
+```
+
+```
+
+ 37/176 [=====>........................] - ETA: 24s - loss: 2.0351 - accuracy: 0.4538 - top-5-accuracy: 0.7682
+
+
+```
+
+```
+
+ 38/176 [=====>........................] - ETA: 23s - loss: 2.0332 - accuracy: 0.4539 - top-5-accuracy: 0.7685
+
+
+```
+
+```
+
+ 39/176 [=====>........................] - ETA: 23s - loss: 2.0361 - accuracy: 0.4534 - top-5-accuracy: 0.7675
+
+
+```
+
+```
+
+ 40/176 [=====>........................] - ETA: 23s - loss: 2.0357 - accuracy: 0.4532 - top-5-accuracy: 0.7674
+
+
+```
+
+```
+
+ 41/176 [=====>........................] - ETA: 23s - loss: 2.0344 - accuracy: 0.4526 - top-5-accuracy: 0.7679
+
+
+```
+
+```
+
+ 42/176 [======>.......................] - ETA: 23s - loss: 2.0301 - accuracy: 0.4533 - top-5-accuracy: 0.7682
+
+
+```
+
+```
+
+ 43/176 [======>.......................] - ETA: 22s - loss: 2.0268 - accuracy: 0.4534 - top-5-accuracy: 0.7691
+
+
+```
+
+```
+
+ 44/176 [======>.......................] - ETA: 22s - loss: 2.0265 - accuracy: 0.4543 - top-5-accuracy: 0.7689
+
+
+```
+
+```
+
+ 45/176 [======>.......................] - ETA: 22s - loss: 2.0253 - accuracy: 0.4546 - top-5-accuracy: 0.7696
+
+
+```
+
+```
+
+ 46/176 [======>.......................] - ETA: 22s - loss: 2.0267 - accuracy: 0.4547 - top-5-accuracy: 0.7693
+
+
+```
+
+```
+
+ 47/176 [=======>......................] - ETA: 22s - loss: 2.0291 - accuracy: 0.4547 - top-5-accuracy: 0.7685
+
+
+```
+
+```
+
+ 48/176 [=======>......................] - ETA: 22s - loss: 2.0302 - accuracy: 0.4543 - top-5-accuracy: 0.7681
+
+
+```
+
+```
+
+ 49/176 [=======>......................] - ETA: 21s - loss: 2.0296 - accuracy: 0.4546 - top-5-accuracy: 0.7680
+
+
+```
+
+```
+
+ 50/176 [=======>......................] - ETA: 21s - loss: 2.0297 - accuracy: 0.4549 - top-5-accuracy: 0.7684
+
+
+```
+
+```
+
+ 51/176 [=======>......................] - ETA: 21s - loss: 2.0293 - accuracy: 0.4553 - top-5-accuracy: 0.7679
+
+
+```
+
+```
+
+ 52/176 [=======>......................] - ETA: 21s - loss: 2.0297 - accuracy: 0.4547 - top-5-accuracy: 0.7677
+
+
+```
+
+```
+
+ 53/176 [========>.....................] - ETA: 21s - loss: 2.0328 - accuracy: 0.4537 - top-5-accuracy: 0.7674
+
+
+```
+
+```
+
+ 54/176 [========>.....................] - ETA: 21s - loss: 2.0310 - accuracy: 0.4537 - top-5-accuracy: 0.7678
+
+
+```
+
+```
+
+ 55/176 [========>.....................] - ETA: 20s - loss: 2.0334 - accuracy: 0.4536 - top-5-accuracy: 0.7670
+
+
+```
+
+```
+
+ 56/176 [========>.....................] - ETA: 20s - loss: 2.0333 - accuracy: 0.4538 - top-5-accuracy: 0.7667
+
+
+```
+
+```
+
+ 57/176 [========>.....................] - ETA: 20s - loss: 2.0350 - accuracy: 0.4534 - top-5-accuracy: 0.7668
+
+
+```
+
+```
+
+ 58/176 [========>.....................] - ETA: 20s - loss: 2.0322 - accuracy: 0.4537 - top-5-accuracy: 0.7670
+
+
+```
+
+```
+
+ 59/176 [=========>....................] - ETA: 20s - loss: 2.0335 - accuracy: 0.4531 - top-5-accuracy: 0.7667
+
+
+```
+
+```
+
+ 60/176 [=========>....................] - ETA: 20s - loss: 2.0331 - accuracy: 0.4531 - top-5-accuracy: 0.7665
+
+
+```
+
+```
+
+ 61/176 [=========>....................] - ETA: 19s - loss: 2.0325 - accuracy: 0.4534 - top-5-accuracy: 0.7663
+
+
+```
+
+```
+
+ 62/176 [=========>....................] - ETA: 19s - loss: 2.0298 - accuracy: 0.4540 - top-5-accuracy: 0.7674
+
+
+```
+
+```
+
+ 63/176 [=========>....................] - ETA: 19s - loss: 2.0288 - accuracy: 0.4540 - top-5-accuracy: 0.7671
+
+
+```
+
+```
+
+ 64/176 [=========>....................] - ETA: 19s - loss: 2.0272 - accuracy: 0.4548 - top-5-accuracy: 0.7676
+
+
+```
+
+```
+
+ 65/176 [==========>...................] - ETA: 19s - loss: 2.0290 - accuracy: 0.4546 - top-5-accuracy: 0.7677
+
+
+```
+
+```
+
+ 66/176 [==========>...................] - ETA: 19s - loss: 2.0281 - accuracy: 0.4552 - top-5-accuracy: 0.7680
+
+
+```
+
+```
+
+ 67/176 [==========>...................] - ETA: 18s - loss: 2.0284 - accuracy: 0.4552 - top-5-accuracy: 0.7679
+
+
+```
+
+```
+
+ 68/176 [==========>...................] - ETA: 18s - loss: 2.0252 - accuracy: 0.4554 - top-5-accuracy: 0.7688
+
+
+```
+
+```
+
+ 69/176 [==========>...................] - ETA: 18s - loss: 2.0271 - accuracy: 0.4549 - top-5-accuracy: 0.7687
+
+
+```
+
+```
+
+ 70/176 [==========>...................] - ETA: 18s - loss: 2.0294 - accuracy: 0.4546 - top-5-accuracy: 0.7680
+
+
+```
+
+```
+
+ 71/176 [===========>..................] - ETA: 18s - loss: 2.0298 - accuracy: 0.4547 - top-5-accuracy: 0.7677
+
+
+```
+
+```
+
+ 72/176 [===========>..................] - ETA: 17s - loss: 2.0278 - accuracy: 0.4551 - top-5-accuracy: 0.7680
+
+
+```
+
+```
+
+ 73/176 [===========>..................] - ETA: 17s - loss: 2.0273 - accuracy: 0.4554 - top-5-accuracy: 0.7678
+
+
+```
+
+```
+
+ 74/176 [===========>..................] - ETA: 17s - loss: 2.0285 - accuracy: 0.4550 - top-5-accuracy: 0.7673
+
+
+```
+
+```
+
+ 75/176 [===========>..................] - ETA: 17s - loss: 2.0281 - accuracy: 0.4549 - top-5-accuracy: 0.7675
+
+
+```
+
+```
+
+ 76/176 [===========>..................] - ETA: 17s - loss: 2.0261 - accuracy: 0.4547 - top-5-accuracy: 0.7681
+
+
+```
+
+```
+
+ 77/176 [============>.................] - ETA: 17s - loss: 2.0251 - accuracy: 0.4547 - top-5-accuracy: 0.7685
+
+
+```
+
+```
+
+ 78/176 [============>.................] - ETA: 16s - loss: 2.0253 - accuracy: 0.4549 - top-5-accuracy: 0.7680
+
+
+```
+
+```
+
+ 79/176 [============>.................] - ETA: 16s - loss: 2.0245 - accuracy: 0.4547 - top-5-accuracy: 0.7681
+
+
+```
+
+```
+
+ 80/176 [============>.................] - ETA: 16s - loss: 2.0235 - accuracy: 0.4548 - top-5-accuracy: 0.7684
+
+
+```
+
+```
+
+ 81/176 [============>.................] - ETA: 16s - loss: 2.0229 - accuracy: 0.4551 - top-5-accuracy: 0.7686
+
+
+```
+
+```
+
+ 82/176 [============>.................] - ETA: 16s - loss: 2.0225 - accuracy: 0.4548 - top-5-accuracy: 0.7688
+
+
+```
+
+```
+
+ 83/176 [=============>................] - ETA: 16s - loss: 2.0253 - accuracy: 0.4540 - top-5-accuracy: 0.7684
+
+
+```
+
+```
+
+ 84/176 [=============>................] - ETA: 15s - loss: 2.0279 - accuracy: 0.4535 - top-5-accuracy: 0.7680
+
+
+```
+
+```
+
+ 85/176 [=============>................] - ETA: 15s - loss: 2.0278 - accuracy: 0.4535 - top-5-accuracy: 0.7681
+
+
+```
+
+```
+
+ 86/176 [=============>................] - ETA: 15s - loss: 2.0273 - accuracy: 0.4534 - top-5-accuracy: 0.7680
+
+
+```
+
+```
+
+ 87/176 [=============>................] - ETA: 15s - loss: 2.0268 - accuracy: 0.4531 - top-5-accuracy: 0.7683
+
+
+```
+
+```
+
+ 88/176 [==============>...............] - ETA: 15s - loss: 2.0261 - accuracy: 0.4537 - top-5-accuracy: 0.7682
+
+
+```
+
+```
+
+ 89/176 [==============>...............] - ETA: 15s - loss: 2.0261 - accuracy: 0.4534 - top-5-accuracy: 0.7683
+
+
+```
+
+```
+
+ 90/176 [==============>...............] - ETA: 14s - loss: 2.0252 - accuracy: 0.4535 - top-5-accuracy: 0.7685
+
+
+```
+
+```
+
+ 91/176 [==============>...............] - ETA: 14s - loss: 2.0242 - accuracy: 0.4536 - top-5-accuracy: 0.7686
+
+
+```
+
+```
+
+ 92/176 [==============>...............] - ETA: 14s - loss: 2.0245 - accuracy: 0.4535 - top-5-accuracy: 0.7686
+
+
+```
+
+```
+
+ 93/176 [==============>...............] - ETA: 14s - loss: 2.0261 - accuracy: 0.4530 - top-5-accuracy: 0.7682
+
+
+```
+
+```
+
+ 94/176 [===============>..............] - ETA: 14s - loss: 2.0266 - accuracy: 0.4532 - top-5-accuracy: 0.7680
+
+
+```
+
+```
+
+ 95/176 [===============>..............] - ETA: 14s - loss: 2.0279 - accuracy: 0.4537 - top-5-accuracy: 0.7676
+
+
+```
+
+```
+
+ 96/176 [===============>..............] - ETA: 13s - loss: 2.0270 - accuracy: 0.4541 - top-5-accuracy: 0.7676
+
+
+```
+
+```
+
+ 97/176 [===============>..............] - ETA: 13s - loss: 2.0250 - accuracy: 0.4541 - top-5-accuracy: 0.7683
+
+
+```
+
+```
+
+ 98/176 [===============>..............] - ETA: 13s - loss: 2.0234 - accuracy: 0.4545 - top-5-accuracy: 0.7687
+
+
+```
+
+```
+
+ 99/176 [===============>..............] - ETA: 13s - loss: 2.0203 - accuracy: 0.4550 - top-5-accuracy: 0.7693
+
+
+```
+
+```
+
+100/176 [================>.............] - ETA: 13s - loss: 2.0201 - accuracy: 0.4549 - top-5-accuracy: 0.7696
+
+
+```
+
+```
+
+101/176 [================>.............] - ETA: 12s - loss: 2.0205 - accuracy: 0.4547 - top-5-accuracy: 0.7697
+
+
+```
+
+```
+
+102/176 [================>.............] - ETA: 12s - loss: 2.0217 - accuracy: 0.4547 - top-5-accuracy: 0.7694
+
+
+```
+
+```
+
+103/176 [================>.............] - ETA: 12s - loss: 2.0235 - accuracy: 0.4544 - top-5-accuracy: 0.7691
+
+
+```
+
+```
+
+104/176 [================>.............] - ETA: 12s - loss: 2.0234 - accuracy: 0.4548 - top-5-accuracy: 0.7687
+
+
+```
+
+```
+
+105/176 [================>.............] - ETA: 12s - loss: 2.0223 - accuracy: 0.4549 - top-5-accuracy: 0.7688
+
+
+```
+
+```
+
+106/176 [=================>............] - ETA: 12s - loss: 2.0236 - accuracy: 0.4549 - top-5-accuracy: 0.7686
+
+
+```
+
+```
+
+107/176 [=================>............] - ETA: 11s - loss: 2.0222 - accuracy: 0.4550 - top-5-accuracy: 0.7692
+
+
+```
+
+```
+
+108/176 [=================>............] - ETA: 11s - loss: 2.0228 - accuracy: 0.4553 - top-5-accuracy: 0.7690
+
+
+```
+
+```
+
+109/176 [=================>............] - ETA: 11s - loss: 2.0232 - accuracy: 0.4550 - top-5-accuracy: 0.7689
+
+
+```
+
+```
+
+110/176 [=================>............] - ETA: 11s - loss: 2.0237 - accuracy: 0.4551 - top-5-accuracy: 0.7686
+
+
+```
+
+```
+
+111/176 [=================>............] - ETA: 11s - loss: 2.0232 - accuracy: 0.4552 - top-5-accuracy: 0.7686
+
+
+```
+
+```
+
+112/176 [==================>...........] - ETA: 11s - loss: 2.0235 - accuracy: 0.4550 - top-5-accuracy: 0.7686
+
+
+```
+
+```
+
+113/176 [==================>...........] - ETA: 10s - loss: 2.0252 - accuracy: 0.4546 - top-5-accuracy: 0.7686
+
+
+```
+
+```
+
+114/176 [==================>...........] - ETA: 10s - loss: 2.0256 - accuracy: 0.4546 - top-5-accuracy: 0.7685
+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
+118/176 [===================>..........] - ETA: 10s - loss: 2.0235 - accuracy: 0.4555 - top-5-accuracy: 0.7685
+
+
+```
+
+```
+
+119/176 [===================>..........] - ETA: 9s - loss: 2.0240 - accuracy: 0.4555 - top-5-accuracy: 0.7687
+
+
+```
+
+```
+
+120/176 [===================>..........] - ETA: 9s - loss: 2.0222 - accuracy: 0.4561 - top-5-accuracy: 0.7689
+
+
+```
+
+```
+
+121/176 [===================>..........] - ETA: 9s - loss: 2.0214 - accuracy: 0.4562 - top-5-accuracy: 0.7691
+
+
+```
+
+```
+
+122/176 [===================>..........] - ETA: 9s - loss: 2.0199 - accuracy: 0.4566 - top-5-accuracy: 0.7694
+
+
+```
+
+```
+
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+
+
+```
+
+```
+
+124/176 [====================>.........] - ETA: 8s - loss: 2.0190 - accuracy: 0.4567 - top-5-accuracy: 0.7697
+
+
+```
+
+```
+
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+
+
+```
+
+```
+
+126/176 [====================>.........] - ETA: 8s - loss: 2.0180 - accuracy: 0.4567 - top-5-accuracy: 0.7695
+
+
+```
+
+```
+
+127/176 [====================>.........] - ETA: 8s - loss: 2.0183 - accuracy: 0.4566 - top-5-accuracy: 0.7695
+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
+142/176 [=======================>......] - ETA: 5s - loss: 2.0176 - accuracy: 0.4568 - top-5-accuracy: 0.7689
+
+
+```
+
+```
+
+143/176 [=======================>......] - ETA: 5s - loss: 2.0171 - accuracy: 0.4569 - top-5-accuracy: 0.7688
+
+
+```
+
+```
+
+144/176 [=======================>......] - ETA: 5s - loss: 2.0176 - accuracy: 0.4568 - top-5-accuracy: 0.7689
+
+
+```
+
+```
+
+145/176 [=======================>......] - ETA: 5s - loss: 2.0170 - accuracy: 0.4571 - top-5-accuracy: 0.7691
+
+
+```
+
+```
+
+146/176 [=======================>......] - ETA: 5s - loss: 2.0177 - accuracy: 0.4570 - top-5-accuracy: 0.7690
+
+
+```
+
+```
+
+147/176 [========================>.....] - ETA: 5s - loss: 2.0181 - accuracy: 0.4570 - top-5-accuracy: 0.7689
+
+
+```
+
+```
+
+148/176 [========================>.....] - ETA: 4s - loss: 2.0176 - accuracy: 0.4571 - top-5-accuracy: 0.7690
+
+
+```
+
+```
+
+149/176 [========================>.....] - ETA: 4s - loss: 2.0167 - accuracy: 0.4573 - top-5-accuracy: 0.7689
+
+
+```
+
+```
+
+150/176 [========================>.....] - ETA: 4s - loss: 2.0164 - accuracy: 0.4574 - top-5-accuracy: 0.7691
+
+
+```
+
+```
+
+151/176 [========================>.....] - ETA: 4s - loss: 2.0158 - accuracy: 0.4574 - top-5-accuracy: 0.7692
+
+
+```
+
+```
+
+152/176 [========================>.....] - ETA: 4s - loss: 2.0163 - accuracy: 0.4572 - top-5-accuracy: 0.7690
+
+
+```
+
+```
+
+153/176 [=========================>....] - ETA: 3s - loss: 2.0161 - accuracy: 0.4572 - top-5-accuracy: 0.7690
+
+
+```
+
+```
+
+154/176 [=========================>....] - ETA: 3s - loss: 2.0167 - accuracy: 0.4568 - top-5-accuracy: 0.7688
+
+
+```
+
+```
+
+155/176 [=========================>....] - ETA: 3s - loss: 2.0173 - accuracy: 0.4568 - top-5-accuracy: 0.7686
+
+
+```
+
+```
+
+156/176 [=========================>....] - ETA: 3s - loss: 2.0181 - accuracy: 0.4568 - top-5-accuracy: 0.7685
+
+
+```
+
+```
+
+157/176 [=========================>....] - ETA: 3s - loss: 2.0177 - accuracy: 0.4569 - top-5-accuracy: 0.7684
+
+
+```
+
+```
+
+158/176 [=========================>....] - ETA: 3s - loss: 2.0173 - accuracy: 0.4568 - top-5-accuracy: 0.7686
+
+
+```
+
+```
+
+159/176 [==========================>...] - ETA: 2s - loss: 2.0176 - accuracy: 0.4566 - top-5-accuracy: 0.7685
+
+
+```
+
+```
+
+160/176 [==========================>...] - ETA: 2s - loss: 2.0167 - accuracy: 0.4569 - top-5-accuracy: 0.7688
+
+
+```
+
+```
+
+161/176 [==========================>...] - ETA: 2s - loss: 2.0161 - accuracy: 0.4570 - top-5-accuracy: 0.7689
+
+
+```
+
+```
+
+162/176 [==========================>...] - ETA: 2s - loss: 2.0167 - accuracy: 0.4569 - top-5-accuracy: 0.7687
+
+
+```
+
+```
+
+163/176 [==========================>...] - ETA: 2s - loss: 2.0164 - accuracy: 0.4569 - top-5-accuracy: 0.7687
+
+
+```
+
+```
+
+164/176 [==========================>...] - ETA: 2s - loss: 2.0160 - accuracy: 0.4569 - top-5-accuracy: 0.7686
+
+
+```
+
+```
+
+165/176 [===========================>..] - ETA: 1s - loss: 2.0162 - accuracy: 0.4568 - top-5-accuracy: 0.7684
+
+
+```
+
+```
+
+166/176 [===========================>..] - ETA: 1s - loss: 2.0166 - accuracy: 0.4568 - top-5-accuracy: 0.7683
+
+
+```
+
+```
+
+167/176 [===========================>..] - ETA: 1s - loss: 2.0160 - accuracy: 0.4568 - top-5-accuracy: 0.7683
+
+
+```
+
+```
+
+168/176 [===========================>..] - ETA: 1s - loss: 2.0164 - accuracy: 0.4567 - top-5-accuracy: 0.7682
+
+
+```
+
+```
+
+169/176 [===========================>..] - ETA: 1s - loss: 2.0154 - accuracy: 0.4569 - top-5-accuracy: 0.7684
+
+
+```
+
+```
+
+170/176 [===========================>..] - ETA: 1s - loss: 2.0164 - accuracy: 0.4565 - top-5-accuracy: 0.7683
+
+
+```
+
+```
+
+171/176 [============================>.] - ETA: 0s - loss: 2.0160 - accuracy: 0.4566 - top-5-accuracy: 0.7684
+
+
+```
+
+```
+
+172/176 [============================>.] - ETA: 0s - loss: 2.0162 - accuracy: 0.4566 - top-5-accuracy: 0.7685
+
+
+```
+
+```
+
+173/176 [============================>.] - ETA: 0s - loss: 2.0159 - accuracy: 0.4568 - top-5-accuracy: 0.7686
+
+
+```
+
+```
+
+174/176 [============================>.] - ETA: 0s - loss: 2.0157 - accuracy: 0.4568 - top-5-accuracy: 0.7685
+
+
+```
+
+```
+
+175/176 [============================>.] - ETA: 0s - loss: 2.0149 - accuracy: 0.4570 - top-5-accuracy: 0.7686
+
+
+```
+
+```
+
+176/176 [==============================] - ETA: 0s - loss: 2.0148 - accuracy: 0.4572 - top-5-accuracy: 0.7686
+
+
+```
+
+```
+
+176/176 [==============================] - 32s 179ms/step - loss: 2.0148 - accuracy: 0.4572 - top-5-accuracy: 0.7686 - val_loss: 1.9819 - val_accuracy: 0.4648 - val_top-5-accuracy: 0.7696
+
+
+
+```
+Epoch 25/50
+
+```
+
+
+ 1/176 [..............................] - ETA: 30s - loss: 2.0179 - accuracy: 0.4297 - top-5-accuracy: 0.7422
+
+
+```
+
+```
+
+ 2/176 [..............................] - ETA: 30s - loss: 1.7777 - accuracy: 0.4961 - top-5-accuracy: 0.8125
+
+
+```
+
+```
+
+ 3/176 [..............................] - ETA: 29s - loss: 1.8686 - accuracy: 0.4779 - top-5-accuracy: 0.7956
+
+
+```
+
+```
+
+ 4/176 [..............................] - ETA: 29s - loss: 1.8517 - accuracy: 0.4844 - top-5-accuracy: 0.7959
+
+
+```
+
+```
+
+ 5/176 [..............................] - ETA: 29s - loss: 1.8771 - accuracy: 0.4836 - top-5-accuracy: 0.7937
+
+
+```
+
+```
+
+ 6/176 [>.............................] - ETA: 29s - loss: 1.8657 - accuracy: 0.4844 - top-5-accuracy: 0.7956
+
+
+```
+
+```
+
+ 7/176 [>.............................] - ETA: 29s - loss: 1.8832 - accuracy: 0.4844 - top-5-accuracy: 0.7946
+
+
+```
+
+```
+
+ 8/176 [>.............................] - ETA: 29s - loss: 1.8691 - accuracy: 0.4888 - top-5-accuracy: 0.7993
+
+
+```
+
+```
+
+ 9/176 [>.............................] - ETA: 28s - loss: 1.8718 - accuracy: 0.4861 - top-5-accuracy: 0.8012
+
+
+```
+
+```
+
+ 10/176 [>.............................] - ETA: 28s - loss: 1.8733 - accuracy: 0.4844 - top-5-accuracy: 0.8000
+
+
+```
+
+```
+
+ 11/176 [>.............................] - ETA: 28s - loss: 1.8672 - accuracy: 0.4872 - top-5-accuracy: 0.8008
+
+
+```
+
+```
+
+ 12/176 [=>............................] - ETA: 28s - loss: 1.8725 - accuracy: 0.4867 - top-5-accuracy: 0.7969
+
+
+```
+
+```
+
+ 13/176 [=>............................] - ETA: 28s - loss: 1.8801 - accuracy: 0.4883 - top-5-accuracy: 0.7951
+
+
+```
+
+```
+
+ 14/176 [=>............................] - ETA: 28s - loss: 1.8907 - accuracy: 0.4866 - top-5-accuracy: 0.7932
+
+
+```
+
+```
+
+ 15/176 [=>............................] - ETA: 27s - loss: 1.8989 - accuracy: 0.4831 - top-5-accuracy: 0.7924
+
+
+```
+
+```
+
+ 16/176 [=>............................] - ETA: 27s - loss: 1.8917 - accuracy: 0.4861 - top-5-accuracy: 0.7947
+
+
+```
+
+```
+
+ 17/176 [=>............................] - ETA: 27s - loss: 1.8991 - accuracy: 0.4862 - top-5-accuracy: 0.7925
+
+
+```
+
+```
+
+ 18/176 [==>...........................] - ETA: 27s - loss: 1.9045 - accuracy: 0.4852 - top-5-accuracy: 0.7914
+
+
+```
+
+```
+
+ 19/176 [==>...........................] - ETA: 27s - loss: 1.9071 - accuracy: 0.4852 - top-5-accuracy: 0.7924
+
+
+```
+
+```
+
+ 20/176 [==>...........................] - ETA: 26s - loss: 1.9105 - accuracy: 0.4855 - top-5-accuracy: 0.7912
+
+
+```
+
+```
+
+ 21/176 [==>...........................] - ETA: 26s - loss: 1.9162 - accuracy: 0.4853 - top-5-accuracy: 0.7909
+
+
+```
+
+```
+
+ 22/176 [==>...........................] - ETA: 26s - loss: 1.9180 - accuracy: 0.4838 - top-5-accuracy: 0.7907
+
+
+```
+
+```
+
+ 23/176 [==>...........................] - ETA: 26s - loss: 1.9191 - accuracy: 0.4845 - top-5-accuracy: 0.7897
+
+
+```
+
+```
+
+ 24/176 [===>..........................] - ETA: 26s - loss: 1.9252 - accuracy: 0.4837 - top-5-accuracy: 0.7876
+
+
+```
+
+```
+
+ 25/176 [===>..........................] - ETA: 26s - loss: 1.9288 - accuracy: 0.4822 - top-5-accuracy: 0.7862
+
+
+```
+
+```
+
+ 26/176 [===>..........................] - ETA: 25s - loss: 1.9305 - accuracy: 0.4814 - top-5-accuracy: 0.7847
+
+
+```
+
+```
+
+ 27/176 [===>..........................] - ETA: 25s - loss: 1.9300 - accuracy: 0.4832 - top-5-accuracy: 0.7850
+
+
+```
+
+```
+
+ 28/176 [===>..........................] - ETA: 25s - loss: 1.9306 - accuracy: 0.4817 - top-5-accuracy: 0.7849
+
+
+```
+
+```
+
+ 29/176 [===>..........................] - ETA: 25s - loss: 1.9283 - accuracy: 0.4821 - top-5-accuracy: 0.7857
+
+
+```
+
+```
+
+ 30/176 [====>.........................] - ETA: 25s - loss: 1.9261 - accuracy: 0.4824 - top-5-accuracy: 0.7870
+
+
+```
+
+```
+
+ 31/176 [====>.........................] - ETA: 25s - loss: 1.9322 - accuracy: 0.4817 - top-5-accuracy: 0.7858
+
+
+```
+
+```
+
+ 32/176 [====>.........................] - ETA: 24s - loss: 1.9276 - accuracy: 0.4827 - top-5-accuracy: 0.7870
+
+
+```
+
+```
+
+ 33/176 [====>.........................] - ETA: 24s - loss: 1.9310 - accuracy: 0.4817 - top-5-accuracy: 0.7869
+
+
+```
+
+```
+
+ 34/176 [====>.........................] - ETA: 24s - loss: 1.9308 - accuracy: 0.4814 - top-5-accuracy: 0.7873
+
+
+```
+
+```
+
+ 35/176 [====>.........................] - ETA: 24s - loss: 1.9333 - accuracy: 0.4807 - top-5-accuracy: 0.7875
+
+
+```
+
+```
+
+ 36/176 [=====>........................] - ETA: 24s - loss: 1.9311 - accuracy: 0.4813 - top-5-accuracy: 0.7878
+
+
+```
+
+```
+
+ 37/176 [=====>........................] - ETA: 24s - loss: 1.9320 - accuracy: 0.4805 - top-5-accuracy: 0.7877
+
+
+```
+
+```
+
+ 38/176 [=====>........................] - ETA: 23s - loss: 1.9363 - accuracy: 0.4796 - top-5-accuracy: 0.7869
+
+
+```
+
+```
+
+ 39/176 [=====>........................] - ETA: 23s - loss: 1.9329 - accuracy: 0.4804 - top-5-accuracy: 0.7872
+
+
+```
+
+```
+
+ 40/176 [=====>........................] - ETA: 23s - loss: 1.9303 - accuracy: 0.4805 - top-5-accuracy: 0.7874
+
+
+```
+
+```
+
+ 41/176 [=====>........................] - ETA: 23s - loss: 1.9309 - accuracy: 0.4806 - top-5-accuracy: 0.7873
+
+
+```
+
+```
+
+ 42/176 [======>.......................] - ETA: 23s - loss: 1.9302 - accuracy: 0.4803 - top-5-accuracy: 0.7875
+
+
+```
+
+```
+
+ 43/176 [======>.......................] - ETA: 23s - loss: 1.9326 - accuracy: 0.4799 - top-5-accuracy: 0.7867
+
+
+```
+
+```
+
+ 44/176 [======>.......................] - ETA: 22s - loss: 1.9344 - accuracy: 0.4795 - top-5-accuracy: 0.7860
+
+
+```
+
+```
+
+ 45/176 [======>.......................] - ETA: 22s - loss: 1.9334 - accuracy: 0.4800 - top-5-accuracy: 0.7864
+
+
+```
+
+```
+
+ 46/176 [======>.......................] - ETA: 22s - loss: 1.9358 - accuracy: 0.4794 - top-5-accuracy: 0.7860
+
+
+```
+
+```
+
+ 47/176 [=======>......................] - ETA: 22s - loss: 1.9397 - accuracy: 0.4776 - top-5-accuracy: 0.7858
+
+
+```
+
+```
+
+ 48/176 [=======>......................] - ETA: 22s - loss: 1.9390 - accuracy: 0.4773 - top-5-accuracy: 0.7856
+
+
+```
+
+```
+
+ 49/176 [=======>......................] - ETA: 21s - loss: 1.9374 - accuracy: 0.4782 - top-5-accuracy: 0.7862
+
+
+```
+
+```
+
+ 50/176 [=======>......................] - ETA: 21s - loss: 1.9392 - accuracy: 0.4774 - top-5-accuracy: 0.7859
+
+
+```
+
+```
+
+ 51/176 [=======>......................] - ETA: 21s - loss: 1.9399 - accuracy: 0.4773 - top-5-accuracy: 0.7855
+
+
+```
+
+```
+
+ 52/176 [=======>......................] - ETA: 21s - loss: 1.9422 - accuracy: 0.4770 - top-5-accuracy: 0.7846
+
+
+```
+
+```
+
+ 53/176 [========>.....................] - ETA: 21s - loss: 1.9423 - accuracy: 0.4772 - top-5-accuracy: 0.7849
+
+
+```
+
+```
+
+ 54/176 [========>.....................] - ETA: 21s - loss: 1.9415 - accuracy: 0.4770 - top-5-accuracy: 0.7851
+
+
+```
+
+```
+
+ 55/176 [========>.....................] - ETA: 20s - loss: 1.9447 - accuracy: 0.4762 - top-5-accuracy: 0.7845
+
+
+```
+
+```
+
+ 56/176 [========>.....................] - ETA: 20s - loss: 1.9439 - accuracy: 0.4771 - top-5-accuracy: 0.7843
+
+
+```
+
+```
+
+ 57/176 [========>.....................] - ETA: 20s - loss: 1.9452 - accuracy: 0.4766 - top-5-accuracy: 0.7843
+
+
+```
+
+```
+
+ 58/176 [========>.....................] - ETA: 20s - loss: 1.9469 - accuracy: 0.4767 - top-5-accuracy: 0.7837
+
+
+```
+
+```
+
+ 59/176 [=========>....................] - ETA: 20s - loss: 1.9467 - accuracy: 0.4772 - top-5-accuracy: 0.7834
+
+
+```
+
+```
+
+ 60/176 [=========>....................] - ETA: 20s - loss: 1.9470 - accuracy: 0.4771 - top-5-accuracy: 0.7831
+
+
+```
+
+```
+
+ 61/176 [=========>....................] - ETA: 19s - loss: 1.9487 - accuracy: 0.4768 - top-5-accuracy: 0.7827
+
+
+```
+
+```
+
+ 62/176 [=========>....................] - ETA: 19s - loss: 1.9521 - accuracy: 0.4760 - top-5-accuracy: 0.7820
+
+
+```
+
+```
+
+ 63/176 [=========>....................] - ETA: 19s - loss: 1.9536 - accuracy: 0.4760 - top-5-accuracy: 0.7826
+
+
+```
+
+```
+
+ 64/176 [=========>....................] - ETA: 19s - loss: 1.9512 - accuracy: 0.4763 - top-5-accuracy: 0.7828
+
+
+```
+
+```
+
+ 65/176 [==========>...................] - ETA: 19s - loss: 1.9511 - accuracy: 0.4766 - top-5-accuracy: 0.7830
+
+
+```
+
+```
+
+ 66/176 [==========>...................] - ETA: 19s - loss: 1.9491 - accuracy: 0.4770 - top-5-accuracy: 0.7834
+
+
+```
+
+```
+
+ 67/176 [==========>...................] - ETA: 18s - loss: 1.9484 - accuracy: 0.4764 - top-5-accuracy: 0.7842
+
+
+```
+
+```
+
+ 68/176 [==========>...................] - ETA: 18s - loss: 1.9480 - accuracy: 0.4767 - top-5-accuracy: 0.7842
+
+
+```
+
+```
+
+ 69/176 [==========>...................] - ETA: 18s - loss: 1.9464 - accuracy: 0.4771 - top-5-accuracy: 0.7847
+
+
+```
+
+```
+
+ 70/176 [==========>...................] - ETA: 18s - loss: 1.9451 - accuracy: 0.4774 - top-5-accuracy: 0.7853
+
+
+```
+
+```
+
+ 71/176 [===========>..................] - ETA: 18s - loss: 1.9459 - accuracy: 0.4775 - top-5-accuracy: 0.7849
+
+
+```
+
+```
+
+ 72/176 [===========>..................] - ETA: 17s - loss: 1.9442 - accuracy: 0.4776 - top-5-accuracy: 0.7851
+
+
+```
+
+```
+
+ 73/176 [===========>..................] - ETA: 17s - loss: 1.9441 - accuracy: 0.4778 - top-5-accuracy: 0.7848
+
+
+```
+
+```
+
+ 74/176 [===========>..................] - ETA: 17s - loss: 1.9427 - accuracy: 0.4778 - top-5-accuracy: 0.7853
+
+
+```
+
+```
+
+ 75/176 [===========>..................] - ETA: 17s - loss: 1.9414 - accuracy: 0.4778 - top-5-accuracy: 0.7856
+
+
+```
+
+```
+
+ 76/176 [===========>..................] - ETA: 17s - loss: 1.9423 - accuracy: 0.4775 - top-5-accuracy: 0.7854
+
+
+```
+
+```
+
+ 77/176 [============>.................] - ETA: 17s - loss: 1.9416 - accuracy: 0.4770 - top-5-accuracy: 0.7854
+
+
+```
+
+```
+
+ 78/176 [============>.................] - ETA: 16s - loss: 1.9435 - accuracy: 0.4769 - top-5-accuracy: 0.7845
+
+
+```
+
+```
+
+ 79/176 [============>.................] - ETA: 16s - loss: 1.9441 - accuracy: 0.4765 - top-5-accuracy: 0.7841
+
+
+```
+
+```
+
+ 80/176 [============>.................] - ETA: 16s - loss: 1.9446 - accuracy: 0.4767 - top-5-accuracy: 0.7835
+
+
+```
+
+```
+
+ 81/176 [============>.................] - ETA: 16s - loss: 1.9452 - accuracy: 0.4767 - top-5-accuracy: 0.7831
+
+
+```
+
+```
+
+ 82/176 [============>.................] - ETA: 16s - loss: 1.9459 - accuracy: 0.4764 - top-5-accuracy: 0.7829
+
+
+```
+
+```
+
+ 83/176 [=============>................] - ETA: 16s - loss: 1.9456 - accuracy: 0.4765 - top-5-accuracy: 0.7828
+
+
+```
+
+```
+
+ 84/176 [=============>................] - ETA: 15s - loss: 1.9450 - accuracy: 0.4764 - top-5-accuracy: 0.7829
+
+
+```
+
+```
+
+ 85/176 [=============>................] - ETA: 15s - loss: 1.9443 - accuracy: 0.4762 - top-5-accuracy: 0.7833
+
+
+```
+
+```
+
+ 86/176 [=============>................] - ETA: 15s - loss: 1.9418 - accuracy: 0.4767 - top-5-accuracy: 0.7835
+
+
+```
+
+```
+
+ 87/176 [=============>................] - ETA: 15s - loss: 1.9411 - accuracy: 0.4769 - top-5-accuracy: 0.7837
+
+
+```
+
+```
+
+ 88/176 [==============>...............] - ETA: 15s - loss: 1.9401 - accuracy: 0.4775 - top-5-accuracy: 0.7837
+
+
+```
+
+```
+
+ 89/176 [==============>...............] - ETA: 15s - loss: 1.9411 - accuracy: 0.4772 - top-5-accuracy: 0.7831
+
+
+```
+
+```
+
+ 90/176 [==============>...............] - ETA: 14s - loss: 1.9405 - accuracy: 0.4772 - top-5-accuracy: 0.7830
+
+
+```
+
+```
+
+ 91/176 [==============>...............] - ETA: 14s - loss: 1.9403 - accuracy: 0.4771 - top-5-accuracy: 0.7832
+
+
+```
+
+```
+
+ 92/176 [==============>...............] - ETA: 14s - loss: 1.9425 - accuracy: 0.4768 - top-5-accuracy: 0.7827
+
+
+```
+
+```
+
+ 93/176 [==============>...............] - ETA: 14s - loss: 1.9421 - accuracy: 0.4766 - top-5-accuracy: 0.7827
+
+
+```
+
+```
+
+ 94/176 [===============>..............] - ETA: 14s - loss: 1.9426 - accuracy: 0.4761 - top-5-accuracy: 0.7826
+
+
+```
+
+```
+
+ 95/176 [===============>..............] - ETA: 14s - loss: 1.9407 - accuracy: 0.4762 - top-5-accuracy: 0.7829
+
+
+```
+
+```
+
+ 96/176 [===============>..............] - ETA: 13s - loss: 1.9396 - accuracy: 0.4766 - top-5-accuracy: 0.7832
+
+
+```
+
+```
+
+ 97/176 [===============>..............] - ETA: 13s - loss: 1.9410 - accuracy: 0.4764 - top-5-accuracy: 0.7829
+
+
+```
+
+```
+
+ 98/176 [===============>..............] - ETA: 13s - loss: 1.9418 - accuracy: 0.4762 - top-5-accuracy: 0.7826
+
+
+```
+
+```
+
+ 99/176 [===============>..............] - ETA: 13s - loss: 1.9411 - accuracy: 0.4760 - top-5-accuracy: 0.7831
+
+
+```
+
+```
+
+100/176 [================>.............] - ETA: 13s - loss: 1.9428 - accuracy: 0.4755 - top-5-accuracy: 0.7828
+
+
+```
+
+```
+
+101/176 [================>.............] - ETA: 12s - loss: 1.9446 - accuracy: 0.4748 - top-5-accuracy: 0.7824
+
+
+```
+
+```
+
+102/176 [================>.............] - ETA: 12s - loss: 1.9441 - accuracy: 0.4749 - top-5-accuracy: 0.7822
+
+
+```
+
+```
+
+103/176 [================>.............] - ETA: 12s - loss: 1.9445 - accuracy: 0.4748 - top-5-accuracy: 0.7821
+
+
+```
+
+```
+
+104/176 [================>.............] - ETA: 12s - loss: 1.9444 - accuracy: 0.4749 - top-5-accuracy: 0.7820
+
+
+```
+
+```
+
+105/176 [================>.............] - ETA: 12s - loss: 1.9459 - accuracy: 0.4746 - top-5-accuracy: 0.7817
+
+
+```
+
+```
+
+106/176 [=================>............] - ETA: 12s - loss: 1.9460 - accuracy: 0.4746 - top-5-accuracy: 0.7815
+
+
+```
+
+```
+
+107/176 [=================>............] - ETA: 11s - loss: 1.9451 - accuracy: 0.4747 - top-5-accuracy: 0.7814
+
+
+```
+
+```
+
+108/176 [=================>............] - ETA: 11s - loss: 1.9465 - accuracy: 0.4745 - top-5-accuracy: 0.7811
+
+
+```
+
+```
+
+109/176 [=================>............] - ETA: 11s - loss: 1.9467 - accuracy: 0.4744 - top-5-accuracy: 0.7812
+
+
+```
+
+```
+
+110/176 [=================>............] - ETA: 11s - loss: 1.9447 - accuracy: 0.4748 - top-5-accuracy: 0.7815
+
+
+```
+
+```
+
+111/176 [=================>............] - ETA: 11s - loss: 1.9447 - accuracy: 0.4744 - top-5-accuracy: 0.7813
+
+
+```
+
+```
+
+112/176 [==================>...........] - ETA: 11s - loss: 1.9462 - accuracy: 0.4742 - top-5-accuracy: 0.7811
+
+
+```
+
+```
+
+113/176 [==================>...........] - ETA: 10s - loss: 1.9477 - accuracy: 0.4738 - top-5-accuracy: 0.7808
+
+
+```
+
+```
+
+114/176 [==================>...........] - ETA: 10s - loss: 1.9476 - accuracy: 0.4737 - top-5-accuracy: 0.7808
+
+
+```
+
+```
+
+115/176 [==================>...........] - ETA: 10s - loss: 1.9490 - accuracy: 0.4734 - top-5-accuracy: 0.7804
+
+
+```
+
+```
+
+116/176 [==================>...........] - ETA: 10s - loss: 1.9482 - accuracy: 0.4735 - top-5-accuracy: 0.7805
+
+
+```
+
+```
+
+117/176 [==================>...........] - ETA: 10s - loss: 1.9493 - accuracy: 0.4735 - top-5-accuracy: 0.7805
+
+
+```
+
+```
+
+118/176 [===================>..........] - ETA: 10s - loss: 1.9492 - accuracy: 0.4732 - top-5-accuracy: 0.7808
+
+
+```
+
+```
+
+119/176 [===================>..........] - ETA: 9s - loss: 1.9489 - accuracy: 0.4733 - top-5-accuracy: 0.7811
+
+
+```
+
+```
+
+120/176 [===================>..........] - ETA: 9s - loss: 1.9518 - accuracy: 0.4729 - top-5-accuracy: 0.7805
+
+
+```
+
+```
+
+121/176 [===================>..........] - ETA: 9s - loss: 1.9509 - accuracy: 0.4731 - top-5-accuracy: 0.7804
+
+
+```
+
+```
+
+122/176 [===================>..........] - ETA: 9s - loss: 1.9516 - accuracy: 0.4732 - top-5-accuracy: 0.7805
+
+
+```
+
+```
+
+123/176 [===================>..........] - ETA: 9s - loss: 1.9523 - accuracy: 0.4731 - top-5-accuracy: 0.7804
+
+
+```
+
+```
+
+124/176 [====================>.........] - ETA: 8s - loss: 1.9526 - accuracy: 0.4728 - top-5-accuracy: 0.7803
+
+
+```
+
+```
+
+125/176 [====================>.........] - ETA: 8s - loss: 1.9514 - accuracy: 0.4734 - top-5-accuracy: 0.7806
+
+
+```
+
+```
+
+126/176 [====================>.........] - ETA: 8s - loss: 1.9510 - accuracy: 0.4734 - top-5-accuracy: 0.7808
+
+
+```
+
+```
+
+127/176 [====================>.........] - ETA: 8s - loss: 1.9515 - accuracy: 0.4733 - top-5-accuracy: 0.7809
+
+
+```
+
+```
+
+128/176 [====================>.........] - ETA: 8s - loss: 1.9510 - accuracy: 0.4736 - top-5-accuracy: 0.7810
+
+
+```
+
+```
+
+129/176 [====================>.........] - ETA: 8s - loss: 1.9514 - accuracy: 0.4734 - top-5-accuracy: 0.7811
+
+
+```
+
+```
+
+130/176 [=====================>........] - ETA: 7s - loss: 1.9516 - accuracy: 0.4732 - top-5-accuracy: 0.7808
+
+
+```
+
+```
+
+131/176 [=====================>........] - ETA: 7s - loss: 1.9532 - accuracy: 0.4730 - top-5-accuracy: 0.7803
+
+
+```
+
+```
+
+132/176 [=====================>........] - ETA: 7s - loss: 1.9548 - accuracy: 0.4729 - top-5-accuracy: 0.7800
+
+
+```
+
+```
+
+133/176 [=====================>........] - ETA: 7s - loss: 1.9557 - accuracy: 0.4729 - top-5-accuracy: 0.7797
+
+
+```
+
+```
+
+134/176 [=====================>........] - ETA: 7s - loss: 1.9559 - accuracy: 0.4729 - top-5-accuracy: 0.7796
+
+
+```
+
+```
+
+135/176 [======================>.......] - ETA: 7s - loss: 1.9565 - accuracy: 0.4730 - top-5-accuracy: 0.7794
+
+
+```
+
+```
+
+136/176 [======================>.......] - ETA: 6s - loss: 1.9566 - accuracy: 0.4732 - top-5-accuracy: 0.7792
+
+
+```
+
+```
+
+137/176 [======================>.......] - ETA: 6s - loss: 1.9552 - accuracy: 0.4735 - top-5-accuracy: 0.7795
+
+
+```
+
+```
+
+138/176 [======================>.......] - ETA: 6s - loss: 1.9550 - accuracy: 0.4733 - top-5-accuracy: 0.7796
+
+
+```
+
+```
+
+139/176 [======================>.......] - ETA: 6s - loss: 1.9561 - accuracy: 0.4732 - top-5-accuracy: 0.7792
+
+
+```
+
+```
+
+140/176 [======================>.......] - ETA: 6s - loss: 1.9568 - accuracy: 0.4732 - top-5-accuracy: 0.7791
+
+
+```
+
+```
+
+141/176 [=======================>......] - ETA: 6s - loss: 1.9563 - accuracy: 0.4732 - top-5-accuracy: 0.7790
+
+
+```
+
+```
+
+142/176 [=======================>......] - ETA: 5s - loss: 1.9558 - accuracy: 0.4732 - top-5-accuracy: 0.7789
+
+
+```
+
+```
+
+143/176 [=======================>......] - ETA: 5s - loss: 1.9573 - accuracy: 0.4729 - top-5-accuracy: 0.7789
+
+
+```
+
+```
+
+144/176 [=======================>......] - ETA: 5s - loss: 1.9588 - accuracy: 0.4726 - top-5-accuracy: 0.7786
+
+
+```
+
+```
+
+145/176 [=======================>......] - ETA: 5s - loss: 1.9581 - accuracy: 0.4730 - top-5-accuracy: 0.7786
+
+
+```
+
+```
+
+146/176 [=======================>......] - ETA: 5s - loss: 1.9588 - accuracy: 0.4728 - top-5-accuracy: 0.7784
+
+
+```
+
+```
+
+147/176 [========================>.....] - ETA: 5s - loss: 1.9606 - accuracy: 0.4724 - top-5-accuracy: 0.7781
+
+
+```
+
+```
+
+148/176 [========================>.....] - ETA: 4s - loss: 1.9612 - accuracy: 0.4725 - top-5-accuracy: 0.7780
+
+
+```
+
+```
+
+149/176 [========================>.....] - ETA: 4s - loss: 1.9605 - accuracy: 0.4724 - top-5-accuracy: 0.7781
+
+
+```
+
+```
+
+150/176 [========================>.....] - ETA: 4s - loss: 1.9609 - accuracy: 0.4724 - top-5-accuracy: 0.7780
+
+
+```
+
+```
+
+151/176 [========================>.....] - ETA: 4s - loss: 1.9614 - accuracy: 0.4722 - top-5-accuracy: 0.7777
+
+
+```
+
+```
+
+152/176 [========================>.....] - ETA: 4s - loss: 1.9619 - accuracy: 0.4721 - top-5-accuracy: 0.7773
+
+
+```
+
+```
+
+153/176 [=========================>....] - ETA: 3s - loss: 1.9622 - accuracy: 0.4720 - top-5-accuracy: 0.7773
+
+
+```
+
+```
+
+154/176 [=========================>....] - ETA: 3s - loss: 1.9620 - accuracy: 0.4719 - top-5-accuracy: 0.7774
+
+
+```
+
+```
+
+155/176 [=========================>....] - ETA: 3s - loss: 1.9632 - accuracy: 0.4716 - top-5-accuracy: 0.7770
+
+
+```
+
+```
+
+156/176 [=========================>....] - ETA: 3s - loss: 1.9632 - accuracy: 0.4717 - top-5-accuracy: 0.7769
+
+
+```
+
+```
+
+157/176 [=========================>....] - ETA: 3s - loss: 1.9623 - accuracy: 0.4721 - top-5-accuracy: 0.7771
+
+
+```
+
+```
+
+158/176 [=========================>....] - ETA: 3s - loss: 1.9632 - accuracy: 0.4721 - top-5-accuracy: 0.7769
+
+
+```
+
+```
+
+159/176 [==========================>...] - ETA: 2s - loss: 1.9646 - accuracy: 0.4718 - top-5-accuracy: 0.7769
+
+
+```
+
+```
+
+160/176 [==========================>...] - ETA: 2s - loss: 1.9644 - accuracy: 0.4719 - top-5-accuracy: 0.7771
+
+
+```
+
+```
+
+161/176 [==========================>...] - ETA: 2s - loss: 1.9646 - accuracy: 0.4719 - top-5-accuracy: 0.7771
+
+
+```
+
+```
+
+162/176 [==========================>...] - ETA: 2s - loss: 1.9650 - accuracy: 0.4719 - top-5-accuracy: 0.7769
+
+
+```
+
+```
+
+163/176 [==========================>...] - ETA: 2s - loss: 1.9655 - accuracy: 0.4716 - top-5-accuracy: 0.7769
+
+
+```
+
+```
+
+164/176 [==========================>...] - ETA: 2s - loss: 1.9665 - accuracy: 0.4713 - top-5-accuracy: 0.7767
+
+
+```
+
+```
+
+165/176 [===========================>..] - ETA: 1s - loss: 1.9665 - accuracy: 0.4712 - top-5-accuracy: 0.7767
+
+
+```
+
+```
+
+166/176 [===========================>..] - ETA: 1s - loss: 1.9676 - accuracy: 0.4710 - top-5-accuracy: 0.7765
+
+
+```
+
+```
+
+167/176 [===========================>..] - ETA: 1s - loss: 1.9683 - accuracy: 0.4708 - top-5-accuracy: 0.7763
+
+
+```
+
+```
+
+168/176 [===========================>..] - ETA: 1s - loss: 1.9683 - accuracy: 0.4705 - top-5-accuracy: 0.7764
+
+
+```
+
+```
+
+169/176 [===========================>..] - ETA: 1s - loss: 1.9693 - accuracy: 0.4703 - top-5-accuracy: 0.7763
+
+
+```
+
+```
+
+170/176 [===========================>..] - ETA: 1s - loss: 1.9698 - accuracy: 0.4702 - top-5-accuracy: 0.7761
+
+
+```
+
+```
+
+171/176 [============================>.] - ETA: 0s - loss: 1.9708 - accuracy: 0.4700 - top-5-accuracy: 0.7760
+
+
+```
+
+```
+
+172/176 [============================>.] - ETA: 0s - loss: 1.9711 - accuracy: 0.4698 - top-5-accuracy: 0.7759
+
+
+```
+
+```
+
+173/176 [============================>.] - ETA: 0s - loss: 1.9711 - accuracy: 0.4699 - top-5-accuracy: 0.7758
+
+
+```
+
+```
+
+174/176 [============================>.] - ETA: 0s - loss: 1.9716 - accuracy: 0.4696 - top-5-accuracy: 0.7757
+
+
+```
+
+```
+
+175/176 [============================>.] - ETA: 0s - loss: 1.9726 - accuracy: 0.4696 - top-5-accuracy: 0.7756
+
+
+```
+
+```
+
+176/176 [==============================] - ETA: 0s - loss: 1.9727 - accuracy: 0.4695 - top-5-accuracy: 0.7756
+
+
+```
+
+```
+
+176/176 [==============================] - 32s 180ms/step - loss: 1.9727 - accuracy: 0.4695 - top-5-accuracy: 0.7756 - val_loss: 2.0182 - val_accuracy: 0.4634 - val_top-5-accuracy: 0.7600
+
+
+
+```
+Epoch 26/50
+
+```
+
+
+ 1/176 [..............................] - ETA: 30s - loss: 1.8382 - accuracy: 0.4961 - top-5-accuracy: 0.7734
+
+
+```
+
+```
+
+ 2/176 [..............................] - ETA: 30s - loss: 1.8138 - accuracy: 0.5117 - top-5-accuracy: 0.7852
+
+
+```
+
+```
+
+ 3/176 [..............................] - ETA: 29s - loss: 1.8372 - accuracy: 0.5130 - top-5-accuracy: 0.7812
+
+
+```
+
+```
+
+ 4/176 [..............................] - ETA: 29s - loss: 1.8277 - accuracy: 0.5156 - top-5-accuracy: 0.7891
+
+
+```
+
+```
+
+ 5/176 [..............................] - ETA: 29s - loss: 1.8391 - accuracy: 0.5063 - top-5-accuracy: 0.7828
+
+
+```
+
+```
+
+ 6/176 [>.............................] - ETA: 29s - loss: 1.8217 - accuracy: 0.5143 - top-5-accuracy: 0.7858
+
+
+```
+
+```
+
+ 7/176 [>.............................] - ETA: 29s - loss: 1.8396 - accuracy: 0.5078 - top-5-accuracy: 0.7852
+
+
+```
+
+```
+
+ 8/176 [>.............................] - ETA: 29s - loss: 1.8407 - accuracy: 0.5073 - top-5-accuracy: 0.7832
+
+
+```
+
+```
+
+ 9/176 [>.............................] - ETA: 28s - loss: 1.8338 - accuracy: 0.5074 - top-5-accuracy: 0.7860
+
+
+```
+
+```
+
+ 10/176 [>.............................] - ETA: 28s - loss: 1.8308 - accuracy: 0.5074 - top-5-accuracy: 0.7883
+
+
+```
+
+```
+
+ 11/176 [>.............................] - ETA: 28s - loss: 1.8420 - accuracy: 0.5039 - top-5-accuracy: 0.7891
+
+
+```
+
+```
+
+ 12/176 [=>............................] - ETA: 28s - loss: 1.8523 - accuracy: 0.5007 - top-5-accuracy: 0.7900
+
+
+```
+
+```
+
+ 13/176 [=>............................] - ETA: 28s - loss: 1.8502 - accuracy: 0.4979 - top-5-accuracy: 0.7915
+
+
+```
+
+```
+
+ 14/176 [=>............................] - ETA: 28s - loss: 1.8595 - accuracy: 0.4955 - top-5-accuracy: 0.7913
+
+
+```
+
+```
+
+ 15/176 [=>............................] - ETA: 27s - loss: 1.8653 - accuracy: 0.4932 - top-5-accuracy: 0.7885
+
+
+```
+
+```
+
+ 16/176 [=>............................] - ETA: 27s - loss: 1.8611 - accuracy: 0.4941 - top-5-accuracy: 0.7883
+
+
+```
+
+```
+
+ 17/176 [=>............................] - ETA: 27s - loss: 1.8683 - accuracy: 0.4920 - top-5-accuracy: 0.7865
+
+
+```
+
+```
+
+ 18/176 [==>...........................] - ETA: 27s - loss: 1.8699 - accuracy: 0.4887 - top-5-accuracy: 0.7869
+
+
+```
+
+```
+
+ 19/176 [==>...........................] - ETA: 27s - loss: 1.8723 - accuracy: 0.4893 - top-5-accuracy: 0.7862
+
+
+```
+
+```
+
+ 20/176 [==>...........................] - ETA: 27s - loss: 1.8774 - accuracy: 0.4885 - top-5-accuracy: 0.7869
+
+
+```
+
+```
+
+ 21/176 [==>...........................] - ETA: 26s - loss: 1.8830 - accuracy: 0.4862 - top-5-accuracy: 0.7865
+
+
+```
+
+```
+
+ 22/176 [==>...........................] - ETA: 26s - loss: 1.8799 - accuracy: 0.4872 - top-5-accuracy: 0.7880
+
+
+```
+
+```
+
+ 23/176 [==>...........................] - ETA: 26s - loss: 1.8816 - accuracy: 0.4871 - top-5-accuracy: 0.7872
+
+
+```
+
+```
+
+ 24/176 [===>..........................] - ETA: 26s - loss: 1.8806 - accuracy: 0.4878 - top-5-accuracy: 0.7876
+
+
+```
+
+```
+
+ 25/176 [===>..........................] - ETA: 26s - loss: 1.8838 - accuracy: 0.4875 - top-5-accuracy: 0.7869
+
+
+```
+
+```
+
+ 26/176 [===>..........................] - ETA: 26s - loss: 1.8816 - accuracy: 0.4881 - top-5-accuracy: 0.7876
+
+
+```
+
+```
+
+ 27/176 [===>..........................] - ETA: 25s - loss: 1.8843 - accuracy: 0.4870 - top-5-accuracy: 0.7867
+
+
+```
+
+```
+
+ 28/176 [===>..........................] - ETA: 25s - loss: 1.8851 - accuracy: 0.4859 - top-5-accuracy: 0.7867
+
+
+```
+
+```
+
+ 29/176 [===>..........................] - ETA: 25s - loss: 1.8847 - accuracy: 0.4859 - top-5-accuracy: 0.7858
+
+
+```
+
+```
+
+ 30/176 [====>.........................] - ETA: 25s - loss: 1.8839 - accuracy: 0.4867 - top-5-accuracy: 0.7854
+
+
+```
+
+```
+
+ 31/176 [====>.........................] - ETA: 25s - loss: 1.8861 - accuracy: 0.4858 - top-5-accuracy: 0.7853
+
+
+```
+
+```
+
+ 32/176 [====>.........................] - ETA: 24s - loss: 1.8827 - accuracy: 0.4873 - top-5-accuracy: 0.7863
+
+
+```
+
+```
+
+ 33/176 [====>.........................] - ETA: 24s - loss: 1.8832 - accuracy: 0.4876 - top-5-accuracy: 0.7861
+
+
+```
+
+```
+
+ 34/176 [====>.........................] - ETA: 24s - loss: 1.8795 - accuracy: 0.4883 - top-5-accuracy: 0.7871
+
+
+```
+
+```
+
+ 35/176 [====>.........................] - ETA: 24s - loss: 1.8808 - accuracy: 0.4877 - top-5-accuracy: 0.7865
+
+
+```
+
+```
+
+ 36/176 [=====>........................] - ETA: 24s - loss: 1.8835 - accuracy: 0.4874 - top-5-accuracy: 0.7857
+
+
+```
+
+```
+
+ 37/176 [=====>........................] - ETA: 24s - loss: 1.8802 - accuracy: 0.4882 - top-5-accuracy: 0.7862
+
+
+```
+
+```
+
+ 38/176 [=====>........................] - ETA: 23s - loss: 1.8798 - accuracy: 0.4883 - top-5-accuracy: 0.7864
+
+
+```
+
+```
+
+ 39/176 [=====>........................] - ETA: 23s - loss: 1.8830 - accuracy: 0.4872 - top-5-accuracy: 0.7866
+
+
+```
+
+```
+
+ 40/176 [=====>........................] - ETA: 23s - loss: 1.8814 - accuracy: 0.4880 - top-5-accuracy: 0.7878
+
+
+```
+
+```
+
+ 41/176 [=====>........................] - ETA: 23s - loss: 1.8821 - accuracy: 0.4876 - top-5-accuracy: 0.7878
+
+
+```
+
+```
+
+ 42/176 [======>.......................] - ETA: 23s - loss: 1.8839 - accuracy: 0.4868 - top-5-accuracy: 0.7879
+
+
+```
+
+```
+
+ 43/176 [======>.......................] - ETA: 23s - loss: 1.8829 - accuracy: 0.4866 - top-5-accuracy: 0.7881
+
+
+```
+
+```
+
+ 44/176 [======>.......................] - ETA: 22s - loss: 1.8839 - accuracy: 0.4854 - top-5-accuracy: 0.7885
+
+
+```
+
+```
+
+ 45/176 [======>.......................] - ETA: 22s - loss: 1.8833 - accuracy: 0.4859 - top-5-accuracy: 0.7888
+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
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+
+```
+
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+
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+
+```
+
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+
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+
+```
+
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+
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+
+```
+
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+
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+
+```
+
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+
+
+```
+
+```
+
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+
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+```
+
+```
+
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+
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+
+```
+
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+
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+```
+
+```
+
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+
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+```
+
+```
+
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+
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+```
+
+```
+
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+
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+
+```
+
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+
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+
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+
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+
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+
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+
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+
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+
+```
+
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+
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+
+```
+
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+
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+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
+ 78/176 [============>.................] - ETA: 16s - loss: 1.9073 - accuracy: 0.4782 - top-5-accuracy: 0.7873
+
+
+```
+
+```
+
+ 79/176 [============>.................] - ETA: 16s - loss: 1.9102 - accuracy: 0.4775 - top-5-accuracy: 0.7868
+
+
+```
+
+```
+
+ 80/176 [============>.................] - ETA: 16s - loss: 1.9113 - accuracy: 0.4772 - top-5-accuracy: 0.7868
+
+
+```
+
+```
+
+ 81/176 [============>.................] - ETA: 16s - loss: 1.9122 - accuracy: 0.4770 - top-5-accuracy: 0.7867
+
+
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+
+```
+
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+
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+
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+
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+
+
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+
+```
+
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+
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+
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+
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+
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+
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+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
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+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
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+
+```
+
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+
+
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+
+```
+
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+
+
+```
+
+```
+
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+
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+
+```
+
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+
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+
+```
+
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+
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+```
+
+```
+
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+
+
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+
+```
+
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+
+
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+
+```
+
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+
+
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+
+```
+
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+
+
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+
+```
+
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+
+
+```
+
+```
+
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+
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+
+```
+
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+
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+
+```
+
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+
+
+```
+
+```
+
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+
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+```
+
+```
+
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+
+
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+
+```
+
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+
+
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+
+```
+
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+
+
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+
+```
+
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+
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+
+```
+
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+
+
+```
+
+```
+
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+
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+
+```
+
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+
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+
+```
+
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+
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+```
+
+```
+
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+
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+
+```
+
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+
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+
+```
+
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+
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+
+```
+
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+
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+
+```
+
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+
+
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+
+```
+
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+
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+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
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+```
+
+```
+
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+
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+```
+
+```
+
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+
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+
+```
+
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+
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+
+```
+
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+
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+
+```
+
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+
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+
+```
+
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+
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+
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+
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+
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+
+```
+
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+
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+
+```
+
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+
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+
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+
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+
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+
+```
+
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+
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+
+```
+
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+
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+```
+
+```
+
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+
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+```
+
+```
+
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+
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+
+```
+
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+
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+
+```
+
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+
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+```
+
+```
+
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+
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+```
+
+```
+
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+
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+```
+
+```
+
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+
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+```
+
+```
+
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+
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+```
+
+```
+
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+
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+
+```
+
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+
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+
+```
+
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+
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+
+```
+
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+
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+
+```
+
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+
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+
+```
+
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+
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+
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+
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+
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+
+```
+
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+
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+
+```
+
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+
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+
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+
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+
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+
+```
+
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+
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+```
+
+```
+
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+
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+
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+
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+
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+
+```
+
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+
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+```
+
+```
+
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+
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+```
+
+```
+
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+
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+```
+
+```
+
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+
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+
+```
+
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+
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+
+```
+
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+
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+
+```
+
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+
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+
+```
+
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+
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+
+```
+
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+
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+
+```
+
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+
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+
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+
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+
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+
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+
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+
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+
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+
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+
+```
+
+172/176 [============================>.] - ETA: 0s - loss: 1.9229 - accuracy: 0.4781 - top-5-accuracy: 0.7867
+
+
+```
+
+```
+
+173/176 [============================>.] - ETA: 0s - loss: 1.9228 - accuracy: 0.4778 - top-5-accuracy: 0.7867
+
+
+```
+
+```
+
+174/176 [============================>.] - ETA: 0s - loss: 1.9237 - accuracy: 0.4779 - top-5-accuracy: 0.7865
+
+
+```
+
+```
+
+175/176 [============================>.] - ETA: 0s - loss: 1.9231 - accuracy: 0.4781 - top-5-accuracy: 0.7864
+
+
+```
+
+```
+
+176/176 [==============================] - ETA: 0s - loss: 1.9235 - accuracy: 0.4780 - top-5-accuracy: 0.7864
+
+
+```
+
+```
+
+176/176 [==============================] - 32s 180ms/step - loss: 1.9235 - accuracy: 0.4780 - top-5-accuracy: 0.7864 - val_loss: 1.9640 - val_accuracy: 0.4726 - val_top-5-accuracy: 0.7714
+
+
+
+```
+Epoch 27/50
+
+```
+
+
+ 1/176 [..............................] - ETA: 30s - loss: 1.8203 - accuracy: 0.4688 - top-5-accuracy: 0.8047
+
+
+```
+
+```
+
+ 2/176 [..............................] - ETA: 29s - loss: 1.8015 - accuracy: 0.4902 - top-5-accuracy: 0.7969
+
+
+```
+
+```
+
+ 3/176 [..............................] - ETA: 29s - loss: 1.8088 - accuracy: 0.4948 - top-5-accuracy: 0.7930
+
+
+```
+
+```
+
+ 4/176 [..............................] - ETA: 29s - loss: 1.8095 - accuracy: 0.5000 - top-5-accuracy: 0.7920
+
+
+```
+
+```
+
+ 5/176 [..............................] - ETA: 29s - loss: 1.8327 - accuracy: 0.4953 - top-5-accuracy: 0.7883
+
+
+```
+
+```
+
+ 6/176 [>.............................] - ETA: 29s - loss: 1.8263 - accuracy: 0.4980 - top-5-accuracy: 0.7943
+
+
+```
+
+```
+
+ 7/176 [>.............................] - ETA: 29s - loss: 1.8033 - accuracy: 0.5089 - top-5-accuracy: 0.8019
+
+
+```
+
+```
+
+ 8/176 [>.............................] - ETA: 28s - loss: 1.8027 - accuracy: 0.5068 - top-5-accuracy: 0.8042
+
+
+```
+
+```
+
+ 9/176 [>.............................] - ETA: 28s - loss: 1.8138 - accuracy: 0.5048 - top-5-accuracy: 0.8038
+
+
+```
+
+```
+
+ 10/176 [>.............................] - ETA: 28s - loss: 1.8366 - accuracy: 0.5031 - top-5-accuracy: 0.7996
+
+
+```
+
+```
+
+ 11/176 [>.............................] - ETA: 28s - loss: 1.8266 - accuracy: 0.5036 - top-5-accuracy: 0.8015
+
+
+```
+
+```
+
+ 12/176 [=>............................] - ETA: 28s - loss: 1.8247 - accuracy: 0.5055 - top-5-accuracy: 0.8040
+
+
+```
+
+```
+
+ 13/176 [=>............................] - ETA: 28s - loss: 1.8328 - accuracy: 0.5006 - top-5-accuracy: 0.8032
+
+
+```
+
+```
+
+ 14/176 [=>............................] - ETA: 27s - loss: 1.8255 - accuracy: 0.5006 - top-5-accuracy: 0.8039
+
+
+```
+
+```
+
+ 15/176 [=>............................] - ETA: 27s - loss: 1.8253 - accuracy: 0.5018 - top-5-accuracy: 0.8023
+
+
+```
+
+```
+
+ 16/176 [=>............................] - ETA: 27s - loss: 1.8324 - accuracy: 0.5002 - top-5-accuracy: 0.8000
+
+
+```
+
+```
+
+ 17/176 [=>............................] - ETA: 27s - loss: 1.8287 - accuracy: 0.5018 - top-5-accuracy: 0.8001
+
+
+```
+
+```
+
+ 18/176 [==>...........................] - ETA: 27s - loss: 1.8285 - accuracy: 0.4991 - top-5-accuracy: 0.8010
+
+
+```
+
+```
+
+ 19/176 [==>...........................] - ETA: 27s - loss: 1.8275 - accuracy: 0.5004 - top-5-accuracy: 0.7998
+
+
+```
+
+```
+
+ 20/176 [==>...........................] - ETA: 26s - loss: 1.8292 - accuracy: 0.5004 - top-5-accuracy: 0.8000
+
+
+```
+
+```
+
+ 21/176 [==>...........................] - ETA: 26s - loss: 1.8269 - accuracy: 0.4993 - top-5-accuracy: 0.8023
+
+
+```
+
+```
+
+ 22/176 [==>...........................] - ETA: 26s - loss: 1.8250 - accuracy: 0.5005 - top-5-accuracy: 0.8018
+
+
+```
+
+```
+
+ 23/176 [==>...........................] - ETA: 26s - loss: 1.8250 - accuracy: 0.5005 - top-5-accuracy: 0.8011
+
+
+```
+
+```
+
+ 24/176 [===>..........................] - ETA: 26s - loss: 1.8357 - accuracy: 0.4979 - top-5-accuracy: 0.8001
+
+
+```
+
+```
+
+ 25/176 [===>..........................] - ETA: 26s - loss: 1.8458 - accuracy: 0.4978 - top-5-accuracy: 0.7987
+
+
+```
+
+```
+
+ 26/176 [===>..........................] - ETA: 25s - loss: 1.8499 - accuracy: 0.4962 - top-5-accuracy: 0.7988
+
+
+```
+
+```
+
+ 27/176 [===>..........................] - ETA: 25s - loss: 1.8504 - accuracy: 0.4965 - top-5-accuracy: 0.7983
+
+
+```
+
+```
+
+ 28/176 [===>..........................] - ETA: 25s - loss: 1.8490 - accuracy: 0.4967 - top-5-accuracy: 0.7981
+
+
+```
+
+```
+
+ 29/176 [===>..........................] - ETA: 25s - loss: 1.8611 - accuracy: 0.4946 - top-5-accuracy: 0.7966
+
+
+```
+
+```
+
+ 30/176 [====>.........................] - ETA: 25s - loss: 1.8649 - accuracy: 0.4931 - top-5-accuracy: 0.7960
+
+
+```
+
+```
+
+ 31/176 [====>.........................] - ETA: 25s - loss: 1.8616 - accuracy: 0.4934 - top-5-accuracy: 0.7964
+
+
+```
+
+```
+
+ 32/176 [====>.........................] - ETA: 24s - loss: 1.8617 - accuracy: 0.4929 - top-5-accuracy: 0.7970
+
+
+```
+
+```
+
+ 33/176 [====>.........................] - ETA: 24s - loss: 1.8584 - accuracy: 0.4951 - top-5-accuracy: 0.7970
+
+
+```
+
+```
+
+ 34/176 [====>.........................] - ETA: 24s - loss: 1.8621 - accuracy: 0.4952 - top-5-accuracy: 0.7961
+
+
+```
+
+```
+
+ 35/176 [====>.........................] - ETA: 24s - loss: 1.8558 - accuracy: 0.4980 - top-5-accuracy: 0.7977
+
+
+```
+
+```
+
+ 36/176 [=====>........................] - ETA: 24s - loss: 1.8571 - accuracy: 0.4983 - top-5-accuracy: 0.7971
+
+
+```
+
+```
+
+ 37/176 [=====>........................] - ETA: 23s - loss: 1.8600 - accuracy: 0.4982 - top-5-accuracy: 0.7976
+
+
+```
+
+```
+
+ 38/176 [=====>........................] - ETA: 23s - loss: 1.8621 - accuracy: 0.4984 - top-5-accuracy: 0.7973
+
+
+```
+
+```
+
+ 39/176 [=====>........................] - ETA: 23s - loss: 1.8635 - accuracy: 0.4979 - top-5-accuracy: 0.7973
+
+
+```
+
+```
+
+ 40/176 [=====>........................] - ETA: 23s - loss: 1.8620 - accuracy: 0.4977 - top-5-accuracy: 0.7976
+
+
+```
+
+```
+
+ 41/176 [=====>........................] - ETA: 23s - loss: 1.8633 - accuracy: 0.4979 - top-5-accuracy: 0.7966
+
+
+```
+
+```
+
+ 42/176 [======>.......................] - ETA: 23s - loss: 1.8633 - accuracy: 0.4981 - top-5-accuracy: 0.7965
+
+
+```
+
+```
+
+ 43/176 [======>.......................] - ETA: 22s - loss: 1.8634 - accuracy: 0.4982 - top-5-accuracy: 0.7959
+
+
+```
+
+```
+
+ 44/176 [======>.......................] - ETA: 22s - loss: 1.8627 - accuracy: 0.4984 - top-5-accuracy: 0.7958
+
+
+```
+
+```
+
+ 45/176 [======>.......................] - ETA: 22s - loss: 1.8618 - accuracy: 0.4988 - top-5-accuracy: 0.7960
+
+
+```
+
+```
+
+ 46/176 [======>.......................] - ETA: 22s - loss: 1.8612 - accuracy: 0.4984 - top-5-accuracy: 0.7963
+
+
+```
+
+```
+
+ 47/176 [=======>......................] - ETA: 22s - loss: 1.8620 - accuracy: 0.4980 - top-5-accuracy: 0.7965
+
+
+```
+
+```
+
+ 48/176 [=======>......................] - ETA: 22s - loss: 1.8619 - accuracy: 0.4975 - top-5-accuracy: 0.7967
+
+
+```
+
+```
+
+ 49/176 [=======>......................] - ETA: 21s - loss: 1.8593 - accuracy: 0.4982 - top-5-accuracy: 0.7973
+
+
+```
+
+```
+
+ 50/176 [=======>......................] - ETA: 21s - loss: 1.8605 - accuracy: 0.4980 - top-5-accuracy: 0.7970
+
+
+```
+
+```
+
+ 51/176 [=======>......................] - ETA: 21s - loss: 1.8636 - accuracy: 0.4971 - top-5-accuracy: 0.7969
+
+
+```
+
+```
+
+ 52/176 [=======>......................] - ETA: 21s - loss: 1.8651 - accuracy: 0.4970 - top-5-accuracy: 0.7964
+
+
+```
+
+```
+
+ 53/176 [========>.....................] - ETA: 21s - loss: 1.8646 - accuracy: 0.4979 - top-5-accuracy: 0.7960
+
+
+```
+
+```
+
+ 54/176 [========>.....................] - ETA: 21s - loss: 1.8644 - accuracy: 0.4979 - top-5-accuracy: 0.7964
+
+
+```
+
+```
+
+ 55/176 [========>.....................] - ETA: 20s - loss: 1.8635 - accuracy: 0.4984 - top-5-accuracy: 0.7964
+
+
+```
+
+```
+
+ 56/176 [========>.....................] - ETA: 20s - loss: 1.8627 - accuracy: 0.4980 - top-5-accuracy: 0.7965
+
+
+```
+
+```
+
+ 57/176 [========>.....................] - ETA: 20s - loss: 1.8628 - accuracy: 0.4987 - top-5-accuracy: 0.7964
+
+
+```
+
+```
+
+ 58/176 [========>.....................] - ETA: 20s - loss: 1.8612 - accuracy: 0.4991 - top-5-accuracy: 0.7965
+
+
+```
+
+```
+
+ 59/176 [=========>....................] - ETA: 20s - loss: 1.8630 - accuracy: 0.4984 - top-5-accuracy: 0.7959
+
+
+```
+
+```
+
+ 60/176 [=========>....................] - ETA: 20s - loss: 1.8650 - accuracy: 0.4973 - top-5-accuracy: 0.7956
+
+
+```
+
+```
+
+ 61/176 [=========>....................] - ETA: 19s - loss: 1.8645 - accuracy: 0.4970 - top-5-accuracy: 0.7956
+
+
+```
+
+```
+
+ 62/176 [=========>....................] - ETA: 19s - loss: 1.8653 - accuracy: 0.4967 - top-5-accuracy: 0.7960
+
+
+```
+
+```
+
+ 63/176 [=========>....................] - ETA: 19s - loss: 1.8649 - accuracy: 0.4964 - top-5-accuracy: 0.7959
+
+
+```
+
+```
+
+ 64/176 [=========>....................] - ETA: 19s - loss: 1.8666 - accuracy: 0.4958 - top-5-accuracy: 0.7956
+
+
+```
+
+```
+
+ 65/176 [==========>...................] - ETA: 19s - loss: 1.8654 - accuracy: 0.4962 - top-5-accuracy: 0.7958
+
+
+```
+
+```
+
+ 66/176 [==========>...................] - ETA: 18s - loss: 1.8657 - accuracy: 0.4960 - top-5-accuracy: 0.7959
+
+
+```
+
+```
+
+ 67/176 [==========>...................] - ETA: 18s - loss: 1.8668 - accuracy: 0.4955 - top-5-accuracy: 0.7955
+
+
+```
+
+```
+
+ 68/176 [==========>...................] - ETA: 18s - loss: 1.8652 - accuracy: 0.4959 - top-5-accuracy: 0.7958
+
+
+```
+
+```
+
+ 69/176 [==========>...................] - ETA: 18s - loss: 1.8651 - accuracy: 0.4963 - top-5-accuracy: 0.7958
+
+
+```
+
+```
+
+ 70/176 [==========>...................] - ETA: 18s - loss: 1.8660 - accuracy: 0.4961 - top-5-accuracy: 0.7959
+
+
+```
+
+```
+
+ 71/176 [===========>..................] - ETA: 18s - loss: 1.8659 - accuracy: 0.4960 - top-5-accuracy: 0.7960
+
+
+```
+
+```
+
+ 72/176 [===========>..................] - ETA: 17s - loss: 1.8650 - accuracy: 0.4961 - top-5-accuracy: 0.7961
+
+
+```
+
+```
+
+ 73/176 [===========>..................] - ETA: 17s - loss: 1.8631 - accuracy: 0.4967 - top-5-accuracy: 0.7966
+
+
+```
+
+```
+
+ 74/176 [===========>..................] - ETA: 17s - loss: 1.8644 - accuracy: 0.4960 - top-5-accuracy: 0.7959
+
+
+```
+
+```
+
+ 75/176 [===========>..................] - ETA: 17s - loss: 1.8643 - accuracy: 0.4958 - top-5-accuracy: 0.7961
+
+
+```
+
+```
+
+ 76/176 [===========>..................] - ETA: 17s - loss: 1.8622 - accuracy: 0.4961 - top-5-accuracy: 0.7966
+
+
+```
+
+```
+
+ 77/176 [============>.................] - ETA: 17s - loss: 1.8622 - accuracy: 0.4958 - top-5-accuracy: 0.7969
+
+
+```
+
+```
+
+ 78/176 [============>.................] - ETA: 16s - loss: 1.8620 - accuracy: 0.4953 - top-5-accuracy: 0.7971
+
+
+```
+
+```
+
+ 79/176 [============>.................] - ETA: 16s - loss: 1.8626 - accuracy: 0.4955 - top-5-accuracy: 0.7967
+
+
+```
+
+```
+
+ 80/176 [============>.................] - ETA: 16s - loss: 1.8621 - accuracy: 0.4953 - top-5-accuracy: 0.7974
+
+
+```
+
+```
+
+ 81/176 [============>.................] - ETA: 16s - loss: 1.8650 - accuracy: 0.4945 - top-5-accuracy: 0.7970
+
+
+```
+
+```
+
+ 82/176 [============>.................] - ETA: 16s - loss: 1.8659 - accuracy: 0.4943 - top-5-accuracy: 0.7972
+
+
+```
+
+```
+
+ 83/176 [=============>................] - ETA: 16s - loss: 1.8683 - accuracy: 0.4940 - top-5-accuracy: 0.7967
+
+
+```
+
+```
+
+ 84/176 [=============>................] - ETA: 15s - loss: 1.8685 - accuracy: 0.4942 - top-5-accuracy: 0.7970
+
+
+```
+
+```
+
+ 85/176 [=============>................] - ETA: 15s - loss: 1.8692 - accuracy: 0.4940 - top-5-accuracy: 0.7966
+
+
+```
+
+```
+
+ 86/176 [=============>................] - ETA: 15s - loss: 1.8690 - accuracy: 0.4939 - top-5-accuracy: 0.7969
+
+
+```
+
+```
+
+ 87/176 [=============>................] - ETA: 15s - loss: 1.8691 - accuracy: 0.4936 - top-5-accuracy: 0.7970
+
+
+```
+
+```
+
+ 88/176 [==============>...............] - ETA: 15s - loss: 1.8692 - accuracy: 0.4933 - top-5-accuracy: 0.7970
+
+
+```
+
+```
+
+ 89/176 [==============>...............] - ETA: 15s - loss: 1.8693 - accuracy: 0.4933 - top-5-accuracy: 0.7971
+
+
+```
+
+```
+
+ 90/176 [==============>...............] - ETA: 14s - loss: 1.8692 - accuracy: 0.4933 - top-5-accuracy: 0.7970
+
+
+```
+
+```
+
+ 91/176 [==============>...............] - ETA: 14s - loss: 1.8690 - accuracy: 0.4932 - top-5-accuracy: 0.7970
+
+
+```
+
+```
+
+ 92/176 [==============>...............] - ETA: 14s - loss: 1.8686 - accuracy: 0.4936 - top-5-accuracy: 0.7973
+
+
+```
+
+```
+
+ 93/176 [==============>...............] - ETA: 14s - loss: 1.8716 - accuracy: 0.4929 - top-5-accuracy: 0.7969
+
+
+```
+
+```
+
+ 94/176 [===============>..............] - ETA: 14s - loss: 1.8722 - accuracy: 0.4926 - top-5-accuracy: 0.7965
+
+
+```
+
+```
+
+ 95/176 [===============>..............] - ETA: 13s - loss: 1.8725 - accuracy: 0.4922 - top-5-accuracy: 0.7964
+
+
+```
+
+```
+
+ 96/176 [===============>..............] - ETA: 13s - loss: 1.8734 - accuracy: 0.4921 - top-5-accuracy: 0.7963
+
+
+```
+
+```
+
+ 97/176 [===============>..............] - ETA: 13s - loss: 1.8730 - accuracy: 0.4925 - top-5-accuracy: 0.7964
+
+
+```
+
+```
+
+ 98/176 [===============>..............] - ETA: 13s - loss: 1.8745 - accuracy: 0.4919 - top-5-accuracy: 0.7960
+
+
+```
+
+```
+
+ 99/176 [===============>..............] - ETA: 13s - loss: 1.8732 - accuracy: 0.4921 - top-5-accuracy: 0.7963
+
+
+```
+
+```
+
+100/176 [================>.............] - ETA: 13s - loss: 1.8735 - accuracy: 0.4920 - top-5-accuracy: 0.7964
+
+
+```
+
+```
+
+101/176 [================>.............] - ETA: 12s - loss: 1.8738 - accuracy: 0.4917 - top-5-accuracy: 0.7965
+
+
+```
+
+```
+
+102/176 [================>.............] - ETA: 12s - loss: 1.8725 - accuracy: 0.4917 - top-5-accuracy: 0.7966
+
+
+```
+
+```
+
+103/176 [================>.............] - ETA: 12s - loss: 1.8725 - accuracy: 0.4917 - top-5-accuracy: 0.7968
+
+
+```
+
+```
+
+104/176 [================>.............] - ETA: 12s - loss: 1.8724 - accuracy: 0.4912 - top-5-accuracy: 0.7969
+
+
+```
+
+```
+
+105/176 [================>.............] - ETA: 12s - loss: 1.8748 - accuracy: 0.4905 - top-5-accuracy: 0.7968
+
+
+```
+
+```
+
+106/176 [=================>............] - ETA: 12s - loss: 1.8769 - accuracy: 0.4901 - top-5-accuracy: 0.7964
+
+
+```
+
+```
+
+107/176 [=================>............] - ETA: 11s - loss: 1.8756 - accuracy: 0.4899 - top-5-accuracy: 0.7966
+
+
+```
+
+```
+
+108/176 [=================>............] - ETA: 11s - loss: 1.8762 - accuracy: 0.4895 - top-5-accuracy: 0.7965
+
+
+```
+
+```
+
+109/176 [=================>............] - ETA: 11s - loss: 1.8755 - accuracy: 0.4894 - top-5-accuracy: 0.7968
+
+
+```
+
+```
+
+110/176 [=================>............] - ETA: 11s - loss: 1.8768 - accuracy: 0.4888 - top-5-accuracy: 0.7965
+
+
+```
+
+```
+
+111/176 [=================>............] - ETA: 11s - loss: 1.8754 - accuracy: 0.4894 - top-5-accuracy: 0.7967
+
+
+```
+
+```
+
+112/176 [==================>...........] - ETA: 11s - loss: 1.8777 - accuracy: 0.4885 - top-5-accuracy: 0.7963
+
+
+```
+
+```
+
+113/176 [==================>...........] - ETA: 10s - loss: 1.8770 - accuracy: 0.4885 - top-5-accuracy: 0.7964
+
+
+```
+
+```
+
+114/176 [==================>...........] - ETA: 10s - loss: 1.8782 - accuracy: 0.4882 - top-5-accuracy: 0.7962
+
+
+```
+
+```
+
+115/176 [==================>...........] - ETA: 10s - loss: 1.8781 - accuracy: 0.4883 - top-5-accuracy: 0.7962
+
+
+```
+
+```
+
+116/176 [==================>...........] - ETA: 10s - loss: 1.8791 - accuracy: 0.4880 - top-5-accuracy: 0.7962
+
+
+```
+
+```
+
+117/176 [==================>...........] - ETA: 10s - loss: 1.8792 - accuracy: 0.4880 - top-5-accuracy: 0.7964
+
+
+```
+
+```
+
+118/176 [===================>..........] - ETA: 10s - loss: 1.8804 - accuracy: 0.4879 - top-5-accuracy: 0.7961
+
+
+```
+
+```
+
+119/176 [===================>..........] - ETA: 9s - loss: 1.8802 - accuracy: 0.4883 - top-5-accuracy: 0.7960
+
+
+```
+
+```
+
+120/176 [===================>..........] - ETA: 9s - loss: 1.8799 - accuracy: 0.4884 - top-5-accuracy: 0.7958
+
+
+```
+
+```
+
+121/176 [===================>..........] - ETA: 9s - loss: 1.8803 - accuracy: 0.4883 - top-5-accuracy: 0.7957
+
+
+```
+
+```
+
+122/176 [===================>..........] - ETA: 9s - loss: 1.8812 - accuracy: 0.4881 - top-5-accuracy: 0.7955
+
+
+```
+
+```
+
+123/176 [===================>..........] - ETA: 9s - loss: 1.8815 - accuracy: 0.4881 - top-5-accuracy: 0.7954
+
+
+```
+
+```
+
+124/176 [====================>.........] - ETA: 8s - loss: 1.8806 - accuracy: 0.4882 - top-5-accuracy: 0.7955
+
+
+```
+
+```
+
+125/176 [====================>.........] - ETA: 8s - loss: 1.8796 - accuracy: 0.4884 - top-5-accuracy: 0.7955
+
+
+```
+
+```
+
+126/176 [====================>.........] - ETA: 8s - loss: 1.8779 - accuracy: 0.4888 - top-5-accuracy: 0.7959
+
+
+```
+
+```
+
+127/176 [====================>.........] - ETA: 8s - loss: 1.8788 - accuracy: 0.4889 - top-5-accuracy: 0.7956
+
+
+```
+
+```
+
+128/176 [====================>.........] - ETA: 8s - loss: 1.8788 - accuracy: 0.4888 - top-5-accuracy: 0.7954
+
+
+```
+
+```
+
+129/176 [====================>.........] - ETA: 8s - loss: 1.8800 - accuracy: 0.4886 - top-5-accuracy: 0.7951
+
+
+```
+
+```
+
+130/176 [=====================>........] - ETA: 7s - loss: 1.8806 - accuracy: 0.4883 - top-5-accuracy: 0.7950
+
+
+```
+
+```
+
+131/176 [=====================>........] - ETA: 7s - loss: 1.8810 - accuracy: 0.4882 - top-5-accuracy: 0.7948
+
+
+```
+
+```
+
+132/176 [=====================>........] - ETA: 7s - loss: 1.8817 - accuracy: 0.4879 - top-5-accuracy: 0.7946
+
+
+```
+
+```
+
+133/176 [=====================>........] - ETA: 7s - loss: 1.8822 - accuracy: 0.4877 - top-5-accuracy: 0.7944
+
+
+```
+
+```
+
+134/176 [=====================>........] - ETA: 7s - loss: 1.8834 - accuracy: 0.4876 - top-5-accuracy: 0.7940
+
+
+```
+
+```
+
+135/176 [======================>.......] - ETA: 7s - loss: 1.8819 - accuracy: 0.4880 - top-5-accuracy: 0.7941
+
+
+```
+
+```
+
+136/176 [======================>.......] - ETA: 6s - loss: 1.8827 - accuracy: 0.4878 - top-5-accuracy: 0.7940
+
+
+```
+
+```
+
+137/176 [======================>.......] - ETA: 6s - loss: 1.8827 - accuracy: 0.4879 - top-5-accuracy: 0.7939
+
+
+```
+
+```
+
+138/176 [======================>.......] - ETA: 6s - loss: 1.8836 - accuracy: 0.4875 - top-5-accuracy: 0.7936
+
+
+```
+
+```
+
+139/176 [======================>.......] - ETA: 6s - loss: 1.8840 - accuracy: 0.4872 - top-5-accuracy: 0.7936
+
+
+```
+
+```
+
+140/176 [======================>.......] - ETA: 6s - loss: 1.8839 - accuracy: 0.4873 - top-5-accuracy: 0.7938
+
+
+```
+
+```
+
+141/176 [=======================>......] - ETA: 6s - loss: 1.8843 - accuracy: 0.4874 - top-5-accuracy: 0.7939
+
+
+```
+
+```
+
+142/176 [=======================>......] - ETA: 5s - loss: 1.8859 - accuracy: 0.4870 - top-5-accuracy: 0.7936
+
+
+```
+
+```
+
+143/176 [=======================>......] - ETA: 5s - loss: 1.8865 - accuracy: 0.4871 - top-5-accuracy: 0.7934
+
+
+```
+
+```
+
+144/176 [=======================>......] - ETA: 5s - loss: 1.8867 - accuracy: 0.4868 - top-5-accuracy: 0.7935
+
+
+```
+
+```
+
+145/176 [=======================>......] - ETA: 5s - loss: 1.8864 - accuracy: 0.4869 - top-5-accuracy: 0.7936
+
+
+```
+
+```
+
+146/176 [=======================>......] - ETA: 5s - loss: 1.8858 - accuracy: 0.4870 - top-5-accuracy: 0.7936
+
+
+```
+
+```
+
+147/176 [========================>.....] - ETA: 5s - loss: 1.8865 - accuracy: 0.4868 - top-5-accuracy: 0.7936
+
+
+```
+
+```
+
+148/176 [========================>.....] - ETA: 4s - loss: 1.8859 - accuracy: 0.4869 - top-5-accuracy: 0.7939
+
+
+```
+
+```
+
+149/176 [========================>.....] - ETA: 4s - loss: 1.8862 - accuracy: 0.4870 - top-5-accuracy: 0.7937
+
+
+```
+
+```
+
+150/176 [========================>.....] - ETA: 4s - loss: 1.8862 - accuracy: 0.4869 - top-5-accuracy: 0.7937
+
+
+```
+
+```
+
+151/176 [========================>.....] - ETA: 4s - loss: 1.8866 - accuracy: 0.4868 - top-5-accuracy: 0.7936
+
+
+```
+
+```
+
+152/176 [========================>.....] - ETA: 4s - loss: 1.8886 - accuracy: 0.4863 - top-5-accuracy: 0.7933
+
+
+```
+
+```
+
+153/176 [=========================>....] - ETA: 3s - loss: 1.8896 - accuracy: 0.4860 - top-5-accuracy: 0.7933
+
+
+```
+
+```
+
+154/176 [=========================>....] - ETA: 3s - loss: 1.8894 - accuracy: 0.4858 - top-5-accuracy: 0.7933
+
+
+```
+
+```
+
+155/176 [=========================>....] - ETA: 3s - loss: 1.8907 - accuracy: 0.4854 - top-5-accuracy: 0.7930
+
+
+```
+
+```
+
+156/176 [=========================>....] - ETA: 3s - loss: 1.8912 - accuracy: 0.4857 - top-5-accuracy: 0.7928
+
+
+```
+
+```
+
+157/176 [=========================>....] - ETA: 3s - loss: 1.8919 - accuracy: 0.4853 - top-5-accuracy: 0.7926
+
+
+```
+
+```
+
+158/176 [=========================>....] - ETA: 3s - loss: 1.8909 - accuracy: 0.4855 - top-5-accuracy: 0.7929
+
+
+```
+
+```
+
+159/176 [==========================>...] - ETA: 2s - loss: 1.8911 - accuracy: 0.4856 - top-5-accuracy: 0.7929
+
+
+```
+
+```
+
+160/176 [==========================>...] - ETA: 2s - loss: 1.8915 - accuracy: 0.4855 - top-5-accuracy: 0.7927
+
+
+```
+
+```
+
+161/176 [==========================>...] - ETA: 2s - loss: 1.8929 - accuracy: 0.4852 - top-5-accuracy: 0.7924
+
+
+```
+
+```
+
+162/176 [==========================>...] - ETA: 2s - loss: 1.8936 - accuracy: 0.4852 - top-5-accuracy: 0.7922
+
+
+```
+
+```
+
+163/176 [==========================>...] - ETA: 2s - loss: 1.8934 - accuracy: 0.4851 - top-5-accuracy: 0.7923
+
+
+```
+
+```
+
+164/176 [==========================>...] - ETA: 2s - loss: 1.8938 - accuracy: 0.4849 - top-5-accuracy: 0.7924
+
+
+```
+
+```
+
+165/176 [===========================>..] - ETA: 1s - loss: 1.8930 - accuracy: 0.4850 - top-5-accuracy: 0.7928
+
+
+```
+
+```
+
+166/176 [===========================>..] - ETA: 1s - loss: 1.8926 - accuracy: 0.4852 - top-5-accuracy: 0.7927
+
+
+```
+
+```
+
+167/176 [===========================>..] - ETA: 1s - loss: 1.8919 - accuracy: 0.4855 - top-5-accuracy: 0.7926
+
+
+```
+
+```
+
+168/176 [===========================>..] - ETA: 1s - loss: 1.8919 - accuracy: 0.4854 - top-5-accuracy: 0.7926
+
+
+```
+
+```
+
+169/176 [===========================>..] - ETA: 1s - loss: 1.8916 - accuracy: 0.4853 - top-5-accuracy: 0.7926
+
+
+```
+
+```
+
+170/176 [===========================>..] - ETA: 1s - loss: 1.8907 - accuracy: 0.4854 - top-5-accuracy: 0.7927
+
+
+```
+
+```
+
+171/176 [============================>.] - ETA: 0s - loss: 1.8908 - accuracy: 0.4853 - top-5-accuracy: 0.7929
+
+
+```
+
+```
+
+172/176 [============================>.] - ETA: 0s - loss: 1.8907 - accuracy: 0.4851 - top-5-accuracy: 0.7930
+
+
+```
+
+```
+
+173/176 [============================>.] - ETA: 0s - loss: 1.8911 - accuracy: 0.4851 - top-5-accuracy: 0.7927
+
+
+```
+
+```
+
+174/176 [============================>.] - ETA: 0s - loss: 1.8899 - accuracy: 0.4856 - top-5-accuracy: 0.7927
+
+
+```
+
+```
+
+175/176 [============================>.] - ETA: 0s - loss: 1.8911 - accuracy: 0.4854 - top-5-accuracy: 0.7924
+
+
+```
+
+```
+
+176/176 [==============================] - ETA: 0s - loss: 1.8903 - accuracy: 0.4856 - top-5-accuracy: 0.7923
+
+
+```
+
+```
+
+176/176 [==============================] - 32s 179ms/step - loss: 1.8903 - accuracy: 0.4856 - top-5-accuracy: 0.7923 - val_loss: 1.9089 - val_accuracy: 0.4862 - val_top-5-accuracy: 0.7800
+
+
+
+```
+Epoch 28/50
+
+```
+
+
+ 1/176 [..............................] - ETA: 30s - loss: 1.7271 - accuracy: 0.5469 - top-5-accuracy: 0.8125
+
+
+```
+
+```
+
+ 2/176 [..............................] - ETA: 30s - loss: 1.8246 - accuracy: 0.5059 - top-5-accuracy: 0.8008
+
+
+```
+
+```
+
+ 3/176 [..............................] - ETA: 30s - loss: 1.7815 - accuracy: 0.5195 - top-5-accuracy: 0.8021
+
+
+```
+
+```
+
+ 4/176 [..............................] - ETA: 29s - loss: 1.7841 - accuracy: 0.5234 - top-5-accuracy: 0.7979
+
+
+```
+
+```
+
+ 5/176 [..............................] - ETA: 29s - loss: 1.7518 - accuracy: 0.5203 - top-5-accuracy: 0.8070
+
+
+```
+
+```
+
+ 6/176 [>.............................] - ETA: 29s - loss: 1.7386 - accuracy: 0.5254 - top-5-accuracy: 0.8138
+
+
+```
+
+```
+
+ 7/176 [>.............................] - ETA: 29s - loss: 1.7266 - accuracy: 0.5257 - top-5-accuracy: 0.8136
+
+
+```
+
+```
+
+ 8/176 [>.............................] - ETA: 29s - loss: 1.7051 - accuracy: 0.5293 - top-5-accuracy: 0.8184
+
+
+```
+
+```
+
+ 9/176 [>.............................] - ETA: 28s - loss: 1.7179 - accuracy: 0.5230 - top-5-accuracy: 0.8160
+
+
+```
+
+```
+
+ 10/176 [>.............................] - ETA: 28s - loss: 1.7331 - accuracy: 0.5215 - top-5-accuracy: 0.8121
+
+
+```
+
+```
+
+ 11/176 [>.............................] - ETA: 28s - loss: 1.7278 - accuracy: 0.5245 - top-5-accuracy: 0.8139
+
+
+```
+
+```
+
+ 12/176 [=>............................] - ETA: 28s - loss: 1.7423 - accuracy: 0.5195 - top-5-accuracy: 0.8118
+
+
+```
+
+```
+
+ 13/176 [=>............................] - ETA: 28s - loss: 1.7345 - accuracy: 0.5207 - top-5-accuracy: 0.8140
+
+
+```
+
+```
+
+ 14/176 [=>............................] - ETA: 28s - loss: 1.7447 - accuracy: 0.5212 - top-5-accuracy: 0.8114
+
+
+```
+
+```
+
+ 15/176 [=>............................] - ETA: 27s - loss: 1.7442 - accuracy: 0.5208 - top-5-accuracy: 0.8117
+
+
+```
+
+```
+
+ 16/176 [=>............................] - ETA: 27s - loss: 1.7559 - accuracy: 0.5193 - top-5-accuracy: 0.8083
+
+
+```
+
+```
+
+ 17/176 [=>............................] - ETA: 27s - loss: 1.7502 - accuracy: 0.5211 - top-5-accuracy: 0.8107
+
+
+```
+
+```
+
+ 18/176 [==>...........................] - ETA: 27s - loss: 1.7531 - accuracy: 0.5187 - top-5-accuracy: 0.8110
+
+
+```
+
+```
+
+ 19/176 [==>...........................] - ETA: 27s - loss: 1.7545 - accuracy: 0.5187 - top-5-accuracy: 0.8117
+
+
+```
+
+```
+
+ 20/176 [==>...........................] - ETA: 27s - loss: 1.7574 - accuracy: 0.5172 - top-5-accuracy: 0.8111
+
+
+```
+
+```
+
+ 21/176 [==>...........................] - ETA: 26s - loss: 1.7566 - accuracy: 0.5175 - top-5-accuracy: 0.8118
+
+
+```
+
+```
+
+ 22/176 [==>...........................] - ETA: 26s - loss: 1.7667 - accuracy: 0.5149 - top-5-accuracy: 0.8109
+
+
+```
+
+```
+
+ 23/176 [==>...........................] - ETA: 26s - loss: 1.7708 - accuracy: 0.5136 - top-5-accuracy: 0.8108
+
+
+```
+
+```
+
+ 24/176 [===>..........................] - ETA: 26s - loss: 1.7716 - accuracy: 0.5146 - top-5-accuracy: 0.8107
+
+
+```
+
+```
+
+ 25/176 [===>..........................] - ETA: 26s - loss: 1.7854 - accuracy: 0.5106 - top-5-accuracy: 0.8083
+
+
+```
+
+```
+
+ 26/176 [===>..........................] - ETA: 25s - loss: 1.7879 - accuracy: 0.5119 - top-5-accuracy: 0.8065
+
+
+```
+
+```
+
+ 27/176 [===>..........................] - ETA: 25s - loss: 1.7949 - accuracy: 0.5087 - top-5-accuracy: 0.8045
+
+
+```
+
+```
+
+ 28/176 [===>..........................] - ETA: 25s - loss: 1.7999 - accuracy: 0.5075 - top-5-accuracy: 0.8048
+
+
+```
+
+```
+
+ 29/176 [===>..........................] - ETA: 25s - loss: 1.7960 - accuracy: 0.5078 - top-5-accuracy: 0.8055
+
+
+```
+
+```
+
+ 30/176 [====>.........................] - ETA: 25s - loss: 1.7954 - accuracy: 0.5087 - top-5-accuracy: 0.8049
+
+
+```
+
+```
+
+ 31/176 [====>.........................] - ETA: 25s - loss: 1.7953 - accuracy: 0.5103 - top-5-accuracy: 0.8051
+
+
+```
+
+```
+
+ 32/176 [====>.........................] - ETA: 24s - loss: 1.8006 - accuracy: 0.5090 - top-5-accuracy: 0.8038
+
+
+```
+
+```
+
+ 33/176 [====>.........................] - ETA: 24s - loss: 1.8008 - accuracy: 0.5092 - top-5-accuracy: 0.8029
+
+
+```
+
+```
+
+ 34/176 [====>.........................] - ETA: 24s - loss: 1.8050 - accuracy: 0.5085 - top-5-accuracy: 0.8031
+
+
+```
+
+```
+
+ 35/176 [====>.........................] - ETA: 24s - loss: 1.8069 - accuracy: 0.5085 - top-5-accuracy: 0.8016
+
+
+```
+
+```
+
+ 36/176 [=====>........................] - ETA: 24s - loss: 1.8074 - accuracy: 0.5091 - top-5-accuracy: 0.8016
+
+
+```
+
+```
+
+ 37/176 [=====>........................] - ETA: 24s - loss: 1.8126 - accuracy: 0.5077 - top-5-accuracy: 0.8012
+
+
+```
+
+```
+
+ 38/176 [=====>........................] - ETA: 23s - loss: 1.8132 - accuracy: 0.5064 - top-5-accuracy: 0.8013
+
+
+```
+
+```
+
+ 39/176 [=====>........................] - ETA: 23s - loss: 1.8131 - accuracy: 0.5061 - top-5-accuracy: 0.8013
+
+
+```
+
+```
+
+ 40/176 [=====>........................] - ETA: 23s - loss: 1.8149 - accuracy: 0.5054 - top-5-accuracy: 0.8011
+
+
+```
+
+```
+
+ 41/176 [=====>........................] - ETA: 23s - loss: 1.8127 - accuracy: 0.5053 - top-5-accuracy: 0.8014
+
+
+```
+
+```
+
+ 42/176 [======>.......................] - ETA: 23s - loss: 1.8140 - accuracy: 0.5046 - top-5-accuracy: 0.8006
+
+
+```
+
+```
+
+ 43/176 [======>.......................] - ETA: 23s - loss: 1.8152 - accuracy: 0.5047 - top-5-accuracy: 0.7997
+
+
+```
+
+```
+
+ 44/176 [======>.......................] - ETA: 22s - loss: 1.8193 - accuracy: 0.5039 - top-5-accuracy: 0.7989
+
+
+```
+
+```
+
+ 45/176 [======>.......................] - ETA: 22s - loss: 1.8250 - accuracy: 0.5020 - top-5-accuracy: 0.7983
+
+
+```
+
+```
+
+ 46/176 [======>.......................] - ETA: 22s - loss: 1.8266 - accuracy: 0.5019 - top-5-accuracy: 0.7977
+
+
+```
+
+```
+
+ 47/176 [=======>......................] - ETA: 22s - loss: 1.8264 - accuracy: 0.5013 - top-5-accuracy: 0.7976
+
+
+```
+
+```
+
+ 48/176 [=======>......................] - ETA: 22s - loss: 1.8253 - accuracy: 0.5016 - top-5-accuracy: 0.7980
+
+
+```
+
+```
+
+ 49/176 [=======>......................] - ETA: 22s - loss: 1.8259 - accuracy: 0.5010 - top-5-accuracy: 0.7978
+
+
+```
+
+```
+
+ 50/176 [=======>......................] - ETA: 21s - loss: 1.8281 - accuracy: 0.5006 - top-5-accuracy: 0.7968
+
+
+```
+
+```
+
+ 51/176 [=======>......................] - ETA: 21s - loss: 1.8272 - accuracy: 0.5014 - top-5-accuracy: 0.7974
+
+
+```
+
+```
+
+ 52/176 [=======>......................] - ETA: 21s - loss: 1.8295 - accuracy: 0.5010 - top-5-accuracy: 0.7972
+
+
+```
+
+```
+
+ 53/176 [========>.....................] - ETA: 21s - loss: 1.8310 - accuracy: 0.5002 - top-5-accuracy: 0.7965
+
+
+```
+
+```
+
+ 54/176 [========>.....................] - ETA: 21s - loss: 1.8301 - accuracy: 0.5003 - top-5-accuracy: 0.7972
+
+
+```
+
+```
+
+ 55/176 [========>.....................] - ETA: 20s - loss: 1.8301 - accuracy: 0.4999 - top-5-accuracy: 0.7973
+
+
+```
+
+```
+
+ 56/176 [========>.....................] - ETA: 20s - loss: 1.8298 - accuracy: 0.5000 - top-5-accuracy: 0.7975
+
+
+```
+
+```
+
+ 57/176 [========>.....................] - ETA: 20s - loss: 1.8288 - accuracy: 0.5003 - top-5-accuracy: 0.7978
+
+
+```
+
+```
+
+ 58/176 [========>.....................] - ETA: 20s - loss: 1.8294 - accuracy: 0.5003 - top-5-accuracy: 0.7978
+
+
+```
+
+```
+
+ 59/176 [=========>....................] - ETA: 20s - loss: 1.8293 - accuracy: 0.5003 - top-5-accuracy: 0.7979
+
+
+```
+
+```
+
+ 60/176 [=========>....................] - ETA: 20s - loss: 1.8315 - accuracy: 0.4999 - top-5-accuracy: 0.7975
+
+
+```
+
+```
+
+ 61/176 [=========>....................] - ETA: 19s - loss: 1.8316 - accuracy: 0.4999 - top-5-accuracy: 0.7975
+
+
+```
+
+```
+
+ 62/176 [=========>....................] - ETA: 19s - loss: 1.8335 - accuracy: 0.4998 - top-5-accuracy: 0.7972
+
+
+```
+
+```
+
+ 63/176 [=========>....................] - ETA: 19s - loss: 1.8359 - accuracy: 0.4995 - top-5-accuracy: 0.7968
+
+
+```
+
+```
+
+ 64/176 [=========>....................] - ETA: 19s - loss: 1.8338 - accuracy: 0.4998 - top-5-accuracy: 0.7971
+
+
+```
+
+```
+
+ 65/176 [==========>...................] - ETA: 19s - loss: 1.8352 - accuracy: 0.4991 - top-5-accuracy: 0.7967
+
+
+```
+
+```
+
+ 66/176 [==========>...................] - ETA: 19s - loss: 1.8335 - accuracy: 0.4997 - top-5-accuracy: 0.7973
+
+
+```
+
+```
+
+ 67/176 [==========>...................] - ETA: 18s - loss: 1.8326 - accuracy: 0.4999 - top-5-accuracy: 0.7975
+
+
+```
+
+```
+
+ 68/176 [==========>...................] - ETA: 18s - loss: 1.8358 - accuracy: 0.4991 - top-5-accuracy: 0.7970
+
+
+```
+
+```
+
+ 69/176 [==========>...................] - ETA: 18s - loss: 1.8371 - accuracy: 0.4986 - top-5-accuracy: 0.7965
+
+
+```
+
+```
+
+ 70/176 [==========>...................] - ETA: 18s - loss: 1.8390 - accuracy: 0.4985 - top-5-accuracy: 0.7966
+
+
+```
+
+```
+
+ 71/176 [===========>..................] - ETA: 18s - loss: 1.8399 - accuracy: 0.4982 - top-5-accuracy: 0.7963
+
+
+```
+
+```
+
+ 72/176 [===========>..................] - ETA: 18s - loss: 1.8367 - accuracy: 0.4987 - top-5-accuracy: 0.7967
+
+
+```
+
+```
+
+ 73/176 [===========>..................] - ETA: 17s - loss: 1.8374 - accuracy: 0.4986 - top-5-accuracy: 0.7966
+
+
+```
+
+```
+
+ 74/176 [===========>..................] - ETA: 17s - loss: 1.8395 - accuracy: 0.4983 - top-5-accuracy: 0.7961
+
+
+```
+
+```
+
+ 75/176 [===========>..................] - ETA: 17s - loss: 1.8397 - accuracy: 0.4984 - top-5-accuracy: 0.7960
+
+
+```
+
+```
+
+ 76/176 [===========>..................] - ETA: 17s - loss: 1.8399 - accuracy: 0.4983 - top-5-accuracy: 0.7961
+
+
+```
+
+```
+
+ 77/176 [============>.................] - ETA: 17s - loss: 1.8404 - accuracy: 0.4983 - top-5-accuracy: 0.7963
+
+
+```
+
+```
+
+ 78/176 [============>.................] - ETA: 16s - loss: 1.8389 - accuracy: 0.4988 - top-5-accuracy: 0.7963
+
+
+```
+
+```
+
+ 79/176 [============>.................] - ETA: 16s - loss: 1.8380 - accuracy: 0.4991 - top-5-accuracy: 0.7966
+
+
+```
+
+```
+
+ 80/176 [============>.................] - ETA: 16s - loss: 1.8376 - accuracy: 0.4992 - top-5-accuracy: 0.7966
+
+
+```
+
+```
+
+ 81/176 [============>.................] - ETA: 16s - loss: 1.8392 - accuracy: 0.4986 - top-5-accuracy: 0.7966
+
+
+```
+
+```
+
+ 82/176 [============>.................] - ETA: 16s - loss: 1.8410 - accuracy: 0.4990 - top-5-accuracy: 0.7963
+
+
+```
+
+```
+
+ 83/176 [=============>................] - ETA: 16s - loss: 1.8409 - accuracy: 0.4991 - top-5-accuracy: 0.7964
+
+
+```
+
+```
+
+ 84/176 [=============>................] - ETA: 15s - loss: 1.8425 - accuracy: 0.4985 - top-5-accuracy: 0.7958
+
+
+```
+
+```
+
+ 85/176 [=============>................] - ETA: 15s - loss: 1.8456 - accuracy: 0.4978 - top-5-accuracy: 0.7953
+
+
+```
+
+```
+
+ 86/176 [=============>................] - ETA: 15s - loss: 1.8446 - accuracy: 0.4980 - top-5-accuracy: 0.7957
+
+
+```
+
+```
+
+ 87/176 [=============>................] - ETA: 15s - loss: 1.8442 - accuracy: 0.4981 - top-5-accuracy: 0.7962
+
+
+```
+
+```
+
+ 88/176 [==============>...............] - ETA: 15s - loss: 1.8443 - accuracy: 0.4979 - top-5-accuracy: 0.7959
+
+
+```
+
+```
+
+ 89/176 [==============>...............] - ETA: 15s - loss: 1.8452 - accuracy: 0.4979 - top-5-accuracy: 0.7958
+
+
+```
+
+```
+
+ 90/176 [==============>...............] - ETA: 14s - loss: 1.8434 - accuracy: 0.4982 - top-5-accuracy: 0.7960
+
+
+```
+
+```
+
+ 91/176 [==============>...............] - ETA: 14s - loss: 1.8415 - accuracy: 0.4986 - top-5-accuracy: 0.7964
+
+
+```
+
+```
+
+ 92/176 [==============>...............] - ETA: 14s - loss: 1.8419 - accuracy: 0.4986 - top-5-accuracy: 0.7959
+
+
+```
+
+```
+
+ 93/176 [==============>...............] - ETA: 14s - loss: 1.8409 - accuracy: 0.4986 - top-5-accuracy: 0.7962
+
+
+```
+
+```
+
+ 94/176 [===============>..............] - ETA: 14s - loss: 1.8407 - accuracy: 0.4986 - top-5-accuracy: 0.7961
+
+
+```
+
+```
+
+ 95/176 [===============>..............] - ETA: 14s - loss: 1.8418 - accuracy: 0.4981 - top-5-accuracy: 0.7961
+
+
+```
+
+```
+
+ 96/176 [===============>..............] - ETA: 13s - loss: 1.8432 - accuracy: 0.4981 - top-5-accuracy: 0.7957
+
+
+```
+
+```
+
+ 97/176 [===============>..............] - ETA: 13s - loss: 1.8430 - accuracy: 0.4977 - top-5-accuracy: 0.7960
+
+
+```
+
+```
+
+ 98/176 [===============>..............] - ETA: 13s - loss: 1.8427 - accuracy: 0.4978 - top-5-accuracy: 0.7960
+
+
+```
+
+```
+
+ 99/176 [===============>..............] - ETA: 13s - loss: 1.8436 - accuracy: 0.4976 - top-5-accuracy: 0.7960
+
+
+```
+
+```
+
+100/176 [================>.............] - ETA: 13s - loss: 1.8435 - accuracy: 0.4977 - top-5-accuracy: 0.7959
+
+
+```
+
+```
+
+101/176 [================>.............] - ETA: 12s - loss: 1.8432 - accuracy: 0.4979 - top-5-accuracy: 0.7958
+
+
+```
+
+```
+
+102/176 [================>.............] - ETA: 12s - loss: 1.8440 - accuracy: 0.4976 - top-5-accuracy: 0.7956
+
+
+```
+
+```
+
+103/176 [================>.............] - ETA: 12s - loss: 1.8444 - accuracy: 0.4977 - top-5-accuracy: 0.7955
+
+
+```
+
+```
+
+104/176 [================>.............] - ETA: 12s - loss: 1.8449 - accuracy: 0.4976 - top-5-accuracy: 0.7953
+
+
+```
+
+```
+
+105/176 [================>.............] - ETA: 12s - loss: 1.8441 - accuracy: 0.4980 - top-5-accuracy: 0.7957
+
+
+```
+
+```
+
+106/176 [=================>............] - ETA: 12s - loss: 1.8441 - accuracy: 0.4980 - top-5-accuracy: 0.7961
+
+
+```
+
+```
+
+107/176 [=================>............] - ETA: 11s - loss: 1.8433 - accuracy: 0.4983 - top-5-accuracy: 0.7964
+
+
+```
+
+```
+
+108/176 [=================>............] - ETA: 11s - loss: 1.8440 - accuracy: 0.4978 - top-5-accuracy: 0.7963
+
+
+```
+
+```
+
+109/176 [=================>............] - ETA: 11s - loss: 1.8435 - accuracy: 0.4976 - top-5-accuracy: 0.7965
+
+
+```
+
+```
+
+110/176 [=================>............] - ETA: 11s - loss: 1.8439 - accuracy: 0.4977 - top-5-accuracy: 0.7966
+
+
+```
+
+```
+
+111/176 [=================>............] - ETA: 11s - loss: 1.8440 - accuracy: 0.4974 - top-5-accuracy: 0.7967
+
+
+```
+
+```
+
+112/176 [==================>...........] - ETA: 11s - loss: 1.8425 - accuracy: 0.4977 - top-5-accuracy: 0.7968
+
+
+```
+
+```
+
+113/176 [==================>...........] - ETA: 10s - loss: 1.8436 - accuracy: 0.4975 - top-5-accuracy: 0.7968
+
+
+```
+
+```
+
+114/176 [==================>...........] - ETA: 10s - loss: 1.8428 - accuracy: 0.4976 - top-5-accuracy: 0.7969
+
+
+```
+
+```
+
+115/176 [==================>...........] - ETA: 10s - loss: 1.8438 - accuracy: 0.4972 - top-5-accuracy: 0.7966
+
+
+```
+
+```
+
+116/176 [==================>...........] - ETA: 10s - loss: 1.8431 - accuracy: 0.4972 - top-5-accuracy: 0.7970
+
+
+```
+
+```
+
+117/176 [==================>...........] - ETA: 10s - loss: 1.8419 - accuracy: 0.4980 - top-5-accuracy: 0.7973
+
+
+```
+
+```
+
+118/176 [===================>..........] - ETA: 10s - loss: 1.8433 - accuracy: 0.4976 - top-5-accuracy: 0.7970
+
+
+```
+
+```
+
+119/176 [===================>..........] - ETA: 9s - loss: 1.8433 - accuracy: 0.4975 - top-5-accuracy: 0.7970
+
+
+```
+
+```
+
+120/176 [===================>..........] - ETA: 9s - loss: 1.8429 - accuracy: 0.4977 - top-5-accuracy: 0.7972
+
+
+```
+
+```
+
+121/176 [===================>..........] - ETA: 9s - loss: 1.8414 - accuracy: 0.4982 - top-5-accuracy: 0.7975
+
+
+```
+
+```
+
+122/176 [===================>..........] - ETA: 9s - loss: 1.8403 - accuracy: 0.4988 - top-5-accuracy: 0.7976
+
+
+```
+
+```
+
+123/176 [===================>..........] - ETA: 9s - loss: 1.8407 - accuracy: 0.4987 - top-5-accuracy: 0.7974
+
+
+```
+
+```
+
+124/176 [====================>.........] - ETA: 9s - loss: 1.8411 - accuracy: 0.4986 - top-5-accuracy: 0.7973
+
+
+```
+
+```
+
+125/176 [====================>.........] - ETA: 8s - loss: 1.8414 - accuracy: 0.4987 - top-5-accuracy: 0.7973
+
+
+```
+
+```
+
+126/176 [====================>.........] - ETA: 8s - loss: 1.8420 - accuracy: 0.4984 - top-5-accuracy: 0.7973
+
+
+```
+
+```
+
+127/176 [====================>.........] - ETA: 8s - loss: 1.8422 - accuracy: 0.4984 - top-5-accuracy: 0.7973
+
+
+```
+
+```
+
+128/176 [====================>.........] - ETA: 8s - loss: 1.8415 - accuracy: 0.4982 - top-5-accuracy: 0.7975
+
+
+```
+
+```
+
+129/176 [====================>.........] - ETA: 8s - loss: 1.8408 - accuracy: 0.4987 - top-5-accuracy: 0.7975
+
+
+```
+
+```
+
+130/176 [=====================>........] - ETA: 7s - loss: 1.8409 - accuracy: 0.4985 - top-5-accuracy: 0.7973
+
+
+```
+
+```
+
+131/176 [=====================>........] - ETA: 7s - loss: 1.8409 - accuracy: 0.4982 - top-5-accuracy: 0.7974
+
+
+```
+
+```
+
+132/176 [=====================>........] - ETA: 7s - loss: 1.8403 - accuracy: 0.4984 - top-5-accuracy: 0.7976
+
+
+```
+
+```
+
+133/176 [=====================>........] - ETA: 7s - loss: 1.8394 - accuracy: 0.4986 - top-5-accuracy: 0.7978
+
+
+```
+
+```
+
+134/176 [=====================>........] - ETA: 7s - loss: 1.8396 - accuracy: 0.4984 - top-5-accuracy: 0.7980
+
+
+```
+
+```
+
+135/176 [======================>.......] - ETA: 7s - loss: 1.8395 - accuracy: 0.4984 - top-5-accuracy: 0.7979
+
+
+```
+
+```
+
+136/176 [======================>.......] - ETA: 6s - loss: 1.8410 - accuracy: 0.4981 - top-5-accuracy: 0.7974
+
+
+```
+
+```
+
+137/176 [======================>.......] - ETA: 6s - loss: 1.8409 - accuracy: 0.4979 - top-5-accuracy: 0.7974
+
+
+```
+
+```
+
+138/176 [======================>.......] - ETA: 6s - loss: 1.8407 - accuracy: 0.4978 - top-5-accuracy: 0.7976
+
+
+```
+
+```
+
+139/176 [======================>.......] - ETA: 6s - loss: 1.8407 - accuracy: 0.4979 - top-5-accuracy: 0.7977
+
+
+```
+
+```
+
+140/176 [======================>.......] - ETA: 6s - loss: 1.8404 - accuracy: 0.4981 - top-5-accuracy: 0.7978
+
+
+```
+
+```
+
+141/176 [=======================>......] - ETA: 6s - loss: 1.8410 - accuracy: 0.4978 - top-5-accuracy: 0.7978
+
+
+```
+
+```
+
+142/176 [=======================>......] - ETA: 5s - loss: 1.8405 - accuracy: 0.4979 - top-5-accuracy: 0.7978
+
+
+```
+
+```
+
+143/176 [=======================>......] - ETA: 5s - loss: 1.8389 - accuracy: 0.4982 - top-5-accuracy: 0.7982
+
+
+```
+
+```
+
+144/176 [=======================>......] - ETA: 5s - loss: 1.8394 - accuracy: 0.4976 - top-5-accuracy: 0.7981
+
+
+```
+
+```
+
+145/176 [=======================>......] - ETA: 5s - loss: 1.8391 - accuracy: 0.4977 - top-5-accuracy: 0.7981
+
+
+```
+
+```
+
+146/176 [=======================>......] - ETA: 5s - loss: 1.8401 - accuracy: 0.4975 - top-5-accuracy: 0.7980
+
+
+```
+
+```
+
+147/176 [========================>.....] - ETA: 5s - loss: 1.8404 - accuracy: 0.4973 - top-5-accuracy: 0.7982
+
+
+```
+
+```
+
+148/176 [========================>.....] - ETA: 4s - loss: 1.8397 - accuracy: 0.4975 - top-5-accuracy: 0.7982
+
+
+```
+
+```
+
+149/176 [========================>.....] - ETA: 4s - loss: 1.8397 - accuracy: 0.4977 - top-5-accuracy: 0.7983
+
+
+```
+
+```
+
+150/176 [========================>.....] - ETA: 4s - loss: 1.8393 - accuracy: 0.4979 - top-5-accuracy: 0.7983
+
+
+```
+
+```
+
+151/176 [========================>.....] - ETA: 4s - loss: 1.8381 - accuracy: 0.4983 - top-5-accuracy: 0.7982
+
+
+```
+
+```
+
+152/176 [========================>.....] - ETA: 4s - loss: 1.8386 - accuracy: 0.4981 - top-5-accuracy: 0.7981
+
+
+```
+
+```
+
+153/176 [=========================>....] - ETA: 3s - loss: 1.8388 - accuracy: 0.4984 - top-5-accuracy: 0.7980
+
+
+```
+
+```
+
+154/176 [=========================>....] - ETA: 3s - loss: 1.8386 - accuracy: 0.4984 - top-5-accuracy: 0.7982
+
+
+```
+
+```
+
+155/176 [=========================>....] - ETA: 3s - loss: 1.8374 - accuracy: 0.4986 - top-5-accuracy: 0.7986
+
+
+```
+
+```
+
+156/176 [=========================>....] - ETA: 3s - loss: 1.8386 - accuracy: 0.4983 - top-5-accuracy: 0.7983
+
+
+```
+
+```
+
+157/176 [=========================>....] - ETA: 3s - loss: 1.8385 - accuracy: 0.4981 - top-5-accuracy: 0.7986
+
+
+```
+
+```
+
+158/176 [=========================>....] - ETA: 3s - loss: 1.8389 - accuracy: 0.4979 - top-5-accuracy: 0.7987
+
+
+```
+
+```
+
+159/176 [==========================>...] - ETA: 2s - loss: 1.8404 - accuracy: 0.4978 - top-5-accuracy: 0.7985
+
+
+```
+
+```
+
+160/176 [==========================>...] - ETA: 2s - loss: 1.8415 - accuracy: 0.4975 - top-5-accuracy: 0.7983
+
+
+```
+
+```
+
+161/176 [==========================>...] - ETA: 2s - loss: 1.8419 - accuracy: 0.4973 - top-5-accuracy: 0.7984
+
+
+```
+
+```
+
+162/176 [==========================>...] - ETA: 2s - loss: 1.8440 - accuracy: 0.4967 - top-5-accuracy: 0.7978
+
+
+```
+
+```
+
+163/176 [==========================>...] - ETA: 2s - loss: 1.8433 - accuracy: 0.4969 - top-5-accuracy: 0.7979
+
+
+```
+
+```
+
+164/176 [==========================>...] - ETA: 2s - loss: 1.8436 - accuracy: 0.4968 - top-5-accuracy: 0.7978
+
+
+```
+
+```
+
+165/176 [===========================>..] - ETA: 1s - loss: 1.8441 - accuracy: 0.4967 - top-5-accuracy: 0.7978
+
+
+```
+
+```
+
+166/176 [===========================>..] - ETA: 1s - loss: 1.8442 - accuracy: 0.4967 - top-5-accuracy: 0.7979
+
+
+```
+
+```
+
+167/176 [===========================>..] - ETA: 1s - loss: 1.8445 - accuracy: 0.4967 - top-5-accuracy: 0.7980
+
+
+```
+
+```
+
+168/176 [===========================>..] - ETA: 1s - loss: 1.8441 - accuracy: 0.4970 - top-5-accuracy: 0.7980
+
+
+```
+
+```
+
+169/176 [===========================>..] - ETA: 1s - loss: 1.8446 - accuracy: 0.4968 - top-5-accuracy: 0.7979
+
+
+```
+
+```
+
+170/176 [===========================>..] - ETA: 1s - loss: 1.8439 - accuracy: 0.4969 - top-5-accuracy: 0.7980
+
+
+```
+
+```
+
+171/176 [============================>.] - ETA: 0s - loss: 1.8440 - accuracy: 0.4965 - top-5-accuracy: 0.7981
+
+
+```
+
+```
+
+172/176 [============================>.] - ETA: 0s - loss: 1.8439 - accuracy: 0.4966 - top-5-accuracy: 0.7982
+
+
+```
+
+```
+
+173/176 [============================>.] - ETA: 0s - loss: 1.8429 - accuracy: 0.4967 - top-5-accuracy: 0.7984
+
+
+```
+
+```
+
+174/176 [============================>.] - ETA: 0s - loss: 1.8434 - accuracy: 0.4965 - top-5-accuracy: 0.7982
+
+
+```
+
+```
+
+175/176 [============================>.] - ETA: 0s - loss: 1.8442 - accuracy: 0.4962 - top-5-accuracy: 0.7981
+
+
+```
+
+```
+
+176/176 [==============================] - ETA: 0s - loss: 1.8445 - accuracy: 0.4962 - top-5-accuracy: 0.7980
+
+
+```
+
+```
+
+176/176 [==============================] - 32s 179ms/step - loss: 1.8445 - accuracy: 0.4962 - top-5-accuracy: 0.7980 - val_loss: 1.9259 - val_accuracy: 0.4856 - val_top-5-accuracy: 0.7800
+
+
+
+```
+Epoch 29/50
+
+```
+
+
+ 1/176 [..............................] - ETA: 30s - loss: 1.5532 - accuracy: 0.5781 - top-5-accuracy: 0.8164
+
+
+```
+
+```
+
+ 2/176 [..............................] - ETA: 30s - loss: 1.6600 - accuracy: 0.5508 - top-5-accuracy: 0.8145
+
+
+```
+
+```
+
+ 3/176 [..............................] - ETA: 29s - loss: 1.7190 - accuracy: 0.5339 - top-5-accuracy: 0.8008
+
+
+```
+
+```
+
+ 4/176 [..............................] - ETA: 29s - loss: 1.7283 - accuracy: 0.5146 - top-5-accuracy: 0.8027
+
+
+```
+
+```
+
+ 5/176 [..............................] - ETA: 29s - loss: 1.7129 - accuracy: 0.5180 - top-5-accuracy: 0.8102
+
+
+```
+
+```
+
+ 6/176 [>.............................] - ETA: 29s - loss: 1.6798 - accuracy: 0.5221 - top-5-accuracy: 0.8249
+
+
+```
+
+```
+
+ 7/176 [>.............................] - ETA: 29s - loss: 1.7178 - accuracy: 0.5140 - top-5-accuracy: 0.8203
+
+
+```
+
+```
+
+ 8/176 [>.............................] - ETA: 28s - loss: 1.7413 - accuracy: 0.5137 - top-5-accuracy: 0.8140
+
+
+```
+
+```
+
+ 9/176 [>.............................] - ETA: 28s - loss: 1.7476 - accuracy: 0.5117 - top-5-accuracy: 0.8125
+
+
+```
+
+```
+
+ 10/176 [>.............................] - ETA: 28s - loss: 1.7592 - accuracy: 0.5086 - top-5-accuracy: 0.8086
+
+
+```
+
+```
+
+ 11/176 [>.............................] - ETA: 28s - loss: 1.7600 - accuracy: 0.5082 - top-5-accuracy: 0.8086
+
+
+```
+
+```
+
+ 12/176 [=>............................] - ETA: 28s - loss: 1.7734 - accuracy: 0.5059 - top-5-accuracy: 0.8076
+
+
+```
+
+```
+
+ 13/176 [=>............................] - ETA: 28s - loss: 1.7585 - accuracy: 0.5120 - top-5-accuracy: 0.8089
+
+
+```
+
+```
+
+ 14/176 [=>............................] - ETA: 27s - loss: 1.7691 - accuracy: 0.5078 - top-5-accuracy: 0.8080
+
+
+```
+
+```
+
+ 15/176 [=>............................] - ETA: 27s - loss: 1.7775 - accuracy: 0.5063 - top-5-accuracy: 0.8065
+
+
+```
+
+```
+
+ 16/176 [=>............................] - ETA: 27s - loss: 1.7766 - accuracy: 0.5061 - top-5-accuracy: 0.8081
+
+
+```
+
+```
+
+ 17/176 [=>............................] - ETA: 27s - loss: 1.7812 - accuracy: 0.5078 - top-5-accuracy: 0.8081
+
+
+```
+
+```
+
+ 18/176 [==>...........................] - ETA: 27s - loss: 1.7878 - accuracy: 0.5061 - top-5-accuracy: 0.8062
+
+
+```
+
+```
+
+ 19/176 [==>...........................] - ETA: 27s - loss: 1.7915 - accuracy: 0.5068 - top-5-accuracy: 0.8057
+
+
+```
+
+```
+
+ 20/176 [==>...........................] - ETA: 26s - loss: 1.8045 - accuracy: 0.5053 - top-5-accuracy: 0.8049
+
+
+```
+
+```
+
+ 21/176 [==>...........................] - ETA: 26s - loss: 1.8010 - accuracy: 0.5048 - top-5-accuracy: 0.8073
+
+
+```
+
+```
+
+ 22/176 [==>...........................] - ETA: 26s - loss: 1.7928 - accuracy: 0.5053 - top-5-accuracy: 0.8093
+
+
+```
+
+```
+
+ 23/176 [==>...........................] - ETA: 26s - loss: 1.7984 - accuracy: 0.5034 - top-5-accuracy: 0.8077
+
+
+```
+
+```
+
+ 24/176 [===>..........................] - ETA: 26s - loss: 1.8050 - accuracy: 0.5024 - top-5-accuracy: 0.8065
+
+
+```
+
+```
+
+ 25/176 [===>..........................] - ETA: 26s - loss: 1.7990 - accuracy: 0.5034 - top-5-accuracy: 0.8072
+
+
+```
+
+```
+
+ 26/176 [===>..........................] - ETA: 25s - loss: 1.7951 - accuracy: 0.5036 - top-5-accuracy: 0.8072
+
+
+```
+
+```
+
+ 27/176 [===>..........................] - ETA: 25s - loss: 1.7983 - accuracy: 0.5027 - top-5-accuracy: 0.8060
+
+
+```
+
+```
+
+ 28/176 [===>..........................] - ETA: 25s - loss: 1.7985 - accuracy: 0.5033 - top-5-accuracy: 0.8048
+
+
+```
+
+```
+
+ 29/176 [===>..........................] - ETA: 25s - loss: 1.8035 - accuracy: 0.5031 - top-5-accuracy: 0.8033
+
+
+```
+
+```
+
+ 30/176 [====>.........................] - ETA: 25s - loss: 1.8069 - accuracy: 0.5029 - top-5-accuracy: 0.8034
+
+
+```
+
+```
+
+ 31/176 [====>.........................] - ETA: 25s - loss: 1.8146 - accuracy: 0.5011 - top-5-accuracy: 0.8023
+
+
+```
+
+```
+
+ 32/176 [====>.........................] - ETA: 24s - loss: 1.8132 - accuracy: 0.5026 - top-5-accuracy: 0.8024
+
+
+```
+
+```
+
+ 33/176 [====>.........................] - ETA: 24s - loss: 1.8099 - accuracy: 0.5032 - top-5-accuracy: 0.8031
+
+
+```
+
+```
+
+ 34/176 [====>.........................] - ETA: 24s - loss: 1.8059 - accuracy: 0.5044 - top-5-accuracy: 0.8034
+
+
+```
+
+```
+
+ 35/176 [====>.........................] - ETA: 24s - loss: 1.8063 - accuracy: 0.5041 - top-5-accuracy: 0.8042
+
+
+```
+
+```
+
+ 36/176 [=====>........................] - ETA: 24s - loss: 1.8066 - accuracy: 0.5047 - top-5-accuracy: 0.8040
+
+
+```
+
+```
+
+ 37/176 [=====>........................] - ETA: 23s - loss: 1.8083 - accuracy: 0.5034 - top-5-accuracy: 0.8035
+
+
+```
+
+```
+
+ 38/176 [=====>........................] - ETA: 23s - loss: 1.8079 - accuracy: 0.5037 - top-5-accuracy: 0.8031
+
+
+```
+
+```
+
+ 39/176 [=====>........................] - ETA: 23s - loss: 1.8023 - accuracy: 0.5050 - top-5-accuracy: 0.8047
+
+
+```
+
+```
+
+ 40/176 [=====>........................] - ETA: 23s - loss: 1.8046 - accuracy: 0.5049 - top-5-accuracy: 0.8045
+
+
+```
+
+```
+
+ 41/176 [=====>........................] - ETA: 23s - loss: 1.8058 - accuracy: 0.5040 - top-5-accuracy: 0.8047
+
+
+```
+
+```
+
+ 42/176 [======>.......................] - ETA: 23s - loss: 1.8100 - accuracy: 0.5033 - top-5-accuracy: 0.8041
+
+
+```
+
+```
+
+ 43/176 [======>.......................] - ETA: 22s - loss: 1.8108 - accuracy: 0.5037 - top-5-accuracy: 0.8035
+
+
+```
+
+```
+
+ 44/176 [======>.......................] - ETA: 22s - loss: 1.8078 - accuracy: 0.5040 - top-5-accuracy: 0.8042
+
+
+```
+
+```
+
+ 45/176 [======>.......................] - ETA: 22s - loss: 1.8075 - accuracy: 0.5044 - top-5-accuracy: 0.8047
+
+
+```
+
+```
+
+ 46/176 [======>.......................] - ETA: 22s - loss: 1.8075 - accuracy: 0.5048 - top-5-accuracy: 0.8048
+
+
+```
+
+```
+
+ 47/176 [=======>......................] - ETA: 22s - loss: 1.8097 - accuracy: 0.5041 - top-5-accuracy: 0.8050
+
+
+```
+
+```
+
+ 48/176 [=======>......................] - ETA: 22s - loss: 1.8069 - accuracy: 0.5044 - top-5-accuracy: 0.8055
+
+
+```
+
+```
+
+ 49/176 [=======>......................] - ETA: 21s - loss: 1.8070 - accuracy: 0.5046 - top-5-accuracy: 0.8056
+
+
+```
+
+```
+
+ 50/176 [=======>......................] - ETA: 21s - loss: 1.8074 - accuracy: 0.5049 - top-5-accuracy: 0.8055
+
+
+```
+
+```
+
+ 51/176 [=======>......................] - ETA: 21s - loss: 1.8071 - accuracy: 0.5049 - top-5-accuracy: 0.8057
+
+
+```
+
+```
+
+ 52/176 [=======>......................] - ETA: 21s - loss: 1.8062 - accuracy: 0.5043 - top-5-accuracy: 0.8060
+
+
+```
+
+```
+
+ 53/176 [========>.....................] - ETA: 21s - loss: 1.8093 - accuracy: 0.5034 - top-5-accuracy: 0.8056
+
+
+```
+
+```
+
+ 54/176 [========>.....................] - ETA: 21s - loss: 1.8076 - accuracy: 0.5035 - top-5-accuracy: 0.8053
+
+
+```
+
+```
+
+ 55/176 [========>.....................] - ETA: 20s - loss: 1.8087 - accuracy: 0.5031 - top-5-accuracy: 0.8046
+
+
+```
+
+```
+
+ 56/176 [========>.....................] - ETA: 20s - loss: 1.8066 - accuracy: 0.5036 - top-5-accuracy: 0.8050
+
+
+```
+
+```
+
+ 57/176 [========>.....................] - ETA: 20s - loss: 1.8073 - accuracy: 0.5034 - top-5-accuracy: 0.8052
+
+
+```
+
+```
+
+ 58/176 [========>.....................] - ETA: 20s - loss: 1.8079 - accuracy: 0.5032 - top-5-accuracy: 0.8055
+
+
+```
+
+```
+
+ 59/176 [=========>....................] - ETA: 20s - loss: 1.8063 - accuracy: 0.5031 - top-5-accuracy: 0.8057
+
+
+```
+
+```
+
+ 60/176 [=========>....................] - ETA: 20s - loss: 1.8074 - accuracy: 0.5035 - top-5-accuracy: 0.8053
+
+
+```
+
+```
+
+ 61/176 [=========>....................] - ETA: 19s - loss: 1.8089 - accuracy: 0.5026 - top-5-accuracy: 0.8054
+
+
+```
+
+```
+
+ 62/176 [=========>....................] - ETA: 19s - loss: 1.8102 - accuracy: 0.5019 - top-5-accuracy: 0.8056
+
+
+```
+
+```
+
+ 63/176 [=========>....................] - ETA: 19s - loss: 1.8088 - accuracy: 0.5025 - top-5-accuracy: 0.8057
+
+
+```
+
+```
+
+ 64/176 [=========>....................] - ETA: 19s - loss: 1.8077 - accuracy: 0.5028 - top-5-accuracy: 0.8057
+
+
+```
+
+```
+
+ 65/176 [==========>...................] - ETA: 19s - loss: 1.8077 - accuracy: 0.5029 - top-5-accuracy: 0.8060
+
+
+```
+
+```
+
+ 66/176 [==========>...................] - ETA: 18s - loss: 1.8079 - accuracy: 0.5030 - top-5-accuracy: 0.8058
+
+
+```
+
+```
+
+ 67/176 [==========>...................] - ETA: 18s - loss: 1.8065 - accuracy: 0.5034 - top-5-accuracy: 0.8060
+
+
+```
+
+```
+
+ 68/176 [==========>...................] - ETA: 18s - loss: 1.8098 - accuracy: 0.5029 - top-5-accuracy: 0.8053
+
+
+```
+
+```
+
+ 69/176 [==========>...................] - ETA: 18s - loss: 1.8113 - accuracy: 0.5027 - top-5-accuracy: 0.8051
+
+
+```
+
+```
+
+ 70/176 [==========>...................] - ETA: 18s - loss: 1.8115 - accuracy: 0.5024 - top-5-accuracy: 0.8051
+
+
+```
+
+```
+
+ 71/176 [===========>..................] - ETA: 18s - loss: 1.8120 - accuracy: 0.5018 - top-5-accuracy: 0.8050
+
+
+```
+
+```
+
+ 72/176 [===========>..................] - ETA: 17s - loss: 1.8119 - accuracy: 0.5017 - top-5-accuracy: 0.8051
+
+
+```
+
+```
+
+ 73/176 [===========>..................] - ETA: 17s - loss: 1.8128 - accuracy: 0.5018 - top-5-accuracy: 0.8049
+
+
+```
+
+```
+
+ 74/176 [===========>..................] - ETA: 17s - loss: 1.8153 - accuracy: 0.5012 - top-5-accuracy: 0.8046
+
+
+```
+
+```
+
+ 75/176 [===========>..................] - ETA: 17s - loss: 1.8161 - accuracy: 0.5008 - top-5-accuracy: 0.8042
+
+
+```
+
+```
+
+ 76/176 [===========>..................] - ETA: 17s - loss: 1.8151 - accuracy: 0.5010 - top-5-accuracy: 0.8043
+
+
+```
+
+```
+
+ 77/176 [============>.................] - ETA: 17s - loss: 1.8130 - accuracy: 0.5013 - top-5-accuracy: 0.8047
+
+
+```
+
+```
+
+ 78/176 [============>.................] - ETA: 16s - loss: 1.8127 - accuracy: 0.5012 - top-5-accuracy: 0.8046
+
+
+```
+
+```
+
+ 79/176 [============>.................] - ETA: 16s - loss: 1.8133 - accuracy: 0.5008 - top-5-accuracy: 0.8044
+
+
+```
+
+```
+
+ 80/176 [============>.................] - ETA: 16s - loss: 1.8137 - accuracy: 0.5013 - top-5-accuracy: 0.8044
+
+
+```
+
+```
+
+ 81/176 [============>.................] - ETA: 16s - loss: 1.8142 - accuracy: 0.5008 - top-5-accuracy: 0.8045
+
+
+```
+
+```
+
+ 82/176 [============>.................] - ETA: 16s - loss: 1.8138 - accuracy: 0.5015 - top-5-accuracy: 0.8047
+
+
+```
+
+```
+
+ 83/176 [=============>................] - ETA: 16s - loss: 1.8118 - accuracy: 0.5022 - top-5-accuracy: 0.8052
+
+
+```
+
+```
+
+ 84/176 [=============>................] - ETA: 15s - loss: 1.8120 - accuracy: 0.5014 - top-5-accuracy: 0.8054
+
+
+```
+
+```
+
+ 85/176 [=============>................] - ETA: 15s - loss: 1.8115 - accuracy: 0.5013 - top-5-accuracy: 0.8054
+
+
+```
+
+```
+
+ 86/176 [=============>................] - ETA: 15s - loss: 1.8109 - accuracy: 0.5010 - top-5-accuracy: 0.8054
+
+
+```
+
+```
+
+ 87/176 [=============>................] - ETA: 15s - loss: 1.8128 - accuracy: 0.5007 - top-5-accuracy: 0.8049
+
+
+```
+
+```
+
+ 88/176 [==============>...............] - ETA: 15s - loss: 1.8117 - accuracy: 0.5012 - top-5-accuracy: 0.8050
+
+
+```
+
+```
+
+ 89/176 [==============>...............] - ETA: 15s - loss: 1.8122 - accuracy: 0.5013 - top-5-accuracy: 0.8048
+
+
+```
+
+```
+
+ 90/176 [==============>...............] - ETA: 14s - loss: 1.8115 - accuracy: 0.5014 - top-5-accuracy: 0.8046
+
+
+```
+
+```
+
+ 91/176 [==============>...............] - ETA: 14s - loss: 1.8104 - accuracy: 0.5018 - top-5-accuracy: 0.8046
+
+
+```
+
+```
+
+ 92/176 [==============>...............] - ETA: 14s - loss: 1.8117 - accuracy: 0.5012 - top-5-accuracy: 0.8043
+
+
+```
+
+```
+
+ 93/176 [==============>...............] - ETA: 14s - loss: 1.8106 - accuracy: 0.5016 - top-5-accuracy: 0.8044
+
+
+```
+
+```
+
+ 94/176 [===============>..............] - ETA: 14s - loss: 1.8101 - accuracy: 0.5018 - top-5-accuracy: 0.8046
+
+
+```
+
+```
+
+ 95/176 [===============>..............] - ETA: 13s - loss: 1.8115 - accuracy: 0.5016 - top-5-accuracy: 0.8043
+
+
+```
+
+```
+
+ 96/176 [===============>..............] - ETA: 13s - loss: 1.8112 - accuracy: 0.5011 - top-5-accuracy: 0.8046
+
+
+```
+
+```
+
+ 97/176 [===============>..............] - ETA: 13s - loss: 1.8111 - accuracy: 0.5014 - top-5-accuracy: 0.8048
+
+
+```
+
+```
+
+ 98/176 [===============>..............] - ETA: 13s - loss: 1.8116 - accuracy: 0.5016 - top-5-accuracy: 0.8049
+
+
+```
+
+```
+
+ 99/176 [===============>..............] - ETA: 13s - loss: 1.8115 - accuracy: 0.5015 - top-5-accuracy: 0.8049
+
+
+```
+
+```
+
+100/176 [================>.............] - ETA: 13s - loss: 1.8106 - accuracy: 0.5018 - top-5-accuracy: 0.8053
+
+
+```
+
+```
+
+101/176 [================>.............] - ETA: 12s - loss: 1.8107 - accuracy: 0.5016 - top-5-accuracy: 0.8054
+
+
+```
+
+```
+
+102/176 [================>.............] - ETA: 12s - loss: 1.8114 - accuracy: 0.5013 - top-5-accuracy: 0.8054
+
+
+```
+
+```
+
+103/176 [================>.............] - ETA: 12s - loss: 1.8110 - accuracy: 0.5016 - top-5-accuracy: 0.8056
+
+
+```
+
+```
+
+104/176 [================>.............] - ETA: 12s - loss: 1.8092 - accuracy: 0.5020 - top-5-accuracy: 0.8060
+
+
+```
+
+```
+
+105/176 [================>.............] - ETA: 12s - loss: 1.8096 - accuracy: 0.5020 - top-5-accuracy: 0.8061
+
+
+```
+
+```
+
+106/176 [=================>............] - ETA: 12s - loss: 1.8104 - accuracy: 0.5022 - top-5-accuracy: 0.8058
+
+
+```
+
+```
+
+107/176 [=================>............] - ETA: 11s - loss: 1.8110 - accuracy: 0.5015 - top-5-accuracy: 0.8058
+
+
+```
+
+```
+
+108/176 [=================>............] - ETA: 11s - loss: 1.8112 - accuracy: 0.5014 - top-5-accuracy: 0.8058
+
+
+```
+
+```
+
+109/176 [=================>............] - ETA: 11s - loss: 1.8132 - accuracy: 0.5007 - top-5-accuracy: 0.8056
+
+
+```
+
+```
+
+110/176 [=================>............] - ETA: 11s - loss: 1.8139 - accuracy: 0.5004 - top-5-accuracy: 0.8054
+
+
+```
+
+```
+
+111/176 [=================>............] - ETA: 11s - loss: 1.8150 - accuracy: 0.5005 - top-5-accuracy: 0.8050
+
+
+```
+
+```
+
+112/176 [==================>...........] - ETA: 11s - loss: 1.8165 - accuracy: 0.5001 - top-5-accuracy: 0.8049
+
+
+```
+
+```
+
+113/176 [==================>...........] - ETA: 10s - loss: 1.8159 - accuracy: 0.5004 - top-5-accuracy: 0.8049
+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
+118/176 [===================>..........] - ETA: 10s - loss: 1.8163 - accuracy: 0.5004 - top-5-accuracy: 0.8049
+
+
+```
+
+```
+
+119/176 [===================>..........] - ETA: 9s - loss: 1.8157 - accuracy: 0.5004 - top-5-accuracy: 0.8050
+
+
+```
+
+```
+
+120/176 [===================>..........] - ETA: 9s - loss: 1.8155 - accuracy: 0.5006 - top-5-accuracy: 0.8049
+
+
+```
+
+```
+
+121/176 [===================>..........] - ETA: 9s - loss: 1.8143 - accuracy: 0.5010 - top-5-accuracy: 0.8053
+
+
+```
+
+```
+
+122/176 [===================>..........] - ETA: 9s - loss: 1.8148 - accuracy: 0.5008 - top-5-accuracy: 0.8051
+
+
+```
+
+```
+
+123/176 [===================>..........] - ETA: 9s - loss: 1.8134 - accuracy: 0.5012 - top-5-accuracy: 0.8054
+
+
+```
+
+```
+
+124/176 [====================>.........] - ETA: 8s - loss: 1.8132 - accuracy: 0.5013 - top-5-accuracy: 0.8055
+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
+152/176 [========================>.....] - ETA: 4s - loss: 1.8128 - accuracy: 0.5018 - top-5-accuracy: 0.8055
+
+
+```
+
+```
+
+153/176 [=========================>....] - ETA: 3s - loss: 1.8116 - accuracy: 0.5023 - top-5-accuracy: 0.8057
+
+
+```
+
+```
+
+154/176 [=========================>....] - ETA: 3s - loss: 1.8120 - accuracy: 0.5022 - top-5-accuracy: 0.8057
+
+
+```
+
+```
+
+155/176 [=========================>....] - ETA: 3s - loss: 1.8120 - accuracy: 0.5022 - top-5-accuracy: 0.8057
+
+
+```
+
+```
+
+156/176 [=========================>....] - ETA: 3s - loss: 1.8123 - accuracy: 0.5021 - top-5-accuracy: 0.8059
+
+
+```
+
+```
+
+157/176 [=========================>....] - ETA: 3s - loss: 1.8121 - accuracy: 0.5021 - top-5-accuracy: 0.8060
+
+
+```
+
+```
+
+158/176 [=========================>....] - ETA: 3s - loss: 1.8116 - accuracy: 0.5022 - top-5-accuracy: 0.8061
+
+
+```
+
+```
+
+159/176 [==========================>...] - ETA: 2s - loss: 1.8115 - accuracy: 0.5021 - top-5-accuracy: 0.8062
+
+
+```
+
+```
+
+160/176 [==========================>...] - ETA: 2s - loss: 1.8114 - accuracy: 0.5023 - top-5-accuracy: 0.8062
+
+
+```
+
+```
+
+161/176 [==========================>...] - ETA: 2s - loss: 1.8114 - accuracy: 0.5023 - top-5-accuracy: 0.8061
+
+
+```
+
+```
+
+162/176 [==========================>...] - ETA: 2s - loss: 1.8117 - accuracy: 0.5022 - top-5-accuracy: 0.8062
+
+
+```
+
+```
+
+163/176 [==========================>...] - ETA: 2s - loss: 1.8108 - accuracy: 0.5024 - top-5-accuracy: 0.8063
+
+
+```
+
+```
+
+164/176 [==========================>...] - ETA: 2s - loss: 1.8102 - accuracy: 0.5025 - top-5-accuracy: 0.8064
+
+
+```
+
+```
+
+165/176 [===========================>..] - ETA: 1s - loss: 1.8103 - accuracy: 0.5026 - top-5-accuracy: 0.8064
+
+
+```
+
+```
+
+166/176 [===========================>..] - ETA: 1s - loss: 1.8105 - accuracy: 0.5023 - top-5-accuracy: 0.8065
+
+
+```
+
+```
+
+167/176 [===========================>..] - ETA: 1s - loss: 1.8110 - accuracy: 0.5022 - top-5-accuracy: 0.8065
+
+
+```
+
+```
+
+168/176 [===========================>..] - ETA: 1s - loss: 1.8108 - accuracy: 0.5022 - top-5-accuracy: 0.8066
+
+
+```
+
+```
+
+169/176 [===========================>..] - ETA: 1s - loss: 1.8114 - accuracy: 0.5020 - top-5-accuracy: 0.8066
+
+
+```
+
+```
+
+170/176 [===========================>..] - ETA: 1s - loss: 1.8116 - accuracy: 0.5019 - top-5-accuracy: 0.8065
+
+
+```
+
+```
+
+171/176 [============================>.] - ETA: 0s - loss: 1.8109 - accuracy: 0.5022 - top-5-accuracy: 0.8067
+
+
+```
+
+```
+
+172/176 [============================>.] - ETA: 0s - loss: 1.8114 - accuracy: 0.5021 - top-5-accuracy: 0.8065
+
+
+```
+
+```
+
+173/176 [============================>.] - ETA: 0s - loss: 1.8116 - accuracy: 0.5023 - top-5-accuracy: 0.8063
+
+
+```
+
+```
+
+174/176 [============================>.] - ETA: 0s - loss: 1.8126 - accuracy: 0.5020 - top-5-accuracy: 0.8062
+
+
+```
+
+```
+
+175/176 [============================>.] - ETA: 0s - loss: 1.8132 - accuracy: 0.5018 - top-5-accuracy: 0.8060
+
+
+```
+
+```
+
+176/176 [==============================] - ETA: 0s - loss: 1.8132 - accuracy: 0.5018 - top-5-accuracy: 0.8060
+
+
+```
+
+```
+
+176/176 [==============================] - 32s 179ms/step - loss: 1.8132 - accuracy: 0.5018 - top-5-accuracy: 0.8060 - val_loss: 1.9364 - val_accuracy: 0.4804 - val_top-5-accuracy: 0.7734
+
+
+
+```
+Epoch 30/50
+
+```
+
+
+ 1/176 [..............................] - ETA: 30s - loss: 1.8542 - accuracy: 0.5000 - top-5-accuracy: 0.7773
+
+
+```
+
+```
+
+ 2/176 [..............................] - ETA: 30s - loss: 1.7133 - accuracy: 0.5430 - top-5-accuracy: 0.8027
+
+
+```
+
+```
+
+ 3/176 [..............................] - ETA: 29s - loss: 1.7053 - accuracy: 0.5417 - top-5-accuracy: 0.8086
+
+
+```
+
+```
+
+ 4/176 [..............................] - ETA: 29s - loss: 1.7094 - accuracy: 0.5303 - top-5-accuracy: 0.8145
+
+
+```
+
+```
+
+ 5/176 [..............................] - ETA: 29s - loss: 1.7166 - accuracy: 0.5305 - top-5-accuracy: 0.8156
+
+
+```
+
+```
+
+ 6/176 [>.............................] - ETA: 29s - loss: 1.7054 - accuracy: 0.5332 - top-5-accuracy: 0.8158
+
+
+```
+
+```
+
+ 7/176 [>.............................] - ETA: 29s - loss: 1.7276 - accuracy: 0.5279 - top-5-accuracy: 0.8175
+
+
+```
+
+```
+
+ 8/176 [>.............................] - ETA: 28s - loss: 1.7206 - accuracy: 0.5298 - top-5-accuracy: 0.8218
+
+
+```
+
+```
+
+ 9/176 [>.............................] - ETA: 28s - loss: 1.7094 - accuracy: 0.5334 - top-5-accuracy: 0.8220
+
+
+```
+
+```
+
+ 10/176 [>.............................] - ETA: 28s - loss: 1.7097 - accuracy: 0.5309 - top-5-accuracy: 0.8227
+
+
+```
+
+```
+
+ 11/176 [>.............................] - ETA: 28s - loss: 1.7245 - accuracy: 0.5270 - top-5-accuracy: 0.8192
+
+
+```
+
+```
+
+ 12/176 [=>............................] - ETA: 28s - loss: 1.7261 - accuracy: 0.5244 - top-5-accuracy: 0.8184
+
+
+```
+
+```
+
+ 13/176 [=>............................] - ETA: 28s - loss: 1.7332 - accuracy: 0.5243 - top-5-accuracy: 0.8170
+
+
+```
+
+```
+
+ 14/176 [=>............................] - ETA: 27s - loss: 1.7370 - accuracy: 0.5243 - top-5-accuracy: 0.8158
+
+
+```
+
+```
+
+ 15/176 [=>............................] - ETA: 27s - loss: 1.7397 - accuracy: 0.5229 - top-5-accuracy: 0.8174
+
+
+```
+
+```
+
+ 16/176 [=>............................] - ETA: 27s - loss: 1.7331 - accuracy: 0.5266 - top-5-accuracy: 0.8193
+
+
+```
+
+```
+
+ 17/176 [=>............................] - ETA: 27s - loss: 1.7394 - accuracy: 0.5278 - top-5-accuracy: 0.8180
+
+
+```
+
+```
+
+ 18/176 [==>...........................] - ETA: 27s - loss: 1.7273 - accuracy: 0.5297 - top-5-accuracy: 0.8214
+
+
+```
+
+```
+
+ 19/176 [==>...........................] - ETA: 27s - loss: 1.7332 - accuracy: 0.5282 - top-5-accuracy: 0.8199
+
+
+```
+
+```
+
+ 20/176 [==>...........................] - ETA: 26s - loss: 1.7281 - accuracy: 0.5295 - top-5-accuracy: 0.8207
+
+
+```
+
+```
+
+ 21/176 [==>...........................] - ETA: 26s - loss: 1.7204 - accuracy: 0.5312 - top-5-accuracy: 0.8212
+
+
+```
+
+```
+
+ 22/176 [==>...........................] - ETA: 26s - loss: 1.7257 - accuracy: 0.5300 - top-5-accuracy: 0.8217
+
+
+```
+
+```
+
+ 23/176 [==>...........................] - ETA: 26s - loss: 1.7184 - accuracy: 0.5323 - top-5-accuracy: 0.8229
+
+
+```
+
+```
+
+ 24/176 [===>..........................] - ETA: 26s - loss: 1.7047 - accuracy: 0.5345 - top-5-accuracy: 0.8250
+
+
+```
+
+```
+
+ 25/176 [===>..........................] - ETA: 26s - loss: 1.7082 - accuracy: 0.5327 - top-5-accuracy: 0.8250
+
+
+```
+
+```
+
+ 26/176 [===>..........................] - ETA: 25s - loss: 1.7085 - accuracy: 0.5329 - top-5-accuracy: 0.8263
+
+
+```
+
+```
+
+ 27/176 [===>..........................] - ETA: 25s - loss: 1.7122 - accuracy: 0.5317 - top-5-accuracy: 0.8264
+
+
+```
+
+```
+
+ 28/176 [===>..........................] - ETA: 25s - loss: 1.7180 - accuracy: 0.5315 - top-5-accuracy: 0.8239
+
+
+```
+
+```
+
+ 29/176 [===>..........................] - ETA: 25s - loss: 1.7172 - accuracy: 0.5327 - top-5-accuracy: 0.8237
+
+
+```
+
+```
+
+ 30/176 [====>.........................] - ETA: 25s - loss: 1.7186 - accuracy: 0.5319 - top-5-accuracy: 0.8219
+
+
+```
+
+```
+
+ 31/176 [====>.........................] - ETA: 25s - loss: 1.7181 - accuracy: 0.5311 - top-5-accuracy: 0.8221
+
+
+```
+
+```
+
+ 32/176 [====>.........................] - ETA: 24s - loss: 1.7259 - accuracy: 0.5292 - top-5-accuracy: 0.8214
+
+
+```
+
+```
+
+ 33/176 [====>.........................] - ETA: 24s - loss: 1.7262 - accuracy: 0.5298 - top-5-accuracy: 0.8209
+
+
+```
+
+```
+
+ 34/176 [====>.........................] - ETA: 24s - loss: 1.7318 - accuracy: 0.5280 - top-5-accuracy: 0.8207
+
+
+```
+
+```
+
+ 35/176 [====>.........................] - ETA: 24s - loss: 1.7309 - accuracy: 0.5277 - top-5-accuracy: 0.8215
+
+
+```
+
+```
+
+ 36/176 [=====>........................] - ETA: 24s - loss: 1.7330 - accuracy: 0.5276 - top-5-accuracy: 0.8205
+
+
+```
+
+```
+
+ 37/176 [=====>........................] - ETA: 24s - loss: 1.7323 - accuracy: 0.5273 - top-5-accuracy: 0.8206
+
+
+```
+
+```
+
+ 38/176 [=====>........................] - ETA: 23s - loss: 1.7337 - accuracy: 0.5257 - top-5-accuracy: 0.8214
+
+
+```
+
+```
+
+ 39/176 [=====>........................] - ETA: 23s - loss: 1.7388 - accuracy: 0.5243 - top-5-accuracy: 0.8208
+
+
+```
+
+```
+
+ 40/176 [=====>........................] - ETA: 23s - loss: 1.7419 - accuracy: 0.5244 - top-5-accuracy: 0.8196
+
+
+```
+
+```
+
+ 41/176 [=====>........................] - ETA: 23s - loss: 1.7394 - accuracy: 0.5237 - top-5-accuracy: 0.8206
+
+
+```
+
+```
+
+ 42/176 [======>.......................] - ETA: 23s - loss: 1.7419 - accuracy: 0.5230 - top-5-accuracy: 0.8203
+
+
+```
+
+```
+
+ 43/176 [======>.......................] - ETA: 22s - loss: 1.7439 - accuracy: 0.5220 - top-5-accuracy: 0.8199
+
+
+```
+
+```
+
+ 44/176 [======>.......................] - ETA: 22s - loss: 1.7419 - accuracy: 0.5224 - top-5-accuracy: 0.8201
+
+
+```
+
+```
+
+ 45/176 [======>.......................] - ETA: 22s - loss: 1.7433 - accuracy: 0.5214 - top-5-accuracy: 0.8201
+
+
+```
+
+```
+
+ 46/176 [======>.......................] - ETA: 22s - loss: 1.7383 - accuracy: 0.5217 - top-5-accuracy: 0.8209
+
+
+```
+
+```
+
+ 47/176 [=======>......................] - ETA: 22s - loss: 1.7404 - accuracy: 0.5208 - top-5-accuracy: 0.8201
+
+
+```
+
+```
+
+ 48/176 [=======>......................] - ETA: 22s - loss: 1.7379 - accuracy: 0.5211 - top-5-accuracy: 0.8208
+
+
+```
+
+```
+
+ 49/176 [=======>......................] - ETA: 21s - loss: 1.7387 - accuracy: 0.5202 - top-5-accuracy: 0.8208
+
+
+```
+
+```
+
+ 50/176 [=======>......................] - ETA: 21s - loss: 1.7361 - accuracy: 0.5212 - top-5-accuracy: 0.8215
+
+
+```
+
+```
+
+ 51/176 [=======>......................] - ETA: 21s - loss: 1.7392 - accuracy: 0.5205 - top-5-accuracy: 0.8208
+
+
+```
+
+```
+
+ 52/176 [=======>......................] - ETA: 21s - loss: 1.7411 - accuracy: 0.5198 - top-5-accuracy: 0.8204
+
+
+```
+
+```
+
+ 53/176 [========>.....................] - ETA: 21s - loss: 1.7406 - accuracy: 0.5204 - top-5-accuracy: 0.8201
+
+
+```
+
+```
+
+ 54/176 [========>.....................] - ETA: 21s - loss: 1.7403 - accuracy: 0.5210 - top-5-accuracy: 0.8205
+
+
+```
+
+```
+
+ 55/176 [========>.....................] - ETA: 20s - loss: 1.7385 - accuracy: 0.5217 - top-5-accuracy: 0.8200
+
+
+```
+
+```
+
+ 56/176 [========>.....................] - ETA: 20s - loss: 1.7354 - accuracy: 0.5225 - top-5-accuracy: 0.8207
+
+
+```
+
+```
+
+ 57/176 [========>.....................] - ETA: 20s - loss: 1.7372 - accuracy: 0.5217 - top-5-accuracy: 0.8207
+
+
+```
+
+```
+
+ 58/176 [========>.....................] - ETA: 20s - loss: 1.7380 - accuracy: 0.5218 - top-5-accuracy: 0.8205
+
+
+```
+
+```
+
+ 59/176 [=========>....................] - ETA: 20s - loss: 1.7392 - accuracy: 0.5216 - top-5-accuracy: 0.8202
+
+
+```
+
+```
+
+ 60/176 [=========>....................] - ETA: 20s - loss: 1.7407 - accuracy: 0.5213 - top-5-accuracy: 0.8202
+
+
+```
+
+```
+
+ 61/176 [=========>....................] - ETA: 19s - loss: 1.7409 - accuracy: 0.5213 - top-5-accuracy: 0.8198
+
+
+```
+
+```
+
+ 62/176 [=========>....................] - ETA: 19s - loss: 1.7442 - accuracy: 0.5202 - top-5-accuracy: 0.8192
+
+
+```
+
+```
+
+ 63/176 [=========>....................] - ETA: 19s - loss: 1.7455 - accuracy: 0.5193 - top-5-accuracy: 0.8192
+
+
+```
+
+```
+
+ 64/176 [=========>....................] - ETA: 19s - loss: 1.7449 - accuracy: 0.5188 - top-5-accuracy: 0.8194
+
+
+```
+
+```
+
+ 65/176 [==========>...................] - ETA: 19s - loss: 1.7473 - accuracy: 0.5180 - top-5-accuracy: 0.8192
+
+
+```
+
+```
+
+ 66/176 [==========>...................] - ETA: 18s - loss: 1.7489 - accuracy: 0.5172 - top-5-accuracy: 0.8191
+
+
+```
+
+```
+
+ 67/176 [==========>...................] - ETA: 18s - loss: 1.7496 - accuracy: 0.5168 - top-5-accuracy: 0.8191
+
+
+```
+
+```
+
+ 68/176 [==========>...................] - ETA: 18s - loss: 1.7531 - accuracy: 0.5168 - top-5-accuracy: 0.8186
+
+
+```
+
+```
+
+ 69/176 [==========>...................] - ETA: 18s - loss: 1.7537 - accuracy: 0.5163 - top-5-accuracy: 0.8184
+
+
+```
+
+```
+
+ 70/176 [==========>...................] - ETA: 18s - loss: 1.7537 - accuracy: 0.5158 - top-5-accuracy: 0.8190
+
+
+```
+
+```
+
+ 71/176 [===========>..................] - ETA: 18s - loss: 1.7544 - accuracy: 0.5161 - top-5-accuracy: 0.8190
+
+
+```
+
+```
+
+ 72/176 [===========>..................] - ETA: 17s - loss: 1.7565 - accuracy: 0.5155 - top-5-accuracy: 0.8183
+
+
+```
+
+```
+
+ 73/176 [===========>..................] - ETA: 17s - loss: 1.7567 - accuracy: 0.5152 - top-5-accuracy: 0.8183
+
+
+```
+
+```
+
+ 74/176 [===========>..................] - ETA: 17s - loss: 1.7571 - accuracy: 0.5154 - top-5-accuracy: 0.8183
+
+
+```
+
+```
+
+ 75/176 [===========>..................] - ETA: 17s - loss: 1.7592 - accuracy: 0.5148 - top-5-accuracy: 0.8181
+
+
+```
+
+```
+
+ 76/176 [===========>..................] - ETA: 17s - loss: 1.7572 - accuracy: 0.5157 - top-5-accuracy: 0.8183
+
+
+```
+
+```
+
+ 77/176 [============>.................] - ETA: 17s - loss: 1.7589 - accuracy: 0.5152 - top-5-accuracy: 0.8181
+
+
+```
+
+```
+
+ 78/176 [============>.................] - ETA: 16s - loss: 1.7599 - accuracy: 0.5151 - top-5-accuracy: 0.8177
+
+
+```
+
+```
+
+ 79/176 [============>.................] - ETA: 16s - loss: 1.7602 - accuracy: 0.5147 - top-5-accuracy: 0.8177
+
+
+```
+
+```
+
+ 80/176 [============>.................] - ETA: 16s - loss: 1.7601 - accuracy: 0.5153 - top-5-accuracy: 0.8174
+
+
+```
+
+```
+
+ 81/176 [============>.................] - ETA: 16s - loss: 1.7605 - accuracy: 0.5154 - top-5-accuracy: 0.8173
+
+
+```
+
+```
+
+ 82/176 [============>.................] - ETA: 16s - loss: 1.7613 - accuracy: 0.5154 - top-5-accuracy: 0.8172
+
+
+```
+
+```
+
+ 83/176 [=============>................] - ETA: 16s - loss: 1.7636 - accuracy: 0.5145 - top-5-accuracy: 0.8168
+
+
+```
+
+```
+
+ 84/176 [=============>................] - ETA: 15s - loss: 1.7645 - accuracy: 0.5144 - top-5-accuracy: 0.8165
+
+
+```
+
+```
+
+ 85/176 [=============>................] - ETA: 15s - loss: 1.7651 - accuracy: 0.5146 - top-5-accuracy: 0.8165
+
+
+```
+
+```
+
+ 86/176 [=============>................] - ETA: 15s - loss: 1.7640 - accuracy: 0.5149 - top-5-accuracy: 0.8166
+
+
+```
+
+```
+
+ 87/176 [=============>................] - ETA: 15s - loss: 1.7666 - accuracy: 0.5143 - top-5-accuracy: 0.8163
+
+
+```
+
+```
+
+ 88/176 [==============>...............] - ETA: 15s - loss: 1.7675 - accuracy: 0.5140 - top-5-accuracy: 0.8161
+
+
+```
+
+```
+
+ 89/176 [==============>...............] - ETA: 15s - loss: 1.7656 - accuracy: 0.5145 - top-5-accuracy: 0.8164
+
+
+```
+
+```
+
+ 90/176 [==============>...............] - ETA: 14s - loss: 1.7655 - accuracy: 0.5143 - top-5-accuracy: 0.8161
+
+
+```
+
+```
+
+ 91/176 [==============>...............] - ETA: 14s - loss: 1.7647 - accuracy: 0.5141 - top-5-accuracy: 0.8162
+
+
+```
+
+```
+
+ 92/176 [==============>...............] - ETA: 14s - loss: 1.7665 - accuracy: 0.5137 - top-5-accuracy: 0.8158
+
+
+```
+
+```
+
+ 93/176 [==============>...............] - ETA: 14s - loss: 1.7684 - accuracy: 0.5135 - top-5-accuracy: 0.8151
+
+
+```
+
+```
+
+ 94/176 [===============>..............] - ETA: 14s - loss: 1.7677 - accuracy: 0.5140 - top-5-accuracy: 0.8151
+
+
+```
+
+```
+
+ 95/176 [===============>..............] - ETA: 13s - loss: 1.7663 - accuracy: 0.5139 - top-5-accuracy: 0.8156
+
+
+```
+
+```
+
+ 96/176 [===============>..............] - ETA: 13s - loss: 1.7677 - accuracy: 0.5135 - top-5-accuracy: 0.8152
+
+
+```
+
+```
+
+ 97/176 [===============>..............] - ETA: 13s - loss: 1.7698 - accuracy: 0.5131 - top-5-accuracy: 0.8151
+
+
+```
+
+```
+
+ 98/176 [===============>..............] - ETA: 13s - loss: 1.7700 - accuracy: 0.5127 - top-5-accuracy: 0.8151
+
+
+```
+
+```
+
+ 99/176 [===============>..............] - ETA: 13s - loss: 1.7695 - accuracy: 0.5126 - top-5-accuracy: 0.8153
+
+
+```
+
+```
+
+100/176 [================>.............] - ETA: 13s - loss: 1.7699 - accuracy: 0.5125 - top-5-accuracy: 0.8152
+
+
+```
+
+```
+
+101/176 [================>.............] - ETA: 12s - loss: 1.7688 - accuracy: 0.5127 - top-5-accuracy: 0.8154
+
+
+```
+
+```
+
+102/176 [================>.............] - ETA: 12s - loss: 1.7684 - accuracy: 0.5127 - top-5-accuracy: 0.8157
+
+
+```
+
+```
+
+103/176 [================>.............] - ETA: 12s - loss: 1.7685 - accuracy: 0.5127 - top-5-accuracy: 0.8156
+
+
+```
+
+```
+
+104/176 [================>.............] - ETA: 12s - loss: 1.7679 - accuracy: 0.5128 - top-5-accuracy: 0.8157
+
+
+```
+
+```
+
+105/176 [================>.............] - ETA: 12s - loss: 1.7677 - accuracy: 0.5130 - top-5-accuracy: 0.8156
+
+
+```
+
+```
+
+106/176 [=================>............] - ETA: 12s - loss: 1.7670 - accuracy: 0.5130 - top-5-accuracy: 0.8154
+
+
+```
+
+```
+
+107/176 [=================>............] - ETA: 11s - loss: 1.7676 - accuracy: 0.5129 - top-5-accuracy: 0.8156
+
+
+```
+
+```
+
+108/176 [=================>............] - ETA: 11s - loss: 1.7681 - accuracy: 0.5127 - top-5-accuracy: 0.8155
+
+
+```
+
+```
+
+109/176 [=================>............] - ETA: 11s - loss: 1.7703 - accuracy: 0.5123 - top-5-accuracy: 0.8153
+
+
+```
+
+```
+
+110/176 [=================>............] - ETA: 11s - loss: 1.7710 - accuracy: 0.5121 - top-5-accuracy: 0.8148
+
+
+```
+
+```
+
+111/176 [=================>............] - ETA: 11s - loss: 1.7717 - accuracy: 0.5118 - top-5-accuracy: 0.8147
+
+
+```
+
+```
+
+112/176 [==================>...........] - ETA: 11s - loss: 1.7728 - accuracy: 0.5118 - top-5-accuracy: 0.8143
+
+
+```
+
+```
+
+113/176 [==================>...........] - ETA: 10s - loss: 1.7724 - accuracy: 0.5119 - top-5-accuracy: 0.8146
+
+
+```
+
+```
+
+114/176 [==================>...........] - ETA: 10s - loss: 1.7709 - accuracy: 0.5122 - top-5-accuracy: 0.8147
+
+
+```
+
+```
+
+115/176 [==================>...........] - ETA: 10s - loss: 1.7690 - accuracy: 0.5126 - top-5-accuracy: 0.8153
+
+
+```
+
+```
+
+116/176 [==================>...........] - ETA: 10s - loss: 1.7698 - accuracy: 0.5123 - top-5-accuracy: 0.8153
+
+
+```
+
+```
+
+117/176 [==================>...........] - ETA: 10s - loss: 1.7693 - accuracy: 0.5122 - top-5-accuracy: 0.8154
+
+
+```
+
+```
+
+118/176 [===================>..........] - ETA: 10s - loss: 1.7691 - accuracy: 0.5121 - top-5-accuracy: 0.8155
+
+
+```
+
+```
+
+119/176 [===================>..........] - ETA: 9s - loss: 1.7694 - accuracy: 0.5121 - top-5-accuracy: 0.8156
+
+
+```
+
+```
+
+120/176 [===================>..........] - ETA: 9s - loss: 1.7702 - accuracy: 0.5118 - top-5-accuracy: 0.8152
+
+
+```
+
+```
+
+121/176 [===================>..........] - ETA: 9s - loss: 1.7699 - accuracy: 0.5117 - top-5-accuracy: 0.8153
+
+
+```
+
+```
+
+122/176 [===================>..........] - ETA: 9s - loss: 1.7697 - accuracy: 0.5116 - top-5-accuracy: 0.8152
+
+
+```
+
+```
+
+123/176 [===================>..........] - ETA: 9s - loss: 1.7693 - accuracy: 0.5116 - top-5-accuracy: 0.8153
+
+
+```
+
+```
+
+124/176 [====================>.........] - ETA: 8s - loss: 1.7690 - accuracy: 0.5115 - top-5-accuracy: 0.8156
+
+
+```
+
+```
+
+125/176 [====================>.........] - ETA: 8s - loss: 1.7694 - accuracy: 0.5112 - top-5-accuracy: 0.8155
+
+
+```
+
+```
+
+126/176 [====================>.........] - ETA: 8s - loss: 1.7702 - accuracy: 0.5109 - top-5-accuracy: 0.8154
+
+
+```
+
+```
+
+127/176 [====================>.........] - ETA: 8s - loss: 1.7708 - accuracy: 0.5105 - top-5-accuracy: 0.8153
+
+
+```
+
+```
+
+128/176 [====================>.........] - ETA: 8s - loss: 1.7695 - accuracy: 0.5112 - top-5-accuracy: 0.8156
+
+
+```
+
+```
+
+129/176 [====================>.........] - ETA: 8s - loss: 1.7687 - accuracy: 0.5114 - top-5-accuracy: 0.8156
+
+
+```
+
+```
+
+130/176 [=====================>........] - ETA: 7s - loss: 1.7685 - accuracy: 0.5118 - top-5-accuracy: 0.8156
+
+
+```
+
+```
+
+131/176 [=====================>........] - ETA: 7s - loss: 1.7682 - accuracy: 0.5119 - top-5-accuracy: 0.8157
+
+
+```
+
+```
+
+132/176 [=====================>........] - ETA: 7s - loss: 1.7690 - accuracy: 0.5117 - top-5-accuracy: 0.8157
+
+
+```
+
+```
+
+133/176 [=====================>........] - ETA: 7s - loss: 1.7685 - accuracy: 0.5120 - top-5-accuracy: 0.8157
+
+
+```
+
+```
+
+134/176 [=====================>........] - ETA: 7s - loss: 1.7682 - accuracy: 0.5120 - top-5-accuracy: 0.8156
+
+
+```
+
+```
+
+135/176 [======================>.......] - ETA: 7s - loss: 1.7686 - accuracy: 0.5120 - top-5-accuracy: 0.8155
+
+
+```
+
+```
+
+136/176 [======================>.......] - ETA: 6s - loss: 1.7687 - accuracy: 0.5117 - top-5-accuracy: 0.8155
+
+
+```
+
+```
+
+137/176 [======================>.......] - ETA: 6s - loss: 1.7691 - accuracy: 0.5117 - top-5-accuracy: 0.8156
+
+
+```
+
+```
+
+138/176 [======================>.......] - ETA: 6s - loss: 1.7687 - accuracy: 0.5118 - top-5-accuracy: 0.8156
+
+
+```
+
+```
+
+139/176 [======================>.......] - ETA: 6s - loss: 1.7690 - accuracy: 0.5117 - top-5-accuracy: 0.8155
+
+
+```
+
+```
+
+140/176 [======================>.......] - ETA: 6s - loss: 1.7688 - accuracy: 0.5117 - top-5-accuracy: 0.8157
+
+
+```
+
+```
+
+141/176 [=======================>......] - ETA: 6s - loss: 1.7684 - accuracy: 0.5117 - top-5-accuracy: 0.8159
+
+
+```
+
+```
+
+142/176 [=======================>......] - ETA: 5s - loss: 1.7678 - accuracy: 0.5117 - top-5-accuracy: 0.8161
+
+
+```
+
+```
+
+143/176 [=======================>......] - ETA: 5s - loss: 1.7681 - accuracy: 0.5117 - top-5-accuracy: 0.8160
+
+
+```
+
+```
+
+144/176 [=======================>......] - ETA: 5s - loss: 1.7685 - accuracy: 0.5118 - top-5-accuracy: 0.8161
+
+
+```
+
+```
+
+145/176 [=======================>......] - ETA: 5s - loss: 1.7684 - accuracy: 0.5117 - top-5-accuracy: 0.8160
+
+
+```
+
+```
+
+146/176 [=======================>......] - ETA: 5s - loss: 1.7674 - accuracy: 0.5119 - top-5-accuracy: 0.8162
+
+
+```
+
+```
+
+147/176 [========================>.....] - ETA: 5s - loss: 1.7681 - accuracy: 0.5117 - top-5-accuracy: 0.8160
+
+
+```
+
+```
+
+148/176 [========================>.....] - ETA: 4s - loss: 1.7695 - accuracy: 0.5115 - top-5-accuracy: 0.8159
+
+
+```
+
+```
+
+149/176 [========================>.....] - ETA: 4s - loss: 1.7686 - accuracy: 0.5116 - top-5-accuracy: 0.8162
+
+
+```
+
+```
+
+150/176 [========================>.....] - ETA: 4s - loss: 1.7686 - accuracy: 0.5117 - top-5-accuracy: 0.8162
+
+
+```
+
+```
+
+151/176 [========================>.....] - ETA: 4s - loss: 1.7688 - accuracy: 0.5116 - top-5-accuracy: 0.8163
+
+
+```
+
+```
+
+152/176 [========================>.....] - ETA: 4s - loss: 1.7690 - accuracy: 0.5115 - top-5-accuracy: 0.8163
+
+
+```
+
+```
+
+153/176 [=========================>....] - ETA: 3s - loss: 1.7689 - accuracy: 0.5115 - top-5-accuracy: 0.8162
+
+
+```
+
+```
+
+154/176 [=========================>....] - ETA: 3s - loss: 1.7694 - accuracy: 0.5113 - top-5-accuracy: 0.8159
+
+
+```
+
+```
+
+155/176 [=========================>....] - ETA: 3s - loss: 1.7690 - accuracy: 0.5115 - top-5-accuracy: 0.8160
+
+
+```
+
+```
+
+156/176 [=========================>....] - ETA: 3s - loss: 1.7691 - accuracy: 0.5116 - top-5-accuracy: 0.8161
+
+
+```
+
+```
+
+157/176 [=========================>....] - ETA: 3s - loss: 1.7693 - accuracy: 0.5114 - top-5-accuracy: 0.8159
+
+
+```
+
+```
+
+158/176 [=========================>....] - ETA: 3s - loss: 1.7696 - accuracy: 0.5114 - top-5-accuracy: 0.8160
+
+
+```
+
+```
+
+159/176 [==========================>...] - ETA: 2s - loss: 1.7707 - accuracy: 0.5113 - top-5-accuracy: 0.8157
+
+
+```
+
+```
+
+160/176 [==========================>...] - ETA: 2s - loss: 1.7712 - accuracy: 0.5114 - top-5-accuracy: 0.8156
+
+
+```
+
+```
+
+161/176 [==========================>...] - ETA: 2s - loss: 1.7707 - accuracy: 0.5113 - top-5-accuracy: 0.8158
+
+
+```
+
+```
+
+162/176 [==========================>...] - ETA: 2s - loss: 1.7710 - accuracy: 0.5111 - top-5-accuracy: 0.8157
+
+
+```
+
+```
+
+163/176 [==========================>...] - ETA: 2s - loss: 1.7712 - accuracy: 0.5111 - top-5-accuracy: 0.8157
+
+
+```
+
+```
+
+164/176 [==========================>...] - ETA: 2s - loss: 1.7719 - accuracy: 0.5109 - top-5-accuracy: 0.8157
+
+
+```
+
+```
+
+165/176 [===========================>..] - ETA: 1s - loss: 1.7723 - accuracy: 0.5107 - top-5-accuracy: 0.8156
+
+
+```
+
+```
+
+166/176 [===========================>..] - ETA: 1s - loss: 1.7725 - accuracy: 0.5106 - top-5-accuracy: 0.8156
+
+
+```
+
+```
+
+167/176 [===========================>..] - ETA: 1s - loss: 1.7729 - accuracy: 0.5106 - top-5-accuracy: 0.8156
+
+
+```
+
+```
+
+168/176 [===========================>..] - ETA: 1s - loss: 1.7729 - accuracy: 0.5106 - top-5-accuracy: 0.8157
+
+
+```
+
+```
+
+169/176 [===========================>..] - ETA: 1s - loss: 1.7735 - accuracy: 0.5105 - top-5-accuracy: 0.8157
+
+
+```
+
+```
+
+170/176 [===========================>..] - ETA: 1s - loss: 1.7737 - accuracy: 0.5105 - top-5-accuracy: 0.8155
+
+
+```
+
+```
+
+171/176 [============================>.] - ETA: 0s - loss: 1.7734 - accuracy: 0.5105 - top-5-accuracy: 0.8156
+
+
+```
+
+```
+
+172/176 [============================>.] - ETA: 0s - loss: 1.7735 - accuracy: 0.5106 - top-5-accuracy: 0.8156
+
+
+```
+
+```
+
+173/176 [============================>.] - ETA: 0s - loss: 1.7732 - accuracy: 0.5104 - top-5-accuracy: 0.8156
+
+
+```
+
+```
+
+174/176 [============================>.] - ETA: 0s - loss: 1.7732 - accuracy: 0.5106 - top-5-accuracy: 0.8156
+
+
+```
+
+```
+
+175/176 [============================>.] - ETA: 0s - loss: 1.7734 - accuracy: 0.5108 - top-5-accuracy: 0.8155
+
+
+```
+
+```
+
+176/176 [==============================] - ETA: 0s - loss: 1.7727 - accuracy: 0.5110 - top-5-accuracy: 0.8156
+
+
+```
+
+```
+
+176/176 [==============================] - 32s 179ms/step - loss: 1.7727 - accuracy: 0.5110 - top-5-accuracy: 0.8156 - val_loss: 1.8636 - val_accuracy: 0.4966 - val_top-5-accuracy: 0.7890
+
+
+
+```
+Epoch 31/50
+
+```
+
+
+ 1/176 [..............................] - ETA: 30s - loss: 1.6346 - accuracy: 0.5469 - top-5-accuracy: 0.8242
+
+
+```
+
+```
+
+ 2/176 [..............................] - ETA: 30s - loss: 1.6132 - accuracy: 0.5605 - top-5-accuracy: 0.8359
+
+
+```
+
+```
+
+ 3/176 [..............................] - ETA: 29s - loss: 1.5795 - accuracy: 0.5586 - top-5-accuracy: 0.8503
+
+
+```
+
+```
+
+ 4/176 [..............................] - ETA: 29s - loss: 1.6086 - accuracy: 0.5459 - top-5-accuracy: 0.8389
+
+
+```
+
+```
+
+ 5/176 [..............................] - ETA: 29s - loss: 1.6395 - accuracy: 0.5375 - top-5-accuracy: 0.8344
+
+
+```
+
+```
+
+ 6/176 [>.............................] - ETA: 29s - loss: 1.6145 - accuracy: 0.5475 - top-5-accuracy: 0.8444
+
+
+```
+
+```
+
+ 7/176 [>.............................] - ETA: 29s - loss: 1.6334 - accuracy: 0.5458 - top-5-accuracy: 0.8387
+
+
+```
+
+```
+
+ 8/176 [>.............................] - ETA: 29s - loss: 1.6513 - accuracy: 0.5361 - top-5-accuracy: 0.8398
+
+
+```
+
+```
+
+ 9/176 [>.............................] - ETA: 28s - loss: 1.6399 - accuracy: 0.5399 - top-5-accuracy: 0.8403
+
+
+```
+
+```
+
+ 10/176 [>.............................] - ETA: 28s - loss: 1.6480 - accuracy: 0.5391 - top-5-accuracy: 0.8363
+
+
+```
+
+```
+
+ 11/176 [>.............................] - ETA: 28s - loss: 1.6486 - accuracy: 0.5376 - top-5-accuracy: 0.8363
+
+
+```
+
+```
+
+ 12/176 [=>............................] - ETA: 28s - loss: 1.6531 - accuracy: 0.5358 - top-5-accuracy: 0.8353
+
+
+```
+
+```
+
+ 13/176 [=>............................] - ETA: 28s - loss: 1.6433 - accuracy: 0.5376 - top-5-accuracy: 0.8359
+
+
+```
+
+```
+
+ 14/176 [=>............................] - ETA: 27s - loss: 1.6499 - accuracy: 0.5363 - top-5-accuracy: 0.8340
+
+
+```
+
+```
+
+ 15/176 [=>............................] - ETA: 27s - loss: 1.6583 - accuracy: 0.5354 - top-5-accuracy: 0.8326
+
+
+```
+
+```
+
+ 16/176 [=>............................] - ETA: 27s - loss: 1.6706 - accuracy: 0.5300 - top-5-accuracy: 0.8323
+
+
+```
+
+```
+
+ 17/176 [=>............................] - ETA: 27s - loss: 1.6860 - accuracy: 0.5278 - top-5-accuracy: 0.8290
+
+
+```
+
+```
+
+ 18/176 [==>...........................] - ETA: 27s - loss: 1.6931 - accuracy: 0.5289 - top-5-accuracy: 0.8273
+
+
+```
+
+```
+
+ 19/176 [==>...........................] - ETA: 27s - loss: 1.6999 - accuracy: 0.5288 - top-5-accuracy: 0.8248
+
+
+```
+
+```
+
+ 20/176 [==>...........................] - ETA: 26s - loss: 1.6934 - accuracy: 0.5303 - top-5-accuracy: 0.8254
+
+
+```
+
+```
+
+ 21/176 [==>...........................] - ETA: 26s - loss: 1.6925 - accuracy: 0.5311 - top-5-accuracy: 0.8255
+
+
+```
+
+```
+
+ 22/176 [==>...........................] - ETA: 26s - loss: 1.6971 - accuracy: 0.5312 - top-5-accuracy: 0.8237
+
+
+```
+
+```
+
+ 23/176 [==>...........................] - ETA: 26s - loss: 1.6974 - accuracy: 0.5306 - top-5-accuracy: 0.8229
+
+
+```
+
+```
+
+ 24/176 [===>..........................] - ETA: 26s - loss: 1.7011 - accuracy: 0.5296 - top-5-accuracy: 0.8215
+
+
+```
+
+```
+
+ 25/176 [===>..........................] - ETA: 26s - loss: 1.7005 - accuracy: 0.5292 - top-5-accuracy: 0.8228
+
+
+```
+
+```
+
+ 26/176 [===>..........................] - ETA: 25s - loss: 1.6982 - accuracy: 0.5293 - top-5-accuracy: 0.8238
+
+
+```
+
+```
+
+ 27/176 [===>..........................] - ETA: 25s - loss: 1.6952 - accuracy: 0.5295 - top-5-accuracy: 0.8242
+
+
+```
+
+```
+
+ 28/176 [===>..........................] - ETA: 25s - loss: 1.6946 - accuracy: 0.5293 - top-5-accuracy: 0.8245
+
+
+```
+
+```
+
+ 29/176 [===>..........................] - ETA: 25s - loss: 1.6907 - accuracy: 0.5306 - top-5-accuracy: 0.8253
+
+
+```
+
+```
+
+ 30/176 [====>.........................] - ETA: 25s - loss: 1.6886 - accuracy: 0.5312 - top-5-accuracy: 0.8258
+
+
+```
+
+```
+
+ 31/176 [====>.........................] - ETA: 25s - loss: 1.6909 - accuracy: 0.5305 - top-5-accuracy: 0.8260
+
+
+```
+
+```
+
+ 32/176 [====>.........................] - ETA: 24s - loss: 1.6874 - accuracy: 0.5319 - top-5-accuracy: 0.8264
+
+
+```
+
+```
+
+ 33/176 [====>.........................] - ETA: 24s - loss: 1.6959 - accuracy: 0.5301 - top-5-accuracy: 0.8247
+
+
+```
+
+```
+
+ 34/176 [====>.........................] - ETA: 24s - loss: 1.6952 - accuracy: 0.5295 - top-5-accuracy: 0.8253
+
+
+```
+
+```
+
+ 35/176 [====>.........................] - ETA: 24s - loss: 1.7001 - accuracy: 0.5291 - top-5-accuracy: 0.8247
+
+
+```
+
+```
+
+ 36/176 [=====>........................] - ETA: 24s - loss: 1.7007 - accuracy: 0.5284 - top-5-accuracy: 0.8252
+
+
+```
+
+```
+
+ 37/176 [=====>........................] - ETA: 23s - loss: 1.7023 - accuracy: 0.5280 - top-5-accuracy: 0.8254
+
+
+```
+
+```
+
+ 38/176 [=====>........................] - ETA: 23s - loss: 1.7003 - accuracy: 0.5291 - top-5-accuracy: 0.8260
+
+
+```
+
+```
+
+ 39/176 [=====>........................] - ETA: 23s - loss: 1.7012 - accuracy: 0.5285 - top-5-accuracy: 0.8261
+
+
+```
+
+```
+
+ 40/176 [=====>........................] - ETA: 23s - loss: 1.6988 - accuracy: 0.5302 - top-5-accuracy: 0.8269
+
+
+```
+
+```
+
+ 41/176 [=====>........................] - ETA: 23s - loss: 1.7020 - accuracy: 0.5296 - top-5-accuracy: 0.8258
+
+
+```
+
+```
+
+ 42/176 [======>.......................] - ETA: 23s - loss: 1.7017 - accuracy: 0.5293 - top-5-accuracy: 0.8267
+
+
+```
+
+```
+
+ 43/176 [======>.......................] - ETA: 22s - loss: 1.6983 - accuracy: 0.5301 - top-5-accuracy: 0.8269
+
+
+```
+
+```
+
+ 44/176 [======>.......................] - ETA: 22s - loss: 1.6981 - accuracy: 0.5306 - top-5-accuracy: 0.8264
+
+
+```
+
+```
+
+ 45/176 [======>.......................] - ETA: 22s - loss: 1.6988 - accuracy: 0.5305 - top-5-accuracy: 0.8267
+
+
+```
+
+```
+
+ 46/176 [======>.......................] - ETA: 22s - loss: 1.7048 - accuracy: 0.5289 - top-5-accuracy: 0.8257
+
+
+```
+
+```
+
+ 47/176 [=======>......................] - ETA: 22s - loss: 1.7080 - accuracy: 0.5289 - top-5-accuracy: 0.8249
+
+
+```
+
+```
+
+ 48/176 [=======>......................] - ETA: 22s - loss: 1.7053 - accuracy: 0.5294 - top-5-accuracy: 0.8252
+
+
+```
+
+```
+
+ 49/176 [=======>......................] - ETA: 21s - loss: 1.7045 - accuracy: 0.5293 - top-5-accuracy: 0.8255
+
+
+```
+
+```
+
+ 50/176 [=======>......................] - ETA: 21s - loss: 1.7019 - accuracy: 0.5296 - top-5-accuracy: 0.8259
+
+
+```
+
+```
+
+ 51/176 [=======>......................] - ETA: 21s - loss: 1.7043 - accuracy: 0.5285 - top-5-accuracy: 0.8258
+
+
+```
+
+```
+
+ 52/176 [=======>......................] - ETA: 21s - loss: 1.7046 - accuracy: 0.5281 - top-5-accuracy: 0.8258
+
+
+```
+
+```
+
+ 53/176 [========>.....................] - ETA: 21s - loss: 1.7018 - accuracy: 0.5288 - top-5-accuracy: 0.8261
+
+
+```
+
+```
+
+ 54/176 [========>.....................] - ETA: 21s - loss: 1.7003 - accuracy: 0.5287 - top-5-accuracy: 0.8265
+
+
+```
+
+```
+
+ 55/176 [========>.....................] - ETA: 20s - loss: 1.6999 - accuracy: 0.5291 - top-5-accuracy: 0.8266
+
+
+```
+
+```
+
+ 56/176 [========>.....................] - ETA: 20s - loss: 1.7019 - accuracy: 0.5285 - top-5-accuracy: 0.8265
+
+
+```
+
+```
+
+ 57/176 [========>.....................] - ETA: 20s - loss: 1.7022 - accuracy: 0.5285 - top-5-accuracy: 0.8267
+
+
+```
+
+```
+
+ 58/176 [========>.....................] - ETA: 20s - loss: 1.7011 - accuracy: 0.5290 - top-5-accuracy: 0.8268
+
+
+```
+
+```
+
+ 59/176 [=========>....................] - ETA: 20s - loss: 1.7009 - accuracy: 0.5290 - top-5-accuracy: 0.8267
+
+
+```
+
+```
+
+ 60/176 [=========>....................] - ETA: 20s - loss: 1.6997 - accuracy: 0.5289 - top-5-accuracy: 0.8268
+
+
+```
+
+```
+
+ 61/176 [=========>....................] - ETA: 19s - loss: 1.6988 - accuracy: 0.5295 - top-5-accuracy: 0.8272
+
+
+```
+
+```
+
+ 62/176 [=========>....................] - ETA: 19s - loss: 1.7025 - accuracy: 0.5289 - top-5-accuracy: 0.8264
+
+
+```
+
+```
+
+ 63/176 [=========>....................] - ETA: 19s - loss: 1.7048 - accuracy: 0.5286 - top-5-accuracy: 0.8261
+
+
+```
+
+```
+
+ 64/176 [=========>....................] - ETA: 19s - loss: 1.7049 - accuracy: 0.5283 - top-5-accuracy: 0.8260
+
+
+```
+
+```
+
+ 65/176 [==========>...................] - ETA: 19s - loss: 1.7064 - accuracy: 0.5280 - top-5-accuracy: 0.8259
+
+
+```
+
+```
+
+ 66/176 [==========>...................] - ETA: 18s - loss: 1.7065 - accuracy: 0.5281 - top-5-accuracy: 0.8260
+
+
+```
+
+```
+
+ 67/176 [==========>...................] - ETA: 18s - loss: 1.7075 - accuracy: 0.5283 - top-5-accuracy: 0.8259
+
+
+```
+
+```
+
+ 68/176 [==========>...................] - ETA: 18s - loss: 1.7089 - accuracy: 0.5282 - top-5-accuracy: 0.8253
+
+
+```
+
+```
+
+ 69/176 [==========>...................] - ETA: 18s - loss: 1.7083 - accuracy: 0.5289 - top-5-accuracy: 0.8250
+
+
+```
+
+```
+
+ 70/176 [==========>...................] - ETA: 18s - loss: 1.7094 - accuracy: 0.5291 - top-5-accuracy: 0.8249
+
+
+```
+
+```
+
+ 71/176 [===========>..................] - ETA: 18s - loss: 1.7071 - accuracy: 0.5293 - top-5-accuracy: 0.8252
+
+
+```
+
+```
+
+ 72/176 [===========>..................] - ETA: 17s - loss: 1.7070 - accuracy: 0.5291 - top-5-accuracy: 0.8254
+
+
+```
+
+```
+
+ 73/176 [===========>..................] - ETA: 17s - loss: 1.7083 - accuracy: 0.5286 - top-5-accuracy: 0.8253
+
+
+```
+
+```
+
+ 74/176 [===========>..................] - ETA: 17s - loss: 1.7084 - accuracy: 0.5281 - top-5-accuracy: 0.8256
+
+
+```
+
+```
+
+ 75/176 [===========>..................] - ETA: 17s - loss: 1.7094 - accuracy: 0.5280 - top-5-accuracy: 0.8255
+
+
+```
+
+```
+
+ 76/176 [===========>..................] - ETA: 17s - loss: 1.7090 - accuracy: 0.5281 - top-5-accuracy: 0.8256
+
+
+```
+
+```
+
+ 77/176 [============>.................] - ETA: 17s - loss: 1.7098 - accuracy: 0.5281 - top-5-accuracy: 0.8253
+
+
+```
+
+```
+
+ 78/176 [============>.................] - ETA: 16s - loss: 1.7109 - accuracy: 0.5279 - top-5-accuracy: 0.8254
+
+
+```
+
+```
+
+ 79/176 [============>.................] - ETA: 16s - loss: 1.7101 - accuracy: 0.5278 - top-5-accuracy: 0.8254
+
+
+```
+
+```
+
+ 80/176 [============>.................] - ETA: 16s - loss: 1.7085 - accuracy: 0.5284 - top-5-accuracy: 0.8260
+
+
+```
+
+```
+
+ 81/176 [============>.................] - ETA: 16s - loss: 1.7079 - accuracy: 0.5283 - top-5-accuracy: 0.8261
+
+
+```
+
+```
+
+ 82/176 [============>.................] - ETA: 16s - loss: 1.7083 - accuracy: 0.5283 - top-5-accuracy: 0.8261
+
+
+```
+
+```
+
+ 83/176 [=============>................] - ETA: 16s - loss: 1.7086 - accuracy: 0.5283 - top-5-accuracy: 0.8258
+
+
+```
+
+```
+
+ 84/176 [=============>................] - ETA: 15s - loss: 1.7090 - accuracy: 0.5279 - top-5-accuracy: 0.8261
+
+
+```
+
+```
+
+ 85/176 [=============>................] - ETA: 15s - loss: 1.7100 - accuracy: 0.5277 - top-5-accuracy: 0.8259
+
+
+```
+
+```
+
+ 86/176 [=============>................] - ETA: 15s - loss: 1.7112 - accuracy: 0.5275 - top-5-accuracy: 0.8258
+
+
+```
+
+```
+
+ 87/176 [=============>................] - ETA: 15s - loss: 1.7116 - accuracy: 0.5274 - top-5-accuracy: 0.8259
+
+
+```
+
+```
+
+ 88/176 [==============>...............] - ETA: 15s - loss: 1.7129 - accuracy: 0.5272 - top-5-accuracy: 0.8257
+
+
+```
+
+```
+
+ 89/176 [==============>...............] - ETA: 15s - loss: 1.7135 - accuracy: 0.5273 - top-5-accuracy: 0.8255
+
+
+```
+
+```
+
+ 90/176 [==============>...............] - ETA: 14s - loss: 1.7118 - accuracy: 0.5277 - top-5-accuracy: 0.8258
+
+
+```
+
+```
+
+ 91/176 [==============>...............] - ETA: 14s - loss: 1.7116 - accuracy: 0.5272 - top-5-accuracy: 0.8261
+
+
+```
+
+```
+
+ 92/176 [==============>...............] - ETA: 14s - loss: 1.7128 - accuracy: 0.5270 - top-5-accuracy: 0.8260
+
+
+```
+
+```
+
+ 93/176 [==============>...............] - ETA: 14s - loss: 1.7147 - accuracy: 0.5271 - top-5-accuracy: 0.8254
+
+
+```
+
+```
+
+ 94/176 [===============>..............] - ETA: 14s - loss: 1.7150 - accuracy: 0.5270 - top-5-accuracy: 0.8253
+
+
+```
+
+```
+
+ 95/176 [===============>..............] - ETA: 13s - loss: 1.7160 - accuracy: 0.5267 - top-5-accuracy: 0.8252
+
+
+```
+
+```
+
+ 96/176 [===============>..............] - ETA: 13s - loss: 1.7160 - accuracy: 0.5269 - top-5-accuracy: 0.8251
+
+
+```
+
+```
+
+ 97/176 [===============>..............] - ETA: 13s - loss: 1.7160 - accuracy: 0.5272 - top-5-accuracy: 0.8250
+
+
+```
+
+```
+
+ 98/176 [===============>..............] - ETA: 13s - loss: 1.7169 - accuracy: 0.5266 - top-5-accuracy: 0.8249
+
+
+```
+
+```
+
+ 99/176 [===============>..............] - ETA: 13s - loss: 1.7168 - accuracy: 0.5269 - top-5-accuracy: 0.8248
+
+
+```
+
+```
+
+100/176 [================>.............] - ETA: 13s - loss: 1.7176 - accuracy: 0.5270 - top-5-accuracy: 0.8246
+
+
+```
+
+```
+
+101/176 [================>.............] - ETA: 12s - loss: 1.7192 - accuracy: 0.5267 - top-5-accuracy: 0.8244
+
+
+```
+
+```
+
+102/176 [================>.............] - ETA: 12s - loss: 1.7177 - accuracy: 0.5268 - top-5-accuracy: 0.8248
+
+
+```
+
+```
+
+103/176 [================>.............] - ETA: 12s - loss: 1.7174 - accuracy: 0.5267 - top-5-accuracy: 0.8249
+
+
+```
+
+```
+
+104/176 [================>.............] - ETA: 12s - loss: 1.7184 - accuracy: 0.5267 - top-5-accuracy: 0.8250
+
+
+```
+
+```
+
+105/176 [================>.............] - ETA: 12s - loss: 1.7177 - accuracy: 0.5273 - top-5-accuracy: 0.8251
+
+
+```
+
+```
+
+106/176 [=================>............] - ETA: 12s - loss: 1.7186 - accuracy: 0.5273 - top-5-accuracy: 0.8249
+
+
+```
+
+```
+
+107/176 [=================>............] - ETA: 11s - loss: 1.7183 - accuracy: 0.5273 - top-5-accuracy: 0.8248
+
+
+```
+
+```
+
+108/176 [=================>............] - ETA: 11s - loss: 1.7186 - accuracy: 0.5271 - top-5-accuracy: 0.8248
+
+
+```
+
+```
+
+109/176 [=================>............] - ETA: 11s - loss: 1.7202 - accuracy: 0.5266 - top-5-accuracy: 0.8245
+
+
+```
+
+```
+
+110/176 [=================>............] - ETA: 11s - loss: 1.7207 - accuracy: 0.5263 - top-5-accuracy: 0.8246
+
+
+```
+
+```
+
+111/176 [=================>............] - ETA: 11s - loss: 1.7207 - accuracy: 0.5264 - top-5-accuracy: 0.8248
+
+
+```
+
+```
+
+112/176 [==================>...........] - ETA: 11s - loss: 1.7214 - accuracy: 0.5260 - top-5-accuracy: 0.8248
+
+
+```
+
+```
+
+113/176 [==================>...........] - ETA: 10s - loss: 1.7216 - accuracy: 0.5261 - top-5-accuracy: 0.8250
+
+
+```
+
+```
+
+114/176 [==================>...........] - ETA: 10s - loss: 1.7217 - accuracy: 0.5261 - top-5-accuracy: 0.8250
+
+
+```
+
+```
+
+115/176 [==================>...........] - ETA: 10s - loss: 1.7215 - accuracy: 0.5262 - top-5-accuracy: 0.8253
+
+
+```
+
+```
+
+116/176 [==================>...........] - ETA: 10s - loss: 1.7209 - accuracy: 0.5265 - top-5-accuracy: 0.8253
+
+
+```
+
+```
+
+117/176 [==================>...........] - ETA: 10s - loss: 1.7214 - accuracy: 0.5262 - top-5-accuracy: 0.8253
+
+
+```
+
+```
+
+118/176 [===================>..........] - ETA: 10s - loss: 1.7213 - accuracy: 0.5265 - top-5-accuracy: 0.8251
+
+
+```
+
+```
+
+119/176 [===================>..........] - ETA: 9s - loss: 1.7231 - accuracy: 0.5264 - top-5-accuracy: 0.8247
+
+
+```
+
+```
+
+120/176 [===================>..........] - ETA: 9s - loss: 1.7232 - accuracy: 0.5264 - top-5-accuracy: 0.8247
+
+
+```
+
+```
+
+121/176 [===================>..........] - ETA: 9s - loss: 1.7228 - accuracy: 0.5264 - top-5-accuracy: 0.8248
+
+
+```
+
+```
+
+122/176 [===================>..........] - ETA: 9s - loss: 1.7217 - accuracy: 0.5266 - top-5-accuracy: 0.8251
+
+
+```
+
+```
+
+123/176 [===================>..........] - ETA: 9s - loss: 1.7213 - accuracy: 0.5267 - top-5-accuracy: 0.8251
+
+
+```
+
+```
+
+124/176 [====================>.........] - ETA: 8s - loss: 1.7203 - accuracy: 0.5268 - top-5-accuracy: 0.8253
+
+
+```
+
+```
+
+125/176 [====================>.........] - ETA: 8s - loss: 1.7208 - accuracy: 0.5266 - top-5-accuracy: 0.8251
+
+
+```
+
+```
+
+126/176 [====================>.........] - ETA: 8s - loss: 1.7211 - accuracy: 0.5266 - top-5-accuracy: 0.8248
+
+
+```
+
+```
+
+127/176 [====================>.........] - ETA: 8s - loss: 1.7204 - accuracy: 0.5269 - top-5-accuracy: 0.8248
+
+
+```
+
+```
+
+128/176 [====================>.........] - ETA: 8s - loss: 1.7207 - accuracy: 0.5267 - top-5-accuracy: 0.8247
+
+
+```
+
+```
+
+129/176 [====================>.........] - ETA: 8s - loss: 1.7208 - accuracy: 0.5267 - top-5-accuracy: 0.8248
+
+
+```
+
+```
+
+130/176 [=====================>........] - ETA: 7s - loss: 1.7214 - accuracy: 0.5265 - top-5-accuracy: 0.8247
+
+
+```
+
+```
+
+131/176 [=====================>........] - ETA: 7s - loss: 1.7219 - accuracy: 0.5267 - top-5-accuracy: 0.8246
+
+
+```
+
+```
+
+132/176 [=====================>........] - ETA: 7s - loss: 1.7213 - accuracy: 0.5268 - top-5-accuracy: 0.8247
+
+
+```
+
+```
+
+133/176 [=====================>........] - ETA: 7s - loss: 1.7227 - accuracy: 0.5263 - top-5-accuracy: 0.8245
+
+
+```
+
+```
+
+134/176 [=====================>........] - ETA: 7s - loss: 1.7224 - accuracy: 0.5263 - top-5-accuracy: 0.8246
+
+
+```
+
+```
+
+135/176 [======================>.......] - ETA: 7s - loss: 1.7227 - accuracy: 0.5261 - top-5-accuracy: 0.8247
+
+
+```
+
+```
+
+136/176 [======================>.......] - ETA: 6s - loss: 1.7220 - accuracy: 0.5262 - top-5-accuracy: 0.8250
+
+
+```
+
+```
+
+137/176 [======================>.......] - ETA: 6s - loss: 1.7221 - accuracy: 0.5261 - top-5-accuracy: 0.8249
+
+
+```
+
+```
+
+138/176 [======================>.......] - ETA: 6s - loss: 1.7235 - accuracy: 0.5257 - top-5-accuracy: 0.8247
+
+
+```
+
+```
+
+139/176 [======================>.......] - ETA: 6s - loss: 1.7233 - accuracy: 0.5256 - top-5-accuracy: 0.8247
+
+
+```
+
+```
+
+140/176 [======================>.......] - ETA: 6s - loss: 1.7245 - accuracy: 0.5252 - top-5-accuracy: 0.8244
+
+
+```
+
+```
+
+141/176 [=======================>......] - ETA: 6s - loss: 1.7234 - accuracy: 0.5256 - top-5-accuracy: 0.8245
+
+
+```
+
+```
+
+142/176 [=======================>......] - ETA: 5s - loss: 1.7245 - accuracy: 0.5255 - top-5-accuracy: 0.8242
+
+
+```
+
+```
+
+143/176 [=======================>......] - ETA: 5s - loss: 1.7249 - accuracy: 0.5257 - top-5-accuracy: 0.8241
+
+
+```
+
+```
+
+144/176 [=======================>......] - ETA: 5s - loss: 1.7257 - accuracy: 0.5254 - top-5-accuracy: 0.8242
+
+
+```
+
+```
+
+145/176 [=======================>......] - ETA: 5s - loss: 1.7264 - accuracy: 0.5254 - top-5-accuracy: 0.8240
+
+
+```
+
+```
+
+146/176 [=======================>......] - ETA: 5s - loss: 1.7273 - accuracy: 0.5249 - top-5-accuracy: 0.8239
+
+
+```
+
+```
+
+147/176 [========================>.....] - ETA: 5s - loss: 1.7297 - accuracy: 0.5244 - top-5-accuracy: 0.8236
+
+
+```
+
+```
+
+148/176 [========================>.....] - ETA: 4s - loss: 1.7293 - accuracy: 0.5243 - top-5-accuracy: 0.8237
+
+
+```
+
+```
+
+149/176 [========================>.....] - ETA: 4s - loss: 1.7306 - accuracy: 0.5240 - top-5-accuracy: 0.8233
+
+
+```
+
+```
+
+150/176 [========================>.....] - ETA: 4s - loss: 1.7303 - accuracy: 0.5240 - top-5-accuracy: 0.8234
+
+
+```
+
+```
+
+151/176 [========================>.....] - ETA: 4s - loss: 1.7305 - accuracy: 0.5239 - top-5-accuracy: 0.8234
+
+
+```
+
+```
+
+152/176 [========================>.....] - ETA: 4s - loss: 1.7308 - accuracy: 0.5240 - top-5-accuracy: 0.8233
+
+
+```
+
+```
+
+153/176 [=========================>....] - ETA: 3s - loss: 1.7306 - accuracy: 0.5241 - top-5-accuracy: 0.8233
+
+
+```
+
+```
+
+154/176 [=========================>....] - ETA: 3s - loss: 1.7306 - accuracy: 0.5241 - top-5-accuracy: 0.8234
+
+
+```
+
+```
+
+155/176 [=========================>....] - ETA: 3s - loss: 1.7309 - accuracy: 0.5241 - top-5-accuracy: 0.8232
+
+
+```
+
+```
+
+156/176 [=========================>....] - ETA: 3s - loss: 1.7307 - accuracy: 0.5241 - top-5-accuracy: 0.8233
+
+
+```
+
+```
+
+157/176 [=========================>....] - ETA: 3s - loss: 1.7310 - accuracy: 0.5239 - top-5-accuracy: 0.8230
+
+
+```
+
+```
+
+158/176 [=========================>....] - ETA: 3s - loss: 1.7301 - accuracy: 0.5244 - top-5-accuracy: 0.8232
+
+
+```
+
+```
+
+159/176 [==========================>...] - ETA: 2s - loss: 1.7306 - accuracy: 0.5241 - top-5-accuracy: 0.8230
+
+
+```
+
+```
+
+160/176 [==========================>...] - ETA: 2s - loss: 1.7300 - accuracy: 0.5242 - top-5-accuracy: 0.8231
+
+
+```
+
+```
+
+161/176 [==========================>...] - ETA: 2s - loss: 1.7304 - accuracy: 0.5240 - top-5-accuracy: 0.8230
+
+
+```
+
+```
+
+162/176 [==========================>...] - ETA: 2s - loss: 1.7307 - accuracy: 0.5241 - top-5-accuracy: 0.8227
+
+
+```
+
+```
+
+163/176 [==========================>...] - ETA: 2s - loss: 1.7308 - accuracy: 0.5241 - top-5-accuracy: 0.8227
+
+
+```
+
+```
+
+164/176 [==========================>...] - ETA: 2s - loss: 1.7322 - accuracy: 0.5237 - top-5-accuracy: 0.8226
+
+
+```
+
+```
+
+165/176 [===========================>..] - ETA: 1s - loss: 1.7337 - accuracy: 0.5232 - top-5-accuracy: 0.8224
+
+
+```
+
+```
+
+166/176 [===========================>..] - ETA: 1s - loss: 1.7342 - accuracy: 0.5231 - top-5-accuracy: 0.8225
+
+
+```
+
+```
+
+167/176 [===========================>..] - ETA: 1s - loss: 1.7352 - accuracy: 0.5229 - top-5-accuracy: 0.8223
+
+
+```
+
+```
+
+168/176 [===========================>..] - ETA: 1s - loss: 1.7355 - accuracy: 0.5227 - top-5-accuracy: 0.8223
+
+
+```
+
+```
+
+169/176 [===========================>..] - ETA: 1s - loss: 1.7346 - accuracy: 0.5233 - top-5-accuracy: 0.8225
+
+
+```
+
+```
+
+170/176 [===========================>..] - ETA: 1s - loss: 1.7346 - accuracy: 0.5232 - top-5-accuracy: 0.8225
+
+
+```
+
+```
+
+171/176 [============================>.] - ETA: 0s - loss: 1.7348 - accuracy: 0.5231 - top-5-accuracy: 0.8224
+
+
+```
+
+```
+
+172/176 [============================>.] - ETA: 0s - loss: 1.7369 - accuracy: 0.5227 - top-5-accuracy: 0.8218
+
+
+```
+
+```
+
+173/176 [============================>.] - ETA: 0s - loss: 1.7361 - accuracy: 0.5226 - top-5-accuracy: 0.8220
+
+
+```
+
+```
+
+174/176 [============================>.] - ETA: 0s - loss: 1.7371 - accuracy: 0.5221 - top-5-accuracy: 0.8217
+
+
+```
+
+```
+
+175/176 [============================>.] - ETA: 0s - loss: 1.7369 - accuracy: 0.5222 - top-5-accuracy: 0.8218
+
+
+```
+
+```
+
+176/176 [==============================] - ETA: 0s - loss: 1.7373 - accuracy: 0.5222 - top-5-accuracy: 0.8217
+
+
+```
+
+```
+
+176/176 [==============================] - 32s 179ms/step - loss: 1.7373 - accuracy: 0.5222 - top-5-accuracy: 0.8217 - val_loss: 1.8723 - val_accuracy: 0.4948 - val_top-5-accuracy: 0.7916
+
+
+
+```
+Epoch 32/50
+
+```
+
+
+ 1/176 [..............................] - ETA: 30s - loss: 1.6023 - accuracy: 0.5391 - top-5-accuracy: 0.8438
+
+
+```
+
+```
+
+ 2/176 [..............................] - ETA: 30s - loss: 1.7038 - accuracy: 0.5078 - top-5-accuracy: 0.8340
+
+
+```
+
+```
+
+ 3/176 [..............................] - ETA: 29s - loss: 1.7308 - accuracy: 0.5039 - top-5-accuracy: 0.8177
+
+
+```
+
+```
+
+ 4/176 [..............................] - ETA: 29s - loss: 1.6878 - accuracy: 0.5215 - top-5-accuracy: 0.8135
+
+
+```
+
+```
+
+ 5/176 [..............................] - ETA: 29s - loss: 1.7069 - accuracy: 0.5234 - top-5-accuracy: 0.8125
+
+
+```
+
+```
+
+ 6/176 [>.............................] - ETA: 29s - loss: 1.6816 - accuracy: 0.5273 - top-5-accuracy: 0.8177
+
+
+```
+
+```
+
+ 7/176 [>.............................] - ETA: 29s - loss: 1.6923 - accuracy: 0.5329 - top-5-accuracy: 0.8181
+
+
+```
+
+```
+
+ 8/176 [>.............................] - ETA: 29s - loss: 1.6852 - accuracy: 0.5376 - top-5-accuracy: 0.8198
+
+
+```
+
+```
+
+ 9/176 [>.............................] - ETA: 28s - loss: 1.6789 - accuracy: 0.5360 - top-5-accuracy: 0.8216
+
+
+```
+
+```
+
+ 10/176 [>.............................] - ETA: 28s - loss: 1.6829 - accuracy: 0.5359 - top-5-accuracy: 0.8238
+
+
+```
+
+```
+
+ 11/176 [>.............................] - ETA: 28s - loss: 1.6919 - accuracy: 0.5352 - top-5-accuracy: 0.8224
+
+
+```
+
+```
+
+ 12/176 [=>............................] - ETA: 28s - loss: 1.7005 - accuracy: 0.5309 - top-5-accuracy: 0.8219
+
+
+```
+
+```
+
+ 13/176 [=>............................] - ETA: 28s - loss: 1.6872 - accuracy: 0.5322 - top-5-accuracy: 0.8254
+
+
+```
+
+```
+
+ 14/176 [=>............................] - ETA: 27s - loss: 1.6802 - accuracy: 0.5349 - top-5-accuracy: 0.8284
+
+
+```
+
+```
+
+ 15/176 [=>............................] - ETA: 27s - loss: 1.6822 - accuracy: 0.5349 - top-5-accuracy: 0.8281
+
+
+```
+
+```
+
+ 16/176 [=>............................] - ETA: 27s - loss: 1.6778 - accuracy: 0.5356 - top-5-accuracy: 0.8286
+
+
+```
+
+```
+
+ 17/176 [=>............................] - ETA: 27s - loss: 1.6742 - accuracy: 0.5358 - top-5-accuracy: 0.8307
+
+
+```
+
+```
+
+ 18/176 [==>...........................] - ETA: 27s - loss: 1.6700 - accuracy: 0.5393 - top-5-accuracy: 0.8316
+
+
+```
+
+```
+
+ 19/176 [==>...........................] - ETA: 27s - loss: 1.6644 - accuracy: 0.5415 - top-5-accuracy: 0.8320
+
+
+```
+
+```
+
+ 20/176 [==>...........................] - ETA: 26s - loss: 1.6566 - accuracy: 0.5432 - top-5-accuracy: 0.8338
+
+
+```
+
+```
+
+ 21/176 [==>...........................] - ETA: 26s - loss: 1.6445 - accuracy: 0.5469 - top-5-accuracy: 0.8356
+
+
+```
+
+```
+
+ 22/176 [==>...........................] - ETA: 26s - loss: 1.6525 - accuracy: 0.5437 - top-5-accuracy: 0.8350
+
+
+```
+
+```
+
+ 23/176 [==>...........................] - ETA: 26s - loss: 1.6550 - accuracy: 0.5428 - top-5-accuracy: 0.8351
+
+
+```
+
+```
+
+ 24/176 [===>..........................] - ETA: 26s - loss: 1.6617 - accuracy: 0.5404 - top-5-accuracy: 0.8353
+
+
+```
+
+```
+
+ 25/176 [===>..........................] - ETA: 26s - loss: 1.6600 - accuracy: 0.5409 - top-5-accuracy: 0.8352
+
+
+```
+
+```
+
+ 26/176 [===>..........................] - ETA: 25s - loss: 1.6596 - accuracy: 0.5407 - top-5-accuracy: 0.8344
+
+
+```
+
+```
+
+ 27/176 [===>..........................] - ETA: 25s - loss: 1.6630 - accuracy: 0.5389 - top-5-accuracy: 0.8345
+
+
+```
+
+```
+
+ 28/176 [===>..........................] - ETA: 25s - loss: 1.6713 - accuracy: 0.5366 - top-5-accuracy: 0.8326
+
+
+```
+
+```
+
+ 29/176 [===>..........................] - ETA: 25s - loss: 1.6715 - accuracy: 0.5360 - top-5-accuracy: 0.8322
+
+
+```
+
+```
+
+ 30/176 [====>.........................] - ETA: 25s - loss: 1.6797 - accuracy: 0.5358 - top-5-accuracy: 0.8305
+
+
+```
+
+```
+
+ 31/176 [====>.........................] - ETA: 25s - loss: 1.6842 - accuracy: 0.5348 - top-5-accuracy: 0.8298
+
+
+```
+
+```
+
+ 32/176 [====>.........................] - ETA: 24s - loss: 1.6896 - accuracy: 0.5344 - top-5-accuracy: 0.8281
+
+
+```
+
+```
+
+ 33/176 [====>.........................] - ETA: 24s - loss: 1.6868 - accuracy: 0.5348 - top-5-accuracy: 0.8291
+
+
+```
+
+```
+
+ 34/176 [====>.........................] - ETA: 24s - loss: 1.6871 - accuracy: 0.5355 - top-5-accuracy: 0.8288
+
+
+```
+
+```
+
+ 35/176 [====>.........................] - ETA: 24s - loss: 1.6869 - accuracy: 0.5354 - top-5-accuracy: 0.8283
+
+
+```
+
+```
+
+ 36/176 [=====>........................] - ETA: 24s - loss: 1.6882 - accuracy: 0.5342 - top-5-accuracy: 0.8282
+
+
+```
+
+```
+
+ 37/176 [=====>........................] - ETA: 24s - loss: 1.6871 - accuracy: 0.5334 - top-5-accuracy: 0.8289
+
+
+```
+
+```
+
+ 38/176 [=====>........................] - ETA: 23s - loss: 1.6875 - accuracy: 0.5342 - top-5-accuracy: 0.8285
+
+
+```
+
+```
+
+ 39/176 [=====>........................] - ETA: 23s - loss: 1.6909 - accuracy: 0.5337 - top-5-accuracy: 0.8278
+
+
+```
+
+```
+
+ 40/176 [=====>........................] - ETA: 23s - loss: 1.6974 - accuracy: 0.5317 - top-5-accuracy: 0.8269
+
+
+```
+
+```
+
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+
+
+```
+
+```
+
+ 42/176 [======>.......................] - ETA: 23s - loss: 1.6930 - accuracy: 0.5329 - top-5-accuracy: 0.8277
+
+
+```
+
+```
+
+ 43/176 [======>.......................] - ETA: 22s - loss: 1.6946 - accuracy: 0.5323 - top-5-accuracy: 0.8270
+
+
+```
+
+```
+
+ 44/176 [======>.......................] - ETA: 22s - loss: 1.6920 - accuracy: 0.5324 - top-5-accuracy: 0.8275
+
+
+```
+
+```
+
+ 45/176 [======>.......................] - ETA: 22s - loss: 1.6908 - accuracy: 0.5331 - top-5-accuracy: 0.8278
+
+
+```
+
+```
+
+ 46/176 [======>.......................] - ETA: 22s - loss: 1.6902 - accuracy: 0.5330 - top-5-accuracy: 0.8278
+
+
+```
+
+```
+
+ 47/176 [=======>......................] - ETA: 22s - loss: 1.6912 - accuracy: 0.5331 - top-5-accuracy: 0.8275
+
+
+```
+
+```
+
+ 48/176 [=======>......................] - ETA: 22s - loss: 1.6931 - accuracy: 0.5321 - top-5-accuracy: 0.8268
+
+
+```
+
+```
+
+ 49/176 [=======>......................] - ETA: 21s - loss: 1.6913 - accuracy: 0.5322 - top-5-accuracy: 0.8276
+
+
+```
+
+```
+
+ 50/176 [=======>......................] - ETA: 21s - loss: 1.6922 - accuracy: 0.5323 - top-5-accuracy: 0.8276
+
+
+```
+
+```
+
+ 51/176 [=======>......................] - ETA: 21s - loss: 1.6912 - accuracy: 0.5332 - top-5-accuracy: 0.8277
+
+
+```
+
+```
+
+ 52/176 [=======>......................] - ETA: 21s - loss: 1.6897 - accuracy: 0.5334 - top-5-accuracy: 0.8277
+
+
+```
+
+```
+
+ 53/176 [========>.....................] - ETA: 21s - loss: 1.6924 - accuracy: 0.5331 - top-5-accuracy: 0.8275
+
+
+```
+
+```
+
+ 54/176 [========>.....................] - ETA: 21s - loss: 1.6941 - accuracy: 0.5325 - top-5-accuracy: 0.8275
+
+
+```
+
+```
+
+ 55/176 [========>.....................] - ETA: 20s - loss: 1.6942 - accuracy: 0.5320 - top-5-accuracy: 0.8276
+
+
+```
+
+```
+
+ 56/176 [========>.....................] - ETA: 20s - loss: 1.6955 - accuracy: 0.5318 - top-5-accuracy: 0.8278
+
+
+```
+
+```
+
+ 57/176 [========>.....................] - ETA: 20s - loss: 1.6994 - accuracy: 0.5310 - top-5-accuracy: 0.8272
+
+
+```
+
+```
+
+ 58/176 [========>.....................] - ETA: 20s - loss: 1.7004 - accuracy: 0.5311 - top-5-accuracy: 0.8269
+
+
+```
+
+```
+
+ 59/176 [=========>....................] - ETA: 20s - loss: 1.7030 - accuracy: 0.5312 - top-5-accuracy: 0.8262
+
+
+```
+
+```
+
+ 60/176 [=========>....................] - ETA: 20s - loss: 1.7022 - accuracy: 0.5311 - top-5-accuracy: 0.8267
+
+
+```
+
+```
+
+ 61/176 [=========>....................] - ETA: 19s - loss: 1.7025 - accuracy: 0.5314 - top-5-accuracy: 0.8266
+
+
+```
+
+```
+
+ 62/176 [=========>....................] - ETA: 19s - loss: 1.7038 - accuracy: 0.5310 - top-5-accuracy: 0.8269
+
+
+```
+
+```
+
+ 63/176 [=========>....................] - ETA: 19s - loss: 1.7035 - accuracy: 0.5306 - top-5-accuracy: 0.8273
+
+
+```
+
+```
+
+ 64/176 [=========>....................] - ETA: 19s - loss: 1.7044 - accuracy: 0.5307 - top-5-accuracy: 0.8271
+
+
+```
+
+```
+
+ 65/176 [==========>...................] - ETA: 19s - loss: 1.7019 - accuracy: 0.5314 - top-5-accuracy: 0.8277
+
+
+```
+
+```
+
+ 66/176 [==========>...................] - ETA: 19s - loss: 1.7026 - accuracy: 0.5312 - top-5-accuracy: 0.8275
+
+
+```
+
+```
+
+ 67/176 [==========>...................] - ETA: 18s - loss: 1.7037 - accuracy: 0.5307 - top-5-accuracy: 0.8273
+
+
+```
+
+```
+
+ 68/176 [==========>...................] - ETA: 18s - loss: 1.7030 - accuracy: 0.5308 - top-5-accuracy: 0.8273
+
+
+```
+
+```
+
+ 69/176 [==========>...................] - ETA: 18s - loss: 1.7002 - accuracy: 0.5315 - top-5-accuracy: 0.8279
+
+
+```
+
+```
+
+ 70/176 [==========>...................] - ETA: 18s - loss: 1.7003 - accuracy: 0.5319 - top-5-accuracy: 0.8278
+
+
+```
+
+```
+
+ 71/176 [===========>..................] - ETA: 18s - loss: 1.7013 - accuracy: 0.5316 - top-5-accuracy: 0.8278
+
+
+```
+
+```
+
+ 72/176 [===========>..................] - ETA: 17s - loss: 1.7008 - accuracy: 0.5318 - top-5-accuracy: 0.8281
+
+
+```
+
+```
+
+ 73/176 [===========>..................] - ETA: 17s - loss: 1.7000 - accuracy: 0.5315 - top-5-accuracy: 0.8282
+
+
+```
+
+```
+
+ 74/176 [===========>..................] - ETA: 17s - loss: 1.6972 - accuracy: 0.5321 - top-5-accuracy: 0.8289
+
+
+```
+
+```
+
+ 75/176 [===========>..................] - ETA: 17s - loss: 1.6971 - accuracy: 0.5318 - top-5-accuracy: 0.8288
+
+
+```
+
+```
+
+ 76/176 [===========>..................] - ETA: 17s - loss: 1.6972 - accuracy: 0.5315 - top-5-accuracy: 0.8287
+
+
+```
+
+```
+
+ 77/176 [============>.................] - ETA: 17s - loss: 1.6981 - accuracy: 0.5314 - top-5-accuracy: 0.8284
+
+
+```
+
+```
+
+ 78/176 [============>.................] - ETA: 16s - loss: 1.6971 - accuracy: 0.5318 - top-5-accuracy: 0.8285
+
+
+```
+
+```
+
+ 79/176 [============>.................] - ETA: 16s - loss: 1.6979 - accuracy: 0.5322 - top-5-accuracy: 0.8281
+
+
+```
+
+```
+
+ 80/176 [============>.................] - ETA: 16s - loss: 1.6977 - accuracy: 0.5320 - top-5-accuracy: 0.8285
+
+
+```
+
+```
+
+ 81/176 [============>.................] - ETA: 16s - loss: 1.6972 - accuracy: 0.5318 - top-5-accuracy: 0.8290
+
+
+```
+
+```
+
+ 82/176 [============>.................] - ETA: 16s - loss: 1.6985 - accuracy: 0.5314 - top-5-accuracy: 0.8286
+
+
+```
+
+```
+
+ 83/176 [=============>................] - ETA: 16s - loss: 1.7012 - accuracy: 0.5312 - top-5-accuracy: 0.8280
+
+
+```
+
+```
+
+ 84/176 [=============>................] - ETA: 15s - loss: 1.7005 - accuracy: 0.5315 - top-5-accuracy: 0.8281
+
+
+```
+
+```
+
+ 85/176 [=============>................] - ETA: 15s - loss: 1.7022 - accuracy: 0.5309 - top-5-accuracy: 0.8278
+
+
+```
+
+```
+
+ 86/176 [=============>................] - ETA: 15s - loss: 1.7033 - accuracy: 0.5305 - top-5-accuracy: 0.8275
+
+
+```
+
+```
+
+ 87/176 [=============>................] - ETA: 15s - loss: 1.7027 - accuracy: 0.5304 - top-5-accuracy: 0.8276
+
+
+```
+
+```
+
+ 88/176 [==============>...............] - ETA: 15s - loss: 1.7033 - accuracy: 0.5303 - top-5-accuracy: 0.8275
+
+
+```
+
+```
+
+ 89/176 [==============>...............] - ETA: 15s - loss: 1.7027 - accuracy: 0.5306 - top-5-accuracy: 0.8275
+
+
+```
+
+```
+
+ 90/176 [==============>...............] - ETA: 14s - loss: 1.7028 - accuracy: 0.5307 - top-5-accuracy: 0.8275
+
+
+```
+
+```
+
+ 91/176 [==============>...............] - ETA: 14s - loss: 1.7011 - accuracy: 0.5311 - top-5-accuracy: 0.8277
+
+
+```
+
+```
+
+ 92/176 [==============>...............] - ETA: 14s - loss: 1.7017 - accuracy: 0.5315 - top-5-accuracy: 0.8272
+
+
+```
+
+```
+
+ 93/176 [==============>...............] - ETA: 14s - loss: 1.7021 - accuracy: 0.5311 - top-5-accuracy: 0.8273
+
+
+```
+
+```
+
+ 94/176 [===============>..............] - ETA: 14s - loss: 1.7025 - accuracy: 0.5310 - top-5-accuracy: 0.8271
+
+
+```
+
+```
+
+ 95/176 [===============>..............] - ETA: 14s - loss: 1.7031 - accuracy: 0.5314 - top-5-accuracy: 0.8268
+
+
+```
+
+```
+
+ 96/176 [===============>..............] - ETA: 13s - loss: 1.7031 - accuracy: 0.5316 - top-5-accuracy: 0.8269
+
+
+```
+
+```
+
+ 97/176 [===============>..............] - ETA: 13s - loss: 1.7015 - accuracy: 0.5322 - top-5-accuracy: 0.8270
+
+
+```
+
+```
+
+ 98/176 [===============>..............] - ETA: 13s - loss: 1.7022 - accuracy: 0.5317 - top-5-accuracy: 0.8270
+
+
+```
+
+```
+
+ 99/176 [===============>..............] - ETA: 13s - loss: 1.7033 - accuracy: 0.5315 - top-5-accuracy: 0.8271
+
+
+```
+
+```
+
+100/176 [================>.............] - ETA: 13s - loss: 1.7031 - accuracy: 0.5312 - top-5-accuracy: 0.8271
+
+
+```
+
+```
+
+101/176 [================>.............] - ETA: 12s - loss: 1.7019 - accuracy: 0.5312 - top-5-accuracy: 0.8275
+
+
+```
+
+```
+
+102/176 [================>.............] - ETA: 12s - loss: 1.7012 - accuracy: 0.5314 - top-5-accuracy: 0.8274
+
+
+```
+
+```
+
+103/176 [================>.............] - ETA: 12s - loss: 1.7016 - accuracy: 0.5313 - top-5-accuracy: 0.8271
+
+
+```
+
+```
+
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+
+
+```
+
+```
+
+105/176 [================>.............] - ETA: 12s - loss: 1.7031 - accuracy: 0.5311 - top-5-accuracy: 0.8263
+
+
+```
+
+```
+
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+
+
+```
+
+```
+
+107/176 [=================>............] - ETA: 11s - loss: 1.7037 - accuracy: 0.5311 - top-5-accuracy: 0.8257
+
+
+```
+
+```
+
+108/176 [=================>............] - ETA: 11s - loss: 1.7025 - accuracy: 0.5310 - top-5-accuracy: 0.8260
+
+
+```
+
+```
+
+109/176 [=================>............] - ETA: 11s - loss: 1.7037 - accuracy: 0.5308 - top-5-accuracy: 0.8256
+
+
+```
+
+```
+
+110/176 [=================>............] - ETA: 11s - loss: 1.7025 - accuracy: 0.5309 - top-5-accuracy: 0.8260
+
+
+```
+
+```
+
+111/176 [=================>............] - ETA: 11s - loss: 1.7027 - accuracy: 0.5308 - top-5-accuracy: 0.8260
+
+
+```
+
+```
+
+112/176 [==================>...........] - ETA: 11s - loss: 1.7040 - accuracy: 0.5304 - top-5-accuracy: 0.8260
+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
+119/176 [===================>..........] - ETA: 9s - loss: 1.7073 - accuracy: 0.5298 - top-5-accuracy: 0.8259
+
+
+```
+
+```
+
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+
+
+```
+
+```
+
+121/176 [===================>..........] - ETA: 9s - loss: 1.7082 - accuracy: 0.5297 - top-5-accuracy: 0.8259
+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
+132/176 [=====================>........] - ETA: 7s - loss: 1.7134 - accuracy: 0.5288 - top-5-accuracy: 0.8246
+
+
+```
+
+```
+
+133/176 [=====================>........] - ETA: 7s - loss: 1.7144 - accuracy: 0.5286 - top-5-accuracy: 0.8243
+
+
+```
+
+```
+
+134/176 [=====================>........] - ETA: 7s - loss: 1.7147 - accuracy: 0.5287 - top-5-accuracy: 0.8243
+
+
+```
+
+```
+
+135/176 [======================>.......] - ETA: 7s - loss: 1.7155 - accuracy: 0.5285 - top-5-accuracy: 0.8242
+
+
+```
+
+```
+
+136/176 [======================>.......] - ETA: 6s - loss: 1.7153 - accuracy: 0.5284 - top-5-accuracy: 0.8240
+
+
+```
+
+```
+
+137/176 [======================>.......] - ETA: 6s - loss: 1.7161 - accuracy: 0.5276 - top-5-accuracy: 0.8240
+
+
+```
+
+```
+
+138/176 [======================>.......] - ETA: 6s - loss: 1.7169 - accuracy: 0.5274 - top-5-accuracy: 0.8238
+
+
+```
+
+```
+
+139/176 [======================>.......] - ETA: 6s - loss: 1.7177 - accuracy: 0.5272 - top-5-accuracy: 0.8237
+
+
+```
+
+```
+
+140/176 [======================>.......] - ETA: 6s - loss: 1.7187 - accuracy: 0.5271 - top-5-accuracy: 0.8234
+
+
+```
+
+```
+
+141/176 [=======================>......] - ETA: 6s - loss: 1.7188 - accuracy: 0.5269 - top-5-accuracy: 0.8234
+
+
+```
+
+```
+
+142/176 [=======================>......] - ETA: 5s - loss: 1.7195 - accuracy: 0.5267 - top-5-accuracy: 0.8233
+
+
+```
+
+```
+
+143/176 [=======================>......] - ETA: 5s - loss: 1.7197 - accuracy: 0.5268 - top-5-accuracy: 0.8233
+
+
+```
+
+```
+
+144/176 [=======================>......] - ETA: 5s - loss: 1.7201 - accuracy: 0.5267 - top-5-accuracy: 0.8234
+
+
+```
+
+```
+
+145/176 [=======================>......] - ETA: 5s - loss: 1.7194 - accuracy: 0.5269 - top-5-accuracy: 0.8234
+
+
+```
+
+```
+
+146/176 [=======================>......] - ETA: 5s - loss: 1.7185 - accuracy: 0.5270 - top-5-accuracy: 0.8235
+
+
+```
+
+```
+
+147/176 [========================>.....] - ETA: 5s - loss: 1.7192 - accuracy: 0.5271 - top-5-accuracy: 0.8235
+
+
+```
+
+```
+
+148/176 [========================>.....] - ETA: 4s - loss: 1.7200 - accuracy: 0.5266 - top-5-accuracy: 0.8234
+
+
+```
+
+```
+
+149/176 [========================>.....] - ETA: 4s - loss: 1.7188 - accuracy: 0.5269 - top-5-accuracy: 0.8236
+
+
+```
+
+```
+
+150/176 [========================>.....] - ETA: 4s - loss: 1.7166 - accuracy: 0.5273 - top-5-accuracy: 0.8239
+
+
+```
+
+```
+
+151/176 [========================>.....] - ETA: 4s - loss: 1.7154 - accuracy: 0.5277 - top-5-accuracy: 0.8240
+
+
+```
+
+```
+
+152/176 [========================>.....] - ETA: 4s - loss: 1.7162 - accuracy: 0.5274 - top-5-accuracy: 0.8238
+
+
+```
+
+```
+
+153/176 [=========================>....] - ETA: 3s - loss: 1.7155 - accuracy: 0.5277 - top-5-accuracy: 0.8240
+
+
+```
+
+```
+
+154/176 [=========================>....] - ETA: 3s - loss: 1.7167 - accuracy: 0.5274 - top-5-accuracy: 0.8238
+
+
+```
+
+```
+
+155/176 [=========================>....] - ETA: 3s - loss: 1.7168 - accuracy: 0.5273 - top-5-accuracy: 0.8237
+
+
+```
+
+```
+
+156/176 [=========================>....] - ETA: 3s - loss: 1.7163 - accuracy: 0.5274 - top-5-accuracy: 0.8237
+
+
+```
+
+```
+
+157/176 [=========================>....] - ETA: 3s - loss: 1.7158 - accuracy: 0.5274 - top-5-accuracy: 0.8239
+
+
+```
+
+```
+
+158/176 [=========================>....] - ETA: 3s - loss: 1.7171 - accuracy: 0.5272 - top-5-accuracy: 0.8236
+
+
+```
+
+```
+
+159/176 [==========================>...] - ETA: 2s - loss: 1.7160 - accuracy: 0.5274 - top-5-accuracy: 0.8238
+
+
+```
+
+```
+
+160/176 [==========================>...] - ETA: 2s - loss: 1.7165 - accuracy: 0.5273 - top-5-accuracy: 0.8238
+
+
+```
+
+```
+
+161/176 [==========================>...] - ETA: 2s - loss: 1.7176 - accuracy: 0.5272 - top-5-accuracy: 0.8236
+
+
+```
+
+```
+
+162/176 [==========================>...] - ETA: 2s - loss: 1.7181 - accuracy: 0.5271 - top-5-accuracy: 0.8234
+
+
+```
+
+```
+
+163/176 [==========================>...] - ETA: 2s - loss: 1.7182 - accuracy: 0.5271 - top-5-accuracy: 0.8233
+
+
+```
+
+```
+
+164/176 [==========================>...] - ETA: 2s - loss: 1.7187 - accuracy: 0.5270 - top-5-accuracy: 0.8231
+
+
+```
+
+```
+
+165/176 [===========================>..] - ETA: 1s - loss: 1.7189 - accuracy: 0.5268 - top-5-accuracy: 0.8229
+
+
+```
+
+```
+
+166/176 [===========================>..] - ETA: 1s - loss: 1.7188 - accuracy: 0.5270 - top-5-accuracy: 0.8228
+
+
+```
+
+```
+
+167/176 [===========================>..] - ETA: 1s - loss: 1.7177 - accuracy: 0.5271 - top-5-accuracy: 0.8230
+
+
+```
+
+```
+
+168/176 [===========================>..] - ETA: 1s - loss: 1.7175 - accuracy: 0.5273 - top-5-accuracy: 0.8230
+
+
+```
+
+```
+
+169/176 [===========================>..] - ETA: 1s - loss: 1.7172 - accuracy: 0.5274 - top-5-accuracy: 0.8230
+
+
+```
+
+```
+
+170/176 [===========================>..] - ETA: 1s - loss: 1.7176 - accuracy: 0.5273 - top-5-accuracy: 0.8230
+
+
+```
+
+```
+
+171/176 [============================>.] - ETA: 0s - loss: 1.7183 - accuracy: 0.5271 - top-5-accuracy: 0.8230
+
+
+```
+
+```
+
+172/176 [============================>.] - ETA: 0s - loss: 1.7191 - accuracy: 0.5272 - top-5-accuracy: 0.8229
+
+
+```
+
+```
+
+173/176 [============================>.] - ETA: 0s - loss: 1.7186 - accuracy: 0.5272 - top-5-accuracy: 0.8230
+
+
+```
+
+```
+
+174/176 [============================>.] - ETA: 0s - loss: 1.7190 - accuracy: 0.5273 - top-5-accuracy: 0.8230
+
+
+```
+
+```
+
+175/176 [============================>.] - ETA: 0s - loss: 1.7195 - accuracy: 0.5272 - top-5-accuracy: 0.8229
+
+
+```
+
+```
+
+176/176 [==============================] - ETA: 0s - loss: 1.7193 - accuracy: 0.5272 - top-5-accuracy: 0.8230
+
+
+```
+
+```
+
+176/176 [==============================] - 32s 180ms/step - loss: 1.7193 - accuracy: 0.5272 - top-5-accuracy: 0.8230 - val_loss: 1.9002 - val_accuracy: 0.4928 - val_top-5-accuracy: 0.7838
+
+
+
+```
+Epoch 33/50
+
+```
+
+
+ 1/176 [..............................] - ETA: 30s - loss: 1.8220 - accuracy: 0.4961 - top-5-accuracy: 0.8125
+
+
+```
+
+```
+
+ 2/176 [..............................] - ETA: 30s - loss: 1.7599 - accuracy: 0.5000 - top-5-accuracy: 0.8086
+
+
+```
+
+```
+
+ 3/176 [..............................] - ETA: 29s - loss: 1.7546 - accuracy: 0.5065 - top-5-accuracy: 0.8099
+
+
+```
+
+```
+
+ 4/176 [..............................] - ETA: 29s - loss: 1.7148 - accuracy: 0.5225 - top-5-accuracy: 0.8232
+
+
+```
+
+```
+
+ 5/176 [..............................] - ETA: 29s - loss: 1.7555 - accuracy: 0.5219 - top-5-accuracy: 0.8172
+
+
+```
+
+```
+
+ 6/176 [>.............................] - ETA: 29s - loss: 1.7568 - accuracy: 0.5234 - top-5-accuracy: 0.8216
+
+
+```
+
+```
+
+ 7/176 [>.............................] - ETA: 29s - loss: 1.7347 - accuracy: 0.5285 - top-5-accuracy: 0.8276
+
+
+```
+
+```
+
+ 8/176 [>.............................] - ETA: 29s - loss: 1.7312 - accuracy: 0.5234 - top-5-accuracy: 0.8276
+
+
+```
+
+```
+
+ 9/176 [>.............................] - ETA: 28s - loss: 1.7313 - accuracy: 0.5182 - top-5-accuracy: 0.8281
+
+
+```
+
+```
+
+ 10/176 [>.............................] - ETA: 28s - loss: 1.7333 - accuracy: 0.5172 - top-5-accuracy: 0.8293
+
+
+```
+
+```
+
+ 11/176 [>.............................] - ETA: 28s - loss: 1.7138 - accuracy: 0.5234 - top-5-accuracy: 0.8327
+
+
+```
+
+```
+
+ 12/176 [=>............................] - ETA: 28s - loss: 1.7032 - accuracy: 0.5244 - top-5-accuracy: 0.8350
+
+
+```
+
+```
+
+ 13/176 [=>............................] - ETA: 28s - loss: 1.6916 - accuracy: 0.5303 - top-5-accuracy: 0.8371
+
+
+```
+
+```
+
+ 14/176 [=>............................] - ETA: 28s - loss: 1.6969 - accuracy: 0.5290 - top-5-accuracy: 0.8345
+
+
+```
+
+```
+
+ 15/176 [=>............................] - ETA: 27s - loss: 1.6887 - accuracy: 0.5310 - top-5-accuracy: 0.8372
+
+
+```
+
+```
+
+ 16/176 [=>............................] - ETA: 27s - loss: 1.6866 - accuracy: 0.5315 - top-5-accuracy: 0.8372
+
+
+```
+
+```
+
+ 17/176 [=>............................] - ETA: 27s - loss: 1.6900 - accuracy: 0.5326 - top-5-accuracy: 0.8371
+
+
+```
+
+```
+
+ 18/176 [==>...........................] - ETA: 27s - loss: 1.6990 - accuracy: 0.5293 - top-5-accuracy: 0.8381
+
+
+```
+
+```
+
+ 19/176 [==>...........................] - ETA: 27s - loss: 1.6925 - accuracy: 0.5304 - top-5-accuracy: 0.8380
+
+
+```
+
+```
+
+ 20/176 [==>...........................] - ETA: 27s - loss: 1.6814 - accuracy: 0.5322 - top-5-accuracy: 0.8387
+
+
+```
+
+```
+
+ 21/176 [==>...........................] - ETA: 26s - loss: 1.6792 - accuracy: 0.5322 - top-5-accuracy: 0.8380
+
+
+```
+
+```
+
+ 22/176 [==>...........................] - ETA: 26s - loss: 1.6786 - accuracy: 0.5314 - top-5-accuracy: 0.8386
+
+
+```
+
+```
+
+ 23/176 [==>...........................] - ETA: 26s - loss: 1.6866 - accuracy: 0.5306 - top-5-accuracy: 0.8364
+
+
+```
+
+```
+
+ 24/176 [===>..........................] - ETA: 26s - loss: 1.6959 - accuracy: 0.5296 - top-5-accuracy: 0.8345
+
+
+```
+
+```
+
+ 25/176 [===>..........................] - ETA: 26s - loss: 1.6954 - accuracy: 0.5302 - top-5-accuracy: 0.8352
+
+
+```
+
+```
+
+ 26/176 [===>..........................] - ETA: 25s - loss: 1.6921 - accuracy: 0.5314 - top-5-accuracy: 0.8349
+
+
+```
+
+```
+
+ 27/176 [===>..........................] - ETA: 25s - loss: 1.6986 - accuracy: 0.5295 - top-5-accuracy: 0.8342
+
+
+```
+
+```
+
+ 28/176 [===>..........................] - ETA: 25s - loss: 1.6968 - accuracy: 0.5289 - top-5-accuracy: 0.8338
+
+
+```
+
+```
+
+ 29/176 [===>..........................] - ETA: 25s - loss: 1.6970 - accuracy: 0.5280 - top-5-accuracy: 0.8347
+
+
+```
+
+```
+
+ 30/176 [====>.........................] - ETA: 25s - loss: 1.6953 - accuracy: 0.5296 - top-5-accuracy: 0.8346
+
+
+```
+
+```
+
+ 31/176 [====>.........................] - ETA: 25s - loss: 1.6889 - accuracy: 0.5309 - top-5-accuracy: 0.8359
+
+
+```
+
+```
+
+ 32/176 [====>.........................] - ETA: 24s - loss: 1.6879 - accuracy: 0.5314 - top-5-accuracy: 0.8365
+
+
+```
+
+```
+
+ 33/176 [====>.........................] - ETA: 24s - loss: 1.6825 - accuracy: 0.5330 - top-5-accuracy: 0.8369
+
+
+```
+
+```
+
+ 34/176 [====>.........................] - ETA: 24s - loss: 1.6825 - accuracy: 0.5325 - top-5-accuracy: 0.8369
+
+
+```
+
+```
+
+ 35/176 [====>.........................] - ETA: 24s - loss: 1.6819 - accuracy: 0.5327 - top-5-accuracy: 0.8369
+
+
+```
+
+```
+
+ 36/176 [=====>........................] - ETA: 24s - loss: 1.6806 - accuracy: 0.5337 - top-5-accuracy: 0.8370
+
+
+```
+
+```
+
+ 37/176 [=====>........................] - ETA: 24s - loss: 1.6838 - accuracy: 0.5334 - top-5-accuracy: 0.8365
+
+
+```
+
+```
+
+ 38/176 [=====>........................] - ETA: 23s - loss: 1.6848 - accuracy: 0.5333 - top-5-accuracy: 0.8366
+
+
+```
+
+```
+
+ 39/176 [=====>........................] - ETA: 23s - loss: 1.6824 - accuracy: 0.5332 - top-5-accuracy: 0.8368
+
+
+```
+
+```
+
+ 40/176 [=====>........................] - ETA: 23s - loss: 1.6828 - accuracy: 0.5331 - top-5-accuracy: 0.8361
+
+
+```
+
+```
+
+ 41/176 [=====>........................] - ETA: 23s - loss: 1.6801 - accuracy: 0.5345 - top-5-accuracy: 0.8369
+
+
+```
+
+```
+
+ 42/176 [======>.......................] - ETA: 23s - loss: 1.6826 - accuracy: 0.5339 - top-5-accuracy: 0.8363
+
+
+```
+
+```
+
+ 43/176 [======>.......................] - ETA: 23s - loss: 1.6842 - accuracy: 0.5337 - top-5-accuracy: 0.8363
+
+
+```
+
+```
+
+ 44/176 [======>.......................] - ETA: 22s - loss: 1.6848 - accuracy: 0.5333 - top-5-accuracy: 0.8363
+
+
+```
+
+```
+
+ 45/176 [======>.......................] - ETA: 22s - loss: 1.6808 - accuracy: 0.5337 - top-5-accuracy: 0.8371
+
+
+```
+
+```
+
+ 46/176 [======>.......................] - ETA: 22s - loss: 1.6770 - accuracy: 0.5346 - top-5-accuracy: 0.8370
+
+
+```
+
+```
+
+ 47/176 [=======>......................] - ETA: 22s - loss: 1.6766 - accuracy: 0.5351 - top-5-accuracy: 0.8365
+
+
+```
+
+```
+
+ 48/176 [=======>......................] - ETA: 22s - loss: 1.6739 - accuracy: 0.5352 - top-5-accuracy: 0.8367
+
+
+```
+
+```
+
+ 49/176 [=======>......................] - ETA: 21s - loss: 1.6717 - accuracy: 0.5361 - top-5-accuracy: 0.8369
+
+
+```
+
+```
+
+ 50/176 [=======>......................] - ETA: 21s - loss: 1.6685 - accuracy: 0.5363 - top-5-accuracy: 0.8370
+
+
+```
+
+```
+
+ 51/176 [=======>......................] - ETA: 21s - loss: 1.6703 - accuracy: 0.5355 - top-5-accuracy: 0.8371
+
+
+```
+
+```
+
+ 52/176 [=======>......................] - ETA: 21s - loss: 1.6695 - accuracy: 0.5361 - top-5-accuracy: 0.8371
+
+
+```
+
+```
+
+ 53/176 [========>.....................] - ETA: 21s - loss: 1.6705 - accuracy: 0.5356 - top-5-accuracy: 0.8367
+
+
+```
+
+```
+
+ 54/176 [========>.....................] - ETA: 21s - loss: 1.6666 - accuracy: 0.5375 - top-5-accuracy: 0.8370
+
+
+```
+
+```
+
+ 55/176 [========>.....................] - ETA: 20s - loss: 1.6629 - accuracy: 0.5384 - top-5-accuracy: 0.8369
+
+
+```
+
+```
+
+ 56/176 [========>.....................] - ETA: 20s - loss: 1.6614 - accuracy: 0.5391 - top-5-accuracy: 0.8373
+
+
+```
+
+```
+
+ 57/176 [========>.....................] - ETA: 20s - loss: 1.6600 - accuracy: 0.5402 - top-5-accuracy: 0.8374
+
+
+```
+
+```
+
+ 58/176 [========>.....................] - ETA: 20s - loss: 1.6605 - accuracy: 0.5403 - top-5-accuracy: 0.8378
+
+
+```
+
+```
+
+ 59/176 [=========>....................] - ETA: 20s - loss: 1.6612 - accuracy: 0.5401 - top-5-accuracy: 0.8377
+
+
+```
+
+```
+
+ 60/176 [=========>....................] - ETA: 20s - loss: 1.6603 - accuracy: 0.5395 - top-5-accuracy: 0.8378
+
+
+```
+
+```
+
+ 61/176 [=========>....................] - ETA: 19s - loss: 1.6596 - accuracy: 0.5398 - top-5-accuracy: 0.8380
+
+
+```
+
+```
+
+ 62/176 [=========>....................] - ETA: 19s - loss: 1.6595 - accuracy: 0.5404 - top-5-accuracy: 0.8374
+
+
+```
+
+```
+
+ 63/176 [=========>....................] - ETA: 19s - loss: 1.6601 - accuracy: 0.5402 - top-5-accuracy: 0.8370
+
+
+```
+
+```
+
+ 64/176 [=========>....................] - ETA: 19s - loss: 1.6601 - accuracy: 0.5402 - top-5-accuracy: 0.8369
+
+
+```
+
+```
+
+ 65/176 [==========>...................] - ETA: 19s - loss: 1.6593 - accuracy: 0.5409 - top-5-accuracy: 0.8369
+
+
+```
+
+```
+
+ 66/176 [==========>...................] - ETA: 19s - loss: 1.6660 - accuracy: 0.5393 - top-5-accuracy: 0.8353
+
+
+```
+
+```
+
+ 67/176 [==========>...................] - ETA: 18s - loss: 1.6646 - accuracy: 0.5398 - top-5-accuracy: 0.8355
+
+
+```
+
+```
+
+ 68/176 [==========>...................] - ETA: 18s - loss: 1.6634 - accuracy: 0.5400 - top-5-accuracy: 0.8358
+
+
+```
+
+```
+
+ 69/176 [==========>...................] - ETA: 18s - loss: 1.6627 - accuracy: 0.5400 - top-5-accuracy: 0.8358
+
+
+```
+
+```
+
+ 70/176 [==========>...................] - ETA: 18s - loss: 1.6640 - accuracy: 0.5401 - top-5-accuracy: 0.8355
+
+
+```
+
+```
+
+ 71/176 [===========>..................] - ETA: 18s - loss: 1.6619 - accuracy: 0.5404 - top-5-accuracy: 0.8359
+
+
+```
+
+```
+
+ 72/176 [===========>..................] - ETA: 18s - loss: 1.6645 - accuracy: 0.5398 - top-5-accuracy: 0.8352
+
+
+```
+
+```
+
+ 73/176 [===========>..................] - ETA: 17s - loss: 1.6671 - accuracy: 0.5390 - top-5-accuracy: 0.8348
+
+
+```
+
+```
+
+ 74/176 [===========>..................] - ETA: 17s - loss: 1.6676 - accuracy: 0.5393 - top-5-accuracy: 0.8343
+
+
+```
+
+```
+
+ 75/176 [===========>..................] - ETA: 17s - loss: 1.6665 - accuracy: 0.5392 - top-5-accuracy: 0.8345
+
+
+```
+
+```
+
+ 76/176 [===========>..................] - ETA: 17s - loss: 1.6670 - accuracy: 0.5392 - top-5-accuracy: 0.8341
+
+
+```
+
+```
+
+ 77/176 [============>.................] - ETA: 17s - loss: 1.6658 - accuracy: 0.5400 - top-5-accuracy: 0.8344
+
+
+```
+
+```
+
+ 78/176 [============>.................] - ETA: 16s - loss: 1.6656 - accuracy: 0.5396 - top-5-accuracy: 0.8348
+
+
+```
+
+```
+
+ 79/176 [============>.................] - ETA: 16s - loss: 1.6635 - accuracy: 0.5397 - top-5-accuracy: 0.8350
+
+
+```
+
+```
+
+ 80/176 [============>.................] - ETA: 16s - loss: 1.6621 - accuracy: 0.5399 - top-5-accuracy: 0.8352
+
+
+```
+
+```
+
+ 81/176 [============>.................] - ETA: 16s - loss: 1.6621 - accuracy: 0.5400 - top-5-accuracy: 0.8351
+
+
+```
+
+```
+
+ 82/176 [============>.................] - ETA: 16s - loss: 1.6614 - accuracy: 0.5406 - top-5-accuracy: 0.8351
+
+
+```
+
+```
+
+ 83/176 [=============>................] - ETA: 16s - loss: 1.6631 - accuracy: 0.5397 - top-5-accuracy: 0.8349
+
+
+```
+
+```
+
+ 84/176 [=============>................] - ETA: 15s - loss: 1.6627 - accuracy: 0.5398 - top-5-accuracy: 0.8350
+
+
+```
+
+```
+
+ 85/176 [=============>................] - ETA: 15s - loss: 1.6630 - accuracy: 0.5400 - top-5-accuracy: 0.8347
+
+
+```
+
+```
+
+ 86/176 [=============>................] - ETA: 15s - loss: 1.6643 - accuracy: 0.5397 - top-5-accuracy: 0.8343
+
+
+```
+
+```
+
+ 87/176 [=============>................] - ETA: 15s - loss: 1.6628 - accuracy: 0.5397 - top-5-accuracy: 0.8347
+
+
+```
+
+```
+
+ 88/176 [==============>...............] - ETA: 15s - loss: 1.6627 - accuracy: 0.5397 - top-5-accuracy: 0.8347
+
+
+```
+
+```
+
+ 89/176 [==============>...............] - ETA: 15s - loss: 1.6630 - accuracy: 0.5393 - top-5-accuracy: 0.8345
+
+
+```
+
+```
+
+ 90/176 [==============>...............] - ETA: 14s - loss: 1.6647 - accuracy: 0.5387 - top-5-accuracy: 0.8344
+
+
+```
+
+```
+
+ 91/176 [==============>...............] - ETA: 14s - loss: 1.6649 - accuracy: 0.5385 - top-5-accuracy: 0.8344
+
+
+```
+
+```
+
+ 92/176 [==============>...............] - ETA: 14s - loss: 1.6657 - accuracy: 0.5384 - top-5-accuracy: 0.8344
+
+
+```
+
+```
+
+ 93/176 [==============>...............] - ETA: 14s - loss: 1.6657 - accuracy: 0.5384 - top-5-accuracy: 0.8346
+
+
+```
+
+```
+
+ 94/176 [===============>..............] - ETA: 14s - loss: 1.6641 - accuracy: 0.5386 - top-5-accuracy: 0.8347
+
+
+```
+
+```
+
+ 95/176 [===============>..............] - ETA: 14s - loss: 1.6644 - accuracy: 0.5385 - top-5-accuracy: 0.8348
+
+
+```
+
+```
+
+ 96/176 [===============>..............] - ETA: 13s - loss: 1.6639 - accuracy: 0.5383 - top-5-accuracy: 0.8347
+
+
+```
+
+```
+
+ 97/176 [===============>..............] - ETA: 13s - loss: 1.6636 - accuracy: 0.5382 - top-5-accuracy: 0.8346
+
+
+```
+
+```
+
+ 98/176 [===============>..............] - ETA: 13s - loss: 1.6646 - accuracy: 0.5382 - top-5-accuracy: 0.8343
+
+
+```
+
+```
+
+ 99/176 [===============>..............] - ETA: 13s - loss: 1.6643 - accuracy: 0.5383 - top-5-accuracy: 0.8343
+
+
+```
+
+```
+
+100/176 [================>.............] - ETA: 13s - loss: 1.6643 - accuracy: 0.5385 - top-5-accuracy: 0.8343
+
+
+```
+
+```
+
+101/176 [================>.............] - ETA: 12s - loss: 1.6628 - accuracy: 0.5392 - top-5-accuracy: 0.8346
+
+
+```
+
+```
+
+102/176 [================>.............] - ETA: 12s - loss: 1.6617 - accuracy: 0.5395 - top-5-accuracy: 0.8348
+
+
+```
+
+```
+
+103/176 [================>.............] - ETA: 12s - loss: 1.6618 - accuracy: 0.5389 - top-5-accuracy: 0.8347
+
+
+```
+
+```
+
+104/176 [================>.............] - ETA: 12s - loss: 1.6624 - accuracy: 0.5390 - top-5-accuracy: 0.8345
+
+
+```
+
+```
+
+105/176 [================>.............] - ETA: 12s - loss: 1.6644 - accuracy: 0.5385 - top-5-accuracy: 0.8342
+
+
+```
+
+```
+
+106/176 [=================>............] - ETA: 12s - loss: 1.6635 - accuracy: 0.5384 - top-5-accuracy: 0.8346
+
+
+```
+
+```
+
+107/176 [=================>............] - ETA: 11s - loss: 1.6648 - accuracy: 0.5380 - top-5-accuracy: 0.8342
+
+
+```
+
+```
+
+108/176 [=================>............] - ETA: 11s - loss: 1.6658 - accuracy: 0.5379 - top-5-accuracy: 0.8339
+
+
+```
+
+```
+
+109/176 [=================>............] - ETA: 11s - loss: 1.6665 - accuracy: 0.5376 - top-5-accuracy: 0.8340
+
+
+```
+
+```
+
+110/176 [=================>............] - ETA: 11s - loss: 1.6669 - accuracy: 0.5377 - top-5-accuracy: 0.8340
+
+
+```
+
+```
+
+111/176 [=================>............] - ETA: 11s - loss: 1.6665 - accuracy: 0.5378 - top-5-accuracy: 0.8340
+
+
+```
+
+```
+
+112/176 [==================>...........] - ETA: 11s - loss: 1.6673 - accuracy: 0.5377 - top-5-accuracy: 0.8338
+
+
+```
+
+```
+
+113/176 [==================>...........] - ETA: 10s - loss: 1.6696 - accuracy: 0.5373 - top-5-accuracy: 0.8332
+
+
+```
+
+```
+
+114/176 [==================>...........] - ETA: 10s - loss: 1.6699 - accuracy: 0.5371 - top-5-accuracy: 0.8332
+
+
+```
+
+```
+
+115/176 [==================>...........] - ETA: 10s - loss: 1.6695 - accuracy: 0.5375 - top-5-accuracy: 0.8330
+
+
+```
+
+```
+
+116/176 [==================>...........] - ETA: 10s - loss: 1.6709 - accuracy: 0.5372 - top-5-accuracy: 0.8327
+
+
+```
+
+```
+
+117/176 [==================>...........] - ETA: 10s - loss: 1.6706 - accuracy: 0.5369 - top-5-accuracy: 0.8328
+
+
+```
+
+```
+
+118/176 [===================>..........] - ETA: 10s - loss: 1.6707 - accuracy: 0.5367 - top-5-accuracy: 0.8328
+
+
+```
+
+```
+
+119/176 [===================>..........] - ETA: 9s - loss: 1.6729 - accuracy: 0.5362 - top-5-accuracy: 0.8323
+
+
+```
+
+```
+
+120/176 [===================>..........] - ETA: 9s - loss: 1.6727 - accuracy: 0.5363 - top-5-accuracy: 0.8323
+
+
+```
+
+```
+
+121/176 [===================>..........] - ETA: 9s - loss: 1.6728 - accuracy: 0.5363 - top-5-accuracy: 0.8324
+
+
+```
+
+```
+
+122/176 [===================>..........] - ETA: 9s - loss: 1.6736 - accuracy: 0.5360 - top-5-accuracy: 0.8322
+
+
+```
+
+```
+
+123/176 [===================>..........] - ETA: 9s - loss: 1.6735 - accuracy: 0.5360 - top-5-accuracy: 0.8320
+
+
+```
+
+```
+
+124/176 [====================>.........] - ETA: 9s - loss: 1.6740 - accuracy: 0.5357 - top-5-accuracy: 0.8317
+
+
+```
+
+```
+
+125/176 [====================>.........] - ETA: 8s - loss: 1.6729 - accuracy: 0.5357 - top-5-accuracy: 0.8320
+
+
+```
+
+```
+
+126/176 [====================>.........] - ETA: 8s - loss: 1.6725 - accuracy: 0.5359 - top-5-accuracy: 0.8320
+
+
+```
+
+```
+
+127/176 [====================>.........] - ETA: 8s - loss: 1.6726 - accuracy: 0.5358 - top-5-accuracy: 0.8321
+
+
+```
+
+```
+
+128/176 [====================>.........] - ETA: 8s - loss: 1.6733 - accuracy: 0.5359 - top-5-accuracy: 0.8319
+
+
+```
+
+```
+
+129/176 [====================>.........] - ETA: 8s - loss: 1.6733 - accuracy: 0.5358 - top-5-accuracy: 0.8321
+
+
+```
+
+```
+
+130/176 [=====================>........] - ETA: 7s - loss: 1.6731 - accuracy: 0.5358 - top-5-accuracy: 0.8323
+
+
+```
+
+```
+
+131/176 [=====================>........] - ETA: 7s - loss: 1.6722 - accuracy: 0.5361 - top-5-accuracy: 0.8326
+
+
+```
+
+```
+
+132/176 [=====================>........] - ETA: 7s - loss: 1.6730 - accuracy: 0.5359 - top-5-accuracy: 0.8326
+
+
+```
+
+```
+
+133/176 [=====================>........] - ETA: 7s - loss: 1.6729 - accuracy: 0.5355 - top-5-accuracy: 0.8330
+
+
+```
+
+```
+
+134/176 [=====================>........] - ETA: 7s - loss: 1.6737 - accuracy: 0.5352 - top-5-accuracy: 0.8330
+
+
+```
+
+```
+
+135/176 [======================>.......] - ETA: 7s - loss: 1.6745 - accuracy: 0.5348 - top-5-accuracy: 0.8326
+
+
+```
+
+```
+
+136/176 [======================>.......] - ETA: 6s - loss: 1.6747 - accuracy: 0.5348 - top-5-accuracy: 0.8325
+
+
+```
+
+```
+
+137/176 [======================>.......] - ETA: 6s - loss: 1.6748 - accuracy: 0.5346 - top-5-accuracy: 0.8325
+
+
+```
+
+```
+
+138/176 [======================>.......] - ETA: 6s - loss: 1.6743 - accuracy: 0.5348 - top-5-accuracy: 0.8325
+
+
+```
+
+```
+
+139/176 [======================>.......] - ETA: 6s - loss: 1.6742 - accuracy: 0.5350 - top-5-accuracy: 0.8325
+
+
+```
+
+```
+
+140/176 [======================>.......] - ETA: 6s - loss: 1.6736 - accuracy: 0.5350 - top-5-accuracy: 0.8326
+
+
+```
+
+```
+
+141/176 [=======================>......] - ETA: 6s - loss: 1.6756 - accuracy: 0.5342 - top-5-accuracy: 0.8324
+
+
+```
+
+```
+
+142/176 [=======================>......] - ETA: 5s - loss: 1.6750 - accuracy: 0.5342 - top-5-accuracy: 0.8324
+
+
+```
+
+```
+
+143/176 [=======================>......] - ETA: 5s - loss: 1.6753 - accuracy: 0.5340 - top-5-accuracy: 0.8322
+
+
+```
+
+```
+
+144/176 [=======================>......] - ETA: 5s - loss: 1.6754 - accuracy: 0.5336 - top-5-accuracy: 0.8322
+
+
+```
+
+```
+
+145/176 [=======================>......] - ETA: 5s - loss: 1.6761 - accuracy: 0.5337 - top-5-accuracy: 0.8320
+
+
+```
+
+```
+
+146/176 [=======================>......] - ETA: 5s - loss: 1.6759 - accuracy: 0.5340 - top-5-accuracy: 0.8319
+
+
+```
+
+```
+
+147/176 [========================>.....] - ETA: 5s - loss: 1.6766 - accuracy: 0.5337 - top-5-accuracy: 0.8318
+
+
+```
+
+```
+
+148/176 [========================>.....] - ETA: 4s - loss: 1.6769 - accuracy: 0.5338 - top-5-accuracy: 0.8318
+
+
+```
+
+```
+
+149/176 [========================>.....] - ETA: 4s - loss: 1.6763 - accuracy: 0.5341 - top-5-accuracy: 0.8318
+
+
+```
+
+```
+
+150/176 [========================>.....] - ETA: 4s - loss: 1.6770 - accuracy: 0.5340 - top-5-accuracy: 0.8318
+
+
+```
+
+```
+
+151/176 [========================>.....] - ETA: 4s - loss: 1.6779 - accuracy: 0.5337 - top-5-accuracy: 0.8316
+
+
+```
+
+```
+
+152/176 [========================>.....] - ETA: 4s - loss: 1.6792 - accuracy: 0.5334 - top-5-accuracy: 0.8315
+
+
+```
+
+```
+
+153/176 [=========================>....] - ETA: 3s - loss: 1.6771 - accuracy: 0.5340 - top-5-accuracy: 0.8319
+
+
+```
+
+```
+
+154/176 [=========================>....] - ETA: 3s - loss: 1.6759 - accuracy: 0.5345 - top-5-accuracy: 0.8319
+
+
+```
+
+```
+
+155/176 [=========================>....] - ETA: 3s - loss: 1.6763 - accuracy: 0.5341 - top-5-accuracy: 0.8317
+
+
+```
+
+```
+
+156/176 [=========================>....] - ETA: 3s - loss: 1.6766 - accuracy: 0.5340 - top-5-accuracy: 0.8316
+
+
+```
+
+```
+
+157/176 [=========================>....] - ETA: 3s - loss: 1.6765 - accuracy: 0.5342 - top-5-accuracy: 0.8316
+
+
+```
+
+```
+
+158/176 [=========================>....] - ETA: 3s - loss: 1.6768 - accuracy: 0.5342 - top-5-accuracy: 0.8315
+
+
+```
+
+```
+
+159/176 [==========================>...] - ETA: 2s - loss: 1.6772 - accuracy: 0.5339 - top-5-accuracy: 0.8314
+
+
+```
+
+```
+
+160/176 [==========================>...] - ETA: 2s - loss: 1.6783 - accuracy: 0.5336 - top-5-accuracy: 0.8313
+
+
+```
+
+```
+
+161/176 [==========================>...] - ETA: 2s - loss: 1.6791 - accuracy: 0.5335 - top-5-accuracy: 0.8311
+
+
+```
+
+```
+
+162/176 [==========================>...] - ETA: 2s - loss: 1.6808 - accuracy: 0.5331 - top-5-accuracy: 0.8308
+
+
+```
+
+```
+
+163/176 [==========================>...] - ETA: 2s - loss: 1.6805 - accuracy: 0.5332 - top-5-accuracy: 0.8309
+
+
+```
+
+```
+
+164/176 [==========================>...] - ETA: 2s - loss: 1.6822 - accuracy: 0.5329 - top-5-accuracy: 0.8307
+
+
+```
+
+```
+
+165/176 [===========================>..] - ETA: 1s - loss: 1.6822 - accuracy: 0.5330 - top-5-accuracy: 0.8307
+
+
+```
+
+```
+
+166/176 [===========================>..] - ETA: 1s - loss: 1.6830 - accuracy: 0.5327 - top-5-accuracy: 0.8305
+
+
+```
+
+```
+
+167/176 [===========================>..] - ETA: 1s - loss: 1.6833 - accuracy: 0.5328 - top-5-accuracy: 0.8304
+
+
+```
+
+```
+
+168/176 [===========================>..] - ETA: 1s - loss: 1.6830 - accuracy: 0.5328 - top-5-accuracy: 0.8306
+
+
+```
+
+```
+
+169/176 [===========================>..] - ETA: 1s - loss: 1.6821 - accuracy: 0.5331 - top-5-accuracy: 0.8307
+
+
+```
+
+```
+
+170/176 [===========================>..] - ETA: 1s - loss: 1.6824 - accuracy: 0.5330 - top-5-accuracy: 0.8307
+
+
+```
+
+```
+
+171/176 [============================>.] - ETA: 0s - loss: 1.6821 - accuracy: 0.5330 - top-5-accuracy: 0.8308
+
+
+```
+
+```
+
+172/176 [============================>.] - ETA: 0s - loss: 1.6821 - accuracy: 0.5333 - top-5-accuracy: 0.8308
+
+
+```
+
+```
+
+173/176 [============================>.] - ETA: 0s - loss: 1.6820 - accuracy: 0.5333 - top-5-accuracy: 0.8309
+
+
+```
+
+```
+
+174/176 [============================>.] - ETA: 0s - loss: 1.6826 - accuracy: 0.5333 - top-5-accuracy: 0.8309
+
+
+```
+
+```
+
+175/176 [============================>.] - ETA: 0s - loss: 1.6831 - accuracy: 0.5332 - top-5-accuracy: 0.8306
+
+
+```
+
+```
+
+176/176 [==============================] - ETA: 0s - loss: 1.6841 - accuracy: 0.5330 - top-5-accuracy: 0.8304
+
+
+```
+
+```
+
+176/176 [==============================] - 32s 180ms/step - loss: 1.6841 - accuracy: 0.5330 - top-5-accuracy: 0.8304 - val_loss: 1.8281 - val_accuracy: 0.5106 - val_top-5-accuracy: 0.8014
+
+
+
+```
+Epoch 34/50
+
+```
+
+
+ 1/176 [..............................] - ETA: 30s - loss: 1.5208 - accuracy: 0.5898 - top-5-accuracy: 0.8750
+
+
+```
+
+```
+
+ 2/176 [..............................] - ETA: 30s - loss: 1.5512 - accuracy: 0.5762 - top-5-accuracy: 0.8652
+
+
+```
+
+```
+
+ 3/176 [..............................] - ETA: 29s - loss: 1.5811 - accuracy: 0.5716 - top-5-accuracy: 0.8568
+
+
+```
+
+```
+
+ 4/176 [..............................] - ETA: 29s - loss: 1.5974 - accuracy: 0.5664 - top-5-accuracy: 0.8535
+
+
+```
+
+```
+
+ 5/176 [..............................] - ETA: 29s - loss: 1.5899 - accuracy: 0.5625 - top-5-accuracy: 0.8484
+
+
+```
+
+```
+
+ 6/176 [>.............................] - ETA: 29s - loss: 1.5970 - accuracy: 0.5586 - top-5-accuracy: 0.8464
+
+
+```
+
+```
+
+ 7/176 [>.............................] - ETA: 29s - loss: 1.5986 - accuracy: 0.5580 - top-5-accuracy: 0.8477
+
+
+```
+
+```
+
+ 8/176 [>.............................] - ETA: 29s - loss: 1.5776 - accuracy: 0.5615 - top-5-accuracy: 0.8511
+
+
+```
+
+```
+
+ 9/176 [>.............................] - ETA: 28s - loss: 1.5731 - accuracy: 0.5616 - top-5-accuracy: 0.8533
+
+
+```
+
+```
+
+ 10/176 [>.............................] - ETA: 28s - loss: 1.5820 - accuracy: 0.5586 - top-5-accuracy: 0.8516
+
+
+```
+
+```
+
+ 11/176 [>.............................] - ETA: 28s - loss: 1.5813 - accuracy: 0.5579 - top-5-accuracy: 0.8498
+
+
+```
+
+```
+
+ 12/176 [=>............................] - ETA: 28s - loss: 1.5903 - accuracy: 0.5524 - top-5-accuracy: 0.8503
+
+
+```
+
+```
+
+ 13/176 [=>............................] - ETA: 28s - loss: 1.5981 - accuracy: 0.5496 - top-5-accuracy: 0.8483
+
+
+```
+
+```
+
+ 14/176 [=>............................] - ETA: 28s - loss: 1.5989 - accuracy: 0.5522 - top-5-accuracy: 0.8488
+
+
+```
+
+```
+
+ 15/176 [=>............................] - ETA: 27s - loss: 1.5942 - accuracy: 0.5516 - top-5-accuracy: 0.8505
+
+
+```
+
+```
+
+ 16/176 [=>............................] - ETA: 27s - loss: 1.5909 - accuracy: 0.5535 - top-5-accuracy: 0.8499
+
+
+```
+
+```
+
+ 17/176 [=>............................] - ETA: 27s - loss: 1.5751 - accuracy: 0.5579 - top-5-accuracy: 0.8536
+
+
+```
+
+```
+
+ 18/176 [==>...........................] - ETA: 27s - loss: 1.5781 - accuracy: 0.5571 - top-5-accuracy: 0.8533
+
+
+```
+
+```
+
+ 19/176 [==>...........................] - ETA: 27s - loss: 1.5869 - accuracy: 0.5541 - top-5-accuracy: 0.8509
+
+
+```
+
+```
+
+ 20/176 [==>...........................] - ETA: 26s - loss: 1.5892 - accuracy: 0.5547 - top-5-accuracy: 0.8508
+
+
+```
+
+```
+
+ 21/176 [==>...........................] - ETA: 26s - loss: 1.5944 - accuracy: 0.5512 - top-5-accuracy: 0.8510
+
+
+```
+
+```
+
+ 22/176 [==>...........................] - ETA: 26s - loss: 1.5833 - accuracy: 0.5545 - top-5-accuracy: 0.8517
+
+
+```
+
+```
+
+ 23/176 [==>...........................] - ETA: 26s - loss: 1.5913 - accuracy: 0.5523 - top-5-accuracy: 0.8511
+
+
+```
+
+```
+
+ 24/176 [===>..........................] - ETA: 26s - loss: 1.6012 - accuracy: 0.5487 - top-5-accuracy: 0.8488
+
+
+```
+
+```
+
+ 25/176 [===>..........................] - ETA: 26s - loss: 1.5940 - accuracy: 0.5514 - top-5-accuracy: 0.8495
+
+
+```
+
+```
+
+ 26/176 [===>..........................] - ETA: 25s - loss: 1.5920 - accuracy: 0.5514 - top-5-accuracy: 0.8502
+
+
+```
+
+```
+
+ 27/176 [===>..........................] - ETA: 25s - loss: 1.5960 - accuracy: 0.5499 - top-5-accuracy: 0.8500
+
+
+```
+
+```
+
+ 28/176 [===>..........................] - ETA: 25s - loss: 1.6031 - accuracy: 0.5487 - top-5-accuracy: 0.8486
+
+
+```
+
+```
+
+ 29/176 [===>..........................] - ETA: 25s - loss: 1.6040 - accuracy: 0.5471 - top-5-accuracy: 0.8483
+
+
+```
+
+```
+
+ 30/176 [====>.........................] - ETA: 25s - loss: 1.6090 - accuracy: 0.5452 - top-5-accuracy: 0.8475
+
+
+```
+
+```
+
+ 31/176 [====>.........................] - ETA: 25s - loss: 1.6113 - accuracy: 0.5446 - top-5-accuracy: 0.8469
+
+
+```
+
+```
+
+ 32/176 [====>.........................] - ETA: 24s - loss: 1.6160 - accuracy: 0.5443 - top-5-accuracy: 0.8467
+
+
+```
+
+```
+
+ 33/176 [====>.........................] - ETA: 24s - loss: 1.6121 - accuracy: 0.5446 - top-5-accuracy: 0.8478
+
+
+```
+
+```
+
+ 34/176 [====>.........................] - ETA: 24s - loss: 1.6138 - accuracy: 0.5445 - top-5-accuracy: 0.8472
+
+
+```
+
+```
+
+ 35/176 [====>.........................] - ETA: 24s - loss: 1.6172 - accuracy: 0.5441 - top-5-accuracy: 0.8468
+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
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+
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+
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+
+
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+
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+
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+
+
+```
+
+```
+
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+
+
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+
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+
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+
+
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+
+```
+
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+
+
+```
+
+```
+
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+
+
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+
+```
+
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+
+
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+
+```
+
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+
+
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+
+```
+
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+
+
+```
+
+```
+
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+
+
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+
+```
+
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+
+
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+
+```
+
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+
+
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+
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+
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+
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+
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+
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+
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+
+```
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+
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+
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+
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+
+```
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+
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+
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+
+
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+
+```
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+
+
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+
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+
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+
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+
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+
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+
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+
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+
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+
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+
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+
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+
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+
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+
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+
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+
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+
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+
+```
+
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+
+
+```
+
+```
+
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+
+
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+
+```
+
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+
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+
+```
+
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+
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+```
+
+```
+
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+
+
+```
+
+```
+
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+
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+```
+
+```
+
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+
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+```
+
+```
+
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+
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+
+```
+
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+
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+
+```
+
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+
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+```
+
+```
+
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+
+
+```
+
+```
+
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+
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+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
+ 78/176 [============>.................] - ETA: 16s - loss: 1.6254 - accuracy: 0.5476 - top-5-accuracy: 0.8419
+
+
+```
+
+```
+
+ 79/176 [============>.................] - ETA: 16s - loss: 1.6246 - accuracy: 0.5477 - top-5-accuracy: 0.8418
+
+
+```
+
+```
+
+ 80/176 [============>.................] - ETA: 16s - loss: 1.6248 - accuracy: 0.5479 - top-5-accuracy: 0.8417
+
+
+```
+
+```
+
+ 81/176 [============>.................] - ETA: 16s - loss: 1.6263 - accuracy: 0.5477 - top-5-accuracy: 0.8411
+
+
+```
+
+```
+
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+
+
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+
+```
+
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+
+
+```
+
+```
+
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+
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+
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+
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+
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+
+```
+
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+
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+
+```
+
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+
+
+```
+
+```
+
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+
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+```
+
+```
+
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+
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+
+```
+
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+
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+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
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+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
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+
+```
+
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+
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+
+```
+
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+
+
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+
+```
+
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+
+
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+
+```
+
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+
+
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+
+```
+
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+
+
+```
+
+```
+
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+
+
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+
+```
+
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+
+
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+
+```
+
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+
+
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+
+```
+
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+
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+
+```
+
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+
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+
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+
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+
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+
+```
+
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+
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+```
+
+```
+
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+
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+```
+
+```
+
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+
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+
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+
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+
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+
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+
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+
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+
+```
+
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+
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+
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+
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+
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+
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+
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+
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+
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+
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+
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+
+```
+
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+
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+
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+
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+
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+
+```
+
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+
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+
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+
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+
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+
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+
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+
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+
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+
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+
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+
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+
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+
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+
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+
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+
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+
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+
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+
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+
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+
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+
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+
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+
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+
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+
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+
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+
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+
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+
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+
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+
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+
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+
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+```
+
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+
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+
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+
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+
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+
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+
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+
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+
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+```
+
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+
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+
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+
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+
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+
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+
+```
+
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+
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+
+```
+
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+
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+
+```
+
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+
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+
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+
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+```
+
+```
+
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+
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+
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+
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+
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+
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+
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+
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+
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+
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+
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+
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+
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+
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+
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+
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+
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+
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+
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+
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+
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+
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+```
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+
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+```
+
+```
+
+162/176 [==========================>...] - ETA: 2s - loss: 1.6474 - accuracy: 0.5429 - top-5-accuracy: 0.8372
+
+
+```
+
+```
+
+163/176 [==========================>...] - ETA: 2s - loss: 1.6485 - accuracy: 0.5428 - top-5-accuracy: 0.8368
+
+
+```
+
+```
+
+164/176 [==========================>...] - ETA: 2s - loss: 1.6488 - accuracy: 0.5427 - top-5-accuracy: 0.8368
+
+
+```
+
+```
+
+165/176 [===========================>..] - ETA: 1s - loss: 1.6493 - accuracy: 0.5426 - top-5-accuracy: 0.8368
+
+
+```
+
+```
+
+166/176 [===========================>..] - ETA: 1s - loss: 1.6496 - accuracy: 0.5430 - top-5-accuracy: 0.8366
+
+
+```
+
+```
+
+167/176 [===========================>..] - ETA: 1s - loss: 1.6493 - accuracy: 0.5432 - top-5-accuracy: 0.8367
+
+
+```
+
+```
+
+168/176 [===========================>..] - ETA: 1s - loss: 1.6501 - accuracy: 0.5430 - top-5-accuracy: 0.8366
+
+
+```
+
+```
+
+169/176 [===========================>..] - ETA: 1s - loss: 1.6513 - accuracy: 0.5426 - top-5-accuracy: 0.8363
+
+
+```
+
+```
+
+170/176 [===========================>..] - ETA: 1s - loss: 1.6508 - accuracy: 0.5429 - top-5-accuracy: 0.8363
+
+
+```
+
+```
+
+171/176 [============================>.] - ETA: 0s - loss: 1.6507 - accuracy: 0.5430 - top-5-accuracy: 0.8364
+
+
+```
+
+```
+
+172/176 [============================>.] - ETA: 0s - loss: 1.6512 - accuracy: 0.5430 - top-5-accuracy: 0.8364
+
+
+```
+
+```
+
+173/176 [============================>.] - ETA: 0s - loss: 1.6510 - accuracy: 0.5430 - top-5-accuracy: 0.8363
+
+
+```
+
+```
+
+174/176 [============================>.] - ETA: 0s - loss: 1.6516 - accuracy: 0.5429 - top-5-accuracy: 0.8360
+
+
+```
+
+```
+
+175/176 [============================>.] - ETA: 0s - loss: 1.6513 - accuracy: 0.5430 - top-5-accuracy: 0.8361
+
+
+```
+
+```
+
+176/176 [==============================] - ETA: 0s - loss: 1.6510 - accuracy: 0.5429 - top-5-accuracy: 0.8361
+
+
+```
+
+```
+
+176/176 [==============================] - 32s 180ms/step - loss: 1.6510 - accuracy: 0.5429 - top-5-accuracy: 0.8361 - val_loss: 1.8551 - val_accuracy: 0.4994 - val_top-5-accuracy: 0.7940
+
+
+
+```
+Epoch 35/50
+
+```
+
+
+ 1/176 [..............................] - ETA: 30s - loss: 1.4198 - accuracy: 0.6172 - top-5-accuracy: 0.8711
+
+
+```
+
+```
+
+ 2/176 [..............................] - ETA: 30s - loss: 1.4697 - accuracy: 0.5938 - top-5-accuracy: 0.8594
+
+
+```
+
+```
+
+ 3/176 [..............................] - ETA: 30s - loss: 1.5430 - accuracy: 0.5651 - top-5-accuracy: 0.8490
+
+
+```
+
+```
+
+ 4/176 [..............................] - ETA: 29s - loss: 1.5059 - accuracy: 0.5713 - top-5-accuracy: 0.8564
+
+
+```
+
+```
+
+ 5/176 [..............................] - ETA: 29s - loss: 1.4897 - accuracy: 0.5695 - top-5-accuracy: 0.8586
+
+
+```
+
+```
+
+ 6/176 [>.............................] - ETA: 29s - loss: 1.5150 - accuracy: 0.5677 - top-5-accuracy: 0.8496
+
+
+```
+
+```
+
+ 7/176 [>.............................] - ETA: 29s - loss: 1.5360 - accuracy: 0.5625 - top-5-accuracy: 0.8465
+
+
+```
+
+```
+
+ 8/176 [>.............................] - ETA: 29s - loss: 1.5497 - accuracy: 0.5630 - top-5-accuracy: 0.8472
+
+
+```
+
+```
+
+ 9/176 [>.............................] - ETA: 29s - loss: 1.5531 - accuracy: 0.5590 - top-5-accuracy: 0.8481
+
+
+```
+
+```
+
+ 10/176 [>.............................] - ETA: 28s - loss: 1.5429 - accuracy: 0.5590 - top-5-accuracy: 0.8512
+
+
+```
+
+```
+
+ 11/176 [>.............................] - ETA: 28s - loss: 1.5425 - accuracy: 0.5579 - top-5-accuracy: 0.8501
+
+
+```
+
+```
+
+ 12/176 [=>............................] - ETA: 28s - loss: 1.5449 - accuracy: 0.5596 - top-5-accuracy: 0.8486
+
+
+```
+
+```
+
+ 13/176 [=>............................] - ETA: 28s - loss: 1.5466 - accuracy: 0.5604 - top-5-accuracy: 0.8483
+
+
+```
+
+```
+
+ 14/176 [=>............................] - ETA: 28s - loss: 1.5450 - accuracy: 0.5594 - top-5-accuracy: 0.8510
+
+
+```
+
+```
+
+ 15/176 [=>............................] - ETA: 27s - loss: 1.5501 - accuracy: 0.5583 - top-5-accuracy: 0.8490
+
+
+```
+
+```
+
+ 16/176 [=>............................] - ETA: 27s - loss: 1.5487 - accuracy: 0.5605 - top-5-accuracy: 0.8496
+
+
+```
+
+```
+
+ 17/176 [=>............................] - ETA: 27s - loss: 1.5520 - accuracy: 0.5586 - top-5-accuracy: 0.8486
+
+
+```
+
+```
+
+ 18/176 [==>...........................] - ETA: 27s - loss: 1.5469 - accuracy: 0.5621 - top-5-accuracy: 0.8477
+
+
+```
+
+```
+
+ 19/176 [==>...........................] - ETA: 27s - loss: 1.5493 - accuracy: 0.5633 - top-5-accuracy: 0.8481
+
+
+```
+
+```
+
+ 20/176 [==>...........................] - ETA: 27s - loss: 1.5573 - accuracy: 0.5621 - top-5-accuracy: 0.8479
+
+
+```
+
+```
+
+ 21/176 [==>...........................] - ETA: 26s - loss: 1.5619 - accuracy: 0.5619 - top-5-accuracy: 0.8465
+
+
+```
+
+```
+
+ 22/176 [==>...........................] - ETA: 26s - loss: 1.5736 - accuracy: 0.5593 - top-5-accuracy: 0.8446
+
+
+```
+
+```
+
+ 23/176 [==>...........................] - ETA: 26s - loss: 1.5692 - accuracy: 0.5611 - top-5-accuracy: 0.8461
+
+
+```
+
+```
+
+ 24/176 [===>..........................] - ETA: 26s - loss: 1.5769 - accuracy: 0.5596 - top-5-accuracy: 0.8465
+
+
+```
+
+```
+
+ 25/176 [===>..........................] - ETA: 26s - loss: 1.5762 - accuracy: 0.5603 - top-5-accuracy: 0.8469
+
+
+```
+
+```
+
+ 26/176 [===>..........................] - ETA: 25s - loss: 1.5800 - accuracy: 0.5578 - top-5-accuracy: 0.8472
+
+
+```
+
+```
+
+ 27/176 [===>..........................] - ETA: 25s - loss: 1.5862 - accuracy: 0.5564 - top-5-accuracy: 0.8464
+
+
+```
+
+```
+
+ 28/176 [===>..........................] - ETA: 25s - loss: 1.5835 - accuracy: 0.5575 - top-5-accuracy: 0.8465
+
+
+```
+
+```
+
+ 29/176 [===>..........................] - ETA: 25s - loss: 1.5831 - accuracy: 0.5571 - top-5-accuracy: 0.8460
+
+
+```
+
+```
+
+ 30/176 [====>.........................] - ETA: 25s - loss: 1.5845 - accuracy: 0.5568 - top-5-accuracy: 0.8461
+
+
+```
+
+```
+
+ 31/176 [====>.........................] - ETA: 25s - loss: 1.5878 - accuracy: 0.5562 - top-5-accuracy: 0.8465
+
+
+```
+
+```
+
+ 32/176 [====>.........................] - ETA: 24s - loss: 1.5895 - accuracy: 0.5563 - top-5-accuracy: 0.8459
+
+
+```
+
+```
+
+ 33/176 [====>.........................] - ETA: 24s - loss: 1.5891 - accuracy: 0.5569 - top-5-accuracy: 0.8453
+
+
+```
+
+```
+
+ 34/176 [====>.........................] - ETA: 24s - loss: 1.5886 - accuracy: 0.5566 - top-5-accuracy: 0.8450
+
+
+```
+
+```
+
+ 35/176 [====>.........................] - ETA: 24s - loss: 1.5895 - accuracy: 0.5568 - top-5-accuracy: 0.8451
+
+
+```
+
+```
+
+ 36/176 [=====>........................] - ETA: 24s - loss: 1.5933 - accuracy: 0.5561 - top-5-accuracy: 0.8439
+
+
+```
+
+```
+
+ 37/176 [=====>........................] - ETA: 24s - loss: 1.5917 - accuracy: 0.5562 - top-5-accuracy: 0.8446
+
+
+```
+
+```
+
+ 38/176 [=====>........................] - ETA: 23s - loss: 1.5913 - accuracy: 0.5559 - top-5-accuracy: 0.8445
+
+
+```
+
+```
+
+ 39/176 [=====>........................] - ETA: 23s - loss: 1.5960 - accuracy: 0.5555 - top-5-accuracy: 0.8435
+
+
+```
+
+```
+
+ 40/176 [=====>........................] - ETA: 23s - loss: 1.5938 - accuracy: 0.5566 - top-5-accuracy: 0.8446
+
+
+```
+
+```
+
+ 41/176 [=====>........................] - ETA: 23s - loss: 1.5909 - accuracy: 0.5583 - top-5-accuracy: 0.8444
+
+
+```
+
+```
+
+ 42/176 [======>.......................] - ETA: 23s - loss: 1.5947 - accuracy: 0.5568 - top-5-accuracy: 0.8436
+
+
+```
+
+```
+
+ 43/176 [======>.......................] - ETA: 23s - loss: 1.5944 - accuracy: 0.5565 - top-5-accuracy: 0.8437
+
+
+```
+
+```
+
+ 44/176 [======>.......................] - ETA: 22s - loss: 1.5944 - accuracy: 0.5569 - top-5-accuracy: 0.8432
+
+
+```
+
+```
+
+ 45/176 [======>.......................] - ETA: 22s - loss: 1.5992 - accuracy: 0.5556 - top-5-accuracy: 0.8428
+
+
+```
+
+```
+
+ 46/176 [======>.......................] - ETA: 22s - loss: 1.6004 - accuracy: 0.5554 - top-5-accuracy: 0.8431
+
+
+```
+
+```
+
+ 47/176 [=======>......................] - ETA: 22s - loss: 1.6009 - accuracy: 0.5558 - top-5-accuracy: 0.8428
+
+
+```
+
+```
+
+ 48/176 [=======>......................] - ETA: 22s - loss: 1.6021 - accuracy: 0.5553 - top-5-accuracy: 0.8425
+
+
+```
+
+```
+
+ 49/176 [=======>......................] - ETA: 21s - loss: 1.6048 - accuracy: 0.5553 - top-5-accuracy: 0.8420
+
+
+```
+
+```
+
+ 50/176 [=======>......................] - ETA: 21s - loss: 1.6059 - accuracy: 0.5550 - top-5-accuracy: 0.8412
+
+
+```
+
+```
+
+ 51/176 [=======>......................] - ETA: 21s - loss: 1.6046 - accuracy: 0.5548 - top-5-accuracy: 0.8415
+
+
+```
+
+```
+
+ 52/176 [=======>......................] - ETA: 21s - loss: 1.6013 - accuracy: 0.5548 - top-5-accuracy: 0.8417
+
+
+```
+
+```
+
+ 53/176 [========>.....................] - ETA: 21s - loss: 1.6030 - accuracy: 0.5548 - top-5-accuracy: 0.8415
+
+
+```
+
+```
+
+ 54/176 [========>.....................] - ETA: 21s - loss: 1.6009 - accuracy: 0.5548 - top-5-accuracy: 0.8422
+
+
+```
+
+```
+
+ 55/176 [========>.....................] - ETA: 20s - loss: 1.5991 - accuracy: 0.5549 - top-5-accuracy: 0.8426
+
+
+```
+
+```
+
+ 56/176 [========>.....................] - ETA: 20s - loss: 1.5989 - accuracy: 0.5548 - top-5-accuracy: 0.8428
+
+
+```
+
+```
+
+ 57/176 [========>.....................] - ETA: 20s - loss: 1.6010 - accuracy: 0.5546 - top-5-accuracy: 0.8427
+
+
+```
+
+```
+
+ 58/176 [========>.....................] - ETA: 20s - loss: 1.6004 - accuracy: 0.5546 - top-5-accuracy: 0.8429
+
+
+```
+
+```
+
+ 59/176 [=========>....................] - ETA: 20s - loss: 1.6014 - accuracy: 0.5540 - top-5-accuracy: 0.8430
+
+
+```
+
+```
+
+ 60/176 [=========>....................] - ETA: 20s - loss: 1.5998 - accuracy: 0.5540 - top-5-accuracy: 0.8434
+
+
+```
+
+```
+
+ 61/176 [=========>....................] - ETA: 19s - loss: 1.5992 - accuracy: 0.5540 - top-5-accuracy: 0.8437
+
+
+```
+
+```
+
+ 62/176 [=========>....................] - ETA: 19s - loss: 1.5966 - accuracy: 0.5543 - top-5-accuracy: 0.8442
+
+
+```
+
+```
+
+ 63/176 [=========>....................] - ETA: 19s - loss: 1.5984 - accuracy: 0.5538 - top-5-accuracy: 0.8442
+
+
+```
+
+```
+
+ 64/176 [=========>....................] - ETA: 19s - loss: 1.5973 - accuracy: 0.5540 - top-5-accuracy: 0.8444
+
+
+```
+
+```
+
+ 65/176 [==========>...................] - ETA: 19s - loss: 1.5977 - accuracy: 0.5540 - top-5-accuracy: 0.8442
+
+
+```
+
+```
+
+ 66/176 [==========>...................] - ETA: 19s - loss: 1.5986 - accuracy: 0.5540 - top-5-accuracy: 0.8438
+
+
+```
+
+```
+
+ 67/176 [==========>...................] - ETA: 18s - loss: 1.5991 - accuracy: 0.5545 - top-5-accuracy: 0.8435
+
+
+```
+
+```
+
+ 68/176 [==========>...................] - ETA: 18s - loss: 1.6007 - accuracy: 0.5540 - top-5-accuracy: 0.8432
+
+
+```
+
+```
+
+ 69/176 [==========>...................] - ETA: 18s - loss: 1.6018 - accuracy: 0.5542 - top-5-accuracy: 0.8428
+
+
+```
+
+```
+
+ 70/176 [==========>...................] - ETA: 18s - loss: 1.6014 - accuracy: 0.5539 - top-5-accuracy: 0.8431
+
+
+```
+
+```
+
+ 71/176 [===========>..................] - ETA: 18s - loss: 1.6022 - accuracy: 0.5540 - top-5-accuracy: 0.8433
+
+
+```
+
+```
+
+ 72/176 [===========>..................] - ETA: 17s - loss: 1.6016 - accuracy: 0.5543 - top-5-accuracy: 0.8433
+
+
+```
+
+```
+
+ 73/176 [===========>..................] - ETA: 17s - loss: 1.5978 - accuracy: 0.5548 - top-5-accuracy: 0.8442
+
+
+```
+
+```
+
+ 74/176 [===========>..................] - ETA: 17s - loss: 1.6007 - accuracy: 0.5541 - top-5-accuracy: 0.8436
+
+
+```
+
+```
+
+ 75/176 [===========>..................] - ETA: 17s - loss: 1.6017 - accuracy: 0.5536 - top-5-accuracy: 0.8433
+
+
+```
+
+```
+
+ 76/176 [===========>..................] - ETA: 17s - loss: 1.6008 - accuracy: 0.5540 - top-5-accuracy: 0.8437
+
+
+```
+
+```
+
+ 77/176 [============>.................] - ETA: 17s - loss: 1.6009 - accuracy: 0.5538 - top-5-accuracy: 0.8436
+
+
+```
+
+```
+
+ 78/176 [============>.................] - ETA: 16s - loss: 1.6025 - accuracy: 0.5535 - top-5-accuracy: 0.8435
+
+
+```
+
+```
+
+ 79/176 [============>.................] - ETA: 16s - loss: 1.6041 - accuracy: 0.5533 - top-5-accuracy: 0.8434
+
+
+```
+
+```
+
+ 80/176 [============>.................] - ETA: 16s - loss: 1.6030 - accuracy: 0.5533 - top-5-accuracy: 0.8437
+
+
+```
+
+```
+
+ 81/176 [============>.................] - ETA: 16s - loss: 1.6035 - accuracy: 0.5530 - top-5-accuracy: 0.8437
+
+
+```
+
+```
+
+ 82/176 [============>.................] - ETA: 16s - loss: 1.6028 - accuracy: 0.5532 - top-5-accuracy: 0.8436
+
+
+```
+
+```
+
+ 83/176 [=============>................] - ETA: 16s - loss: 1.6025 - accuracy: 0.5529 - top-5-accuracy: 0.8440
+
+
+```
+
+```
+
+ 84/176 [=============>................] - ETA: 15s - loss: 1.6043 - accuracy: 0.5520 - top-5-accuracy: 0.8438
+
+
+```
+
+```
+
+ 85/176 [=============>................] - ETA: 15s - loss: 1.6046 - accuracy: 0.5520 - top-5-accuracy: 0.8436
+
+
+```
+
+```
+
+ 86/176 [=============>................] - ETA: 15s - loss: 1.6054 - accuracy: 0.5519 - top-5-accuracy: 0.8433
+
+
+```
+
+```
+
+ 87/176 [=============>................] - ETA: 15s - loss: 1.6060 - accuracy: 0.5520 - top-5-accuracy: 0.8430
+
+
+```
+
+```
+
+ 88/176 [==============>...............] - ETA: 15s - loss: 1.6060 - accuracy: 0.5521 - top-5-accuracy: 0.8429
+
+
+```
+
+```
+
+ 89/176 [==============>...............] - ETA: 15s - loss: 1.6047 - accuracy: 0.5527 - top-5-accuracy: 0.8432
+
+
+```
+
+```
+
+ 90/176 [==============>...............] - ETA: 14s - loss: 1.6045 - accuracy: 0.5530 - top-5-accuracy: 0.8433
+
+
+```
+
+```
+
+ 91/176 [==============>...............] - ETA: 14s - loss: 1.6041 - accuracy: 0.5532 - top-5-accuracy: 0.8433
+
+
+```
+
+```
+
+ 92/176 [==============>...............] - ETA: 14s - loss: 1.6046 - accuracy: 0.5532 - top-5-accuracy: 0.8432
+
+
+```
+
+```
+
+ 93/176 [==============>...............] - ETA: 14s - loss: 1.6041 - accuracy: 0.5530 - top-5-accuracy: 0.8432
+
+
+```
+
+```
+
+ 94/176 [===============>..............] - ETA: 14s - loss: 1.6047 - accuracy: 0.5528 - top-5-accuracy: 0.8430
+
+
+```
+
+```
+
+ 95/176 [===============>..............] - ETA: 14s - loss: 1.6067 - accuracy: 0.5523 - top-5-accuracy: 0.8426
+
+
+```
+
+```
+
+ 96/176 [===============>..............] - ETA: 13s - loss: 1.6057 - accuracy: 0.5525 - top-5-accuracy: 0.8428
+
+
+```
+
+```
+
+ 97/176 [===============>..............] - ETA: 13s - loss: 1.6061 - accuracy: 0.5526 - top-5-accuracy: 0.8427
+
+
+```
+
+```
+
+ 98/176 [===============>..............] - ETA: 13s - loss: 1.6062 - accuracy: 0.5525 - top-5-accuracy: 0.8428
+
+
+```
+
+```
+
+ 99/176 [===============>..............] - ETA: 13s - loss: 1.6064 - accuracy: 0.5524 - top-5-accuracy: 0.8430
+
+
+```
+
+```
+
+100/176 [================>.............] - ETA: 13s - loss: 1.6068 - accuracy: 0.5519 - top-5-accuracy: 0.8430
+
+
+```
+
+```
+
+101/176 [================>.............] - ETA: 12s - loss: 1.6079 - accuracy: 0.5519 - top-5-accuracy: 0.8428
+
+
+```
+
+```
+
+102/176 [================>.............] - ETA: 12s - loss: 1.6088 - accuracy: 0.5517 - top-5-accuracy: 0.8426
+
+
+```
+
+```
+
+103/176 [================>.............] - ETA: 12s - loss: 1.6085 - accuracy: 0.5515 - top-5-accuracy: 0.8428
+
+
+```
+
+```
+
+104/176 [================>.............] - ETA: 12s - loss: 1.6087 - accuracy: 0.5509 - top-5-accuracy: 0.8429
+
+
+```
+
+```
+
+105/176 [================>.............] - ETA: 12s - loss: 1.6090 - accuracy: 0.5504 - top-5-accuracy: 0.8432
+
+
+```
+
+```
+
+106/176 [=================>............] - ETA: 12s - loss: 1.6095 - accuracy: 0.5504 - top-5-accuracy: 0.8430
+
+
+```
+
+```
+
+107/176 [=================>............] - ETA: 11s - loss: 1.6085 - accuracy: 0.5507 - top-5-accuracy: 0.8431
+
+
+```
+
+```
+
+108/176 [=================>............] - ETA: 11s - loss: 1.6075 - accuracy: 0.5511 - top-5-accuracy: 0.8432
+
+
+```
+
+```
+
+109/176 [=================>............] - ETA: 11s - loss: 1.6064 - accuracy: 0.5511 - top-5-accuracy: 0.8434
+
+
+```
+
+```
+
+110/176 [=================>............] - ETA: 11s - loss: 1.6076 - accuracy: 0.5508 - top-5-accuracy: 0.8432
+
+
+```
+
+```
+
+111/176 [=================>............] - ETA: 11s - loss: 1.6084 - accuracy: 0.5508 - top-5-accuracy: 0.8429
+
+
+```
+
+```
+
+112/176 [==================>...........] - ETA: 11s - loss: 1.6073 - accuracy: 0.5512 - top-5-accuracy: 0.8431
+
+
+```
+
+```
+
+113/176 [==================>...........] - ETA: 10s - loss: 1.6065 - accuracy: 0.5512 - top-5-accuracy: 0.8433
+
+
+```
+
+```
+
+114/176 [==================>...........] - ETA: 10s - loss: 1.6070 - accuracy: 0.5512 - top-5-accuracy: 0.8429
+
+
+```
+
+```
+
+115/176 [==================>...........] - ETA: 10s - loss: 1.6064 - accuracy: 0.5514 - top-5-accuracy: 0.8432
+
+
+```
+
+```
+
+116/176 [==================>...........] - ETA: 10s - loss: 1.6070 - accuracy: 0.5516 - top-5-accuracy: 0.8427
+
+
+```
+
+```
+
+117/176 [==================>...........] - ETA: 10s - loss: 1.6055 - accuracy: 0.5518 - top-5-accuracy: 0.8429
+
+
+```
+
+```
+
+118/176 [===================>..........] - ETA: 10s - loss: 1.6055 - accuracy: 0.5520 - top-5-accuracy: 0.8430
+
+
+```
+
+```
+
+119/176 [===================>..........] - ETA: 9s - loss: 1.6056 - accuracy: 0.5521 - top-5-accuracy: 0.8428
+
+
+```
+
+```
+
+120/176 [===================>..........] - ETA: 9s - loss: 1.6056 - accuracy: 0.5521 - top-5-accuracy: 0.8429
+
+
+```
+
+```
+
+121/176 [===================>..........] - ETA: 9s - loss: 1.6061 - accuracy: 0.5522 - top-5-accuracy: 0.8430
+
+
+```
+
+```
+
+122/176 [===================>..........] - ETA: 9s - loss: 1.6059 - accuracy: 0.5523 - top-5-accuracy: 0.8433
+
+
+```
+
+```
+
+123/176 [===================>..........] - ETA: 9s - loss: 1.6067 - accuracy: 0.5523 - top-5-accuracy: 0.8431
+
+
+```
+
+```
+
+124/176 [====================>.........] - ETA: 8s - loss: 1.6069 - accuracy: 0.5522 - top-5-accuracy: 0.8431
+
+
+```
+
+```
+
+125/176 [====================>.........] - ETA: 8s - loss: 1.6074 - accuracy: 0.5522 - top-5-accuracy: 0.8427
+
+
+```
+
+```
+
+126/176 [====================>.........] - ETA: 8s - loss: 1.6075 - accuracy: 0.5524 - top-5-accuracy: 0.8429
+
+
+```
+
+```
+
+127/176 [====================>.........] - ETA: 8s - loss: 1.6078 - accuracy: 0.5523 - top-5-accuracy: 0.8427
+
+
+```
+
+```
+
+128/176 [====================>.........] - ETA: 8s - loss: 1.6086 - accuracy: 0.5520 - top-5-accuracy: 0.8426
+
+
+```
+
+```
+
+129/176 [====================>.........] - ETA: 8s - loss: 1.6088 - accuracy: 0.5520 - top-5-accuracy: 0.8427
+
+
+```
+
+```
+
+130/176 [=====================>........] - ETA: 7s - loss: 1.6073 - accuracy: 0.5522 - top-5-accuracy: 0.8430
+
+
+```
+
+```
+
+131/176 [=====================>........] - ETA: 7s - loss: 1.6069 - accuracy: 0.5524 - top-5-accuracy: 0.8430
+
+
+```
+
+```
+
+132/176 [=====================>........] - ETA: 7s - loss: 1.6074 - accuracy: 0.5523 - top-5-accuracy: 0.8430
+
+
+```
+
+```
+
+133/176 [=====================>........] - ETA: 7s - loss: 1.6074 - accuracy: 0.5525 - top-5-accuracy: 0.8428
+
+
+```
+
+```
+
+134/176 [=====================>........] - ETA: 7s - loss: 1.6074 - accuracy: 0.5526 - top-5-accuracy: 0.8428
+
+
+```
+
+```
+
+135/176 [======================>.......] - ETA: 7s - loss: 1.6087 - accuracy: 0.5523 - top-5-accuracy: 0.8424
+
+
+```
+
+```
+
+136/176 [======================>.......] - ETA: 6s - loss: 1.6105 - accuracy: 0.5519 - top-5-accuracy: 0.8423
+
+
+```
+
+```
+
+137/176 [======================>.......] - ETA: 6s - loss: 1.6110 - accuracy: 0.5520 - top-5-accuracy: 0.8421
+
+
+```
+
+```
+
+138/176 [======================>.......] - ETA: 6s - loss: 1.6120 - accuracy: 0.5521 - top-5-accuracy: 0.8420
+
+
+```
+
+```
+
+139/176 [======================>.......] - ETA: 6s - loss: 1.6126 - accuracy: 0.5522 - top-5-accuracy: 0.8417
+
+
+```
+
+```
+
+140/176 [======================>.......] - ETA: 6s - loss: 1.6135 - accuracy: 0.5520 - top-5-accuracy: 0.8416
+
+
+```
+
+```
+
+141/176 [=======================>......] - ETA: 6s - loss: 1.6138 - accuracy: 0.5520 - top-5-accuracy: 0.8414
+
+
+```
+
+```
+
+142/176 [=======================>......] - ETA: 5s - loss: 1.6137 - accuracy: 0.5520 - top-5-accuracy: 0.8416
+
+
+```
+
+```
+
+143/176 [=======================>......] - ETA: 5s - loss: 1.6132 - accuracy: 0.5520 - top-5-accuracy: 0.8417
+
+
+```
+
+```
+
+144/176 [=======================>......] - ETA: 5s - loss: 1.6133 - accuracy: 0.5520 - top-5-accuracy: 0.8418
+
+
+```
+
+```
+
+145/176 [=======================>......] - ETA: 5s - loss: 1.6130 - accuracy: 0.5522 - top-5-accuracy: 0.8419
+
+
+```
+
+```
+
+146/176 [=======================>......] - ETA: 5s - loss: 1.6135 - accuracy: 0.5521 - top-5-accuracy: 0.8419
+
+
+```
+
+```
+
+147/176 [========================>.....] - ETA: 5s - loss: 1.6133 - accuracy: 0.5524 - top-5-accuracy: 0.8419
+
+
+```
+
+```
+
+148/176 [========================>.....] - ETA: 4s - loss: 1.6134 - accuracy: 0.5523 - top-5-accuracy: 0.8419
+
+
+```
+
+```
+
+149/176 [========================>.....] - ETA: 4s - loss: 1.6135 - accuracy: 0.5522 - top-5-accuracy: 0.8418
+
+
+```
+
+```
+
+150/176 [========================>.....] - ETA: 4s - loss: 1.6136 - accuracy: 0.5521 - top-5-accuracy: 0.8419
+
+
+```
+
+```
+
+151/176 [========================>.....] - ETA: 4s - loss: 1.6137 - accuracy: 0.5521 - top-5-accuracy: 0.8419
+
+
+```
+
+```
+
+152/176 [========================>.....] - ETA: 4s - loss: 1.6136 - accuracy: 0.5520 - top-5-accuracy: 0.8420
+
+
+```
+
+```
+
+153/176 [=========================>....] - ETA: 3s - loss: 1.6148 - accuracy: 0.5515 - top-5-accuracy: 0.8417
+
+
+```
+
+```
+
+154/176 [=========================>....] - ETA: 3s - loss: 1.6152 - accuracy: 0.5516 - top-5-accuracy: 0.8418
+
+
+```
+
+```
+
+155/176 [=========================>....] - ETA: 3s - loss: 1.6157 - accuracy: 0.5515 - top-5-accuracy: 0.8417
+
+
+```
+
+```
+
+156/176 [=========================>....] - ETA: 3s - loss: 1.6159 - accuracy: 0.5515 - top-5-accuracy: 0.8414
+
+
+```
+
+```
+
+157/176 [=========================>....] - ETA: 3s - loss: 1.6145 - accuracy: 0.5519 - top-5-accuracy: 0.8416
+
+
+```
+
+```
+
+158/176 [=========================>....] - ETA: 3s - loss: 1.6147 - accuracy: 0.5519 - top-5-accuracy: 0.8414
+
+
+```
+
+```
+
+159/176 [==========================>...] - ETA: 2s - loss: 1.6151 - accuracy: 0.5519 - top-5-accuracy: 0.8414
+
+
+```
+
+```
+
+160/176 [==========================>...] - ETA: 2s - loss: 1.6148 - accuracy: 0.5520 - top-5-accuracy: 0.8414
+
+
+```
+
+```
+
+161/176 [==========================>...] - ETA: 2s - loss: 1.6145 - accuracy: 0.5520 - top-5-accuracy: 0.8414
+
+
+```
+
+```
+
+162/176 [==========================>...] - ETA: 2s - loss: 1.6150 - accuracy: 0.5521 - top-5-accuracy: 0.8413
+
+
+```
+
+```
+
+163/176 [==========================>...] - ETA: 2s - loss: 1.6143 - accuracy: 0.5521 - top-5-accuracy: 0.8414
+
+
+```
+
+```
+
+164/176 [==========================>...] - ETA: 2s - loss: 1.6142 - accuracy: 0.5519 - top-5-accuracy: 0.8414
+
+
+```
+
+```
+
+165/176 [===========================>..] - ETA: 1s - loss: 1.6141 - accuracy: 0.5518 - top-5-accuracy: 0.8415
+
+
+```
+
+```
+
+166/176 [===========================>..] - ETA: 1s - loss: 1.6139 - accuracy: 0.5519 - top-5-accuracy: 0.8415
+
+
+```
+
+```
+
+167/176 [===========================>..] - ETA: 1s - loss: 1.6140 - accuracy: 0.5517 - top-5-accuracy: 0.8415
+
+
+```
+
+```
+
+168/176 [===========================>..] - ETA: 1s - loss: 1.6149 - accuracy: 0.5513 - top-5-accuracy: 0.8416
+
+
+```
+
+```
+
+169/176 [===========================>..] - ETA: 1s - loss: 1.6139 - accuracy: 0.5519 - top-5-accuracy: 0.8416
+
+
+```
+
+```
+
+170/176 [===========================>..] - ETA: 1s - loss: 1.6146 - accuracy: 0.5515 - top-5-accuracy: 0.8415
+
+
+```
+
+```
+
+171/176 [============================>.] - ETA: 0s - loss: 1.6153 - accuracy: 0.5513 - top-5-accuracy: 0.8415
+
+
+```
+
+```
+
+172/176 [============================>.] - ETA: 0s - loss: 1.6146 - accuracy: 0.5513 - top-5-accuracy: 0.8415
+
+
+```
+
+```
+
+173/176 [============================>.] - ETA: 0s - loss: 1.6147 - accuracy: 0.5513 - top-5-accuracy: 0.8414
+
+
+```
+
+```
+
+174/176 [============================>.] - ETA: 0s - loss: 1.6156 - accuracy: 0.5513 - top-5-accuracy: 0.8412
+
+
+```
+
+```
+
+175/176 [============================>.] - ETA: 0s - loss: 1.6157 - accuracy: 0.5513 - top-5-accuracy: 0.8412
+
+
+```
+
+```
+
+176/176 [==============================] - ETA: 0s - loss: 1.6158 - accuracy: 0.5512 - top-5-accuracy: 0.8412
+
+
+```
+
+```
+
+176/176 [==============================] - 32s 179ms/step - loss: 1.6158 - accuracy: 0.5512 - top-5-accuracy: 0.8412 - val_loss: 1.8440 - val_accuracy: 0.5012 - val_top-5-accuracy: 0.7944
+
+
+
+```
+Epoch 36/50
+
+```
+
+
+ 1/176 [..............................] - ETA: 30s - loss: 1.4967 - accuracy: 0.6133 - top-5-accuracy: 0.8672
+
+
+```
+
+```
+
+ 2/176 [..............................] - ETA: 30s - loss: 1.5459 - accuracy: 0.6016 - top-5-accuracy: 0.8574
+
+
+```
+
+```
+
+ 3/176 [..............................] - ETA: 29s - loss: 1.5665 - accuracy: 0.5898 - top-5-accuracy: 0.8542
+
+
+```
+
+```
+
+ 4/176 [..............................] - ETA: 29s - loss: 1.5496 - accuracy: 0.5820 - top-5-accuracy: 0.8564
+
+
+```
+
+```
+
+ 5/176 [..............................] - ETA: 29s - loss: 1.5458 - accuracy: 0.5750 - top-5-accuracy: 0.8547
+
+
+```
+
+```
+
+ 6/176 [>.............................] - ETA: 29s - loss: 1.5478 - accuracy: 0.5697 - top-5-accuracy: 0.8522
+
+
+```
+
+```
+
+ 7/176 [>.............................] - ETA: 29s - loss: 1.5582 - accuracy: 0.5670 - top-5-accuracy: 0.8532
+
+
+```
+
+```
+
+ 8/176 [>.............................] - ETA: 29s - loss: 1.5452 - accuracy: 0.5703 - top-5-accuracy: 0.8574
+
+
+```
+
+```
+
+ 9/176 [>.............................] - ETA: 28s - loss: 1.5742 - accuracy: 0.5655 - top-5-accuracy: 0.8520
+
+
+```
+
+```
+
+ 10/176 [>.............................] - ETA: 28s - loss: 1.5676 - accuracy: 0.5652 - top-5-accuracy: 0.8496
+
+
+```
+
+```
+
+ 11/176 [>.............................] - ETA: 28s - loss: 1.5608 - accuracy: 0.5682 - top-5-accuracy: 0.8491
+
+
+```
+
+```
+
+ 12/176 [=>............................] - ETA: 28s - loss: 1.5741 - accuracy: 0.5667 - top-5-accuracy: 0.8428
+
+
+```
+
+```
+
+ 13/176 [=>............................] - ETA: 28s - loss: 1.5697 - accuracy: 0.5673 - top-5-accuracy: 0.8434
+
+
+```
+
+```
+
+ 14/176 [=>............................] - ETA: 27s - loss: 1.5671 - accuracy: 0.5703 - top-5-accuracy: 0.8443
+
+
+```
+
+```
+
+ 15/176 [=>............................] - ETA: 27s - loss: 1.5625 - accuracy: 0.5711 - top-5-accuracy: 0.8456
+
+
+```
+
+```
+
+ 16/176 [=>............................] - ETA: 27s - loss: 1.5557 - accuracy: 0.5718 - top-5-accuracy: 0.8459
+
+
+```
+
+```
+
+ 17/176 [=>............................] - ETA: 27s - loss: 1.5528 - accuracy: 0.5715 - top-5-accuracy: 0.8474
+
+
+```
+
+```
+
+ 18/176 [==>...........................] - ETA: 27s - loss: 1.5562 - accuracy: 0.5690 - top-5-accuracy: 0.8464
+
+
+```
+
+```
+
+ 19/176 [==>...........................] - ETA: 27s - loss: 1.5606 - accuracy: 0.5672 - top-5-accuracy: 0.8464
+
+
+```
+
+```
+
+ 20/176 [==>...........................] - ETA: 26s - loss: 1.5627 - accuracy: 0.5652 - top-5-accuracy: 0.8465
+
+
+```
+
+```
+
+ 21/176 [==>...........................] - ETA: 26s - loss: 1.5589 - accuracy: 0.5664 - top-5-accuracy: 0.8471
+
+
+```
+
+```
+
+ 22/176 [==>...........................] - ETA: 26s - loss: 1.5565 - accuracy: 0.5682 - top-5-accuracy: 0.8469
+
+
+```
+
+```
+
+ 23/176 [==>...........................] - ETA: 26s - loss: 1.5561 - accuracy: 0.5695 - top-5-accuracy: 0.8458
+
+
+```
+
+```
+
+ 24/176 [===>..........................] - ETA: 26s - loss: 1.5611 - accuracy: 0.5693 - top-5-accuracy: 0.8460
+
+
+```
+
+```
+
+ 25/176 [===>..........................] - ETA: 26s - loss: 1.5553 - accuracy: 0.5711 - top-5-accuracy: 0.8477
+
+
+```
+
+```
+
+ 26/176 [===>..........................] - ETA: 25s - loss: 1.5529 - accuracy: 0.5721 - top-5-accuracy: 0.8475
+
+
+```
+
+```
+
+ 27/176 [===>..........................] - ETA: 25s - loss: 1.5524 - accuracy: 0.5710 - top-5-accuracy: 0.8471
+
+
+```
+
+```
+
+ 28/176 [===>..........................] - ETA: 25s - loss: 1.5515 - accuracy: 0.5717 - top-5-accuracy: 0.8471
+
+
+```
+
+```
+
+ 29/176 [===>..........................] - ETA: 25s - loss: 1.5441 - accuracy: 0.5729 - top-5-accuracy: 0.8482
+
+
+```
+
+```
+
+ 30/176 [====>.........................] - ETA: 25s - loss: 1.5481 - accuracy: 0.5729 - top-5-accuracy: 0.8470
+
+
+```
+
+```
+
+ 31/176 [====>.........................] - ETA: 25s - loss: 1.5544 - accuracy: 0.5718 - top-5-accuracy: 0.8466
+
+
+```
+
+```
+
+ 32/176 [====>.........................] - ETA: 24s - loss: 1.5556 - accuracy: 0.5717 - top-5-accuracy: 0.8461
+
+
+```
+
+```
+
+ 33/176 [====>.........................] - ETA: 24s - loss: 1.5585 - accuracy: 0.5710 - top-5-accuracy: 0.8462
+
+
+```
+
+```
+
+ 34/176 [====>.........................] - ETA: 24s - loss: 1.5589 - accuracy: 0.5713 - top-5-accuracy: 0.8471
+
+
+```
+
+```
+
+ 35/176 [====>.........................] - ETA: 24s - loss: 1.5552 - accuracy: 0.5718 - top-5-accuracy: 0.8478
+
+
+```
+
+```
+
+ 36/176 [=====>........................] - ETA: 24s - loss: 1.5559 - accuracy: 0.5709 - top-5-accuracy: 0.8477
+
+
+```
+
+```
+
+ 37/176 [=====>........................] - ETA: 24s - loss: 1.5541 - accuracy: 0.5708 - top-5-accuracy: 0.8477
+
+
+```
+
+```
+
+ 38/176 [=====>........................] - ETA: 23s - loss: 1.5540 - accuracy: 0.5706 - top-5-accuracy: 0.8476
+
+
+```
+
+```
+
+ 39/176 [=====>........................] - ETA: 23s - loss: 1.5563 - accuracy: 0.5700 - top-5-accuracy: 0.8473
+
+
+```
+
+```
+
+ 40/176 [=====>........................] - ETA: 23s - loss: 1.5587 - accuracy: 0.5696 - top-5-accuracy: 0.8467
+
+
+```
+
+```
+
+ 41/176 [=====>........................] - ETA: 23s - loss: 1.5588 - accuracy: 0.5695 - top-5-accuracy: 0.8464
+
+
+```
+
+```
+
+ 42/176 [======>.......................] - ETA: 23s - loss: 1.5587 - accuracy: 0.5698 - top-5-accuracy: 0.8471
+
+
+```
+
+```
+
+ 43/176 [======>.......................] - ETA: 22s - loss: 1.5551 - accuracy: 0.5703 - top-5-accuracy: 0.8483
+
+
+```
+
+```
+
+ 44/176 [======>.......................] - ETA: 22s - loss: 1.5586 - accuracy: 0.5699 - top-5-accuracy: 0.8474
+
+
+```
+
+```
+
+ 45/176 [======>.......................] - ETA: 22s - loss: 1.5571 - accuracy: 0.5707 - top-5-accuracy: 0.8476
+
+
+```
+
+```
+
+ 46/176 [======>.......................] - ETA: 22s - loss: 1.5559 - accuracy: 0.5713 - top-5-accuracy: 0.8478
+
+
+```
+
+```
+
+ 47/176 [=======>......................] - ETA: 22s - loss: 1.5547 - accuracy: 0.5711 - top-5-accuracy: 0.8480
+
+
+```
+
+```
+
+ 48/176 [=======>......................] - ETA: 22s - loss: 1.5582 - accuracy: 0.5697 - top-5-accuracy: 0.8480
+
+
+```
+
+```
+
+ 49/176 [=======>......................] - ETA: 21s - loss: 1.5645 - accuracy: 0.5679 - top-5-accuracy: 0.8473
+
+
+```
+
+```
+
+ 50/176 [=======>......................] - ETA: 21s - loss: 1.5657 - accuracy: 0.5682 - top-5-accuracy: 0.8471
+
+
+```
+
+```
+
+ 51/176 [=======>......................] - ETA: 21s - loss: 1.5675 - accuracy: 0.5682 - top-5-accuracy: 0.8466
+
+
+```
+
+```
+
+ 52/176 [=======>......................] - ETA: 21s - loss: 1.5692 - accuracy: 0.5682 - top-5-accuracy: 0.8462
+
+
+```
+
+```
+
+ 53/176 [========>.....................] - ETA: 21s - loss: 1.5710 - accuracy: 0.5674 - top-5-accuracy: 0.8463
+
+
+```
+
+```
+
+ 54/176 [========>.....................] - ETA: 21s - loss: 1.5690 - accuracy: 0.5679 - top-5-accuracy: 0.8463
+
+
+```
+
+```
+
+ 55/176 [========>.....................] - ETA: 20s - loss: 1.5687 - accuracy: 0.5680 - top-5-accuracy: 0.8466
+
+
+```
+
+```
+
+ 56/176 [========>.....................] - ETA: 20s - loss: 1.5658 - accuracy: 0.5684 - top-5-accuracy: 0.8472
+
+
+```
+
+```
+
+ 57/176 [========>.....................] - ETA: 20s - loss: 1.5664 - accuracy: 0.5682 - top-5-accuracy: 0.8471
+
+
+```
+
+```
+
+ 58/176 [========>.....................] - ETA: 20s - loss: 1.5705 - accuracy: 0.5665 - top-5-accuracy: 0.8470
+
+
+```
+
+```
+
+ 59/176 [=========>....................] - ETA: 20s - loss: 1.5722 - accuracy: 0.5659 - top-5-accuracy: 0.8463
+
+
+```
+
+```
+
+ 60/176 [=========>....................] - ETA: 20s - loss: 1.5764 - accuracy: 0.5648 - top-5-accuracy: 0.8456
+
+
+```
+
+```
+
+ 61/176 [=========>....................] - ETA: 19s - loss: 1.5787 - accuracy: 0.5644 - top-5-accuracy: 0.8450
+
+
+```
+
+```
+
+ 62/176 [=========>....................] - ETA: 19s - loss: 1.5777 - accuracy: 0.5643 - top-5-accuracy: 0.8453
+
+
+```
+
+```
+
+ 63/176 [=========>....................] - ETA: 19s - loss: 1.5750 - accuracy: 0.5653 - top-5-accuracy: 0.8455
+
+
+```
+
+```
+
+ 64/176 [=========>....................] - ETA: 19s - loss: 1.5752 - accuracy: 0.5659 - top-5-accuracy: 0.8455
+
+
+```
+
+```
+
+ 65/176 [==========>...................] - ETA: 19s - loss: 1.5732 - accuracy: 0.5659 - top-5-accuracy: 0.8457
+
+
+```
+
+```
+
+ 66/176 [==========>...................] - ETA: 19s - loss: 1.5742 - accuracy: 0.5653 - top-5-accuracy: 0.8456
+
+
+```
+
+```
+
+ 67/176 [==========>...................] - ETA: 18s - loss: 1.5748 - accuracy: 0.5655 - top-5-accuracy: 0.8453
+
+
+```
+
+```
+
+ 68/176 [==========>...................] - ETA: 18s - loss: 1.5744 - accuracy: 0.5651 - top-5-accuracy: 0.8455
+
+
+```
+
+```
+
+ 69/176 [==========>...................] - ETA: 18s - loss: 1.5744 - accuracy: 0.5645 - top-5-accuracy: 0.8458
+
+
+```
+
+```
+
+ 70/176 [==========>...................] - ETA: 18s - loss: 1.5758 - accuracy: 0.5645 - top-5-accuracy: 0.8459
+
+
+```
+
+```
+
+ 71/176 [===========>..................] - ETA: 18s - loss: 1.5760 - accuracy: 0.5642 - top-5-accuracy: 0.8463
+
+
+```
+
+```
+
+ 72/176 [===========>..................] - ETA: 17s - loss: 1.5784 - accuracy: 0.5635 - top-5-accuracy: 0.8461
+
+
+```
+
+```
+
+ 73/176 [===========>..................] - ETA: 17s - loss: 1.5793 - accuracy: 0.5630 - top-5-accuracy: 0.8460
+
+
+```
+
+```
+
+ 74/176 [===========>..................] - ETA: 17s - loss: 1.5812 - accuracy: 0.5626 - top-5-accuracy: 0.8458
+
+
+```
+
+```
+
+ 75/176 [===========>..................] - ETA: 17s - loss: 1.5812 - accuracy: 0.5617 - top-5-accuracy: 0.8462
+
+
+```
+
+```
+
+ 76/176 [===========>..................] - ETA: 17s - loss: 1.5809 - accuracy: 0.5620 - top-5-accuracy: 0.8462
+
+
+```
+
+```
+
+ 77/176 [============>.................] - ETA: 17s - loss: 1.5811 - accuracy: 0.5621 - top-5-accuracy: 0.8462
+
+
+```
+
+```
+
+ 78/176 [============>.................] - ETA: 16s - loss: 1.5797 - accuracy: 0.5626 - top-5-accuracy: 0.8461
+
+
+```
+
+```
+
+ 79/176 [============>.................] - ETA: 16s - loss: 1.5798 - accuracy: 0.5623 - top-5-accuracy: 0.8464
+
+
+```
+
+```
+
+ 80/176 [============>.................] - ETA: 16s - loss: 1.5791 - accuracy: 0.5622 - top-5-accuracy: 0.8464
+
+
+```
+
+```
+
+ 81/176 [============>.................] - ETA: 16s - loss: 1.5793 - accuracy: 0.5621 - top-5-accuracy: 0.8465
+
+
+```
+
+```
+
+ 82/176 [============>.................] - ETA: 16s - loss: 1.5805 - accuracy: 0.5618 - top-5-accuracy: 0.8460
+
+
+```
+
+```
+
+ 83/176 [=============>................] - ETA: 16s - loss: 1.5830 - accuracy: 0.5612 - top-5-accuracy: 0.8458
+
+
+```
+
+```
+
+ 84/176 [=============>................] - ETA: 15s - loss: 1.5835 - accuracy: 0.5613 - top-5-accuracy: 0.8457
+
+
+```
+
+```
+
+ 85/176 [=============>................] - ETA: 15s - loss: 1.5843 - accuracy: 0.5611 - top-5-accuracy: 0.8456
+
+
+```
+
+```
+
+ 86/176 [=============>................] - ETA: 15s - loss: 1.5827 - accuracy: 0.5612 - top-5-accuracy: 0.8461
+
+
+```
+
+```
+
+ 87/176 [=============>................] - ETA: 15s - loss: 1.5824 - accuracy: 0.5615 - top-5-accuracy: 0.8463
+
+
+```
+
+```
+
+ 88/176 [==============>...............] - ETA: 15s - loss: 1.5825 - accuracy: 0.5612 - top-5-accuracy: 0.8461
+
+
+```
+
+```
+
+ 89/176 [==============>...............] - ETA: 15s - loss: 1.5848 - accuracy: 0.5607 - top-5-accuracy: 0.8457
+
+
+```
+
+```
+
+ 90/176 [==============>...............] - ETA: 14s - loss: 1.5848 - accuracy: 0.5606 - top-5-accuracy: 0.8455
+
+
+```
+
+```
+
+ 91/176 [==============>...............] - ETA: 14s - loss: 1.5838 - accuracy: 0.5606 - top-5-accuracy: 0.8458
+
+
+```
+
+```
+
+ 92/176 [==============>...............] - ETA: 14s - loss: 1.5830 - accuracy: 0.5608 - top-5-accuracy: 0.8460
+
+
+```
+
+```
+
+ 93/176 [==============>...............] - ETA: 14s - loss: 1.5812 - accuracy: 0.5611 - top-5-accuracy: 0.8465
+
+
+```
+
+```
+
+ 94/176 [===============>..............] - ETA: 14s - loss: 1.5815 - accuracy: 0.5608 - top-5-accuracy: 0.8465
+
+
+```
+
+```
+
+ 95/176 [===============>..............] - ETA: 14s - loss: 1.5826 - accuracy: 0.5605 - top-5-accuracy: 0.8463
+
+
+```
+
+```
+
+ 96/176 [===============>..............] - ETA: 13s - loss: 1.5838 - accuracy: 0.5602 - top-5-accuracy: 0.8462
+
+
+```
+
+```
+
+ 97/176 [===============>..............] - ETA: 13s - loss: 1.5846 - accuracy: 0.5601 - top-5-accuracy: 0.8461
+
+
+```
+
+```
+
+ 98/176 [===============>..............] - ETA: 13s - loss: 1.5839 - accuracy: 0.5602 - top-5-accuracy: 0.8461
+
+
+```
+
+```
+
+ 99/176 [===============>..............] - ETA: 13s - loss: 1.5823 - accuracy: 0.5604 - top-5-accuracy: 0.8463
+
+
+```
+
+```
+
+100/176 [================>.............] - ETA: 13s - loss: 1.5807 - accuracy: 0.5609 - top-5-accuracy: 0.8467
+
+
+```
+
+```
+
+101/176 [================>.............] - ETA: 12s - loss: 1.5809 - accuracy: 0.5605 - top-5-accuracy: 0.8468
+
+
+```
+
+```
+
+102/176 [================>.............] - ETA: 12s - loss: 1.5799 - accuracy: 0.5605 - top-5-accuracy: 0.8470
+
+
+```
+
+```
+
+103/176 [================>.............] - ETA: 12s - loss: 1.5799 - accuracy: 0.5603 - top-5-accuracy: 0.8469
+
+
+```
+
+```
+
+104/176 [================>.............] - ETA: 12s - loss: 1.5807 - accuracy: 0.5600 - top-5-accuracy: 0.8466
+
+
+```
+
+```
+
+105/176 [================>.............] - ETA: 12s - loss: 1.5824 - accuracy: 0.5595 - top-5-accuracy: 0.8466
+
+
+```
+
+```
+
+106/176 [=================>............] - ETA: 12s - loss: 1.5809 - accuracy: 0.5596 - top-5-accuracy: 0.8469
+
+
+```
+
+```
+
+107/176 [=================>............] - ETA: 11s - loss: 1.5826 - accuracy: 0.5589 - top-5-accuracy: 0.8468
+
+
+```
+
+```
+
+108/176 [=================>............] - ETA: 11s - loss: 1.5817 - accuracy: 0.5589 - top-5-accuracy: 0.8469
+
+
+```
+
+```
+
+109/176 [=================>............] - ETA: 11s - loss: 1.5813 - accuracy: 0.5589 - top-5-accuracy: 0.8470
+
+
+```
+
+```
+
+110/176 [=================>............] - ETA: 11s - loss: 1.5829 - accuracy: 0.5583 - top-5-accuracy: 0.8468
+
+
+```
+
+```
+
+111/176 [=================>............] - ETA: 11s - loss: 1.5842 - accuracy: 0.5579 - top-5-accuracy: 0.8468
+
+
+```
+
+```
+
+112/176 [==================>...........] - ETA: 11s - loss: 1.5842 - accuracy: 0.5579 - top-5-accuracy: 0.8470
+
+
+```
+
+```
+
+113/176 [==================>...........] - ETA: 10s - loss: 1.5834 - accuracy: 0.5579 - top-5-accuracy: 0.8471
+
+
+```
+
+```
+
+114/176 [==================>...........] - ETA: 10s - loss: 1.5811 - accuracy: 0.5584 - top-5-accuracy: 0.8472
+
+
+```
+
+```
+
+115/176 [==================>...........] - ETA: 10s - loss: 1.5812 - accuracy: 0.5583 - top-5-accuracy: 0.8470
+
+
+```
+
+```
+
+116/176 [==================>...........] - ETA: 10s - loss: 1.5813 - accuracy: 0.5582 - top-5-accuracy: 0.8471
+
+
+```
+
+```
+
+117/176 [==================>...........] - ETA: 10s - loss: 1.5806 - accuracy: 0.5584 - top-5-accuracy: 0.8473
+
+
+```
+
+```
+
+118/176 [===================>..........] - ETA: 10s - loss: 1.5803 - accuracy: 0.5587 - top-5-accuracy: 0.8473
+
+
+```
+
+```
+
+119/176 [===================>..........] - ETA: 9s - loss: 1.5797 - accuracy: 0.5586 - top-5-accuracy: 0.8472
+
+
+```
+
+```
+
+120/176 [===================>..........] - ETA: 9s - loss: 1.5810 - accuracy: 0.5584 - top-5-accuracy: 0.8471
+
+
+```
+
+```
+
+121/176 [===================>..........] - ETA: 9s - loss: 1.5812 - accuracy: 0.5586 - top-5-accuracy: 0.8469
+
+
+```
+
+```
+
+122/176 [===================>..........] - ETA: 9s - loss: 1.5806 - accuracy: 0.5589 - top-5-accuracy: 0.8470
+
+
+```
+
+```
+
+123/176 [===================>..........] - ETA: 9s - loss: 1.5799 - accuracy: 0.5592 - top-5-accuracy: 0.8472
+
+
+```
+
+```
+
+124/176 [====================>.........] - ETA: 8s - loss: 1.5800 - accuracy: 0.5591 - top-5-accuracy: 0.8471
+
+
+```
+
+```
+
+125/176 [====================>.........] - ETA: 8s - loss: 1.5806 - accuracy: 0.5590 - top-5-accuracy: 0.8470
+
+
+```
+
+```
+
+126/176 [====================>.........] - ETA: 8s - loss: 1.5820 - accuracy: 0.5590 - top-5-accuracy: 0.8468
+
+
+```
+
+```
+
+127/176 [====================>.........] - ETA: 8s - loss: 1.5813 - accuracy: 0.5593 - top-5-accuracy: 0.8470
+
+
+```
+
+```
+
+128/176 [====================>.........] - ETA: 8s - loss: 1.5816 - accuracy: 0.5594 - top-5-accuracy: 0.8469
+
+
+```
+
+```
+
+129/176 [====================>.........] - ETA: 8s - loss: 1.5825 - accuracy: 0.5594 - top-5-accuracy: 0.8466
+
+
+```
+
+```
+
+130/176 [=====================>........] - ETA: 7s - loss: 1.5825 - accuracy: 0.5592 - top-5-accuracy: 0.8468
+
+
+```
+
+```
+
+131/176 [=====================>........] - ETA: 7s - loss: 1.5826 - accuracy: 0.5593 - top-5-accuracy: 0.8467
+
+
+```
+
+```
+
+132/176 [=====================>........] - ETA: 7s - loss: 1.5836 - accuracy: 0.5592 - top-5-accuracy: 0.8464
+
+
+```
+
+```
+
+133/176 [=====================>........] - ETA: 7s - loss: 1.5840 - accuracy: 0.5589 - top-5-accuracy: 0.8465
+
+
+```
+
+```
+
+134/176 [=====================>........] - ETA: 7s - loss: 1.5848 - accuracy: 0.5588 - top-5-accuracy: 0.8464
+
+
+```
+
+```
+
+135/176 [======================>.......] - ETA: 7s - loss: 1.5855 - accuracy: 0.5583 - top-5-accuracy: 0.8463
+
+
+```
+
+```
+
+136/176 [======================>.......] - ETA: 6s - loss: 1.5857 - accuracy: 0.5582 - top-5-accuracy: 0.8462
+
+
+```
+
+```
+
+137/176 [======================>.......] - ETA: 6s - loss: 1.5856 - accuracy: 0.5582 - top-5-accuracy: 0.8463
+
+
+```
+
+```
+
+138/176 [======================>.......] - ETA: 6s - loss: 1.5862 - accuracy: 0.5580 - top-5-accuracy: 0.8460
+
+
+```
+
+```
+
+139/176 [======================>.......] - ETA: 6s - loss: 1.5864 - accuracy: 0.5579 - top-5-accuracy: 0.8459
+
+
+```
+
+```
+
+140/176 [======================>.......] - ETA: 6s - loss: 1.5874 - accuracy: 0.5576 - top-5-accuracy: 0.8458
+
+
+```
+
+```
+
+141/176 [=======================>......] - ETA: 6s - loss: 1.5873 - accuracy: 0.5576 - top-5-accuracy: 0.8458
+
+
+```
+
+```
+
+142/176 [=======================>......] - ETA: 5s - loss: 1.5870 - accuracy: 0.5575 - top-5-accuracy: 0.8458
+
+
+```
+
+```
+
+143/176 [=======================>......] - ETA: 5s - loss: 1.5865 - accuracy: 0.5576 - top-5-accuracy: 0.8459
+
+
+```
+
+```
+
+144/176 [=======================>......] - ETA: 5s - loss: 1.5874 - accuracy: 0.5573 - top-5-accuracy: 0.8458
+
+
+```
+
+```
+
+145/176 [=======================>......] - ETA: 5s - loss: 1.5871 - accuracy: 0.5575 - top-5-accuracy: 0.8458
+
+
+```
+
+```
+
+146/176 [=======================>......] - ETA: 5s - loss: 1.5864 - accuracy: 0.5576 - top-5-accuracy: 0.8460
+
+
+```
+
+```
+
+147/176 [========================>.....] - ETA: 5s - loss: 1.5866 - accuracy: 0.5574 - top-5-accuracy: 0.8458
+
+
+```
+
+```
+
+148/176 [========================>.....] - ETA: 4s - loss: 1.5863 - accuracy: 0.5577 - top-5-accuracy: 0.8459
+
+
+```
+
+```
+
+149/176 [========================>.....] - ETA: 4s - loss: 1.5865 - accuracy: 0.5575 - top-5-accuracy: 0.8459
+
+
+```
+
+```
+
+150/176 [========================>.....] - ETA: 4s - loss: 1.5865 - accuracy: 0.5572 - top-5-accuracy: 0.8461
+
+
+```
+
+```
+
+151/176 [========================>.....] - ETA: 4s - loss: 1.5876 - accuracy: 0.5568 - top-5-accuracy: 0.8460
+
+
+```
+
+```
+
+152/176 [========================>.....] - ETA: 4s - loss: 1.5870 - accuracy: 0.5573 - top-5-accuracy: 0.8460
+
+
+```
+
+```
+
+153/176 [=========================>....] - ETA: 3s - loss: 1.5897 - accuracy: 0.5567 - top-5-accuracy: 0.8456
+
+
+```
+
+```
+
+154/176 [=========================>....] - ETA: 3s - loss: 1.5901 - accuracy: 0.5563 - top-5-accuracy: 0.8455
+
+
+```
+
+```
+
+155/176 [=========================>....] - ETA: 3s - loss: 1.5898 - accuracy: 0.5564 - top-5-accuracy: 0.8458
+
+
+```
+
+```
+
+156/176 [=========================>....] - ETA: 3s - loss: 1.5895 - accuracy: 0.5564 - top-5-accuracy: 0.8457
+
+
+```
+
+```
+
+157/176 [=========================>....] - ETA: 3s - loss: 1.5893 - accuracy: 0.5565 - top-5-accuracy: 0.8458
+
+
+```
+
+```
+
+158/176 [=========================>....] - ETA: 3s - loss: 1.5895 - accuracy: 0.5563 - top-5-accuracy: 0.8459
+
+
+```
+
+```
+
+159/176 [==========================>...] - ETA: 2s - loss: 1.5901 - accuracy: 0.5560 - top-5-accuracy: 0.8457
+
+
+```
+
+```
+
+160/176 [==========================>...] - ETA: 2s - loss: 1.5907 - accuracy: 0.5559 - top-5-accuracy: 0.8456
+
+
+```
+
+```
+
+161/176 [==========================>...] - ETA: 2s - loss: 1.5908 - accuracy: 0.5558 - top-5-accuracy: 0.8454
+
+
+```
+
+```
+
+162/176 [==========================>...] - ETA: 2s - loss: 1.5927 - accuracy: 0.5552 - top-5-accuracy: 0.8451
+
+
+```
+
+```
+
+163/176 [==========================>...] - ETA: 2s - loss: 1.5940 - accuracy: 0.5550 - top-5-accuracy: 0.8449
+
+
+```
+
+```
+
+164/176 [==========================>...] - ETA: 2s - loss: 1.5935 - accuracy: 0.5550 - top-5-accuracy: 0.8450
+
+
+```
+
+```
+
+165/176 [===========================>..] - ETA: 1s - loss: 1.5938 - accuracy: 0.5549 - top-5-accuracy: 0.8450
+
+
+```
+
+```
+
+166/176 [===========================>..] - ETA: 1s - loss: 1.5937 - accuracy: 0.5551 - top-5-accuracy: 0.8449
+
+
+```
+
+```
+
+167/176 [===========================>..] - ETA: 1s - loss: 1.5946 - accuracy: 0.5548 - top-5-accuracy: 0.8447
+
+
+```
+
+```
+
+168/176 [===========================>..] - ETA: 1s - loss: 1.5949 - accuracy: 0.5548 - top-5-accuracy: 0.8446
+
+
+```
+
+```
+
+169/176 [===========================>..] - ETA: 1s - loss: 1.5948 - accuracy: 0.5550 - top-5-accuracy: 0.8446
+
+
+```
+
+```
+
+170/176 [===========================>..] - ETA: 1s - loss: 1.5948 - accuracy: 0.5549 - top-5-accuracy: 0.8446
+
+
+```
+
+```
+
+171/176 [============================>.] - ETA: 0s - loss: 1.5947 - accuracy: 0.5549 - top-5-accuracy: 0.8448
+
+
+```
+
+```
+
+172/176 [============================>.] - ETA: 0s - loss: 1.5953 - accuracy: 0.5547 - top-5-accuracy: 0.8446
+
+
+```
+
+```
+
+173/176 [============================>.] - ETA: 0s - loss: 1.5950 - accuracy: 0.5548 - top-5-accuracy: 0.8446
+
+
+```
+
+```
+
+174/176 [============================>.] - ETA: 0s - loss: 1.5958 - accuracy: 0.5546 - top-5-accuracy: 0.8443
+
+
+```
+
+```
+
+175/176 [============================>.] - ETA: 0s - loss: 1.5967 - accuracy: 0.5543 - top-5-accuracy: 0.8442
+
+
+```
+
+```
+
+176/176 [==============================] - ETA: 0s - loss: 1.5974 - accuracy: 0.5542 - top-5-accuracy: 0.8440
+
+
+```
+
+```
+
+176/176 [==============================] - 32s 179ms/step - loss: 1.5974 - accuracy: 0.5542 - top-5-accuracy: 0.8440 - val_loss: 1.8388 - val_accuracy: 0.5044 - val_top-5-accuracy: 0.7950
+
+
+
+```
+Epoch 37/50
+
+```
+
+
+ 1/176 [..............................] - ETA: 30s - loss: 1.5071 - accuracy: 0.5586 - top-5-accuracy: 0.8750
+
+
+```
+
+```
+
+ 2/176 [..............................] - ETA: 30s - loss: 1.4574 - accuracy: 0.5742 - top-5-accuracy: 0.8809
+
+
+```
+
+```
+
+ 3/176 [..............................] - ETA: 29s - loss: 1.5135 - accuracy: 0.5547 - top-5-accuracy: 0.8659
+
+
+```
+
+```
+
+ 4/176 [..............................] - ETA: 29s - loss: 1.4927 - accuracy: 0.5664 - top-5-accuracy: 0.8672
+
+
+```
+
+```
+
+ 5/176 [..............................] - ETA: 29s - loss: 1.5055 - accuracy: 0.5664 - top-5-accuracy: 0.8617
+
+
+```
+
+```
+
+ 6/176 [>.............................] - ETA: 29s - loss: 1.5000 - accuracy: 0.5723 - top-5-accuracy: 0.8607
+
+
+```
+
+```
+
+ 7/176 [>.............................] - ETA: 29s - loss: 1.5398 - accuracy: 0.5647 - top-5-accuracy: 0.8588
+
+
+```
+
+```
+
+ 8/176 [>.............................] - ETA: 29s - loss: 1.5292 - accuracy: 0.5654 - top-5-accuracy: 0.8574
+
+
+```
+
+```
+
+ 9/176 [>.............................] - ETA: 28s - loss: 1.5136 - accuracy: 0.5712 - top-5-accuracy: 0.8628
+
+
+```
+
+```
+
+ 10/176 [>.............................] - ETA: 28s - loss: 1.5189 - accuracy: 0.5707 - top-5-accuracy: 0.8605
+
+
+```
+
+```
+
+ 11/176 [>.............................] - ETA: 28s - loss: 1.5229 - accuracy: 0.5732 - top-5-accuracy: 0.8594
+
+
+```
+
+```
+
+ 12/176 [=>............................] - ETA: 28s - loss: 1.5428 - accuracy: 0.5690 - top-5-accuracy: 0.8574
+
+
+```
+
+```
+
+ 13/176 [=>............................] - ETA: 28s - loss: 1.5396 - accuracy: 0.5715 - top-5-accuracy: 0.8555
+
+
+```
+
+```
+
+ 14/176 [=>............................] - ETA: 27s - loss: 1.5409 - accuracy: 0.5703 - top-5-accuracy: 0.8538
+
+
+```
+
+```
+
+ 15/176 [=>............................] - ETA: 27s - loss: 1.5410 - accuracy: 0.5698 - top-5-accuracy: 0.8549
+
+
+```
+
+```
+
+ 16/176 [=>............................] - ETA: 27s - loss: 1.5467 - accuracy: 0.5684 - top-5-accuracy: 0.8528
+
+
+```
+
+```
+
+ 17/176 [=>............................] - ETA: 27s - loss: 1.5395 - accuracy: 0.5694 - top-5-accuracy: 0.8536
+
+
+```
+
+```
+
+ 18/176 [==>...........................] - ETA: 27s - loss: 1.5374 - accuracy: 0.5697 - top-5-accuracy: 0.8544
+
+
+```
+
+```
+
+ 19/176 [==>...........................] - ETA: 27s - loss: 1.5349 - accuracy: 0.5703 - top-5-accuracy: 0.8542
+
+
+```
+
+```
+
+ 20/176 [==>...........................] - ETA: 26s - loss: 1.5296 - accuracy: 0.5729 - top-5-accuracy: 0.8553
+
+
+```
+
+```
+
+ 21/176 [==>...........................] - ETA: 26s - loss: 1.5287 - accuracy: 0.5735 - top-5-accuracy: 0.8540
+
+
+```
+
+```
+
+ 22/176 [==>...........................] - ETA: 26s - loss: 1.5229 - accuracy: 0.5749 - top-5-accuracy: 0.8556
+
+
+```
+
+```
+
+ 23/176 [==>...........................] - ETA: 26s - loss: 1.5230 - accuracy: 0.5742 - top-5-accuracy: 0.8555
+
+
+```
+
+```
+
+ 24/176 [===>..........................] - ETA: 26s - loss: 1.5248 - accuracy: 0.5741 - top-5-accuracy: 0.8551
+
+
+```
+
+```
+
+ 25/176 [===>..........................] - ETA: 26s - loss: 1.5207 - accuracy: 0.5755 - top-5-accuracy: 0.8569
+
+
+```
+
+```
+
+ 26/176 [===>..........................] - ETA: 25s - loss: 1.5237 - accuracy: 0.5759 - top-5-accuracy: 0.8571
+
+
+```
+
+```
+
+ 27/176 [===>..........................] - ETA: 25s - loss: 1.5182 - accuracy: 0.5773 - top-5-accuracy: 0.8585
+
+
+```
+
+```
+
+ 28/176 [===>..........................] - ETA: 25s - loss: 1.5236 - accuracy: 0.5759 - top-5-accuracy: 0.8576
+
+
+```
+
+```
+
+ 29/176 [===>..........................] - ETA: 25s - loss: 1.5252 - accuracy: 0.5737 - top-5-accuracy: 0.8578
+
+
+```
+
+```
+
+ 30/176 [====>.........................] - ETA: 25s - loss: 1.5333 - accuracy: 0.5716 - top-5-accuracy: 0.8569
+
+
+```
+
+```
+
+ 31/176 [====>.........................] - ETA: 25s - loss: 1.5313 - accuracy: 0.5730 - top-5-accuracy: 0.8575
+
+
+```
+
+```
+
+ 32/176 [====>.........................] - ETA: 24s - loss: 1.5265 - accuracy: 0.5732 - top-5-accuracy: 0.8588
+
+
+```
+
+```
+
+ 33/176 [====>.........................] - ETA: 24s - loss: 1.5243 - accuracy: 0.5729 - top-5-accuracy: 0.8591
+
+
+```
+
+```
+
+ 34/176 [====>.........................] - ETA: 24s - loss: 1.5295 - accuracy: 0.5720 - top-5-accuracy: 0.8582
+
+
+```
+
+```
+
+ 35/176 [====>.........................] - ETA: 24s - loss: 1.5308 - accuracy: 0.5718 - top-5-accuracy: 0.8583
+
+
+```
+
+```
+
+ 36/176 [=====>........................] - ETA: 24s - loss: 1.5336 - accuracy: 0.5712 - top-5-accuracy: 0.8572
+
+
+```
+
+```
+
+ 37/176 [=====>........................] - ETA: 24s - loss: 1.5327 - accuracy: 0.5717 - top-5-accuracy: 0.8577
+
+
+```
+
+```
+
+ 38/176 [=====>........................] - ETA: 23s - loss: 1.5325 - accuracy: 0.5719 - top-5-accuracy: 0.8577
+
+
+```
+
+```
+
+ 39/176 [=====>........................] - ETA: 23s - loss: 1.5390 - accuracy: 0.5701 - top-5-accuracy: 0.8570
+
+
+```
+
+```
+
+ 40/176 [=====>........................] - ETA: 23s - loss: 1.5407 - accuracy: 0.5693 - top-5-accuracy: 0.8573
+
+
+```
+
+```
+
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+
+
+```
+
+```
+
+ 42/176 [======>.......................] - ETA: 23s - loss: 1.5468 - accuracy: 0.5671 - top-5-accuracy: 0.8564
+
+
+```
+
+```
+
+ 43/176 [======>.......................] - ETA: 22s - loss: 1.5434 - accuracy: 0.5677 - top-5-accuracy: 0.8570
+
+
+```
+
+```
+
+ 44/176 [======>.......................] - ETA: 22s - loss: 1.5428 - accuracy: 0.5682 - top-5-accuracy: 0.8572
+
+
+```
+
+```
+
+ 45/176 [======>.......................] - ETA: 22s - loss: 1.5410 - accuracy: 0.5687 - top-5-accuracy: 0.8572
+
+
+```
+
+```
+
+ 46/176 [======>.......................] - ETA: 22s - loss: 1.5409 - accuracy: 0.5683 - top-5-accuracy: 0.8573
+
+
+```
+
+```
+
+ 47/176 [=======>......................] - ETA: 22s - loss: 1.5435 - accuracy: 0.5672 - top-5-accuracy: 0.8570
+
+
+```
+
+```
+
+ 48/176 [=======>......................] - ETA: 22s - loss: 1.5423 - accuracy: 0.5669 - top-5-accuracy: 0.8575
+
+
+```
+
+```
+
+ 49/176 [=======>......................] - ETA: 21s - loss: 1.5410 - accuracy: 0.5684 - top-5-accuracy: 0.8575
+
+
+```
+
+```
+
+ 50/176 [=======>......................] - ETA: 21s - loss: 1.5394 - accuracy: 0.5690 - top-5-accuracy: 0.8579
+
+
+```
+
+```
+
+ 51/176 [=======>......................] - ETA: 21s - loss: 1.5397 - accuracy: 0.5692 - top-5-accuracy: 0.8574
+
+
+```
+
+```
+
+ 52/176 [=======>......................] - ETA: 21s - loss: 1.5411 - accuracy: 0.5688 - top-5-accuracy: 0.8575
+
+
+```
+
+```
+
+ 53/176 [========>.....................] - ETA: 21s - loss: 1.5395 - accuracy: 0.5691 - top-5-accuracy: 0.8578
+
+
+```
+
+```
+
+ 54/176 [========>.....................] - ETA: 21s - loss: 1.5418 - accuracy: 0.5685 - top-5-accuracy: 0.8570
+
+
+```
+
+```
+
+ 55/176 [========>.....................] - ETA: 20s - loss: 1.5421 - accuracy: 0.5687 - top-5-accuracy: 0.8570
+
+
+```
+
+```
+
+ 56/176 [========>.....................] - ETA: 20s - loss: 1.5427 - accuracy: 0.5683 - top-5-accuracy: 0.8567
+
+
+```
+
+```
+
+ 57/176 [========>.....................] - ETA: 20s - loss: 1.5426 - accuracy: 0.5682 - top-5-accuracy: 0.8568
+
+
+```
+
+```
+
+ 58/176 [========>.....................] - ETA: 20s - loss: 1.5450 - accuracy: 0.5678 - top-5-accuracy: 0.8565
+
+
+```
+
+```
+
+ 59/176 [=========>....................] - ETA: 20s - loss: 1.5427 - accuracy: 0.5681 - top-5-accuracy: 0.8567
+
+
+```
+
+```
+
+ 60/176 [=========>....................] - ETA: 20s - loss: 1.5440 - accuracy: 0.5681 - top-5-accuracy: 0.8565
+
+
+```
+
+```
+
+ 61/176 [=========>....................] - ETA: 19s - loss: 1.5440 - accuracy: 0.5681 - top-5-accuracy: 0.8567
+
+
+```
+
+```
+
+ 62/176 [=========>....................] - ETA: 19s - loss: 1.5457 - accuracy: 0.5677 - top-5-accuracy: 0.8560
+
+
+```
+
+```
+
+ 63/176 [=========>....................] - ETA: 19s - loss: 1.5444 - accuracy: 0.5678 - top-5-accuracy: 0.8561
+
+
+```
+
+```
+
+ 64/176 [=========>....................] - ETA: 19s - loss: 1.5443 - accuracy: 0.5675 - top-5-accuracy: 0.8561
+
+
+```
+
+```
+
+ 65/176 [==========>...................] - ETA: 19s - loss: 1.5425 - accuracy: 0.5678 - top-5-accuracy: 0.8562
+
+
+```
+
+```
+
+ 66/176 [==========>...................] - ETA: 18s - loss: 1.5431 - accuracy: 0.5679 - top-5-accuracy: 0.8558
+
+
+```
+
+```
+
+ 67/176 [==========>...................] - ETA: 18s - loss: 1.5431 - accuracy: 0.5679 - top-5-accuracy: 0.8556
+
+
+```
+
+```
+
+ 68/176 [==========>...................] - ETA: 18s - loss: 1.5439 - accuracy: 0.5675 - top-5-accuracy: 0.8554
+
+
+```
+
+```
+
+ 69/176 [==========>...................] - ETA: 18s - loss: 1.5416 - accuracy: 0.5679 - top-5-accuracy: 0.8557
+
+
+```
+
+```
+
+ 70/176 [==========>...................] - ETA: 18s - loss: 1.5421 - accuracy: 0.5678 - top-5-accuracy: 0.8557
+
+
+```
+
+```
+
+ 71/176 [===========>..................] - ETA: 18s - loss: 1.5411 - accuracy: 0.5683 - top-5-accuracy: 0.8559
+
+
+```
+
+```
+
+ 72/176 [===========>..................] - ETA: 17s - loss: 1.5436 - accuracy: 0.5675 - top-5-accuracy: 0.8556
+
+
+```
+
+```
+
+ 73/176 [===========>..................] - ETA: 17s - loss: 1.5444 - accuracy: 0.5673 - top-5-accuracy: 0.8557
+
+
+```
+
+```
+
+ 74/176 [===========>..................] - ETA: 17s - loss: 1.5438 - accuracy: 0.5675 - top-5-accuracy: 0.8553
+
+
+```
+
+```
+
+ 75/176 [===========>..................] - ETA: 17s - loss: 1.5438 - accuracy: 0.5674 - top-5-accuracy: 0.8552
+
+
+```
+
+```
+
+ 76/176 [===========>..................] - ETA: 17s - loss: 1.5421 - accuracy: 0.5679 - top-5-accuracy: 0.8554
+
+
+```
+
+```
+
+ 77/176 [============>.................] - ETA: 17s - loss: 1.5435 - accuracy: 0.5675 - top-5-accuracy: 0.8550
+
+
+```
+
+```
+
+ 78/176 [============>.................] - ETA: 16s - loss: 1.5454 - accuracy: 0.5671 - top-5-accuracy: 0.8547
+
+
+```
+
+```
+
+ 79/176 [============>.................] - ETA: 16s - loss: 1.5447 - accuracy: 0.5676 - top-5-accuracy: 0.8547
+
+
+```
+
+```
+
+ 80/176 [============>.................] - ETA: 16s - loss: 1.5456 - accuracy: 0.5672 - top-5-accuracy: 0.8544
+
+
+```
+
+```
+
+ 81/176 [============>.................] - ETA: 16s - loss: 1.5477 - accuracy: 0.5671 - top-5-accuracy: 0.8536
+
+
+```
+
+```
+
+ 82/176 [============>.................] - ETA: 16s - loss: 1.5486 - accuracy: 0.5669 - top-5-accuracy: 0.8534
+
+
+```
+
+```
+
+ 83/176 [=============>................] - ETA: 16s - loss: 1.5456 - accuracy: 0.5675 - top-5-accuracy: 0.8541
+
+
+```
+
+```
+
+ 84/176 [=============>................] - ETA: 15s - loss: 1.5449 - accuracy: 0.5674 - top-5-accuracy: 0.8540
+
+
+```
+
+```
+
+ 85/176 [=============>................] - ETA: 15s - loss: 1.5458 - accuracy: 0.5671 - top-5-accuracy: 0.8537
+
+
+```
+
+```
+
+ 86/176 [=============>................] - ETA: 15s - loss: 1.5451 - accuracy: 0.5673 - top-5-accuracy: 0.8540
+
+
+```
+
+```
+
+ 87/176 [=============>................] - ETA: 15s - loss: 1.5428 - accuracy: 0.5681 - top-5-accuracy: 0.8542
+
+
+```
+
+```
+
+ 88/176 [==============>...............] - ETA: 15s - loss: 1.5436 - accuracy: 0.5682 - top-5-accuracy: 0.8540
+
+
+```
+
+```
+
+ 89/176 [==============>...............] - ETA: 15s - loss: 1.5442 - accuracy: 0.5683 - top-5-accuracy: 0.8538
+
+
+```
+
+```
+
+ 90/176 [==============>...............] - ETA: 14s - loss: 1.5439 - accuracy: 0.5681 - top-5-accuracy: 0.8537
+
+
+```
+
+```
+
+ 91/176 [==============>...............] - ETA: 14s - loss: 1.5457 - accuracy: 0.5678 - top-5-accuracy: 0.8534
+
+
+```
+
+```
+
+ 92/176 [==============>...............] - ETA: 14s - loss: 1.5469 - accuracy: 0.5677 - top-5-accuracy: 0.8529
+
+
+```
+
+```
+
+ 93/176 [==============>...............] - ETA: 14s - loss: 1.5472 - accuracy: 0.5680 - top-5-accuracy: 0.8531
+
+
+```
+
+```
+
+ 94/176 [===============>..............] - ETA: 14s - loss: 1.5469 - accuracy: 0.5683 - top-5-accuracy: 0.8531
+
+
+```
+
+```
+
+ 95/176 [===============>..............] - ETA: 13s - loss: 1.5475 - accuracy: 0.5678 - top-5-accuracy: 0.8531
+
+
+```
+
+```
+
+ 96/176 [===============>..............] - ETA: 13s - loss: 1.5483 - accuracy: 0.5677 - top-5-accuracy: 0.8529
+
+
+```
+
+```
+
+ 97/176 [===============>..............] - ETA: 13s - loss: 1.5464 - accuracy: 0.5683 - top-5-accuracy: 0.8533
+
+
+```
+
+```
+
+ 98/176 [===============>..............] - ETA: 13s - loss: 1.5473 - accuracy: 0.5680 - top-5-accuracy: 0.8530
+
+
+```
+
+```
+
+ 99/176 [===============>..............] - ETA: 13s - loss: 1.5491 - accuracy: 0.5672 - top-5-accuracy: 0.8530
+
+
+```
+
+```
+
+100/176 [================>.............] - ETA: 13s - loss: 1.5523 - accuracy: 0.5666 - top-5-accuracy: 0.8525
+
+
+```
+
+```
+
+101/176 [================>.............] - ETA: 12s - loss: 1.5521 - accuracy: 0.5671 - top-5-accuracy: 0.8525
+
+
+```
+
+```
+
+102/176 [================>.............] - ETA: 12s - loss: 1.5525 - accuracy: 0.5670 - top-5-accuracy: 0.8523
+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
+109/176 [=================>............] - ETA: 11s - loss: 1.5568 - accuracy: 0.5665 - top-5-accuracy: 0.8515
+
+
+```
+
+```
+
+110/176 [=================>............] - ETA: 11s - loss: 1.5572 - accuracy: 0.5662 - top-5-accuracy: 0.8516
+
+
+```
+
+```
+
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+
+
+```
+
+```
+
+112/176 [==================>...........] - ETA: 11s - loss: 1.5587 - accuracy: 0.5659 - top-5-accuracy: 0.8512
+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
+121/176 [===================>..........] - ETA: 9s - loss: 1.5616 - accuracy: 0.5656 - top-5-accuracy: 0.8507
+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
+142/176 [=======================>......] - ETA: 5s - loss: 1.5679 - accuracy: 0.5626 - top-5-accuracy: 0.8496
+
+
+```
+
+```
+
+143/176 [=======================>......] - ETA: 5s - loss: 1.5681 - accuracy: 0.5625 - top-5-accuracy: 0.8496
+
+
+```
+
+```
+
+144/176 [=======================>......] - ETA: 5s - loss: 1.5692 - accuracy: 0.5623 - top-5-accuracy: 0.8493
+
+
+```
+
+```
+
+145/176 [=======================>......] - ETA: 5s - loss: 1.5690 - accuracy: 0.5622 - top-5-accuracy: 0.8494
+
+
+```
+
+```
+
+146/176 [=======================>......] - ETA: 5s - loss: 1.5687 - accuracy: 0.5622 - top-5-accuracy: 0.8495
+
+
+```
+
+```
+
+147/176 [========================>.....] - ETA: 5s - loss: 1.5687 - accuracy: 0.5622 - top-5-accuracy: 0.8493
+
+
+```
+
+```
+
+148/176 [========================>.....] - ETA: 4s - loss: 1.5694 - accuracy: 0.5620 - top-5-accuracy: 0.8492
+
+
+```
+
+```
+
+149/176 [========================>.....] - ETA: 4s - loss: 1.5692 - accuracy: 0.5620 - top-5-accuracy: 0.8492
+
+
+```
+
+```
+
+150/176 [========================>.....] - ETA: 4s - loss: 1.5692 - accuracy: 0.5619 - top-5-accuracy: 0.8493
+
+
+```
+
+```
+
+151/176 [========================>.....] - ETA: 4s - loss: 1.5697 - accuracy: 0.5619 - top-5-accuracy: 0.8492
+
+
+```
+
+```
+
+152/176 [========================>.....] - ETA: 4s - loss: 1.5698 - accuracy: 0.5619 - top-5-accuracy: 0.8492
+
+
+```
+
+```
+
+153/176 [=========================>....] - ETA: 3s - loss: 1.5690 - accuracy: 0.5618 - top-5-accuracy: 0.8494
+
+
+```
+
+```
+
+154/176 [=========================>....] - ETA: 3s - loss: 1.5697 - accuracy: 0.5617 - top-5-accuracy: 0.8495
+
+
+```
+
+```
+
+155/176 [=========================>....] - ETA: 3s - loss: 1.5691 - accuracy: 0.5620 - top-5-accuracy: 0.8495
+
+
+```
+
+```
+
+156/176 [=========================>....] - ETA: 3s - loss: 1.5700 - accuracy: 0.5618 - top-5-accuracy: 0.8493
+
+
+```
+
+```
+
+157/176 [=========================>....] - ETA: 3s - loss: 1.5698 - accuracy: 0.5617 - top-5-accuracy: 0.8495
+
+
+```
+
+```
+
+158/176 [=========================>....] - ETA: 3s - loss: 1.5697 - accuracy: 0.5616 - top-5-accuracy: 0.8495
+
+
+```
+
+```
+
+159/176 [==========================>...] - ETA: 2s - loss: 1.5695 - accuracy: 0.5616 - top-5-accuracy: 0.8497
+
+
+```
+
+```
+
+160/176 [==========================>...] - ETA: 2s - loss: 1.5690 - accuracy: 0.5617 - top-5-accuracy: 0.8498
+
+
+```
+
+```
+
+161/176 [==========================>...] - ETA: 2s - loss: 1.5701 - accuracy: 0.5615 - top-5-accuracy: 0.8496
+
+
+```
+
+```
+
+162/176 [==========================>...] - ETA: 2s - loss: 1.5708 - accuracy: 0.5613 - top-5-accuracy: 0.8495
+
+
+```
+
+```
+
+163/176 [==========================>...] - ETA: 2s - loss: 1.5712 - accuracy: 0.5612 - top-5-accuracy: 0.8495
+
+
+```
+
+```
+
+164/176 [==========================>...] - ETA: 2s - loss: 1.5709 - accuracy: 0.5614 - top-5-accuracy: 0.8495
+
+
+```
+
+```
+
+165/176 [===========================>..] - ETA: 1s - loss: 1.5702 - accuracy: 0.5615 - top-5-accuracy: 0.8496
+
+
+```
+
+```
+
+166/176 [===========================>..] - ETA: 1s - loss: 1.5706 - accuracy: 0.5613 - top-5-accuracy: 0.8494
+
+
+```
+
+```
+
+167/176 [===========================>..] - ETA: 1s - loss: 1.5706 - accuracy: 0.5611 - top-5-accuracy: 0.8495
+
+
+```
+
+```
+
+168/176 [===========================>..] - ETA: 1s - loss: 1.5717 - accuracy: 0.5608 - top-5-accuracy: 0.8493
+
+
+```
+
+```
+
+169/176 [===========================>..] - ETA: 1s - loss: 1.5724 - accuracy: 0.5607 - top-5-accuracy: 0.8491
+
+
+```
+
+```
+
+170/176 [===========================>..] - ETA: 1s - loss: 1.5732 - accuracy: 0.5605 - top-5-accuracy: 0.8489
+
+
+```
+
+```
+
+171/176 [============================>.] - ETA: 0s - loss: 1.5728 - accuracy: 0.5605 - top-5-accuracy: 0.8489
+
+
+```
+
+```
+
+172/176 [============================>.] - ETA: 0s - loss: 1.5736 - accuracy: 0.5603 - top-5-accuracy: 0.8487
+
+
+```
+
+```
+
+173/176 [============================>.] - ETA: 0s - loss: 1.5723 - accuracy: 0.5607 - top-5-accuracy: 0.8490
+
+
+```
+
+```
+
+174/176 [============================>.] - ETA: 0s - loss: 1.5728 - accuracy: 0.5604 - top-5-accuracy: 0.8491
+
+
+```
+
+```
+
+175/176 [============================>.] - ETA: 0s - loss: 1.5735 - accuracy: 0.5603 - top-5-accuracy: 0.8490
+
+
+```
+
+```
+
+176/176 [==============================] - ETA: 0s - loss: 1.5736 - accuracy: 0.5602 - top-5-accuracy: 0.8489
+
+
+```
+
+```
+
+176/176 [==============================] - 32s 179ms/step - loss: 1.5736 - accuracy: 0.5602 - top-5-accuracy: 0.8489 - val_loss: 1.8351 - val_accuracy: 0.5120 - val_top-5-accuracy: 0.7998
+
+
+
+```
+Epoch 38/50
+
+```
+
+
+ 1/176 [..............................] - ETA: 30s - loss: 1.4935 - accuracy: 0.5781 - top-5-accuracy: 0.8594
+
+
+```
+
+```
+
+ 2/176 [..............................] - ETA: 30s - loss: 1.6097 - accuracy: 0.5566 - top-5-accuracy: 0.8438
+
+
+```
+
+```
+
+ 3/176 [..............................] - ETA: 29s - loss: 1.6224 - accuracy: 0.5573 - top-5-accuracy: 0.8424
+
+
+```
+
+```
+
+ 4/176 [..............................] - ETA: 29s - loss: 1.6452 - accuracy: 0.5361 - top-5-accuracy: 0.8438
+
+
+```
+
+```
+
+ 5/176 [..............................] - ETA: 29s - loss: 1.6281 - accuracy: 0.5383 - top-5-accuracy: 0.8461
+
+
+```
+
+```
+
+ 6/176 [>.............................] - ETA: 29s - loss: 1.6164 - accuracy: 0.5417 - top-5-accuracy: 0.8457
+
+
+```
+
+```
+
+ 7/176 [>.............................] - ETA: 29s - loss: 1.6176 - accuracy: 0.5435 - top-5-accuracy: 0.8516
+
+
+```
+
+```
+
+ 8/176 [>.............................] - ETA: 29s - loss: 1.5957 - accuracy: 0.5503 - top-5-accuracy: 0.8525
+
+
+```
+
+```
+
+ 9/176 [>.............................] - ETA: 28s - loss: 1.5797 - accuracy: 0.5538 - top-5-accuracy: 0.8559
+
+
+```
+
+```
+
+ 10/176 [>.............................] - ETA: 28s - loss: 1.5801 - accuracy: 0.5520 - top-5-accuracy: 0.8566
+
+
+```
+
+```
+
+ 11/176 [>.............................] - ETA: 28s - loss: 1.5691 - accuracy: 0.5547 - top-5-accuracy: 0.8540
+
+
+```
+
+```
+
+ 12/176 [=>............................] - ETA: 28s - loss: 1.5739 - accuracy: 0.5537 - top-5-accuracy: 0.8532
+
+
+```
+
+```
+
+ 13/176 [=>............................] - ETA: 28s - loss: 1.5554 - accuracy: 0.5574 - top-5-accuracy: 0.8558
+
+
+```
+
+```
+
+ 14/176 [=>............................] - ETA: 28s - loss: 1.5594 - accuracy: 0.5547 - top-5-accuracy: 0.8566
+
+
+```
+
+```
+
+ 15/176 [=>............................] - ETA: 27s - loss: 1.5646 - accuracy: 0.5529 - top-5-accuracy: 0.8552
+
+
+```
+
+```
+
+ 16/176 [=>............................] - ETA: 27s - loss: 1.5493 - accuracy: 0.5562 - top-5-accuracy: 0.8579
+
+
+```
+
+```
+
+ 17/176 [=>............................] - ETA: 27s - loss: 1.5429 - accuracy: 0.5581 - top-5-accuracy: 0.8585
+
+
+```
+
+```
+
+ 18/176 [==>...........................] - ETA: 27s - loss: 1.5413 - accuracy: 0.5608 - top-5-accuracy: 0.8583
+
+
+```
+
+```
+
+ 19/176 [==>...........................] - ETA: 27s - loss: 1.5432 - accuracy: 0.5602 - top-5-accuracy: 0.8571
+
+
+```
+
+```
+
+ 20/176 [==>...........................] - ETA: 26s - loss: 1.5420 - accuracy: 0.5609 - top-5-accuracy: 0.8570
+
+
+```
+
+```
+
+ 21/176 [==>...........................] - ETA: 26s - loss: 1.5321 - accuracy: 0.5636 - top-5-accuracy: 0.8573
+
+
+```
+
+```
+
+ 22/176 [==>...........................] - ETA: 26s - loss: 1.5341 - accuracy: 0.5614 - top-5-accuracy: 0.8567
+
+
+```
+
+```
+
+ 23/176 [==>...........................] - ETA: 26s - loss: 1.5293 - accuracy: 0.5637 - top-5-accuracy: 0.8572
+
+
+```
+
+```
+
+ 24/176 [===>..........................] - ETA: 26s - loss: 1.5357 - accuracy: 0.5643 - top-5-accuracy: 0.8563
+
+
+```
+
+```
+
+ 25/176 [===>..........................] - ETA: 26s - loss: 1.5211 - accuracy: 0.5683 - top-5-accuracy: 0.8580
+
+
+```
+
+```
+
+ 26/176 [===>..........................] - ETA: 25s - loss: 1.5142 - accuracy: 0.5705 - top-5-accuracy: 0.8588
+
+
+```
+
+```
+
+ 27/176 [===>..........................] - ETA: 25s - loss: 1.5118 - accuracy: 0.5706 - top-5-accuracy: 0.8589
+
+
+```
+
+```
+
+ 28/176 [===>..........................] - ETA: 25s - loss: 1.5158 - accuracy: 0.5703 - top-5-accuracy: 0.8583
+
+
+```
+
+```
+
+ 29/176 [===>..........................] - ETA: 25s - loss: 1.5126 - accuracy: 0.5706 - top-5-accuracy: 0.8588
+
+
+```
+
+```
+
+ 30/176 [====>.........................] - ETA: 25s - loss: 1.5151 - accuracy: 0.5706 - top-5-accuracy: 0.8583
+
+
+```
+
+```
+
+ 31/176 [====>.........................] - ETA: 25s - loss: 1.5199 - accuracy: 0.5693 - top-5-accuracy: 0.8577
+
+
+```
+
+```
+
+ 32/176 [====>.........................] - ETA: 24s - loss: 1.5207 - accuracy: 0.5685 - top-5-accuracy: 0.8572
+
+
+```
+
+```
+
+ 33/176 [====>.........................] - ETA: 24s - loss: 1.5187 - accuracy: 0.5690 - top-5-accuracy: 0.8569
+
+
+```
+
+```
+
+ 34/176 [====>.........................] - ETA: 24s - loss: 1.5178 - accuracy: 0.5690 - top-5-accuracy: 0.8574
+
+
+```
+
+```
+
+ 35/176 [====>.........................] - ETA: 24s - loss: 1.5207 - accuracy: 0.5683 - top-5-accuracy: 0.8574
+
+
+```
+
+```
+
+ 36/176 [=====>........................] - ETA: 24s - loss: 1.5251 - accuracy: 0.5671 - top-5-accuracy: 0.8560
+
+
+```
+
+```
+
+ 37/176 [=====>........................] - ETA: 24s - loss: 1.5259 - accuracy: 0.5663 - top-5-accuracy: 0.8555
+
+
+```
+
+```
+
+ 38/176 [=====>........................] - ETA: 23s - loss: 1.5249 - accuracy: 0.5670 - top-5-accuracy: 0.8560
+
+
+```
+
+```
+
+ 39/176 [=====>........................] - ETA: 23s - loss: 1.5256 - accuracy: 0.5664 - top-5-accuracy: 0.8564
+
+
+```
+
+```
+
+ 40/176 [=====>........................] - ETA: 23s - loss: 1.5278 - accuracy: 0.5662 - top-5-accuracy: 0.8559
+
+
+```
+
+```
+
+ 41/176 [=====>........................] - ETA: 23s - loss: 1.5225 - accuracy: 0.5681 - top-5-accuracy: 0.8566
+
+
+```
+
+```
+
+ 42/176 [======>.......................] - ETA: 23s - loss: 1.5260 - accuracy: 0.5674 - top-5-accuracy: 0.8562
+
+
+```
+
+```
+
+ 43/176 [======>.......................] - ETA: 22s - loss: 1.5259 - accuracy: 0.5680 - top-5-accuracy: 0.8557
+
+
+```
+
+```
+
+ 44/176 [======>.......................] - ETA: 22s - loss: 1.5280 - accuracy: 0.5682 - top-5-accuracy: 0.8548
+
+
+```
+
+```
+
+ 45/176 [======>.......................] - ETA: 22s - loss: 1.5310 - accuracy: 0.5671 - top-5-accuracy: 0.8545
+
+
+```
+
+```
+
+ 46/176 [======>.......................] - ETA: 22s - loss: 1.5309 - accuracy: 0.5669 - top-5-accuracy: 0.8539
+
+
+```
+
+```
+
+ 47/176 [=======>......................] - ETA: 22s - loss: 1.5336 - accuracy: 0.5667 - top-5-accuracy: 0.8532
+
+
+```
+
+```
+
+ 48/176 [=======>......................] - ETA: 22s - loss: 1.5313 - accuracy: 0.5665 - top-5-accuracy: 0.8535
+
+
+```
+
+```
+
+ 49/176 [=======>......................] - ETA: 21s - loss: 1.5304 - accuracy: 0.5660 - top-5-accuracy: 0.8537
+
+
+```
+
+```
+
+ 50/176 [=======>......................] - ETA: 21s - loss: 1.5273 - accuracy: 0.5669 - top-5-accuracy: 0.8541
+
+
+```
+
+```
+
+ 51/176 [=======>......................] - ETA: 21s - loss: 1.5301 - accuracy: 0.5664 - top-5-accuracy: 0.8539
+
+
+```
+
+```
+
+ 52/176 [=======>......................] - ETA: 21s - loss: 1.5298 - accuracy: 0.5663 - top-5-accuracy: 0.8543
+
+
+```
+
+```
+
+ 53/176 [========>.....................] - ETA: 21s - loss: 1.5302 - accuracy: 0.5664 - top-5-accuracy: 0.8547
+
+
+```
+
+```
+
+ 54/176 [========>.....................] - ETA: 21s - loss: 1.5314 - accuracy: 0.5658 - top-5-accuracy: 0.8547
+
+
+```
+
+```
+
+ 55/176 [========>.....................] - ETA: 20s - loss: 1.5346 - accuracy: 0.5651 - top-5-accuracy: 0.8544
+
+
+```
+
+```
+
+ 56/176 [========>.....................] - ETA: 20s - loss: 1.5336 - accuracy: 0.5657 - top-5-accuracy: 0.8544
+
+
+```
+
+```
+
+ 57/176 [========>.....................] - ETA: 20s - loss: 1.5313 - accuracy: 0.5662 - top-5-accuracy: 0.8548
+
+
+```
+
+```
+
+ 58/176 [========>.....................] - ETA: 20s - loss: 1.5299 - accuracy: 0.5668 - top-5-accuracy: 0.8555
+
+
+```
+
+```
+
+ 59/176 [=========>....................] - ETA: 20s - loss: 1.5307 - accuracy: 0.5659 - top-5-accuracy: 0.8554
+
+
+```
+
+```
+
+ 60/176 [=========>....................] - ETA: 20s - loss: 1.5295 - accuracy: 0.5663 - top-5-accuracy: 0.8552
+
+
+```
+
+```
+
+ 61/176 [=========>....................] - ETA: 19s - loss: 1.5311 - accuracy: 0.5660 - top-5-accuracy: 0.8550
+
+
+```
+
+```
+
+ 62/176 [=========>....................] - ETA: 19s - loss: 1.5358 - accuracy: 0.5653 - top-5-accuracy: 0.8542
+
+
+```
+
+```
+
+ 63/176 [=========>....................] - ETA: 19s - loss: 1.5343 - accuracy: 0.5656 - top-5-accuracy: 0.8545
+
+
+```
+
+```
+
+ 64/176 [=========>....................] - ETA: 19s - loss: 1.5337 - accuracy: 0.5658 - top-5-accuracy: 0.8550
+
+
+```
+
+```
+
+ 65/176 [==========>...................] - ETA: 19s - loss: 1.5330 - accuracy: 0.5656 - top-5-accuracy: 0.8552
+
+
+```
+
+```
+
+ 66/176 [==========>...................] - ETA: 18s - loss: 1.5316 - accuracy: 0.5659 - top-5-accuracy: 0.8551
+
+
+```
+
+```
+
+ 67/176 [==========>...................] - ETA: 18s - loss: 1.5311 - accuracy: 0.5663 - top-5-accuracy: 0.8551
+
+
+```
+
+```
+
+ 68/176 [==========>...................] - ETA: 18s - loss: 1.5322 - accuracy: 0.5659 - top-5-accuracy: 0.8550
+
+
+```
+
+```
+
+ 69/176 [==========>...................] - ETA: 18s - loss: 1.5317 - accuracy: 0.5664 - top-5-accuracy: 0.8551
+
+
+```
+
+```
+
+ 70/176 [==========>...................] - ETA: 18s - loss: 1.5320 - accuracy: 0.5669 - top-5-accuracy: 0.8551
+
+
+```
+
+```
+
+ 71/176 [===========>..................] - ETA: 18s - loss: 1.5296 - accuracy: 0.5676 - top-5-accuracy: 0.8555
+
+
+```
+
+```
+
+ 72/176 [===========>..................] - ETA: 17s - loss: 1.5314 - accuracy: 0.5673 - top-5-accuracy: 0.8554
+
+
+```
+
+```
+
+ 73/176 [===========>..................] - ETA: 17s - loss: 1.5314 - accuracy: 0.5675 - top-5-accuracy: 0.8554
+
+
+```
+
+```
+
+ 74/176 [===========>..................] - ETA: 17s - loss: 1.5335 - accuracy: 0.5666 - top-5-accuracy: 0.8557
+
+
+```
+
+```
+
+ 75/176 [===========>..................] - ETA: 17s - loss: 1.5319 - accuracy: 0.5671 - top-5-accuracy: 0.8559
+
+
+```
+
+```
+
+ 76/176 [===========>..................] - ETA: 17s - loss: 1.5334 - accuracy: 0.5671 - top-5-accuracy: 0.8557
+
+
+```
+
+```
+
+ 77/176 [============>.................] - ETA: 17s - loss: 1.5334 - accuracy: 0.5671 - top-5-accuracy: 0.8553
+
+
+```
+
+```
+
+ 78/176 [============>.................] - ETA: 16s - loss: 1.5323 - accuracy: 0.5674 - top-5-accuracy: 0.8552
+
+
+```
+
+```
+
+ 79/176 [============>.................] - ETA: 16s - loss: 1.5319 - accuracy: 0.5679 - top-5-accuracy: 0.8553
+
+
+```
+
+```
+
+ 80/176 [============>.................] - ETA: 16s - loss: 1.5299 - accuracy: 0.5684 - top-5-accuracy: 0.8554
+
+
+```
+
+```
+
+ 81/176 [============>.................] - ETA: 16s - loss: 1.5306 - accuracy: 0.5678 - top-5-accuracy: 0.8555
+
+
+```
+
+```
+
+ 82/176 [============>.................] - ETA: 16s - loss: 1.5310 - accuracy: 0.5679 - top-5-accuracy: 0.8554
+
+
+```
+
+```
+
+ 83/176 [=============>................] - ETA: 16s - loss: 1.5301 - accuracy: 0.5681 - top-5-accuracy: 0.8558
+
+
+```
+
+```
+
+ 84/176 [=============>................] - ETA: 15s - loss: 1.5296 - accuracy: 0.5688 - top-5-accuracy: 0.8557
+
+
+```
+
+```
+
+ 85/176 [=============>................] - ETA: 15s - loss: 1.5297 - accuracy: 0.5686 - top-5-accuracy: 0.8557
+
+
+```
+
+```
+
+ 86/176 [=============>................] - ETA: 15s - loss: 1.5308 - accuracy: 0.5684 - top-5-accuracy: 0.8559
+
+
+```
+
+```
+
+ 87/176 [=============>................] - ETA: 15s - loss: 1.5298 - accuracy: 0.5687 - top-5-accuracy: 0.8561
+
+
+```
+
+```
+
+ 88/176 [==============>...............] - ETA: 15s - loss: 1.5303 - accuracy: 0.5685 - top-5-accuracy: 0.8560
+
+
+```
+
+```
+
+ 89/176 [==============>...............] - ETA: 15s - loss: 1.5325 - accuracy: 0.5679 - top-5-accuracy: 0.8559
+
+
+```
+
+```
+
+ 90/176 [==============>...............] - ETA: 14s - loss: 1.5325 - accuracy: 0.5675 - top-5-accuracy: 0.8561
+
+
+```
+
+```
+
+ 91/176 [==============>...............] - ETA: 14s - loss: 1.5301 - accuracy: 0.5678 - top-5-accuracy: 0.8564
+
+
+```
+
+```
+
+ 92/176 [==============>...............] - ETA: 14s - loss: 1.5312 - accuracy: 0.5676 - top-5-accuracy: 0.8562
+
+
+```
+
+```
+
+ 93/176 [==============>...............] - ETA: 14s - loss: 1.5303 - accuracy: 0.5676 - top-5-accuracy: 0.8565
+
+
+```
+
+```
+
+ 94/176 [===============>..............] - ETA: 14s - loss: 1.5302 - accuracy: 0.5677 - top-5-accuracy: 0.8564
+
+
+```
+
+```
+
+ 95/176 [===============>..............] - ETA: 13s - loss: 1.5280 - accuracy: 0.5684 - top-5-accuracy: 0.8566
+
+
+```
+
+```
+
+ 96/176 [===============>..............] - ETA: 13s - loss: 1.5273 - accuracy: 0.5688 - top-5-accuracy: 0.8568
+
+
+```
+
+```
+
+ 97/176 [===============>..............] - ETA: 13s - loss: 1.5282 - accuracy: 0.5686 - top-5-accuracy: 0.8564
+
+
+```
+
+```
+
+ 98/176 [===============>..............] - ETA: 13s - loss: 1.5288 - accuracy: 0.5687 - top-5-accuracy: 0.8563
+
+
+```
+
+```
+
+ 99/176 [===============>..............] - ETA: 13s - loss: 1.5292 - accuracy: 0.5685 - top-5-accuracy: 0.8563
+
+
+```
+
+```
+
+100/176 [================>.............] - ETA: 13s - loss: 1.5293 - accuracy: 0.5687 - top-5-accuracy: 0.8564
+
+
+```
+
+```
+
+101/176 [================>.............] - ETA: 12s - loss: 1.5289 - accuracy: 0.5688 - top-5-accuracy: 0.8564
+
+
+```
+
+```
+
+102/176 [================>.............] - ETA: 12s - loss: 1.5281 - accuracy: 0.5690 - top-5-accuracy: 0.8565
+
+
+```
+
+```
+
+103/176 [================>.............] - ETA: 12s - loss: 1.5269 - accuracy: 0.5693 - top-5-accuracy: 0.8565
+
+
+```
+
+```
+
+104/176 [================>.............] - ETA: 12s - loss: 1.5271 - accuracy: 0.5694 - top-5-accuracy: 0.8566
+
+
+```
+
+```
+
+105/176 [================>.............] - ETA: 12s - loss: 1.5261 - accuracy: 0.5697 - top-5-accuracy: 0.8567
+
+
+```
+
+```
+
+106/176 [=================>............] - ETA: 12s - loss: 1.5266 - accuracy: 0.5695 - top-5-accuracy: 0.8566
+
+
+```
+
+```
+
+107/176 [=================>............] - ETA: 11s - loss: 1.5264 - accuracy: 0.5695 - top-5-accuracy: 0.8567
+
+
+```
+
+```
+
+108/176 [=================>............] - ETA: 11s - loss: 1.5287 - accuracy: 0.5690 - top-5-accuracy: 0.8563
+
+
+```
+
+```
+
+109/176 [=================>............] - ETA: 11s - loss: 1.5300 - accuracy: 0.5685 - top-5-accuracy: 0.8563
+
+
+```
+
+```
+
+110/176 [=================>............] - ETA: 11s - loss: 1.5295 - accuracy: 0.5689 - top-5-accuracy: 0.8561
+
+
+```
+
+```
+
+111/176 [=================>............] - ETA: 11s - loss: 1.5288 - accuracy: 0.5690 - top-5-accuracy: 0.8565
+
+
+```
+
+```
+
+112/176 [==================>...........] - ETA: 11s - loss: 1.5282 - accuracy: 0.5694 - top-5-accuracy: 0.8564
+
+
+```
+
+```
+
+113/176 [==================>...........] - ETA: 10s - loss: 1.5285 - accuracy: 0.5692 - top-5-accuracy: 0.8566
+
+
+```
+
+```
+
+114/176 [==================>...........] - ETA: 10s - loss: 1.5283 - accuracy: 0.5693 - top-5-accuracy: 0.8567
+
+
+```
+
+```
+
+115/176 [==================>...........] - ETA: 10s - loss: 1.5287 - accuracy: 0.5693 - top-5-accuracy: 0.8566
+
+
+```
+
+```
+
+116/176 [==================>...........] - ETA: 10s - loss: 1.5294 - accuracy: 0.5690 - top-5-accuracy: 0.8565
+
+
+```
+
+```
+
+117/176 [==================>...........] - ETA: 10s - loss: 1.5297 - accuracy: 0.5688 - top-5-accuracy: 0.8565
+
+
+```
+
+```
+
+118/176 [===================>..........] - ETA: 10s - loss: 1.5291 - accuracy: 0.5689 - top-5-accuracy: 0.8566
+
+
+```
+
+```
+
+119/176 [===================>..........] - ETA: 9s - loss: 1.5298 - accuracy: 0.5685 - top-5-accuracy: 0.8565
+
+
+```
+
+```
+
+120/176 [===================>..........] - ETA: 9s - loss: 1.5295 - accuracy: 0.5687 - top-5-accuracy: 0.8564
+
+
+```
+
+```
+
+121/176 [===================>..........] - ETA: 9s - loss: 1.5285 - accuracy: 0.5690 - top-5-accuracy: 0.8564
+
+
+```
+
+```
+
+122/176 [===================>..........] - ETA: 9s - loss: 1.5284 - accuracy: 0.5687 - top-5-accuracy: 0.8566
+
+
+```
+
+```
+
+123/176 [===================>..........] - ETA: 9s - loss: 1.5279 - accuracy: 0.5690 - top-5-accuracy: 0.8566
+
+
+```
+
+```
+
+124/176 [====================>.........] - ETA: 8s - loss: 1.5281 - accuracy: 0.5692 - top-5-accuracy: 0.8566
+
+
+```
+
+```
+
+125/176 [====================>.........] - ETA: 8s - loss: 1.5286 - accuracy: 0.5691 - top-5-accuracy: 0.8563
+
+
+```
+
+```
+
+126/176 [====================>.........] - ETA: 8s - loss: 1.5293 - accuracy: 0.5689 - top-5-accuracy: 0.8563
+
+
+```
+
+```
+
+127/176 [====================>.........] - ETA: 8s - loss: 1.5292 - accuracy: 0.5691 - top-5-accuracy: 0.8563
+
+
+```
+
+```
+
+128/176 [====================>.........] - ETA: 8s - loss: 1.5302 - accuracy: 0.5688 - top-5-accuracy: 0.8562
+
+
+```
+
+```
+
+129/176 [====================>.........] - ETA: 8s - loss: 1.5291 - accuracy: 0.5689 - top-5-accuracy: 0.8564
+
+
+```
+
+```
+
+130/176 [=====================>........] - ETA: 7s - loss: 1.5282 - accuracy: 0.5692 - top-5-accuracy: 0.8564
+
+
+```
+
+```
+
+131/176 [=====================>........] - ETA: 7s - loss: 1.5282 - accuracy: 0.5692 - top-5-accuracy: 0.8562
+
+
+```
+
+```
+
+132/176 [=====================>........] - ETA: 7s - loss: 1.5286 - accuracy: 0.5692 - top-5-accuracy: 0.8561
+
+
+```
+
+```
+
+133/176 [=====================>........] - ETA: 7s - loss: 1.5284 - accuracy: 0.5693 - top-5-accuracy: 0.8561
+
+
+```
+
+```
+
+134/176 [=====================>........] - ETA: 7s - loss: 1.5286 - accuracy: 0.5693 - top-5-accuracy: 0.8559
+
+
+```
+
+```
+
+135/176 [======================>.......] - ETA: 7s - loss: 1.5287 - accuracy: 0.5690 - top-5-accuracy: 0.8560
+
+
+```
+
+```
+
+136/176 [======================>.......] - ETA: 6s - loss: 1.5288 - accuracy: 0.5690 - top-5-accuracy: 0.8561
+
+
+```
+
+```
+
+137/176 [======================>.......] - ETA: 6s - loss: 1.5292 - accuracy: 0.5690 - top-5-accuracy: 0.8560
+
+
+```
+
+```
+
+138/176 [======================>.......] - ETA: 6s - loss: 1.5301 - accuracy: 0.5688 - top-5-accuracy: 0.8557
+
+
+```
+
+```
+
+139/176 [======================>.......] - ETA: 6s - loss: 1.5319 - accuracy: 0.5687 - top-5-accuracy: 0.8554
+
+
+```
+
+```
+
+140/176 [======================>.......] - ETA: 6s - loss: 1.5328 - accuracy: 0.5683 - top-5-accuracy: 0.8552
+
+
+```
+
+```
+
+141/176 [=======================>......] - ETA: 6s - loss: 1.5331 - accuracy: 0.5682 - top-5-accuracy: 0.8552
+
+
+```
+
+```
+
+142/176 [=======================>......] - ETA: 5s - loss: 1.5328 - accuracy: 0.5681 - top-5-accuracy: 0.8554
+
+
+```
+
+```
+
+143/176 [=======================>......] - ETA: 5s - loss: 1.5350 - accuracy: 0.5676 - top-5-accuracy: 0.8550
+
+
+```
+
+```
+
+144/176 [=======================>......] - ETA: 5s - loss: 1.5364 - accuracy: 0.5672 - top-5-accuracy: 0.8548
+
+
+```
+
+```
+
+145/176 [=======================>......] - ETA: 5s - loss: 1.5367 - accuracy: 0.5673 - top-5-accuracy: 0.8547
+
+
+```
+
+```
+
+146/176 [=======================>......] - ETA: 5s - loss: 1.5379 - accuracy: 0.5671 - top-5-accuracy: 0.8545
+
+
+```
+
+```
+
+147/176 [========================>.....] - ETA: 5s - loss: 1.5388 - accuracy: 0.5667 - top-5-accuracy: 0.8544
+
+
+```
+
+```
+
+148/176 [========================>.....] - ETA: 4s - loss: 1.5393 - accuracy: 0.5666 - top-5-accuracy: 0.8544
+
+
+```
+
+```
+
+149/176 [========================>.....] - ETA: 4s - loss: 1.5381 - accuracy: 0.5668 - top-5-accuracy: 0.8547
+
+
+```
+
+```
+
+150/176 [========================>.....] - ETA: 4s - loss: 1.5384 - accuracy: 0.5664 - top-5-accuracy: 0.8547
+
+
+```
+
+```
+
+151/176 [========================>.....] - ETA: 4s - loss: 1.5382 - accuracy: 0.5665 - top-5-accuracy: 0.8546
+
+
+```
+
+```
+
+152/176 [========================>.....] - ETA: 4s - loss: 1.5387 - accuracy: 0.5666 - top-5-accuracy: 0.8545
+
+
+```
+
+```
+
+153/176 [=========================>....] - ETA: 3s - loss: 1.5385 - accuracy: 0.5667 - top-5-accuracy: 0.8545
+
+
+```
+
+```
+
+154/176 [=========================>....] - ETA: 3s - loss: 1.5392 - accuracy: 0.5668 - top-5-accuracy: 0.8543
+
+
+```
+
+```
+
+155/176 [=========================>....] - ETA: 3s - loss: 1.5388 - accuracy: 0.5669 - top-5-accuracy: 0.8544
+
+
+```
+
+```
+
+156/176 [=========================>....] - ETA: 3s - loss: 1.5386 - accuracy: 0.5670 - top-5-accuracy: 0.8545
+
+
+```
+
+```
+
+157/176 [=========================>....] - ETA: 3s - loss: 1.5373 - accuracy: 0.5673 - top-5-accuracy: 0.8548
+
+
+```
+
+```
+
+158/176 [=========================>....] - ETA: 3s - loss: 1.5368 - accuracy: 0.5674 - top-5-accuracy: 0.8549
+
+
+```
+
+```
+
+159/176 [==========================>...] - ETA: 2s - loss: 1.5378 - accuracy: 0.5674 - top-5-accuracy: 0.8549
+
+
+```
+
+```
+
+160/176 [==========================>...] - ETA: 2s - loss: 1.5376 - accuracy: 0.5675 - top-5-accuracy: 0.8550
+
+
+```
+
+```
+
+161/176 [==========================>...] - ETA: 2s - loss: 1.5389 - accuracy: 0.5672 - top-5-accuracy: 0.8550
+
+
+```
+
+```
+
+162/176 [==========================>...] - ETA: 2s - loss: 1.5396 - accuracy: 0.5671 - top-5-accuracy: 0.8548
+
+
+```
+
+```
+
+163/176 [==========================>...] - ETA: 2s - loss: 1.5397 - accuracy: 0.5670 - top-5-accuracy: 0.8548
+
+
+```
+
+```
+
+164/176 [==========================>...] - ETA: 2s - loss: 1.5396 - accuracy: 0.5671 - top-5-accuracy: 0.8547
+
+
+```
+
+```
+
+165/176 [===========================>..] - ETA: 1s - loss: 1.5403 - accuracy: 0.5669 - top-5-accuracy: 0.8546
+
+
+```
+
+```
+
+166/176 [===========================>..] - ETA: 1s - loss: 1.5403 - accuracy: 0.5668 - top-5-accuracy: 0.8546
+
+
+```
+
+```
+
+167/176 [===========================>..] - ETA: 1s - loss: 1.5401 - accuracy: 0.5670 - top-5-accuracy: 0.8546
+
+
+```
+
+```
+
+168/176 [===========================>..] - ETA: 1s - loss: 1.5417 - accuracy: 0.5667 - top-5-accuracy: 0.8544
+
+
+```
+
+```
+
+169/176 [===========================>..] - ETA: 1s - loss: 1.5421 - accuracy: 0.5666 - top-5-accuracy: 0.8543
+
+
+```
+
+```
+
+170/176 [===========================>..] - ETA: 1s - loss: 1.5424 - accuracy: 0.5666 - top-5-accuracy: 0.8542
+
+
+```
+
+```
+
+171/176 [============================>.] - ETA: 0s - loss: 1.5431 - accuracy: 0.5664 - top-5-accuracy: 0.8541
+
+
+```
+
+```
+
+172/176 [============================>.] - ETA: 0s - loss: 1.5432 - accuracy: 0.5663 - top-5-accuracy: 0.8540
+
+
+```
+
+```
+
+173/176 [============================>.] - ETA: 0s - loss: 1.5442 - accuracy: 0.5660 - top-5-accuracy: 0.8540
+
+
+```
+
+```
+
+174/176 [============================>.] - ETA: 0s - loss: 1.5447 - accuracy: 0.5658 - top-5-accuracy: 0.8539
+
+
+```
+
+```
+
+175/176 [============================>.] - ETA: 0s - loss: 1.5451 - accuracy: 0.5660 - top-5-accuracy: 0.8537
+
+
+```
+
+```
+
+176/176 [==============================] - ETA: 0s - loss: 1.5460 - accuracy: 0.5660 - top-5-accuracy: 0.8535
+
+
+```
+
+```
+
+176/176 [==============================] - 32s 179ms/step - loss: 1.5460 - accuracy: 0.5660 - top-5-accuracy: 0.8535 - val_loss: 1.7784 - val_accuracy: 0.5186 - val_top-5-accuracy: 0.8150
+
+
+
+```
+Epoch 39/50
+
+```
+
+
+ 1/176 [..............................] - ETA: 30s - loss: 1.4430 - accuracy: 0.6055 - top-5-accuracy: 0.8711
+
+
+```
+
+```
+
+ 2/176 [..............................] - ETA: 29s - loss: 1.4824 - accuracy: 0.5703 - top-5-accuracy: 0.8691
+
+
+```
+
+```
+
+ 3/176 [..............................] - ETA: 29s - loss: 1.4595 - accuracy: 0.5742 - top-5-accuracy: 0.8828
+
+
+```
+
+```
+
+ 4/176 [..............................] - ETA: 29s - loss: 1.4565 - accuracy: 0.5762 - top-5-accuracy: 0.8701
+
+
+```
+
+```
+
+ 5/176 [..............................] - ETA: 29s - loss: 1.4290 - accuracy: 0.5914 - top-5-accuracy: 0.8766
+
+
+```
+
+```
+
+ 6/176 [>.............................] - ETA: 29s - loss: 1.4329 - accuracy: 0.5931 - top-5-accuracy: 0.8776
+
+
+```
+
+```
+
+ 7/176 [>.............................] - ETA: 29s - loss: 1.4497 - accuracy: 0.5871 - top-5-accuracy: 0.8722
+
+
+```
+
+```
+
+ 8/176 [>.............................] - ETA: 29s - loss: 1.4456 - accuracy: 0.5869 - top-5-accuracy: 0.8735
+
+
+```
+
+```
+
+ 9/176 [>.............................] - ETA: 28s - loss: 1.4533 - accuracy: 0.5833 - top-5-accuracy: 0.8737
+
+
+```
+
+```
+
+ 10/176 [>.............................] - ETA: 28s - loss: 1.4299 - accuracy: 0.5895 - top-5-accuracy: 0.8777
+
+
+```
+
+```
+
+ 11/176 [>.............................] - ETA: 28s - loss: 1.4229 - accuracy: 0.5920 - top-5-accuracy: 0.8789
+
+
+```
+
+```
+
+ 12/176 [=>............................] - ETA: 28s - loss: 1.4162 - accuracy: 0.5954 - top-5-accuracy: 0.8763
+
+
+```
+
+```
+
+ 13/176 [=>............................] - ETA: 28s - loss: 1.4238 - accuracy: 0.5922 - top-5-accuracy: 0.8756
+
+
+```
+
+```
+
+ 14/176 [=>............................] - ETA: 28s - loss: 1.4301 - accuracy: 0.5924 - top-5-accuracy: 0.8747
+
+
+```
+
+```
+
+ 15/176 [=>............................] - ETA: 27s - loss: 1.4323 - accuracy: 0.5938 - top-5-accuracy: 0.8740
+
+
+```
+
+```
+
+ 16/176 [=>............................] - ETA: 27s - loss: 1.4368 - accuracy: 0.5925 - top-5-accuracy: 0.8718
+
+
+```
+
+```
+
+ 17/176 [=>............................] - ETA: 27s - loss: 1.4462 - accuracy: 0.5903 - top-5-accuracy: 0.8711
+
+
+```
+
+```
+
+ 18/176 [==>...........................] - ETA: 27s - loss: 1.4505 - accuracy: 0.5896 - top-5-accuracy: 0.8702
+
+
+```
+
+```
+
+ 19/176 [==>...........................] - ETA: 27s - loss: 1.4563 - accuracy: 0.5882 - top-5-accuracy: 0.8686
+
+
+```
+
+```
+
+ 20/176 [==>...........................] - ETA: 26s - loss: 1.4539 - accuracy: 0.5891 - top-5-accuracy: 0.8680
+
+
+```
+
+```
+
+ 21/176 [==>...........................] - ETA: 26s - loss: 1.4615 - accuracy: 0.5876 - top-5-accuracy: 0.8663
+
+
+```
+
+```
+
+ 22/176 [==>...........................] - ETA: 26s - loss: 1.4576 - accuracy: 0.5895 - top-5-accuracy: 0.8672
+
+
+```
+
+```
+
+ 23/176 [==>...........................] - ETA: 26s - loss: 1.4568 - accuracy: 0.5905 - top-5-accuracy: 0.8670
+
+
+```
+
+```
+
+ 24/176 [===>..........................] - ETA: 26s - loss: 1.4558 - accuracy: 0.5902 - top-5-accuracy: 0.8675
+
+
+```
+
+```
+
+ 25/176 [===>..........................] - ETA: 26s - loss: 1.4610 - accuracy: 0.5878 - top-5-accuracy: 0.8675
+
+
+```
+
+```
+
+ 26/176 [===>..........................] - ETA: 25s - loss: 1.4601 - accuracy: 0.5895 - top-5-accuracy: 0.8667
+
+
+```
+
+```
+
+ 27/176 [===>..........................] - ETA: 25s - loss: 1.4570 - accuracy: 0.5887 - top-5-accuracy: 0.8678
+
+
+```
+
+```
+
+ 28/176 [===>..........................] - ETA: 25s - loss: 1.4561 - accuracy: 0.5901 - top-5-accuracy: 0.8686
+
+
+```
+
+```
+
+ 29/176 [===>..........................] - ETA: 25s - loss: 1.4559 - accuracy: 0.5904 - top-5-accuracy: 0.8695
+
+
+```
+
+```
+
+ 30/176 [====>.........................] - ETA: 25s - loss: 1.4553 - accuracy: 0.5904 - top-5-accuracy: 0.8691
+
+
+```
+
+```
+
+ 31/176 [====>.........................] - ETA: 25s - loss: 1.4584 - accuracy: 0.5891 - top-5-accuracy: 0.8678
+
+
+```
+
+```
+
+ 32/176 [====>.........................] - ETA: 24s - loss: 1.4583 - accuracy: 0.5880 - top-5-accuracy: 0.8683
+
+
+```
+
+```
+
+ 33/176 [====>.........................] - ETA: 24s - loss: 1.4587 - accuracy: 0.5870 - top-5-accuracy: 0.8677
+
+
+```
+
+```
+
+ 34/176 [====>.........................] - ETA: 24s - loss: 1.4633 - accuracy: 0.5862 - top-5-accuracy: 0.8664
+
+
+```
+
+```
+
+ 35/176 [====>.........................] - ETA: 24s - loss: 1.4612 - accuracy: 0.5863 - top-5-accuracy: 0.8669
+
+
+```
+
+```
+
+ 36/176 [=====>........................] - ETA: 24s - loss: 1.4611 - accuracy: 0.5868 - top-5-accuracy: 0.8664
+
+
+```
+
+```
+
+ 37/176 [=====>........................] - ETA: 24s - loss: 1.4673 - accuracy: 0.5842 - top-5-accuracy: 0.8656
+
+
+```
+
+```
+
+ 38/176 [=====>........................] - ETA: 23s - loss: 1.4694 - accuracy: 0.5836 - top-5-accuracy: 0.8647
+
+
+```
+
+```
+
+ 39/176 [=====>........................] - ETA: 23s - loss: 1.4728 - accuracy: 0.5828 - top-5-accuracy: 0.8640
+
+
+```
+
+```
+
+ 40/176 [=====>........................] - ETA: 23s - loss: 1.4744 - accuracy: 0.5824 - top-5-accuracy: 0.8637
+
+
+```
+
+```
+
+ 41/176 [=====>........................] - ETA: 23s - loss: 1.4758 - accuracy: 0.5821 - top-5-accuracy: 0.8639
+
+
+```
+
+```
+
+ 42/176 [======>.......................] - ETA: 23s - loss: 1.4682 - accuracy: 0.5849 - top-5-accuracy: 0.8650
+
+
+```
+
+```
+
+ 43/176 [======>.......................] - ETA: 23s - loss: 1.4692 - accuracy: 0.5846 - top-5-accuracy: 0.8653
+
+
+```
+
+```
+
+ 44/176 [======>.......................] - ETA: 22s - loss: 1.4694 - accuracy: 0.5836 - top-5-accuracy: 0.8649
+
+
+```
+
+```
+
+ 45/176 [======>.......................] - ETA: 22s - loss: 1.4742 - accuracy: 0.5825 - top-5-accuracy: 0.8638
+
+
+```
+
+```
+
+ 46/176 [======>.......................] - ETA: 22s - loss: 1.4748 - accuracy: 0.5826 - top-5-accuracy: 0.8639
+
+
+```
+
+```
+
+ 47/176 [=======>......................] - ETA: 22s - loss: 1.4748 - accuracy: 0.5830 - top-5-accuracy: 0.8636
+
+
+```
+
+```
+
+ 48/176 [=======>......................] - ETA: 22s - loss: 1.4744 - accuracy: 0.5820 - top-5-accuracy: 0.8640
+
+
+```
+
+```
+
+ 49/176 [=======>......................] - ETA: 21s - loss: 1.4759 - accuracy: 0.5822 - top-5-accuracy: 0.8636
+
+
+```
+
+```
+
+ 50/176 [=======>......................] - ETA: 21s - loss: 1.4756 - accuracy: 0.5821 - top-5-accuracy: 0.8638
+
+
+```
+
+```
+
+ 51/176 [=======>......................] - ETA: 21s - loss: 1.4735 - accuracy: 0.5824 - top-5-accuracy: 0.8641
+
+
+```
+
+```
+
+ 52/176 [=======>......................] - ETA: 21s - loss: 1.4747 - accuracy: 0.5821 - top-5-accuracy: 0.8642
+
+
+```
+
+```
+
+ 53/176 [========>.....................] - ETA: 21s - loss: 1.4742 - accuracy: 0.5817 - top-5-accuracy: 0.8644
+
+
+```
+
+```
+
+ 54/176 [========>.....................] - ETA: 21s - loss: 1.4731 - accuracy: 0.5816 - top-5-accuracy: 0.8648
+
+
+```
+
+```
+
+ 55/176 [========>.....................] - ETA: 20s - loss: 1.4744 - accuracy: 0.5817 - top-5-accuracy: 0.8643
+
+
+```
+
+```
+
+ 56/176 [========>.....................] - ETA: 20s - loss: 1.4727 - accuracy: 0.5821 - top-5-accuracy: 0.8649
+
+
+```
+
+```
+
+ 57/176 [========>.....................] - ETA: 20s - loss: 1.4736 - accuracy: 0.5817 - top-5-accuracy: 0.8645
+
+
+```
+
+```
+
+ 58/176 [========>.....................] - ETA: 20s - loss: 1.4741 - accuracy: 0.5814 - top-5-accuracy: 0.8644
+
+
+```
+
+```
+
+ 59/176 [=========>....................] - ETA: 20s - loss: 1.4787 - accuracy: 0.5810 - top-5-accuracy: 0.8637
+
+
+```
+
+```
+
+ 60/176 [=========>....................] - ETA: 20s - loss: 1.4792 - accuracy: 0.5805 - top-5-accuracy: 0.8633
+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
+ 77/176 [============>.................] - ETA: 17s - loss: 1.4923 - accuracy: 0.5764 - top-5-accuracy: 0.8617
+
+
+```
+
+```
+
+ 78/176 [============>.................] - ETA: 16s - loss: 1.4917 - accuracy: 0.5762 - top-5-accuracy: 0.8617
+
+
+```
+
+```
+
+ 79/176 [============>.................] - ETA: 16s - loss: 1.4890 - accuracy: 0.5767 - top-5-accuracy: 0.8619
+
+
+```
+
+```
+
+ 80/176 [============>.................] - ETA: 16s - loss: 1.4889 - accuracy: 0.5764 - top-5-accuracy: 0.8618
+
+
+```
+
+```
+
+ 81/176 [============>.................] - ETA: 16s - loss: 1.4902 - accuracy: 0.5759 - top-5-accuracy: 0.8616
+
+
+```
+
+```
+
+ 82/176 [============>.................] - ETA: 16s - loss: 1.4907 - accuracy: 0.5760 - top-5-accuracy: 0.8616
+
+
+```
+
+```
+
+ 83/176 [=============>................] - ETA: 16s - loss: 1.4909 - accuracy: 0.5756 - top-5-accuracy: 0.8618
+
+
+```
+
+```
+
+ 84/176 [=============>................] - ETA: 15s - loss: 1.4914 - accuracy: 0.5755 - top-5-accuracy: 0.8616
+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
+ 88/176 [==============>...............] - ETA: 15s - loss: 1.4920 - accuracy: 0.5753 - top-5-accuracy: 0.8617
+
+
+```
+
+```
+
+ 89/176 [==============>...............] - ETA: 15s - loss: 1.4939 - accuracy: 0.5748 - top-5-accuracy: 0.8615
+
+
+```
+
+```
+
+ 90/176 [==============>...............] - ETA: 14s - loss: 1.4937 - accuracy: 0.5748 - top-5-accuracy: 0.8615
+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
+ 98/176 [===============>..............] - ETA: 13s - loss: 1.4987 - accuracy: 0.5733 - top-5-accuracy: 0.8606
+
+
+```
+
+```
+
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+
+
+```
+
+```
+
+100/176 [================>.............] - ETA: 13s - loss: 1.4990 - accuracy: 0.5734 - top-5-accuracy: 0.8609
+
+
+```
+
+```
+
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+
+
+```
+
+```
+
+102/176 [================>.............] - ETA: 12s - loss: 1.5017 - accuracy: 0.5724 - top-5-accuracy: 0.8605
+
+
+```
+
+```
+
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+
+
+```
+
+```
+
+104/176 [================>.............] - ETA: 12s - loss: 1.5011 - accuracy: 0.5732 - top-5-accuracy: 0.8603
+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
+108/176 [=================>............] - ETA: 11s - loss: 1.4997 - accuracy: 0.5731 - top-5-accuracy: 0.8607
+
+
+```
+
+```
+
+109/176 [=================>............] - ETA: 11s - loss: 1.5000 - accuracy: 0.5726 - top-5-accuracy: 0.8607
+
+
+```
+
+```
+
+110/176 [=================>............] - ETA: 11s - loss: 1.5007 - accuracy: 0.5724 - top-5-accuracy: 0.8606
+
+
+```
+
+```
+
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+
+
+```
+
+```
+
+112/176 [==================>...........] - ETA: 11s - loss: 1.5010 - accuracy: 0.5718 - top-5-accuracy: 0.8607
+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
+120/176 [===================>..........] - ETA: 9s - loss: 1.5000 - accuracy: 0.5724 - top-5-accuracy: 0.8612
+
+
+```
+
+```
+
+121/176 [===================>..........] - ETA: 9s - loss: 1.4998 - accuracy: 0.5726 - top-5-accuracy: 0.8611
+
+
+```
+
+```
+
+122/176 [===================>..........] - ETA: 9s - loss: 1.5001 - accuracy: 0.5726 - top-5-accuracy: 0.8611
+
+
+```
+
+```
+
+123/176 [===================>..........] - ETA: 9s - loss: 1.4991 - accuracy: 0.5727 - top-5-accuracy: 0.8613
+
+
+```
+
+```
+
+124/176 [====================>.........] - ETA: 8s - loss: 1.4988 - accuracy: 0.5729 - top-5-accuracy: 0.8614
+
+
+```
+
+```
+
+125/176 [====================>.........] - ETA: 8s - loss: 1.4994 - accuracy: 0.5728 - top-5-accuracy: 0.8613
+
+
+```
+
+```
+
+126/176 [====================>.........] - ETA: 8s - loss: 1.4996 - accuracy: 0.5729 - top-5-accuracy: 0.8613
+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
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+```
+
+```
+
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+
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+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
+162/176 [==========================>...] - ETA: 2s - loss: 1.5114 - accuracy: 0.5699 - top-5-accuracy: 0.8590
+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
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+```
+
+```
+
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+
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+```
+
+```
+
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+
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+```
+
+```
+
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+
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+```
+
+```
+
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+
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+```
+
+```
+
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+
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+```
+
+```
+
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+
+
+```
+
+```
+
+172/176 [============================>.] - ETA: 0s - loss: 1.5148 - accuracy: 0.5698 - top-5-accuracy: 0.8584
+
+
+```
+
+```
+
+173/176 [============================>.] - ETA: 0s - loss: 1.5154 - accuracy: 0.5697 - top-5-accuracy: 0.8583
+
+
+```
+
+```
+
+174/176 [============================>.] - ETA: 0s - loss: 1.5150 - accuracy: 0.5698 - top-5-accuracy: 0.8582
+
+
+```
+
+```
+
+175/176 [============================>.] - ETA: 0s - loss: 1.5150 - accuracy: 0.5696 - top-5-accuracy: 0.8583
+
+
+```
+
+```
+
+176/176 [==============================] - ETA: 0s - loss: 1.5156 - accuracy: 0.5694 - top-5-accuracy: 0.8582
+
+
+```
+
+```
+
+176/176 [==============================] - 32s 179ms/step - loss: 1.5156 - accuracy: 0.5694 - top-5-accuracy: 0.8582 - val_loss: 1.8472 - val_accuracy: 0.5116 - val_top-5-accuracy: 0.7962
+
+
+
+```
+Epoch 40/50
+
+```
+
+
+ 1/176 [..............................] - ETA: 30s - loss: 1.4204 - accuracy: 0.5898 - top-5-accuracy: 0.8711
+
+
+```
+
+```
+
+ 2/176 [..............................] - ETA: 30s - loss: 1.4466 - accuracy: 0.5723 - top-5-accuracy: 0.8594
+
+
+```
+
+```
+
+ 3/176 [..............................] - ETA: 29s - loss: 1.4240 - accuracy: 0.5807 - top-5-accuracy: 0.8724
+
+
+```
+
+```
+
+ 4/176 [..............................] - ETA: 29s - loss: 1.4414 - accuracy: 0.5791 - top-5-accuracy: 0.8701
+
+
+```
+
+```
+
+ 5/176 [..............................] - ETA: 29s - loss: 1.4422 - accuracy: 0.5797 - top-5-accuracy: 0.8680
+
+
+```
+
+```
+
+ 6/176 [>.............................] - ETA: 29s - loss: 1.4503 - accuracy: 0.5833 - top-5-accuracy: 0.8626
+
+
+```
+
+```
+
+ 7/176 [>.............................] - ETA: 29s - loss: 1.4380 - accuracy: 0.5876 - top-5-accuracy: 0.8644
+
+
+```
+
+```
+
+ 8/176 [>.............................] - ETA: 29s - loss: 1.4624 - accuracy: 0.5757 - top-5-accuracy: 0.8677
+
+
+```
+
+```
+
+ 9/176 [>.............................] - ETA: 28s - loss: 1.4760 - accuracy: 0.5720 - top-5-accuracy: 0.8659
+
+
+```
+
+```
+
+ 10/176 [>.............................] - ETA: 28s - loss: 1.4838 - accuracy: 0.5715 - top-5-accuracy: 0.8629
+
+
+```
+
+```
+
+ 11/176 [>.............................] - ETA: 28s - loss: 1.4743 - accuracy: 0.5739 - top-5-accuracy: 0.8643
+
+
+```
+
+```
+
+ 12/176 [=>............................] - ETA: 28s - loss: 1.4881 - accuracy: 0.5739 - top-5-accuracy: 0.8613
+
+
+```
+
+```
+
+ 13/176 [=>............................] - ETA: 28s - loss: 1.4917 - accuracy: 0.5712 - top-5-accuracy: 0.8618
+
+
+```
+
+```
+
+ 14/176 [=>............................] - ETA: 28s - loss: 1.4839 - accuracy: 0.5723 - top-5-accuracy: 0.8630
+
+
+```
+
+```
+
+ 15/176 [=>............................] - ETA: 27s - loss: 1.4825 - accuracy: 0.5719 - top-5-accuracy: 0.8641
+
+
+```
+
+```
+
+ 16/176 [=>............................] - ETA: 27s - loss: 1.4791 - accuracy: 0.5730 - top-5-accuracy: 0.8657
+
+
+```
+
+```
+
+ 17/176 [=>............................] - ETA: 27s - loss: 1.4781 - accuracy: 0.5724 - top-5-accuracy: 0.8663
+
+
+```
+
+```
+
+ 18/176 [==>...........................] - ETA: 27s - loss: 1.4751 - accuracy: 0.5755 - top-5-accuracy: 0.8655
+
+
+```
+
+```
+
+ 19/176 [==>...........................] - ETA: 27s - loss: 1.4678 - accuracy: 0.5759 - top-5-accuracy: 0.8664
+
+
+```
+
+```
+
+ 20/176 [==>...........................] - ETA: 27s - loss: 1.4632 - accuracy: 0.5770 - top-5-accuracy: 0.8670
+
+
+```
+
+```
+
+ 21/176 [==>...........................] - ETA: 26s - loss: 1.4684 - accuracy: 0.5768 - top-5-accuracy: 0.8664
+
+
+```
+
+```
+
+ 22/176 [==>...........................] - ETA: 26s - loss: 1.4677 - accuracy: 0.5769 - top-5-accuracy: 0.8663
+
+
+```
+
+```
+
+ 23/176 [==>...........................] - ETA: 26s - loss: 1.4638 - accuracy: 0.5768 - top-5-accuracy: 0.8675
+
+
+```
+
+```
+
+ 24/176 [===>..........................] - ETA: 26s - loss: 1.4597 - accuracy: 0.5783 - top-5-accuracy: 0.8687
+
+
+```
+
+```
+
+ 25/176 [===>..........................] - ETA: 26s - loss: 1.4612 - accuracy: 0.5773 - top-5-accuracy: 0.8689
+
+
+```
+
+```
+
+ 26/176 [===>..........................] - ETA: 25s - loss: 1.4568 - accuracy: 0.5784 - top-5-accuracy: 0.8690
+
+
+```
+
+```
+
+ 27/176 [===>..........................] - ETA: 25s - loss: 1.4598 - accuracy: 0.5790 - top-5-accuracy: 0.8685
+
+
+```
+
+```
+
+ 28/176 [===>..........................] - ETA: 25s - loss: 1.4670 - accuracy: 0.5777 - top-5-accuracy: 0.8680
+
+
+```
+
+```
+
+ 29/176 [===>..........................] - ETA: 25s - loss: 1.4685 - accuracy: 0.5772 - top-5-accuracy: 0.8681
+
+
+```
+
+```
+
+ 30/176 [====>.........................] - ETA: 25s - loss: 1.4689 - accuracy: 0.5762 - top-5-accuracy: 0.8684
+
+
+```
+
+```
+
+ 31/176 [====>.........................] - ETA: 25s - loss: 1.4704 - accuracy: 0.5764 - top-5-accuracy: 0.8682
+
+
+```
+
+```
+
+ 32/176 [====>.........................] - ETA: 24s - loss: 1.4668 - accuracy: 0.5780 - top-5-accuracy: 0.8687
+
+
+```
+
+```
+
+ 33/176 [====>.........................] - ETA: 24s - loss: 1.4643 - accuracy: 0.5798 - top-5-accuracy: 0.8688
+
+
+```
+
+```
+
+ 34/176 [====>.........................] - ETA: 24s - loss: 1.4649 - accuracy: 0.5793 - top-5-accuracy: 0.8693
+
+
+```
+
+```
+
+ 35/176 [====>.........................] - ETA: 24s - loss: 1.4606 - accuracy: 0.5799 - top-5-accuracy: 0.8699
+
+
+```
+
+```
+
+ 36/176 [=====>........................] - ETA: 24s - loss: 1.4631 - accuracy: 0.5787 - top-5-accuracy: 0.8701
+
+
+```
+
+```
+
+ 37/176 [=====>........................] - ETA: 24s - loss: 1.4638 - accuracy: 0.5789 - top-5-accuracy: 0.8701
+
+
+```
+
+```
+
+ 38/176 [=====>........................] - ETA: 23s - loss: 1.4599 - accuracy: 0.5797 - top-5-accuracy: 0.8705
+
+
+```
+
+```
+
+ 39/176 [=====>........................] - ETA: 23s - loss: 1.4643 - accuracy: 0.5784 - top-5-accuracy: 0.8695
+
+
+```
+
+```
+
+ 40/176 [=====>........................] - ETA: 23s - loss: 1.4682 - accuracy: 0.5771 - top-5-accuracy: 0.8696
+
+
+```
+
+```
+
+ 41/176 [=====>........................] - ETA: 23s - loss: 1.4682 - accuracy: 0.5777 - top-5-accuracy: 0.8696
+
+
+```
+
+```
+
+ 42/176 [======>.......................] - ETA: 23s - loss: 1.4704 - accuracy: 0.5764 - top-5-accuracy: 0.8694
+
+
+```
+
+```
+
+ 43/176 [======>.......................] - ETA: 23s - loss: 1.4710 - accuracy: 0.5759 - top-5-accuracy: 0.8694
+
+
+```
+
+```
+
+ 44/176 [======>.......................] - ETA: 22s - loss: 1.4693 - accuracy: 0.5768 - top-5-accuracy: 0.8691
+
+
+```
+
+```
+
+ 45/176 [======>.......................] - ETA: 22s - loss: 1.4733 - accuracy: 0.5756 - top-5-accuracy: 0.8685
+
+
+```
+
+```
+
+ 46/176 [======>.......................] - ETA: 22s - loss: 1.4734 - accuracy: 0.5763 - top-5-accuracy: 0.8685
+
+
+```
+
+```
+
+ 47/176 [=======>......................] - ETA: 22s - loss: 1.4766 - accuracy: 0.5753 - top-5-accuracy: 0.8683
+
+
+```
+
+```
+
+ 48/176 [=======>......................] - ETA: 22s - loss: 1.4748 - accuracy: 0.5758 - top-5-accuracy: 0.8685
+
+
+```
+
+```
+
+ 49/176 [=======>......................] - ETA: 21s - loss: 1.4757 - accuracy: 0.5761 - top-5-accuracy: 0.8680
+
+
+```
+
+```
+
+ 50/176 [=======>......................] - ETA: 21s - loss: 1.4768 - accuracy: 0.5759 - top-5-accuracy: 0.8673
+
+
+```
+
+```
+
+ 51/176 [=======>......................] - ETA: 21s - loss: 1.4769 - accuracy: 0.5759 - top-5-accuracy: 0.8671
+
+
+```
+
+```
+
+ 52/176 [=======>......................] - ETA: 21s - loss: 1.4765 - accuracy: 0.5757 - top-5-accuracy: 0.8673
+
+
+```
+
+```
+
+ 53/176 [========>.....................] - ETA: 21s - loss: 1.4770 - accuracy: 0.5761 - top-5-accuracy: 0.8671
+
+
+```
+
+```
+
+ 54/176 [========>.....................] - ETA: 21s - loss: 1.4758 - accuracy: 0.5764 - top-5-accuracy: 0.8676
+
+
+```
+
+```
+
+ 55/176 [========>.....................] - ETA: 20s - loss: 1.4726 - accuracy: 0.5776 - top-5-accuracy: 0.8684
+
+
+```
+
+```
+
+ 56/176 [========>.....................] - ETA: 20s - loss: 1.4732 - accuracy: 0.5778 - top-5-accuracy: 0.8683
+
+
+```
+
+```
+
+ 57/176 [========>.....................] - ETA: 20s - loss: 1.4707 - accuracy: 0.5784 - top-5-accuracy: 0.8684
+
+
+```
+
+```
+
+ 58/176 [========>.....................] - ETA: 20s - loss: 1.4709 - accuracy: 0.5787 - top-5-accuracy: 0.8686
+
+
+```
+
+```
+
+ 59/176 [=========>....................] - ETA: 20s - loss: 1.4735 - accuracy: 0.5784 - top-5-accuracy: 0.8681
+
+
+```
+
+```
+
+ 60/176 [=========>....................] - ETA: 20s - loss: 1.4767 - accuracy: 0.5776 - top-5-accuracy: 0.8676
+
+
+```
+
+```
+
+ 61/176 [=========>....................] - ETA: 19s - loss: 1.4721 - accuracy: 0.5787 - top-5-accuracy: 0.8680
+
+
+```
+
+```
+
+ 62/176 [=========>....................] - ETA: 19s - loss: 1.4723 - accuracy: 0.5792 - top-5-accuracy: 0.8681
+
+
+```
+
+```
+
+ 63/176 [=========>....................] - ETA: 19s - loss: 1.4700 - accuracy: 0.5800 - top-5-accuracy: 0.8681
+
+
+```
+
+```
+
+ 64/176 [=========>....................] - ETA: 19s - loss: 1.4655 - accuracy: 0.5815 - top-5-accuracy: 0.8688
+
+
+```
+
+```
+
+ 65/176 [==========>...................] - ETA: 19s - loss: 1.4618 - accuracy: 0.5823 - top-5-accuracy: 0.8692
+
+
+```
+
+```
+
+ 66/176 [==========>...................] - ETA: 19s - loss: 1.4623 - accuracy: 0.5821 - top-5-accuracy: 0.8689
+
+
+```
+
+```
+
+ 67/176 [==========>...................] - ETA: 18s - loss: 1.4637 - accuracy: 0.5823 - top-5-accuracy: 0.8688
+
+
+```
+
+```
+
+ 68/176 [==========>...................] - ETA: 18s - loss: 1.4647 - accuracy: 0.5823 - top-5-accuracy: 0.8684
+
+
+```
+
+```
+
+ 69/176 [==========>...................] - ETA: 18s - loss: 1.4648 - accuracy: 0.5825 - top-5-accuracy: 0.8684
+
+
+```
+
+```
+
+ 70/176 [==========>...................] - ETA: 18s - loss: 1.4671 - accuracy: 0.5823 - top-5-accuracy: 0.8677
+
+
+```
+
+```
+
+ 71/176 [===========>..................] - ETA: 18s - loss: 1.4695 - accuracy: 0.5818 - top-5-accuracy: 0.8674
+
+
+```
+
+```
+
+ 72/176 [===========>..................] - ETA: 18s - loss: 1.4707 - accuracy: 0.5820 - top-5-accuracy: 0.8671
+
+
+```
+
+```
+
+ 73/176 [===========>..................] - ETA: 17s - loss: 1.4711 - accuracy: 0.5818 - top-5-accuracy: 0.8668
+
+
+```
+
+```
+
+ 74/176 [===========>..................] - ETA: 17s - loss: 1.4690 - accuracy: 0.5819 - top-5-accuracy: 0.8672
+
+
+```
+
+```
+
+ 75/176 [===========>..................] - ETA: 17s - loss: 1.4668 - accuracy: 0.5828 - top-5-accuracy: 0.8676
+
+
+```
+
+```
+
+ 76/176 [===========>..................] - ETA: 17s - loss: 1.4662 - accuracy: 0.5833 - top-5-accuracy: 0.8678
+
+
+```
+
+```
+
+ 77/176 [============>.................] - ETA: 17s - loss: 1.4675 - accuracy: 0.5826 - top-5-accuracy: 0.8682
+
+
+```
+
+```
+
+ 78/176 [============>.................] - ETA: 16s - loss: 1.4673 - accuracy: 0.5821 - top-5-accuracy: 0.8680
+
+
+```
+
+```
+
+ 79/176 [============>.................] - ETA: 16s - loss: 1.4695 - accuracy: 0.5818 - top-5-accuracy: 0.8677
+
+
+```
+
+```
+
+ 80/176 [============>.................] - ETA: 16s - loss: 1.4708 - accuracy: 0.5808 - top-5-accuracy: 0.8674
+
+
+```
+
+```
+
+ 81/176 [============>.................] - ETA: 16s - loss: 1.4713 - accuracy: 0.5806 - top-5-accuracy: 0.8673
+
+
+```
+
+```
+
+ 82/176 [============>.................] - ETA: 16s - loss: 1.4747 - accuracy: 0.5800 - top-5-accuracy: 0.8668
+
+
+```
+
+```
+
+ 83/176 [=============>................] - ETA: 16s - loss: 1.4752 - accuracy: 0.5796 - top-5-accuracy: 0.8668
+
+
+```
+
+```
+
+ 84/176 [=============>................] - ETA: 15s - loss: 1.4755 - accuracy: 0.5795 - top-5-accuracy: 0.8668
+
+
+```
+
+```
+
+ 85/176 [=============>................] - ETA: 15s - loss: 1.4753 - accuracy: 0.5795 - top-5-accuracy: 0.8668
+
+
+```
+
+```
+
+ 86/176 [=============>................] - ETA: 15s - loss: 1.4751 - accuracy: 0.5797 - top-5-accuracy: 0.8671
+
+
+```
+
+```
+
+ 87/176 [=============>................] - ETA: 15s - loss: 1.4739 - accuracy: 0.5802 - top-5-accuracy: 0.8674
+
+
+```
+
+```
+
+ 88/176 [==============>...............] - ETA: 15s - loss: 1.4748 - accuracy: 0.5798 - top-5-accuracy: 0.8673
+
+
+```
+
+```
+
+ 89/176 [==============>...............] - ETA: 15s - loss: 1.4745 - accuracy: 0.5801 - top-5-accuracy: 0.8674
+
+
+```
+
+```
+
+ 90/176 [==============>...............] - ETA: 14s - loss: 1.4745 - accuracy: 0.5802 - top-5-accuracy: 0.8672
+
+
+```
+
+```
+
+ 91/176 [==============>...............] - ETA: 14s - loss: 1.4756 - accuracy: 0.5802 - top-5-accuracy: 0.8668
+
+
+```
+
+```
+
+ 92/176 [==============>...............] - ETA: 14s - loss: 1.4771 - accuracy: 0.5800 - top-5-accuracy: 0.8664
+
+
+```
+
+```
+
+ 93/176 [==============>...............] - ETA: 14s - loss: 1.4777 - accuracy: 0.5802 - top-5-accuracy: 0.8663
+
+
+```
+
+```
+
+ 94/176 [===============>..............] - ETA: 14s - loss: 1.4776 - accuracy: 0.5806 - top-5-accuracy: 0.8661
+
+
+```
+
+```
+
+ 95/176 [===============>..............] - ETA: 14s - loss: 1.4777 - accuracy: 0.5809 - top-5-accuracy: 0.8659
+
+
+```
+
+```
+
+ 96/176 [===============>..............] - ETA: 13s - loss: 1.4799 - accuracy: 0.5804 - top-5-accuracy: 0.8653
+
+
+```
+
+```
+
+ 97/176 [===============>..............] - ETA: 13s - loss: 1.4810 - accuracy: 0.5800 - top-5-accuracy: 0.8652
+
+
+```
+
+```
+
+ 98/176 [===============>..............] - ETA: 13s - loss: 1.4815 - accuracy: 0.5798 - top-5-accuracy: 0.8648
+
+
+```
+
+```
+
+ 99/176 [===============>..............] - ETA: 13s - loss: 1.4818 - accuracy: 0.5802 - top-5-accuracy: 0.8647
+
+
+```
+
+```
+
+100/176 [================>.............] - ETA: 13s - loss: 1.4831 - accuracy: 0.5796 - top-5-accuracy: 0.8643
+
+
+```
+
+```
+
+101/176 [================>.............] - ETA: 12s - loss: 1.4822 - accuracy: 0.5798 - top-5-accuracy: 0.8645
+
+
+```
+
+```
+
+102/176 [================>.............] - ETA: 12s - loss: 1.4821 - accuracy: 0.5798 - top-5-accuracy: 0.8646
+
+
+```
+
+```
+
+103/176 [================>.............] - ETA: 12s - loss: 1.4818 - accuracy: 0.5800 - top-5-accuracy: 0.8646
+
+
+```
+
+```
+
+104/176 [================>.............] - ETA: 12s - loss: 1.4818 - accuracy: 0.5795 - top-5-accuracy: 0.8649
+
+
+```
+
+```
+
+105/176 [================>.............] - ETA: 12s - loss: 1.4827 - accuracy: 0.5790 - top-5-accuracy: 0.8648
+
+
+```
+
+```
+
+106/176 [=================>............] - ETA: 12s - loss: 1.4853 - accuracy: 0.5781 - top-5-accuracy: 0.8646
+
+
+```
+
+```
+
+107/176 [=================>............] - ETA: 11s - loss: 1.4840 - accuracy: 0.5785 - top-5-accuracy: 0.8648
+
+
+```
+
+```
+
+108/176 [=================>............] - ETA: 11s - loss: 1.4824 - accuracy: 0.5791 - top-5-accuracy: 0.8650
+
+
+```
+
+```
+
+109/176 [=================>............] - ETA: 11s - loss: 1.4849 - accuracy: 0.5785 - top-5-accuracy: 0.8646
+
+
+```
+
+```
+
+110/176 [=================>............] - ETA: 11s - loss: 1.4864 - accuracy: 0.5781 - top-5-accuracy: 0.8642
+
+
+```
+
+```
+
+111/176 [=================>............] - ETA: 11s - loss: 1.4854 - accuracy: 0.5784 - top-5-accuracy: 0.8642
+
+
+```
+
+```
+
+112/176 [==================>...........] - ETA: 11s - loss: 1.4855 - accuracy: 0.5784 - top-5-accuracy: 0.8642
+
+
+```
+
+```
+
+113/176 [==================>...........] - ETA: 10s - loss: 1.4863 - accuracy: 0.5783 - top-5-accuracy: 0.8641
+
+
+```
+
+```
+
+114/176 [==================>...........] - ETA: 10s - loss: 1.4878 - accuracy: 0.5780 - top-5-accuracy: 0.8637
+
+
+```
+
+```
+
+115/176 [==================>...........] - ETA: 10s - loss: 1.4873 - accuracy: 0.5783 - top-5-accuracy: 0.8639
+
+
+```
+
+```
+
+116/176 [==================>...........] - ETA: 10s - loss: 1.4868 - accuracy: 0.5783 - top-5-accuracy: 0.8638
+
+
+```
+
+```
+
+117/176 [==================>...........] - ETA: 10s - loss: 1.4880 - accuracy: 0.5780 - top-5-accuracy: 0.8634
+
+
+```
+
+```
+
+118/176 [===================>..........] - ETA: 10s - loss: 1.4883 - accuracy: 0.5777 - top-5-accuracy: 0.8634
+
+
+```
+
+```
+
+119/176 [===================>..........] - ETA: 9s - loss: 1.4882 - accuracy: 0.5780 - top-5-accuracy: 0.8634
+
+
+```
+
+```
+
+120/176 [===================>..........] - ETA: 9s - loss: 1.4877 - accuracy: 0.5782 - top-5-accuracy: 0.8635
+
+
+```
+
+```
+
+121/176 [===================>..........] - ETA: 9s - loss: 1.4881 - accuracy: 0.5782 - top-5-accuracy: 0.8634
+
+
+```
+
+```
+
+122/176 [===================>..........] - ETA: 9s - loss: 1.4889 - accuracy: 0.5783 - top-5-accuracy: 0.8634
+
+
+```
+
+```
+
+123/176 [===================>..........] - ETA: 9s - loss: 1.4895 - accuracy: 0.5784 - top-5-accuracy: 0.8633
+
+
+```
+
+```
+
+124/176 [====================>.........] - ETA: 8s - loss: 1.4908 - accuracy: 0.5782 - top-5-accuracy: 0.8633
+
+
+```
+
+```
+
+125/176 [====================>.........] - ETA: 8s - loss: 1.4898 - accuracy: 0.5782 - top-5-accuracy: 0.8635
+
+
+```
+
+```
+
+126/176 [====================>.........] - ETA: 8s - loss: 1.4911 - accuracy: 0.5780 - top-5-accuracy: 0.8634
+
+
+```
+
+```
+
+127/176 [====================>.........] - ETA: 8s - loss: 1.4924 - accuracy: 0.5777 - top-5-accuracy: 0.8632
+
+
+```
+
+```
+
+128/176 [====================>.........] - ETA: 8s - loss: 1.4917 - accuracy: 0.5776 - top-5-accuracy: 0.8633
+
+
+```
+
+```
+
+129/176 [====================>.........] - ETA: 8s - loss: 1.4920 - accuracy: 0.5773 - top-5-accuracy: 0.8632
+
+
+```
+
+```
+
+130/176 [=====================>........] - ETA: 7s - loss: 1.4916 - accuracy: 0.5776 - top-5-accuracy: 0.8632
+
+
+```
+
+```
+
+131/176 [=====================>........] - ETA: 7s - loss: 1.4910 - accuracy: 0.5776 - top-5-accuracy: 0.8633
+
+
+```
+
+```
+
+132/176 [=====================>........] - ETA: 7s - loss: 1.4905 - accuracy: 0.5780 - top-5-accuracy: 0.8631
+
+
+```
+
+```
+
+133/176 [=====================>........] - ETA: 7s - loss: 1.4891 - accuracy: 0.5783 - top-5-accuracy: 0.8632
+
+
+```
+
+```
+
+134/176 [=====================>........] - ETA: 7s - loss: 1.4885 - accuracy: 0.5783 - top-5-accuracy: 0.8637
+
+
+```
+
+```
+
+135/176 [======================>.......] - ETA: 7s - loss: 1.4890 - accuracy: 0.5782 - top-5-accuracy: 0.8638
+
+
+```
+
+```
+
+136/176 [======================>.......] - ETA: 6s - loss: 1.4890 - accuracy: 0.5782 - top-5-accuracy: 0.8639
+
+
+```
+
+```
+
+137/176 [======================>.......] - ETA: 6s - loss: 1.4884 - accuracy: 0.5784 - top-5-accuracy: 0.8638
+
+
+```
+
+```
+
+138/176 [======================>.......] - ETA: 6s - loss: 1.4888 - accuracy: 0.5783 - top-5-accuracy: 0.8637
+
+
+```
+
+```
+
+139/176 [======================>.......] - ETA: 6s - loss: 1.4907 - accuracy: 0.5778 - top-5-accuracy: 0.8634
+
+
+```
+
+```
+
+140/176 [======================>.......] - ETA: 6s - loss: 1.4909 - accuracy: 0.5778 - top-5-accuracy: 0.8633
+
+
+```
+
+```
+
+141/176 [=======================>......] - ETA: 6s - loss: 1.4918 - accuracy: 0.5777 - top-5-accuracy: 0.8631
+
+
+```
+
+```
+
+142/176 [=======================>......] - ETA: 5s - loss: 1.4911 - accuracy: 0.5778 - top-5-accuracy: 0.8632
+
+
+```
+
+```
+
+143/176 [=======================>......] - ETA: 5s - loss: 1.4916 - accuracy: 0.5777 - top-5-accuracy: 0.8631
+
+
+```
+
+```
+
+144/176 [=======================>......] - ETA: 5s - loss: 1.4925 - accuracy: 0.5774 - top-5-accuracy: 0.8630
+
+
+```
+
+```
+
+145/176 [=======================>......] - ETA: 5s - loss: 1.4928 - accuracy: 0.5773 - top-5-accuracy: 0.8629
+
+
+```
+
+```
+
+146/176 [=======================>......] - ETA: 5s - loss: 1.4921 - accuracy: 0.5776 - top-5-accuracy: 0.8629
+
+
+```
+
+```
+
+147/176 [========================>.....] - ETA: 5s - loss: 1.4933 - accuracy: 0.5774 - top-5-accuracy: 0.8627
+
+
+```
+
+```
+
+148/176 [========================>.....] - ETA: 4s - loss: 1.4942 - accuracy: 0.5771 - top-5-accuracy: 0.8626
+
+
+```
+
+```
+
+149/176 [========================>.....] - ETA: 4s - loss: 1.4951 - accuracy: 0.5769 - top-5-accuracy: 0.8626
+
+
+```
+
+```
+
+150/176 [========================>.....] - ETA: 4s - loss: 1.4952 - accuracy: 0.5769 - top-5-accuracy: 0.8626
+
+
+```
+
+```
+
+151/176 [========================>.....] - ETA: 4s - loss: 1.4949 - accuracy: 0.5768 - top-5-accuracy: 0.8627
+
+
+```
+
+```
+
+152/176 [========================>.....] - ETA: 4s - loss: 1.4943 - accuracy: 0.5771 - top-5-accuracy: 0.8627
+
+
+```
+
+```
+
+153/176 [=========================>....] - ETA: 3s - loss: 1.4942 - accuracy: 0.5771 - top-5-accuracy: 0.8626
+
+
+```
+
+```
+
+154/176 [=========================>....] - ETA: 3s - loss: 1.4944 - accuracy: 0.5768 - top-5-accuracy: 0.8627
+
+
+```
+
+```
+
+155/176 [=========================>....] - ETA: 3s - loss: 1.4945 - accuracy: 0.5770 - top-5-accuracy: 0.8627
+
+
+```
+
+```
+
+156/176 [=========================>....] - ETA: 3s - loss: 1.4952 - accuracy: 0.5769 - top-5-accuracy: 0.8626
+
+
+```
+
+```
+
+157/176 [=========================>....] - ETA: 3s - loss: 1.4940 - accuracy: 0.5770 - top-5-accuracy: 0.8629
+
+
+```
+
+```
+
+158/176 [=========================>....] - ETA: 3s - loss: 1.4946 - accuracy: 0.5768 - top-5-accuracy: 0.8628
+
+
+```
+
+```
+
+159/176 [==========================>...] - ETA: 2s - loss: 1.4950 - accuracy: 0.5768 - top-5-accuracy: 0.8627
+
+
+```
+
+```
+
+160/176 [==========================>...] - ETA: 2s - loss: 1.4943 - accuracy: 0.5770 - top-5-accuracy: 0.8630
+
+
+```
+
+```
+
+161/176 [==========================>...] - ETA: 2s - loss: 1.4959 - accuracy: 0.5766 - top-5-accuracy: 0.8627
+
+
+```
+
+```
+
+162/176 [==========================>...] - ETA: 2s - loss: 1.4949 - accuracy: 0.5768 - top-5-accuracy: 0.8629
+
+
+```
+
+```
+
+163/176 [==========================>...] - ETA: 2s - loss: 1.4949 - accuracy: 0.5767 - top-5-accuracy: 0.8629
+
+
+```
+
+```
+
+164/176 [==========================>...] - ETA: 2s - loss: 1.4952 - accuracy: 0.5765 - top-5-accuracy: 0.8629
+
+
+```
+
+```
+
+165/176 [===========================>..] - ETA: 1s - loss: 1.4955 - accuracy: 0.5764 - top-5-accuracy: 0.8629
+
+
+```
+
+```
+
+166/176 [===========================>..] - ETA: 1s - loss: 1.4956 - accuracy: 0.5765 - top-5-accuracy: 0.8628
+
+
+```
+
+```
+
+167/176 [===========================>..] - ETA: 1s - loss: 1.4970 - accuracy: 0.5761 - top-5-accuracy: 0.8626
+
+
+```
+
+```
+
+168/176 [===========================>..] - ETA: 1s - loss: 1.4970 - accuracy: 0.5762 - top-5-accuracy: 0.8624
+
+
+```
+
+```
+
+169/176 [===========================>..] - ETA: 1s - loss: 1.4970 - accuracy: 0.5763 - top-5-accuracy: 0.8625
+
+
+```
+
+```
+
+170/176 [===========================>..] - ETA: 1s - loss: 1.4968 - accuracy: 0.5766 - top-5-accuracy: 0.8625
+
+
+```
+
+```
+
+171/176 [============================>.] - ETA: 0s - loss: 1.4969 - accuracy: 0.5764 - top-5-accuracy: 0.8625
+
+
+```
+
+```
+
+172/176 [============================>.] - ETA: 0s - loss: 1.4969 - accuracy: 0.5764 - top-5-accuracy: 0.8626
+
+
+```
+
+```
+
+173/176 [============================>.] - ETA: 0s - loss: 1.4962 - accuracy: 0.5766 - top-5-accuracy: 0.8628
+
+
+```
+
+```
+
+174/176 [============================>.] - ETA: 0s - loss: 1.4967 - accuracy: 0.5764 - top-5-accuracy: 0.8627
+
+
+```
+
+```
+
+175/176 [============================>.] - ETA: 0s - loss: 1.4962 - accuracy: 0.5766 - top-5-accuracy: 0.8627
+
+
+```
+
+```
+
+176/176 [==============================] - ETA: 0s - loss: 1.4956 - accuracy: 0.5767 - top-5-accuracy: 0.8628
+
+
+```
+
+```
+
+176/176 [==============================] - 32s 180ms/step - loss: 1.4956 - accuracy: 0.5767 - top-5-accuracy: 0.8628 - val_loss: 1.8300 - val_accuracy: 0.5116 - val_top-5-accuracy: 0.7972
+
+
+
+```
+Epoch 41/50
+
+```
+
+
+ 1/176 [..............................] - ETA: 30s - loss: 1.3787 - accuracy: 0.6211 - top-5-accuracy: 0.8828
+
+
+```
+
+```
+
+ 2/176 [..............................] - ETA: 30s - loss: 1.4473 - accuracy: 0.5879 - top-5-accuracy: 0.8555
+
+
+```
+
+```
+
+ 3/176 [..............................] - ETA: 29s - loss: 1.4403 - accuracy: 0.5951 - top-5-accuracy: 0.8659
+
+
+```
+
+```
+
+ 4/176 [..............................] - ETA: 29s - loss: 1.4652 - accuracy: 0.5850 - top-5-accuracy: 0.8643
+
+
+```
+
+```
+
+ 5/176 [..............................] - ETA: 29s - loss: 1.4858 - accuracy: 0.5859 - top-5-accuracy: 0.8641
+
+
+```
+
+```
+
+ 6/176 [>.............................] - ETA: 29s - loss: 1.4491 - accuracy: 0.5983 - top-5-accuracy: 0.8691
+
+
+```
+
+```
+
+ 7/176 [>.............................] - ETA: 29s - loss: 1.4474 - accuracy: 0.5965 - top-5-accuracy: 0.8694
+
+
+```
+
+```
+
+ 8/176 [>.............................] - ETA: 29s - loss: 1.4299 - accuracy: 0.6001 - top-5-accuracy: 0.8701
+
+
+```
+
+```
+
+ 9/176 [>.............................] - ETA: 28s - loss: 1.4277 - accuracy: 0.5994 - top-5-accuracy: 0.8689
+
+
+```
+
+```
+
+ 10/176 [>.............................] - ETA: 28s - loss: 1.4332 - accuracy: 0.5961 - top-5-accuracy: 0.8691
+
+
+```
+
+```
+
+ 11/176 [>.............................] - ETA: 28s - loss: 1.4275 - accuracy: 0.5930 - top-5-accuracy: 0.8722
+
+
+```
+
+```
+
+ 12/176 [=>............................] - ETA: 28s - loss: 1.4258 - accuracy: 0.5908 - top-5-accuracy: 0.8714
+
+
+```
+
+```
+
+ 13/176 [=>............................] - ETA: 28s - loss: 1.4306 - accuracy: 0.5889 - top-5-accuracy: 0.8705
+
+
+```
+
+```
+
+ 14/176 [=>............................] - ETA: 28s - loss: 1.4291 - accuracy: 0.5915 - top-5-accuracy: 0.8697
+
+
+```
+
+```
+
+ 15/176 [=>............................] - ETA: 27s - loss: 1.4306 - accuracy: 0.5893 - top-5-accuracy: 0.8687
+
+
+```
+
+```
+
+ 16/176 [=>............................] - ETA: 27s - loss: 1.4303 - accuracy: 0.5928 - top-5-accuracy: 0.8669
+
+
+```
+
+```
+
+ 17/176 [=>............................] - ETA: 27s - loss: 1.4382 - accuracy: 0.5912 - top-5-accuracy: 0.8653
+
+
+```
+
+```
+
+ 18/176 [==>...........................] - ETA: 27s - loss: 1.4393 - accuracy: 0.5916 - top-5-accuracy: 0.8652
+
+
+```
+
+```
+
+ 19/176 [==>...........................] - ETA: 27s - loss: 1.4389 - accuracy: 0.5915 - top-5-accuracy: 0.8664
+
+
+```
+
+```
+
+ 20/176 [==>...........................] - ETA: 26s - loss: 1.4379 - accuracy: 0.5904 - top-5-accuracy: 0.8674
+
+
+```
+
+```
+
+ 21/176 [==>...........................] - ETA: 26s - loss: 1.4427 - accuracy: 0.5895 - top-5-accuracy: 0.8664
+
+
+```
+
+```
+
+ 22/176 [==>...........................] - ETA: 26s - loss: 1.4391 - accuracy: 0.5918 - top-5-accuracy: 0.8663
+
+
+```
+
+```
+
+ 23/176 [==>...........................] - ETA: 26s - loss: 1.4366 - accuracy: 0.5919 - top-5-accuracy: 0.8674
+
+
+```
+
+```
+
+ 24/176 [===>..........................] - ETA: 26s - loss: 1.4380 - accuracy: 0.5920 - top-5-accuracy: 0.8674
+
+
+```
+
+```
+
+ 25/176 [===>..........................] - ETA: 26s - loss: 1.4431 - accuracy: 0.5914 - top-5-accuracy: 0.8652
+
+
+```
+
+```
+
+ 26/176 [===>..........................] - ETA: 25s - loss: 1.4489 - accuracy: 0.5895 - top-5-accuracy: 0.8651
+
+
+```
+
+```
+
+ 27/176 [===>..........................] - ETA: 25s - loss: 1.4592 - accuracy: 0.5883 - top-5-accuracy: 0.8623
+
+
+```
+
+```
+
+ 28/176 [===>..........................] - ETA: 25s - loss: 1.4547 - accuracy: 0.5889 - top-5-accuracy: 0.8640
+
+
+```
+
+```
+
+ 29/176 [===>..........................] - ETA: 25s - loss: 1.4537 - accuracy: 0.5890 - top-5-accuracy: 0.8641
+
+
+```
+
+```
+
+ 30/176 [====>.........................] - ETA: 25s - loss: 1.4528 - accuracy: 0.5887 - top-5-accuracy: 0.8639
+
+
+```
+
+```
+
+ 31/176 [====>.........................] - ETA: 25s - loss: 1.4488 - accuracy: 0.5911 - top-5-accuracy: 0.8639
+
+
+```
+
+```
+
+ 32/176 [====>.........................] - ETA: 24s - loss: 1.4421 - accuracy: 0.5925 - top-5-accuracy: 0.8651
+
+
+```
+
+```
+
+ 33/176 [====>.........................] - ETA: 24s - loss: 1.4428 - accuracy: 0.5930 - top-5-accuracy: 0.8642
+
+
+```
+
+```
+
+ 34/176 [====>.........................] - ETA: 24s - loss: 1.4386 - accuracy: 0.5946 - top-5-accuracy: 0.8651
+
+
+```
+
+```
+
+ 35/176 [====>.........................] - ETA: 24s - loss: 1.4409 - accuracy: 0.5934 - top-5-accuracy: 0.8650
+
+
+```
+
+```
+
+ 36/176 [=====>........................] - ETA: 24s - loss: 1.4441 - accuracy: 0.5926 - top-5-accuracy: 0.8640
+
+
+```
+
+```
+
+ 37/176 [=====>........................] - ETA: 24s - loss: 1.4476 - accuracy: 0.5911 - top-5-accuracy: 0.8633
+
+
+```
+
+```
+
+ 38/176 [=====>........................] - ETA: 23s - loss: 1.4439 - accuracy: 0.5919 - top-5-accuracy: 0.8633
+
+
+```
+
+```
+
+ 39/176 [=====>........................] - ETA: 23s - loss: 1.4461 - accuracy: 0.5912 - top-5-accuracy: 0.8631
+
+
+```
+
+```
+
+ 40/176 [=====>........................] - ETA: 23s - loss: 1.4498 - accuracy: 0.5912 - top-5-accuracy: 0.8629
+
+
+```
+
+```
+
+ 41/176 [=====>........................] - ETA: 23s - loss: 1.4503 - accuracy: 0.5900 - top-5-accuracy: 0.8628
+
+
+```
+
+```
+
+ 42/176 [======>.......................] - ETA: 23s - loss: 1.4480 - accuracy: 0.5899 - top-5-accuracy: 0.8637
+
+
+```
+
+```
+
+ 43/176 [======>.......................] - ETA: 22s - loss: 1.4514 - accuracy: 0.5878 - top-5-accuracy: 0.8634
+
+
+```
+
+```
+
+ 44/176 [======>.......................] - ETA: 22s - loss: 1.4527 - accuracy: 0.5878 - top-5-accuracy: 0.8627
+
+
+```
+
+```
+
+ 45/176 [======>.......................] - ETA: 22s - loss: 1.4501 - accuracy: 0.5892 - top-5-accuracy: 0.8632
+
+
+```
+
+```
+
+ 46/176 [======>.......................] - ETA: 22s - loss: 1.4510 - accuracy: 0.5898 - top-5-accuracy: 0.8633
+
+
+```
+
+```
+
+ 47/176 [=======>......................] - ETA: 22s - loss: 1.4496 - accuracy: 0.5904 - top-5-accuracy: 0.8636
+
+
+```
+
+```
+
+ 48/176 [=======>......................] - ETA: 22s - loss: 1.4493 - accuracy: 0.5903 - top-5-accuracy: 0.8642
+
+
+```
+
+```
+
+ 49/176 [=======>......................] - ETA: 21s - loss: 1.4489 - accuracy: 0.5912 - top-5-accuracy: 0.8640
+
+
+```
+
+```
+
+ 50/176 [=======>......................] - ETA: 21s - loss: 1.4498 - accuracy: 0.5905 - top-5-accuracy: 0.8636
+
+
+```
+
+```
+
+ 51/176 [=======>......................] - ETA: 21s - loss: 1.4527 - accuracy: 0.5893 - top-5-accuracy: 0.8638
+
+
+```
+
+```
+
+ 52/176 [=======>......................] - ETA: 21s - loss: 1.4531 - accuracy: 0.5896 - top-5-accuracy: 0.8639
+
+
+```
+
+```
+
+ 53/176 [========>.....................] - ETA: 21s - loss: 1.4540 - accuracy: 0.5895 - top-5-accuracy: 0.8642
+
+
+```
+
+```
+
+ 54/176 [========>.....................] - ETA: 21s - loss: 1.4539 - accuracy: 0.5897 - top-5-accuracy: 0.8644
+
+
+```
+
+```
+
+ 55/176 [========>.....................] - ETA: 20s - loss: 1.4527 - accuracy: 0.5893 - top-5-accuracy: 0.8651
+
+
+```
+
+```
+
+ 56/176 [========>.....................] - ETA: 20s - loss: 1.4517 - accuracy: 0.5892 - top-5-accuracy: 0.8652
+
+
+```
+
+```
+
+ 57/176 [========>.....................] - ETA: 20s - loss: 1.4504 - accuracy: 0.5896 - top-5-accuracy: 0.8655
+
+
+```
+
+```
+
+ 58/176 [========>.....................] - ETA: 20s - loss: 1.4500 - accuracy: 0.5896 - top-5-accuracy: 0.8659
+
+
+```
+
+```
+
+ 59/176 [=========>....................] - ETA: 20s - loss: 1.4523 - accuracy: 0.5887 - top-5-accuracy: 0.8657
+
+
+```
+
+```
+
+ 60/176 [=========>....................] - ETA: 20s - loss: 1.4511 - accuracy: 0.5889 - top-5-accuracy: 0.8659
+
+
+```
+
+```
+
+ 61/176 [=========>....................] - ETA: 19s - loss: 1.4532 - accuracy: 0.5887 - top-5-accuracy: 0.8657
+
+
+```
+
+```
+
+ 62/176 [=========>....................] - ETA: 19s - loss: 1.4561 - accuracy: 0.5878 - top-5-accuracy: 0.8651
+
+
+```
+
+```
+
+ 63/176 [=========>....................] - ETA: 19s - loss: 1.4558 - accuracy: 0.5880 - top-5-accuracy: 0.8647
+
+
+```
+
+```
+
+ 64/176 [=========>....................] - ETA: 19s - loss: 1.4561 - accuracy: 0.5879 - top-5-accuracy: 0.8650
+
+
+```
+
+```
+
+ 65/176 [==========>...................] - ETA: 19s - loss: 1.4557 - accuracy: 0.5876 - top-5-accuracy: 0.8651
+
+
+```
+
+```
+
+ 66/176 [==========>...................] - ETA: 19s - loss: 1.4557 - accuracy: 0.5872 - top-5-accuracy: 0.8649
+
+
+```
+
+```
+
+ 67/176 [==========>...................] - ETA: 18s - loss: 1.4549 - accuracy: 0.5871 - top-5-accuracy: 0.8653
+
+
+```
+
+```
+
+ 68/176 [==========>...................] - ETA: 18s - loss: 1.4535 - accuracy: 0.5874 - top-5-accuracy: 0.8655
+
+
+```
+
+```
+
+ 69/176 [==========>...................] - ETA: 18s - loss: 1.4524 - accuracy: 0.5880 - top-5-accuracy: 0.8654
+
+
+```
+
+```
+
+ 70/176 [==========>...................] - ETA: 18s - loss: 1.4524 - accuracy: 0.5875 - top-5-accuracy: 0.8655
+
+
+```
+
+```
+
+ 71/176 [===========>..................] - ETA: 18s - loss: 1.4523 - accuracy: 0.5878 - top-5-accuracy: 0.8654
+
+
+```
+
+```
+
+ 72/176 [===========>..................] - ETA: 17s - loss: 1.4511 - accuracy: 0.5881 - top-5-accuracy: 0.8657
+
+
+```
+
+```
+
+ 73/176 [===========>..................] - ETA: 17s - loss: 1.4505 - accuracy: 0.5881 - top-5-accuracy: 0.8657
+
+
+```
+
+```
+
+ 74/176 [===========>..................] - ETA: 17s - loss: 1.4502 - accuracy: 0.5880 - top-5-accuracy: 0.8656
+
+
+```
+
+```
+
+ 75/176 [===========>..................] - ETA: 17s - loss: 1.4505 - accuracy: 0.5879 - top-5-accuracy: 0.8655
+
+
+```
+
+```
+
+ 76/176 [===========>..................] - ETA: 17s - loss: 1.4519 - accuracy: 0.5871 - top-5-accuracy: 0.8655
+
+
+```
+
+```
+
+ 77/176 [============>.................] - ETA: 17s - loss: 1.4534 - accuracy: 0.5866 - top-5-accuracy: 0.8655
+
+
+```
+
+```
+
+ 78/176 [============>.................] - ETA: 16s - loss: 1.4525 - accuracy: 0.5862 - top-5-accuracy: 0.8660
+
+
+```
+
+```
+
+ 79/176 [============>.................] - ETA: 16s - loss: 1.4561 - accuracy: 0.5855 - top-5-accuracy: 0.8656
+
+
+```
+
+```
+
+ 80/176 [============>.................] - ETA: 16s - loss: 1.4540 - accuracy: 0.5857 - top-5-accuracy: 0.8662
+
+
+```
+
+```
+
+ 81/176 [============>.................] - ETA: 16s - loss: 1.4571 - accuracy: 0.5851 - top-5-accuracy: 0.8655
+
+
+```
+
+```
+
+ 82/176 [============>.................] - ETA: 16s - loss: 1.4575 - accuracy: 0.5850 - top-5-accuracy: 0.8657
+
+
+```
+
+```
+
+ 83/176 [=============>................] - ETA: 16s - loss: 1.4589 - accuracy: 0.5848 - top-5-accuracy: 0.8654
+
+
+```
+
+```
+
+ 84/176 [=============>................] - ETA: 15s - loss: 1.4571 - accuracy: 0.5851 - top-5-accuracy: 0.8656
+
+
+```
+
+```
+
+ 85/176 [=============>................] - ETA: 15s - loss: 1.4578 - accuracy: 0.5851 - top-5-accuracy: 0.8652
+
+
+```
+
+```
+
+ 86/176 [=============>................] - ETA: 15s - loss: 1.4581 - accuracy: 0.5849 - top-5-accuracy: 0.8652
+
+
+```
+
+```
+
+ 87/176 [=============>................] - ETA: 15s - loss: 1.4561 - accuracy: 0.5853 - top-5-accuracy: 0.8657
+
+
+```
+
+```
+
+ 88/176 [==============>...............] - ETA: 15s - loss: 1.4570 - accuracy: 0.5857 - top-5-accuracy: 0.8657
+
+
+```
+
+```
+
+ 89/176 [==============>...............] - ETA: 15s - loss: 1.4551 - accuracy: 0.5862 - top-5-accuracy: 0.8660
+
+
+```
+
+```
+
+ 90/176 [==============>...............] - ETA: 14s - loss: 1.4556 - accuracy: 0.5865 - top-5-accuracy: 0.8659
+
+
+```
+
+```
+
+ 91/176 [==============>...............] - ETA: 14s - loss: 1.4566 - accuracy: 0.5865 - top-5-accuracy: 0.8656
+
+
+```
+
+```
+
+ 92/176 [==============>...............] - ETA: 14s - loss: 1.4586 - accuracy: 0.5858 - top-5-accuracy: 0.8654
+
+
+```
+
+```
+
+ 93/176 [==============>...............] - ETA: 14s - loss: 1.4585 - accuracy: 0.5861 - top-5-accuracy: 0.8655
+
+
+```
+
+```
+
+ 94/176 [===============>..............] - ETA: 14s - loss: 1.4574 - accuracy: 0.5865 - top-5-accuracy: 0.8657
+
+
+```
+
+```
+
+ 95/176 [===============>..............] - ETA: 14s - loss: 1.4572 - accuracy: 0.5865 - top-5-accuracy: 0.8658
+
+
+```
+
+```
+
+ 96/176 [===============>..............] - ETA: 13s - loss: 1.4564 - accuracy: 0.5866 - top-5-accuracy: 0.8659
+
+
+```
+
+```
+
+ 97/176 [===============>..............] - ETA: 13s - loss: 1.4591 - accuracy: 0.5860 - top-5-accuracy: 0.8655
+
+
+```
+
+```
+
+ 98/176 [===============>..............] - ETA: 13s - loss: 1.4604 - accuracy: 0.5860 - top-5-accuracy: 0.8652
+
+
+```
+
+```
+
+ 99/176 [===============>..............] - ETA: 13s - loss: 1.4600 - accuracy: 0.5857 - top-5-accuracy: 0.8652
+
+
+```
+
+```
+
+100/176 [================>.............] - ETA: 13s - loss: 1.4595 - accuracy: 0.5856 - top-5-accuracy: 0.8657
+
+
+```
+
+```
+
+101/176 [================>.............] - ETA: 12s - loss: 1.4607 - accuracy: 0.5854 - top-5-accuracy: 0.8654
+
+
+```
+
+```
+
+102/176 [================>.............] - ETA: 12s - loss: 1.4616 - accuracy: 0.5851 - top-5-accuracy: 0.8651
+
+
+```
+
+```
+
+103/176 [================>.............] - ETA: 12s - loss: 1.4626 - accuracy: 0.5848 - top-5-accuracy: 0.8650
+
+
+```
+
+```
+
+104/176 [================>.............] - ETA: 12s - loss: 1.4631 - accuracy: 0.5847 - top-5-accuracy: 0.8648
+
+
+```
+
+```
+
+105/176 [================>.............] - ETA: 12s - loss: 1.4643 - accuracy: 0.5843 - top-5-accuracy: 0.8648
+
+
+```
+
+```
+
+106/176 [=================>............] - ETA: 12s - loss: 1.4654 - accuracy: 0.5843 - top-5-accuracy: 0.8645
+
+
+```
+
+```
+
+107/176 [=================>............] - ETA: 11s - loss: 1.4649 - accuracy: 0.5843 - top-5-accuracy: 0.8644
+
+
+```
+
+```
+
+108/176 [=================>............] - ETA: 11s - loss: 1.4657 - accuracy: 0.5842 - top-5-accuracy: 0.8643
+
+
+```
+
+```
+
+109/176 [=================>............] - ETA: 11s - loss: 1.4655 - accuracy: 0.5843 - top-5-accuracy: 0.8641
+
+
+```
+
+```
+
+110/176 [=================>............] - ETA: 11s - loss: 1.4654 - accuracy: 0.5844 - top-5-accuracy: 0.8641
+
+
+```
+
+```
+
+111/176 [=================>............] - ETA: 11s - loss: 1.4652 - accuracy: 0.5844 - top-5-accuracy: 0.8642
+
+
+```
+
+```
+
+112/176 [==================>...........] - ETA: 11s - loss: 1.4644 - accuracy: 0.5848 - top-5-accuracy: 0.8642
+
+
+```
+
+```
+
+113/176 [==================>...........] - ETA: 10s - loss: 1.4633 - accuracy: 0.5847 - top-5-accuracy: 0.8642
+
+
+```
+
+```
+
+114/176 [==================>...........] - ETA: 10s - loss: 1.4634 - accuracy: 0.5846 - top-5-accuracy: 0.8643
+
+
+```
+
+```
+
+115/176 [==================>...........] - ETA: 10s - loss: 1.4634 - accuracy: 0.5845 - top-5-accuracy: 0.8642
+
+
+```
+
+```
+
+116/176 [==================>...........] - ETA: 10s - loss: 1.4644 - accuracy: 0.5842 - top-5-accuracy: 0.8641
+
+
+```
+
+```
+
+117/176 [==================>...........] - ETA: 10s - loss: 1.4637 - accuracy: 0.5843 - top-5-accuracy: 0.8641
+
+
+```
+
+```
+
+118/176 [===================>..........] - ETA: 10s - loss: 1.4633 - accuracy: 0.5843 - top-5-accuracy: 0.8642
+
+
+```
+
+```
+
+119/176 [===================>..........] - ETA: 9s - loss: 1.4632 - accuracy: 0.5844 - top-5-accuracy: 0.8642
+
+
+```
+
+```
+
+120/176 [===================>..........] - ETA: 9s - loss: 1.4638 - accuracy: 0.5840 - top-5-accuracy: 0.8643
+
+
+```
+
+```
+
+121/176 [===================>..........] - ETA: 9s - loss: 1.4642 - accuracy: 0.5839 - top-5-accuracy: 0.8642
+
+
+```
+
+```
+
+122/176 [===================>..........] - ETA: 9s - loss: 1.4638 - accuracy: 0.5839 - top-5-accuracy: 0.8643
+
+
+```
+
+```
+
+123/176 [===================>..........] - ETA: 9s - loss: 1.4643 - accuracy: 0.5841 - top-5-accuracy: 0.8644
+
+
+```
+
+```
+
+124/176 [====================>.........] - ETA: 8s - loss: 1.4651 - accuracy: 0.5842 - top-5-accuracy: 0.8643
+
+
+```
+
+```
+
+125/176 [====================>.........] - ETA: 8s - loss: 1.4642 - accuracy: 0.5844 - top-5-accuracy: 0.8644
+
+
+```
+
+```
+
+126/176 [====================>.........] - ETA: 8s - loss: 1.4644 - accuracy: 0.5842 - top-5-accuracy: 0.8644
+
+
+```
+
+```
+
+127/176 [====================>.........] - ETA: 8s - loss: 1.4641 - accuracy: 0.5846 - top-5-accuracy: 0.8646
+
+
+```
+
+```
+
+128/176 [====================>.........] - ETA: 8s - loss: 1.4632 - accuracy: 0.5850 - top-5-accuracy: 0.8647
+
+
+```
+
+```
+
+129/176 [====================>.........] - ETA: 8s - loss: 1.4620 - accuracy: 0.5852 - top-5-accuracy: 0.8650
+
+
+```
+
+```
+
+130/176 [=====================>........] - ETA: 7s - loss: 1.4622 - accuracy: 0.5850 - top-5-accuracy: 0.8651
+
+
+```
+
+```
+
+131/176 [=====================>........] - ETA: 7s - loss: 1.4623 - accuracy: 0.5852 - top-5-accuracy: 0.8651
+
+
+```
+
+```
+
+132/176 [=====================>........] - ETA: 7s - loss: 1.4630 - accuracy: 0.5848 - top-5-accuracy: 0.8649
+
+
+```
+
+```
+
+133/176 [=====================>........] - ETA: 7s - loss: 1.4643 - accuracy: 0.5845 - top-5-accuracy: 0.8645
+
+
+```
+
+```
+
+134/176 [=====================>........] - ETA: 7s - loss: 1.4644 - accuracy: 0.5845 - top-5-accuracy: 0.8644
+
+
+```
+
+```
+
+135/176 [======================>.......] - ETA: 7s - loss: 1.4644 - accuracy: 0.5845 - top-5-accuracy: 0.8644
+
+
+```
+
+```
+
+136/176 [======================>.......] - ETA: 6s - loss: 1.4644 - accuracy: 0.5846 - top-5-accuracy: 0.8643
+
+
+```
+
+```
+
+137/176 [======================>.......] - ETA: 6s - loss: 1.4644 - accuracy: 0.5847 - top-5-accuracy: 0.8644
+
+
+```
+
+```
+
+138/176 [======================>.......] - ETA: 6s - loss: 1.4650 - accuracy: 0.5844 - top-5-accuracy: 0.8643
+
+
+```
+
+```
+
+139/176 [======================>.......] - ETA: 6s - loss: 1.4653 - accuracy: 0.5843 - top-5-accuracy: 0.8643
+
+
+```
+
+```
+
+140/176 [======================>.......] - ETA: 6s - loss: 1.4649 - accuracy: 0.5844 - top-5-accuracy: 0.8644
+
+
+```
+
+```
+
+141/176 [=======================>......] - ETA: 6s - loss: 1.4655 - accuracy: 0.5845 - top-5-accuracy: 0.8642
+
+
+```
+
+```
+
+142/176 [=======================>......] - ETA: 5s - loss: 1.4645 - accuracy: 0.5848 - top-5-accuracy: 0.8642
+
+
+```
+
+```
+
+143/176 [=======================>......] - ETA: 5s - loss: 1.4644 - accuracy: 0.5848 - top-5-accuracy: 0.8642
+
+
+```
+
+```
+
+144/176 [=======================>......] - ETA: 5s - loss: 1.4636 - accuracy: 0.5849 - top-5-accuracy: 0.8645
+
+
+```
+
+```
+
+145/176 [=======================>......] - ETA: 5s - loss: 1.4637 - accuracy: 0.5850 - top-5-accuracy: 0.8645
+
+
+```
+
+```
+
+146/176 [=======================>......] - ETA: 5s - loss: 1.4648 - accuracy: 0.5848 - top-5-accuracy: 0.8644
+
+
+```
+
+```
+
+147/176 [========================>.....] - ETA: 5s - loss: 1.4657 - accuracy: 0.5846 - top-5-accuracy: 0.8644
+
+
+```
+
+```
+
+148/176 [========================>.....] - ETA: 4s - loss: 1.4664 - accuracy: 0.5845 - top-5-accuracy: 0.8643
+
+
+```
+
+```
+
+149/176 [========================>.....] - ETA: 4s - loss: 1.4664 - accuracy: 0.5844 - top-5-accuracy: 0.8644
+
+
+```
+
+```
+
+150/176 [========================>.....] - ETA: 4s - loss: 1.4668 - accuracy: 0.5843 - top-5-accuracy: 0.8642
+
+
+```
+
+```
+
+151/176 [========================>.....] - ETA: 4s - loss: 1.4659 - accuracy: 0.5848 - top-5-accuracy: 0.8645
+
+
+```
+
+```
+
+152/176 [========================>.....] - ETA: 4s - loss: 1.4673 - accuracy: 0.5847 - top-5-accuracy: 0.8643
+
+
+```
+
+```
+
+153/176 [=========================>....] - ETA: 3s - loss: 1.4671 - accuracy: 0.5848 - top-5-accuracy: 0.8642
+
+
+```
+
+```
+
+154/176 [=========================>....] - ETA: 3s - loss: 1.4668 - accuracy: 0.5848 - top-5-accuracy: 0.8643
+
+
+```
+
+```
+
+155/176 [=========================>....] - ETA: 3s - loss: 1.4660 - accuracy: 0.5852 - top-5-accuracy: 0.8643
+
+
+```
+
+```
+
+156/176 [=========================>....] - ETA: 3s - loss: 1.4677 - accuracy: 0.5847 - top-5-accuracy: 0.8643
+
+
+```
+
+```
+
+157/176 [=========================>....] - ETA: 3s - loss: 1.4670 - accuracy: 0.5848 - top-5-accuracy: 0.8645
+
+
+```
+
+```
+
+158/176 [=========================>....] - ETA: 3s - loss: 1.4683 - accuracy: 0.5845 - top-5-accuracy: 0.8644
+
+
+```
+
+```
+
+159/176 [==========================>...] - ETA: 2s - loss: 1.4693 - accuracy: 0.5844 - top-5-accuracy: 0.8642
+
+
+```
+
+```
+
+160/176 [==========================>...] - ETA: 2s - loss: 1.4691 - accuracy: 0.5844 - top-5-accuracy: 0.8642
+
+
+```
+
+```
+
+161/176 [==========================>...] - ETA: 2s - loss: 1.4701 - accuracy: 0.5840 - top-5-accuracy: 0.8642
+
+
+```
+
+```
+
+162/176 [==========================>...] - ETA: 2s - loss: 1.4709 - accuracy: 0.5839 - top-5-accuracy: 0.8641
+
+
+```
+
+```
+
+163/176 [==========================>...] - ETA: 2s - loss: 1.4700 - accuracy: 0.5842 - top-5-accuracy: 0.8641
+
+
+```
+
+```
+
+164/176 [==========================>...] - ETA: 2s - loss: 1.4696 - accuracy: 0.5845 - top-5-accuracy: 0.8642
+
+
+```
+
+```
+
+165/176 [===========================>..] - ETA: 1s - loss: 1.4703 - accuracy: 0.5846 - top-5-accuracy: 0.8641
+
+
+```
+
+```
+
+166/176 [===========================>..] - ETA: 1s - loss: 1.4708 - accuracy: 0.5843 - top-5-accuracy: 0.8640
+
+
+```
+
+```
+
+167/176 [===========================>..] - ETA: 1s - loss: 1.4713 - accuracy: 0.5841 - top-5-accuracy: 0.8639
+
+
+```
+
+```
+
+168/176 [===========================>..] - ETA: 1s - loss: 1.4715 - accuracy: 0.5841 - top-5-accuracy: 0.8639
+
+
+```
+
+```
+
+169/176 [===========================>..] - ETA: 1s - loss: 1.4709 - accuracy: 0.5843 - top-5-accuracy: 0.8640
+
+
+```
+
+```
+
+170/176 [===========================>..] - ETA: 1s - loss: 1.4705 - accuracy: 0.5844 - top-5-accuracy: 0.8641
+
+
+```
+
+```
+
+171/176 [============================>.] - ETA: 0s - loss: 1.4708 - accuracy: 0.5843 - top-5-accuracy: 0.8641
+
+
+```
+
+```
+
+172/176 [============================>.] - ETA: 0s - loss: 1.4704 - accuracy: 0.5841 - top-5-accuracy: 0.8643
+
+
+```
+
+```
+
+173/176 [============================>.] - ETA: 0s - loss: 1.4699 - accuracy: 0.5843 - top-5-accuracy: 0.8644
+
+
+```
+
+```
+
+174/176 [============================>.] - ETA: 0s - loss: 1.4698 - accuracy: 0.5842 - top-5-accuracy: 0.8643
+
+
+```
+
+```
+
+175/176 [============================>.] - ETA: 0s - loss: 1.4693 - accuracy: 0.5843 - top-5-accuracy: 0.8644
+
+
+```
+
+```
+
+176/176 [==============================] - ETA: 0s - loss: 1.4695 - accuracy: 0.5840 - top-5-accuracy: 0.8644
+
+
+```
+
+```
+
+176/176 [==============================] - 32s 179ms/step - loss: 1.4695 - accuracy: 0.5840 - top-5-accuracy: 0.8644 - val_loss: 1.7892 - val_accuracy: 0.5222 - val_top-5-accuracy: 0.8104
+
+
+
+```
+Epoch 42/50
+
+```
+
+
+ 1/176 [..............................] - ETA: 30s - loss: 1.5527 - accuracy: 0.5508 - top-5-accuracy: 0.8438
+
+
+```
+
+```
+
+ 2/176 [..............................] - ETA: 30s - loss: 1.3765 - accuracy: 0.5859 - top-5-accuracy: 0.8770
+
+
+```
+
+```
+
+ 3/176 [..............................] - ETA: 29s - loss: 1.3451 - accuracy: 0.5951 - top-5-accuracy: 0.8880
+
+
+```
+
+```
+
+ 4/176 [..............................] - ETA: 29s - loss: 1.3872 - accuracy: 0.5791 - top-5-accuracy: 0.8770
+
+
+```
+
+```
+
+ 5/176 [..............................] - ETA: 29s - loss: 1.4166 - accuracy: 0.5766 - top-5-accuracy: 0.8711
+
+
+```
+
+```
+
+ 6/176 [>.............................] - ETA: 29s - loss: 1.4105 - accuracy: 0.5788 - top-5-accuracy: 0.8698
+
+
+```
+
+```
+
+ 7/176 [>.............................] - ETA: 29s - loss: 1.4220 - accuracy: 0.5770 - top-5-accuracy: 0.8711
+
+
+```
+
+```
+
+ 8/176 [>.............................] - ETA: 29s - loss: 1.4127 - accuracy: 0.5835 - top-5-accuracy: 0.8696
+
+
+```
+
+```
+
+ 9/176 [>.............................] - ETA: 28s - loss: 1.3915 - accuracy: 0.5881 - top-5-accuracy: 0.8715
+
+
+```
+
+```
+
+ 10/176 [>.............................] - ETA: 28s - loss: 1.3861 - accuracy: 0.5934 - top-5-accuracy: 0.8734
+
+
+```
+
+```
+
+ 11/176 [>.............................] - ETA: 28s - loss: 1.4037 - accuracy: 0.5938 - top-5-accuracy: 0.8711
+
+
+```
+
+```
+
+ 12/176 [=>............................] - ETA: 28s - loss: 1.3930 - accuracy: 0.5977 - top-5-accuracy: 0.8734
+
+
+```
+
+```
+
+ 13/176 [=>............................] - ETA: 28s - loss: 1.3954 - accuracy: 0.5950 - top-5-accuracy: 0.8747
+
+
+```
+
+```
+
+ 14/176 [=>............................] - ETA: 28s - loss: 1.3991 - accuracy: 0.5949 - top-5-accuracy: 0.8725
+
+
+```
+
+```
+
+ 15/176 [=>............................] - ETA: 27s - loss: 1.4067 - accuracy: 0.5940 - top-5-accuracy: 0.8719
+
+
+```
+
+```
+
+ 16/176 [=>............................] - ETA: 27s - loss: 1.4067 - accuracy: 0.5957 - top-5-accuracy: 0.8711
+
+
+```
+
+```
+
+ 17/176 [=>............................] - ETA: 27s - loss: 1.4056 - accuracy: 0.5972 - top-5-accuracy: 0.8713
+
+
+```
+
+```
+
+ 18/176 [==>...........................] - ETA: 27s - loss: 1.4110 - accuracy: 0.5953 - top-5-accuracy: 0.8715
+
+
+```
+
+```
+
+ 19/176 [==>...........................] - ETA: 27s - loss: 1.4077 - accuracy: 0.5975 - top-5-accuracy: 0.8721
+
+
+```
+
+```
+
+ 20/176 [==>...........................] - ETA: 26s - loss: 1.4060 - accuracy: 0.5980 - top-5-accuracy: 0.8721
+
+
+```
+
+```
+
+ 21/176 [==>...........................] - ETA: 26s - loss: 1.4057 - accuracy: 0.5962 - top-5-accuracy: 0.8730
+
+
+```
+
+```
+
+ 22/176 [==>...........................] - ETA: 26s - loss: 1.4027 - accuracy: 0.5966 - top-5-accuracy: 0.8752
+
+
+```
+
+```
+
+ 23/176 [==>...........................] - ETA: 26s - loss: 1.4032 - accuracy: 0.5968 - top-5-accuracy: 0.8745
+
+
+```
+
+```
+
+ 24/176 [===>..........................] - ETA: 26s - loss: 1.4023 - accuracy: 0.5981 - top-5-accuracy: 0.8752
+
+
+```
+
+```
+
+ 25/176 [===>..........................] - ETA: 26s - loss: 1.4031 - accuracy: 0.5991 - top-5-accuracy: 0.8741
+
+
+```
+
+```
+
+ 26/176 [===>..........................] - ETA: 25s - loss: 1.4007 - accuracy: 0.5993 - top-5-accuracy: 0.8742
+
+
+```
+
+```
+
+ 27/176 [===>..........................] - ETA: 25s - loss: 1.4001 - accuracy: 0.6005 - top-5-accuracy: 0.8746
+
+
+```
+
+```
+
+ 28/176 [===>..........................] - ETA: 25s - loss: 1.4054 - accuracy: 0.5989 - top-5-accuracy: 0.8737
+
+
+```
+
+```
+
+ 29/176 [===>..........................] - ETA: 25s - loss: 1.4091 - accuracy: 0.5985 - top-5-accuracy: 0.8724
+
+
+```
+
+```
+
+ 30/176 [====>.........................] - ETA: 25s - loss: 1.4114 - accuracy: 0.5978 - top-5-accuracy: 0.8719
+
+
+```
+
+```
+
+ 31/176 [====>.........................] - ETA: 25s - loss: 1.4091 - accuracy: 0.5984 - top-5-accuracy: 0.8722
+
+
+```
+
+```
+
+ 32/176 [====>.........................] - ETA: 24s - loss: 1.4086 - accuracy: 0.5997 - top-5-accuracy: 0.8717
+
+
+```
+
+```
+
+ 33/176 [====>.........................] - ETA: 24s - loss: 1.4045 - accuracy: 0.6010 - top-5-accuracy: 0.8728
+
+
+```
+
+```
+
+ 34/176 [====>.........................] - ETA: 24s - loss: 1.4081 - accuracy: 0.6008 - top-5-accuracy: 0.8720
+
+
+```
+
+```
+
+ 35/176 [====>.........................] - ETA: 24s - loss: 1.4100 - accuracy: 0.5997 - top-5-accuracy: 0.8722
+
+
+```
+
+```
+
+ 36/176 [=====>........................] - ETA: 24s - loss: 1.4121 - accuracy: 0.5988 - top-5-accuracy: 0.8721
+
+
+```
+
+```
+
+ 37/176 [=====>........................] - ETA: 24s - loss: 1.4130 - accuracy: 0.5985 - top-5-accuracy: 0.8715
+
+
+```
+
+```
+
+ 38/176 [=====>........................] - ETA: 23s - loss: 1.4126 - accuracy: 0.5984 - top-5-accuracy: 0.8712
+
+
+```
+
+```
+
+ 39/176 [=====>........................] - ETA: 23s - loss: 1.4110 - accuracy: 0.5984 - top-5-accuracy: 0.8719
+
+
+```
+
+```
+
+ 40/176 [=====>........................] - ETA: 23s - loss: 1.4103 - accuracy: 0.5981 - top-5-accuracy: 0.8722
+
+
+```
+
+```
+
+ 41/176 [=====>........................] - ETA: 23s - loss: 1.4132 - accuracy: 0.5972 - top-5-accuracy: 0.8722
+
+
+```
+
+```
+
+ 42/176 [======>.......................] - ETA: 23s - loss: 1.4131 - accuracy: 0.5968 - top-5-accuracy: 0.8722
+
+
+```
+
+```
+
+ 43/176 [======>.......................] - ETA: 22s - loss: 1.4118 - accuracy: 0.5977 - top-5-accuracy: 0.8725
+
+
+```
+
+```
+
+ 44/176 [======>.......................] - ETA: 22s - loss: 1.4169 - accuracy: 0.5961 - top-5-accuracy: 0.8722
+
+
+```
+
+```
+
+ 45/176 [======>.......................] - ETA: 22s - loss: 1.4168 - accuracy: 0.5962 - top-5-accuracy: 0.8719
+
+
+```
+
+```
+
+ 46/176 [======>.......................] - ETA: 22s - loss: 1.4166 - accuracy: 0.5963 - top-5-accuracy: 0.8719
+
+
+```
+
+```
+
+ 47/176 [=======>......................] - ETA: 22s - loss: 1.4201 - accuracy: 0.5962 - top-5-accuracy: 0.8708
+
+
+```
+
+```
+
+ 48/176 [=======>......................] - ETA: 22s - loss: 1.4162 - accuracy: 0.5973 - top-5-accuracy: 0.8717
+
+
+```
+
+```
+
+ 49/176 [=======>......................] - ETA: 21s - loss: 1.4154 - accuracy: 0.5985 - top-5-accuracy: 0.8718
+
+
+```
+
+```
+
+ 50/176 [=======>......................] - ETA: 21s - loss: 1.4124 - accuracy: 0.5998 - top-5-accuracy: 0.8722
+
+
+```
+
+```
+
+ 51/176 [=======>......................] - ETA: 21s - loss: 1.4149 - accuracy: 0.5993 - top-5-accuracy: 0.8715
+
+
+```
+
+```
+
+ 52/176 [=======>......................] - ETA: 21s - loss: 1.4152 - accuracy: 0.5991 - top-5-accuracy: 0.8716
+
+
+```
+
+```
+
+ 53/176 [========>.....................] - ETA: 21s - loss: 1.4134 - accuracy: 0.5999 - top-5-accuracy: 0.8718
+
+
+```
+
+```
+
+ 54/176 [========>.....................] - ETA: 21s - loss: 1.4132 - accuracy: 0.6000 - top-5-accuracy: 0.8720
+
+
+```
+
+```
+
+ 55/176 [========>.....................] - ETA: 20s - loss: 1.4128 - accuracy: 0.6001 - top-5-accuracy: 0.8722
+
+
+```
+
+```
+
+ 56/176 [========>.....................] - ETA: 20s - loss: 1.4104 - accuracy: 0.6012 - top-5-accuracy: 0.8730
+
+
+```
+
+```
+
+ 57/176 [========>.....................] - ETA: 20s - loss: 1.4117 - accuracy: 0.6007 - top-5-accuracy: 0.8729
+
+
+```
+
+```
+
+ 58/176 [========>.....................] - ETA: 20s - loss: 1.4119 - accuracy: 0.6003 - top-5-accuracy: 0.8728
+
+
+```
+
+```
+
+ 59/176 [=========>....................] - ETA: 20s - loss: 1.4126 - accuracy: 0.6002 - top-5-accuracy: 0.8729
+
+
+```
+
+```
+
+ 60/176 [=========>....................] - ETA: 20s - loss: 1.4143 - accuracy: 0.6004 - top-5-accuracy: 0.8725
+
+
+```
+
+```
+
+ 61/176 [=========>....................] - ETA: 19s - loss: 1.4146 - accuracy: 0.6000 - top-5-accuracy: 0.8725
+
+
+```
+
+```
+
+ 62/176 [=========>....................] - ETA: 19s - loss: 1.4155 - accuracy: 0.6001 - top-5-accuracy: 0.8720
+
+
+```
+
+```
+
+ 63/176 [=========>....................] - ETA: 19s - loss: 1.4175 - accuracy: 0.5996 - top-5-accuracy: 0.8720
+
+
+```
+
+```
+
+ 64/176 [=========>....................] - ETA: 19s - loss: 1.4189 - accuracy: 0.6001 - top-5-accuracy: 0.8715
+
+
+```
+
+```
+
+ 65/176 [==========>...................] - ETA: 19s - loss: 1.4191 - accuracy: 0.6002 - top-5-accuracy: 0.8719
+
+
+```
+
+```
+
+ 66/176 [==========>...................] - ETA: 19s - loss: 1.4219 - accuracy: 0.5995 - top-5-accuracy: 0.8719
+
+
+```
+
+```
+
+ 67/176 [==========>...................] - ETA: 18s - loss: 1.4213 - accuracy: 0.5997 - top-5-accuracy: 0.8721
+
+
+```
+
+```
+
+ 68/176 [==========>...................] - ETA: 18s - loss: 1.4204 - accuracy: 0.5998 - top-5-accuracy: 0.8722
+
+
+```
+
+```
+
+ 69/176 [==========>...................] - ETA: 18s - loss: 1.4179 - accuracy: 0.6006 - top-5-accuracy: 0.8727
+
+
+```
+
+```
+
+ 70/176 [==========>...................] - ETA: 18s - loss: 1.4192 - accuracy: 0.6001 - top-5-accuracy: 0.8725
+
+
+```
+
+```
+
+ 71/176 [===========>..................] - ETA: 18s - loss: 1.4195 - accuracy: 0.6000 - top-5-accuracy: 0.8725
+
+
+```
+
+```
+
+ 72/176 [===========>..................] - ETA: 17s - loss: 1.4202 - accuracy: 0.5998 - top-5-accuracy: 0.8722
+
+
+```
+
+```
+
+ 73/176 [===========>..................] - ETA: 17s - loss: 1.4194 - accuracy: 0.6001 - top-5-accuracy: 0.8723
+
+
+```
+
+```
+
+ 74/176 [===========>..................] - ETA: 17s - loss: 1.4202 - accuracy: 0.5996 - top-5-accuracy: 0.8723
+
+
+```
+
+```
+
+ 75/176 [===========>..................] - ETA: 17s - loss: 1.4218 - accuracy: 0.5989 - top-5-accuracy: 0.8722
+
+
+```
+
+```
+
+ 76/176 [===========>..................] - ETA: 17s - loss: 1.4214 - accuracy: 0.5991 - top-5-accuracy: 0.8724
+
+
+```
+
+```
+
+ 77/176 [============>.................] - ETA: 17s - loss: 1.4196 - accuracy: 0.5994 - top-5-accuracy: 0.8727
+
+
+```
+
+```
+
+ 78/176 [============>.................] - ETA: 16s - loss: 1.4196 - accuracy: 0.5997 - top-5-accuracy: 0.8727
+
+
+```
+
+```
+
+ 79/176 [============>.................] - ETA: 16s - loss: 1.4214 - accuracy: 0.5992 - top-5-accuracy: 0.8724
+
+
+```
+
+```
+
+ 80/176 [============>.................] - ETA: 16s - loss: 1.4232 - accuracy: 0.5993 - top-5-accuracy: 0.8719
+
+
+```
+
+```
+
+ 81/176 [============>.................] - ETA: 16s - loss: 1.4245 - accuracy: 0.5989 - top-5-accuracy: 0.8717
+
+
+```
+
+```
+
+ 82/176 [============>.................] - ETA: 16s - loss: 1.4242 - accuracy: 0.5991 - top-5-accuracy: 0.8717
+
+
+```
+
+```
+
+ 83/176 [=============>................] - ETA: 16s - loss: 1.4232 - accuracy: 0.5993 - top-5-accuracy: 0.8717
+
+
+```
+
+```
+
+ 84/176 [=============>................] - ETA: 15s - loss: 1.4246 - accuracy: 0.5986 - top-5-accuracy: 0.8714
+
+
+```
+
+```
+
+ 85/176 [=============>................] - ETA: 15s - loss: 1.4259 - accuracy: 0.5984 - top-5-accuracy: 0.8714
+
+
+```
+
+```
+
+ 86/176 [=============>................] - ETA: 15s - loss: 1.4264 - accuracy: 0.5982 - top-5-accuracy: 0.8711
+
+
+```
+
+```
+
+ 87/176 [=============>................] - ETA: 15s - loss: 1.4274 - accuracy: 0.5981 - top-5-accuracy: 0.8711
+
+
+```
+
+```
+
+ 88/176 [==============>...............] - ETA: 15s - loss: 1.4296 - accuracy: 0.5970 - top-5-accuracy: 0.8708
+
+
+```
+
+```
+
+ 89/176 [==============>...............] - ETA: 15s - loss: 1.4317 - accuracy: 0.5969 - top-5-accuracy: 0.8705
+
+
+```
+
+```
+
+ 90/176 [==============>...............] - ETA: 14s - loss: 1.4300 - accuracy: 0.5974 - top-5-accuracy: 0.8706
+
+
+```
+
+```
+
+ 91/176 [==============>...............] - ETA: 14s - loss: 1.4312 - accuracy: 0.5969 - top-5-accuracy: 0.8707
+
+
+```
+
+```
+
+ 92/176 [==============>...............] - ETA: 14s - loss: 1.4321 - accuracy: 0.5969 - top-5-accuracy: 0.8705
+
+
+```
+
+```
+
+ 93/176 [==============>...............] - ETA: 14s - loss: 1.4325 - accuracy: 0.5967 - top-5-accuracy: 0.8702
+
+
+```
+
+```
+
+ 94/176 [===============>..............] - ETA: 14s - loss: 1.4327 - accuracy: 0.5967 - top-5-accuracy: 0.8701
+
+
+```
+
+```
+
+ 95/176 [===============>..............] - ETA: 14s - loss: 1.4330 - accuracy: 0.5964 - top-5-accuracy: 0.8701
+
+
+```
+
+```
+
+ 96/176 [===============>..............] - ETA: 13s - loss: 1.4327 - accuracy: 0.5963 - top-5-accuracy: 0.8703
+
+
+```
+
+```
+
+ 97/176 [===============>..............] - ETA: 13s - loss: 1.4328 - accuracy: 0.5962 - top-5-accuracy: 0.8704
+
+
+```
+
+```
+
+ 98/176 [===============>..............] - ETA: 13s - loss: 1.4333 - accuracy: 0.5959 - top-5-accuracy: 0.8705
+
+
+```
+
+```
+
+ 99/176 [===============>..............] - ETA: 13s - loss: 1.4326 - accuracy: 0.5961 - top-5-accuracy: 0.8704
+
+
+```
+
+```
+
+100/176 [================>.............] - ETA: 13s - loss: 1.4335 - accuracy: 0.5955 - top-5-accuracy: 0.8703
+
+
+```
+
+```
+
+101/176 [================>.............] - ETA: 12s - loss: 1.4348 - accuracy: 0.5952 - top-5-accuracy: 0.8700
+
+
+```
+
+```
+
+102/176 [================>.............] - ETA: 12s - loss: 1.4359 - accuracy: 0.5948 - top-5-accuracy: 0.8699
+
+
+```
+
+```
+
+103/176 [================>.............] - ETA: 12s - loss: 1.4363 - accuracy: 0.5945 - top-5-accuracy: 0.8700
+
+
+```
+
+```
+
+104/176 [================>.............] - ETA: 12s - loss: 1.4367 - accuracy: 0.5945 - top-5-accuracy: 0.8703
+
+
+```
+
+```
+
+105/176 [================>.............] - ETA: 12s - loss: 1.4372 - accuracy: 0.5948 - top-5-accuracy: 0.8699
+
+
+```
+
+```
+
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+
+
+```
+
+```
+
+107/176 [=================>............] - ETA: 11s - loss: 1.4368 - accuracy: 0.5947 - top-5-accuracy: 0.8700
+
+
+```
+
+```
+
+108/176 [=================>............] - ETA: 11s - loss: 1.4362 - accuracy: 0.5949 - top-5-accuracy: 0.8700
+
+
+```
+
+```
+
+109/176 [=================>............] - ETA: 11s - loss: 1.4355 - accuracy: 0.5951 - top-5-accuracy: 0.8702
+
+
+```
+
+```
+
+110/176 [=================>............] - ETA: 11s - loss: 1.4369 - accuracy: 0.5947 - top-5-accuracy: 0.8700
+
+
+```
+
+```
+
+111/176 [=================>............] - ETA: 11s - loss: 1.4366 - accuracy: 0.5948 - top-5-accuracy: 0.8700
+
+
+```
+
+```
+
+112/176 [==================>...........] - ETA: 11s - loss: 1.4369 - accuracy: 0.5947 - top-5-accuracy: 0.8700
+
+
+```
+
+```
+
+113/176 [==================>...........] - ETA: 10s - loss: 1.4358 - accuracy: 0.5950 - top-5-accuracy: 0.8701
+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
+118/176 [===================>..........] - ETA: 10s - loss: 1.4374 - accuracy: 0.5950 - top-5-accuracy: 0.8702
+
+
+```
+
+```
+
+119/176 [===================>..........] - ETA: 9s - loss: 1.4377 - accuracy: 0.5951 - top-5-accuracy: 0.8703
+
+
+```
+
+```
+
+120/176 [===================>..........] - ETA: 9s - loss: 1.4387 - accuracy: 0.5950 - top-5-accuracy: 0.8701
+
+
+```
+
+```
+
+121/176 [===================>..........] - ETA: 9s - loss: 1.4392 - accuracy: 0.5949 - top-5-accuracy: 0.8698
+
+
+```
+
+```
+
+122/176 [===================>..........] - ETA: 9s - loss: 1.4391 - accuracy: 0.5948 - top-5-accuracy: 0.8700
+
+
+```
+
+```
+
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+
+
+```
+
+```
+
+124/176 [====================>.........] - ETA: 8s - loss: 1.4390 - accuracy: 0.5950 - top-5-accuracy: 0.8700
+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
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+```
+
+```
+
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+
+
+```
+
+```
+
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+
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+```
+
+```
+
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+
+
+```
+
+```
+
+152/176 [========================>.....] - ETA: 4s - loss: 1.4429 - accuracy: 0.5940 - top-5-accuracy: 0.8697
+
+
+```
+
+```
+
+153/176 [=========================>....] - ETA: 3s - loss: 1.4423 - accuracy: 0.5940 - top-5-accuracy: 0.8698
+
+
+```
+
+```
+
+154/176 [=========================>....] - ETA: 3s - loss: 1.4421 - accuracy: 0.5941 - top-5-accuracy: 0.8697
+
+
+```
+
+```
+
+155/176 [=========================>....] - ETA: 3s - loss: 1.4419 - accuracy: 0.5940 - top-5-accuracy: 0.8698
+
+
+```
+
+```
+
+156/176 [=========================>....] - ETA: 3s - loss: 1.4433 - accuracy: 0.5937 - top-5-accuracy: 0.8697
+
+
+```
+
+```
+
+157/176 [=========================>....] - ETA: 3s - loss: 1.4443 - accuracy: 0.5932 - top-5-accuracy: 0.8696
+
+
+```
+
+```
+
+158/176 [=========================>....] - ETA: 3s - loss: 1.4449 - accuracy: 0.5930 - top-5-accuracy: 0.8694
+
+
+```
+
+```
+
+159/176 [==========================>...] - ETA: 2s - loss: 1.4445 - accuracy: 0.5932 - top-5-accuracy: 0.8693
+
+
+```
+
+```
+
+160/176 [==========================>...] - ETA: 2s - loss: 1.4447 - accuracy: 0.5934 - top-5-accuracy: 0.8692
+
+
+```
+
+```
+
+161/176 [==========================>...] - ETA: 2s - loss: 1.4451 - accuracy: 0.5933 - top-5-accuracy: 0.8692
+
+
+```
+
+```
+
+162/176 [==========================>...] - ETA: 2s - loss: 1.4437 - accuracy: 0.5936 - top-5-accuracy: 0.8694
+
+
+```
+
+```
+
+163/176 [==========================>...] - ETA: 2s - loss: 1.4440 - accuracy: 0.5937 - top-5-accuracy: 0.8693
+
+
+```
+
+```
+
+164/176 [==========================>...] - ETA: 2s - loss: 1.4450 - accuracy: 0.5936 - top-5-accuracy: 0.8689
+
+
+```
+
+```
+
+165/176 [===========================>..] - ETA: 1s - loss: 1.4458 - accuracy: 0.5931 - top-5-accuracy: 0.8687
+
+
+```
+
+```
+
+166/176 [===========================>..] - ETA: 1s - loss: 1.4457 - accuracy: 0.5930 - top-5-accuracy: 0.8688
+
+
+```
+
+```
+
+167/176 [===========================>..] - ETA: 1s - loss: 1.4457 - accuracy: 0.5931 - top-5-accuracy: 0.8689
+
+
+```
+
+```
+
+168/176 [===========================>..] - ETA: 1s - loss: 1.4453 - accuracy: 0.5933 - top-5-accuracy: 0.8689
+
+
+```
+
+```
+
+169/176 [===========================>..] - ETA: 1s - loss: 1.4446 - accuracy: 0.5932 - top-5-accuracy: 0.8690
+
+
+```
+
+```
+
+170/176 [===========================>..] - ETA: 1s - loss: 1.4451 - accuracy: 0.5931 - top-5-accuracy: 0.8689
+
+
+```
+
+```
+
+171/176 [============================>.] - ETA: 0s - loss: 1.4456 - accuracy: 0.5930 - top-5-accuracy: 0.8690
+
+
+```
+
+```
+
+172/176 [============================>.] - ETA: 0s - loss: 1.4463 - accuracy: 0.5928 - top-5-accuracy: 0.8689
+
+
+```
+
+```
+
+173/176 [============================>.] - ETA: 0s - loss: 1.4458 - accuracy: 0.5929 - top-5-accuracy: 0.8690
+
+
+```
+
+```
+
+174/176 [============================>.] - ETA: 0s - loss: 1.4473 - accuracy: 0.5924 - top-5-accuracy: 0.8687
+
+
+```
+
+```
+
+175/176 [============================>.] - ETA: 0s - loss: 1.4468 - accuracy: 0.5927 - top-5-accuracy: 0.8688
+
+
+```
+
+```
+
+176/176 [==============================] - ETA: 0s - loss: 1.4467 - accuracy: 0.5926 - top-5-accuracy: 0.8688
+
+
+```
+
+```
+
+176/176 [==============================] - 32s 179ms/step - loss: 1.4467 - accuracy: 0.5926 - top-5-accuracy: 0.8688 - val_loss: 1.8166 - val_accuracy: 0.5158 - val_top-5-accuracy: 0.8032
+
+
+
+```
+Epoch 43/50
+
+```
+
+
+ 1/176 [..............................] - ETA: 30s - loss: 1.3847 - accuracy: 0.5977 - top-5-accuracy: 0.8789
+
+
+```
+
+```
+
+ 2/176 [..............................] - ETA: 30s - loss: 1.4197 - accuracy: 0.5898 - top-5-accuracy: 0.8711
+
+
+```
+
+```
+
+ 3/176 [..............................] - ETA: 29s - loss: 1.4449 - accuracy: 0.5807 - top-5-accuracy: 0.8607
+
+
+```
+
+```
+
+ 4/176 [..............................] - ETA: 29s - loss: 1.4476 - accuracy: 0.5840 - top-5-accuracy: 0.8672
+
+
+```
+
+```
+
+ 5/176 [..............................] - ETA: 29s - loss: 1.3858 - accuracy: 0.6000 - top-5-accuracy: 0.8820
+
+
+```
+
+```
+
+ 6/176 [>.............................] - ETA: 29s - loss: 1.3946 - accuracy: 0.6081 - top-5-accuracy: 0.8822
+
+
+```
+
+```
+
+ 7/176 [>.............................] - ETA: 29s - loss: 1.4046 - accuracy: 0.6021 - top-5-accuracy: 0.8867
+
+
+```
+
+```
+
+ 8/176 [>.............................] - ETA: 29s - loss: 1.3862 - accuracy: 0.6035 - top-5-accuracy: 0.8872
+
+
+```
+
+```
+
+ 9/176 [>.............................] - ETA: 28s - loss: 1.3723 - accuracy: 0.6063 - top-5-accuracy: 0.8872
+
+
+```
+
+```
+
+ 10/176 [>.............................] - ETA: 28s - loss: 1.3744 - accuracy: 0.6035 - top-5-accuracy: 0.8852
+
+
+```
+
+```
+
+ 11/176 [>.............................] - ETA: 28s - loss: 1.3848 - accuracy: 0.6019 - top-5-accuracy: 0.8817
+
+
+```
+
+```
+
+ 12/176 [=>............................] - ETA: 28s - loss: 1.4097 - accuracy: 0.5954 - top-5-accuracy: 0.8757
+
+
+```
+
+```
+
+ 13/176 [=>............................] - ETA: 28s - loss: 1.4017 - accuracy: 0.5965 - top-5-accuracy: 0.8771
+
+
+```
+
+```
+
+ 14/176 [=>............................] - ETA: 27s - loss: 1.4049 - accuracy: 0.5968 - top-5-accuracy: 0.8781
+
+
+```
+
+```
+
+ 15/176 [=>............................] - ETA: 27s - loss: 1.4014 - accuracy: 0.5979 - top-5-accuracy: 0.8768
+
+
+```
+
+```
+
+ 16/176 [=>............................] - ETA: 27s - loss: 1.3963 - accuracy: 0.5994 - top-5-accuracy: 0.8772
+
+
+```
+
+```
+
+ 17/176 [=>............................] - ETA: 27s - loss: 1.4051 - accuracy: 0.5979 - top-5-accuracy: 0.8750
+
+
+```
+
+```
+
+ 18/176 [==>...........................] - ETA: 27s - loss: 1.4059 - accuracy: 0.5983 - top-5-accuracy: 0.8743
+
+
+```
+
+```
+
+ 19/176 [==>...........................] - ETA: 27s - loss: 1.4065 - accuracy: 0.5983 - top-5-accuracy: 0.8756
+
+
+```
+
+```
+
+ 20/176 [==>...........................] - ETA: 26s - loss: 1.4072 - accuracy: 0.5986 - top-5-accuracy: 0.8754
+
+
+```
+
+```
+
+ 21/176 [==>...........................] - ETA: 26s - loss: 1.4061 - accuracy: 0.5991 - top-5-accuracy: 0.8757
+
+
+```
+
+```
+
+ 22/176 [==>...........................] - ETA: 26s - loss: 1.4124 - accuracy: 0.5973 - top-5-accuracy: 0.8752
+
+
+```
+
+```
+
+ 23/176 [==>...........................] - ETA: 26s - loss: 1.4169 - accuracy: 0.5973 - top-5-accuracy: 0.8747
+
+
+```
+
+```
+
+ 24/176 [===>..........................] - ETA: 26s - loss: 1.4158 - accuracy: 0.5978 - top-5-accuracy: 0.8742
+
+
+```
+
+```
+
+ 25/176 [===>..........................] - ETA: 26s - loss: 1.4112 - accuracy: 0.5981 - top-5-accuracy: 0.8747
+
+
+```
+
+```
+
+ 26/176 [===>..........................] - ETA: 25s - loss: 1.4178 - accuracy: 0.5959 - top-5-accuracy: 0.8730
+
+
+```
+
+```
+
+ 27/176 [===>..........................] - ETA: 25s - loss: 1.4165 - accuracy: 0.5959 - top-5-accuracy: 0.8734
+
+
+```
+
+```
+
+ 28/176 [===>..........................] - ETA: 25s - loss: 1.4196 - accuracy: 0.5957 - top-5-accuracy: 0.8735
+
+
+```
+
+```
+
+ 29/176 [===>..........................] - ETA: 25s - loss: 1.4165 - accuracy: 0.5973 - top-5-accuracy: 0.8745
+
+
+```
+
+```
+
+ 30/176 [====>.........................] - ETA: 25s - loss: 1.4166 - accuracy: 0.5975 - top-5-accuracy: 0.8746
+
+
+```
+
+```
+
+ 31/176 [====>.........................] - ETA: 25s - loss: 1.4114 - accuracy: 0.5993 - top-5-accuracy: 0.8753
+
+
+```
+
+```
+
+ 32/176 [====>.........................] - ETA: 24s - loss: 1.4133 - accuracy: 0.5986 - top-5-accuracy: 0.8743
+
+
+```
+
+```
+
+ 33/176 [====>.........................] - ETA: 24s - loss: 1.4108 - accuracy: 0.5984 - top-5-accuracy: 0.8746
+
+
+```
+
+```
+
+ 34/176 [====>.........................] - ETA: 24s - loss: 1.4128 - accuracy: 0.5980 - top-5-accuracy: 0.8748
+
+
+```
+
+```
+
+ 35/176 [====>.........................] - ETA: 24s - loss: 1.4113 - accuracy: 0.5985 - top-5-accuracy: 0.8754
+
+
+```
+
+```
+
+ 36/176 [=====>........................] - ETA: 24s - loss: 1.4126 - accuracy: 0.5988 - top-5-accuracy: 0.8753
+
+
+```
+
+```
+
+ 37/176 [=====>........................] - ETA: 24s - loss: 1.4084 - accuracy: 0.5997 - top-5-accuracy: 0.8757
+
+
+```
+
+```
+
+ 38/176 [=====>........................] - ETA: 23s - loss: 1.4097 - accuracy: 0.5998 - top-5-accuracy: 0.8754
+
+
+```
+
+```
+
+ 39/176 [=====>........................] - ETA: 23s - loss: 1.4072 - accuracy: 0.6004 - top-5-accuracy: 0.8759
+
+
+```
+
+```
+
+ 40/176 [=====>........................] - ETA: 23s - loss: 1.4081 - accuracy: 0.5996 - top-5-accuracy: 0.8757
+
+
+```
+
+```
+
+ 41/176 [=====>........................] - ETA: 23s - loss: 1.4110 - accuracy: 0.5989 - top-5-accuracy: 0.8754
+
+
+```
+
+```
+
+ 42/176 [======>.......................] - ETA: 23s - loss: 1.4128 - accuracy: 0.5985 - top-5-accuracy: 0.8753
+
+
+```
+
+```
+
+ 43/176 [======>.......................] - ETA: 22s - loss: 1.4178 - accuracy: 0.5978 - top-5-accuracy: 0.8744
+
+
+```
+
+```
+
+ 44/176 [======>.......................] - ETA: 22s - loss: 1.4154 - accuracy: 0.5992 - top-5-accuracy: 0.8746
+
+
+```
+
+```
+
+ 45/176 [======>.......................] - ETA: 22s - loss: 1.4144 - accuracy: 0.5991 - top-5-accuracy: 0.8746
+
+
+```
+
+```
+
+ 46/176 [======>.......................] - ETA: 22s - loss: 1.4130 - accuracy: 0.5994 - top-5-accuracy: 0.8743
+
+
+```
+
+```
+
+ 47/176 [=======>......................] - ETA: 22s - loss: 1.4176 - accuracy: 0.5987 - top-5-accuracy: 0.8733
+
+
+```
+
+```
+
+ 48/176 [=======>......................] - ETA: 22s - loss: 1.4218 - accuracy: 0.5978 - top-5-accuracy: 0.8726
+
+
+```
+
+```
+
+ 49/176 [=======>......................] - ETA: 21s - loss: 1.4211 - accuracy: 0.5975 - top-5-accuracy: 0.8728
+
+
+```
+
+```
+
+ 50/176 [=======>......................] - ETA: 21s - loss: 1.4230 - accuracy: 0.5971 - top-5-accuracy: 0.8721
+
+
+```
+
+```
+
+ 51/176 [=======>......................] - ETA: 21s - loss: 1.4291 - accuracy: 0.5951 - top-5-accuracy: 0.8715
+
+
+```
+
+```
+
+ 52/176 [=======>......................] - ETA: 21s - loss: 1.4278 - accuracy: 0.5958 - top-5-accuracy: 0.8712
+
+
+```
+
+```
+
+ 53/176 [========>.....................] - ETA: 21s - loss: 1.4276 - accuracy: 0.5962 - top-5-accuracy: 0.8716
+
+
+```
+
+```
+
+ 54/176 [========>.....................] - ETA: 21s - loss: 1.4284 - accuracy: 0.5964 - top-5-accuracy: 0.8713
+
+
+```
+
+```
+
+ 55/176 [========>.....................] - ETA: 20s - loss: 1.4275 - accuracy: 0.5976 - top-5-accuracy: 0.8719
+
+
+```
+
+```
+
+ 56/176 [========>.....................] - ETA: 20s - loss: 1.4274 - accuracy: 0.5978 - top-5-accuracy: 0.8717
+
+
+```
+
+```
+
+ 57/176 [========>.....................] - ETA: 20s - loss: 1.4264 - accuracy: 0.5977 - top-5-accuracy: 0.8716
+
+
+```
+
+```
+
+ 58/176 [========>.....................] - ETA: 20s - loss: 1.4262 - accuracy: 0.5980 - top-5-accuracy: 0.8715
+
+
+```
+
+```
+
+ 59/176 [=========>....................] - ETA: 20s - loss: 1.4245 - accuracy: 0.5982 - top-5-accuracy: 0.8718
+
+
+```
+
+```
+
+ 60/176 [=========>....................] - ETA: 20s - loss: 1.4223 - accuracy: 0.5986 - top-5-accuracy: 0.8722
+
+
+```
+
+```
+
+ 61/176 [=========>....................] - ETA: 19s - loss: 1.4253 - accuracy: 0.5977 - top-5-accuracy: 0.8715
+
+
+```
+
+```
+
+ 62/176 [=========>....................] - ETA: 19s - loss: 1.4257 - accuracy: 0.5982 - top-5-accuracy: 0.8713
+
+
+```
+
+```
+
+ 63/176 [=========>....................] - ETA: 19s - loss: 1.4245 - accuracy: 0.5986 - top-5-accuracy: 0.8717
+
+
+```
+
+```
+
+ 64/176 [=========>....................] - ETA: 19s - loss: 1.4245 - accuracy: 0.5988 - top-5-accuracy: 0.8715
+
+
+```
+
+```
+
+ 65/176 [==========>...................] - ETA: 19s - loss: 1.4244 - accuracy: 0.5984 - top-5-accuracy: 0.8717
+
+
+```
+
+```
+
+ 66/176 [==========>...................] - ETA: 19s - loss: 1.4252 - accuracy: 0.5981 - top-5-accuracy: 0.8720
+
+
+```
+
+```
+
+ 67/176 [==========>...................] - ETA: 18s - loss: 1.4263 - accuracy: 0.5982 - top-5-accuracy: 0.8716
+
+
+```
+
+```
+
+ 68/176 [==========>...................] - ETA: 18s - loss: 1.4280 - accuracy: 0.5979 - top-5-accuracy: 0.8714
+
+
+```
+
+```
+
+ 69/176 [==========>...................] - ETA: 18s - loss: 1.4274 - accuracy: 0.5980 - top-5-accuracy: 0.8714
+
+
+```
+
+```
+
+ 70/176 [==========>...................] - ETA: 18s - loss: 1.4258 - accuracy: 0.5980 - top-5-accuracy: 0.8717
+
+
+```
+
+```
+
+ 71/176 [===========>..................] - ETA: 18s - loss: 1.4242 - accuracy: 0.5981 - top-5-accuracy: 0.8720
+
+
+```
+
+```
+
+ 72/176 [===========>..................] - ETA: 17s - loss: 1.4261 - accuracy: 0.5979 - top-5-accuracy: 0.8717
+
+
+```
+
+```
+
+ 73/176 [===========>..................] - ETA: 17s - loss: 1.4243 - accuracy: 0.5978 - top-5-accuracy: 0.8723
+
+
+```
+
+```
+
+ 74/176 [===========>..................] - ETA: 17s - loss: 1.4232 - accuracy: 0.5984 - top-5-accuracy: 0.8726
+
+
+```
+
+```
+
+ 75/176 [===========>..................] - ETA: 17s - loss: 1.4251 - accuracy: 0.5985 - top-5-accuracy: 0.8722
+
+
+```
+
+```
+
+ 76/176 [===========>..................] - ETA: 17s - loss: 1.4250 - accuracy: 0.5982 - top-5-accuracy: 0.8722
+
+
+```
+
+```
+
+ 77/176 [============>.................] - ETA: 17s - loss: 1.4265 - accuracy: 0.5979 - top-5-accuracy: 0.8721
+
+
+```
+
+```
+
+ 78/176 [============>.................] - ETA: 16s - loss: 1.4271 - accuracy: 0.5980 - top-5-accuracy: 0.8718
+
+
+```
+
+```
+
+ 79/176 [============>.................] - ETA: 16s - loss: 1.4254 - accuracy: 0.5984 - top-5-accuracy: 0.8723
+
+
+```
+
+```
+
+ 80/176 [============>.................] - ETA: 16s - loss: 1.4255 - accuracy: 0.5981 - top-5-accuracy: 0.8723
+
+
+```
+
+```
+
+ 81/176 [============>.................] - ETA: 16s - loss: 1.4269 - accuracy: 0.5978 - top-5-accuracy: 0.8721
+
+
+```
+
+```
+
+ 82/176 [============>.................] - ETA: 16s - loss: 1.4284 - accuracy: 0.5974 - top-5-accuracy: 0.8716
+
+
+```
+
+```
+
+ 83/176 [=============>................] - ETA: 16s - loss: 1.4293 - accuracy: 0.5970 - top-5-accuracy: 0.8716
+
+
+```
+
+```
+
+ 84/176 [=============>................] - ETA: 15s - loss: 1.4305 - accuracy: 0.5968 - top-5-accuracy: 0.8713
+
+
+```
+
+```
+
+ 85/176 [=============>................] - ETA: 15s - loss: 1.4304 - accuracy: 0.5966 - top-5-accuracy: 0.8713
+
+
+```
+
+```
+
+ 86/176 [=============>................] - ETA: 15s - loss: 1.4304 - accuracy: 0.5969 - top-5-accuracy: 0.8710
+
+
+```
+
+```
+
+ 87/176 [=============>................] - ETA: 15s - loss: 1.4310 - accuracy: 0.5967 - top-5-accuracy: 0.8708
+
+
+```
+
+```
+
+ 88/176 [==============>...............] - ETA: 15s - loss: 1.4321 - accuracy: 0.5964 - top-5-accuracy: 0.8708
+
+
+```
+
+```
+
+ 89/176 [==============>...............] - ETA: 15s - loss: 1.4311 - accuracy: 0.5966 - top-5-accuracy: 0.8712
+
+
+```
+
+```
+
+ 90/176 [==============>...............] - ETA: 14s - loss: 1.4287 - accuracy: 0.5972 - top-5-accuracy: 0.8716
+
+
+```
+
+```
+
+ 91/176 [==============>...............] - ETA: 14s - loss: 1.4298 - accuracy: 0.5971 - top-5-accuracy: 0.8714
+
+
+```
+
+```
+
+ 92/176 [==============>...............] - ETA: 14s - loss: 1.4304 - accuracy: 0.5965 - top-5-accuracy: 0.8714
+
+
+```
+
+```
+
+ 93/176 [==============>...............] - ETA: 14s - loss: 1.4289 - accuracy: 0.5968 - top-5-accuracy: 0.8717
+
+
+```
+
+```
+
+ 94/176 [===============>..............] - ETA: 14s - loss: 1.4280 - accuracy: 0.5968 - top-5-accuracy: 0.8722
+
+
+```
+
+```
+
+ 95/176 [===============>..............] - ETA: 14s - loss: 1.4285 - accuracy: 0.5965 - top-5-accuracy: 0.8722
+
+
+```
+
+```
+
+ 96/176 [===============>..............] - ETA: 13s - loss: 1.4291 - accuracy: 0.5962 - top-5-accuracy: 0.8718
+
+
+```
+
+```
+
+ 97/176 [===============>..............] - ETA: 13s - loss: 1.4285 - accuracy: 0.5961 - top-5-accuracy: 0.8722
+
+
+```
+
+```
+
+ 98/176 [===============>..............] - ETA: 13s - loss: 1.4297 - accuracy: 0.5962 - top-5-accuracy: 0.8718
+
+
+```
+
+```
+
+ 99/176 [===============>..............] - ETA: 13s - loss: 1.4283 - accuracy: 0.5965 - top-5-accuracy: 0.8720
+
+
+```
+
+```
+
+100/176 [================>.............] - ETA: 13s - loss: 1.4278 - accuracy: 0.5964 - top-5-accuracy: 0.8721
+
+
+```
+
+```
+
+101/176 [================>.............] - ETA: 12s - loss: 1.4290 - accuracy: 0.5964 - top-5-accuracy: 0.8716
+
+
+```
+
+```
+
+102/176 [================>.............] - ETA: 12s - loss: 1.4279 - accuracy: 0.5966 - top-5-accuracy: 0.8719
+
+
+```
+
+```
+
+103/176 [================>.............] - ETA: 12s - loss: 1.4286 - accuracy: 0.5962 - top-5-accuracy: 0.8717
+
+
+```
+
+```
+
+104/176 [================>.............] - ETA: 12s - loss: 1.4283 - accuracy: 0.5965 - top-5-accuracy: 0.8718
+
+
+```
+
+```
+
+105/176 [================>.............] - ETA: 12s - loss: 1.4280 - accuracy: 0.5965 - top-5-accuracy: 0.8718
+
+
+```
+
+```
+
+106/176 [=================>............] - ETA: 12s - loss: 1.4292 - accuracy: 0.5962 - top-5-accuracy: 0.8717
+
+
+```
+
+```
+
+107/176 [=================>............] - ETA: 11s - loss: 1.4283 - accuracy: 0.5965 - top-5-accuracy: 0.8719
+
+
+```
+
+```
+
+108/176 [=================>............] - ETA: 11s - loss: 1.4283 - accuracy: 0.5966 - top-5-accuracy: 0.8720
+
+
+```
+
+```
+
+109/176 [=================>............] - ETA: 11s - loss: 1.4296 - accuracy: 0.5962 - top-5-accuracy: 0.8718
+
+
+```
+
+```
+
+110/176 [=================>............] - ETA: 11s - loss: 1.4300 - accuracy: 0.5959 - top-5-accuracy: 0.8720
+
+
+```
+
+```
+
+111/176 [=================>............] - ETA: 11s - loss: 1.4289 - accuracy: 0.5961 - top-5-accuracy: 0.8722
+
+
+```
+
+```
+
+112/176 [==================>...........] - ETA: 11s - loss: 1.4283 - accuracy: 0.5960 - top-5-accuracy: 0.8722
+
+
+```
+
+```
+
+113/176 [==================>...........] - ETA: 10s - loss: 1.4289 - accuracy: 0.5958 - top-5-accuracy: 0.8722
+
+
+```
+
+```
+
+114/176 [==================>...........] - ETA: 10s - loss: 1.4292 - accuracy: 0.5956 - top-5-accuracy: 0.8721
+
+
+```
+
+```
+
+115/176 [==================>...........] - ETA: 10s - loss: 1.4287 - accuracy: 0.5959 - top-5-accuracy: 0.8721
+
+
+```
+
+```
+
+116/176 [==================>...........] - ETA: 10s - loss: 1.4289 - accuracy: 0.5956 - top-5-accuracy: 0.8720
+
+
+```
+
+```
+
+117/176 [==================>...........] - ETA: 10s - loss: 1.4297 - accuracy: 0.5952 - top-5-accuracy: 0.8717
+
+
+```
+
+```
+
+118/176 [===================>..........] - ETA: 10s - loss: 1.4306 - accuracy: 0.5949 - top-5-accuracy: 0.8717
+
+
+```
+
+```
+
+119/176 [===================>..........] - ETA: 9s - loss: 1.4307 - accuracy: 0.5949 - top-5-accuracy: 0.8718
+
+
+```
+
+```
+
+120/176 [===================>..........] - ETA: 9s - loss: 1.4308 - accuracy: 0.5951 - top-5-accuracy: 0.8718
+
+
+```
+
+```
+
+121/176 [===================>..........] - ETA: 9s - loss: 1.4303 - accuracy: 0.5951 - top-5-accuracy: 0.8719
+
+
+```
+
+```
+
+122/176 [===================>..........] - ETA: 9s - loss: 1.4300 - accuracy: 0.5950 - top-5-accuracy: 0.8719
+
+
+```
+
+```
+
+123/176 [===================>..........] - ETA: 9s - loss: 1.4314 - accuracy: 0.5949 - top-5-accuracy: 0.8716
+
+
+```
+
+```
+
+124/176 [====================>.........] - ETA: 8s - loss: 1.4324 - accuracy: 0.5948 - top-5-accuracy: 0.8715
+
+
+```
+
+```
+
+125/176 [====================>.........] - ETA: 8s - loss: 1.4325 - accuracy: 0.5947 - top-5-accuracy: 0.8712
+
+
+```
+
+```
+
+126/176 [====================>.........] - ETA: 8s - loss: 1.4337 - accuracy: 0.5945 - top-5-accuracy: 0.8709
+
+
+```
+
+```
+
+127/176 [====================>.........] - ETA: 8s - loss: 1.4346 - accuracy: 0.5946 - top-5-accuracy: 0.8708
+
+
+```
+
+```
+
+128/176 [====================>.........] - ETA: 8s - loss: 1.4339 - accuracy: 0.5947 - top-5-accuracy: 0.8711
+
+
+```
+
+```
+
+129/176 [====================>.........] - ETA: 8s - loss: 1.4333 - accuracy: 0.5949 - top-5-accuracy: 0.8712
+
+
+```
+
+```
+
+130/176 [=====================>........] - ETA: 7s - loss: 1.4355 - accuracy: 0.5948 - top-5-accuracy: 0.8709
+
+
+```
+
+```
+
+131/176 [=====================>........] - ETA: 7s - loss: 1.4349 - accuracy: 0.5953 - top-5-accuracy: 0.8710
+
+
+```
+
+```
+
+132/176 [=====================>........] - ETA: 7s - loss: 1.4353 - accuracy: 0.5951 - top-5-accuracy: 0.8709
+
+
+```
+
+```
+
+133/176 [=====================>........] - ETA: 7s - loss: 1.4353 - accuracy: 0.5952 - top-5-accuracy: 0.8711
+
+
+```
+
+```
+
+134/176 [=====================>........] - ETA: 7s - loss: 1.4359 - accuracy: 0.5949 - top-5-accuracy: 0.8712
+
+
+```
+
+```
+
+135/176 [======================>.......] - ETA: 7s - loss: 1.4356 - accuracy: 0.5948 - top-5-accuracy: 0.8712
+
+
+```
+
+```
+
+136/176 [======================>.......] - ETA: 6s - loss: 1.4349 - accuracy: 0.5948 - top-5-accuracy: 0.8713
+
+
+```
+
+```
+
+137/176 [======================>.......] - ETA: 6s - loss: 1.4350 - accuracy: 0.5948 - top-5-accuracy: 0.8714
+
+
+```
+
+```
+
+138/176 [======================>.......] - ETA: 6s - loss: 1.4351 - accuracy: 0.5951 - top-5-accuracy: 0.8714
+
+
+```
+
+```
+
+139/176 [======================>.......] - ETA: 6s - loss: 1.4359 - accuracy: 0.5950 - top-5-accuracy: 0.8713
+
+
+```
+
+```
+
+140/176 [======================>.......] - ETA: 6s - loss: 1.4357 - accuracy: 0.5949 - top-5-accuracy: 0.8715
+
+
+```
+
+```
+
+141/176 [=======================>......] - ETA: 6s - loss: 1.4348 - accuracy: 0.5951 - top-5-accuracy: 0.8716
+
+
+```
+
+```
+
+142/176 [=======================>......] - ETA: 5s - loss: 1.4360 - accuracy: 0.5949 - top-5-accuracy: 0.8713
+
+
+```
+
+```
+
+143/176 [=======================>......] - ETA: 5s - loss: 1.4373 - accuracy: 0.5946 - top-5-accuracy: 0.8711
+
+
+```
+
+```
+
+144/176 [=======================>......] - ETA: 5s - loss: 1.4376 - accuracy: 0.5945 - top-5-accuracy: 0.8710
+
+
+```
+
+```
+
+145/176 [=======================>......] - ETA: 5s - loss: 1.4365 - accuracy: 0.5947 - top-5-accuracy: 0.8710
+
+
+```
+
+```
+
+146/176 [=======================>......] - ETA: 5s - loss: 1.4362 - accuracy: 0.5947 - top-5-accuracy: 0.8711
+
+
+```
+
+```
+
+147/176 [========================>.....] - ETA: 5s - loss: 1.4378 - accuracy: 0.5943 - top-5-accuracy: 0.8708
+
+
+```
+
+```
+
+148/176 [========================>.....] - ETA: 4s - loss: 1.4377 - accuracy: 0.5944 - top-5-accuracy: 0.8708
+
+
+```
+
+```
+
+149/176 [========================>.....] - ETA: 4s - loss: 1.4371 - accuracy: 0.5945 - top-5-accuracy: 0.8709
+
+
+```
+
+```
+
+150/176 [========================>.....] - ETA: 4s - loss: 1.4366 - accuracy: 0.5947 - top-5-accuracy: 0.8711
+
+
+```
+
+```
+
+151/176 [========================>.....] - ETA: 4s - loss: 1.4367 - accuracy: 0.5947 - top-5-accuracy: 0.8711
+
+
+```
+
+```
+
+152/176 [========================>.....] - ETA: 4s - loss: 1.4366 - accuracy: 0.5949 - top-5-accuracy: 0.8710
+
+
+```
+
+```
+
+153/176 [=========================>....] - ETA: 3s - loss: 1.4365 - accuracy: 0.5951 - top-5-accuracy: 0.8708
+
+
+```
+
+```
+
+154/176 [=========================>....] - ETA: 3s - loss: 1.4363 - accuracy: 0.5950 - top-5-accuracy: 0.8709
+
+
+```
+
+```
+
+155/176 [=========================>....] - ETA: 3s - loss: 1.4363 - accuracy: 0.5952 - top-5-accuracy: 0.8708
+
+
+```
+
+```
+
+156/176 [=========================>....] - ETA: 3s - loss: 1.4344 - accuracy: 0.5956 - top-5-accuracy: 0.8711
+
+
+```
+
+```
+
+157/176 [=========================>....] - ETA: 3s - loss: 1.4339 - accuracy: 0.5957 - top-5-accuracy: 0.8712
+
+
+```
+
+```
+
+158/176 [=========================>....] - ETA: 3s - loss: 1.4329 - accuracy: 0.5956 - top-5-accuracy: 0.8714
+
+
+```
+
+```
+
+159/176 [==========================>...] - ETA: 2s - loss: 1.4324 - accuracy: 0.5959 - top-5-accuracy: 0.8715
+
+
+```
+
+```
+
+160/176 [==========================>...] - ETA: 2s - loss: 1.4330 - accuracy: 0.5956 - top-5-accuracy: 0.8715
+
+
+```
+
+```
+
+161/176 [==========================>...] - ETA: 2s - loss: 1.4334 - accuracy: 0.5955 - top-5-accuracy: 0.8712
+
+
+```
+
+```
+
+162/176 [==========================>...] - ETA: 2s - loss: 1.4336 - accuracy: 0.5954 - top-5-accuracy: 0.8712
+
+
+```
+
+```
+
+163/176 [==========================>...] - ETA: 2s - loss: 1.4331 - accuracy: 0.5954 - top-5-accuracy: 0.8714
+
+
+```
+
+```
+
+164/176 [==========================>...] - ETA: 2s - loss: 1.4333 - accuracy: 0.5953 - top-5-accuracy: 0.8715
+
+
+```
+
+```
+
+165/176 [===========================>..] - ETA: 1s - loss: 1.4331 - accuracy: 0.5954 - top-5-accuracy: 0.8716
+
+
+```
+
+```
+
+166/176 [===========================>..] - ETA: 1s - loss: 1.4336 - accuracy: 0.5954 - top-5-accuracy: 0.8715
+
+
+```
+
+```
+
+167/176 [===========================>..] - ETA: 1s - loss: 1.4326 - accuracy: 0.5957 - top-5-accuracy: 0.8716
+
+
+```
+
+```
+
+168/176 [===========================>..] - ETA: 1s - loss: 1.4326 - accuracy: 0.5957 - top-5-accuracy: 0.8715
+
+
+```
+
+```
+
+169/176 [===========================>..] - ETA: 1s - loss: 1.4328 - accuracy: 0.5957 - top-5-accuracy: 0.8714
+
+
+```
+
+```
+
+170/176 [===========================>..] - ETA: 1s - loss: 1.4331 - accuracy: 0.5957 - top-5-accuracy: 0.8713
+
+
+```
+
+```
+
+171/176 [============================>.] - ETA: 0s - loss: 1.4346 - accuracy: 0.5953 - top-5-accuracy: 0.8712
+
+
+```
+
+```
+
+172/176 [============================>.] - ETA: 0s - loss: 1.4354 - accuracy: 0.5950 - top-5-accuracy: 0.8711
+
+
+```
+
+```
+
+173/176 [============================>.] - ETA: 0s - loss: 1.4353 - accuracy: 0.5952 - top-5-accuracy: 0.8710
+
+
+```
+
+```
+
+174/176 [============================>.] - ETA: 0s - loss: 1.4347 - accuracy: 0.5954 - top-5-accuracy: 0.8710
+
+
+```
+
+```
+
+175/176 [============================>.] - ETA: 0s - loss: 1.4331 - accuracy: 0.5959 - top-5-accuracy: 0.8711
+
+
+```
+
+```
+
+176/176 [==============================] - ETA: 0s - loss: 1.4335 - accuracy: 0.5959 - top-5-accuracy: 0.8710
+
+
+```
+
+```
+
+176/176 [==============================] - 32s 179ms/step - loss: 1.4335 - accuracy: 0.5959 - top-5-accuracy: 0.8710 - val_loss: 1.7867 - val_accuracy: 0.5286 - val_top-5-accuracy: 0.8078
+
+
+
+```
+Epoch 44/50
+
+```
+
+
+ 1/176 [..............................] - ETA: 30s - loss: 1.3728 - accuracy: 0.6016 - top-5-accuracy: 0.8945
+
+
+```
+
+```
+
+ 2/176 [..............................] - ETA: 30s - loss: 1.3707 - accuracy: 0.6074 - top-5-accuracy: 0.8945
+
+
+```
+
+```
+
+ 3/176 [..............................] - ETA: 29s - loss: 1.4027 - accuracy: 0.5911 - top-5-accuracy: 0.8828
+
+
+```
+
+```
+
+ 4/176 [..............................] - ETA: 29s - loss: 1.3823 - accuracy: 0.5879 - top-5-accuracy: 0.8867
+
+
+```
+
+```
+
+ 5/176 [..............................] - ETA: 29s - loss: 1.3773 - accuracy: 0.5891 - top-5-accuracy: 0.8914
+
+
+```
+
+```
+
+ 6/176 [>.............................] - ETA: 29s - loss: 1.3866 - accuracy: 0.5905 - top-5-accuracy: 0.8848
+
+
+```
+
+```
+
+ 7/176 [>.............................] - ETA: 29s - loss: 1.4064 - accuracy: 0.5876 - top-5-accuracy: 0.8834
+
+
+```
+
+```
+
+ 8/176 [>.............................] - ETA: 28s - loss: 1.3881 - accuracy: 0.5952 - top-5-accuracy: 0.8857
+
+
+```
+
+```
+
+ 9/176 [>.............................] - ETA: 28s - loss: 1.3957 - accuracy: 0.5933 - top-5-accuracy: 0.8850
+
+
+```
+
+```
+
+ 10/176 [>.............................] - ETA: 28s - loss: 1.4028 - accuracy: 0.5961 - top-5-accuracy: 0.8816
+
+
+```
+
+```
+
+ 11/176 [>.............................] - ETA: 28s - loss: 1.3877 - accuracy: 0.6005 - top-5-accuracy: 0.8835
+
+
+```
+
+```
+
+ 12/176 [=>............................] - ETA: 28s - loss: 1.3990 - accuracy: 0.5954 - top-5-accuracy: 0.8818
+
+
+```
+
+```
+
+ 13/176 [=>............................] - ETA: 28s - loss: 1.4021 - accuracy: 0.5956 - top-5-accuracy: 0.8819
+
+
+```
+
+```
+
+ 14/176 [=>............................] - ETA: 27s - loss: 1.3949 - accuracy: 0.5996 - top-5-accuracy: 0.8825
+
+
+```
+
+```
+
+ 15/176 [=>............................] - ETA: 27s - loss: 1.3975 - accuracy: 0.5990 - top-5-accuracy: 0.8810
+
+
+```
+
+```
+
+ 16/176 [=>............................] - ETA: 27s - loss: 1.3941 - accuracy: 0.5989 - top-5-accuracy: 0.8796
+
+
+```
+
+```
+
+ 17/176 [=>............................] - ETA: 27s - loss: 1.3870 - accuracy: 0.6041 - top-5-accuracy: 0.8801
+
+
+```
+
+```
+
+ 18/176 [==>...........................] - ETA: 27s - loss: 1.3955 - accuracy: 0.6018 - top-5-accuracy: 0.8783
+
+
+```
+
+```
+
+ 19/176 [==>...........................] - ETA: 27s - loss: 1.4074 - accuracy: 0.5993 - top-5-accuracy: 0.8775
+
+
+```
+
+```
+
+ 20/176 [==>...........................] - ETA: 26s - loss: 1.3975 - accuracy: 0.6037 - top-5-accuracy: 0.8789
+
+
+```
+
+```
+
+ 21/176 [==>...........................] - ETA: 26s - loss: 1.3932 - accuracy: 0.6051 - top-5-accuracy: 0.8789
+
+
+```
+
+```
+
+ 22/176 [==>...........................] - ETA: 26s - loss: 1.3857 - accuracy: 0.6076 - top-5-accuracy: 0.8794
+
+
+```
+
+```
+
+ 23/176 [==>...........................] - ETA: 26s - loss: 1.3816 - accuracy: 0.6102 - top-5-accuracy: 0.8806
+
+
+```
+
+```
+
+ 24/176 [===>..........................] - ETA: 26s - loss: 1.3814 - accuracy: 0.6099 - top-5-accuracy: 0.8812
+
+
+```
+
+```
+
+ 25/176 [===>..........................] - ETA: 25s - loss: 1.3813 - accuracy: 0.6095 - top-5-accuracy: 0.8816
+
+
+```
+
+```
+
+ 26/176 [===>..........................] - ETA: 25s - loss: 1.3779 - accuracy: 0.6109 - top-5-accuracy: 0.8824
+
+
+```
+
+```
+
+ 27/176 [===>..........................] - ETA: 25s - loss: 1.3764 - accuracy: 0.6097 - top-5-accuracy: 0.8822
+
+
+```
+
+```
+
+ 28/176 [===>..........................] - ETA: 25s - loss: 1.3745 - accuracy: 0.6097 - top-5-accuracy: 0.8827
+
+
+```
+
+```
+
+ 29/176 [===>..........................] - ETA: 25s - loss: 1.3706 - accuracy: 0.6117 - top-5-accuracy: 0.8832
+
+
+```
+
+```
+
+ 30/176 [====>.........................] - ETA: 25s - loss: 1.3653 - accuracy: 0.6125 - top-5-accuracy: 0.8842
+
+
+```
+
+```
+
+ 31/176 [====>.........................] - ETA: 24s - loss: 1.3664 - accuracy: 0.6125 - top-5-accuracy: 0.8831
+
+
+```
+
+```
+
+ 32/176 [====>.........................] - ETA: 24s - loss: 1.3657 - accuracy: 0.6122 - top-5-accuracy: 0.8832
+
+
+```
+
+```
+
+ 33/176 [====>.........................] - ETA: 24s - loss: 1.3685 - accuracy: 0.6116 - top-5-accuracy: 0.8827
+
+
+```
+
+```
+
+ 34/176 [====>.........................] - ETA: 24s - loss: 1.3673 - accuracy: 0.6125 - top-5-accuracy: 0.8825
+
+
+```
+
+```
+
+ 35/176 [====>.........................] - ETA: 24s - loss: 1.3722 - accuracy: 0.6104 - top-5-accuracy: 0.8823
+
+
+```
+
+```
+
+ 36/176 [=====>........................] - ETA: 24s - loss: 1.3757 - accuracy: 0.6092 - top-5-accuracy: 0.8815
+
+
+```
+
+```
+
+ 37/176 [=====>........................] - ETA: 23s - loss: 1.3731 - accuracy: 0.6101 - top-5-accuracy: 0.8821
+
+
+```
+
+```
+
+ 38/176 [=====>........................] - ETA: 23s - loss: 1.3718 - accuracy: 0.6108 - top-5-accuracy: 0.8820
+
+
+```
+
+```
+
+ 39/176 [=====>........................] - ETA: 23s - loss: 1.3729 - accuracy: 0.6107 - top-5-accuracy: 0.8816
+
+
+```
+
+```
+
+ 40/176 [=====>........................] - ETA: 23s - loss: 1.3708 - accuracy: 0.6106 - top-5-accuracy: 0.8823
+
+
+```
+
+```
+
+ 41/176 [=====>........................] - ETA: 23s - loss: 1.3752 - accuracy: 0.6099 - top-5-accuracy: 0.8814
+
+
+```
+
+```
+
+ 42/176 [======>.......................] - ETA: 23s - loss: 1.3794 - accuracy: 0.6095 - top-5-accuracy: 0.8805
+
+
+```
+
+```
+
+ 43/176 [======>.......................] - ETA: 22s - loss: 1.3811 - accuracy: 0.6088 - top-5-accuracy: 0.8805
+
+
+```
+
+```
+
+ 44/176 [======>.......................] - ETA: 22s - loss: 1.3806 - accuracy: 0.6088 - top-5-accuracy: 0.8807
+
+
+```
+
+```
+
+ 45/176 [======>.......................] - ETA: 22s - loss: 1.3828 - accuracy: 0.6082 - top-5-accuracy: 0.8799
+
+
+```
+
+```
+
+ 46/176 [======>.......................] - ETA: 22s - loss: 1.3846 - accuracy: 0.6084 - top-5-accuracy: 0.8792
+
+
+```
+
+```
+
+ 47/176 [=======>......................] - ETA: 22s - loss: 1.3848 - accuracy: 0.6090 - top-5-accuracy: 0.8791
+
+
+```
+
+```
+
+ 48/176 [=======>......................] - ETA: 22s - loss: 1.3844 - accuracy: 0.6095 - top-5-accuracy: 0.8794
+
+
+```
+
+```
+
+ 49/176 [=======>......................] - ETA: 21s - loss: 1.3869 - accuracy: 0.6087 - top-5-accuracy: 0.8790
+
+
+```
+
+```
+
+ 50/176 [=======>......................] - ETA: 21s - loss: 1.3889 - accuracy: 0.6083 - top-5-accuracy: 0.8786
+
+
+```
+
+```
+
+ 51/176 [=======>......................] - ETA: 21s - loss: 1.3899 - accuracy: 0.6080 - top-5-accuracy: 0.8791
+
+
+```
+
+```
+
+ 52/176 [=======>......................] - ETA: 21s - loss: 1.3909 - accuracy: 0.6071 - top-5-accuracy: 0.8785
+
+
+```
+
+```
+
+ 53/176 [========>.....................] - ETA: 21s - loss: 1.3928 - accuracy: 0.6075 - top-5-accuracy: 0.8778
+
+
+```
+
+```
+
+ 54/176 [========>.....................] - ETA: 21s - loss: 1.3930 - accuracy: 0.6078 - top-5-accuracy: 0.8777
+
+
+```
+
+```
+
+ 55/176 [========>.....................] - ETA: 20s - loss: 1.3939 - accuracy: 0.6075 - top-5-accuracy: 0.8776
+
+
+```
+
+```
+
+ 56/176 [========>.....................] - ETA: 20s - loss: 1.3932 - accuracy: 0.6073 - top-5-accuracy: 0.8779
+
+
+```
+
+```
+
+ 57/176 [========>.....................] - ETA: 20s - loss: 1.3931 - accuracy: 0.6081 - top-5-accuracy: 0.8777
+
+
+```
+
+```
+
+ 58/176 [========>.....................] - ETA: 20s - loss: 1.3935 - accuracy: 0.6079 - top-5-accuracy: 0.8777
+
+
+```
+
+```
+
+ 59/176 [=========>....................] - ETA: 20s - loss: 1.3908 - accuracy: 0.6082 - top-5-accuracy: 0.8781
+
+
+```
+
+```
+
+ 60/176 [=========>....................] - ETA: 20s - loss: 1.3947 - accuracy: 0.6073 - top-5-accuracy: 0.8776
+
+
+```
+
+```
+
+ 61/176 [=========>....................] - ETA: 19s - loss: 1.3933 - accuracy: 0.6076 - top-5-accuracy: 0.8778
+
+
+```
+
+```
+
+ 62/176 [=========>....................] - ETA: 19s - loss: 1.3988 - accuracy: 0.6067 - top-5-accuracy: 0.8769
+
+
+```
+
+```
+
+ 63/176 [=========>....................] - ETA: 19s - loss: 1.3994 - accuracy: 0.6070 - top-5-accuracy: 0.8767
+
+
+```
+
+```
+
+ 64/176 [=========>....................] - ETA: 19s - loss: 1.3974 - accuracy: 0.6072 - top-5-accuracy: 0.8775
+
+
+```
+
+```
+
+ 65/176 [==========>...................] - ETA: 19s - loss: 1.3984 - accuracy: 0.6072 - top-5-accuracy: 0.8773
+
+
+```
+
+```
+
+ 66/176 [==========>...................] - ETA: 18s - loss: 1.3973 - accuracy: 0.6076 - top-5-accuracy: 0.8772
+
+
+```
+
+```
+
+ 67/176 [==========>...................] - ETA: 18s - loss: 1.3981 - accuracy: 0.6072 - top-5-accuracy: 0.8772
+
+
+```
+
+```
+
+ 68/176 [==========>...................] - ETA: 18s - loss: 1.3973 - accuracy: 0.6074 - top-5-accuracy: 0.8771
+
+
+```
+
+```
+
+ 69/176 [==========>...................] - ETA: 18s - loss: 1.3990 - accuracy: 0.6065 - top-5-accuracy: 0.8772
+
+
+```
+
+```
+
+ 70/176 [==========>...................] - ETA: 18s - loss: 1.3986 - accuracy: 0.6065 - top-5-accuracy: 0.8770
+
+
+```
+
+```
+
+ 71/176 [===========>..................] - ETA: 18s - loss: 1.3978 - accuracy: 0.6066 - top-5-accuracy: 0.8770
+
+
+```
+
+```
+
+ 72/176 [===========>..................] - ETA: 17s - loss: 1.3987 - accuracy: 0.6062 - top-5-accuracy: 0.8768
+
+
+```
+
+```
+
+ 73/176 [===========>..................] - ETA: 17s - loss: 1.3971 - accuracy: 0.6066 - top-5-accuracy: 0.8771
+
+
+```
+
+```
+
+ 74/176 [===========>..................] - ETA: 17s - loss: 1.3975 - accuracy: 0.6060 - top-5-accuracy: 0.8772
+
+
+```
+
+```
+
+ 75/176 [===========>..................] - ETA: 17s - loss: 1.3952 - accuracy: 0.6067 - top-5-accuracy: 0.8774
+
+
+```
+
+```
+
+ 76/176 [===========>..................] - ETA: 17s - loss: 1.3959 - accuracy: 0.6061 - top-5-accuracy: 0.8771
+
+
+```
+
+```
+
+ 77/176 [============>.................] - ETA: 17s - loss: 1.3977 - accuracy: 0.6057 - top-5-accuracy: 0.8769
+
+
+```
+
+```
+
+ 78/176 [============>.................] - ETA: 16s - loss: 1.3986 - accuracy: 0.6056 - top-5-accuracy: 0.8767
+
+
+```
+
+```
+
+ 79/176 [============>.................] - ETA: 16s - loss: 1.3961 - accuracy: 0.6062 - top-5-accuracy: 0.8771
+
+
+```
+
+```
+
+ 80/176 [============>.................] - ETA: 16s - loss: 1.3978 - accuracy: 0.6060 - top-5-accuracy: 0.8765
+
+
+```
+
+```
+
+ 81/176 [============>.................] - ETA: 16s - loss: 1.3956 - accuracy: 0.6060 - top-5-accuracy: 0.8771
+
+
+```
+
+```
+
+ 82/176 [============>.................] - ETA: 16s - loss: 1.3984 - accuracy: 0.6054 - top-5-accuracy: 0.8764
+
+
+```
+
+```
+
+ 83/176 [=============>................] - ETA: 16s - loss: 1.3973 - accuracy: 0.6060 - top-5-accuracy: 0.8765
+
+
+```
+
+```
+
+ 84/176 [=============>................] - ETA: 15s - loss: 1.3978 - accuracy: 0.6058 - top-5-accuracy: 0.8763
+
+
+```
+
+```
+
+ 85/176 [=============>................] - ETA: 15s - loss: 1.3988 - accuracy: 0.6058 - top-5-accuracy: 0.8759
+
+
+```
+
+```
+
+ 86/176 [=============>................] - ETA: 15s - loss: 1.3975 - accuracy: 0.6065 - top-5-accuracy: 0.8758
+
+
+```
+
+```
+
+ 87/176 [=============>................] - ETA: 15s - loss: 1.3978 - accuracy: 0.6064 - top-5-accuracy: 0.8759
+
+
+```
+
+```
+
+ 88/176 [==============>...............] - ETA: 15s - loss: 1.3973 - accuracy: 0.6065 - top-5-accuracy: 0.8758
+
+
+```
+
+```
+
+ 89/176 [==============>...............] - ETA: 14s - loss: 1.3965 - accuracy: 0.6063 - top-5-accuracy: 0.8761
+
+
+```
+
+```
+
+ 90/176 [==============>...............] - ETA: 14s - loss: 1.3956 - accuracy: 0.6064 - top-5-accuracy: 0.8763
+
+
+```
+
+```
+
+ 91/176 [==============>...............] - ETA: 14s - loss: 1.3936 - accuracy: 0.6070 - top-5-accuracy: 0.8768
+
+
+```
+
+```
+
+ 92/176 [==============>...............] - ETA: 14s - loss: 1.3934 - accuracy: 0.6068 - top-5-accuracy: 0.8767
+
+
+```
+
+```
+
+ 93/176 [==============>...............] - ETA: 14s - loss: 1.3912 - accuracy: 0.6073 - top-5-accuracy: 0.8771
+
+
+```
+
+```
+
+ 94/176 [===============>..............] - ETA: 14s - loss: 1.3914 - accuracy: 0.6072 - top-5-accuracy: 0.8772
+
+
+```
+
+```
+
+ 95/176 [===============>..............] - ETA: 13s - loss: 1.3897 - accuracy: 0.6074 - top-5-accuracy: 0.8775
+
+
+```
+
+```
+
+ 96/176 [===============>..............] - ETA: 13s - loss: 1.3891 - accuracy: 0.6074 - top-5-accuracy: 0.8776
+
+
+```
+
+```
+
+ 97/176 [===============>..............] - ETA: 13s - loss: 1.3902 - accuracy: 0.6070 - top-5-accuracy: 0.8775
+
+
+```
+
+```
+
+ 98/176 [===============>..............] - ETA: 13s - loss: 1.3913 - accuracy: 0.6065 - top-5-accuracy: 0.8772
+
+
+```
+
+```
+
+ 99/176 [===============>..............] - ETA: 13s - loss: 1.3910 - accuracy: 0.6066 - top-5-accuracy: 0.8772
+
+
+```
+
+```
+
+100/176 [================>.............] - ETA: 13s - loss: 1.3927 - accuracy: 0.6063 - top-5-accuracy: 0.8770
+
+
+```
+
+```
+
+101/176 [================>.............] - ETA: 12s - loss: 1.3930 - accuracy: 0.6062 - top-5-accuracy: 0.8769
+
+
+```
+
+```
+
+102/176 [================>.............] - ETA: 12s - loss: 1.3925 - accuracy: 0.6063 - top-5-accuracy: 0.8767
+
+
+```
+
+```
+
+103/176 [================>.............] - ETA: 12s - loss: 1.3932 - accuracy: 0.6063 - top-5-accuracy: 0.8766
+
+
+```
+
+```
+
+104/176 [================>.............] - ETA: 12s - loss: 1.3916 - accuracy: 0.6065 - top-5-accuracy: 0.8767
+
+
+```
+
+```
+
+105/176 [================>.............] - ETA: 12s - loss: 1.3905 - accuracy: 0.6070 - top-5-accuracy: 0.8769
+
+
+```
+
+```
+
+106/176 [=================>............] - ETA: 12s - loss: 1.3896 - accuracy: 0.6071 - top-5-accuracy: 0.8769
+
+
+```
+
+```
+
+107/176 [=================>............] - ETA: 11s - loss: 1.3893 - accuracy: 0.6073 - top-5-accuracy: 0.8770
+
+
+```
+
+```
+
+108/176 [=================>............] - ETA: 11s - loss: 1.3882 - accuracy: 0.6078 - top-5-accuracy: 0.8773
+
+
+```
+
+```
+
+109/176 [=================>............] - ETA: 11s - loss: 1.3890 - accuracy: 0.6077 - top-5-accuracy: 0.8772
+
+
+```
+
+```
+
+110/176 [=================>............] - ETA: 11s - loss: 1.3889 - accuracy: 0.6075 - top-5-accuracy: 0.8774
+
+
+```
+
+```
+
+111/176 [=================>............] - ETA: 11s - loss: 1.3874 - accuracy: 0.6078 - top-5-accuracy: 0.8775
+
+
+```
+
+```
+
+112/176 [==================>...........] - ETA: 11s - loss: 1.3877 - accuracy: 0.6075 - top-5-accuracy: 0.8775
+
+
+```
+
+```
+
+113/176 [==================>...........] - ETA: 10s - loss: 1.3873 - accuracy: 0.6076 - top-5-accuracy: 0.8776
+
+
+```
+
+```
+
+114/176 [==================>...........] - ETA: 10s - loss: 1.3868 - accuracy: 0.6078 - top-5-accuracy: 0.8775
+
+
+```
+
+```
+
+115/176 [==================>...........] - ETA: 10s - loss: 1.3850 - accuracy: 0.6084 - top-5-accuracy: 0.8776
+
+
+```
+
+```
+
+116/176 [==================>...........] - ETA: 10s - loss: 1.3853 - accuracy: 0.6084 - top-5-accuracy: 0.8776
+
+
+```
+
+```
+
+117/176 [==================>...........] - ETA: 10s - loss: 1.3863 - accuracy: 0.6079 - top-5-accuracy: 0.8776
+
+
+```
+
+```
+
+118/176 [===================>..........] - ETA: 9s - loss: 1.3871 - accuracy: 0.6076 - top-5-accuracy: 0.8776
+
+
+```
+
+```
+
+119/176 [===================>..........] - ETA: 9s - loss: 1.3866 - accuracy: 0.6077 - top-5-accuracy: 0.8778
+
+
+```
+
+```
+
+120/176 [===================>..........] - ETA: 9s - loss: 1.3875 - accuracy: 0.6076 - top-5-accuracy: 0.8778
+
+
+```
+
+```
+
+121/176 [===================>..........] - ETA: 9s - loss: 1.3874 - accuracy: 0.6074 - top-5-accuracy: 0.8778
+
+
+```
+
+```
+
+122/176 [===================>..........] - ETA: 9s - loss: 1.3871 - accuracy: 0.6074 - top-5-accuracy: 0.8778
+
+
+```
+
+```
+
+123/176 [===================>..........] - ETA: 9s - loss: 1.3877 - accuracy: 0.6077 - top-5-accuracy: 0.8776
+
+
+```
+
+```
+
+124/176 [====================>.........] - ETA: 8s - loss: 1.3878 - accuracy: 0.6075 - top-5-accuracy: 0.8776
+
+
+```
+
+```
+
+125/176 [====================>.........] - ETA: 8s - loss: 1.3885 - accuracy: 0.6070 - top-5-accuracy: 0.8775
+
+
+```
+
+```
+
+126/176 [====================>.........] - ETA: 8s - loss: 1.3886 - accuracy: 0.6070 - top-5-accuracy: 0.8774
+
+
+```
+
+```
+
+127/176 [====================>.........] - ETA: 8s - loss: 1.3905 - accuracy: 0.6062 - top-5-accuracy: 0.8770
+
+
+```
+
+```
+
+128/176 [====================>.........] - ETA: 8s - loss: 1.3912 - accuracy: 0.6060 - top-5-accuracy: 0.8769
+
+
+```
+
+```
+
+129/176 [====================>.........] - ETA: 8s - loss: 1.3923 - accuracy: 0.6055 - top-5-accuracy: 0.8768
+
+
+```
+
+```
+
+130/176 [=====================>........] - ETA: 7s - loss: 1.3921 - accuracy: 0.6057 - top-5-accuracy: 0.8767
+
+
+```
+
+```
+
+131/176 [=====================>........] - ETA: 7s - loss: 1.3924 - accuracy: 0.6058 - top-5-accuracy: 0.8767
+
+
+```
+
+```
+
+132/176 [=====================>........] - ETA: 7s - loss: 1.3928 - accuracy: 0.6059 - top-5-accuracy: 0.8766
+
+
+```
+
+```
+
+133/176 [=====================>........] - ETA: 7s - loss: 1.3934 - accuracy: 0.6057 - top-5-accuracy: 0.8766
+
+
+```
+
+```
+
+134/176 [=====================>........] - ETA: 7s - loss: 1.3939 - accuracy: 0.6056 - top-5-accuracy: 0.8765
+
+
+```
+
+```
+
+135/176 [======================>.......] - ETA: 7s - loss: 1.3934 - accuracy: 0.6056 - top-5-accuracy: 0.8766
+
+
+```
+
+```
+
+136/176 [======================>.......] - ETA: 6s - loss: 1.3937 - accuracy: 0.6055 - top-5-accuracy: 0.8763
+
+
+```
+
+```
+
+137/176 [======================>.......] - ETA: 6s - loss: 1.3931 - accuracy: 0.6053 - top-5-accuracy: 0.8765
+
+
+```
+
+```
+
+138/176 [======================>.......] - ETA: 6s - loss: 1.3921 - accuracy: 0.6055 - top-5-accuracy: 0.8767
+
+
+```
+
+```
+
+139/176 [======================>.......] - ETA: 6s - loss: 1.3928 - accuracy: 0.6055 - top-5-accuracy: 0.8765
+
+
+```
+
+```
+
+140/176 [======================>.......] - ETA: 6s - loss: 1.3934 - accuracy: 0.6053 - top-5-accuracy: 0.8763
+
+
+```
+
+```
+
+141/176 [=======================>......] - ETA: 6s - loss: 1.3931 - accuracy: 0.6055 - top-5-accuracy: 0.8762
+
+
+```
+
+```
+
+142/176 [=======================>......] - ETA: 5s - loss: 1.3927 - accuracy: 0.6055 - top-5-accuracy: 0.8763
+
+
+```
+
+```
+
+143/176 [=======================>......] - ETA: 5s - loss: 1.3931 - accuracy: 0.6056 - top-5-accuracy: 0.8763
+
+
+```
+
+```
+
+144/176 [=======================>......] - ETA: 5s - loss: 1.3933 - accuracy: 0.6055 - top-5-accuracy: 0.8762
+
+
+```
+
+```
+
+145/176 [=======================>......] - ETA: 5s - loss: 1.3940 - accuracy: 0.6050 - top-5-accuracy: 0.8761
+
+
+```
+
+```
+
+146/176 [=======================>......] - ETA: 5s - loss: 1.3937 - accuracy: 0.6052 - top-5-accuracy: 0.8762
+
+
+```
+
+```
+
+147/176 [========================>.....] - ETA: 4s - loss: 1.3948 - accuracy: 0.6048 - top-5-accuracy: 0.8760
+
+
+```
+
+```
+
+148/176 [========================>.....] - ETA: 4s - loss: 1.3941 - accuracy: 0.6049 - top-5-accuracy: 0.8762
+
+
+```
+
+```
+
+149/176 [========================>.....] - ETA: 4s - loss: 1.3952 - accuracy: 0.6047 - top-5-accuracy: 0.8761
+
+
+```
+
+```
+
+150/176 [========================>.....] - ETA: 4s - loss: 1.3952 - accuracy: 0.6046 - top-5-accuracy: 0.8762
+
+
+```
+
+```
+
+151/176 [========================>.....] - ETA: 4s - loss: 1.3962 - accuracy: 0.6043 - top-5-accuracy: 0.8761
+
+
+```
+
+```
+
+152/176 [========================>.....] - ETA: 4s - loss: 1.3960 - accuracy: 0.6045 - top-5-accuracy: 0.8760
+
+
+```
+
+```
+
+153/176 [=========================>....] - ETA: 3s - loss: 1.3961 - accuracy: 0.6041 - top-5-accuracy: 0.8759
+
+
+```
+
+```
+
+154/176 [=========================>....] - ETA: 3s - loss: 1.3957 - accuracy: 0.6041 - top-5-accuracy: 0.8759
+
+
+```
+
+```
+
+155/176 [=========================>....] - ETA: 3s - loss: 1.3955 - accuracy: 0.6041 - top-5-accuracy: 0.8760
+
+
+```
+
+```
+
+156/176 [=========================>....] - ETA: 3s - loss: 1.3942 - accuracy: 0.6043 - top-5-accuracy: 0.8763
+
+
+```
+
+```
+
+157/176 [=========================>....] - ETA: 3s - loss: 1.3941 - accuracy: 0.6043 - top-5-accuracy: 0.8764
+
+
+```
+
+```
+
+158/176 [=========================>....] - ETA: 3s - loss: 1.3942 - accuracy: 0.6040 - top-5-accuracy: 0.8764
+
+
+```
+
+```
+
+159/176 [==========================>...] - ETA: 2s - loss: 1.3942 - accuracy: 0.6042 - top-5-accuracy: 0.8763
+
+
+```
+
+```
+
+160/176 [==========================>...] - ETA: 2s - loss: 1.3949 - accuracy: 0.6038 - top-5-accuracy: 0.8763
+
+
+```
+
+```
+
+161/176 [==========================>...] - ETA: 2s - loss: 1.3952 - accuracy: 0.6036 - top-5-accuracy: 0.8764
+
+
+```
+
+```
+
+162/176 [==========================>...] - ETA: 2s - loss: 1.3956 - accuracy: 0.6038 - top-5-accuracy: 0.8762
+
+
+```
+
+```
+
+163/176 [==========================>...] - ETA: 2s - loss: 1.3959 - accuracy: 0.6034 - top-5-accuracy: 0.8763
+
+
+```
+
+```
+
+164/176 [==========================>...] - ETA: 2s - loss: 1.3960 - accuracy: 0.6035 - top-5-accuracy: 0.8762
+
+
+```
+
+```
+
+165/176 [===========================>..] - ETA: 1s - loss: 1.3969 - accuracy: 0.6033 - top-5-accuracy: 0.8762
+
+
+```
+
+```
+
+166/176 [===========================>..] - ETA: 1s - loss: 1.3970 - accuracy: 0.6031 - top-5-accuracy: 0.8764
+
+
+```
+
+```
+
+167/176 [===========================>..] - ETA: 1s - loss: 1.3973 - accuracy: 0.6030 - top-5-accuracy: 0.8763
+
+
+```
+
+```
+
+168/176 [===========================>..] - ETA: 1s - loss: 1.3972 - accuracy: 0.6031 - top-5-accuracy: 0.8765
+
+
+```
+
+```
+
+169/176 [===========================>..] - ETA: 1s - loss: 1.3981 - accuracy: 0.6029 - top-5-accuracy: 0.8762
+
+
+```
+
+```
+
+170/176 [===========================>..] - ETA: 1s - loss: 1.3981 - accuracy: 0.6029 - top-5-accuracy: 0.8761
+
+
+```
+
+```
+
+171/176 [============================>.] - ETA: 0s - loss: 1.3977 - accuracy: 0.6031 - top-5-accuracy: 0.8763
+
+
+```
+
+```
+
+172/176 [============================>.] - ETA: 0s - loss: 1.3969 - accuracy: 0.6034 - top-5-accuracy: 0.8763
+
+
+```
+
+```
+
+173/176 [============================>.] - ETA: 0s - loss: 1.3970 - accuracy: 0.6033 - top-5-accuracy: 0.8764
+
+
+```
+
+```
+
+174/176 [============================>.] - ETA: 0s - loss: 1.3971 - accuracy: 0.6034 - top-5-accuracy: 0.8765
+
+
+```
+
+```
+
+175/176 [============================>.] - ETA: 0s - loss: 1.3975 - accuracy: 0.6034 - top-5-accuracy: 0.8765
+
+
+```
+
+```
+
+176/176 [==============================] - ETA: 0s - loss: 1.3982 - accuracy: 0.6033 - top-5-accuracy: 0.8763
+
+
+```
+
+```
+
+176/176 [==============================] - 31s 179ms/step - loss: 1.3982 - accuracy: 0.6033 - top-5-accuracy: 0.8763 - val_loss: 1.8042 - val_accuracy: 0.5200 - val_top-5-accuracy: 0.8054
+
+
+
+```
+Epoch 45/50
+
+```
+
+
+ 1/176 [..............................] - ETA: 30s - loss: 1.4941 - accuracy: 0.5703 - top-5-accuracy: 0.8398
+
+
+```
+
+```
+
+ 2/176 [..............................] - ETA: 29s - loss: 1.3710 - accuracy: 0.5957 - top-5-accuracy: 0.8750
+
+
+```
+
+```
+
+ 3/176 [..............................] - ETA: 29s - loss: 1.4083 - accuracy: 0.5964 - top-5-accuracy: 0.8685
+
+
+```
+
+```
+
+ 4/176 [..............................] - ETA: 29s - loss: 1.3507 - accuracy: 0.6143 - top-5-accuracy: 0.8779
+
+
+```
+
+```
+
+ 5/176 [..............................] - ETA: 29s - loss: 1.3547 - accuracy: 0.6172 - top-5-accuracy: 0.8797
+
+
+```
+
+```
+
+ 6/176 [>.............................] - ETA: 29s - loss: 1.3534 - accuracy: 0.6172 - top-5-accuracy: 0.8796
+
+
+```
+
+```
+
+ 7/176 [>.............................] - ETA: 29s - loss: 1.3528 - accuracy: 0.6194 - top-5-accuracy: 0.8795
+
+
+```
+
+```
+
+ 8/176 [>.............................] - ETA: 28s - loss: 1.3780 - accuracy: 0.6147 - top-5-accuracy: 0.8750
+
+
+```
+
+```
+
+ 9/176 [>.............................] - ETA: 28s - loss: 1.3755 - accuracy: 0.6150 - top-5-accuracy: 0.8763
+
+
+```
+
+```
+
+ 10/176 [>.............................] - ETA: 28s - loss: 1.3870 - accuracy: 0.6121 - top-5-accuracy: 0.8758
+
+
+```
+
+```
+
+ 11/176 [>.............................] - ETA: 28s - loss: 1.3880 - accuracy: 0.6115 - top-5-accuracy: 0.8746
+
+
+```
+
+```
+
+ 12/176 [=>............................] - ETA: 28s - loss: 1.3939 - accuracy: 0.6104 - top-5-accuracy: 0.8753
+
+
+```
+
+```
+
+ 13/176 [=>............................] - ETA: 28s - loss: 1.3735 - accuracy: 0.6160 - top-5-accuracy: 0.8795
+
+
+```
+
+```
+
+ 14/176 [=>............................] - ETA: 27s - loss: 1.3631 - accuracy: 0.6164 - top-5-accuracy: 0.8820
+
+
+```
+
+```
+
+ 15/176 [=>............................] - ETA: 27s - loss: 1.3497 - accuracy: 0.6185 - top-5-accuracy: 0.8844
+
+
+```
+
+```
+
+ 16/176 [=>............................] - ETA: 27s - loss: 1.3541 - accuracy: 0.6162 - top-5-accuracy: 0.8840
+
+
+```
+
+```
+
+ 17/176 [=>............................] - ETA: 27s - loss: 1.3498 - accuracy: 0.6170 - top-5-accuracy: 0.8844
+
+
+```
+
+```
+
+ 18/176 [==>...........................] - ETA: 27s - loss: 1.3505 - accuracy: 0.6155 - top-5-accuracy: 0.8854
+
+
+```
+
+```
+
+ 19/176 [==>...........................] - ETA: 27s - loss: 1.3486 - accuracy: 0.6155 - top-5-accuracy: 0.8857
+
+
+```
+
+```
+
+ 20/176 [==>...........................] - ETA: 26s - loss: 1.3418 - accuracy: 0.6170 - top-5-accuracy: 0.8869
+
+
+```
+
+```
+
+ 21/176 [==>...........................] - ETA: 26s - loss: 1.3400 - accuracy: 0.6174 - top-5-accuracy: 0.8873
+
+
+```
+
+```
+
+ 22/176 [==>...........................] - ETA: 26s - loss: 1.3460 - accuracy: 0.6168 - top-5-accuracy: 0.8864
+
+
+```
+
+```
+
+ 23/176 [==>...........................] - ETA: 26s - loss: 1.3530 - accuracy: 0.6155 - top-5-accuracy: 0.8864
+
+
+```
+
+```
+
+ 24/176 [===>..........................] - ETA: 26s - loss: 1.3472 - accuracy: 0.6149 - top-5-accuracy: 0.8874
+
+
+```
+
+```
+
+ 25/176 [===>..........................] - ETA: 26s - loss: 1.3457 - accuracy: 0.6156 - top-5-accuracy: 0.8875
+
+
+```
+
+```
+
+ 26/176 [===>..........................] - ETA: 25s - loss: 1.3468 - accuracy: 0.6161 - top-5-accuracy: 0.8875
+
+
+```
+
+```
+
+ 27/176 [===>..........................] - ETA: 25s - loss: 1.3467 - accuracy: 0.6163 - top-5-accuracy: 0.8869
+
+
+```
+
+```
+
+ 28/176 [===>..........................] - ETA: 25s - loss: 1.3477 - accuracy: 0.6157 - top-5-accuracy: 0.8860
+
+
+```
+
+```
+
+ 29/176 [===>..........................] - ETA: 25s - loss: 1.3517 - accuracy: 0.6153 - top-5-accuracy: 0.8846
+
+
+```
+
+```
+
+ 30/176 [====>.........................] - ETA: 25s - loss: 1.3503 - accuracy: 0.6154 - top-5-accuracy: 0.8846
+
+
+```
+
+```
+
+ 31/176 [====>.........................] - ETA: 25s - loss: 1.3497 - accuracy: 0.6149 - top-5-accuracy: 0.8850
+
+
+```
+
+```
+
+ 32/176 [====>.........................] - ETA: 24s - loss: 1.3510 - accuracy: 0.6143 - top-5-accuracy: 0.8851
+
+
+```
+
+```
+
+ 33/176 [====>.........................] - ETA: 24s - loss: 1.3501 - accuracy: 0.6145 - top-5-accuracy: 0.8852
+
+
+```
+
+```
+
+ 34/176 [====>.........................] - ETA: 24s - loss: 1.3523 - accuracy: 0.6140 - top-5-accuracy: 0.8848
+
+
+```
+
+```
+
+ 35/176 [====>.........................] - ETA: 24s - loss: 1.3521 - accuracy: 0.6140 - top-5-accuracy: 0.8850
+
+
+```
+
+```
+
+ 36/176 [=====>........................] - ETA: 24s - loss: 1.3530 - accuracy: 0.6135 - top-5-accuracy: 0.8841
+
+
+```
+
+```
+
+ 37/176 [=====>........................] - ETA: 24s - loss: 1.3544 - accuracy: 0.6126 - top-5-accuracy: 0.8839
+
+
+```
+
+```
+
+ 38/176 [=====>........................] - ETA: 23s - loss: 1.3540 - accuracy: 0.6130 - top-5-accuracy: 0.8834
+
+
+```
+
+```
+
+ 39/176 [=====>........................] - ETA: 23s - loss: 1.3564 - accuracy: 0.6127 - top-5-accuracy: 0.8834
+
+
+```
+
+```
+
+ 40/176 [=====>........................] - ETA: 23s - loss: 1.3580 - accuracy: 0.6130 - top-5-accuracy: 0.8832
+
+
+```
+
+```
+
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+
+
+```
+
+```
+
+ 42/176 [======>.......................] - ETA: 23s - loss: 1.3591 - accuracy: 0.6125 - top-5-accuracy: 0.8821
+
+
+```
+
+```
+
+ 43/176 [======>.......................] - ETA: 22s - loss: 1.3582 - accuracy: 0.6127 - top-5-accuracy: 0.8817
+
+
+```
+
+```
+
+ 44/176 [======>.......................] - ETA: 22s - loss: 1.3599 - accuracy: 0.6119 - top-5-accuracy: 0.8813
+
+
+```
+
+```
+
+ 45/176 [======>.......................] - ETA: 22s - loss: 1.3584 - accuracy: 0.6125 - top-5-accuracy: 0.8813
+
+
+```
+
+```
+
+ 46/176 [======>.......................] - ETA: 22s - loss: 1.3587 - accuracy: 0.6127 - top-5-accuracy: 0.8810
+
+
+```
+
+```
+
+ 47/176 [=======>......................] - ETA: 22s - loss: 1.3574 - accuracy: 0.6130 - top-5-accuracy: 0.8817
+
+
+```
+
+```
+
+ 48/176 [=======>......................] - ETA: 22s - loss: 1.3576 - accuracy: 0.6127 - top-5-accuracy: 0.8822
+
+
+```
+
+```
+
+ 49/176 [=======>......................] - ETA: 21s - loss: 1.3544 - accuracy: 0.6134 - top-5-accuracy: 0.8824
+
+
+```
+
+```
+
+ 50/176 [=======>......................] - ETA: 21s - loss: 1.3543 - accuracy: 0.6136 - top-5-accuracy: 0.8820
+
+
+```
+
+```
+
+ 51/176 [=======>......................] - ETA: 21s - loss: 1.3534 - accuracy: 0.6141 - top-5-accuracy: 0.8817
+
+
+```
+
+```
+
+ 52/176 [=======>......................] - ETA: 21s - loss: 1.3560 - accuracy: 0.6133 - top-5-accuracy: 0.8815
+
+
+```
+
+```
+
+ 53/176 [========>.....................] - ETA: 21s - loss: 1.3540 - accuracy: 0.6131 - top-5-accuracy: 0.8821
+
+
+```
+
+```
+
+ 54/176 [========>.....................] - ETA: 21s - loss: 1.3556 - accuracy: 0.6124 - top-5-accuracy: 0.8819
+
+
+```
+
+```
+
+ 55/176 [========>.....................] - ETA: 20s - loss: 1.3596 - accuracy: 0.6115 - top-5-accuracy: 0.8815
+
+
+```
+
+```
+
+ 56/176 [========>.....................] - ETA: 20s - loss: 1.3617 - accuracy: 0.6110 - top-5-accuracy: 0.8811
+
+
+```
+
+```
+
+ 57/176 [========>.....................] - ETA: 20s - loss: 1.3638 - accuracy: 0.6106 - top-5-accuracy: 0.8810
+
+
+```
+
+```
+
+ 58/176 [========>.....................] - ETA: 20s - loss: 1.3673 - accuracy: 0.6095 - top-5-accuracy: 0.8808
+
+
+```
+
+```
+
+ 59/176 [=========>....................] - ETA: 20s - loss: 1.3679 - accuracy: 0.6097 - top-5-accuracy: 0.8809
+
+
+```
+
+```
+
+ 60/176 [=========>....................] - ETA: 20s - loss: 1.3680 - accuracy: 0.6100 - top-5-accuracy: 0.8808
+
+
+```
+
+```
+
+ 61/176 [=========>....................] - ETA: 19s - loss: 1.3665 - accuracy: 0.6102 - top-5-accuracy: 0.8810
+
+
+```
+
+```
+
+ 62/176 [=========>....................] - ETA: 19s - loss: 1.3675 - accuracy: 0.6108 - top-5-accuracy: 0.8802
+
+
+```
+
+```
+
+ 63/176 [=========>....................] - ETA: 19s - loss: 1.3653 - accuracy: 0.6112 - top-5-accuracy: 0.8808
+
+
+```
+
+```
+
+ 64/176 [=========>....................] - ETA: 19s - loss: 1.3653 - accuracy: 0.6113 - top-5-accuracy: 0.8804
+
+
+```
+
+```
+
+ 65/176 [==========>...................] - ETA: 19s - loss: 1.3647 - accuracy: 0.6117 - top-5-accuracy: 0.8805
+
+
+```
+
+```
+
+ 66/176 [==========>...................] - ETA: 18s - loss: 1.3635 - accuracy: 0.6122 - top-5-accuracy: 0.8806
+
+
+```
+
+```
+
+ 67/176 [==========>...................] - ETA: 18s - loss: 1.3626 - accuracy: 0.6123 - top-5-accuracy: 0.8807
+
+
+```
+
+```
+
+ 68/176 [==========>...................] - ETA: 18s - loss: 1.3630 - accuracy: 0.6126 - top-5-accuracy: 0.8806
+
+
+```
+
+```
+
+ 69/176 [==========>...................] - ETA: 18s - loss: 1.3660 - accuracy: 0.6117 - top-5-accuracy: 0.8799
+
+
+```
+
+```
+
+ 70/176 [==========>...................] - ETA: 18s - loss: 1.3667 - accuracy: 0.6114 - top-5-accuracy: 0.8799
+
+
+```
+
+```
+
+ 71/176 [===========>..................] - ETA: 18s - loss: 1.3663 - accuracy: 0.6116 - top-5-accuracy: 0.8802
+
+
+```
+
+```
+
+ 72/176 [===========>..................] - ETA: 17s - loss: 1.3650 - accuracy: 0.6120 - top-5-accuracy: 0.8802
+
+
+```
+
+```
+
+ 73/176 [===========>..................] - ETA: 17s - loss: 1.3658 - accuracy: 0.6117 - top-5-accuracy: 0.8799
+
+
+```
+
+```
+
+ 74/176 [===========>..................] - ETA: 17s - loss: 1.3658 - accuracy: 0.6118 - top-5-accuracy: 0.8799
+
+
+```
+
+```
+
+ 75/176 [===========>..................] - ETA: 17s - loss: 1.3681 - accuracy: 0.6109 - top-5-accuracy: 0.8795
+
+
+```
+
+```
+
+ 76/176 [===========>..................] - ETA: 17s - loss: 1.3690 - accuracy: 0.6105 - top-5-accuracy: 0.8790
+
+
+```
+
+```
+
+ 77/176 [============>.................] - ETA: 17s - loss: 1.3712 - accuracy: 0.6102 - top-5-accuracy: 0.8786
+
+
+```
+
+```
+
+ 78/176 [============>.................] - ETA: 16s - loss: 1.3718 - accuracy: 0.6100 - top-5-accuracy: 0.8784
+
+
+```
+
+```
+
+ 79/176 [============>.................] - ETA: 16s - loss: 1.3731 - accuracy: 0.6094 - top-5-accuracy: 0.8781
+
+
+```
+
+```
+
+ 80/176 [============>.................] - ETA: 16s - loss: 1.3721 - accuracy: 0.6099 - top-5-accuracy: 0.8782
+
+
+```
+
+```
+
+ 81/176 [============>.................] - ETA: 16s - loss: 1.3710 - accuracy: 0.6103 - top-5-accuracy: 0.8785
+
+
+```
+
+```
+
+ 82/176 [============>.................] - ETA: 16s - loss: 1.3724 - accuracy: 0.6099 - top-5-accuracy: 0.8784
+
+
+```
+
+```
+
+ 83/176 [=============>................] - ETA: 16s - loss: 1.3732 - accuracy: 0.6097 - top-5-accuracy: 0.8782
+
+
+```
+
+```
+
+ 84/176 [=============>................] - ETA: 15s - loss: 1.3770 - accuracy: 0.6089 - top-5-accuracy: 0.8776
+
+
+```
+
+```
+
+ 85/176 [=============>................] - ETA: 15s - loss: 1.3759 - accuracy: 0.6088 - top-5-accuracy: 0.8779
+
+
+```
+
+```
+
+ 86/176 [=============>................] - ETA: 15s - loss: 1.3762 - accuracy: 0.6091 - top-5-accuracy: 0.8781
+
+
+```
+
+```
+
+ 87/176 [=============>................] - ETA: 15s - loss: 1.3767 - accuracy: 0.6091 - top-5-accuracy: 0.8781
+
+
+```
+
+```
+
+ 88/176 [==============>...............] - ETA: 15s - loss: 1.3759 - accuracy: 0.6094 - top-5-accuracy: 0.8782
+
+
+```
+
+```
+
+ 89/176 [==============>...............] - ETA: 15s - loss: 1.3771 - accuracy: 0.6091 - top-5-accuracy: 0.8779
+
+
+```
+
+```
+
+ 90/176 [==============>...............] - ETA: 14s - loss: 1.3760 - accuracy: 0.6096 - top-5-accuracy: 0.8780
+
+
+```
+
+```
+
+ 91/176 [==============>...............] - ETA: 14s - loss: 1.3773 - accuracy: 0.6092 - top-5-accuracy: 0.8779
+
+
+```
+
+```
+
+ 92/176 [==============>...............] - ETA: 14s - loss: 1.3771 - accuracy: 0.6095 - top-5-accuracy: 0.8778
+
+
+```
+
+```
+
+ 93/176 [==============>...............] - ETA: 14s - loss: 1.3770 - accuracy: 0.6095 - top-5-accuracy: 0.8777
+
+
+```
+
+```
+
+ 94/176 [===============>..............] - ETA: 14s - loss: 1.3768 - accuracy: 0.6096 - top-5-accuracy: 0.8778
+
+
+```
+
+```
+
+ 95/176 [===============>..............] - ETA: 13s - loss: 1.3762 - accuracy: 0.6096 - top-5-accuracy: 0.8779
+
+
+```
+
+```
+
+ 96/176 [===============>..............] - ETA: 13s - loss: 1.3771 - accuracy: 0.6091 - top-5-accuracy: 0.8776
+
+
+```
+
+```
+
+ 97/176 [===============>..............] - ETA: 13s - loss: 1.3780 - accuracy: 0.6087 - top-5-accuracy: 0.8775
+
+
+```
+
+```
+
+ 98/176 [===============>..............] - ETA: 13s - loss: 1.3778 - accuracy: 0.6089 - top-5-accuracy: 0.8776
+
+
+```
+
+```
+
+ 99/176 [===============>..............] - ETA: 13s - loss: 1.3781 - accuracy: 0.6086 - top-5-accuracy: 0.8776
+
+
+```
+
+```
+
+100/176 [================>.............] - ETA: 13s - loss: 1.3777 - accuracy: 0.6087 - top-5-accuracy: 0.8777
+
+
+```
+
+```
+
+101/176 [================>.............] - ETA: 12s - loss: 1.3772 - accuracy: 0.6090 - top-5-accuracy: 0.8778
+
+
+```
+
+```
+
+102/176 [================>.............] - ETA: 12s - loss: 1.3782 - accuracy: 0.6087 - top-5-accuracy: 0.8779
+
+
+```
+
+```
+
+103/176 [================>.............] - ETA: 12s - loss: 1.3777 - accuracy: 0.6088 - top-5-accuracy: 0.8780
+
+
+```
+
+```
+
+104/176 [================>.............] - ETA: 12s - loss: 1.3786 - accuracy: 0.6083 - top-5-accuracy: 0.8780
+
+
+```
+
+```
+
+105/176 [================>.............] - ETA: 12s - loss: 1.3774 - accuracy: 0.6087 - top-5-accuracy: 0.8781
+
+
+```
+
+```
+
+106/176 [=================>............] - ETA: 12s - loss: 1.3768 - accuracy: 0.6086 - top-5-accuracy: 0.8783
+
+
+```
+
+```
+
+107/176 [=================>............] - ETA: 11s - loss: 1.3782 - accuracy: 0.6082 - top-5-accuracy: 0.8781
+
+
+```
+
+```
+
+108/176 [=================>............] - ETA: 11s - loss: 1.3789 - accuracy: 0.6077 - top-5-accuracy: 0.8779
+
+
+```
+
+```
+
+109/176 [=================>............] - ETA: 11s - loss: 1.3781 - accuracy: 0.6080 - top-5-accuracy: 0.8778
+
+
+```
+
+```
+
+110/176 [=================>............] - ETA: 11s - loss: 1.3783 - accuracy: 0.6082 - top-5-accuracy: 0.8779
+
+
+```
+
+```
+
+111/176 [=================>............] - ETA: 11s - loss: 1.3775 - accuracy: 0.6085 - top-5-accuracy: 0.8780
+
+
+```
+
+```
+
+112/176 [==================>...........] - ETA: 11s - loss: 1.3792 - accuracy: 0.6078 - top-5-accuracy: 0.8781
+
+
+```
+
+```
+
+113/176 [==================>...........] - ETA: 10s - loss: 1.3786 - accuracy: 0.6081 - top-5-accuracy: 0.8782
+
+
+```
+
+```
+
+114/176 [==================>...........] - ETA: 10s - loss: 1.3778 - accuracy: 0.6085 - top-5-accuracy: 0.8784
+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
+117/176 [==================>...........] - ETA: 10s - loss: 1.3783 - accuracy: 0.6083 - top-5-accuracy: 0.8779
+
+
+```
+
+```
+
+118/176 [===================>..........] - ETA: 10s - loss: 1.3773 - accuracy: 0.6087 - top-5-accuracy: 0.8780
+
+
+```
+
+```
+
+119/176 [===================>..........] - ETA: 9s - loss: 1.3768 - accuracy: 0.6088 - top-5-accuracy: 0.8779
+
+
+```
+
+```
+
+120/176 [===================>..........] - ETA: 9s - loss: 1.3770 - accuracy: 0.6088 - top-5-accuracy: 0.8780
+
+
+```
+
+```
+
+121/176 [===================>..........] - ETA: 9s - loss: 1.3773 - accuracy: 0.6088 - top-5-accuracy: 0.8781
+
+
+```
+
+```
+
+122/176 [===================>..........] - ETA: 9s - loss: 1.3766 - accuracy: 0.6088 - top-5-accuracy: 0.8783
+
+
+```
+
+```
+
+123/176 [===================>..........] - ETA: 9s - loss: 1.3763 - accuracy: 0.6091 - top-5-accuracy: 0.8783
+
+
+```
+
+```
+
+124/176 [====================>.........] - ETA: 8s - loss: 1.3779 - accuracy: 0.6091 - top-5-accuracy: 0.8780
+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
+132/176 [=====================>........] - ETA: 7s - loss: 1.3782 - accuracy: 0.6090 - top-5-accuracy: 0.8778
+
+
+```
+
+```
+
+133/176 [=====================>........] - ETA: 7s - loss: 1.3786 - accuracy: 0.6087 - top-5-accuracy: 0.8778
+
+
+```
+
+```
+
+134/176 [=====================>........] - ETA: 7s - loss: 1.3789 - accuracy: 0.6088 - top-5-accuracy: 0.8779
+
+
+```
+
+```
+
+135/176 [======================>.......] - ETA: 7s - loss: 1.3805 - accuracy: 0.6084 - top-5-accuracy: 0.8780
+
+
+```
+
+```
+
+136/176 [======================>.......] - ETA: 6s - loss: 1.3811 - accuracy: 0.6085 - top-5-accuracy: 0.8779
+
+
+```
+
+```
+
+137/176 [======================>.......] - ETA: 6s - loss: 1.3800 - accuracy: 0.6087 - top-5-accuracy: 0.8781
+
+
+```
+
+```
+
+138/176 [======================>.......] - ETA: 6s - loss: 1.3791 - accuracy: 0.6089 - top-5-accuracy: 0.8782
+
+
+```
+
+```
+
+139/176 [======================>.......] - ETA: 6s - loss: 1.3784 - accuracy: 0.6091 - top-5-accuracy: 0.8781
+
+
+```
+
+```
+
+140/176 [======================>.......] - ETA: 6s - loss: 1.3788 - accuracy: 0.6094 - top-5-accuracy: 0.8780
+
+
+```
+
+```
+
+141/176 [=======================>......] - ETA: 6s - loss: 1.3789 - accuracy: 0.6094 - top-5-accuracy: 0.8779
+
+
+```
+
+```
+
+142/176 [=======================>......] - ETA: 5s - loss: 1.3800 - accuracy: 0.6092 - top-5-accuracy: 0.8778
+
+
+```
+
+```
+
+143/176 [=======================>......] - ETA: 5s - loss: 1.3796 - accuracy: 0.6093 - top-5-accuracy: 0.8777
+
+
+```
+
+```
+
+144/176 [=======================>......] - ETA: 5s - loss: 1.3801 - accuracy: 0.6092 - top-5-accuracy: 0.8777
+
+
+```
+
+```
+
+145/176 [=======================>......] - ETA: 5s - loss: 1.3813 - accuracy: 0.6090 - top-5-accuracy: 0.8776
+
+
+```
+
+```
+
+146/176 [=======================>......] - ETA: 5s - loss: 1.3818 - accuracy: 0.6086 - top-5-accuracy: 0.8775
+
+
+```
+
+```
+
+147/176 [========================>.....] - ETA: 5s - loss: 1.3821 - accuracy: 0.6084 - top-5-accuracy: 0.8777
+
+
+```
+
+```
+
+148/176 [========================>.....] - ETA: 4s - loss: 1.3822 - accuracy: 0.6086 - top-5-accuracy: 0.8775
+
+
+```
+
+```
+
+149/176 [========================>.....] - ETA: 4s - loss: 1.3834 - accuracy: 0.6084 - top-5-accuracy: 0.8775
+
+
+```
+
+```
+
+150/176 [========================>.....] - ETA: 4s - loss: 1.3830 - accuracy: 0.6086 - top-5-accuracy: 0.8776
+
+
+```
+
+```
+
+151/176 [========================>.....] - ETA: 4s - loss: 1.3831 - accuracy: 0.6084 - top-5-accuracy: 0.8776
+
+
+```
+
+```
+
+152/176 [========================>.....] - ETA: 4s - loss: 1.3829 - accuracy: 0.6081 - top-5-accuracy: 0.8778
+
+
+```
+
+```
+
+153/176 [=========================>....] - ETA: 3s - loss: 1.3827 - accuracy: 0.6078 - top-5-accuracy: 0.8779
+
+
+```
+
+```
+
+154/176 [=========================>....] - ETA: 3s - loss: 1.3834 - accuracy: 0.6078 - top-5-accuracy: 0.8777
+
+
+```
+
+```
+
+155/176 [=========================>....] - ETA: 3s - loss: 1.3829 - accuracy: 0.6080 - top-5-accuracy: 0.8778
+
+
+```
+
+```
+
+156/176 [=========================>....] - ETA: 3s - loss: 1.3828 - accuracy: 0.6078 - top-5-accuracy: 0.8778
+
+
+```
+
+```
+
+157/176 [=========================>....] - ETA: 3s - loss: 1.3834 - accuracy: 0.6077 - top-5-accuracy: 0.8777
+
+
+```
+
+```
+
+158/176 [=========================>....] - ETA: 3s - loss: 1.3835 - accuracy: 0.6078 - top-5-accuracy: 0.8779
+
+
+```
+
+```
+
+159/176 [==========================>...] - ETA: 2s - loss: 1.3845 - accuracy: 0.6076 - top-5-accuracy: 0.8777
+
+
+```
+
+```
+
+160/176 [==========================>...] - ETA: 2s - loss: 1.3845 - accuracy: 0.6076 - top-5-accuracy: 0.8778
+
+
+```
+
+```
+
+161/176 [==========================>...] - ETA: 2s - loss: 1.3841 - accuracy: 0.6078 - top-5-accuracy: 0.8779
+
+
+```
+
+```
+
+162/176 [==========================>...] - ETA: 2s - loss: 1.3833 - accuracy: 0.6081 - top-5-accuracy: 0.8780
+
+
+```
+
+```
+
+163/176 [==========================>...] - ETA: 2s - loss: 1.3823 - accuracy: 0.6081 - top-5-accuracy: 0.8782
+
+
+```
+
+```
+
+164/176 [==========================>...] - ETA: 2s - loss: 1.3827 - accuracy: 0.6081 - top-5-accuracy: 0.8782
+
+
+```
+
+```
+
+165/176 [===========================>..] - ETA: 1s - loss: 1.3828 - accuracy: 0.6080 - top-5-accuracy: 0.8782
+
+
+```
+
+```
+
+166/176 [===========================>..] - ETA: 1s - loss: 1.3838 - accuracy: 0.6079 - top-5-accuracy: 0.8781
+
+
+```
+
+```
+
+167/176 [===========================>..] - ETA: 1s - loss: 1.3842 - accuracy: 0.6079 - top-5-accuracy: 0.8780
+
+
+```
+
+```
+
+168/176 [===========================>..] - ETA: 1s - loss: 1.3845 - accuracy: 0.6077 - top-5-accuracy: 0.8781
+
+
+```
+
+```
+
+169/176 [===========================>..] - ETA: 1s - loss: 1.3844 - accuracy: 0.6078 - top-5-accuracy: 0.8780
+
+
+```
+
+```
+
+170/176 [===========================>..] - ETA: 1s - loss: 1.3837 - accuracy: 0.6080 - top-5-accuracy: 0.8781
+
+
+```
+
+```
+
+171/176 [============================>.] - ETA: 0s - loss: 1.3835 - accuracy: 0.6077 - top-5-accuracy: 0.8783
+
+
+```
+
+```
+
+172/176 [============================>.] - ETA: 0s - loss: 1.3832 - accuracy: 0.6080 - top-5-accuracy: 0.8784
+
+
+```
+
+```
+
+173/176 [============================>.] - ETA: 0s - loss: 1.3839 - accuracy: 0.6080 - top-5-accuracy: 0.8782
+
+
+```
+
+```
+
+174/176 [============================>.] - ETA: 0s - loss: 1.3837 - accuracy: 0.6081 - top-5-accuracy: 0.8782
+
+
+```
+
+```
+
+175/176 [============================>.] - ETA: 0s - loss: 1.3846 - accuracy: 0.6077 - top-5-accuracy: 0.8781
+
+
+```
+
+```
+
+176/176 [==============================] - ETA: 0s - loss: 1.3844 - accuracy: 0.6078 - top-5-accuracy: 0.8782
+
+
+```
+
+```
+
+176/176 [==============================] - 32s 179ms/step - loss: 1.3844 - accuracy: 0.6078 - top-5-accuracy: 0.8782 - val_loss: 1.7539 - val_accuracy: 0.5294 - val_top-5-accuracy: 0.8140
+
+
+
+```
+Epoch 46/50
+
+```
+
+
+ 1/176 [..............................] - ETA: 30s - loss: 1.6129 - accuracy: 0.5352 - top-5-accuracy: 0.8438
+
+
+```
+
+```
+
+ 2/176 [..............................] - ETA: 30s - loss: 1.5166 - accuracy: 0.5801 - top-5-accuracy: 0.8633
+
+
+```
+
+```
+
+ 3/176 [..............................] - ETA: 29s - loss: 1.4287 - accuracy: 0.5977 - top-5-accuracy: 0.8802
+
+
+```
+
+```
+
+ 4/176 [..............................] - ETA: 29s - loss: 1.4234 - accuracy: 0.5928 - top-5-accuracy: 0.8848
+
+
+```
+
+```
+
+ 5/176 [..............................] - ETA: 29s - loss: 1.4067 - accuracy: 0.5953 - top-5-accuracy: 0.8852
+
+
+```
+
+```
+
+ 6/176 [>.............................] - ETA: 29s - loss: 1.3741 - accuracy: 0.6003 - top-5-accuracy: 0.8887
+
+
+```
+
+```
+
+ 7/176 [>.............................] - ETA: 29s - loss: 1.3629 - accuracy: 0.5993 - top-5-accuracy: 0.8923
+
+
+```
+
+```
+
+ 8/176 [>.............................] - ETA: 29s - loss: 1.3693 - accuracy: 0.5967 - top-5-accuracy: 0.8921
+
+
+```
+
+```
+
+ 9/176 [>.............................] - ETA: 28s - loss: 1.3784 - accuracy: 0.5938 - top-5-accuracy: 0.8924
+
+
+```
+
+```
+
+ 10/176 [>.............................] - ETA: 28s - loss: 1.3761 - accuracy: 0.5953 - top-5-accuracy: 0.8926
+
+
+```
+
+```
+
+ 11/176 [>.............................] - ETA: 28s - loss: 1.3757 - accuracy: 0.5984 - top-5-accuracy: 0.8935
+
+
+```
+
+```
+
+ 12/176 [=>............................] - ETA: 28s - loss: 1.3805 - accuracy: 0.5980 - top-5-accuracy: 0.8906
+
+
+```
+
+```
+
+ 13/176 [=>............................] - ETA: 28s - loss: 1.3709 - accuracy: 0.5989 - top-5-accuracy: 0.8915
+
+
+```
+
+```
+
+ 14/176 [=>............................] - ETA: 28s - loss: 1.3719 - accuracy: 0.6013 - top-5-accuracy: 0.8906
+
+
+```
+
+```
+
+ 15/176 [=>............................] - ETA: 27s - loss: 1.3652 - accuracy: 0.6031 - top-5-accuracy: 0.8904
+
+
+```
+
+```
+
+ 16/176 [=>............................] - ETA: 27s - loss: 1.3668 - accuracy: 0.6023 - top-5-accuracy: 0.8896
+
+
+```
+
+```
+
+ 17/176 [=>............................] - ETA: 27s - loss: 1.3581 - accuracy: 0.6043 - top-5-accuracy: 0.8918
+
+
+```
+
+```
+
+ 18/176 [==>...........................] - ETA: 27s - loss: 1.3641 - accuracy: 0.6046 - top-5-accuracy: 0.8900
+
+
+```
+
+```
+
+ 19/176 [==>...........................] - ETA: 27s - loss: 1.3662 - accuracy: 0.6051 - top-5-accuracy: 0.8875
+
+
+```
+
+```
+
+ 20/176 [==>...........................] - ETA: 27s - loss: 1.3730 - accuracy: 0.6031 - top-5-accuracy: 0.8861
+
+
+```
+
+```
+
+ 21/176 [==>...........................] - ETA: 26s - loss: 1.3804 - accuracy: 0.6016 - top-5-accuracy: 0.8849
+
+
+```
+
+```
+
+ 22/176 [==>...........................] - ETA: 26s - loss: 1.3827 - accuracy: 0.6003 - top-5-accuracy: 0.8855
+
+
+```
+
+```
+
+ 23/176 [==>...........................] - ETA: 26s - loss: 1.3803 - accuracy: 0.6019 - top-5-accuracy: 0.8854
+
+
+```
+
+```
+
+ 24/176 [===>..........................] - ETA: 26s - loss: 1.3738 - accuracy: 0.6034 - top-5-accuracy: 0.8856
+
+
+```
+
+```
+
+ 25/176 [===>..........................] - ETA: 26s - loss: 1.3628 - accuracy: 0.6067 - top-5-accuracy: 0.8867
+
+
+```
+
+```
+
+ 26/176 [===>..........................] - ETA: 25s - loss: 1.3665 - accuracy: 0.6064 - top-5-accuracy: 0.8861
+
+
+```
+
+```
+
+ 27/176 [===>..........................] - ETA: 25s - loss: 1.3609 - accuracy: 0.6071 - top-5-accuracy: 0.8867
+
+
+```
+
+```
+
+ 28/176 [===>..........................] - ETA: 25s - loss: 1.3581 - accuracy: 0.6077 - top-5-accuracy: 0.8876
+
+
+```
+
+```
+
+ 29/176 [===>..........................] - ETA: 25s - loss: 1.3536 - accuracy: 0.6098 - top-5-accuracy: 0.8879
+
+
+```
+
+```
+
+ 30/176 [====>.........................] - ETA: 25s - loss: 1.3519 - accuracy: 0.6103 - top-5-accuracy: 0.8875
+
+
+```
+
+```
+
+ 31/176 [====>.........................] - ETA: 25s - loss: 1.3480 - accuracy: 0.6104 - top-5-accuracy: 0.8879
+
+
+```
+
+```
+
+ 32/176 [====>.........................] - ETA: 24s - loss: 1.3509 - accuracy: 0.6093 - top-5-accuracy: 0.8867
+
+
+```
+
+```
+
+ 33/176 [====>.........................] - ETA: 24s - loss: 1.3456 - accuracy: 0.6104 - top-5-accuracy: 0.8873
+
+
+```
+
+```
+
+ 34/176 [====>.........................] - ETA: 24s - loss: 1.3480 - accuracy: 0.6099 - top-5-accuracy: 0.8874
+
+
+```
+
+```
+
+ 35/176 [====>.........................] - ETA: 24s - loss: 1.3483 - accuracy: 0.6110 - top-5-accuracy: 0.8871
+
+
+```
+
+```
+
+ 36/176 [=====>........................] - ETA: 24s - loss: 1.3464 - accuracy: 0.6113 - top-5-accuracy: 0.8872
+
+
+```
+
+```
+
+ 37/176 [=====>........................] - ETA: 24s - loss: 1.3417 - accuracy: 0.6124 - top-5-accuracy: 0.8874
+
+
+```
+
+```
+
+ 38/176 [=====>........................] - ETA: 23s - loss: 1.3395 - accuracy: 0.6130 - top-5-accuracy: 0.8877
+
+
+```
+
+```
+
+ 39/176 [=====>........................] - ETA: 23s - loss: 1.3382 - accuracy: 0.6136 - top-5-accuracy: 0.8877
+
+
+```
+
+```
+
+ 40/176 [=====>........................] - ETA: 23s - loss: 1.3399 - accuracy: 0.6133 - top-5-accuracy: 0.8872
+
+
+```
+
+```
+
+ 41/176 [=====>........................] - ETA: 23s - loss: 1.3372 - accuracy: 0.6149 - top-5-accuracy: 0.8876
+
+
+```
+
+```
+
+ 42/176 [======>.......................] - ETA: 23s - loss: 1.3401 - accuracy: 0.6144 - top-5-accuracy: 0.8876
+
+
+```
+
+```
+
+ 43/176 [======>.......................] - ETA: 23s - loss: 1.3395 - accuracy: 0.6145 - top-5-accuracy: 0.8872
+
+
+```
+
+```
+
+ 44/176 [======>.......................] - ETA: 22s - loss: 1.3419 - accuracy: 0.6139 - top-5-accuracy: 0.8868
+
+
+```
+
+```
+
+ 45/176 [======>.......................] - ETA: 22s - loss: 1.3403 - accuracy: 0.6136 - top-5-accuracy: 0.8876
+
+
+```
+
+```
+
+ 46/176 [======>.......................] - ETA: 22s - loss: 1.3428 - accuracy: 0.6131 - top-5-accuracy: 0.8868
+
+
+```
+
+```
+
+ 47/176 [=======>......................] - ETA: 22s - loss: 1.3450 - accuracy: 0.6125 - top-5-accuracy: 0.8858
+
+
+```
+
+```
+
+ 48/176 [=======>......................] - ETA: 22s - loss: 1.3429 - accuracy: 0.6127 - top-5-accuracy: 0.8864
+
+
+```
+
+```
+
+ 49/176 [=======>......................] - ETA: 21s - loss: 1.3434 - accuracy: 0.6121 - top-5-accuracy: 0.8864
+
+
+```
+
+```
+
+ 50/176 [=======>......................] - ETA: 21s - loss: 1.3434 - accuracy: 0.6120 - top-5-accuracy: 0.8863
+
+
+```
+
+```
+
+ 51/176 [=======>......................] - ETA: 21s - loss: 1.3456 - accuracy: 0.6120 - top-5-accuracy: 0.8861
+
+
+```
+
+```
+
+ 52/176 [=======>......................] - ETA: 21s - loss: 1.3435 - accuracy: 0.6125 - top-5-accuracy: 0.8863
+
+
+```
+
+```
+
+ 53/176 [========>.....................] - ETA: 21s - loss: 1.3396 - accuracy: 0.6139 - top-5-accuracy: 0.8869
+
+
+```
+
+```
+
+ 54/176 [========>.....................] - ETA: 21s - loss: 1.3385 - accuracy: 0.6137 - top-5-accuracy: 0.8871
+
+
+```
+
+```
+
+ 55/176 [========>.....................] - ETA: 20s - loss: 1.3369 - accuracy: 0.6140 - top-5-accuracy: 0.8871
+
+
+```
+
+```
+
+ 56/176 [========>.....................] - ETA: 20s - loss: 1.3355 - accuracy: 0.6139 - top-5-accuracy: 0.8875
+
+
+```
+
+```
+
+ 57/176 [========>.....................] - ETA: 20s - loss: 1.3350 - accuracy: 0.6140 - top-5-accuracy: 0.8877
+
+
+```
+
+```
+
+ 58/176 [========>.....................] - ETA: 20s - loss: 1.3320 - accuracy: 0.6138 - top-5-accuracy: 0.8885
+
+
+```
+
+```
+
+ 59/176 [=========>....................] - ETA: 20s - loss: 1.3303 - accuracy: 0.6141 - top-5-accuracy: 0.8887
+
+
+```
+
+```
+
+ 60/176 [=========>....................] - ETA: 20s - loss: 1.3331 - accuracy: 0.6137 - top-5-accuracy: 0.8883
+
+
+```
+
+```
+
+ 61/176 [=========>....................] - ETA: 19s - loss: 1.3359 - accuracy: 0.6132 - top-5-accuracy: 0.8883
+
+
+```
+
+```
+
+ 62/176 [=========>....................] - ETA: 19s - loss: 1.3361 - accuracy: 0.6132 - top-5-accuracy: 0.8884
+
+
+```
+
+```
+
+ 63/176 [=========>....................] - ETA: 19s - loss: 1.3371 - accuracy: 0.6130 - top-5-accuracy: 0.8882
+
+
+```
+
+```
+
+ 64/176 [=========>....................] - ETA: 19s - loss: 1.3361 - accuracy: 0.6133 - top-5-accuracy: 0.8881
+
+
+```
+
+```
+
+ 65/176 [==========>...................] - ETA: 19s - loss: 1.3402 - accuracy: 0.6124 - top-5-accuracy: 0.8876
+
+
+```
+
+```
+
+ 66/176 [==========>...................] - ETA: 19s - loss: 1.3397 - accuracy: 0.6129 - top-5-accuracy: 0.8876
+
+
+```
+
+```
+
+ 67/176 [==========>...................] - ETA: 18s - loss: 1.3402 - accuracy: 0.6130 - top-5-accuracy: 0.8878
+
+
+```
+
+```
+
+ 68/176 [==========>...................] - ETA: 18s - loss: 1.3411 - accuracy: 0.6129 - top-5-accuracy: 0.8877
+
+
+```
+
+```
+
+ 69/176 [==========>...................] - ETA: 18s - loss: 1.3425 - accuracy: 0.6127 - top-5-accuracy: 0.8877
+
+
+```
+
+```
+
+ 70/176 [==========>...................] - ETA: 18s - loss: 1.3425 - accuracy: 0.6129 - top-5-accuracy: 0.8878
+
+
+```
+
+```
+
+ 71/176 [===========>..................] - ETA: 18s - loss: 1.3460 - accuracy: 0.6121 - top-5-accuracy: 0.8874
+
+
+```
+
+```
+
+ 72/176 [===========>..................] - ETA: 18s - loss: 1.3480 - accuracy: 0.6119 - top-5-accuracy: 0.8869
+
+
+```
+
+```
+
+ 73/176 [===========>..................] - ETA: 17s - loss: 1.3490 - accuracy: 0.6115 - top-5-accuracy: 0.8869
+
+
+```
+
+```
+
+ 74/176 [===========>..................] - ETA: 17s - loss: 1.3493 - accuracy: 0.6115 - top-5-accuracy: 0.8870
+
+
+```
+
+```
+
+ 75/176 [===========>..................] - ETA: 17s - loss: 1.3509 - accuracy: 0.6106 - top-5-accuracy: 0.8866
+
+
+```
+
+```
+
+ 76/176 [===========>..................] - ETA: 17s - loss: 1.3514 - accuracy: 0.6108 - top-5-accuracy: 0.8862
+
+
+```
+
+```
+
+ 77/176 [============>.................] - ETA: 17s - loss: 1.3512 - accuracy: 0.6108 - top-5-accuracy: 0.8861
+
+
+```
+
+```
+
+ 78/176 [============>.................] - ETA: 16s - loss: 1.3524 - accuracy: 0.6104 - top-5-accuracy: 0.8858
+
+
+```
+
+```
+
+ 79/176 [============>.................] - ETA: 16s - loss: 1.3507 - accuracy: 0.6111 - top-5-accuracy: 0.8860
+
+
+```
+
+```
+
+ 80/176 [============>.................] - ETA: 16s - loss: 1.3532 - accuracy: 0.6107 - top-5-accuracy: 0.8857
+
+
+```
+
+```
+
+ 81/176 [============>.................] - ETA: 16s - loss: 1.3531 - accuracy: 0.6109 - top-5-accuracy: 0.8858
+
+
+```
+
+```
+
+ 82/176 [============>.................] - ETA: 16s - loss: 1.3529 - accuracy: 0.6110 - top-5-accuracy: 0.8858
+
+
+```
+
+```
+
+ 83/176 [=============>................] - ETA: 16s - loss: 1.3542 - accuracy: 0.6105 - top-5-accuracy: 0.8852
+
+
+```
+
+```
+
+ 84/176 [=============>................] - ETA: 15s - loss: 1.3529 - accuracy: 0.6112 - top-5-accuracy: 0.8853
+
+
+```
+
+```
+
+ 85/176 [=============>................] - ETA: 15s - loss: 1.3534 - accuracy: 0.6109 - top-5-accuracy: 0.8850
+
+
+```
+
+```
+
+ 86/176 [=============>................] - ETA: 15s - loss: 1.3539 - accuracy: 0.6104 - top-5-accuracy: 0.8849
+
+
+```
+
+```
+
+ 87/176 [=============>................] - ETA: 15s - loss: 1.3544 - accuracy: 0.6105 - top-5-accuracy: 0.8848
+
+
+```
+
+```
+
+ 88/176 [==============>...............] - ETA: 15s - loss: 1.3527 - accuracy: 0.6106 - top-5-accuracy: 0.8851
+
+
+```
+
+```
+
+ 89/176 [==============>...............] - ETA: 15s - loss: 1.3520 - accuracy: 0.6107 - top-5-accuracy: 0.8852
+
+
+```
+
+```
+
+ 90/176 [==============>...............] - ETA: 14s - loss: 1.3532 - accuracy: 0.6107 - top-5-accuracy: 0.8850
+
+
+```
+
+```
+
+ 91/176 [==============>...............] - ETA: 14s - loss: 1.3540 - accuracy: 0.6105 - top-5-accuracy: 0.8849
+
+
+```
+
+```
+
+ 92/176 [==============>...............] - ETA: 14s - loss: 1.3528 - accuracy: 0.6113 - top-5-accuracy: 0.8851
+
+
+```
+
+```
+
+ 93/176 [==============>...............] - ETA: 14s - loss: 1.3538 - accuracy: 0.6112 - top-5-accuracy: 0.8850
+
+
+```
+
+```
+
+ 94/176 [===============>..............] - ETA: 14s - loss: 1.3541 - accuracy: 0.6113 - top-5-accuracy: 0.8850
+
+
+```
+
+```
+
+ 95/176 [===============>..............] - ETA: 14s - loss: 1.3561 - accuracy: 0.6109 - top-5-accuracy: 0.8844
+
+
+```
+
+```
+
+ 96/176 [===============>..............] - ETA: 13s - loss: 1.3564 - accuracy: 0.6108 - top-5-accuracy: 0.8845
+
+
+```
+
+```
+
+ 97/176 [===============>..............] - ETA: 13s - loss: 1.3576 - accuracy: 0.6107 - top-5-accuracy: 0.8846
+
+
+```
+
+```
+
+ 98/176 [===============>..............] - ETA: 13s - loss: 1.3577 - accuracy: 0.6107 - top-5-accuracy: 0.8846
+
+
+```
+
+```
+
+ 99/176 [===============>..............] - ETA: 13s - loss: 1.3587 - accuracy: 0.6104 - top-5-accuracy: 0.8844
+
+
+```
+
+```
+
+100/176 [================>.............] - ETA: 13s - loss: 1.3607 - accuracy: 0.6102 - top-5-accuracy: 0.8842
+
+
+```
+
+```
+
+101/176 [================>.............] - ETA: 12s - loss: 1.3600 - accuracy: 0.6104 - top-5-accuracy: 0.8842
+
+
+```
+
+```
+
+102/176 [================>.............] - ETA: 12s - loss: 1.3608 - accuracy: 0.6099 - top-5-accuracy: 0.8842
+
+
+```
+
+```
+
+103/176 [================>.............] - ETA: 12s - loss: 1.3625 - accuracy: 0.6098 - top-5-accuracy: 0.8840
+
+
+```
+
+```
+
+104/176 [================>.............] - ETA: 12s - loss: 1.3615 - accuracy: 0.6099 - top-5-accuracy: 0.8841
+
+
+```
+
+```
+
+105/176 [================>.............] - ETA: 12s - loss: 1.3620 - accuracy: 0.6099 - top-5-accuracy: 0.8838
+
+
+```
+
+```
+
+106/176 [=================>............] - ETA: 12s - loss: 1.3633 - accuracy: 0.6096 - top-5-accuracy: 0.8836
+
+
+```
+
+```
+
+107/176 [=================>............] - ETA: 11s - loss: 1.3661 - accuracy: 0.6092 - top-5-accuracy: 0.8833
+
+
+```
+
+```
+
+108/176 [=================>............] - ETA: 11s - loss: 1.3663 - accuracy: 0.6094 - top-5-accuracy: 0.8832
+
+
+```
+
+```
+
+109/176 [=================>............] - ETA: 11s - loss: 1.3670 - accuracy: 0.6092 - top-5-accuracy: 0.8832
+
+
+```
+
+```
+
+110/176 [=================>............] - ETA: 11s - loss: 1.3661 - accuracy: 0.6091 - top-5-accuracy: 0.8835
+
+
+```
+
+```
+
+111/176 [=================>............] - ETA: 11s - loss: 1.3664 - accuracy: 0.6091 - top-5-accuracy: 0.8834
+
+
+```
+
+```
+
+112/176 [==================>...........] - ETA: 11s - loss: 1.3667 - accuracy: 0.6087 - top-5-accuracy: 0.8835
+
+
+```
+
+```
+
+113/176 [==================>...........] - ETA: 10s - loss: 1.3657 - accuracy: 0.6089 - top-5-accuracy: 0.8837
+
+
+```
+
+```
+
+114/176 [==================>...........] - ETA: 10s - loss: 1.3667 - accuracy: 0.6086 - top-5-accuracy: 0.8835
+
+
+```
+
+```
+
+115/176 [==================>...........] - ETA: 10s - loss: 1.3656 - accuracy: 0.6089 - top-5-accuracy: 0.8836
+
+
+```
+
+```
+
+116/176 [==================>...........] - ETA: 10s - loss: 1.3664 - accuracy: 0.6087 - top-5-accuracy: 0.8836
+
+
+```
+
+```
+
+117/176 [==================>...........] - ETA: 10s - loss: 1.3660 - accuracy: 0.6089 - top-5-accuracy: 0.8836
+
+
+```
+
+```
+
+118/176 [===================>..........] - ETA: 10s - loss: 1.3656 - accuracy: 0.6088 - top-5-accuracy: 0.8837
+
+
+```
+
+```
+
+119/176 [===================>..........] - ETA: 9s - loss: 1.3650 - accuracy: 0.6088 - top-5-accuracy: 0.8837
+
+
+```
+
+```
+
+120/176 [===================>..........] - ETA: 9s - loss: 1.3643 - accuracy: 0.6092 - top-5-accuracy: 0.8840
+
+
+```
+
+```
+
+121/176 [===================>..........] - ETA: 9s - loss: 1.3651 - accuracy: 0.6090 - top-5-accuracy: 0.8838
+
+
+```
+
+```
+
+122/176 [===================>..........] - ETA: 9s - loss: 1.3647 - accuracy: 0.6091 - top-5-accuracy: 0.8838
+
+
+```
+
+```
+
+123/176 [===================>..........] - ETA: 9s - loss: 1.3652 - accuracy: 0.6090 - top-5-accuracy: 0.8838
+
+
+```
+
+```
+
+124/176 [====================>.........] - ETA: 9s - loss: 1.3657 - accuracy: 0.6090 - top-5-accuracy: 0.8836
+
+
+```
+
+```
+
+125/176 [====================>.........] - ETA: 8s - loss: 1.3658 - accuracy: 0.6087 - top-5-accuracy: 0.8837
+
+
+```
+
+```
+
+126/176 [====================>.........] - ETA: 8s - loss: 1.3662 - accuracy: 0.6085 - top-5-accuracy: 0.8837
+
+
+```
+
+```
+
+127/176 [====================>.........] - ETA: 8s - loss: 1.3667 - accuracy: 0.6086 - top-5-accuracy: 0.8836
+
+
+```
+
+```
+
+128/176 [====================>.........] - ETA: 8s - loss: 1.3671 - accuracy: 0.6086 - top-5-accuracy: 0.8836
+
+
+```
+
+```
+
+129/176 [====================>.........] - ETA: 8s - loss: 1.3681 - accuracy: 0.6085 - top-5-accuracy: 0.8833
+
+
+```
+
+```
+
+130/176 [=====================>........] - ETA: 7s - loss: 1.3680 - accuracy: 0.6087 - top-5-accuracy: 0.8834
+
+
+```
+
+```
+
+131/176 [=====================>........] - ETA: 7s - loss: 1.3680 - accuracy: 0.6085 - top-5-accuracy: 0.8833
+
+
+```
+
+```
+
+132/176 [=====================>........] - ETA: 7s - loss: 1.3684 - accuracy: 0.6080 - top-5-accuracy: 0.8835
+
+
+```
+
+```
+
+133/176 [=====================>........] - ETA: 7s - loss: 1.3697 - accuracy: 0.6077 - top-5-accuracy: 0.8834
+
+
+```
+
+```
+
+134/176 [=====================>........] - ETA: 7s - loss: 1.3711 - accuracy: 0.6074 - top-5-accuracy: 0.8832
+
+
+```
+
+```
+
+135/176 [======================>.......] - ETA: 7s - loss: 1.3714 - accuracy: 0.6072 - top-5-accuracy: 0.8831
+
+
+```
+
+```
+
+136/176 [======================>.......] - ETA: 6s - loss: 1.3714 - accuracy: 0.6072 - top-5-accuracy: 0.8833
+
+
+```
+
+```
+
+137/176 [======================>.......] - ETA: 6s - loss: 1.3729 - accuracy: 0.6066 - top-5-accuracy: 0.8830
+
+
+```
+
+```
+
+138/176 [======================>.......] - ETA: 6s - loss: 1.3727 - accuracy: 0.6067 - top-5-accuracy: 0.8830
+
+
+```
+
+```
+
+139/176 [======================>.......] - ETA: 6s - loss: 1.3722 - accuracy: 0.6067 - top-5-accuracy: 0.8830
+
+
+```
+
+```
+
+140/176 [======================>.......] - ETA: 6s - loss: 1.3721 - accuracy: 0.6069 - top-5-accuracy: 0.8830
+
+
+```
+
+```
+
+141/176 [=======================>......] - ETA: 6s - loss: 1.3719 - accuracy: 0.6072 - top-5-accuracy: 0.8829
+
+
+```
+
+```
+
+142/176 [=======================>......] - ETA: 5s - loss: 1.3712 - accuracy: 0.6075 - top-5-accuracy: 0.8830
+
+
+```
+
+```
+
+143/176 [=======================>......] - ETA: 5s - loss: 1.3713 - accuracy: 0.6074 - top-5-accuracy: 0.8831
+
+
+```
+
+```
+
+144/176 [=======================>......] - ETA: 5s - loss: 1.3719 - accuracy: 0.6073 - top-5-accuracy: 0.8830
+
+
+```
+
+```
+
+145/176 [=======================>......] - ETA: 5s - loss: 1.3714 - accuracy: 0.6074 - top-5-accuracy: 0.8831
+
+
+```
+
+```
+
+146/176 [=======================>......] - ETA: 5s - loss: 1.3711 - accuracy: 0.6078 - top-5-accuracy: 0.8831
+
+
+```
+
+```
+
+147/176 [========================>.....] - ETA: 5s - loss: 1.3716 - accuracy: 0.6077 - top-5-accuracy: 0.8830
+
+
+```
+
+```
+
+148/176 [========================>.....] - ETA: 4s - loss: 1.3723 - accuracy: 0.6072 - top-5-accuracy: 0.8829
+
+
+```
+
+```
+
+149/176 [========================>.....] - ETA: 4s - loss: 1.3725 - accuracy: 0.6071 - top-5-accuracy: 0.8828
+
+
+```
+
+```
+
+150/176 [========================>.....] - ETA: 4s - loss: 1.3718 - accuracy: 0.6073 - top-5-accuracy: 0.8829
+
+
+```
+
+```
+
+151/176 [========================>.....] - ETA: 4s - loss: 1.3722 - accuracy: 0.6072 - top-5-accuracy: 0.8828
+
+
+```
+
+```
+
+152/176 [========================>.....] - ETA: 4s - loss: 1.3721 - accuracy: 0.6071 - top-5-accuracy: 0.8828
+
+
+```
+
+```
+
+153/176 [=========================>....] - ETA: 3s - loss: 1.3719 - accuracy: 0.6071 - top-5-accuracy: 0.8830
+
+
+```
+
+```
+
+154/176 [=========================>....] - ETA: 3s - loss: 1.3720 - accuracy: 0.6073 - top-5-accuracy: 0.8830
+
+
+```
+
+```
+
+155/176 [=========================>....] - ETA: 3s - loss: 1.3716 - accuracy: 0.6075 - top-5-accuracy: 0.8829
+
+
+```
+
+```
+
+156/176 [=========================>....] - ETA: 3s - loss: 1.3714 - accuracy: 0.6075 - top-5-accuracy: 0.8830
+
+
+```
+
+```
+
+157/176 [=========================>....] - ETA: 3s - loss: 1.3707 - accuracy: 0.6078 - top-5-accuracy: 0.8832
+
+
+```
+
+```
+
+158/176 [=========================>....] - ETA: 3s - loss: 1.3713 - accuracy: 0.6075 - top-5-accuracy: 0.8831
+
+
+```
+
+```
+
+159/176 [==========================>...] - ETA: 2s - loss: 1.3719 - accuracy: 0.6071 - top-5-accuracy: 0.8828
+
+
+```
+
+```
+
+160/176 [==========================>...] - ETA: 2s - loss: 1.3717 - accuracy: 0.6072 - top-5-accuracy: 0.8827
+
+
+```
+
+```
+
+161/176 [==========================>...] - ETA: 2s - loss: 1.3716 - accuracy: 0.6072 - top-5-accuracy: 0.8828
+
+
+```
+
+```
+
+162/176 [==========================>...] - ETA: 2s - loss: 1.3713 - accuracy: 0.6073 - top-5-accuracy: 0.8829
+
+
+```
+
+```
+
+163/176 [==========================>...] - ETA: 2s - loss: 1.3708 - accuracy: 0.6076 - top-5-accuracy: 0.8830
+
+
+```
+
+```
+
+164/176 [==========================>...] - ETA: 2s - loss: 1.3704 - accuracy: 0.6078 - top-5-accuracy: 0.8829
+
+
+```
+
+```
+
+165/176 [===========================>..] - ETA: 1s - loss: 1.3706 - accuracy: 0.6080 - top-5-accuracy: 0.8829
+
+
+```
+
+```
+
+166/176 [===========================>..] - ETA: 1s - loss: 1.3701 - accuracy: 0.6081 - top-5-accuracy: 0.8830
+
+
+```
+
+```
+
+167/176 [===========================>..] - ETA: 1s - loss: 1.3704 - accuracy: 0.6079 - top-5-accuracy: 0.8829
+
+
+```
+
+```
+
+168/176 [===========================>..] - ETA: 1s - loss: 1.3702 - accuracy: 0.6078 - top-5-accuracy: 0.8829
+
+
+```
+
+```
+
+169/176 [===========================>..] - ETA: 1s - loss: 1.3700 - accuracy: 0.6079 - top-5-accuracy: 0.8830
+
+
+```
+
+```
+
+170/176 [===========================>..] - ETA: 1s - loss: 1.3708 - accuracy: 0.6079 - top-5-accuracy: 0.8829
+
+
+```
+
+```
+
+171/176 [============================>.] - ETA: 0s - loss: 1.3710 - accuracy: 0.6078 - top-5-accuracy: 0.8829
+
+
+```
+
+```
+
+172/176 [============================>.] - ETA: 0s - loss: 1.3711 - accuracy: 0.6077 - top-5-accuracy: 0.8829
+
+
+```
+
+```
+
+173/176 [============================>.] - ETA: 0s - loss: 1.3704 - accuracy: 0.6079 - top-5-accuracy: 0.8828
+
+
+```
+
+```
+
+174/176 [============================>.] - ETA: 0s - loss: 1.3702 - accuracy: 0.6082 - top-5-accuracy: 0.8829
+
+
+```
+
+```
+
+175/176 [============================>.] - ETA: 0s - loss: 1.3701 - accuracy: 0.6083 - top-5-accuracy: 0.8831
+
+
+```
+
+```
+
+176/176 [==============================] - ETA: 0s - loss: 1.3700 - accuracy: 0.6082 - top-5-accuracy: 0.8832
+
+
+```
+
+```
+
+176/176 [==============================] - 32s 180ms/step - loss: 1.3700 - accuracy: 0.6082 - top-5-accuracy: 0.8832 - val_loss: 1.7351 - val_accuracy: 0.5356 - val_top-5-accuracy: 0.8156
+
+
+
+```
+Epoch 47/50
+
+```
+
+
+ 1/176 [..............................] - ETA: 30s - loss: 1.2797 - accuracy: 0.6016 - top-5-accuracy: 0.9023
+
+
+```
+
+```
+
+ 2/176 [..............................] - ETA: 30s - loss: 1.2773 - accuracy: 0.6172 - top-5-accuracy: 0.9004
+
+
+```
+
+```
+
+ 3/176 [..............................] - ETA: 29s - loss: 1.2662 - accuracy: 0.6367 - top-5-accuracy: 0.8932
+
+
+```
+
+```
+
+ 4/176 [..............................] - ETA: 29s - loss: 1.2508 - accuracy: 0.6328 - top-5-accuracy: 0.8984
+
+
+```
+
+```
+
+ 5/176 [..............................] - ETA: 29s - loss: 1.2305 - accuracy: 0.6406 - top-5-accuracy: 0.9016
+
+
+```
+
+```
+
+ 6/176 [>.............................] - ETA: 29s - loss: 1.2553 - accuracy: 0.6380 - top-5-accuracy: 0.8984
+
+
+```
+
+```
+
+ 7/176 [>.............................] - ETA: 29s - loss: 1.2711 - accuracy: 0.6328 - top-5-accuracy: 0.8956
+
+
+```
+
+```
+
+ 8/176 [>.............................] - ETA: 29s - loss: 1.2555 - accuracy: 0.6323 - top-5-accuracy: 0.8989
+
+
+```
+
+```
+
+ 9/176 [>.............................] - ETA: 28s - loss: 1.2570 - accuracy: 0.6328 - top-5-accuracy: 0.8984
+
+
+```
+
+```
+
+ 10/176 [>.............................] - ETA: 28s - loss: 1.2596 - accuracy: 0.6344 - top-5-accuracy: 0.8969
+
+
+```
+
+```
+
+ 11/176 [>.............................] - ETA: 28s - loss: 1.2569 - accuracy: 0.6342 - top-5-accuracy: 0.8974
+
+
+```
+
+```
+
+ 12/176 [=>............................] - ETA: 28s - loss: 1.2643 - accuracy: 0.6354 - top-5-accuracy: 0.8929
+
+
+```
+
+```
+
+ 13/176 [=>............................] - ETA: 28s - loss: 1.2642 - accuracy: 0.6355 - top-5-accuracy: 0.8927
+
+
+```
+
+```
+
+ 14/176 [=>............................] - ETA: 28s - loss: 1.2560 - accuracy: 0.6384 - top-5-accuracy: 0.8934
+
+
+```
+
+```
+
+ 15/176 [=>............................] - ETA: 27s - loss: 1.2586 - accuracy: 0.6365 - top-5-accuracy: 0.8938
+
+
+```
+
+```
+
+ 16/176 [=>............................] - ETA: 27s - loss: 1.2526 - accuracy: 0.6394 - top-5-accuracy: 0.8948
+
+
+```
+
+```
+
+ 17/176 [=>............................] - ETA: 27s - loss: 1.2572 - accuracy: 0.6392 - top-5-accuracy: 0.8952
+
+
+```
+
+```
+
+ 18/176 [==>...........................] - ETA: 27s - loss: 1.2563 - accuracy: 0.6411 - top-5-accuracy: 0.8963
+
+
+```
+
+```
+
+ 19/176 [==>...........................] - ETA: 27s - loss: 1.2566 - accuracy: 0.6394 - top-5-accuracy: 0.8968
+
+
+```
+
+```
+
+ 20/176 [==>...........................] - ETA: 27s - loss: 1.2477 - accuracy: 0.6408 - top-5-accuracy: 0.8979
+
+
+```
+
+```
+
+ 21/176 [==>...........................] - ETA: 26s - loss: 1.2474 - accuracy: 0.6397 - top-5-accuracy: 0.8986
+
+
+```
+
+```
+
+ 22/176 [==>...........................] - ETA: 26s - loss: 1.2476 - accuracy: 0.6388 - top-5-accuracy: 0.8983
+
+
+```
+
+```
+
+ 23/176 [==>...........................] - ETA: 26s - loss: 1.2529 - accuracy: 0.6372 - top-5-accuracy: 0.8972
+
+
+```
+
+```
+
+ 24/176 [===>..........................] - ETA: 26s - loss: 1.2504 - accuracy: 0.6380 - top-5-accuracy: 0.8986
+
+
+```
+
+```
+
+ 25/176 [===>..........................] - ETA: 26s - loss: 1.2462 - accuracy: 0.6389 - top-5-accuracy: 0.8992
+
+
+```
+
+```
+
+ 26/176 [===>..........................] - ETA: 25s - loss: 1.2532 - accuracy: 0.6357 - top-5-accuracy: 0.8995
+
+
+```
+
+```
+
+ 27/176 [===>..........................] - ETA: 25s - loss: 1.2581 - accuracy: 0.6356 - top-5-accuracy: 0.8989
+
+
+```
+
+```
+
+ 28/176 [===>..........................] - ETA: 25s - loss: 1.2629 - accuracy: 0.6338 - top-5-accuracy: 0.8989
+
+
+```
+
+```
+
+ 29/176 [===>..........................] - ETA: 25s - loss: 1.2697 - accuracy: 0.6313 - top-5-accuracy: 0.8968
+
+
+```
+
+```
+
+ 30/176 [====>.........................] - ETA: 25s - loss: 1.2642 - accuracy: 0.6339 - top-5-accuracy: 0.8973
+
+
+```
+
+```
+
+ 31/176 [====>.........................] - ETA: 25s - loss: 1.2644 - accuracy: 0.6347 - top-5-accuracy: 0.8971
+
+
+```
+
+```
+
+ 32/176 [====>.........................] - ETA: 24s - loss: 1.2707 - accuracy: 0.6332 - top-5-accuracy: 0.8960
+
+
+```
+
+```
+
+ 33/176 [====>.........................] - ETA: 24s - loss: 1.2741 - accuracy: 0.6340 - top-5-accuracy: 0.8952
+
+
+```
+
+```
+
+ 34/176 [====>.........................] - ETA: 24s - loss: 1.2726 - accuracy: 0.6338 - top-5-accuracy: 0.8950
+
+
+```
+
+```
+
+ 35/176 [====>.........................] - ETA: 24s - loss: 1.2709 - accuracy: 0.6353 - top-5-accuracy: 0.8948
+
+
+```
+
+```
+
+ 36/176 [=====>........................] - ETA: 24s - loss: 1.2734 - accuracy: 0.6339 - top-5-accuracy: 0.8944
+
+
+```
+
+```
+
+ 37/176 [=====>........................] - ETA: 24s - loss: 1.2785 - accuracy: 0.6327 - top-5-accuracy: 0.8943
+
+
+```
+
+```
+
+ 38/176 [=====>........................] - ETA: 23s - loss: 1.2809 - accuracy: 0.6326 - top-5-accuracy: 0.8941
+
+
+```
+
+```
+
+ 39/176 [=====>........................] - ETA: 23s - loss: 1.2804 - accuracy: 0.6323 - top-5-accuracy: 0.8942
+
+
+```
+
+```
+
+ 40/176 [=====>........................] - ETA: 23s - loss: 1.2842 - accuracy: 0.6321 - top-5-accuracy: 0.8936
+
+
+```
+
+```
+
+ 41/176 [=====>........................] - ETA: 23s - loss: 1.2822 - accuracy: 0.6322 - top-5-accuracy: 0.8940
+
+
+```
+
+```
+
+ 42/176 [======>.......................] - ETA: 23s - loss: 1.2841 - accuracy: 0.6316 - top-5-accuracy: 0.8937
+
+
+```
+
+```
+
+ 43/176 [======>.......................] - ETA: 23s - loss: 1.2879 - accuracy: 0.6303 - top-5-accuracy: 0.8934
+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
+ 48/176 [=======>......................] - ETA: 22s - loss: 1.2870 - accuracy: 0.6319 - top-5-accuracy: 0.8938
+
+
+```
+
+```
+
+ 49/176 [=======>......................] - ETA: 21s - loss: 1.2907 - accuracy: 0.6304 - top-5-accuracy: 0.8930
+
+
+```
+
+```
+
+ 50/176 [=======>......................] - ETA: 21s - loss: 1.2932 - accuracy: 0.6295 - top-5-accuracy: 0.8927
+
+
+```
+
+```
+
+ 51/176 [=======>......................] - ETA: 21s - loss: 1.2970 - accuracy: 0.6288 - top-5-accuracy: 0.8918
+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
+ 59/176 [=========>....................] - ETA: 20s - loss: 1.3024 - accuracy: 0.6255 - top-5-accuracy: 0.8914
+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
+ 65/176 [==========>...................] - ETA: 19s - loss: 1.3087 - accuracy: 0.6244 - top-5-accuracy: 0.8897
+
+
+```
+
+```
+
+ 66/176 [==========>...................] - ETA: 19s - loss: 1.3078 - accuracy: 0.6243 - top-5-accuracy: 0.8903
+
+
+```
+
+```
+
+ 67/176 [==========>...................] - ETA: 18s - loss: 1.3078 - accuracy: 0.6245 - top-5-accuracy: 0.8903
+
+
+```
+
+```
+
+ 68/176 [==========>...................] - ETA: 18s - loss: 1.3100 - accuracy: 0.6240 - top-5-accuracy: 0.8900
+
+
+```
+
+```
+
+ 69/176 [==========>...................] - ETA: 18s - loss: 1.3118 - accuracy: 0.6234 - top-5-accuracy: 0.8899
+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
+ 75/176 [===========>..................] - ETA: 17s - loss: 1.3155 - accuracy: 0.6228 - top-5-accuracy: 0.8897
+
+
+```
+
+```
+
+ 76/176 [===========>..................] - ETA: 17s - loss: 1.3170 - accuracy: 0.6225 - top-5-accuracy: 0.8896
+
+
+```
+
+```
+
+ 77/176 [============>.................] - ETA: 17s - loss: 1.3162 - accuracy: 0.6226 - top-5-accuracy: 0.8899
+
+
+```
+
+```
+
+ 78/176 [============>.................] - ETA: 16s - loss: 1.3157 - accuracy: 0.6226 - top-5-accuracy: 0.8900
+
+
+```
+
+```
+
+ 79/176 [============>.................] - ETA: 16s - loss: 1.3156 - accuracy: 0.6225 - top-5-accuracy: 0.8901
+
+
+```
+
+```
+
+ 80/176 [============>.................] - ETA: 16s - loss: 1.3174 - accuracy: 0.6219 - top-5-accuracy: 0.8900
+
+
+```
+
+```
+
+ 81/176 [============>.................] - ETA: 16s - loss: 1.3180 - accuracy: 0.6215 - top-5-accuracy: 0.8899
+
+
+```
+
+```
+
+ 82/176 [============>.................] - ETA: 16s - loss: 1.3201 - accuracy: 0.6212 - top-5-accuracy: 0.8893
+
+
+```
+
+```
+
+ 83/176 [=============>................] - ETA: 16s - loss: 1.3218 - accuracy: 0.6206 - top-5-accuracy: 0.8891
+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
+ 88/176 [==============>...............] - ETA: 15s - loss: 1.3231 - accuracy: 0.6200 - top-5-accuracy: 0.8891
+
+
+```
+
+```
+
+ 89/176 [==============>...............] - ETA: 15s - loss: 1.3239 - accuracy: 0.6200 - top-5-accuracy: 0.8891
+
+
+```
+
+```
+
+ 90/176 [==============>...............] - ETA: 14s - loss: 1.3254 - accuracy: 0.6197 - top-5-accuracy: 0.8890
+
+
+```
+
+```
+
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+
+
+```
+
+```
+
+ 92/176 [==============>...............] - ETA: 14s - loss: 1.3226 - accuracy: 0.6201 - top-5-accuracy: 0.8896
+
+
+```
+
+```
+
+ 93/176 [==============>...............] - ETA: 14s - loss: 1.3230 - accuracy: 0.6198 - top-5-accuracy: 0.8896
+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
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+```
+
+```
+
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+
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+```
+
+```
+
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+
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+```
+
+```
+
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+
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+```
+
+```
+
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+
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+```
+
+```
+
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+
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+```
+
+```
+
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+
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+```
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+```
+
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+
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+```
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+```
+
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+
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+```
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+```
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+
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+```
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+
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+```
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+```
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+
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+```
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+```
+
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+
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+```
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+```
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+
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+```
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+```
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+
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+
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+
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+
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+
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+```
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+
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+```
+
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+
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+```
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+
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+```
+
+```
+
+161/176 [==========================>...] - ETA: 2s - loss: 1.3430 - accuracy: 0.6135 - top-5-accuracy: 0.8873
+
+
+```
+
+```
+
+162/176 [==========================>...] - ETA: 2s - loss: 1.3430 - accuracy: 0.6137 - top-5-accuracy: 0.8872
+
+
+```
+
+```
+
+163/176 [==========================>...] - ETA: 2s - loss: 1.3443 - accuracy: 0.6134 - top-5-accuracy: 0.8871
+
+
+```
+
+```
+
+164/176 [==========================>...] - ETA: 2s - loss: 1.3445 - accuracy: 0.6133 - top-5-accuracy: 0.8871
+
+
+```
+
+```
+
+165/176 [===========================>..] - ETA: 1s - loss: 1.3453 - accuracy: 0.6130 - top-5-accuracy: 0.8872
+
+
+```
+
+```
+
+166/176 [===========================>..] - ETA: 1s - loss: 1.3453 - accuracy: 0.6129 - top-5-accuracy: 0.8873
+
+
+```
+
+```
+
+167/176 [===========================>..] - ETA: 1s - loss: 1.3461 - accuracy: 0.6130 - top-5-accuracy: 0.8871
+
+
+```
+
+```
+
+168/176 [===========================>..] - ETA: 1s - loss: 1.3456 - accuracy: 0.6130 - top-5-accuracy: 0.8872
+
+
+```
+
+```
+
+169/176 [===========================>..] - ETA: 1s - loss: 1.3464 - accuracy: 0.6128 - top-5-accuracy: 0.8872
+
+
+```
+
+```
+
+170/176 [===========================>..] - ETA: 1s - loss: 1.3470 - accuracy: 0.6127 - top-5-accuracy: 0.8870
+
+
+```
+
+```
+
+171/176 [============================>.] - ETA: 0s - loss: 1.3468 - accuracy: 0.6128 - top-5-accuracy: 0.8869
+
+
+```
+
+```
+
+172/176 [============================>.] - ETA: 0s - loss: 1.3471 - accuracy: 0.6126 - top-5-accuracy: 0.8869
+
+
+```
+
+```
+
+173/176 [============================>.] - ETA: 0s - loss: 1.3481 - accuracy: 0.6125 - top-5-accuracy: 0.8869
+
+
+```
+
+```
+
+174/176 [============================>.] - ETA: 0s - loss: 1.3482 - accuracy: 0.6126 - top-5-accuracy: 0.8869
+
+
+```
+
+```
+
+175/176 [============================>.] - ETA: 0s - loss: 1.3487 - accuracy: 0.6126 - top-5-accuracy: 0.8868
+
+
+```
+
+```
+
+176/176 [==============================] - ETA: 0s - loss: 1.3487 - accuracy: 0.6128 - top-5-accuracy: 0.8868
+
+
+```
+
+```
+
+176/176 [==============================] - 32s 180ms/step - loss: 1.3487 - accuracy: 0.6128 - top-5-accuracy: 0.8868 - val_loss: 1.7380 - val_accuracy: 0.5308 - val_top-5-accuracy: 0.8164
+
+
+
+```
+Epoch 48/50
+
+```
+
+
+ 1/176 [..............................] - ETA: 30s - loss: 1.1783 - accuracy: 0.6133 - top-5-accuracy: 0.9023
+
+
+```
+
+```
+
+ 2/176 [..............................] - ETA: 30s - loss: 1.2375 - accuracy: 0.6250 - top-5-accuracy: 0.8848
+
+
+```
+
+```
+
+ 3/176 [..............................] - ETA: 30s - loss: 1.2261 - accuracy: 0.6315 - top-5-accuracy: 0.8906
+
+
+```
+
+```
+
+ 4/176 [..............................] - ETA: 29s - loss: 1.2487 - accuracy: 0.6250 - top-5-accuracy: 0.8984
+
+
+```
+
+```
+
+ 5/176 [..............................] - ETA: 29s - loss: 1.2675 - accuracy: 0.6273 - top-5-accuracy: 0.8953
+
+
+```
+
+```
+
+ 6/176 [>.............................] - ETA: 29s - loss: 1.2839 - accuracy: 0.6302 - top-5-accuracy: 0.8919
+
+
+```
+
+```
+
+ 7/176 [>.............................] - ETA: 29s - loss: 1.2950 - accuracy: 0.6283 - top-5-accuracy: 0.8934
+
+
+```
+
+```
+
+ 8/176 [>.............................] - ETA: 29s - loss: 1.2963 - accuracy: 0.6313 - top-5-accuracy: 0.8960
+
+
+```
+
+```
+
+ 9/176 [>.............................] - ETA: 28s - loss: 1.2997 - accuracy: 0.6302 - top-5-accuracy: 0.8941
+
+
+```
+
+```
+
+ 10/176 [>.............................] - ETA: 28s - loss: 1.3076 - accuracy: 0.6273 - top-5-accuracy: 0.8918
+
+
+```
+
+```
+
+ 11/176 [>.............................] - ETA: 28s - loss: 1.3153 - accuracy: 0.6257 - top-5-accuracy: 0.8892
+
+
+```
+
+```
+
+ 12/176 [=>............................] - ETA: 28s - loss: 1.3045 - accuracy: 0.6273 - top-5-accuracy: 0.8910
+
+
+```
+
+```
+
+ 13/176 [=>............................] - ETA: 28s - loss: 1.3067 - accuracy: 0.6253 - top-5-accuracy: 0.8915
+
+
+```
+
+```
+
+ 14/176 [=>............................] - ETA: 28s - loss: 1.3064 - accuracy: 0.6250 - top-5-accuracy: 0.8917
+
+
+```
+
+```
+
+ 15/176 [=>............................] - ETA: 27s - loss: 1.2987 - accuracy: 0.6263 - top-5-accuracy: 0.8917
+
+
+```
+
+```
+
+ 16/176 [=>............................] - ETA: 27s - loss: 1.2960 - accuracy: 0.6267 - top-5-accuracy: 0.8906
+
+
+```
+
+```
+
+ 17/176 [=>............................] - ETA: 27s - loss: 1.2904 - accuracy: 0.6266 - top-5-accuracy: 0.8915
+
+
+```
+
+```
+
+ 18/176 [==>...........................] - ETA: 27s - loss: 1.2934 - accuracy: 0.6254 - top-5-accuracy: 0.8906
+
+
+```
+
+```
+
+ 19/176 [==>...........................] - ETA: 27s - loss: 1.2919 - accuracy: 0.6256 - top-5-accuracy: 0.8923
+
+
+```
+
+```
+
+ 20/176 [==>...........................] - ETA: 26s - loss: 1.2963 - accuracy: 0.6242 - top-5-accuracy: 0.8918
+
+
+```
+
+```
+
+ 21/176 [==>...........................] - ETA: 26s - loss: 1.3035 - accuracy: 0.6217 - top-5-accuracy: 0.8914
+
+
+```
+
+```
+
+ 22/176 [==>...........................] - ETA: 26s - loss: 1.3007 - accuracy: 0.6236 - top-5-accuracy: 0.8920
+
+
+```
+
+```
+
+ 23/176 [==>...........................] - ETA: 26s - loss: 1.3011 - accuracy: 0.6247 - top-5-accuracy: 0.8911
+
+
+```
+
+```
+
+ 24/176 [===>..........................] - ETA: 26s - loss: 1.3072 - accuracy: 0.6234 - top-5-accuracy: 0.8898
+
+
+```
+
+```
+
+ 25/176 [===>..........................] - ETA: 26s - loss: 1.3042 - accuracy: 0.6227 - top-5-accuracy: 0.8913
+
+
+```
+
+```
+
+ 26/176 [===>..........................] - ETA: 25s - loss: 1.2991 - accuracy: 0.6242 - top-5-accuracy: 0.8924
+
+
+```
+
+```
+
+ 27/176 [===>..........................] - ETA: 25s - loss: 1.2945 - accuracy: 0.6263 - top-5-accuracy: 0.8925
+
+
+```
+
+```
+
+ 28/176 [===>..........................] - ETA: 25s - loss: 1.2949 - accuracy: 0.6257 - top-5-accuracy: 0.8929
+
+
+```
+
+```
+
+ 29/176 [===>..........................] - ETA: 25s - loss: 1.2978 - accuracy: 0.6247 - top-5-accuracy: 0.8916
+
+
+```
+
+```
+
+ 30/176 [====>.........................] - ETA: 25s - loss: 1.2988 - accuracy: 0.6236 - top-5-accuracy: 0.8915
+
+
+```
+
+```
+
+ 31/176 [====>.........................] - ETA: 25s - loss: 1.2973 - accuracy: 0.6235 - top-5-accuracy: 0.8921
+
+
+```
+
+```
+
+ 32/176 [====>.........................] - ETA: 24s - loss: 1.2998 - accuracy: 0.6222 - top-5-accuracy: 0.8920
+
+
+```
+
+```
+
+ 33/176 [====>.........................] - ETA: 24s - loss: 1.2998 - accuracy: 0.6226 - top-5-accuracy: 0.8917
+
+
+```
+
+```
+
+ 34/176 [====>.........................] - ETA: 24s - loss: 1.3011 - accuracy: 0.6222 - top-5-accuracy: 0.8917
+
+
+```
+
+```
+
+ 35/176 [====>.........................] - ETA: 24s - loss: 1.2986 - accuracy: 0.6224 - top-5-accuracy: 0.8917
+
+
+```
+
+```
+
+ 36/176 [=====>........................] - ETA: 24s - loss: 1.3011 - accuracy: 0.6220 - top-5-accuracy: 0.8917
+
+
+```
+
+```
+
+ 37/176 [=====>........................] - ETA: 24s - loss: 1.2991 - accuracy: 0.6215 - top-5-accuracy: 0.8919
+
+
+```
+
+```
+
+ 38/176 [=====>........................] - ETA: 23s - loss: 1.2990 - accuracy: 0.6207 - top-5-accuracy: 0.8924
+
+
+```
+
+```
+
+ 39/176 [=====>........................] - ETA: 23s - loss: 1.2968 - accuracy: 0.6214 - top-5-accuracy: 0.8932
+
+
+```
+
+```
+
+ 40/176 [=====>........................] - ETA: 23s - loss: 1.2961 - accuracy: 0.6212 - top-5-accuracy: 0.8931
+
+
+```
+
+```
+
+ 41/176 [=====>........................] - ETA: 23s - loss: 1.2970 - accuracy: 0.6208 - top-5-accuracy: 0.8924
+
+
+```
+
+```
+
+ 42/176 [======>.......................] - ETA: 23s - loss: 1.2969 - accuracy: 0.6212 - top-5-accuracy: 0.8929
+
+
+```
+
+```
+
+ 43/176 [======>.......................] - ETA: 23s - loss: 1.2980 - accuracy: 0.6215 - top-5-accuracy: 0.8924
+
+
+```
+
+```
+
+ 44/176 [======>.......................] - ETA: 22s - loss: 1.2973 - accuracy: 0.6215 - top-5-accuracy: 0.8927
+
+
+```
+
+```
+
+ 45/176 [======>.......................] - ETA: 22s - loss: 1.2945 - accuracy: 0.6225 - top-5-accuracy: 0.8925
+
+
+```
+
+```
+
+ 46/176 [======>.......................] - ETA: 22s - loss: 1.2945 - accuracy: 0.6221 - top-5-accuracy: 0.8927
+
+
+```
+
+```
+
+ 47/176 [=======>......................] - ETA: 22s - loss: 1.2948 - accuracy: 0.6226 - top-5-accuracy: 0.8921
+
+
+```
+
+```
+
+ 48/176 [=======>......................] - ETA: 22s - loss: 1.2978 - accuracy: 0.6218 - top-5-accuracy: 0.8914
+
+
+```
+
+```
+
+ 49/176 [=======>......................] - ETA: 21s - loss: 1.2949 - accuracy: 0.6228 - top-5-accuracy: 0.8921
+
+
+```
+
+```
+
+ 50/176 [=======>......................] - ETA: 21s - loss: 1.2935 - accuracy: 0.6240 - top-5-accuracy: 0.8920
+
+
+```
+
+```
+
+ 51/176 [=======>......................] - ETA: 21s - loss: 1.2925 - accuracy: 0.6242 - top-5-accuracy: 0.8923
+
+
+```
+
+```
+
+ 52/176 [=======>......................] - ETA: 21s - loss: 1.2930 - accuracy: 0.6244 - top-5-accuracy: 0.8923
+
+
+```
+
+```
+
+ 53/176 [========>.....................] - ETA: 21s - loss: 1.2910 - accuracy: 0.6251 - top-5-accuracy: 0.8924
+
+
+```
+
+```
+
+ 54/176 [========>.....................] - ETA: 21s - loss: 1.2913 - accuracy: 0.6249 - top-5-accuracy: 0.8921
+
+
+```
+
+```
+
+ 55/176 [========>.....................] - ETA: 20s - loss: 1.2907 - accuracy: 0.6251 - top-5-accuracy: 0.8921
+
+
+```
+
+```
+
+ 56/176 [========>.....................] - ETA: 20s - loss: 1.2886 - accuracy: 0.6255 - top-5-accuracy: 0.8922
+
+
+```
+
+```
+
+ 57/176 [========>.....................] - ETA: 20s - loss: 1.2885 - accuracy: 0.6254 - top-5-accuracy: 0.8923
+
+
+```
+
+```
+
+ 58/176 [========>.....................] - ETA: 20s - loss: 1.2882 - accuracy: 0.6257 - top-5-accuracy: 0.8922
+
+
+```
+
+```
+
+ 59/176 [=========>....................] - ETA: 20s - loss: 1.2906 - accuracy: 0.6261 - top-5-accuracy: 0.8918
+
+
+```
+
+```
+
+ 60/176 [=========>....................] - ETA: 20s - loss: 1.2920 - accuracy: 0.6258 - top-5-accuracy: 0.8917
+
+
+```
+
+```
+
+ 61/176 [=========>....................] - ETA: 19s - loss: 1.2922 - accuracy: 0.6258 - top-5-accuracy: 0.8915
+
+
+```
+
+```
+
+ 62/176 [=========>....................] - ETA: 19s - loss: 1.2938 - accuracy: 0.6260 - top-5-accuracy: 0.8912
+
+
+```
+
+```
+
+ 63/176 [=========>....................] - ETA: 19s - loss: 1.2920 - accuracy: 0.6264 - top-5-accuracy: 0.8914
+
+
+```
+
+```
+
+ 64/176 [=========>....................] - ETA: 19s - loss: 1.2945 - accuracy: 0.6256 - top-5-accuracy: 0.8909
+
+
+```
+
+```
+
+ 65/176 [==========>...................] - ETA: 19s - loss: 1.2964 - accuracy: 0.6252 - top-5-accuracy: 0.8904
+
+
+```
+
+```
+
+ 66/176 [==========>...................] - ETA: 19s - loss: 1.2968 - accuracy: 0.6255 - top-5-accuracy: 0.8902
+
+
+```
+
+```
+
+ 67/176 [==========>...................] - ETA: 18s - loss: 1.2971 - accuracy: 0.6248 - top-5-accuracy: 0.8902
+
+
+```
+
+```
+
+ 68/176 [==========>...................] - ETA: 18s - loss: 1.2997 - accuracy: 0.6243 - top-5-accuracy: 0.8901
+
+
+```
+
+```
+
+ 69/176 [==========>...................] - ETA: 18s - loss: 1.3013 - accuracy: 0.6240 - top-5-accuracy: 0.8895
+
+
+```
+
+```
+
+ 70/176 [==========>...................] - ETA: 18s - loss: 1.2997 - accuracy: 0.6242 - top-5-accuracy: 0.8904
+
+
+```
+
+```
+
+ 71/176 [===========>..................] - ETA: 18s - loss: 1.3017 - accuracy: 0.6242 - top-5-accuracy: 0.8903
+
+
+```
+
+```
+
+ 72/176 [===========>..................] - ETA: 17s - loss: 1.3022 - accuracy: 0.6244 - top-5-accuracy: 0.8901
+
+
+```
+
+```
+
+ 73/176 [===========>..................] - ETA: 17s - loss: 1.3036 - accuracy: 0.6244 - top-5-accuracy: 0.8897
+
+
+```
+
+```
+
+ 74/176 [===========>..................] - ETA: 17s - loss: 1.3044 - accuracy: 0.6237 - top-5-accuracy: 0.8894
+
+
+```
+
+```
+
+ 75/176 [===========>..................] - ETA: 17s - loss: 1.3045 - accuracy: 0.6235 - top-5-accuracy: 0.8894
+
+
+```
+
+```
+
+ 76/176 [===========>..................] - ETA: 17s - loss: 1.3022 - accuracy: 0.6240 - top-5-accuracy: 0.8899
+
+
+```
+
+```
+
+ 77/176 [============>.................] - ETA: 17s - loss: 1.3023 - accuracy: 0.6239 - top-5-accuracy: 0.8896
+
+
+```
+
+```
+
+ 78/176 [============>.................] - ETA: 16s - loss: 1.3021 - accuracy: 0.6240 - top-5-accuracy: 0.8899
+
+
+```
+
+```
+
+ 79/176 [============>.................] - ETA: 16s - loss: 1.3014 - accuracy: 0.6240 - top-5-accuracy: 0.8902
+
+
+```
+
+```
+
+ 80/176 [============>.................] - ETA: 16s - loss: 1.2997 - accuracy: 0.6241 - top-5-accuracy: 0.8906
+
+
+```
+
+```
+
+ 81/176 [============>.................] - ETA: 16s - loss: 1.3000 - accuracy: 0.6238 - top-5-accuracy: 0.8905
+
+
+```
+
+```
+
+ 82/176 [============>.................] - ETA: 16s - loss: 1.3015 - accuracy: 0.6237 - top-5-accuracy: 0.8901
+
+
+```
+
+```
+
+ 83/176 [=============>................] - ETA: 16s - loss: 1.3018 - accuracy: 0.6235 - top-5-accuracy: 0.8901
+
+
+```
+
+```
+
+ 84/176 [=============>................] - ETA: 15s - loss: 1.3030 - accuracy: 0.6235 - top-5-accuracy: 0.8902
+
+
+```
+
+```
+
+ 85/176 [=============>................] - ETA: 15s - loss: 1.3028 - accuracy: 0.6233 - top-5-accuracy: 0.8901
+
+
+```
+
+```
+
+ 86/176 [=============>................] - ETA: 15s - loss: 1.3030 - accuracy: 0.6237 - top-5-accuracy: 0.8899
+
+
+```
+
+```
+
+ 87/176 [=============>................] - ETA: 15s - loss: 1.3037 - accuracy: 0.6238 - top-5-accuracy: 0.8902
+
+
+```
+
+```
+
+ 88/176 [==============>...............] - ETA: 15s - loss: 1.3026 - accuracy: 0.6235 - top-5-accuracy: 0.8905
+
+
+```
+
+```
+
+ 89/176 [==============>...............] - ETA: 15s - loss: 1.3028 - accuracy: 0.6235 - top-5-accuracy: 0.8904
+
+
+```
+
+```
+
+ 90/176 [==============>...............] - ETA: 14s - loss: 1.3030 - accuracy: 0.6231 - top-5-accuracy: 0.8904
+
+
+```
+
+```
+
+ 91/176 [==============>...............] - ETA: 14s - loss: 1.3042 - accuracy: 0.6228 - top-5-accuracy: 0.8903
+
+
+```
+
+```
+
+ 92/176 [==============>...............] - ETA: 14s - loss: 1.3050 - accuracy: 0.6227 - top-5-accuracy: 0.8900
+
+
+```
+
+```
+
+ 93/176 [==============>...............] - ETA: 14s - loss: 1.3041 - accuracy: 0.6230 - top-5-accuracy: 0.8900
+
+
+```
+
+```
+
+ 94/176 [===============>..............] - ETA: 14s - loss: 1.3034 - accuracy: 0.6233 - top-5-accuracy: 0.8901
+
+
+```
+
+```
+
+ 95/176 [===============>..............] - ETA: 14s - loss: 1.3030 - accuracy: 0.6234 - top-5-accuracy: 0.8900
+
+
+```
+
+```
+
+ 96/176 [===============>..............] - ETA: 13s - loss: 1.3040 - accuracy: 0.6230 - top-5-accuracy: 0.8898
+
+
+```
+
+```
+
+ 97/176 [===============>..............] - ETA: 13s - loss: 1.3056 - accuracy: 0.6230 - top-5-accuracy: 0.8897
+
+
+```
+
+```
+
+ 98/176 [===============>..............] - ETA: 13s - loss: 1.3065 - accuracy: 0.6222 - top-5-accuracy: 0.8899
+
+
+```
+
+```
+
+ 99/176 [===============>..............] - ETA: 13s - loss: 1.3063 - accuracy: 0.6226 - top-5-accuracy: 0.8899
+
+
+```
+
+```
+
+100/176 [================>.............] - ETA: 13s - loss: 1.3080 - accuracy: 0.6220 - top-5-accuracy: 0.8898
+
+
+```
+
+```
+
+101/176 [================>.............] - ETA: 12s - loss: 1.3080 - accuracy: 0.6221 - top-5-accuracy: 0.8898
+
+
+```
+
+```
+
+102/176 [================>.............] - ETA: 12s - loss: 1.3084 - accuracy: 0.6221 - top-5-accuracy: 0.8896
+
+
+```
+
+```
+
+103/176 [================>.............] - ETA: 12s - loss: 1.3082 - accuracy: 0.6220 - top-5-accuracy: 0.8900
+
+
+```
+
+```
+
+104/176 [================>.............] - ETA: 12s - loss: 1.3095 - accuracy: 0.6215 - top-5-accuracy: 0.8900
+
+
+```
+
+```
+
+105/176 [================>.............] - ETA: 12s - loss: 1.3128 - accuracy: 0.6211 - top-5-accuracy: 0.8896
+
+
+```
+
+```
+
+106/176 [=================>............] - ETA: 12s - loss: 1.3149 - accuracy: 0.6207 - top-5-accuracy: 0.8894
+
+
+```
+
+```
+
+107/176 [=================>............] - ETA: 11s - loss: 1.3156 - accuracy: 0.6205 - top-5-accuracy: 0.8896
+
+
+```
+
+```
+
+108/176 [=================>............] - ETA: 11s - loss: 1.3143 - accuracy: 0.6207 - top-5-accuracy: 0.8897
+
+
+```
+
+```
+
+109/176 [=================>............] - ETA: 11s - loss: 1.3155 - accuracy: 0.6206 - top-5-accuracy: 0.8894
+
+
+```
+
+```
+
+110/176 [=================>............] - ETA: 11s - loss: 1.3151 - accuracy: 0.6208 - top-5-accuracy: 0.8896
+
+
+```
+
+```
+
+111/176 [=================>............] - ETA: 11s - loss: 1.3160 - accuracy: 0.6204 - top-5-accuracy: 0.8894
+
+
+```
+
+```
+
+112/176 [==================>...........] - ETA: 11s - loss: 1.3153 - accuracy: 0.6207 - top-5-accuracy: 0.8895
+
+
+```
+
+```
+
+113/176 [==================>...........] - ETA: 10s - loss: 1.3159 - accuracy: 0.6204 - top-5-accuracy: 0.8893
+
+
+```
+
+```
+
+114/176 [==================>...........] - ETA: 10s - loss: 1.3154 - accuracy: 0.6207 - top-5-accuracy: 0.8895
+
+
+```
+
+```
+
+115/176 [==================>...........] - ETA: 10s - loss: 1.3144 - accuracy: 0.6211 - top-5-accuracy: 0.8897
+
+
+```
+
+```
+
+116/176 [==================>...........] - ETA: 10s - loss: 1.3149 - accuracy: 0.6210 - top-5-accuracy: 0.8895
+
+
+```
+
+```
+
+117/176 [==================>...........] - ETA: 10s - loss: 1.3147 - accuracy: 0.6211 - top-5-accuracy: 0.8894
+
+
+```
+
+```
+
+118/176 [===================>..........] - ETA: 10s - loss: 1.3152 - accuracy: 0.6209 - top-5-accuracy: 0.8894
+
+
+```
+
+```
+
+119/176 [===================>..........] - ETA: 9s - loss: 1.3160 - accuracy: 0.6207 - top-5-accuracy: 0.8892
+
+
+```
+
+```
+
+120/176 [===================>..........] - ETA: 9s - loss: 1.3175 - accuracy: 0.6202 - top-5-accuracy: 0.8889
+
+
+```
+
+```
+
+121/176 [===================>..........] - ETA: 9s - loss: 1.3179 - accuracy: 0.6201 - top-5-accuracy: 0.8889
+
+
+```
+
+```
+
+122/176 [===================>..........] - ETA: 9s - loss: 1.3196 - accuracy: 0.6200 - top-5-accuracy: 0.8885
+
+
+```
+
+```
+
+123/176 [===================>..........] - ETA: 9s - loss: 1.3193 - accuracy: 0.6200 - top-5-accuracy: 0.8885
+
+
+```
+
+```
+
+124/176 [====================>.........] - ETA: 8s - loss: 1.3203 - accuracy: 0.6198 - top-5-accuracy: 0.8884
+
+
+```
+
+```
+
+125/176 [====================>.........] - ETA: 8s - loss: 1.3207 - accuracy: 0.6197 - top-5-accuracy: 0.8882
+
+
+```
+
+```
+
+126/176 [====================>.........] - ETA: 8s - loss: 1.3230 - accuracy: 0.6192 - top-5-accuracy: 0.8879
+
+
+```
+
+```
+
+127/176 [====================>.........] - ETA: 8s - loss: 1.3236 - accuracy: 0.6191 - top-5-accuracy: 0.8878
+
+
+```
+
+```
+
+128/176 [====================>.........] - ETA: 8s - loss: 1.3240 - accuracy: 0.6192 - top-5-accuracy: 0.8878
+
+
+```
+
+```
+
+129/176 [====================>.........] - ETA: 8s - loss: 1.3238 - accuracy: 0.6194 - top-5-accuracy: 0.8878
+
+
+```
+
+```
+
+130/176 [=====================>........] - ETA: 7s - loss: 1.3243 - accuracy: 0.6192 - top-5-accuracy: 0.8878
+
+
+```
+
+```
+
+131/176 [=====================>........] - ETA: 7s - loss: 1.3245 - accuracy: 0.6194 - top-5-accuracy: 0.8876
+
+
+```
+
+```
+
+132/176 [=====================>........] - ETA: 7s - loss: 1.3237 - accuracy: 0.6199 - top-5-accuracy: 0.8878
+
+
+```
+
+```
+
+133/176 [=====================>........] - ETA: 7s - loss: 1.3236 - accuracy: 0.6200 - top-5-accuracy: 0.8878
+
+
+```
+
+```
+
+134/176 [=====================>........] - ETA: 7s - loss: 1.3229 - accuracy: 0.6204 - top-5-accuracy: 0.8877
+
+
+```
+
+```
+
+135/176 [======================>.......] - ETA: 7s - loss: 1.3228 - accuracy: 0.6202 - top-5-accuracy: 0.8876
+
+
+```
+
+```
+
+136/176 [======================>.......] - ETA: 6s - loss: 1.3214 - accuracy: 0.6206 - top-5-accuracy: 0.8878
+
+
+```
+
+```
+
+137/176 [======================>.......] - ETA: 6s - loss: 1.3232 - accuracy: 0.6202 - top-5-accuracy: 0.8876
+
+
+```
+
+```
+
+138/176 [======================>.......] - ETA: 6s - loss: 1.3236 - accuracy: 0.6199 - top-5-accuracy: 0.8874
+
+
+```
+
+```
+
+139/176 [======================>.......] - ETA: 6s - loss: 1.3232 - accuracy: 0.6198 - top-5-accuracy: 0.8876
+
+
+```
+
+```
+
+140/176 [======================>.......] - ETA: 6s - loss: 1.3237 - accuracy: 0.6197 - top-5-accuracy: 0.8875
+
+
+```
+
+```
+
+141/176 [=======================>......] - ETA: 6s - loss: 1.3243 - accuracy: 0.6194 - top-5-accuracy: 0.8874
+
+
+```
+
+```
+
+142/176 [=======================>......] - ETA: 5s - loss: 1.3243 - accuracy: 0.6196 - top-5-accuracy: 0.8874
+
+
+```
+
+```
+
+143/176 [=======================>......] - ETA: 5s - loss: 1.3241 - accuracy: 0.6197 - top-5-accuracy: 0.8875
+
+
+```
+
+```
+
+144/176 [=======================>......] - ETA: 5s - loss: 1.3235 - accuracy: 0.6199 - top-5-accuracy: 0.8875
+
+
+```
+
+```
+
+145/176 [=======================>......] - ETA: 5s - loss: 1.3245 - accuracy: 0.6197 - top-5-accuracy: 0.8871
+
+
+```
+
+```
+
+146/176 [=======================>......] - ETA: 5s - loss: 1.3250 - accuracy: 0.6196 - top-5-accuracy: 0.8869
+
+
+```
+
+```
+
+147/176 [========================>.....] - ETA: 5s - loss: 1.3256 - accuracy: 0.6194 - top-5-accuracy: 0.8868
+
+
+```
+
+```
+
+148/176 [========================>.....] - ETA: 4s - loss: 1.3249 - accuracy: 0.6196 - top-5-accuracy: 0.8871
+
+
+```
+
+```
+
+149/176 [========================>.....] - ETA: 4s - loss: 1.3251 - accuracy: 0.6194 - top-5-accuracy: 0.8870
+
+
+```
+
+```
+
+150/176 [========================>.....] - ETA: 4s - loss: 1.3247 - accuracy: 0.6195 - top-5-accuracy: 0.8869
+
+
+```
+
+```
+
+151/176 [========================>.....] - ETA: 4s - loss: 1.3258 - accuracy: 0.6191 - top-5-accuracy: 0.8868
+
+
+```
+
+```
+
+152/176 [========================>.....] - ETA: 4s - loss: 1.3265 - accuracy: 0.6189 - top-5-accuracy: 0.8867
+
+
+```
+
+```
+
+153/176 [=========================>....] - ETA: 3s - loss: 1.3273 - accuracy: 0.6185 - top-5-accuracy: 0.8866
+
+
+```
+
+```
+
+154/176 [=========================>....] - ETA: 3s - loss: 1.3271 - accuracy: 0.6183 - top-5-accuracy: 0.8867
+
+
+```
+
+```
+
+155/176 [=========================>....] - ETA: 3s - loss: 1.3265 - accuracy: 0.6185 - top-5-accuracy: 0.8867
+
+
+```
+
+```
+
+156/176 [=========================>....] - ETA: 3s - loss: 1.3279 - accuracy: 0.6184 - top-5-accuracy: 0.8864
+
+
+```
+
+```
+
+157/176 [=========================>....] - ETA: 3s - loss: 1.3281 - accuracy: 0.6181 - top-5-accuracy: 0.8863
+
+
+```
+
+```
+
+158/176 [=========================>....] - ETA: 3s - loss: 1.3278 - accuracy: 0.6183 - top-5-accuracy: 0.8864
+
+
+```
+
+```
+
+159/176 [==========================>...] - ETA: 2s - loss: 1.3281 - accuracy: 0.6182 - top-5-accuracy: 0.8862
+
+
+```
+
+```
+
+160/176 [==========================>...] - ETA: 2s - loss: 1.3275 - accuracy: 0.6185 - top-5-accuracy: 0.8865
+
+
+```
+
+```
+
+161/176 [==========================>...] - ETA: 2s - loss: 1.3280 - accuracy: 0.6185 - top-5-accuracy: 0.8863
+
+
+```
+
+```
+
+162/176 [==========================>...] - ETA: 2s - loss: 1.3288 - accuracy: 0.6183 - top-5-accuracy: 0.8860
+
+
+```
+
+```
+
+163/176 [==========================>...] - ETA: 2s - loss: 1.3284 - accuracy: 0.6184 - top-5-accuracy: 0.8861
+
+
+```
+
+```
+
+164/176 [==========================>...] - ETA: 2s - loss: 1.3283 - accuracy: 0.6184 - top-5-accuracy: 0.8861
+
+
+```
+
+```
+
+165/176 [===========================>..] - ETA: 1s - loss: 1.3290 - accuracy: 0.6183 - top-5-accuracy: 0.8859
+
+
+```
+
+```
+
+166/176 [===========================>..] - ETA: 1s - loss: 1.3285 - accuracy: 0.6183 - top-5-accuracy: 0.8859
+
+
+```
+
+```
+
+167/176 [===========================>..] - ETA: 1s - loss: 1.3290 - accuracy: 0.6181 - top-5-accuracy: 0.8859
+
+
+```
+
+```
+
+168/176 [===========================>..] - ETA: 1s - loss: 1.3281 - accuracy: 0.6183 - top-5-accuracy: 0.8860
+
+
+```
+
+```
+
+169/176 [===========================>..] - ETA: 1s - loss: 1.3277 - accuracy: 0.6184 - top-5-accuracy: 0.8860
+
+
+```
+
+```
+
+170/176 [===========================>..] - ETA: 1s - loss: 1.3279 - accuracy: 0.6185 - top-5-accuracy: 0.8859
+
+
+```
+
+```
+
+171/176 [============================>.] - ETA: 0s - loss: 1.3277 - accuracy: 0.6184 - top-5-accuracy: 0.8858
+
+
+```
+
+```
+
+172/176 [============================>.] - ETA: 0s - loss: 1.3288 - accuracy: 0.6182 - top-5-accuracy: 0.8856
+
+
+```
+
+```
+
+173/176 [============================>.] - ETA: 0s - loss: 1.3287 - accuracy: 0.6179 - top-5-accuracy: 0.8857
+
+
+```
+
+```
+
+174/176 [============================>.] - ETA: 0s - loss: 1.3282 - accuracy: 0.6183 - top-5-accuracy: 0.8857
+
+
+```
+
+```
+
+175/176 [============================>.] - ETA: 0s - loss: 1.3273 - accuracy: 0.6186 - top-5-accuracy: 0.8859
+
+
+```
+
+```
+
+176/176 [==============================] - ETA: 0s - loss: 1.3270 - accuracy: 0.6186 - top-5-accuracy: 0.8860
+
+
+```
+
+```
+
+176/176 [==============================] - 32s 180ms/step - loss: 1.3270 - accuracy: 0.6186 - top-5-accuracy: 0.8860 - val_loss: 1.7615 - val_accuracy: 0.5286 - val_top-5-accuracy: 0.8202
+
+
+
+```
+Epoch 49/50
+
+```
+
+
+ 1/176 [..............................] - ETA: 30s - loss: 1.1171 - accuracy: 0.6914 - top-5-accuracy: 0.8906
+
+
+```
+
+```
+
+ 2/176 [..............................] - ETA: 30s - loss: 1.2162 - accuracy: 0.6602 - top-5-accuracy: 0.8965
+
+
+```
+
+```
+
+ 3/176 [..............................] - ETA: 29s - loss: 1.2216 - accuracy: 0.6549 - top-5-accuracy: 0.8971
+
+
+```
+
+```
+
+ 4/176 [..............................] - ETA: 29s - loss: 1.2102 - accuracy: 0.6553 - top-5-accuracy: 0.9033
+
+
+```
+
+```
+
+ 5/176 [..............................] - ETA: 29s - loss: 1.2147 - accuracy: 0.6609 - top-5-accuracy: 0.9008
+
+
+```
+
+```
+
+ 6/176 [>.............................] - ETA: 29s - loss: 1.2261 - accuracy: 0.6576 - top-5-accuracy: 0.9030
+
+
+```
+
+```
+
+ 7/176 [>.............................] - ETA: 29s - loss: 1.2322 - accuracy: 0.6523 - top-5-accuracy: 0.9023
+
+
+```
+
+```
+
+ 8/176 [>.............................] - ETA: 29s - loss: 1.2183 - accuracy: 0.6548 - top-5-accuracy: 0.9048
+
+
+```
+
+```
+
+ 9/176 [>.............................] - ETA: 28s - loss: 1.2421 - accuracy: 0.6463 - top-5-accuracy: 0.9054
+
+
+```
+
+```
+
+ 10/176 [>.............................] - ETA: 28s - loss: 1.2503 - accuracy: 0.6445 - top-5-accuracy: 0.9047
+
+
+```
+
+```
+
+ 11/176 [>.............................] - ETA: 28s - loss: 1.2266 - accuracy: 0.6488 - top-5-accuracy: 0.9084
+
+
+```
+
+```
+
+ 12/176 [=>............................] - ETA: 28s - loss: 1.2174 - accuracy: 0.6491 - top-5-accuracy: 0.9108
+
+
+```
+
+```
+
+ 13/176 [=>............................] - ETA: 28s - loss: 1.2161 - accuracy: 0.6505 - top-5-accuracy: 0.9102
+
+
+```
+
+```
+
+ 14/176 [=>............................] - ETA: 28s - loss: 1.2195 - accuracy: 0.6509 - top-5-accuracy: 0.9079
+
+
+```
+
+```
+
+ 15/176 [=>............................] - ETA: 27s - loss: 1.2224 - accuracy: 0.6482 - top-5-accuracy: 0.9068
+
+
+```
+
+```
+
+ 16/176 [=>............................] - ETA: 27s - loss: 1.2120 - accuracy: 0.6499 - top-5-accuracy: 0.9084
+
+
+```
+
+```
+
+ 17/176 [=>............................] - ETA: 27s - loss: 1.2124 - accuracy: 0.6496 - top-5-accuracy: 0.9083
+
+
+```
+
+```
+
+ 18/176 [==>...........................] - ETA: 27s - loss: 1.2119 - accuracy: 0.6506 - top-5-accuracy: 0.9093
+
+
+```
+
+```
+
+ 19/176 [==>...........................] - ETA: 27s - loss: 1.2160 - accuracy: 0.6513 - top-5-accuracy: 0.9079
+
+
+```
+
+```
+
+ 20/176 [==>...........................] - ETA: 27s - loss: 1.2259 - accuracy: 0.6492 - top-5-accuracy: 0.9062
+
+
+```
+
+```
+
+ 21/176 [==>...........................] - ETA: 26s - loss: 1.2252 - accuracy: 0.6497 - top-5-accuracy: 0.9055
+
+
+```
+
+```
+
+ 22/176 [==>...........................] - ETA: 26s - loss: 1.2233 - accuracy: 0.6479 - top-5-accuracy: 0.9055
+
+
+```
+
+```
+
+ 23/176 [==>...........................] - ETA: 26s - loss: 1.2241 - accuracy: 0.6484 - top-5-accuracy: 0.9057
+
+
+```
+
+```
+
+ 24/176 [===>..........................] - ETA: 26s - loss: 1.2192 - accuracy: 0.6489 - top-5-accuracy: 0.9064
+
+
+```
+
+```
+
+ 25/176 [===>..........................] - ETA: 26s - loss: 1.2218 - accuracy: 0.6481 - top-5-accuracy: 0.9059
+
+
+```
+
+```
+
+ 26/176 [===>..........................] - ETA: 25s - loss: 1.2208 - accuracy: 0.6477 - top-5-accuracy: 0.9066
+
+
+```
+
+```
+
+ 27/176 [===>..........................] - ETA: 25s - loss: 1.2212 - accuracy: 0.6468 - top-5-accuracy: 0.9061
+
+
+```
+
+```
+
+ 28/176 [===>..........................] - ETA: 25s - loss: 1.2228 - accuracy: 0.6462 - top-5-accuracy: 0.9060
+
+
+```
+
+```
+
+ 29/176 [===>..........................] - ETA: 25s - loss: 1.2229 - accuracy: 0.6463 - top-5-accuracy: 0.9061
+
+
+```
+
+```
+
+ 30/176 [====>.........................] - ETA: 25s - loss: 1.2202 - accuracy: 0.6471 - top-5-accuracy: 0.9069
+
+
+```
+
+```
+
+ 31/176 [====>.........................] - ETA: 25s - loss: 1.2215 - accuracy: 0.6471 - top-5-accuracy: 0.9069
+
+
+```
+
+```
+
+ 32/176 [====>.........................] - ETA: 24s - loss: 1.2241 - accuracy: 0.6472 - top-5-accuracy: 0.9058
+
+
+```
+
+```
+
+ 33/176 [====>.........................] - ETA: 24s - loss: 1.2258 - accuracy: 0.6463 - top-5-accuracy: 0.9059
+
+
+```
+
+```
+
+ 34/176 [====>.........................] - ETA: 24s - loss: 1.2254 - accuracy: 0.6463 - top-5-accuracy: 0.9058
+
+
+```
+
+```
+
+ 35/176 [====>.........................] - ETA: 24s - loss: 1.2295 - accuracy: 0.6449 - top-5-accuracy: 0.9056
+
+
+```
+
+```
+
+ 36/176 [=====>........................] - ETA: 24s - loss: 1.2331 - accuracy: 0.6431 - top-5-accuracy: 0.9056
+
+
+```
+
+```
+
+ 37/176 [=====>........................] - ETA: 24s - loss: 1.2346 - accuracy: 0.6422 - top-5-accuracy: 0.9053
+
+
+```
+
+```
+
+ 38/176 [=====>........................] - ETA: 23s - loss: 1.2359 - accuracy: 0.6413 - top-5-accuracy: 0.9048
+
+
+```
+
+```
+
+ 39/176 [=====>........................] - ETA: 23s - loss: 1.2349 - accuracy: 0.6412 - top-5-accuracy: 0.9051
+
+
+```
+
+```
+
+ 40/176 [=====>........................] - ETA: 23s - loss: 1.2346 - accuracy: 0.6409 - top-5-accuracy: 0.9055
+
+
+```
+
+```
+
+ 41/176 [=====>........................] - ETA: 23s - loss: 1.2388 - accuracy: 0.6402 - top-5-accuracy: 0.9045
+
+
+```
+
+```
+
+ 42/176 [======>.......................] - ETA: 23s - loss: 1.2398 - accuracy: 0.6403 - top-5-accuracy: 0.9040
+
+
+```
+
+```
+
+ 43/176 [======>.......................] - ETA: 23s - loss: 1.2420 - accuracy: 0.6403 - top-5-accuracy: 0.9033
+
+
+```
+
+```
+
+ 44/176 [======>.......................] - ETA: 22s - loss: 1.2438 - accuracy: 0.6399 - top-5-accuracy: 0.9031
+
+
+```
+
+```
+
+ 45/176 [======>.......................] - ETA: 22s - loss: 1.2475 - accuracy: 0.6389 - top-5-accuracy: 0.9020
+
+
+```
+
+```
+
+ 46/176 [======>.......................] - ETA: 22s - loss: 1.2466 - accuracy: 0.6395 - top-5-accuracy: 0.9019
+
+
+```
+
+```
+
+ 47/176 [=======>......................] - ETA: 22s - loss: 1.2440 - accuracy: 0.6399 - top-5-accuracy: 0.9023
+
+
+```
+
+```
+
+ 48/176 [=======>......................] - ETA: 22s - loss: 1.2474 - accuracy: 0.6399 - top-5-accuracy: 0.9023
+
+
+```
+
+```
+
+ 49/176 [=======>......................] - ETA: 22s - loss: 1.2495 - accuracy: 0.6400 - top-5-accuracy: 0.9017
+
+
+```
+
+```
+
+ 50/176 [=======>......................] - ETA: 21s - loss: 1.2543 - accuracy: 0.6389 - top-5-accuracy: 0.9008
+
+
+```
+
+```
+
+ 51/176 [=======>......................] - ETA: 21s - loss: 1.2545 - accuracy: 0.6386 - top-5-accuracy: 0.9007
+
+
+```
+
+```
+
+ 52/176 [=======>......................] - ETA: 21s - loss: 1.2565 - accuracy: 0.6381 - top-5-accuracy: 0.9002
+
+
+```
+
+```
+
+ 53/176 [========>.....................] - ETA: 21s - loss: 1.2611 - accuracy: 0.6364 - top-5-accuracy: 0.8995
+
+
+```
+
+```
+
+ 54/176 [========>.....................] - ETA: 21s - loss: 1.2600 - accuracy: 0.6365 - top-5-accuracy: 0.8999
+
+
+```
+
+```
+
+ 55/176 [========>.....................] - ETA: 20s - loss: 1.2607 - accuracy: 0.6374 - top-5-accuracy: 0.8997
+
+
+```
+
+```
+
+ 56/176 [========>.....................] - ETA: 20s - loss: 1.2617 - accuracy: 0.6376 - top-5-accuracy: 0.8995
+
+
+```
+
+```
+
+ 57/176 [========>.....................] - ETA: 20s - loss: 1.2616 - accuracy: 0.6381 - top-5-accuracy: 0.8995
+
+
+```
+
+```
+
+ 58/176 [========>.....................] - ETA: 20s - loss: 1.2624 - accuracy: 0.6381 - top-5-accuracy: 0.8992
+
+
+```
+
+```
+
+ 59/176 [=========>....................] - ETA: 20s - loss: 1.2637 - accuracy: 0.6379 - top-5-accuracy: 0.8983
+
+
+```
+
+```
+
+ 60/176 [=========>....................] - ETA: 20s - loss: 1.2654 - accuracy: 0.6376 - top-5-accuracy: 0.8981
+
+
+```
+
+```
+
+ 61/176 [=========>....................] - ETA: 19s - loss: 1.2666 - accuracy: 0.6372 - top-5-accuracy: 0.8983
+
+
+```
+
+```
+
+ 62/176 [=========>....................] - ETA: 19s - loss: 1.2696 - accuracy: 0.6366 - top-5-accuracy: 0.8980
+
+
+```
+
+```
+
+ 63/176 [=========>....................] - ETA: 19s - loss: 1.2711 - accuracy: 0.6360 - top-5-accuracy: 0.8983
+
+
+```
+
+```
+
+ 64/176 [=========>....................] - ETA: 19s - loss: 1.2724 - accuracy: 0.6355 - top-5-accuracy: 0.8981
+
+
+```
+
+```
+
+ 65/176 [==========>...................] - ETA: 19s - loss: 1.2714 - accuracy: 0.6356 - top-5-accuracy: 0.8979
+
+
+```
+
+```
+
+ 66/176 [==========>...................] - ETA: 19s - loss: 1.2700 - accuracy: 0.6361 - top-5-accuracy: 0.8980
+
+
+```
+
+```
+
+ 67/176 [==========>...................] - ETA: 18s - loss: 1.2688 - accuracy: 0.6365 - top-5-accuracy: 0.8983
+
+
+```
+
+```
+
+ 68/176 [==========>...................] - ETA: 18s - loss: 1.2719 - accuracy: 0.6361 - top-5-accuracy: 0.8979
+
+
+```
+
+```
+
+ 69/176 [==========>...................] - ETA: 18s - loss: 1.2710 - accuracy: 0.6362 - top-5-accuracy: 0.8979
+
+
+```
+
+```
+
+ 70/176 [==========>...................] - ETA: 18s - loss: 1.2717 - accuracy: 0.6359 - top-5-accuracy: 0.8975
+
+
+```
+
+```
+
+ 71/176 [===========>..................] - ETA: 18s - loss: 1.2719 - accuracy: 0.6359 - top-5-accuracy: 0.8969
+
+
+```
+
+```
+
+ 72/176 [===========>..................] - ETA: 18s - loss: 1.2708 - accuracy: 0.6362 - top-5-accuracy: 0.8972
+
+
+```
+
+```
+
+ 73/176 [===========>..................] - ETA: 17s - loss: 1.2708 - accuracy: 0.6355 - top-5-accuracy: 0.8970
+
+
+```
+
+```
+
+ 74/176 [===========>..................] - ETA: 17s - loss: 1.2720 - accuracy: 0.6353 - top-5-accuracy: 0.8967
+
+
+```
+
+```
+
+ 75/176 [===========>..................] - ETA: 17s - loss: 1.2706 - accuracy: 0.6353 - top-5-accuracy: 0.8968
+
+
+```
+
+```
+
+ 76/176 [===========>..................] - ETA: 17s - loss: 1.2705 - accuracy: 0.6354 - top-5-accuracy: 0.8969
+
+
+```
+
+```
+
+ 77/176 [============>.................] - ETA: 17s - loss: 1.2707 - accuracy: 0.6351 - top-5-accuracy: 0.8970
+
+
+```
+
+```
+
+ 78/176 [============>.................] - ETA: 16s - loss: 1.2719 - accuracy: 0.6348 - top-5-accuracy: 0.8971
+
+
+```
+
+```
+
+ 79/176 [============>.................] - ETA: 16s - loss: 1.2715 - accuracy: 0.6344 - top-5-accuracy: 0.8973
+
+
+```
+
+```
+
+ 80/176 [============>.................] - ETA: 16s - loss: 1.2722 - accuracy: 0.6341 - top-5-accuracy: 0.8975
+
+
+```
+
+```
+
+ 81/176 [============>.................] - ETA: 16s - loss: 1.2745 - accuracy: 0.6336 - top-5-accuracy: 0.8973
+
+
+```
+
+```
+
+ 82/176 [============>.................] - ETA: 16s - loss: 1.2743 - accuracy: 0.6335 - top-5-accuracy: 0.8974
+
+
+```
+
+```
+
+ 83/176 [=============>................] - ETA: 16s - loss: 1.2736 - accuracy: 0.6335 - top-5-accuracy: 0.8975
+
+
+```
+
+```
+
+ 84/176 [=============>................] - ETA: 15s - loss: 1.2744 - accuracy: 0.6333 - top-5-accuracy: 0.8975
+
+
+```
+
+```
+
+ 85/176 [=============>................] - ETA: 15s - loss: 1.2736 - accuracy: 0.6335 - top-5-accuracy: 0.8975
+
+
+```
+
+```
+
+ 86/176 [=============>................] - ETA: 15s - loss: 1.2739 - accuracy: 0.6334 - top-5-accuracy: 0.8974
+
+
+```
+
+```
+
+ 87/176 [=============>................] - ETA: 15s - loss: 1.2747 - accuracy: 0.6330 - top-5-accuracy: 0.8974
+
+
+```
+
+```
+
+ 88/176 [==============>...............] - ETA: 15s - loss: 1.2761 - accuracy: 0.6329 - top-5-accuracy: 0.8973
+
+
+```
+
+```
+
+ 89/176 [==============>...............] - ETA: 15s - loss: 1.2757 - accuracy: 0.6329 - top-5-accuracy: 0.8973
+
+
+```
+
+```
+
+ 90/176 [==============>...............] - ETA: 14s - loss: 1.2765 - accuracy: 0.6326 - top-5-accuracy: 0.8974
+
+
+```
+
+```
+
+ 91/176 [==============>...............] - ETA: 14s - loss: 1.2757 - accuracy: 0.6329 - top-5-accuracy: 0.8977
+
+
+```
+
+```
+
+ 92/176 [==============>...............] - ETA: 14s - loss: 1.2748 - accuracy: 0.6332 - top-5-accuracy: 0.8976
+
+
+```
+
+```
+
+ 93/176 [==============>...............] - ETA: 14s - loss: 1.2752 - accuracy: 0.6334 - top-5-accuracy: 0.8973
+
+
+```
+
+```
+
+ 94/176 [===============>..............] - ETA: 14s - loss: 1.2734 - accuracy: 0.6338 - top-5-accuracy: 0.8974
+
+
+```
+
+```
+
+ 95/176 [===============>..............] - ETA: 14s - loss: 1.2743 - accuracy: 0.6335 - top-5-accuracy: 0.8975
+
+
+```
+
+```
+
+ 96/176 [===============>..............] - ETA: 13s - loss: 1.2741 - accuracy: 0.6336 - top-5-accuracy: 0.8978
+
+
+```
+
+```
+
+ 97/176 [===============>..............] - ETA: 13s - loss: 1.2729 - accuracy: 0.6341 - top-5-accuracy: 0.8981
+
+
+```
+
+```
+
+ 98/176 [===============>..............] - ETA: 13s - loss: 1.2729 - accuracy: 0.6342 - top-5-accuracy: 0.8982
+
+
+```
+
+```
+
+ 99/176 [===============>..............] - ETA: 13s - loss: 1.2738 - accuracy: 0.6338 - top-5-accuracy: 0.8981
+
+
+```
+
+```
+
+100/176 [================>.............] - ETA: 13s - loss: 1.2749 - accuracy: 0.6334 - top-5-accuracy: 0.8978
+
+
+```
+
+```
+
+101/176 [================>.............] - ETA: 12s - loss: 1.2748 - accuracy: 0.6333 - top-5-accuracy: 0.8978
+
+
+```
+
+```
+
+102/176 [================>.............] - ETA: 12s - loss: 1.2746 - accuracy: 0.6335 - top-5-accuracy: 0.8976
+
+
+```
+
+```
+
+103/176 [================>.............] - ETA: 12s - loss: 1.2748 - accuracy: 0.6337 - top-5-accuracy: 0.8978
+
+
+```
+
+```
+
+104/176 [================>.............] - ETA: 12s - loss: 1.2759 - accuracy: 0.6335 - top-5-accuracy: 0.8979
+
+
+```
+
+```
+
+105/176 [================>.............] - ETA: 12s - loss: 1.2763 - accuracy: 0.6336 - top-5-accuracy: 0.8978
+
+
+```
+
+```
+
+106/176 [=================>............] - ETA: 12s - loss: 1.2771 - accuracy: 0.6335 - top-5-accuracy: 0.8976
+
+
+```
+
+```
+
+107/176 [=================>............] - ETA: 11s - loss: 1.2777 - accuracy: 0.6331 - top-5-accuracy: 0.8976
+
+
+```
+
+```
+
+108/176 [=================>............] - ETA: 11s - loss: 1.2786 - accuracy: 0.6330 - top-5-accuracy: 0.8974
+
+
+```
+
+```
+
+109/176 [=================>............] - ETA: 11s - loss: 1.2795 - accuracy: 0.6328 - top-5-accuracy: 0.8974
+
+
+```
+
+```
+
+110/176 [=================>............] - ETA: 11s - loss: 1.2800 - accuracy: 0.6326 - top-5-accuracy: 0.8972
+
+
+```
+
+```
+
+111/176 [=================>............] - ETA: 11s - loss: 1.2791 - accuracy: 0.6329 - top-5-accuracy: 0.8973
+
+
+```
+
+```
+
+112/176 [==================>...........] - ETA: 11s - loss: 1.2795 - accuracy: 0.6325 - top-5-accuracy: 0.8971
+
+
+```
+
+```
+
+113/176 [==================>...........] - ETA: 10s - loss: 1.2805 - accuracy: 0.6323 - top-5-accuracy: 0.8969
+
+
+```
+
+```
+
+114/176 [==================>...........] - ETA: 10s - loss: 1.2808 - accuracy: 0.6324 - top-5-accuracy: 0.8966
+
+
+```
+
+```
+
+115/176 [==================>...........] - ETA: 10s - loss: 1.2821 - accuracy: 0.6322 - top-5-accuracy: 0.8963
+
+
+```
+
+```
+
+116/176 [==================>...........] - ETA: 10s - loss: 1.2820 - accuracy: 0.6323 - top-5-accuracy: 0.8964
+
+
+```
+
+```
+
+117/176 [==================>...........] - ETA: 10s - loss: 1.2813 - accuracy: 0.6323 - top-5-accuracy: 0.8965
+
+
+```
+
+```
+
+118/176 [===================>..........] - ETA: 10s - loss: 1.2815 - accuracy: 0.6323 - top-5-accuracy: 0.8964
+
+
+```
+
+```
+
+119/176 [===================>..........] - ETA: 9s - loss: 1.2820 - accuracy: 0.6323 - top-5-accuracy: 0.8960
+
+
+```
+
+```
+
+120/176 [===================>..........] - ETA: 9s - loss: 1.2821 - accuracy: 0.6325 - top-5-accuracy: 0.8958
+
+
+```
+
+```
+
+121/176 [===================>..........] - ETA: 9s - loss: 1.2829 - accuracy: 0.6322 - top-5-accuracy: 0.8957
+
+
+```
+
+```
+
+122/176 [===================>..........] - ETA: 9s - loss: 1.2833 - accuracy: 0.6319 - top-5-accuracy: 0.8955
+
+
+```
+
+```
+
+123/176 [===================>..........] - ETA: 9s - loss: 1.2833 - accuracy: 0.6317 - top-5-accuracy: 0.8957
+
+
+```
+
+```
+
+124/176 [====================>.........] - ETA: 9s - loss: 1.2835 - accuracy: 0.6316 - top-5-accuracy: 0.8956
+
+
+```
+
+```
+
+125/176 [====================>.........] - ETA: 8s - loss: 1.2836 - accuracy: 0.6315 - top-5-accuracy: 0.8956
+
+
+```
+
+```
+
+126/176 [====================>.........] - ETA: 8s - loss: 1.2852 - accuracy: 0.6310 - top-5-accuracy: 0.8954
+
+
+```
+
+```
+
+127/176 [====================>.........] - ETA: 8s - loss: 1.2850 - accuracy: 0.6308 - top-5-accuracy: 0.8955
+
+
+```
+
+```
+
+128/176 [====================>.........] - ETA: 8s - loss: 1.2871 - accuracy: 0.6303 - top-5-accuracy: 0.8954
+
+
+```
+
+```
+
+129/176 [====================>.........] - ETA: 8s - loss: 1.2877 - accuracy: 0.6300 - top-5-accuracy: 0.8951
+
+
+```
+
+```
+
+130/176 [=====================>........] - ETA: 7s - loss: 1.2873 - accuracy: 0.6302 - top-5-accuracy: 0.8952
+
+
+```
+
+```
+
+131/176 [=====================>........] - ETA: 7s - loss: 1.2888 - accuracy: 0.6299 - top-5-accuracy: 0.8948
+
+
+```
+
+```
+
+132/176 [=====================>........] - ETA: 7s - loss: 1.2904 - accuracy: 0.6295 - top-5-accuracy: 0.8945
+
+
+```
+
+```
+
+133/176 [=====================>........] - ETA: 7s - loss: 1.2904 - accuracy: 0.6296 - top-5-accuracy: 0.8946
+
+
+```
+
+```
+
+134/176 [=====================>........] - ETA: 7s - loss: 1.2900 - accuracy: 0.6296 - top-5-accuracy: 0.8948
+
+
+```
+
+```
+
+135/176 [======================>.......] - ETA: 7s - loss: 1.2895 - accuracy: 0.6299 - top-5-accuracy: 0.8948
+
+
+```
+
+```
+
+136/176 [======================>.......] - ETA: 6s - loss: 1.2891 - accuracy: 0.6301 - top-5-accuracy: 0.8948
+
+
+```
+
+```
+
+137/176 [======================>.......] - ETA: 6s - loss: 1.2892 - accuracy: 0.6298 - top-5-accuracy: 0.8949
+
+
+```
+
+```
+
+138/176 [======================>.......] - ETA: 6s - loss: 1.2896 - accuracy: 0.6299 - top-5-accuracy: 0.8947
+
+
+```
+
+```
+
+139/176 [======================>.......] - ETA: 6s - loss: 1.2897 - accuracy: 0.6297 - top-5-accuracy: 0.8947
+
+
+```
+
+```
+
+140/176 [======================>.......] - ETA: 6s - loss: 1.2904 - accuracy: 0.6295 - top-5-accuracy: 0.8945
+
+
+```
+
+```
+
+141/176 [=======================>......] - ETA: 6s - loss: 1.2906 - accuracy: 0.6294 - top-5-accuracy: 0.8944
+
+
+```
+
+```
+
+142/176 [=======================>......] - ETA: 5s - loss: 1.2907 - accuracy: 0.6293 - top-5-accuracy: 0.8945
+
+
+```
+
+```
+
+143/176 [=======================>......] - ETA: 5s - loss: 1.2904 - accuracy: 0.6294 - top-5-accuracy: 0.8945
+
+
+```
+
+```
+
+144/176 [=======================>......] - ETA: 5s - loss: 1.2903 - accuracy: 0.6295 - top-5-accuracy: 0.8946
+
+
+```
+
+```
+
+145/176 [=======================>......] - ETA: 5s - loss: 1.2917 - accuracy: 0.6293 - top-5-accuracy: 0.8944
+
+
+```
+
+```
+
+146/176 [=======================>......] - ETA: 5s - loss: 1.2925 - accuracy: 0.6290 - top-5-accuracy: 0.8942
+
+
+```
+
+```
+
+147/176 [========================>.....] - ETA: 5s - loss: 1.2930 - accuracy: 0.6290 - top-5-accuracy: 0.8942
+
+
+```
+
+```
+
+148/176 [========================>.....] - ETA: 4s - loss: 1.2930 - accuracy: 0.6290 - top-5-accuracy: 0.8941
+
+
+```
+
+```
+
+149/176 [========================>.....] - ETA: 4s - loss: 1.2922 - accuracy: 0.6293 - top-5-accuracy: 0.8940
+
+
+```
+
+```
+
+150/176 [========================>.....] - ETA: 4s - loss: 1.2925 - accuracy: 0.6292 - top-5-accuracy: 0.8940
+
+
+```
+
+```
+
+151/176 [========================>.....] - ETA: 4s - loss: 1.2920 - accuracy: 0.6293 - top-5-accuracy: 0.8941
+
+
+```
+
+```
+
+152/176 [========================>.....] - ETA: 4s - loss: 1.2927 - accuracy: 0.6292 - top-5-accuracy: 0.8941
+
+
+```
+
+```
+
+153/176 [=========================>....] - ETA: 3s - loss: 1.2930 - accuracy: 0.6290 - top-5-accuracy: 0.8940
+
+
+```
+
+```
+
+154/176 [=========================>....] - ETA: 3s - loss: 1.2943 - accuracy: 0.6287 - top-5-accuracy: 0.8938
+
+
+```
+
+```
+
+155/176 [=========================>....] - ETA: 3s - loss: 1.2942 - accuracy: 0.6286 - top-5-accuracy: 0.8938
+
+
+```
+
+```
+
+156/176 [=========================>....] - ETA: 3s - loss: 1.2939 - accuracy: 0.6288 - top-5-accuracy: 0.8939
+
+
+```
+
+```
+
+157/176 [=========================>....] - ETA: 3s - loss: 1.2928 - accuracy: 0.6292 - top-5-accuracy: 0.8941
+
+
+```
+
+```
+
+158/176 [=========================>....] - ETA: 3s - loss: 1.2935 - accuracy: 0.6289 - top-5-accuracy: 0.8939
+
+
+```
+
+```
+
+159/176 [==========================>...] - ETA: 2s - loss: 1.2934 - accuracy: 0.6289 - top-5-accuracy: 0.8939
+
+
+```
+
+```
+
+160/176 [==========================>...] - ETA: 2s - loss: 1.2951 - accuracy: 0.6286 - top-5-accuracy: 0.8937
+
+
+```
+
+```
+
+161/176 [==========================>...] - ETA: 2s - loss: 1.2957 - accuracy: 0.6284 - top-5-accuracy: 0.8936
+
+
+```
+
+```
+
+162/176 [==========================>...] - ETA: 2s - loss: 1.2951 - accuracy: 0.6288 - top-5-accuracy: 0.8936
+
+
+```
+
+```
+
+163/176 [==========================>...] - ETA: 2s - loss: 1.2958 - accuracy: 0.6286 - top-5-accuracy: 0.8934
+
+
+```
+
+```
+
+164/176 [==========================>...] - ETA: 2s - loss: 1.2959 - accuracy: 0.6287 - top-5-accuracy: 0.8935
+
+
+```
+
+```
+
+165/176 [===========================>..] - ETA: 1s - loss: 1.2958 - accuracy: 0.6288 - top-5-accuracy: 0.8933
+
+
+```
+
+```
+
+166/176 [===========================>..] - ETA: 1s - loss: 1.2963 - accuracy: 0.6286 - top-5-accuracy: 0.8933
+
+
+```
+
+```
+
+167/176 [===========================>..] - ETA: 1s - loss: 1.2968 - accuracy: 0.6286 - top-5-accuracy: 0.8933
+
+
+```
+
+```
+
+168/176 [===========================>..] - ETA: 1s - loss: 1.2965 - accuracy: 0.6288 - top-5-accuracy: 0.8934
+
+
+```
+
+```
+
+169/176 [===========================>..] - ETA: 1s - loss: 1.2970 - accuracy: 0.6285 - top-5-accuracy: 0.8933
+
+
+```
+
+```
+
+170/176 [===========================>..] - ETA: 1s - loss: 1.2976 - accuracy: 0.6284 - top-5-accuracy: 0.8932
+
+
+```
+
+```
+
+171/176 [============================>.] - ETA: 0s - loss: 1.2984 - accuracy: 0.6283 - top-5-accuracy: 0.8933
+
+
+```
+
+```
+
+172/176 [============================>.] - ETA: 0s - loss: 1.2979 - accuracy: 0.6283 - top-5-accuracy: 0.8931
+
+
+```
+
+```
+
+173/176 [============================>.] - ETA: 0s - loss: 1.2980 - accuracy: 0.6282 - top-5-accuracy: 0.8932
+
+
+```
+
+```
+
+174/176 [============================>.] - ETA: 0s - loss: 1.2977 - accuracy: 0.6282 - top-5-accuracy: 0.8934
+
+
+```
+
+```
+
+175/176 [============================>.] - ETA: 0s - loss: 1.2980 - accuracy: 0.6281 - top-5-accuracy: 0.8934
+
+
+```
+
+```
+
+176/176 [==============================] - ETA: 0s - loss: 1.2978 - accuracy: 0.6280 - top-5-accuracy: 0.8934
+
+
+```
+
+```
+
+176/176 [==============================] - 32s 180ms/step - loss: 1.2978 - accuracy: 0.6280 - top-5-accuracy: 0.8934 - val_loss: 1.7417 - val_accuracy: 0.5380 - val_top-5-accuracy: 0.8198
+
+
+
+```
+Epoch 50/50
+
+```
+
+
+ 1/176 [..............................] - ETA: 30s - loss: 1.2308 - accuracy: 0.6641 - top-5-accuracy: 0.9023
+
+
+```
+
+```
+
+ 2/176 [..............................] - ETA: 30s - loss: 1.1980 - accuracy: 0.6621 - top-5-accuracy: 0.9062
+
+
+```
+
+```
+
+ 3/176 [..............................] - ETA: 29s - loss: 1.2106 - accuracy: 0.6549 - top-5-accuracy: 0.8984
+
+
+```
+
+```
+
+ 4/176 [..............................] - ETA: 29s - loss: 1.2071 - accuracy: 0.6533 - top-5-accuracy: 0.9023
+
+
+```
+
+```
+
+ 5/176 [..............................] - ETA: 29s - loss: 1.2381 - accuracy: 0.6539 - top-5-accuracy: 0.8984
+
+
+```
+
+```
+
+ 6/176 [>.............................] - ETA: 29s - loss: 1.2192 - accuracy: 0.6556 - top-5-accuracy: 0.9036
+
+
+```
+
+```
+
+ 7/176 [>.............................] - ETA: 29s - loss: 1.2211 - accuracy: 0.6540 - top-5-accuracy: 0.9051
+
+
+```
+
+```
+
+ 8/176 [>.............................] - ETA: 29s - loss: 1.2238 - accuracy: 0.6519 - top-5-accuracy: 0.9058
+
+
+```
+
+```
+
+ 9/176 [>.............................] - ETA: 28s - loss: 1.2308 - accuracy: 0.6510 - top-5-accuracy: 0.9041
+
+
+```
+
+```
+
+ 10/176 [>.............................] - ETA: 28s - loss: 1.2546 - accuracy: 0.6414 - top-5-accuracy: 0.9012
+
+
+```
+
+```
+
+ 11/176 [>.............................] - ETA: 28s - loss: 1.2731 - accuracy: 0.6381 - top-5-accuracy: 0.8977
+
+
+```
+
+```
+
+ 12/176 [=>............................] - ETA: 28s - loss: 1.2748 - accuracy: 0.6377 - top-5-accuracy: 0.8994
+
+
+```
+
+```
+
+ 13/176 [=>............................] - ETA: 28s - loss: 1.2688 - accuracy: 0.6367 - top-5-accuracy: 0.9017
+
+
+```
+
+```
+
+ 14/176 [=>............................] - ETA: 28s - loss: 1.2663 - accuracy: 0.6384 - top-5-accuracy: 0.9009
+
+
+```
+
+```
+
+ 15/176 [=>............................] - ETA: 27s - loss: 1.2544 - accuracy: 0.6424 - top-5-accuracy: 0.9023
+
+
+```
+
+```
+
+ 16/176 [=>............................] - ETA: 27s - loss: 1.2638 - accuracy: 0.6414 - top-5-accuracy: 0.9019
+
+
+```
+
+```
+
+ 17/176 [=>............................] - ETA: 27s - loss: 1.2655 - accuracy: 0.6420 - top-5-accuracy: 0.9003
+
+
+```
+
+```
+
+ 18/176 [==>...........................] - ETA: 27s - loss: 1.2595 - accuracy: 0.6450 - top-5-accuracy: 0.9002
+
+
+```
+
+```
+
+ 19/176 [==>...........................] - ETA: 27s - loss: 1.2673 - accuracy: 0.6421 - top-5-accuracy: 0.8988
+
+
+```
+
+```
+
+ 20/176 [==>...........................] - ETA: 26s - loss: 1.2646 - accuracy: 0.6424 - top-5-accuracy: 0.8980
+
+
+```
+
+```
+
+ 21/176 [==>...........................] - ETA: 26s - loss: 1.2615 - accuracy: 0.6419 - top-5-accuracy: 0.8997
+
+
+```
+
+```
+
+ 22/176 [==>...........................] - ETA: 26s - loss: 1.2566 - accuracy: 0.6428 - top-5-accuracy: 0.8999
+
+
+```
+
+```
+
+ 23/176 [==>...........................] - ETA: 26s - loss: 1.2494 - accuracy: 0.6445 - top-5-accuracy: 0.9015
+
+
+```
+
+```
+
+ 24/176 [===>..........................] - ETA: 26s - loss: 1.2468 - accuracy: 0.6439 - top-5-accuracy: 0.9023
+
+
+```
+
+```
+
+ 25/176 [===>..........................] - ETA: 26s - loss: 1.2486 - accuracy: 0.6414 - top-5-accuracy: 0.9028
+
+
+```
+
+```
+
+ 26/176 [===>..........................] - ETA: 25s - loss: 1.2509 - accuracy: 0.6412 - top-5-accuracy: 0.9019
+
+
+```
+
+```
+
+ 27/176 [===>..........................] - ETA: 25s - loss: 1.2562 - accuracy: 0.6399 - top-5-accuracy: 0.9016
+
+
+```
+
+```
+
+ 28/176 [===>..........................] - ETA: 25s - loss: 1.2549 - accuracy: 0.6409 - top-5-accuracy: 0.9018
+
+
+```
+
+```
+
+ 29/176 [===>..........................] - ETA: 25s - loss: 1.2511 - accuracy: 0.6420 - top-5-accuracy: 0.9025
+
+
+```
+
+```
+
+ 30/176 [====>.........................] - ETA: 25s - loss: 1.2541 - accuracy: 0.6393 - top-5-accuracy: 0.9020
+
+
+```
+
+```
+
+ 31/176 [====>.........................] - ETA: 25s - loss: 1.2557 - accuracy: 0.6389 - top-5-accuracy: 0.9008
+
+
+```
+
+```
+
+ 32/176 [====>.........................] - ETA: 24s - loss: 1.2598 - accuracy: 0.6382 - top-5-accuracy: 0.9001
+
+
+```
+
+```
+
+ 33/176 [====>.........................] - ETA: 24s - loss: 1.2618 - accuracy: 0.6391 - top-5-accuracy: 0.8997
+
+
+```
+
+```
+
+ 34/176 [====>.........................] - ETA: 24s - loss: 1.2642 - accuracy: 0.6389 - top-5-accuracy: 0.8992
+
+
+```
+
+```
+
+ 35/176 [====>.........................] - ETA: 24s - loss: 1.2632 - accuracy: 0.6390 - top-5-accuracy: 0.8988
+
+
+```
+
+```
+
+ 36/176 [=====>........................] - ETA: 24s - loss: 1.2640 - accuracy: 0.6389 - top-5-accuracy: 0.8987
+
+
+```
+
+```
+
+ 37/176 [=====>........................] - ETA: 24s - loss: 1.2569 - accuracy: 0.6408 - top-5-accuracy: 0.8999
+
+
+```
+
+```
+
+ 38/176 [=====>........................] - ETA: 23s - loss: 1.2588 - accuracy: 0.6401 - top-5-accuracy: 0.8998
+
+
+```
+
+```
+
+ 39/176 [=====>........................] - ETA: 23s - loss: 1.2612 - accuracy: 0.6399 - top-5-accuracy: 0.8996
+
+
+```
+
+```
+
+ 40/176 [=====>........................] - ETA: 23s - loss: 1.2605 - accuracy: 0.6404 - top-5-accuracy: 0.8999
+
+
+```
+
+```
+
+ 41/176 [=====>........................] - ETA: 23s - loss: 1.2586 - accuracy: 0.6406 - top-5-accuracy: 0.9006
+
+
+```
+
+```
+
+ 42/176 [======>.......................] - ETA: 23s - loss: 1.2582 - accuracy: 0.6415 - top-5-accuracy: 0.9009
+
+
+```
+
+```
+
+ 43/176 [======>.......................] - ETA: 23s - loss: 1.2585 - accuracy: 0.6413 - top-5-accuracy: 0.9013
+
+
+```
+
+```
+
+ 44/176 [======>.......................] - ETA: 22s - loss: 1.2579 - accuracy: 0.6413 - top-5-accuracy: 0.9011
+
+
+```
+
+```
+
+ 45/176 [======>.......................] - ETA: 22s - loss: 1.2574 - accuracy: 0.6406 - top-5-accuracy: 0.9010
+
+
+```
+
+```
+
+ 46/176 [======>.......................] - ETA: 22s - loss: 1.2548 - accuracy: 0.6411 - top-5-accuracy: 0.9012
+
+
+```
+
+```
+
+ 47/176 [=======>......................] - ETA: 22s - loss: 1.2540 - accuracy: 0.6414 - top-5-accuracy: 0.9013
+
+
+```
+
+```
+
+ 48/176 [=======>......................] - ETA: 22s - loss: 1.2577 - accuracy: 0.6403 - top-5-accuracy: 0.9006
+
+
+```
+
+```
+
+ 49/176 [=======>......................] - ETA: 21s - loss: 1.2576 - accuracy: 0.6412 - top-5-accuracy: 0.9007
+
+
+```
+
+```
+
+ 50/176 [=======>......................] - ETA: 21s - loss: 1.2534 - accuracy: 0.6416 - top-5-accuracy: 0.9015
+
+
+```
+
+```
+
+ 51/176 [=======>......................] - ETA: 21s - loss: 1.2488 - accuracy: 0.6421 - top-5-accuracy: 0.9021
+
+
+```
+
+```
+
+ 52/176 [=======>......................] - ETA: 21s - loss: 1.2465 - accuracy: 0.6434 - top-5-accuracy: 0.9024
+
+
+```
+
+```
+
+ 53/176 [========>.....................] - ETA: 21s - loss: 1.2513 - accuracy: 0.6420 - top-5-accuracy: 0.9021
+
+
+```
+
+```
+
+ 54/176 [========>.....................] - ETA: 21s - loss: 1.2537 - accuracy: 0.6408 - top-5-accuracy: 0.9016
+
+
+```
+
+```
+
+ 55/176 [========>.....................] - ETA: 20s - loss: 1.2565 - accuracy: 0.6405 - top-5-accuracy: 0.9012
+
+
+```
+
+```
+
+ 56/176 [========>.....................] - ETA: 20s - loss: 1.2585 - accuracy: 0.6397 - top-5-accuracy: 0.9013
+
+
+```
+
+```
+
+ 57/176 [========>.....................] - ETA: 20s - loss: 1.2623 - accuracy: 0.6386 - top-5-accuracy: 0.9008
+
+
+```
+
+```
+
+ 58/176 [========>.....................] - ETA: 20s - loss: 1.2591 - accuracy: 0.6395 - top-5-accuracy: 0.9010
+
+
+```
+
+```
+
+ 59/176 [=========>....................] - ETA: 20s - loss: 1.2607 - accuracy: 0.6387 - top-5-accuracy: 0.9006
+
+
+```
+
+```
+
+ 60/176 [=========>....................] - ETA: 20s - loss: 1.2610 - accuracy: 0.6390 - top-5-accuracy: 0.9003
+
+
+```
+
+```
+
+ 61/176 [=========>....................] - ETA: 19s - loss: 1.2580 - accuracy: 0.6397 - top-5-accuracy: 0.9007
+
+
+```
+
+```
+
+ 62/176 [=========>....................] - ETA: 19s - loss: 1.2602 - accuracy: 0.6389 - top-5-accuracy: 0.9003
+
+
+```
+
+```
+
+ 63/176 [=========>....................] - ETA: 19s - loss: 1.2599 - accuracy: 0.6393 - top-5-accuracy: 0.9000
+
+
+```
+
+```
+
+ 64/176 [=========>....................] - ETA: 19s - loss: 1.2634 - accuracy: 0.6381 - top-5-accuracy: 0.8995
+
+
+```
+
+```
+
+ 65/176 [==========>...................] - ETA: 19s - loss: 1.2628 - accuracy: 0.6377 - top-5-accuracy: 0.8996
+
+
+```
+
+```
+
+ 66/176 [==========>...................] - ETA: 19s - loss: 1.2647 - accuracy: 0.6373 - top-5-accuracy: 0.8993
+
+
+```
+
+```
+
+ 67/176 [==========>...................] - ETA: 18s - loss: 1.2684 - accuracy: 0.6365 - top-5-accuracy: 0.8987
+
+
+```
+
+```
+
+ 68/176 [==========>...................] - ETA: 18s - loss: 1.2718 - accuracy: 0.6352 - top-5-accuracy: 0.8983
+
+
+```
+
+```
+
+ 69/176 [==========>...................] - ETA: 18s - loss: 1.2748 - accuracy: 0.6347 - top-5-accuracy: 0.8978
+
+
+```
+
+```
+
+ 70/176 [==========>...................] - ETA: 18s - loss: 1.2769 - accuracy: 0.6344 - top-5-accuracy: 0.8975
+
+
+```
+
+```
+
+ 71/176 [===========>..................] - ETA: 18s - loss: 1.2782 - accuracy: 0.6342 - top-5-accuracy: 0.8976
+
+
+```
+
+```
+
+ 72/176 [===========>..................] - ETA: 18s - loss: 1.2791 - accuracy: 0.6338 - top-5-accuracy: 0.8974
+
+
+```
+
+```
+
+ 73/176 [===========>..................] - ETA: 17s - loss: 1.2787 - accuracy: 0.6337 - top-5-accuracy: 0.8973
+
+
+```
+
+```
+
+ 74/176 [===========>..................] - ETA: 17s - loss: 1.2792 - accuracy: 0.6339 - top-5-accuracy: 0.8968
+
+
+```
+
+```
+
+ 75/176 [===========>..................] - ETA: 17s - loss: 1.2788 - accuracy: 0.6339 - top-5-accuracy: 0.8969
+
+
+```
+
+```
+
+ 76/176 [===========>..................] - ETA: 17s - loss: 1.2811 - accuracy: 0.6330 - top-5-accuracy: 0.8964
+
+
+```
+
+```
+
+ 77/176 [============>.................] - ETA: 17s - loss: 1.2823 - accuracy: 0.6330 - top-5-accuracy: 0.8960
+
+
+```
+
+```
+
+ 78/176 [============>.................] - ETA: 16s - loss: 1.2811 - accuracy: 0.6334 - top-5-accuracy: 0.8961
+
+
+```
+
+```
+
+ 79/176 [============>.................] - ETA: 16s - loss: 1.2823 - accuracy: 0.6331 - top-5-accuracy: 0.8957
+
+
+```
+
+```
+
+ 80/176 [============>.................] - ETA: 16s - loss: 1.2814 - accuracy: 0.6333 - top-5-accuracy: 0.8960
+
+
+```
+
+```
+
+ 81/176 [============>.................] - ETA: 16s - loss: 1.2782 - accuracy: 0.6342 - top-5-accuracy: 0.8967
+
+
+```
+
+```
+
+ 82/176 [============>.................] - ETA: 16s - loss: 1.2760 - accuracy: 0.6350 - top-5-accuracy: 0.8970
+
+
+```
+
+```
+
+ 83/176 [=============>................] - ETA: 16s - loss: 1.2753 - accuracy: 0.6349 - top-5-accuracy: 0.8972
+
+
+```
+
+```
+
+ 84/176 [=============>................] - ETA: 15s - loss: 1.2751 - accuracy: 0.6350 - top-5-accuracy: 0.8972
+
+
+```
+
+```
+
+ 85/176 [=============>................] - ETA: 15s - loss: 1.2757 - accuracy: 0.6354 - top-5-accuracy: 0.8973
+
+
+```
+
+```
+
+ 86/176 [=============>................] - ETA: 15s - loss: 1.2779 - accuracy: 0.6351 - top-5-accuracy: 0.8970
+
+
+```
+
+```
+
+ 87/176 [=============>................] - ETA: 15s - loss: 1.2785 - accuracy: 0.6350 - top-5-accuracy: 0.8969
+
+
+```
+
+```
+
+ 88/176 [==============>...............] - ETA: 15s - loss: 1.2785 - accuracy: 0.6348 - top-5-accuracy: 0.8969
+
+
+```
+
+```
+
+ 89/176 [==============>...............] - ETA: 15s - loss: 1.2781 - accuracy: 0.6344 - top-5-accuracy: 0.8969
+
+
+```
+
+```
+
+ 90/176 [==============>...............] - ETA: 14s - loss: 1.2780 - accuracy: 0.6345 - top-5-accuracy: 0.8971
+
+
+```
+
+```
+
+ 91/176 [==============>...............] - ETA: 14s - loss: 1.2785 - accuracy: 0.6344 - top-5-accuracy: 0.8968
+
+
+```
+
+```
+
+ 92/176 [==============>...............] - ETA: 14s - loss: 1.2794 - accuracy: 0.6339 - top-5-accuracy: 0.8967
+
+
+```
+
+```
+
+ 93/176 [==============>...............] - ETA: 14s - loss: 1.2785 - accuracy: 0.6341 - top-5-accuracy: 0.8967
+
+
+```
+
+```
+
+ 94/176 [===============>..............] - ETA: 14s - loss: 1.2797 - accuracy: 0.6338 - top-5-accuracy: 0.8964
+
+
+```
+
+```
+
+ 95/176 [===============>..............] - ETA: 14s - loss: 1.2833 - accuracy: 0.6329 - top-5-accuracy: 0.8959
+
+
+```
+
+```
+
+ 96/176 [===============>..............] - ETA: 13s - loss: 1.2825 - accuracy: 0.6329 - top-5-accuracy: 0.8959
+
+
+```
+
+```
+
+ 97/176 [===============>..............] - ETA: 13s - loss: 1.2840 - accuracy: 0.6327 - top-5-accuracy: 0.8959
+
+
+```
+
+```
+
+ 98/176 [===============>..............] - ETA: 13s - loss: 1.2850 - accuracy: 0.6323 - top-5-accuracy: 0.8957
+
+
+```
+
+```
+
+ 99/176 [===============>..............] - ETA: 13s - loss: 1.2860 - accuracy: 0.6318 - top-5-accuracy: 0.8952
+
+
+```
+
+```
+
+100/176 [================>.............] - ETA: 13s - loss: 1.2876 - accuracy: 0.6319 - top-5-accuracy: 0.8951
+
+
+```
+
+```
+
+101/176 [================>.............] - ETA: 12s - loss: 1.2894 - accuracy: 0.6315 - top-5-accuracy: 0.8948
+
+
+```
+
+```
+
+102/176 [================>.............] - ETA: 12s - loss: 1.2906 - accuracy: 0.6311 - top-5-accuracy: 0.8948
+
+
+```
+
+```
+
+103/176 [================>.............] - ETA: 12s - loss: 1.2922 - accuracy: 0.6308 - top-5-accuracy: 0.8944
+
+
+```
+
+```
+
+104/176 [================>.............] - ETA: 12s - loss: 1.2915 - accuracy: 0.6308 - top-5-accuracy: 0.8946
+
+
+```
+
+```
+
+105/176 [================>.............] - ETA: 12s - loss: 1.2927 - accuracy: 0.6302 - top-5-accuracy: 0.8944
+
+
+```
+
+```
+
+106/176 [=================>............] - ETA: 12s - loss: 1.2926 - accuracy: 0.6302 - top-5-accuracy: 0.8945
+
+
+```
+
+```
+
+107/176 [=================>............] - ETA: 11s - loss: 1.2919 - accuracy: 0.6305 - top-5-accuracy: 0.8946
+
+
+```
+
+```
+
+108/176 [=================>............] - ETA: 11s - loss: 1.2934 - accuracy: 0.6297 - top-5-accuracy: 0.8942
+
+
+```
+
+```
+
+109/176 [=================>............] - ETA: 11s - loss: 1.2935 - accuracy: 0.6297 - top-5-accuracy: 0.8941
+
+
+```
+
+```
+
+110/176 [=================>............] - ETA: 11s - loss: 1.2933 - accuracy: 0.6299 - top-5-accuracy: 0.8942
+
+
+```
+
+```
+
+111/176 [=================>............] - ETA: 11s - loss: 1.2927 - accuracy: 0.6301 - top-5-accuracy: 0.8940
+
+
+```
+
+```
+
+112/176 [==================>...........] - ETA: 11s - loss: 1.2917 - accuracy: 0.6303 - top-5-accuracy: 0.8942
+
+
+```
+
+```
+
+113/176 [==================>...........] - ETA: 10s - loss: 1.2909 - accuracy: 0.6306 - top-5-accuracy: 0.8944
+
+
+```
+
+```
+
+114/176 [==================>...........] - ETA: 10s - loss: 1.2909 - accuracy: 0.6304 - top-5-accuracy: 0.8944
+
+
+```
+
+```
+
+115/176 [==================>...........] - ETA: 10s - loss: 1.2924 - accuracy: 0.6301 - top-5-accuracy: 0.8941
+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
+118/176 [===================>..........] - ETA: 10s - loss: 1.2943 - accuracy: 0.6295 - top-5-accuracy: 0.8938
+
+
+```
+
+```
+
+119/176 [===================>..........] - ETA: 9s - loss: 1.2943 - accuracy: 0.6297 - top-5-accuracy: 0.8938
+
+
+```
+
+```
+
+120/176 [===================>..........] - ETA: 9s - loss: 1.2934 - accuracy: 0.6302 - top-5-accuracy: 0.8940
+
+
+```
+
+```
+
+121/176 [===================>..........] - ETA: 9s - loss: 1.2937 - accuracy: 0.6300 - top-5-accuracy: 0.8940
+
+
+```
+
+```
+
+122/176 [===================>..........] - ETA: 9s - loss: 1.2946 - accuracy: 0.6297 - top-5-accuracy: 0.8939
+
+
+```
+
+```
+
+123/176 [===================>..........] - ETA: 9s - loss: 1.2943 - accuracy: 0.6299 - top-5-accuracy: 0.8939
+
+
+```
+
+```
+
+124/176 [====================>.........] - ETA: 8s - loss: 1.2950 - accuracy: 0.6297 - top-5-accuracy: 0.8938
+
+
+```
+
+```
+
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+
+
+```
+
+```
+
+126/176 [====================>.........] - ETA: 8s - loss: 1.2962 - accuracy: 0.6296 - top-5-accuracy: 0.8934
+
+
+```
+
+```
+
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+
+
+```
+
+```
+
+128/176 [====================>.........] - ETA: 8s - loss: 1.2968 - accuracy: 0.6293 - top-5-accuracy: 0.8934
+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
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+
+
+```
+
+```
+
+141/176 [=======================>......] - ETA: 6s - loss: 1.2971 - accuracy: 0.6286 - top-5-accuracy: 0.8932
+
+
+```
+
+```
+
+142/176 [=======================>......] - ETA: 5s - loss: 1.2971 - accuracy: 0.6284 - top-5-accuracy: 0.8934
+
+
+```
+
+```
+
+143/176 [=======================>......] - ETA: 5s - loss: 1.2976 - accuracy: 0.6284 - top-5-accuracy: 0.8934
+
+
+```
+
+```
+
+144/176 [=======================>......] - ETA: 5s - loss: 1.2982 - accuracy: 0.6284 - top-5-accuracy: 0.8934
+
+
+```
+
+```
+
+145/176 [=======================>......] - ETA: 5s - loss: 1.2974 - accuracy: 0.6286 - top-5-accuracy: 0.8936
+
+
+```
+
+```
+
+146/176 [=======================>......] - ETA: 5s - loss: 1.2966 - accuracy: 0.6288 - top-5-accuracy: 0.8937
+
+
+```
+
+```
+
+147/176 [========================>.....] - ETA: 5s - loss: 1.2959 - accuracy: 0.6290 - top-5-accuracy: 0.8938
+
+
+```
+
+```
+
+148/176 [========================>.....] - ETA: 4s - loss: 1.2950 - accuracy: 0.6290 - top-5-accuracy: 0.8940
+
+
+```
+
+```
+
+149/176 [========================>.....] - ETA: 4s - loss: 1.2954 - accuracy: 0.6288 - top-5-accuracy: 0.8940
+
+
+```
+
+```
+
+150/176 [========================>.....] - ETA: 4s - loss: 1.2949 - accuracy: 0.6290 - top-5-accuracy: 0.8941
+
+
+```
+
+```
+
+151/176 [========================>.....] - ETA: 4s - loss: 1.2948 - accuracy: 0.6291 - top-5-accuracy: 0.8940
+
+
+```
+
+```
+
+152/176 [========================>.....] - ETA: 4s - loss: 1.2949 - accuracy: 0.6290 - top-5-accuracy: 0.8941
+
+
+```
+
+```
+
+153/176 [=========================>....] - ETA: 3s - loss: 1.2961 - accuracy: 0.6285 - top-5-accuracy: 0.8940
+
+
+```
+
+```
+
+154/176 [=========================>....] - ETA: 3s - loss: 1.2960 - accuracy: 0.6282 - top-5-accuracy: 0.8941
+
+
+```
+
+```
+
+155/176 [=========================>....] - ETA: 3s - loss: 1.2956 - accuracy: 0.6282 - top-5-accuracy: 0.8943
+
+
+```
+
+```
+
+156/176 [=========================>....] - ETA: 3s - loss: 1.2954 - accuracy: 0.6284 - top-5-accuracy: 0.8942
+
+
+```
+
+```
+
+157/176 [=========================>....] - ETA: 3s - loss: 1.2940 - accuracy: 0.6288 - top-5-accuracy: 0.8944
+
+
+```
+
+```
+
+158/176 [=========================>....] - ETA: 3s - loss: 1.2945 - accuracy: 0.6286 - top-5-accuracy: 0.8944
+
+
+```
+
+```
+
+159/176 [==========================>...] - ETA: 2s - loss: 1.2945 - accuracy: 0.6286 - top-5-accuracy: 0.8945
+
+
+```
+
+```
+
+160/176 [==========================>...] - ETA: 2s - loss: 1.2946 - accuracy: 0.6285 - top-5-accuracy: 0.8946
+
+
+```
+
+```
+
+161/176 [==========================>...] - ETA: 2s - loss: 1.2947 - accuracy: 0.6284 - top-5-accuracy: 0.8946
+
+
+```
+
+```
+
+162/176 [==========================>...] - ETA: 2s - loss: 1.2946 - accuracy: 0.6286 - top-5-accuracy: 0.8946
+
+
+```
+
+```
+
+163/176 [==========================>...] - ETA: 2s - loss: 1.2951 - accuracy: 0.6286 - top-5-accuracy: 0.8946
+
+
+```
+
+```
+
+164/176 [==========================>...] - ETA: 2s - loss: 1.2951 - accuracy: 0.6288 - top-5-accuracy: 0.8946
+
+
+```
+
+```
+
+165/176 [===========================>..] - ETA: 1s - loss: 1.2948 - accuracy: 0.6289 - top-5-accuracy: 0.8946
+
+
+```
+
+```
+
+166/176 [===========================>..] - ETA: 1s - loss: 1.2948 - accuracy: 0.6288 - top-5-accuracy: 0.8946
+
+
+```
+
+```
+
+167/176 [===========================>..] - ETA: 1s - loss: 1.2954 - accuracy: 0.6288 - top-5-accuracy: 0.8945
+
+
+```
+
+```
+
+168/176 [===========================>..] - ETA: 1s - loss: 1.2956 - accuracy: 0.6287 - top-5-accuracy: 0.8944
+
+
+```
+
+```
+
+169/176 [===========================>..] - ETA: 1s - loss: 1.2955 - accuracy: 0.6287 - top-5-accuracy: 0.8945
+
+
+```
+
+```
+
+170/176 [===========================>..] - ETA: 1s - loss: 1.2949 - accuracy: 0.6289 - top-5-accuracy: 0.8946
+
+
+```
+
+```
+
+171/176 [============================>.] - ETA: 0s - loss: 1.2955 - accuracy: 0.6289 - top-5-accuracy: 0.8946
+
+
+```
+
+```
+
+172/176 [============================>.] - ETA: 0s - loss: 1.2956 - accuracy: 0.6288 - top-5-accuracy: 0.8946
+
+
+```
+
+```
+
+173/176 [============================>.] - ETA: 0s - loss: 1.2954 - accuracy: 0.6288 - top-5-accuracy: 0.8946
+
+
+```
+
+```
+
+174/176 [============================>.] - ETA: 0s - loss: 1.2950 - accuracy: 0.6290 - top-5-accuracy: 0.8947
+
+
+```
+
+```
+
+175/176 [============================>.] - ETA: 0s - loss: 1.2941 - accuracy: 0.6291 - top-5-accuracy: 0.8948
+
+
+```
+
+```
+
+176/176 [==============================] - ETA: 0s - loss: 1.2945 - accuracy: 0.6290 - top-5-accuracy: 0.8948
+
+
+```
+
+```
+
+176/176 [==============================] - 32s 179ms/step - loss: 1.2945 - accuracy: 0.6290 - top-5-accuracy: 0.8948 - val_loss: 1.7544 - val_accuracy: 0.5370 - val_top-5-accuracy: 0.8190
+
+
+
+ 1/40 [..............................] - ETA: 3s - loss: 1.7319 - accuracy: 0.5742 - top-5-accuracy: 0.8164
+
+
+```
+
+```
+
+ 2/40 [>.............................] - ETA: 2s - loss: 1.8246 - accuracy: 0.5449 - top-5-accuracy: 0.8066
+
+
+```
+
+```
+
+ 3/40 [=>............................] - ETA: 2s - loss: 1.8013 - accuracy: 0.5404 - top-5-accuracy: 0.8099
+
+
+```
+
+```
+
+ 4/40 [==>...........................] - ETA: 2s - loss: 1.7991 - accuracy: 0.5459 - top-5-accuracy: 0.8066
+
+
+```
+
+```
+
+ 5/40 [==>...........................] - ETA: 2s - loss: 1.7783 - accuracy: 0.5469 - top-5-accuracy: 0.8094
+
+
+```
+
+```
+
+ 6/40 [===>..........................] - ETA: 2s - loss: 1.7676 - accuracy: 0.5469 - top-5-accuracy: 0.8138
+
+
+```
+
+```
+
+ 7/40 [====>.........................] - ETA: 1s - loss: 1.7575 - accuracy: 0.5458 - top-5-accuracy: 0.8170
+
+
+```
+
+```
+
+ 8/40 [=====>........................] - ETA: 1s - loss: 1.7188 - accuracy: 0.5547 - top-5-accuracy: 0.8213
+
+
+```
+
+```
+
+ 9/40 [=====>........................] - ETA: 1s - loss: 1.7299 - accuracy: 0.5547 - top-5-accuracy: 0.8181
+
+
+```
+
+```
+
+10/40 [======>.......................] - ETA: 1s - loss: 1.7135 - accuracy: 0.5582 - top-5-accuracy: 0.8211
+
+
+```
+
+```
+
+11/40 [=======>......................] - ETA: 1s - loss: 1.7136 - accuracy: 0.5575 - top-5-accuracy: 0.8189
+
+
+```
+
+```
+
+12/40 [========>.....................] - ETA: 1s - loss: 1.7341 - accuracy: 0.5521 - top-5-accuracy: 0.8193
+
+
+```
+
+```
+
+13/40 [========>.....................] - ETA: 1s - loss: 1.7383 - accuracy: 0.5511 - top-5-accuracy: 0.8191
+
+
+```
+
+```
+
+14/40 [=========>....................] - ETA: 1s - loss: 1.7527 - accuracy: 0.5466 - top-5-accuracy: 0.8200
+
+
+```
+
+```
+
+15/40 [==========>...................] - ETA: 1s - loss: 1.7498 - accuracy: 0.5453 - top-5-accuracy: 0.8195
+
+
+```
+
+```
+
+16/40 [===========>..................] - ETA: 1s - loss: 1.7419 - accuracy: 0.5486 - top-5-accuracy: 0.8210
+
+
+```
+
+```
+
+17/40 [===========>..................] - ETA: 1s - loss: 1.7392 - accuracy: 0.5485 - top-5-accuracy: 0.8228
+
+
+```
+
+```
+
+18/40 [============>.................] - ETA: 1s - loss: 1.7523 - accuracy: 0.5473 - top-5-accuracy: 0.8199
+
+
+```
+
+```
+
+19/40 [=============>................] - ETA: 1s - loss: 1.7679 - accuracy: 0.5432 - top-5-accuracy: 0.8172
+
+
+```
+
+```
+
+20/40 [==============>...............] - ETA: 1s - loss: 1.7661 - accuracy: 0.5424 - top-5-accuracy: 0.8164
+
+
+```
+
+```
+
+21/40 [==============>...............] - ETA: 1s - loss: 1.7606 - accuracy: 0.5445 - top-5-accuracy: 0.8164
+
+
+```
+
+```
+
+22/40 [===============>..............] - ETA: 1s - loss: 1.7561 - accuracy: 0.5453 - top-5-accuracy: 0.8180
+
+
+```
+
+```
+
+23/40 [================>.............] - ETA: 1s - loss: 1.7445 - accuracy: 0.5486 - top-5-accuracy: 0.8201
+
+
+```
+
+```
+
+24/40 [=================>............] - ETA: 0s - loss: 1.7407 - accuracy: 0.5469 - top-5-accuracy: 0.8216
+
+
+```
+
+```
+
+25/40 [=================>............] - ETA: 0s - loss: 1.7336 - accuracy: 0.5469 - top-5-accuracy: 0.8230
+
+
+```
+
+```
+
+26/40 [==================>...........] - ETA: 0s - loss: 1.7314 - accuracy: 0.5482 - top-5-accuracy: 0.8233
+
+
+```
+
+```
+
+27/40 [===================>..........] - ETA: 0s - loss: 1.7245 - accuracy: 0.5501 - top-5-accuracy: 0.8241
+
+
+```
+
+```
+
+28/40 [====================>.........] - ETA: 0s - loss: 1.7246 - accuracy: 0.5506 - top-5-accuracy: 0.8235
+
+
+```
+
+```
+
+29/40 [====================>.........] - ETA: 0s - loss: 1.7304 - accuracy: 0.5490 - top-5-accuracy: 0.8227
+
+
+```
+
+```
+
+30/40 [=====================>........] - ETA: 0s - loss: 1.7321 - accuracy: 0.5482 - top-5-accuracy: 0.8223
+
+
+```
+
+```
+
+31/40 [======================>.......] - ETA: 0s - loss: 1.7361 - accuracy: 0.5475 - top-5-accuracy: 0.8217
+
+
+```
+
+```
+
+32/40 [=======================>......] - ETA: 0s - loss: 1.7419 - accuracy: 0.5469 - top-5-accuracy: 0.8203
+
+
+```
+
+```
+
+33/40 [=======================>......] - ETA: 0s - loss: 1.7353 - accuracy: 0.5482 - top-5-accuracy: 0.8207
+
+
+```
+
+```
+
+34/40 [========================>.....] - ETA: 0s - loss: 1.7301 - accuracy: 0.5491 - top-5-accuracy: 0.8219
+
+
+```
+
+```
+
+35/40 [=========================>....] - ETA: 0s - loss: 1.7298 - accuracy: 0.5494 - top-5-accuracy: 0.8218
+
+
+```
+
+```
+
+36/40 [==========================>...] - ETA: 0s - loss: 1.7303 - accuracy: 0.5494 - top-5-accuracy: 0.8213
+
+
+```
+
+```
+
+37/40 [==========================>...] - ETA: 0s - loss: 1.7288 - accuracy: 0.5485 - top-5-accuracy: 0.8215
+
+
+```
+
+```
+
+38/40 [===========================>..] - ETA: 0s - loss: 1.7230 - accuracy: 0.5492 - top-5-accuracy: 0.8224
+
+
+```
+
+```
+
+39/40 [============================>.] - ETA: 0s - loss: 1.7225 - accuracy: 0.5502 - top-5-accuracy: 0.8215
+
+
+```
+
+```
+
+40/40 [==============================] - 2s 59ms/step - loss: 1.7219 - accuracy: 0.5503 - top-5-accuracy: 0.8215
+
+
+
+```
+Test accuracy: 55.03%
+Test top 5 accuracy: 82.15%
```
diff --git a/examples/vision/vit_small_ds.py b/examples/vision/vit_small_ds.py
index 7fd77dee8e..31be8945e2 100644
--- a/examples/vision/vit_small_ds.py
+++ b/examples/vision/vit_small_ds.py
@@ -5,6 +5,7 @@
Last modified: 2022/01/10
Description: Training a ViT from scratch on smaller datasets with shifted patch tokenization and locality self-attention.
Accelerator: GPU
+Keras 3 Conversion initiated by: [Pavan Kumar Singh](https://github.com/pksX01)
"""
"""
## Introduction
@@ -33,26 +34,20 @@
This example implements the ideas of the paper. A large part of this
example is inspired from
[Image classification with Vision Transformer](https://keras.io/examples/vision/image_classification_with_vision_transformer/).
-
-_Note_: This example requires TensorFlow 2.6 or higher, as well as
-[TensorFlow Addons](https://www.tensorflow.org/addons), which can be
-installed using the following command:
-
-```python
-pip install -qq -U tensorflow-addons
-```
"""
"""
## Setup
"""
+import os
+os.environ["KERAS_BACKEND"] = "tensorflow"
+
import math
import numpy as np
import tensorflow as tf
-from tensorflow import keras
-import tensorflow_addons as tfa
+import keras
import matplotlib.pyplot as plt
-from tensorflow.keras import layers
+from keras import layers
# Setting seed for reproducibiltiy
SEED = 42
@@ -354,7 +349,7 @@ def call(self, encoded_patches):
"""
-class MultiHeadAttentionLSA(tf.keras.layers.MultiHeadAttention):
+class MultiHeadAttentionLSA(keras.layers.MultiHeadAttention):
def __init__(self, **kwargs):
super().__init__(**kwargs)
# The trainable temperature term. The initial value is
@@ -498,7 +493,7 @@ def run_experiment(model):
warmup_steps=warmup_steps,
)
- optimizer = tfa.optimizers.AdamW(
+ optimizer = keras.optimizers.AdamW(
learning_rate=LEARNING_RATE, weight_decay=WEIGHT_DECAY
)
@@ -547,7 +542,4 @@ def run_experiment(model):
I would like to thank [Jarvislabs.ai](https://jarvislabs.ai/) for
generously helping with GPU credits.
-
-You can use the trained model hosted on [Hugging Face Hub](https://huggingface.co/keras-io/vit_small_ds_v2)
-and try the demo on [Hugging Face Spaces](https://huggingface.co/spaces/keras-io/vit-small-ds).
"""
diff --git a/scripts/examples_master.py b/scripts/examples_master.py
index 4004a30e69..6be323dc61 100644
--- a/scripts/examples_master.py
+++ b/scripts/examples_master.py
@@ -108,6 +108,7 @@
"path": "vit_small_ds",
"title": "Train a Vision Transformer on small datasets",
"subcategory": "Image classification",
+ "keras_3": True,
},
{
"path": "shiftvit",