Keras ile Derin Öğrenme Modeli Eğitimi.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import glob\n",
    "# matris işlemleri için\n",
    "import numpy as np\n",
    "# opencv \n",
    "import cv2\n",
    "# grafik kütüphanesi \n",
    "import matplotlib.pylab as plt\n",
    "# matplotlib grafiklerini jupyter note book üzerinde göstermek için\n",
    "%matplotlib inline\n",
    "# rasgele sayı üretimi için\n",
    "import random"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "data = glob.glob(\"/media/phoenix/data/sacrace/collected_data/*.png\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "7383"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Toplam kayıt sayımız\n",
    "len(data)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "/media/phoenix/data/sacrace/collected_data/1573895587955_0.0019683837890625_-0.001953125.png\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Kayıt ettğimiz resmin birine bakıyoruz\n",
    "image = cv2.imread(data[901])\n",
    "plt.figure(figsize=(15,5))\n",
    "plt.imshow(image)\n",
    "print(data[201])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.image.AxesImage at 0x7f4fbd5422d0>"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Resmin her tarafını kullanmamıza gerek yok \n",
    "# çeşitli denemeler yaparak kırptığımız alanı görüyoruz\n",
    "# Uygun gördüğümüz halini ağda kullanacağız\n",
    "# Biz burda sadece sol görüntüyü  üstten 144 den 300 kadarlık kısmını alıyoruz \n",
    "tmp = image[200:400,:672,:]\n",
    "plt.figure(figsize=(15,5))\n",
    "plt.imshow(tmp)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[[ 0.25294495 -0.00195312]\n",
      " [ 0.15490723 -0.00195312]\n",
      " [ 0.25294495  0.00196838]\n",
      " ...\n",
      " [ 0.04118347 -0.00195312]\n",
      " [ 0.03726196  0.35098267]\n",
      " [ 0.25294495  0.5       ]]\n"
     ]
    }
   ],
   "source": [
    "labels = np.array([[float(datum.split(\"_\")[2]),float(datum.split(\"_\")[3][:-4])] for datum in data])\n",
    "print(labels)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Verimizdeki açıların dağılımı nasıl diye bir histogram yapıp bakıyoruz\n",
    "# Dağılımın eşit şekilde olmaması eğitimin de düzgün olmamasına sebep olur\n",
    "plt.hist(labels[:, 1])\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(7383, 2)\n"
     ]
    }
   ],
   "source": [
    "# Veri setindeki açı dağılımını bir paröa düzeltmek için\n",
    "# sayısı az olan açıdaki kayıtları listeye yeniden ekleyerek \n",
    "# daha düzgün hale getirmeye çalışıyoruz\n",
    "print(labels.shape)\n",
    "nitem = len(data)\n",
    "for i in range(nitem):\n",
    "    if labels[i][1] > 0.2:\n",
    "        for j in range(0):\n",
    "            data.append(data[i])\n",
    "            labels = np.append(labels, [labels[i]], axis=0)    \n",
    "    if labels[i][1] < -0.15:\n",
    "        for j in range(7):\n",
    "            data.append(data[i])\n",
    "            labels = np.append(labels, [labels[i]], axis=0)   \n",
    "images=data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# İlk histgorama göre daga dengeli sayılabilecek bir dağılıma ulaştık\n",
    "# En doğru çözüm değil ama pratik işe yarar bir alternatif\n",
    "plt.hist(labels[:, 1])\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Veri setimiz ile ilgili ayarlamalar\n",
    "# Veri seti küme büyüklüğü batch size\n",
    "# Verisetinin ne kadarı eğitim ne kadarı test için kullanılacak\n",
    "# Eğitim %80 , Test %20 \n",
    "bsize = 8\n",
    "dlen = len(labels)\n",
    "splitpoint = int(0.8*dlen)\n",
    "reindex = list(range(len(labels)))\n",
    "# Eğtim verisini karıştıryoruz\n",
    "random.seed(1234)\n",
    "random.shuffle(reindex)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Resim üzerinde Rastgele parlaklık değişimi uygulayan bir fonksiyon\n",
    "# Augmentation function (taken from github)\n",
    "def augment_brightness(image):\n",
    "    image1 = cv2.cvtColor(image,cv2.COLOR_BGR2HSV) \n",
    "    image1 = np.array(image1, dtype = np.float64)\n",
    "    random_bright = .5+np.random.uniform()\n",
    "    image1[:,:,2] = image1[:,:,2]*random_bright\n",
    "    image1[:,:,2][image1[:,:,2]>255]  = 255\n",
    "    image1 = np.array(image1, dtype = np.uint8)\n",
    "    image1 = cv2.cvtColor(image1,cv2.COLOR_HSV2RGB)\n",
    "    return image1"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [],
   "source": [
    "# ismi verilen resmi okuyup \n",
    "# rastgele olarak %50 sine parlaklık değişimi uygulayan fonksiyonu uygulayıp\n",
    "# resim matrisini dönem bir fonksiyon\n",
    "\n",
    "def get_matrix(fname):\n",
    "    img = cv2.imread(fname)\n",
    "    #if random.randint(0,1) == 1 :\n",
    "        #img = augment_brightness(img)        \n",
    "    return img"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Bütün veriyi hafızaya almamız mümkün değil\n",
    "# Ek olarak bazen çeşitli değişimler - Augmentation - uygulamakda istiyebiliriz\n",
    "# python generator ile gerektiğinde veri okunur düzenlenir ve eğitim veya test için \n",
    "# sisteme verilir\n",
    "# alttaki fonksiyonlar bu işi yapar\n",
    "\n",
    "# Generate data for training\n",
    "def generate_data():\n",
    "    i = 0\n",
    "    while True:\n",
    "        x = []\n",
    "        y = []\n",
    "        for j in range(i,i+bsize):  \n",
    "            ix = reindex[j]\n",
    "            img = get_matrix(images[ix])\n",
    "            lbl = np.array([labels[ix]])\n",
    "            flip = random.randint(0,1)\n",
    "            if flip == 1:\n",
    "                img = cv2.flip(img,1)\n",
    "                lbl = lbl*-1.0\n",
    "            x.append(img)\n",
    "            y.append(lbl)\n",
    "        x = np.array(x)\n",
    "        y = np.array(y)       \n",
    "        yield (x,y)    \n",
    "        i +=bsize\n",
    "        if i+bsize > splitpoint:\n",
    "            i = 0\n",
    "            \n",
    "# Generate data for validation                  \n",
    "def generate_data_val():\n",
    "    i = splitpoint\n",
    "    while True:\n",
    "        x = []\n",
    "        y = []\n",
    "        for j in range(i,i+bsize): \n",
    "            ix = reindex[j]\n",
    "            x.append(get_matrix(images[ix]))\n",
    "            y.append(np.array([labels[ix]]))\n",
    "        x = np.array(x)\n",
    "        y = np.array(y)       \n",
    "        yield (x,y)    \n",
    "        i +=bsize\n",
    "        if i+bsize > dlen:\n",
    "            i = splitpoint"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Using TensorFlow backend.\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "tf.estimator package not installed.\n",
      "tf.estimator package not installed.\n"
     ]
    }
   ],
   "source": [
    "# Keras için gerekenler\n",
    "from keras.models import Sequential\n",
    "from keras.layers import Dense, Dropout, Flatten, Lambda\n",
    "from keras.layers import Conv2D, MaxPooling2D, Cropping2D\n",
    "from keras.callbacks import ModelCheckpoint\n",
    "from keras.optimizers import SGD"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Model based on NVIDIA's End to End Learning for Self-Driving Cars model\n",
    "# Sıralı bir keras modeli tanılıyoruz\n",
    "model = Sequential()\n",
    "# Cropping\n",
    "# gelen resmin istediğimiz ksımını kırpmak için bu katmanı yazıyoruz\n",
    "# Cropping2D(cropping((top_crop, bottom_crop), (left_crop, right_crop)))\n",
    "# aşağıdaki satırda \n",
    "# üstten 144 alttan 76 piksel \n",
    "# soldan 0 sağdan 672 piksel kırpılıyor\n",
    "model.add(Cropping2D(cropping=((144,76),(0,0)), input_shape=(480, 640,3)))\n",
    "# Normalization\n",
    "# 0 - 255 arası değerler -1 ila 1 arasına çekiliyor\n",
    "model.add(Lambda(lambda x: (2*x / 255.0) - 1.0))\n",
    "# Evrişim katmanı (5, 5) lik 24 tane 2 şer piksel kayarak\n",
    "model.add(Conv2D(24, (5, 5), activation=\"relu\", strides=(2, 2)))\n",
    "# Ağın çıkışı burda vectöre çevriliyor\n",
    "model.add(Flatten())\n",
    "# Yapay Sinir ağı kısmı\n",
    "model.add(Dense(100))\n",
    "# Ağın çıkışı Açı \n",
    "model.add(Dense(1))\n",
    "model.compile(loss='mse', optimizer='adam')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "_________________________________________________________________\n",
      "Layer (type)                 Output Shape              Param #   \n",
      "=================================================================\n",
      "cropping2d_1 (Cropping2D)    (None, 260, 640, 3)       0         \n",
      "_________________________________________________________________\n",
      "lambda_1 (Lambda)            (None, 260, 640, 3)       0         \n",
      "_________________________________________________________________\n",
      "conv2d_1 (Conv2D)            (None, 128, 318, 24)      1824      \n",
      "_________________________________________________________________\n",
      "flatten_1 (Flatten)          (None, 976896)            0         \n",
      "_________________________________________________________________\n",
      "dense_1 (Dense)              (None, 100)               97689700  \n",
      "_________________________________________________________________\n",
      "dense_2 (Dense)              (None, 1)                 101       \n",
      "=================================================================\n",
      "Total params: 97,691,625\n",
      "Trainable params: 97,691,625\n",
      "Non-trainable params: 0\n",
      "_________________________________________________________________\n"
     ]
    }
   ],
   "source": [
    "# Tanımladığımız ağın yapsı\n",
    "model.summary()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Açı değerlerinide -0.3 ila 0.3 aralığından -1 ila 1 aralığına çekebilmek için 3 ile çarpıyoruz\n",
    "labels = 3*np.array(labels[:, 1])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Eğitim esnasında test hata değeri en düşük değeri kaydeden bir fonksiyon\n",
    "model_checkpoint = ModelCheckpoint('weights.h5', monitor='val_loss', save_best_only=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch 1/10\n",
      "1081/1081 [==============================] - 135s 125ms/step - loss: 742.6885 - val_loss: 11.7630\n",
      "Epoch 2/10\n",
      "1081/1081 [==============================] - 75s 69ms/step - loss: 21.3342 - val_loss: 2.2208\n",
      "Epoch 3/10\n",
      "1081/1081 [==============================] - 75s 70ms/step - loss: 5.8538 - val_loss: 4.8469\n",
      "Epoch 4/10\n",
      "1081/1081 [==============================] - 76s 70ms/step - loss: 6.8343 - val_loss: 0.6358\n",
      "Epoch 5/10\n",
      "1081/1081 [==============================] - 76s 71ms/step - loss: 1.9310 - val_loss: 1.3239\n",
      "Epoch 6/10\n",
      "1081/1081 [==============================] - 77s 71ms/step - loss: 1.1877 - val_loss: 0.8513\n",
      "Epoch 7/10\n",
      "1081/1081 [==============================] - 76s 71ms/step - loss: 1.2560 - val_loss: 0.5597\n",
      "Epoch 8/10\n",
      "1081/1081 [==============================] - 76s 71ms/step - loss: 0.6273 - val_loss: 0.5838\n",
      "Epoch 9/10\n",
      "1081/1081 [==============================] - 76s 71ms/step - loss: 0.3676 - val_loss: 0.3777\n",
      "Epoch 10/10\n",
      "1081/1081 [==============================] - 76s 71ms/step - loss: 0.3628 - val_loss: 0.7769\n"
     ]
    }
   ],
   "source": [
    "# Eğitim fonksiyonu \n",
    "hs = model.fit_generator(generate_data(),steps_per_epoch=int(splitpoint/ bsize), validation_data=generate_data_val(),  validation_steps=(dlen-splitpoint)/bsize, epochs=10,callbacks=[model_checkpoint])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "['loss', 'val_loss']\n"
     ]
    },
    {
     "data": {
      "image/png": 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VqlX89re/Tcu+05ogzGy3mVWY2baksk1mNtXMxoT3zaHczOxLZvYuMzvBzDr3gMMhqh6SYPm6HT54kHM56Mgjj2zqqbUzWieION2Hd7UemyB6gqrKBJt37WfDzuzpIMs5F983v/nNFuNBfP/73+dHP/oRO3fuZOrUqU1dczc+oZxs1apVjBs3DoA9e/Ywbdo0xo8fz0c+8pEWfTFdfvnlTJ48mbFjx3LNNdcAUQeAa9eu5YwzzuCMM84AmrsPB7jhhhsYN24c48aN46abbmo6Xlvdiie75557GDduHBMmTOC0004Dou7CZ86cyUknncT48eP5xS9+AUTdnf/973+npqamqQvxrpKznfU1Sm6oHpwoznA0zvVwD10N77zUtfusPAHOu67NxdOmTeOqq67ii1+MaqVnz57Nww8/THFxMffddx9lZWVs3LiRKVOmcMEFF7Q5TvPNN99MSUkJixcvZvHixUyaNKlp2Q9/+EMGDBhAfX09U6dOZfHixVx55ZXccMMNPPHEEwwcOLDFvhYsWMCvfvUrnn32WcyMU045hfe+972Ul5fH6lb82muv5ZFHHmHYsGFNVVa33347RxxxBM8//zz79u3j1FNP5eyzz+a6667j+uuv549//GOnTm97/ArC72RyrkebOHEi69evZ+3atbz44ouUl5czYsQIzIxvf/vbjB8/njPPPJM1a9awbt26Nvfzt7/9remLevz48YwfP75p2ezZs5k0aRITJ07k5Zdf7nCktyeffJJ/+Zd/obS0lH79+nHxxRfz97//HYjXrfipp57K9OnTufXWW5tGxXv00Ue58847qamp4ZRTTmHTpk2sWLHikM7Vocr5K4iKfn0Y2M8HD3KuS7Tzn346XXLJJcyZM4d33nmHadOmAVEneBs2bGDBggUUFhYyatSolN18J0t1dfHGG29w/fXX8/zzz1NeXs706dM73E97bZpxuhW/5ZZbePbZZ/nTn/5ETU0NixYtwsz47//+b84555wW686bN6/dWA5Hzl9BQFTN5FcQzvVc06ZN43e/+x1z5sxpuitp27ZtDB48mMLCQp544gnefPPNdvdx2mmncddddwGwZMkSFi9eDMD27dspLS3liCOOYN26dTz00ENN27TVJfdpp53G/fffz+7du9m1axf33Xcf73nPe2J/ntdee41TTjmFa6+9loEDB7J69WrOOeccbr75Zg4cOADAq6++yq5du9LaLXjOX0FAVM30m2fepL7ByM9LXT/pnMteY8eOZceOHQwbNoyhQ4cC8PGPf5wPfvCDTJ48mZqaGqqrq9vdx+WXX86nP/1pxo8fT01NDSeffDIAEyZMYOLEiYwdO5ajjz6aU089tWmbGTNmcN555zF06FCeeOKJpvJJkyYxffr0pn187nOfY+LEiW2OUtfazJkzWbFiBWbG1KlTmTBhAuPHj2fVqlVMmjQJM2PQoEHcf//9jB8/noKCAiZMmMD06dP56le/eiinrl1p6+67OxxOd9/JZs9fzTfmLObxr7+Xowf164LInMsd3t13djuc7r69igk4rrIM8IZq55xL5gkCGDOkH3nCG6qdcy6JJwiiwYNGVZT6FYRzndSTq6p7s8P9uXiCCKoqEyx7Z3umw3CuxykuLmbTpk2eJLKMmbFp0yaKizv/ALDfxRRUVSZ4+OV32L2/jpIiPy3OxTV8+HBqa2s53PFZXNcrLi5m+PDhnd7evwmD6jB40Ip1O5lwVPd2tuVcT1ZYWMjo0aMzHYZLA69iCqr8TibnnGvBE0QwYkAJxYV5fieTc84FniCC/Dxx7JAEy9d5Q7VzzoEniBaqfHQ555xr4gkiSVVlgo0797PRBw9yzrm0j0ndX9IcScskLZX0T5IGSPqzpBXhvTysK0k/kbRS0mJJkzraf1er9oZq55xrku4riB8DD5tZNTABWApcDTxmZmOAx8I8wHnAmPCaAdyc5tgO0jh4kDdUO+dcGhOEpDLgNOB2ADPbb2ZbgQuBO8JqdwAXhekLgTst8gzQX9LQdMWXyqBEHypKi1juT1Q751xaryCOBjYAv5L0gqTbJJUCQ8zsbYDwPjisPwxYnbR9bShrQdIMSfMlzU/Hk5tVPniQc84B6U0QBcAk4GYzmwjsork6KZVUI/Uc1LmLmc0ys8lmNnnQoEFdE2mS6soyXl23k4YG71fGOZfbOkwQki6VlAjT35F0b8wG5Fqg1syeDfNziBLGusaqo/C+Pmn9o5K2Hw6sjfcxuk51ZYI9B+p5a/Pu7j60c85llThXEN81sx2S3g2cQ9Ru0GEDspm9A6yWVBWKpgKvAHOBy0LZZcADYXou8KlwN9MUYFtjVVR3am6o9nYI51xui5Mg6sP7B4iqix4AimLu/wrgLkmLgRrg/wDXAWdJWgGcFeYBHgReB1YCtwJfjHmMLnXskATywYOccy5Wb65rJP0COBP4T0l9iNl2YWaLgFTjnk5Nsa4BX4qz33TqW5TPyAEl3lDtnMt5cb7oPww8ApwbblMdAMxMa1QZ5ncyOedcvAQxFPiTma2QdDpwKfBcWqPKsKrKMlZt2sXeA/Udr+ycc71UnATxB6Be0jFED72NBn6b1qgyrLoyQUMYPMg553JVnATRYGZ1wMXATWb2VaKril7L72Ryzrl4CeKApI8CnwL+GMoK0xdS5o2qKKVPQZ63QzjnclqcBPFp4J+AH5rZG5JGA79Jb1iZlZ8nxgzpx/J1niCcc7mrwwRhZq8A/xt4SdI4oqejr+tgsx6vakiZPwvhnMtpcbraOB1YAfwM+DnwqqTT0hxXxlVXJtiwYx+bd+3PdCjOOZcRcaqYfgScbWbvNbPTiLrbuDG9YWWeN1Q753JdnARRaGbLG2fM7FV6eSM1RFcQ4KPLOedyV5yuNuZLuh34nzD/cWBB+kLKDoMSfRhQWuQJwjmXs+IkiMuJ+ki6kmjMhr8RtUX0apKoGpLwhmrnXM7qMEGY2T7ghvDKKVWVCWbPX01Dg5GXl2o8I+ec673aTBCSXiLFiG6NzGx8WiLKItWVCXbvr2f1lt2MrCjNdDjOOdet2ruCOL/boshSzXcy7fAE4ZzLOW0mCDN7szsDyUbHDmm+k+mcsZUZjsY557pXrIF/clVpnwJG+OBBzrkc5QmiA1WVCX9YzjmXk9pNEJLyJXW6Yz5JqyS9JGmRpPmhbICkP0taEd7LQ7kk/UTSSkmLJU3q7HG7UnVlglWbdvvgQc65nNNugjCzemCQpKLDOMYZZlZjZo1jU18NPGZmY4DHwjzAecCY8JoB3HwYx+wyVZUJ6huMlet98CDnXG6J86DcKuAfkuYCuxoLzayzz0VcCJwepu8A5gHfDOV3mpkBz0jqL2momb3dyeN0ieQuN8YNOyKToTjnXLeK0waxlmigoDwgkfSKw4BHJS2QNCOUDWn80g/vg0P5MGB10ra1oawFSTMkzZc0f8OGDTHD6LxRFaUUFeT52BDOuZwT50nqHwBISkSzdih1Laea2VpJg4E/S1rWzrqpHlU+6EE9M5sFzAKYPHlymw/ydZWC/DyOGdTPu9xwzuWcOONBjJP0ArAEeDlcDYyNs3MzWxve1wP3AScD6yQNDfseCqwPq9cCRyVtPpzo6iXjqisTLPc7mZxzOSZOFdMs4GtmNtLMRgJfB27taCNJpeGqA0mlwNlESWYucFlY7TLggTA9F/hUuJtpCrAt0+0PjaoqE6zbvo+tu33wIOdc7ojTSF1qZk80zpjZvPCF35EhwH2SGo/zWzN7WNLzwGxJnwXeAi4N6z8IvB9YCewmGgs7K1QPLQOiLjemHF2R4Wicc657xEkQr0v6Ls3jQXwCeKOjjczsdWBCivJNwNQU5UbUrXjWabyTadnb2z1BOOdyRpwqps8Ag4B7w2sgWfTffXcYnOhD/5JCv5PJOZdT2r2CkJQPfNvMruymeLKSDx7knMtFcZ6kPrGbYslq1ZUJXn1nBw0Nab+z1jnnskKcNogXwlPU99DySep70xZVFqqqLGPX/nrWbN3DUQNKMh2Oc86lXZwEMQDYBLwvqcyI2iNyRvLgQZ4gnHO5IE4bxGIzu7Gb4slaVU19Mm3nrOOHZDga55xLvzhtEBd0UyxZrV+fAoaX9/WGaudczohTxfSUpJ8Cv6dlG8TCtEWVpaIuNzxBOOdyQ5wE8c/h/dqkMqNlm0ROqKpM8MTyDeyrq6dPQX6mw3HOubSK05vrGd0RSE9QVVlGfYPx2vpdHH9kWabDcc65tIrTm+sQSbdLeijMHx/6Uco5TYMHrfOeXZ1zvV+crjZ+DTwCHBnmXwWuSldA2Wz0wFIK8+UN1c65nBAnQQw0s9lAA4CZ1QH1aY0qSxXm5/GuQf28odo5lxPiJIhdkioIo7s1jtWQ1qiy2HFDyzxBOOdyQpwE8TWiwXzeJekfwJ3AFWmNKotVVSZ4e9tetu0+kOlQnHMureLcxbRQ0nuBKqJxo5ebWc5+OzZ3ubGdU3xsCOdcLxbnCgIzqzOzl81sSS4nB0i+k8mrmZxzvVusBHE4JOVLekHSH8P8aEnPSloh6feSikJ5nzC/Miwfle7YOqOyrJiy4gK/k8k51+ulPUEAXwGWJs3/J3CjmY0BtgCNz1R8FthiZscAN4b1so4kqiu9odo51/u1mSAkTWrvFWfnkoYDHwBuC/Mi6qJjTljlDuCiMH1hmCcsnxrWzzpVYfCgaBht55zrndprpP5ReC8GJgMvEjVSjweeBd4dY/83Ad8AEmG+AtganqUAqAWGhelhwGqI2jwkbQvrb0zeoaQZwAyAESNGxAih61VVJtixr441W/cwvNzHhnDO9U5tXkGY2RmhH6Y3gUlmNtnMTgQmAis72rGk84H1ZrYguTjVoWIsS45rVohl8qBBgzoKIy2aGqq9msk514vFaYOoNrOXGmfMbAlQE2O7U4ELJK0CfkdUtXQT0F9S45XLcGBtmK4FjgIIy48ANsc4Trc7Nml0Oeec663iJIilkm6TdLqk90q6lZaNzimZ2bfMbLiZjQKmAY+b2ceBJ4BLwmqXAQ+E6blhnrD8ccvSSv6y4kKG9e/rVxDOuV4tToL4NPAy0d1IVwGvhLLO+ibwNUkridoYbg/ltwMVofxrwNWHcYy0q/LBg5xzvVycJ6n3SroFeNDMlnfmIGY2D5gXpl8HTk51HODSzuw/E6oqE/zt1Q3sr2ugqKA77hZ2zrnuFWc8iAuARcDDYb5G0tx0B5btqisT1DUYr2/cmelQnHMuLeL863sN0X/8WwHMbBEwKo0x9QjVldGIcl7N5JzrreIkiDozy9nuvdty9KBo8KClb3uCcM71Th22QQBLJH0MyJc0BrgSeCq9YWW/5sGDfPhR51zvFOcK4gpgLLAP+C3RYEE5OeRoa34nk3OuN2s3QUjKB35gZv9qZieF13fCHUc5r6oywdpte9m2J6d7QHfO9VLtJggzqwdO7KZYepzGLjde9bEhnHO9UJw2iBfCba33ALsaC83s3rRF1UNUhTuZlr2zg5NGDchwNM4517XiJIgBwCaivpQaGZDzCeLII4pJFBd4Q7VzrleK8yT14XSr0atJomqIN1Q753qnDhOEpGKi0d7GEo0NAYCZfSaNcfUYVZUJ5r64FjMjS8c3cs65Tolzm+v/AJXAOcBfibro9n+Zg+rKBDv21vH2Nr+xyznXu8RJEMeY2XeBXWZ2B9EQoiekN6yeo8q73HDO9VJxEkTjTf5bJY0jGshnVNoi6mGqhvjgQc653inOXUyzJJUD3yUa1Kcf8L20RtWDHFFSyNAjiv1OJudcrxPnLqbbwuRfgaPTG07PVFWZ8CsI51yvE+cuppRXC2Z2bdeH0zNVV5bxj5UbOVDfQGG+Dx7knOsd4nyb7Up61QPn4W0QLVRXJjhQb7y+YVfHKzvnXA8Rp4rpR8nzkq4naotoV3h+4m9An3CcOWZ2jaTRwO+IntBeCHzSzPZL6gPcSdT30ybgI2a26tA+TmZUVTY2VG9vmnbOuZ6uM/UhJcRri9gHvM/MJgA1wLmSpgD/CdxoZmOALUQP4RHet5jZMcCNYb0e4V2D+lGQJ7/V1TnXq8QZk/olSYvD62VgOfDjjrazSOOAzYXhZUR9Os0J5XcAF4XpC8PJ1WSyAAATuElEQVQ8YflU9ZBHk4sK8jh6UKknCOdcrxLnNtfzk6brgHVmVhdn52E8iQXAMcDPgNeArUnb1wLDwvQwYDWAmdVJ2gZUABtb7XMGMANgxIgRccLoFlWVZSx8c0umw3DOuS4Tp4ppR9JrD1AmaUDjq70NzazezGqIuuc4GTgu1WrhPdXVgh1UYDbLzCab2eRBgwbFCL97VFcmWLN1Dzv2+uBBzrneIc4VxELgKKL2AgH9gbfCMiNGe4SZbZU0D5gC9JdUEK4ihgNrw2q14Ti1kgqIntjeHP+jZFbjE9WvrtvBiSN9bAjnXM8X5wriYeCDZjbQzCqIqpzuNbPRZtZmcpA0SFL/MN0XOBNYCjwBXBJWuwx4IEzPDfOE5Y+b2UFXENmq+U4mb4dwzvUOcRLESWb2YOOMmT0EvDfGdkOBJyQtBp4H/mxmfwS+CXxN0kqiNobbw/q3AxWh/GvA1fE/RuYNL+9Lvz4F3lDtnOs14lQxbZT0HeA3RFVKnyB6TqFdZrYYmJii/HWi9ojW5XuBS2PEk5UkceyQfn4F4ZzrNeJcQXwUGATcB9wfpj+azqB6qqrKMpa/s4MeVDPmnHNtivMk9WbgK9B022qpmXnXpSlUVya4+7m3WLd9H5VHFHe8gXPOZbE4D8r9VlKZpFLgZWC5pJnpD63nSe5ywznnero4VUzHhyuGi4AHgRHAJ9MaVQ9VHRKEN1Q753qDOAmiUFIhUYJ4wMwOkOIBNgf9S4qoLCv2hmrnXK8QJ0H8AlgFlAJ/kzQS8DqUNvjgQc653qLDBGFmPzGzYWb2/vDg2lvAGekPrWeqrkzw2vqdHKhvyHQozjl3WA65u+/QS2uszvpyUVVlgv31Daza6IMHOed6Nh8fs4t5lxvOud7CE0QXO2ZwP/J98CDnXC8Qp6sNJP0z0TjUTeub2Z1piqlH61OQz+iBpX4F4Zzr8TpMEJL+B3gXsAioD8VGNH60S6GqMsHi2q2ZDsM55w5LnCuIyUQPy/mzDzFVD0nwp8Vvs3NfHf36xLpIc865rBOnDWIJUJnuQHqTxobqV9d5NZNzrueK8+/tQOAVSc8B+xoLzeyCtEXVw1VXlgFRlxuTRpRnOBrnnOucOAni++kOorcZXt6XkqJ8v5PJOdejxenu+6/dEUhvkpcnjh2S8F5dnXM9WpzuvqdIel7STkn7JdVL8m++DlRXJnzwIOdcjxankfqnRCPIrQD6Ap8LZe2SdJSkJyQtlfSypMZBhwZI+rOkFeG9PJRL0k8krZS0WNKkzn+szKuqTLBl9wHW79jX8crOOZeFYj1JbWYrgXwzqzezXwGnx9isDvi6mR0HTAG+JOl44GrgMTMbAzwW5gHOA8aE1wzg5kP5INmmsaHaH5hzzvVUcRLEbklFwCJJ/1fSV4m6/m6Xmb1tZgvD9A5gKTAMuBC4I6x2B9E4E4TyO0NngM8A/SUNPbSPkz2aBw/y2jjnXM8UJ0F8Mqz3ZWAXcBTwoUM5iKRRwETgWWCImb0NURIBBofVhgGrkzarDWWt9zVD0nxJ8zds2HAoYXSr8tIiBif6+BWEc67HinMX05uS+gJDzewHh3oASf2APwBXmdl2SW2umurwKeKZBcwCmDx5cla3AFeFhmrnnOuJ4tzF9EGifpgeDvM1kubG2XkYqvQPwF1mdm8oXtdYdRTe14fyWqKrk0bDgbVxjpOtqisTrFi/kzofPMg51wPFqWL6PnAysBXAzBYR9ezaLkWXCrcDS83shqRFc4HLwvRlwANJ5Z8KdzNNAbY1VkX1VFWVZeyva2DVpt2ZDsU55w5ZnCep68xsWztVQ205laj94iVJi0LZt4HrgNmSPks0fOmlYdmDwPuBlcBu4NOHesBs09xQvYNjBvfLcDTOOXdo4iSIJZI+BuRLGgNcCTzV0UZm9iSp2xUApqZY34AvxYinxzhmcD/yFN3J9IHxPfaGLOdcjopTxXQFMJaoo767ge3AVekMqrcoLsxnlA8e5JzroeLcxbQb+NfwcoeoujLBy2v9WQjnXM8T5y6myZLulbQwdIGxWNLi7giuN6gaUsZbm3eze39dpkNxzrlDEqcN4i5gJvAS4PdrHqKqygRm8Oq6ndQc1T/T4TjnXGxxEsQGM4v13IM7WHKXG54gnHM9SZwEcY2k24g61kseUe7etjdxjUYMKKFvYb43VDvnepw4CeLTQDVQSHMVkwGeIGKIBg/qx7K3PUE453qWOAligpmdkPZIerHqyjL+vHQdZkYnHjh0zrmMiPMcxDNhHAfXSVWVCTbv2s+GnT54kHOu54hzBfFu4DJJbxC1QYjowefxaY2sF0nucmNwojjD0TjnXDxxEsS5aY+il6tKShDvGTMow9E451w8scaD6I5AerOKfn0Y2M8HD3LO9SyxxqR2h6/aBw9yzvUwniC6SVVlglfX7aC+IasHwXPOuSaeILpJVWWCfXUNvLlpV6ZDcc65WDxBdJPkO5mcc64n8ATRTcYMTiDhDdXOuR4jbQlC0i8lrZe0JKlsgKQ/S1oR3stDuST9RNLK0J34pHTFlSl9i/IZVVHqVxDOuR4jnVcQv+bgZyiuBh4zszFEnf9dHcrPA8aE1wzg5jTGlTFVQxIsX+cJwjnXM6QtQZjZ34DNrYovBO4I03cAFyWV32mRZ4D+knrdIM5VlQlWbdrFnv31mQ7FOec61N1tEEPM7G2A8D44lA8DVietVxvKDiJphqT5kuZv2LAhrcF2teqmwYP8KsI5l/2ypZE6VRenKR8YMLNZZjbZzCYPGtSzuq2o8juZnHM9SHcniHWNVUfhfX0orwWOSlpvOLC2m2NLu5EVpRQX5vmdTM65HqG7E8Rc4LIwfRnwQFL5p8LdTFOAbY1VUb1Jfp44dkiC5eu2ZzoU55zrUDpvc70beBqoklQr6bPAdcBZklYAZ4V5gAeB14GVwK3AF9MVV6ZVDfE+mZxzPUOc7r47xcw+2saiqSnWNeBL6Yolm1RVJrhnQS0bd+5jYL8+mQ7HOefalC2N1DmjurIM8IZq51z28wTRzRrvZPKGaudctvME0c0GJfpQUVrE8ne8odo5l908QWRAlQ8e5JzrATxBZEA0eNBOGnzwIOdcFvMEkQHVlQn2HKjnrc27Mx2Kc861yRNEBlSFO5m8odo5l808QWTAsUP6Ifmtrs657OYJIgNKigoYMaCEZX4nk3Mui3mCyBDvcsM5l+08QWRIdRg8aO8BHzzIOZedPEFkSPXQMhoMVqzbmelQnHMuJU8QGdLc5Ya3QzjnspMniAwZVVFKn4I8b4dwzmUtTxAZkp8nxgzpx7NvbOaplRt5a9Nu9tc1ZDos55xrkrbxIFzHTh5VwS//8QYfu+1ZACQYkihmWHlfhvXvy/Dyvi2n+5fQtyg/w1E753KForF6eqbJkyfb/PnzMx1GpzU0GKu37GbNlj3Ubt1D7ZY9rNmyhzVbd7Nm6x7e3rqXulb9NQ0oLQrJIryaEkgJw8r7ckTfwgx9GudcTyFpgZlN7mi93LyCWPBrePImKKmAkgHQd0D0njzdd0DL5YXFXR5GXp4YWVHKyIrSlMvrG4x12/eyZmtj4oiSSO2W3Sxft4PHl61nX6tqqUSfghRXICVNZQP7FSGpyz+Lc673yaoEIelc4MdAPnCbmV3XwSadkxgKw06E3Ztg5zpYvwz2bIb97dxyWliSOpGUVLRKKuXNZX0SUb1RJ+XniSP79+XI/n05adTBy82MTbv2JyWP3S0SyXNvbGbHvroW2/QpyGuZQI4oZnj/Akr7FNOgPMyMBgMzaDCjwSxpmjDfPB2tazQ0JC+Psb61Wj9sX1SQR9/CfPoWRe99CvOj+cJ8+hblU5w03VheXJRHUX6eJz7nuljWVDFJygdeBc4CaoHngY+a2SttbdPlVUx1+2D35ihZJL/v3gR7tqQo2wx7tgJtnMO8QuhbnnQlUn7w1UlhX6ivg4YDUL+/jekw31DX/nTTus3T9XX7qTuwn4a6A1jdfqzhAGo4QH5DHfnUUUDzg3r7LZ99FLGXQvZRxD4L7xSy18J7zPl97Sw/QCH71YcDKmKfijAVkCeQxP76hk411ks0J4yCPEqLRN/CfEoKFSWbgrym6eJ80bcwJKICUVyYR9+CqKy4UBTn55GXByDy8vMQAuWhPCGEJCTIy8uL1lEe5EXvksK2YX3lkafoXRJqXC9PUTk07U8Q1m0ua0+sP90O1rGOVgiicxCd5+a4Ceejebrx59i03JN2VuqJVUwnAyvN7HUASb8DLgTaTBBdrqAPlA2NXnE11MPebVHCOCi5JJdtgc2vQ+3zUVnDgfjHyCuE/MLm95TTBZBfFE0XlTRN5+cXkN9Ynl8Q3ouapg9QwPb9UFdfR179PvLq91JYv58+9XtR/T7y6sJ70/wOVL8P1e1DdXtR/V6o24vsMO7AUn6UKAv6AIq+tBoaonczzBqib8PGd8I0hsyayvJogHqi177Oh9OdGiz6Ao0+gcIrmiZMk7Sscd22ylpv07zewWXN2x1c1nq9rtLe3tTRCin2lByftVoGYGpeT7TMl83b6qAySypN3kfzEZJ/QuEsWssytVjXmqZbv7dV1nQ0s1bHi6JZMfHb1Fx4ZRvnp2tkU4IYBqxOmq8FTmm9kqQZwAyAESNGdE9k7cnLb652isssqs7avRkO7GnnS78Q8goOq5qqI4VAxeHuxCy6ijmwJ7oKqwvvnZnHkKL/zKXoP3fCf/BN56FxumlZW9N5zd86KbapN3GgwahriN4P1Bv76+FAQ1QtZtaYoKI/+MZEFc0aRvM6tFgHjIYW25K0P5K2i/7cm/dhjYnWWn7xJKeF6BNF60tKupRITgXNP5vWX0BN+7KDv7Aa00N03KadhK8nawotaRFJnyLMJ32Epu2T12955dK4XvIVkSUdK3nfrc+BpShrnFM4v2r6BMmBt9wueX8tz2HL4NR0LlolcR1c1jjdVK6WSb11SiDsJ+W2RIkquXzAwKrWH6bLZVOCSPUtePCP02wWMAuiKqZ0B5UWUtQ+0SeR6Ui6htSc2HqQ/PByzqWWTQ/K1QJHJc0PB9ZmKBbnnMt52ZQgngfGSBotqQiYBszNcEzOOZezsqaKyczqJH0ZeIToyv+XZvZyhsNyzrmclTUJAsDMHgQezHQczjnnsquKyTnnXBbxBOGccy4lTxDOOedS8gThnHMupazpi6kzJG0A3uzk5gOBjV0YTk/n56MlPx/N/Fy01BvOx0gzG9TRSj06QRwOSfPjdFaVK/x8tOTno5mfi5Zy6Xx4FZNzzrmUPEE455xLKZcTxKxMB5Bl/Hy05OejmZ+LlnLmfORsG4Rzzrn25fIVhHPOuXZ4gnDOOZdSTiYISedKWi5ppaSrMx1Ppkg6StITkpZKelnSVzIdUzaQlC/pBUl/zHQsmSapv6Q5kpaF35N/ynRMmSLpq+HvZImkuyUVZzqmdMu5BCEpH/gZcB5wPPBRScdnNqqMqQO+bmbHAVOAL+XwuUj2FWBppoPIEj8GHjazamACOXpeJA0DrgQmm9k4oiEJpmU2qvTLuQQBnAysNLPXzWw/8DvgwgzHlBFm9raZLQzTO4j++IdlNqrMkjQc+ABwW6ZjyTRJZcBpwO0AZrbfzLZmNqqMKgD6SioASsiBES9zMUEMA1YnzdeS41+KAJJGAROBZzMbScbdBHwDaMh0IFngaGAD8KtQ5XabpNJMB5UJZrYGuB54C3gb2GZmj2Y2qvTLxQShFGU5fa+vpH7AH4CrzGx7puPJFEnnA+vNbEGmY8kSBcAk4GYzmwjsAnKyzU5SOVFNw2jgSKBU0icyG1X65WKCqAWOSpofTg5cKrZFUiFRcrjLzO7NdDwZdipwgaRVRFWP75P0m8yGlFG1QK2ZNV5VziFKGLnoTOANM9tgZgeAe4F/znBMaZeLCeJ5YIyk0ZKKiBqa5mY4poyQJKL65aVmdkOm48k0M/uWmQ03s1FEvxePm1mv/y+xLWb2DrBaUlUomgq8ksGQMuktYIqkkvB3M5UcaLDPqjGpu4OZ1Un6MvAI0Z0IvzSzlzMcVqacCnwSeEnSolD27TA2uHMAVwB3hX+mXgc+neF4MsLMnpU0B1hIdPffC+RAlxve1YZzzrmUcrGKyTnnXAyeIJxzzqXkCcI551xKniCcc86l5AnCOedcSp4gnMsQSad7j7Eum3mCcM45l5InCOc6IOkTkp6TtEjSL8J4ETsl/UjSQkmPSRoU1q2R9IykxZLuC334IOkYSX+R9GLY5l1h9/2Sxlu4Kzyl61xW8AThXDskHQd8BDjVzGqAeuDjQCmw0MwmAX8Frgmb3Al808zGAy8lld8F/MzMJhD14fN2KJ8IXEU0NsnRRE+3O5cVcq6rDecO0VTgROD58M99X2A9UXfgvw/r/Aa4V9IRQH8z+2sovwO4R1ICGGZm9wGY2V6AsL/nzKw2zC8CRgFPpv9jOdcxTxDOtU/AHWb2rRaF0ndbrddenzXtVRvtS5qux/8mXRbxKibn2vcYcImkwQCSBkgaSfS3c0lY52PAk2a2Ddgi6T2h/JPAX8MYG7WSLgr76COppFs/hXOd4P+tONcOM3tF0neARyXlAQeALxENnjNW0gJgG1E7BcBlwC0hAST3fvpJ4BeSrg37uLQbP4ZzneK9uTrXCZJ2mlm/TMfhXDp5FZNzzrmU/ArCOedcSn4F4ZxzLiVPEM4551LyBOGccy4lTxDOOedS8gThnHMupf8P5x+asXiipmgAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "\n",
    "# Eğitim işleminin gidişatını grafik olarak görüyoruz\n",
    "# Train and validation loss chart\n",
    "print(hs.history.keys())\n",
    "\n",
    "plt.plot(hs.history['loss'])\n",
    "plt.plot(hs.history['val_loss'])\n",
    "plt.title('model mean squared error loss')\n",
    "plt.ylabel('mean squared error loss')\n",
    "plt.xlabel('epoch')\n",
    "plt.legend(['training set', 'validation set'], loc='upper right')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Eğittiğimiz modeli kaydediyoruz\n",
    "# Ağ yapsını json olarak\n",
    "# Ağ parametre değerlerini h5 uzantılı olarak\n",
    "import json \n",
    "# Save model weights and json.\n",
    "mname = 'sacrace_model'\n",
    "model.save_weights(mname+'.h5')\n",
    "model_json  = model.to_json()\n",
    "with open(mname+'.json', 'w') as outfile:\n",
    "    json.dump(model_json, outfile)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(-0.001953125, '>>>', 0.4771151940027873, '///', '/media/phoenix/data/sacrace/collected_data/1573895002196_0.0019683837890625_-0.001953125.png')\n",
      "(-0.0294036865234375, '>>>', -0.4119158585866292, '///', '/media/phoenix/data/sacrace/collected_data/1573895815030_0.0019683837890625_-0.0294036865234375.png')\n",
      "(-0.001953125, '>>>', 0.2994412382443746, '///', '/media/phoenix/data/sacrace/collected_data/1573894850541_0.0019683837890625_-0.001953125.png')\n",
      "(-0.001953125, '>>>', 0.45120346546173096, '///', '/media/phoenix/data/sacrace/collected_data/1573895001400_0.0019683837890625_-0.001953125.png')\n",
      "(-0.4999847412109375, '>>>', -1.5323195457458496, '///', '/media/phoenix/data/sacrace/collected_data/1573895459923_0.0019683837890625_-0.4999847412109375.png')\n",
      "(0.437255859375, '>>>', 0.09393354256947835, '///', '/media/phoenix/data/sacrace/collected_data/1573894816362_0.2686309814453125_0.437255859375.png')\n",
      "(-0.5, '>>>', 0.024594247341156006, '///', '/media/phoenix/data/sacrace/collected_data/1573894789460_0.0019683837890625_-0.5.png')\n",
      "(0.335296630859375, '>>>', 0.029429289201895397, '///', '/media/phoenix/data/sacrace/collected_data/1573895630258_0.1196136474609375_0.335296630859375.png')\n",
      "(-0.001953125, '>>>', 0.4845893780390422, '///', '/media/phoenix/data/sacrace/collected_data/1573895001736_0.0019683837890625_-0.001953125.png')\n",
      "(-0.001953125, '>>>', 0.5041757424672445, '///', '/media/phoenix/data/sacrace/collected_data/1573895493275_0.0019683837890625_-0.001953125.png')\n",
      "(0.5, '>>>', 0.16048864523569742, '///', '/media/phoenix/data/sacrace/collected_data/1573894803299_0.0019683837890625_0.5.png')\n",
      "(0.5, '>>>', 0.041692872842152916, '///', '/media/phoenix/data/sacrace/collected_data/1573895565118_0.2529449462890625_0.5.png')\n",
      "(0.35882568359375, '>>>', 0.0331060861547788, '///', '/media/phoenix/data/sacrace/collected_data/1573894972127_0.0019683837890625_0.35882568359375.png')\n",
      "(-0.0607757568359375, '>>>', -0.3726348082224528, '///', '/media/phoenix/data/sacrace/collected_data/1573895814903_0.0019683837890625_-0.0607757568359375.png')\n",
      "(-0.001953125, '>>>', 0.41658127307891846, '///', '/media/phoenix/data/sacrace/collected_data/1573895452224_0.0019683837890625_-0.001953125.png')\n",
      "(0.3470611572265625, '>>>', 0.009429718057314554, '///', '/media/phoenix/data/sacrace/collected_data/1573895670614_0.194122314453125_0.3470611572265625.png')\n",
      "(-0.001953125, '>>>', 0.34631872177124023, '///', '/media/phoenix/data/sacrace/collected_data/1573894845920_0.0019683837890625_-0.001953125.png')\n",
      "(-0.001953125, '>>>', 0.45893649260203045, '///', '/media/phoenix/data/sacrace/collected_data/1573895001864_0.0019683837890625_-0.001953125.png')\n",
      "(-0.001953125, '>>>', 0.4713519811630249, '///', '/media/phoenix/data/sacrace/collected_data/1573895002662_0.0019683837890625_-0.001953125.png')\n",
      "(0.052947998046875, '>>>', 0.36177460352579754, '///', '/media/phoenix/data/sacrace/collected_data/1573894851368_0.5_0.052947998046875.png')\n",
      "(0.4176483154296875, '>>>', 0.0447768767674764, '///', '/media/phoenix/data/sacrace/collected_data/1573895472012_0.241180419921875_0.4176483154296875.png')\n",
      "(-0.001953125, '>>>', 0.6443547010421753, '///', '/media/phoenix/data/sacrace/collected_data/1573895461053_0.0019683837890625_-0.001953125.png')\n",
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     ]
    }
   ],
   "source": [
    "# rastgele 10 resim seçip modelimiz hesapladığı sonuçla gerçeğine bakıyoruz \n",
    "# Eğer sonuçlar iyi ise kullanabiliriz\n",
    "# Sonuççlar kötüyse eğitim aşamasına dönmemiz lazım\n",
    "# Compare actual and predicted steering\n",
    "errors = []\n",
    "for i in range(len(data)):\n",
    "    ix = i\n",
    "    out = model.predict(get_matrix(data[ix]).reshape(1,480,640,3))\n",
    "    errors.append((labels[ix]-out[0][0])/3)\n",
    "    if (labels[ix]-out[0][0])/3 >0.3 or (labels[ix]-out[0][0])/3 <-0.3:\n",
    "        print(labels[ix]/3, \">>>\",out[0][0]/3, \"///\", data[ix])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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4SDVNxf7icygrr0BaagpKSssxfbZ3ckEAuPvjNdh26DQ+WbnP5wYQL0YEdq2piwLKNkKICQAmAECTJk0M2C0RRev0+TKMfHEpvprUB4BrUrKKColVhcdx66vLcU6ZYnhcn2Z49XvXdAwT312FN8Z2w90frUV/1eRsy5WZNgv2HA+5z8mfrAMAfD6xt2dun9fGeINvRYVESorwmSBNy7DnluCdcT08M5tO/nRdwDrHz5aGnJt+yDOLPX/vP34OC7cc9gR1wDth3gG/+ZCyK6d7vht/324twuC2dTUf8uKeKTXY/EpGMyKw7wPQWPW6EYCAWayklDMAzACA/Px8a417J0pSD33lmmRtV9EZNJ/6dcD77qAOuJ5B0P/JRTh7odxnfqTSchnR/DuzVc87GPuGNyfdfOrX6N2iluaEc/62HDyJM2GmrA43pbXb5E/WolKadnPjHR+s8XndpFYVHAwyKeCCzYcwuG3diB+RGA8ikicDaW5AiDQA2wAMBLAfwAoAv5FSBp2WLz8/XxYURD6THZ/ZSEQA0LVpDawMU0Iww83dm+D95YUh11FXOUVKCLFSSpkfbr2Ye8VIKcsATAIwF8BmAB+FCupERLGyYlAHEDaoA67SRrwZMleMlPJrAIHlOCJKiMrpqUHrfsla1hQWo0296nHdh61Gnt4x6CKzk0AW9vfrOpidBNP8oX+LiNb/25XaQ03m3HGZEcmJ2L9u7mzKfuNp9bTBePCqwO+5a9Macd+3rQK7uq8qkb/WYR6IQl7BHoKemZYat32GevTfsPb1ApZ1aJiNm7s31lg7cvcMaWXIdvSaOrxN0P7qWn35jWarwE7aLsrNCr9SEujUKMfsJJjG3QdiXJCArVdaqkEPXgXwvF8ufGi7wODtlp6agsx0bzi6pUcTPH6tcSWwa7s0MmxbeoR65nK6gd9x0P3HfQ8Udx0aZpu6f/dIQLOlpMT/B2N1VSrFluOuFGNu8pGR7Tx/5+e5qhxqZ1XConv64/4g1T9uqapg+Ni1HdChUXTX9Td39sW6B4f4LKsa5Hv5cELPqPbhL69WFZ/Xqcq1qNXnMJ059sQZGOFwaiuJ9geQplx8N3WLrbibZqGAOritvR4rd2nLWgHLjHo03l+HttG13kRV/XxaagqmDNP3OS035nuvpezK6UhLEZjYvyXyaldFTuXQVampBlxHWRlpaFW3Gqr7VdsGG6yUUyX08P5aIYb/q9PbrkG25nv+vclzqqQjO8z3YAQGdgDP/PoSvDqmm9nJCKDO/YQSqtinR6zF79G989C7RWCAcppbezY1fJtaP3KhGsz920vzItqe+kwGG3Tjb0xv7z5ShKsE9ti17SPar/fz3hRUqZSGTQ8P9dTnBwvcDygNjHrb0OpWzwj63qPXaKdbve/GNSurlofe19w7+wZ97+kbL/G+8Du0YL/J1dMGIzM9fu0Ynv3HfQ82cG3n6OvfLjc4p9/Ur0gXjLqern2UVTHuzITQnBXCRc+8FnWqZeC93xlTpI1VjOPtEq6Zau4VN3VM0Fs1IjUK/SM61Nf12dzqmap9u3YeSWbh6ksaeP72j93qm0uwbbqrEjPS9R3rtCBVOhseugLXdG7oeT3oYm/JR52u313WXHk/F6kp2vsc3qEepgxrE7LaRL0vN/ch+h9rbrUM3DW4VchpDozEwB6jUb0Cc3Gt6mahRpXoils+jV8hLgJ1lUPXpjVQT/Xj1KtCiYKhrrWGOZWDv2mwBtmuY4imMXjGrV2NTk6AFnWq4pLGxjXQ1qpaCXcMCuyt4RPsI40DqpOpN8eu5g6AoQLa13/ydolc9+AQPKXKuYa6IQSrsgs9a67rM7WzgufSAdexZmX4DstxN8Ze0jjHJ13uaXob5FT2qddX69KkBm7r18Inp9+zec2g++/SxNWe4K4CKld+W+5DG96hPv40MHHdtW0V2ON9r3NPiBSrFCF035nVxWAAaFxDlWMPkf0MlzONpGrEKjXkV3Vy5fyu7dIQn03sDQCoVz1T1xDsISF6XBjh0z/0wmi/c6Vl8tDWAcu04tnmh4di6ZTLNQPoHy+/yNMYF6o0pda7RW3lf+959//kqmmDw27HHQD92yq65Xn7XudUScdP9w7Eq6PzUT0z3ecGIgTQtr724Jtgjdvl7sge4ppW719LqG9p7KV5PpmXrk1rIi1FYNDFdYNmaty/X3Xgf/Dq4FWjo3s1xVeT+iBf6aPun9FKUEbdw1aBXUuTmvqqLvQI1gjpH3zVgl2Llf3q0a7sqF0svqGrtxrok9t6+UydeqE8dPQOlZv+x/Ud8ebY7iE/7745RFo87NEseM4lFh0bunLDbetXR13lhxH5D0L7O7t/xMUxpMwVDIJ9T+oGNv9+4I1rVkZutcDSVOVKqZp1rQvv7ofKlVJ9GiHdckKUArs3q4ntjw1Dz+bBb+g1dcwD7j5Edd3/j/dejqnDvd9fihCol52JgRcHNvIKIfDamG74ctKlYfflVhGn+jP1+VLn2Ds0ysbmR4aib6s6QUsm3pKL649rOjUIWYpJS01Bh0bZCQ/gwdgqsGsVgz++rZdPUVCPQRd7g6d/8U1L7SztH0TjmpWDdjV8Z7zvlPTBLgr1jzU/zxUw71SK56FyKU/eeAk+n9jbE7z961jTUkXIFn0AaKMM6OncJMczcvGN34ZuRH59TLegNwx1Xase/o1pIzrWx5LJA9C/da4np+Tfa0GrUW/J5AGev7VixDd39sWVHcOnzV3cHxKiZ81fhrQOqGb7bvIAXKfUt6alCp/zdn0E/afvGdLK52ETgG9uf+lfve0dr2ucJ/9rrHIUXR+1qlLqZ1dGWoq6rjz0NuplZ6JjBGMK9HT/80/WmN55PudBK6C6F0npynnXqZbh6Snk3me97NBVmGmpKVh4dz/8/bqOUZVs2zdwlV7ilRkKxlaBvWvTGliv6p9aq2ol1K2eiRu6Ngo5TPdzpVgPuG4O06/vCMAV1Dc8dIXPuh1VufZ+reoAcN35/W8qPZrVxLw7+wWt+2tWu6pPwFFfeO//rie+mtQHn03sjUY1Akscfx50EXZPH4GOjXKw6/HhAHy7wO2ePgJZGWnIrZ7pSWOtqq50uHNl/nWHL/ymM36V3wjP3dQJo5V2gZ7Na2HplMsxslND/HVoG2x5ZKjPPNv+6lbPwIA2uchMT/VUj/wq3xu42jbwFsEHt62Li4MUyZvXrord00dgp3Jsao2VEli97Ew8dHU7n/m6hQBu6dEUux4f7nOzbawqtanTALgaH1vVrYZ62ZmaNy13cFg2dSBuVI6lboj2ij4X1cbqvw3Bu+N74JYeTfDdX/ojKyMND1/THuP7NMOvuzXGx7f19lSlVEpL0Z2Lm3S5tw7WfUzqB1tUzUjDm2O7Y+mUyzGgda5n/ECwkpu6RPDkDR11pcE/rZqNtzHmStV9ym/u3sTz29VqE8jKcK3rH/wfvLod7hrirfbyLyED3kxTWqpASorAsnsHak698OWkSwNK5ep40rxOFipXSo2q4bNH81pYNW0whrbX15BtFEMmAUukapnp+HLSpVi15zjGXOptaAz3ldfPzsQvJ0pQt1qGpxFHK+fx1tju6PTwPIzpnYcmNavgu21FqFW1EupXz8Ra1Xr5eTXCdltqXLMKmtWuip+PnPHUlfZoVhO9Iqj/TkkR2ProUKSlpKCFxnzZbq//thsWbjmMfq3q4JuNB5FbPROHTp73vD+4bV1PrvXo6Que5eqgEO54XvxNF5/Xweq+OzfJ8Ty9JtxUy23qVcOWg6c031PXaa+eNthTR5uSIlBw/2C89eNuT6OV258HXoTnF+7Q3F6om1Z6agruGtwKIzrUx+q9xSHTDACXtqyNS1vW9rzOykjzGYBzRbt6+M/iXUgRAs/d1BnPL9yOl/+vK9o/MDdgW2+N7Y41fvu8qmN91KueiW55NTwPqAC8mQ0AmDKsDYa1r4dGNYJXyeVWy8DhU97r4JVR+djl97QhNXWO/aPf99Ic8KSVq39lVD6WbC8Kul23h65uh3YNqmPepkMoq5A+PVymDr8Yo15bjhtV1ZPj+jTH6fPluH1AC3yxxvWYB/dvqX+rOmiZm4VdRafx8MjAkpw7iLt7rgWr4+/YKAcdG+XgnZ/2oEyp78+pHFjaVX/6IaW+/e/XdfA8YxXQLjHqqQIzmu0CO+A9EZH46o99kP/ofIzr08zTCq/VrzanSiVPwCqvkKiVVQlXdWyARVt9L9pbe+Z5/h50cS7mb9Z+Orp7vnv3rrpEMQFQho75O+pWz8TN3V1PpnLf8NzVM+0bVvfZRriMx/y7+qFqRmrABemuKgrGvdluYdZT/0Lm3NFX1zz7WvNujOqVF7As3Dwcn/6ht8/j2tTSU1PQvmE29h6L/eHD6t9392Y18fa4Hgj27IO+reqgrypgA65SYncdxfdwvXQuu6gOPl3lfTLQoLZ1AQRWNT0ysh0+LNjr03Ml2P61+t4PaltX2XZo7pu11rXUt1WdgMxCvexMz+Ruw9rXw+wNBz3Xb+OaVTD/rn5B91U/u7JmwA/mgavaYtoXrhnHNat2lGVZGWme43D/5qzGVlUxoYQLVrWzMrB7+gj0aF4LZRWup6eHG+mWmiIwslPDgDt9VkaaT92c+tmK/io8DZSh0xcPnsbRCMvOLXOzUD+7sudmcNlFtcN8wqW+kvsPlYN0pSdx/Kvo9MysN7R9Pbx8SxfseGxYzPtXH2ui+jBH49ZeeZj5x8uCptG9OLdaRkKGxJvh1l55IX+nkf6OzGTLHLuWtCADDbQocd2QIcxA6B/sEzd0xBNztqBhjnG9d/TyDECK8TBfH9PNU0QN5aqO9VE9Mw19L/LmPhfe3Q87i87gd29F/sSsWM36Ux80rRU4ACgcIQSG6RzcQ84UOsDr+LxhKYmOY269T/9Kf88Y90lzNzjGU8/mtfDZxEtRvbLrHlolAcOJ3dxF/1gvsrTUFF3DoIUQ6N8616eE07xOFrr7FbsTlXNt1yBbV6+nZGCzAbmmCdUF2MIFrgCOueobhOjT7X+S6lbPxCPXtMdgjX648fJ/PZvi7IXymKdVjYrZV6SFfxDxCnixPkvYKGafersK9bVZ48yG5pgce6Ru7dk0bB/WSFzfpRHuGx58EEx6agpuH9AyIRMAuQW7ABMdc/yDS7xjzYgO9TXnYEkkaWLbSjyZeTyJvG5DNZ7agWNy7ImkdX6f/tUl2HQg/g+pjYS38dRc/vuP9w/kxVu6hF9JEe/vxk4NbnpYoSCSiG9Uq0unnipEC3w9AJI4xx6pKcPa+AxeMsPITg2CPjBAW/hJvhLB/wfhtGCnJdgPPD1VxDy9QbLSmsEyXrSuUDtdtUmRYzfihOTVroq3x/XAJQ99Y8DWovPcTZE98DdZc+xWtv2xwNG2FJmEXD8x9ooxG3PsBkpkjkIPb3dHcy/FZA7kZrNC1YkdaZUq3dexnq/U7Gs+KQJ7sDlL4sXsQOrP7NRYteqlTrWMOPaKcf1vlUvBqGRY5XjiTXtSMf0Hb/YNNabALoS4UQixUQhRIYQIPvzSZNE8cMAJzL643KwaDJZPHej526JJtBwzr6mE9orRWmajiyTWOvYNAK4D8B8D0kIGkzqekGQGq5Vo4sHMarkHr2qLJjofsaiXtU5Z/BOjOUApos8bl5ZoxBTYpZSbgeT4odqRVerY/Q1rH9+nHVmJGd+9etZTio7mbCM6TqVVBqY5sldMaopAeqpASWmF2UkxVYVBUwrESh3b/n5dB/xa4+lARFZi1XYhvcIGdiHEfABaWaz7pJRf6N2REGICgAkA0KRJfKe63Kg8PKPNtDlx3Y/VuQdZ+LcxJDoTqf6RVM9MDzovdqJZrSQTT0blI5PmK4ux8dRsYQO7lHKQETuSUs4AMAMA8vPz41peSeSwfSvrnlcTE/o2N2d+GpuIV8nZIiVyRwXiDOV3nYhjinVKAbO/d0dWxZBLSorweQixWdwPBE5GTjtyM29Yf7y8Jc5dKIvoCWTRinXkqdk39li7O14rhNgHoBeAWUKIwOd+OVGYMxxpA8qnf+il+5mUdiSEwPAO1mwwjXfOyuycm1GsUA3Rqm41vDK6G6pnBj7ByWja0/aa/x3oFWuvmM8BfG5QWmx3NrY0AAAOBklEQVQv2ou/a9Oa6No0sU8xt5K/XNE64U9xjzer9I6g6MSaYzf7HsCqGANZbUqBYKwWc24f0NLsJMSNffJ4pBYqMIeqWrTKTys5h2TGmZ2KbIlml5tfrG5UunQOaJNrckqMlSyXtta0vVUz0tCkZhXcN6KtCSmKDHPslBBWqKPVEq/SS/uG2dg9fUR8Nh4Bo4/PaqU9o7XMzcKOw6c136uUloLFkwckOEXRYWAnQvCc6Eu3dEFeFA/EtppYb6vJklN//ubOWLrjSMxdps3OyDCwR8PhuRbyGt6hvtlJoAS6uH51Q2aDNbvKkXXsEUiWXAsR2RsDOxHpxsyNPmZXxTCwEyUB1h4mFwb2CDi9R0A8mV3nGIzTBxIZncN2+NflGAzs0WBxNGpmF1EpOqyCsRcGdgMxN2M/HExGRrJKDGBgjwOrh4pkj2UDHTYaNJGS/dqxC/Zjp6Tz4i1dUHy21OxkEMUNAzslncz0VNTL5sNYomGVqgbLM7lkw6qYJMQfp5fTe8UYhY3e+ljkqY/MsRMB1g5cv+/XHOv3nYjqs7xvJdaEvi2w59hZtG+QbWo6GNiJLO7eYbE/3tCo2xYbT0Pr1aIWFt7d3+xksCqGiMhpGNiJkgBrZJILA3sc8EdEVsEpBZITA3skeFE7Dk+pPqxbtxcG9iiEu8b5GwjOqpOBkT4M8PbAwE4JYdXuhNZMFVFsGNiJiBwmpsAuhHhSCLFFCLFOCPG5ECLHqIQRkfWw8dQeYs2xzwPQXkrZEcA2APfGniQishpWWdlLTIFdSvmNlLJMefkTgEaxJ4nizYwGMKs2mlozVUSxMbKOfSyA2QZujxzIqo2oVk2W1bBXjD2EnStGCDEfQD2Nt+6TUn6hrHMfgDIA74bYzgQAEwCgSZMmUSXWKuyey2M9KZGzhQ3sUspBod4XQowGcCWAgTLEHKhSyhkAZgBAfn6+PUMLcytkM7yJJ6eYZncUQgwF8FcA/aSUZ41JEhFZFW8U9hBrHfsLAKoBmCeEWCOE+LcBabIunRc16yHJKoy6FnlN20tMOXYpZUujEmInvMYpWTHA2wNHnhIROQwDOxGRwzCwExE5DAM7EZHDMLATkQ5sNbUTBnYiIodhYKfkxgE35EAM7HHA0Xn2w/7Z5CQM7JRQVp2+l8hJGNjjwOq5PzPSZ9npeh2uQ8NsAEDTmlVi2o7Vr2nyFdOUAsnGKblNVhUlj1G9mqJn81poXa+a2UmhBGKOPQqC2ReyCSEEg3oSYmCnhLBqaecPA1oAACqnp5qcEiLjsCqGEspqde0T+7fExP5JOUkpORhz7EREDsPATkRhWaucReEwsBMROQwDOxGRwzCwG4j9w4nIChjYoyDDRHB2cyciMzmqu+M9Q1qhS9ManteDLq6LnCrphm3fal31iGLxxA0dcehEia51OSjPXhwV2CddfpHP61dG55uUEiLr+1V+Y7OTQHHCqpgIWHX0JBGRGgN7FFgsJSIriymwCyEeEUKsE0KsEUJ8I4RoYFTCiIgoOrHm2J+UUnaUUnYCMBPA3wxIExERxSCmwC6lPKl6WRV8giSRI7Hy0V5i7hUjhHgMwCgAJwAMiDlFREQUk7A5diHEfCHEBo1/IwFASnmflLIxgHcBTAqxnQlCiAIhREFRUZFxR0C2wp5FRPEXNscupRykc1vvAZgF4IEg25kBYAYA5Ofn89edZDi4iyhxYu0Vox4RdDWALbElh4iIYhVrHft0IURrABUA9gC4LfYkkROxCsbeOHTDXmIK7FLK641KCCUHVskQxR9HnkaA0/ISkR0wsEeBxVIisjIGdiLSjVVp9sDATkS6sRHcHhjYiSgs5tTthYHdQHbJzaSnuU57RhpPP5ETOeoJSlZh9dzNr/Mb45fic7h9QEuzk0JEccDAnoQqpaVg8tA2ZieDbMjqmRZyYVmciHSzS3VjsmNgJ6KwOHbDXhjYo8ARqERkZQzsEWCuhYjsgIE9AsypE5EdMLBHgTl3SlbsFWMPDOxEpBt7xdgDA3sc8OIPjt8NUfwxsFNCsAhPlDgM7HHAIBaIOXWixGFgp4TiTc/eeP7sgYGdiMhhGNiJSDdWqdkDAzsRhcWxG/bCwE5E5DAM7ESkGxtP7YGBPQKsXSQiOzAksAsh7hFCSCFEbSO2Z3XMs1CyYuOpPcQc2IUQjQEMBlAYe3LsjbM/klMJtp7aihE59mcATAZrKjz4GyAiM8UU2IUQVwPYL6Vcq2PdCUKIAiFEQVFRUSy7JSKTsPHUHtLCrSCEmA+gnsZb9wGYCmCInh1JKWcAmAEA+fn5zN0TEcVJ2MAupRyktVwI0QFAMwBrlfq3RgBWCSG6SykPGppKIiLSLWxgD0ZKuR5Arvu1EGI3gHwp5RED0kVEFsReMfbAfuxEFBZr1u0l6hy7PyllnlHbIiJrYuOpPTDHHgUWRonIyhjYiYgcxrCqmGQSrDCalen6OpvWqpq4xNjEXYNbofDYWVzWKilmnXAsNp7aAwO7gVrUycLrY7qhR/OaZifFclrmVsPMP15mdjIoShxNbS8M7AYb0CY3/EpERHHEOnYi0o29YuyBgZ2IyGEY2ImIHIaBnYh0Y68Ye2BgJyJyGAZ2ItKNjaf2wMBOROQwDOxERA7DwB4ByadVU5Jj46k9MLBHgU9sJyIrY2AnIt3YeGoPDOxERA7DwE5E5DAM7EREDsPATkTkMAzsREQOw8BOROQwDOxERA7DwE5E5DAxBXYhxINCiP1CiDXKv+FGJcyK3CNOM9N4P6Tk4h6YVD8n0+SUkB5GPMz6GSnlUwZsx/JqVq2Ev1zRGiM61Dc7KUQJlVstA+P7NMMN+Y3MTgrpYERgTyq3D2hpdhKIEi4lReD+K9uanQzSyYg6hUlCiHVCiNeEEDWCrSSEmCCEKBBCFBQVFRmwWyIi0iLCTUUrhJgPoJ7GW/cB+AnAEQASwCMA6kspx4bbaX5+viwoKIg8tURESUwIsVJKmR9uvbBVMVLKQTp3+F8AM/WsS0RE8RNrrxh1K+K1ADbElhwiIopVrI2nTwghOsFVFbMbwO9jThEREcUkpsAupbzVqIQQEZExONKGiMhhGNiJiBwmbHfHuOxUiCIAe6L8eG24ulg6ldOPD3D+MfL47M+qx9hUSlkn3EqmBPZYCCEK9PTjtCunHx/g/GPk8dmf3Y+RVTFERA7DwE5E5DB2DOwzzE5AnDn9+ADnHyOPz/5sfYy2q2MnIqLQ7JhjJyKiEGwV2IUQQ4UQW4UQO4QQU8xOj15CiMZCiG+FEJuFEBuFEH9WltcUQswTQmxX/q+hLBdCiH8px7lOCNFFta3RyvrbhRCjzTomLUKIVCHEaiHETOV1MyHEMiWtHwohKinLM5TXO5T381TbuFdZvlUIcYU5RxJICJEjhPhECLFFOY+9nHT+hBB3KtfmBiHE+0KITLufP2Uq8cNCiA2qZYadMyFEVyHEeuUz/xJCecSaFUgpbfEPQCqAnQCaA6gEYC2AtmanS2fa6wPoovxdDcA2AG0BPAFgirJ8CoB/KH8PBzAbgADQE8AyZXlNALuU/2sof9cw+/hUx3kXgPcAzFRefwTgJuXvfwP4g/L3RAD/Vv6+CcCHyt9tlfOaAaCZcr5TzT4uJW1vAhiv/F0JQI5Tzh+AhgB+BlBZdd7G2P38AegLoAuADaplhp0zAMsB9FI+MxvAMLPPpec4zU5ABCepF4C5qtf3ArjX7HRFeSxfABgMYCtcc9gDruC/Vfn7PwBuVq2/VXn/ZgD/US33Wc/kY2oEYAGAy+GavlnANcAjzf/8AZgLoJfyd5qynvA/p+r1TD626krgE37LHXH+lMC+Vwleacr5u8IJ5w9Anl9gN+ScKe9tUS33Wc/sf3aqinFffG77lGW2ohRbOwNYBqCulPIXAFD+z1VWC3asVv4OngUwGUCF8roWgGIpZZnyWp1Wz3Eo759Q1rfq8TUHUATgdaWq6RUhRFU45PxJKfcDeApAIYBf4DofK+Gc86dm1DlrqPztv9wS7BTYteqvbNWlRwiRBeBTAHdIKU+GWlVjmQyx3FRCiCsBHJZSrlQv1lhVhnnPkscHV660C4CXpZSdAZyBqxgfjK2OT6lnHglX9UkDAFUBDNNY1a7nT49Ij8nSx2qnwL4PQGPV60YADpiUlogJIdLhCurvSik/UxYfEsrDSpT/DyvLgx2rVb+DSwFcLYTYDeADuKpjngWQI4RwTw2tTqvnOJT3swEcg3WPbx+AfVLKZcrrT+AK9E45f4MA/CylLJJSlgL4DEBvOOf8qRl1zvYpf/svtwQ7BfYVAC5SWuorwdVo86XJadJFaS1/FcBmKeU/VW99CcDdyj4arrp39/JRSkt9TwAnlGLjXABDhBA1lFzWEGWZqaSU90opG0kp8+A6LwullLcA+BbADcpq/sfnPu4blPWlsvwmpddFMwAXwdVAZSop5UEAe4UQrZVFAwFsgkPOH1xVMD2FEFWUa9V9fI44f34MOWfKe6eEED2V72yUalvmM7uSP8KGkOFw9SjZCeA+s9MTQbr7wFVMWwdgjfJvOFz1kgsAbFf+r6msLwC8qBznegD5qm2NBbBD+fdbs49N41j7w9srpjlcP+wdAD4GkKEsz1Re71Deb676/H3KcW+FlXoZAJ0AFCjn8H9w9ZBwzPkD8BCALXA93vJtuHq22Pr8AXgfrjaDUrhy2OOMPGcA8pXvayeAF+DXuG7mP448JSJyGDtVxRARkQ4M7EREDsPATkTkMAzsREQOw8BOROQwDOxERA7DwE5E5DAM7EREDvP/W9rxOaqQwMsAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.plot(errors)\n",
    "plt.show()"
   ]
  },
  {
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