Google Colab.ipynb

{
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  "metadata": {
    "colab": {
      "provenance": [],
      "gpuType": "T4"
    },
    "kernelspec": {
      "name": "python3",
      "display_name": "Python 3"
    },
    "language_info": {
      "name": "python"
    },
    "accelerator": "GPU"
  },
  "cells": [
    {
      "cell_type": "code",
      "execution_count": 4,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "zgzBjpxLRTA6",
        "outputId": "1099bc11-ab41-4091-87d1-c01fe8970d29"
      },
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Cloning into 'kuku'...\n",
            "remote: Enumerating objects: 753, done.\u001b[K\n",
            "remote: Counting objects: 100% (14/14), done.\u001b[K\n",
            "remote: Compressing objects: 100% (14/14), done.\u001b[K\n",
            "remote: Total 753 (delta 5), reused 0 (delta 0), pack-reused 739\u001b[K\n",
            "Receiving objects: 100% (753/753), 46.70 MiB | 17.07 MiB/s, done.\n",
            "Resolving deltas: 100% (35/35), done.\n",
            "Updating files: 100% (708/708), done.\n",
            "/content/drive/MyDrive/kuku\n"
          ]
        }
      ],
      "source": [
        "!git clone https://github.com/BurhanNR97/kuku.git\n",
        "%cd kuku"
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "%cd /content/drive/MyDrive"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "khjupdNyHmt_",
        "outputId": "c88183bc-b2f0-4123-803c-925ebca0eaab"
      },
      "execution_count": 3,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "/content/drive/MyDrive\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "%cd /content/drive/MyDrive/kuku"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "oj8NaNSf6R2g",
        "outputId": "b20516df-a992-4443-f389-6381b921acfc"
      },
      "execution_count": 7,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "/content/drive/MyDrive/kuku\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "%cd /content/\n",
        "!wget -P weights https://github.com/WongKinYiu/yolov7/releases/download/v0.1/yolov7x.pt\n",
        "!wget -P weights https://github.com/WongKinYiu/yolov7/releases/download/v0.1/yolov7.pt\n",
        "!wget -P weights https://github.com/WongKinYiu/yolov7/releases/download/v0.1/yolov7-tiny.pt"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "pHS3dUOSRgfJ",
        "outputId": "01a33ca2-b298-4f2f-c82f-2e30b96bf252"
      },
      "execution_count": 5,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "/content\n",
            "--2023-09-28 00:09:52--  https://github.com/WongKinYiu/yolov7/releases/download/v0.1/yolov7x.pt\n",
            "Resolving github.com (github.com)... 140.82.113.3\n",
            "Connecting to github.com (github.com)|140.82.113.3|:443... connected.\n",
            "HTTP request sent, awaiting response... 302 Found\n",
            "Location: https://objects.githubusercontent.com/github-production-release-asset-2e65be/511187726/c0e9f375-a42b-45d5-9e96-3156476cf121?X-Amz-Algorithm=AWS4-HMAC-SHA256&X-Amz-Credential=AKIAIWNJYAX4CSVEH53A%2F20230928%2Fus-east-1%2Fs3%2Faws4_request&X-Amz-Date=20230928T000952Z&X-Amz-Expires=300&X-Amz-Signature=05aafa9d8705d242d4457bf5593881ba4ad8ff6e4dc38bdfc90876fe9a6f09f7&X-Amz-SignedHeaders=host&actor_id=0&key_id=0&repo_id=511187726&response-content-disposition=attachment%3B%20filename%3Dyolov7x.pt&response-content-type=application%2Foctet-stream [following]\n",
            "--2023-09-28 00:09:52--  https://objects.githubusercontent.com/github-production-release-asset-2e65be/511187726/c0e9f375-a42b-45d5-9e96-3156476cf121?X-Amz-Algorithm=AWS4-HMAC-SHA256&X-Amz-Credential=AKIAIWNJYAX4CSVEH53A%2F20230928%2Fus-east-1%2Fs3%2Faws4_request&X-Amz-Date=20230928T000952Z&X-Amz-Expires=300&X-Amz-Signature=05aafa9d8705d242d4457bf5593881ba4ad8ff6e4dc38bdfc90876fe9a6f09f7&X-Amz-SignedHeaders=host&actor_id=0&key_id=0&repo_id=511187726&response-content-disposition=attachment%3B%20filename%3Dyolov7x.pt&response-content-type=application%2Foctet-stream\n",
            "Resolving objects.githubusercontent.com (objects.githubusercontent.com)... 185.199.110.133, 185.199.111.133, 185.199.109.133, ...\n",
            "Connecting to objects.githubusercontent.com (objects.githubusercontent.com)|185.199.110.133|:443... connected.\n",
            "HTTP request sent, awaiting response... 200 OK\n",
            "Length: 143099649 (136M) [application/octet-stream]\n",
            "Saving to: ‘weights/yolov7x.pt’\n",
            "\n",
            "yolov7x.pt          100%[===================>] 136.47M  69.2MB/s    in 2.0s    \n",
            "\n",
            "2023-09-28 00:09:55 (69.2 MB/s) - ‘weights/yolov7x.pt’ saved [143099649/143099649]\n",
            "\n",
            "--2023-09-28 00:09:55--  https://github.com/WongKinYiu/yolov7/releases/download/v0.1/yolov7.pt\n",
            "Resolving github.com (github.com)... 140.82.113.3\n",
            "Connecting to github.com (github.com)|140.82.113.3|:443... connected.\n",
            "HTTP request sent, awaiting response... 302 Found\n",
            "Location: https://objects.githubusercontent.com/github-production-release-asset-2e65be/511187726/b0243edf-9fb0-4337-95e1-42555f1b37cf?X-Amz-Algorithm=AWS4-HMAC-SHA256&X-Amz-Credential=AKIAIWNJYAX4CSVEH53A%2F20230928%2Fus-east-1%2Fs3%2Faws4_request&X-Amz-Date=20230928T000955Z&X-Amz-Expires=300&X-Amz-Signature=66bfee41d7502a67264e104c35848879c415f5dd7fb4d0bd671c3361dacfa7d8&X-Amz-SignedHeaders=host&actor_id=0&key_id=0&repo_id=511187726&response-content-disposition=attachment%3B%20filename%3Dyolov7.pt&response-content-type=application%2Foctet-stream [following]\n",
            "--2023-09-28 00:09:55--  https://objects.githubusercontent.com/github-production-release-asset-2e65be/511187726/b0243edf-9fb0-4337-95e1-42555f1b37cf?X-Amz-Algorithm=AWS4-HMAC-SHA256&X-Amz-Credential=AKIAIWNJYAX4CSVEH53A%2F20230928%2Fus-east-1%2Fs3%2Faws4_request&X-Amz-Date=20230928T000955Z&X-Amz-Expires=300&X-Amz-Signature=66bfee41d7502a67264e104c35848879c415f5dd7fb4d0bd671c3361dacfa7d8&X-Amz-SignedHeaders=host&actor_id=0&key_id=0&repo_id=511187726&response-content-disposition=attachment%3B%20filename%3Dyolov7.pt&response-content-type=application%2Foctet-stream\n",
            "Resolving objects.githubusercontent.com (objects.githubusercontent.com)... 185.199.111.133, 185.199.108.133, 185.199.109.133, ...\n",
            "Connecting to objects.githubusercontent.com (objects.githubusercontent.com)|185.199.111.133|:443... connected.\n",
            "HTTP request sent, awaiting response... 200 OK\n",
            "Length: 75587165 (72M) [application/octet-stream]\n",
            "Saving to: ‘weights/yolov7.pt’\n",
            "\n",
            "yolov7.pt           100%[===================>]  72.08M  67.8MB/s    in 1.1s    \n",
            "\n",
            "2023-09-28 00:09:56 (67.8 MB/s) - ‘weights/yolov7.pt’ saved [75587165/75587165]\n",
            "\n",
            "--2023-09-28 00:09:56--  https://github.com/WongKinYiu/yolov7/releases/download/v0.1/yolov7-tiny.pt\n",
            "Resolving github.com (github.com)... 140.82.113.3\n",
            "Connecting to github.com (github.com)|140.82.113.3|:443... connected.\n",
            "HTTP request sent, awaiting response... 302 Found\n",
            "Location: https://objects.githubusercontent.com/github-production-release-asset-2e65be/511187726/ba7d01ee-125a-4134-8864-fa1abcbf94d5?X-Amz-Algorithm=AWS4-HMAC-SHA256&X-Amz-Credential=AKIAIWNJYAX4CSVEH53A%2F20230928%2Fus-east-1%2Fs3%2Faws4_request&X-Amz-Date=20230928T000957Z&X-Amz-Expires=300&X-Amz-Signature=f7b752689b942edad6812ab94fa9dd572e31797d9353b94b43daffc97a9b642d&X-Amz-SignedHeaders=host&actor_id=0&key_id=0&repo_id=511187726&response-content-disposition=attachment%3B%20filename%3Dyolov7-tiny.pt&response-content-type=application%2Foctet-stream [following]\n",
            "--2023-09-28 00:09:57--  https://objects.githubusercontent.com/github-production-release-asset-2e65be/511187726/ba7d01ee-125a-4134-8864-fa1abcbf94d5?X-Amz-Algorithm=AWS4-HMAC-SHA256&X-Amz-Credential=AKIAIWNJYAX4CSVEH53A%2F20230928%2Fus-east-1%2Fs3%2Faws4_request&X-Amz-Date=20230928T000957Z&X-Amz-Expires=300&X-Amz-Signature=f7b752689b942edad6812ab94fa9dd572e31797d9353b94b43daffc97a9b642d&X-Amz-SignedHeaders=host&actor_id=0&key_id=0&repo_id=511187726&response-content-disposition=attachment%3B%20filename%3Dyolov7-tiny.pt&response-content-type=application%2Foctet-stream\n",
            "Resolving objects.githubusercontent.com (objects.githubusercontent.com)... 185.199.111.133, 185.199.108.133, 185.199.110.133, ...\n",
            "Connecting to objects.githubusercontent.com (objects.githubusercontent.com)|185.199.111.133|:443... connected.\n",
            "HTTP request sent, awaiting response... 200 OK\n",
            "Length: 12639769 (12M) [application/octet-stream]\n",
            "Saving to: ‘weights/yolov7-tiny.pt’\n",
            "\n",
            "yolov7-tiny.pt      100%[===================>]  12.05M  52.2MB/s    in 0.2s    \n",
            "\n",
            "2023-09-28 00:09:57 (52.2 MB/s) - ‘weights/yolov7-tiny.pt’ saved [12639769/12639769]\n",
            "\n"
          ]
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "#Training yolov7"
      ],
      "metadata": {
        "id": "fiLRHx_l6HM_"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "!python train.py --cfg /cfg/training/yolov7.yaml --weights /content/kuku/weights/yolov7.pt --data /datasets/data.yaml --batch-size 16 --epochs 200 --name 'v200' --adam"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "FptOnQ8ESMQZ",
        "outputId": "7bf447f5-817f-4f2a-fdea-71d26b04d614"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "2023-09-27 14:02:42.984921: I tensorflow/core/platform/cpu_feature_guard.cc:182] This TensorFlow binary is optimized to use available CPU instructions in performance-critical operations.\n",
            "To enable the following instructions: AVX2 FMA, in other operations, rebuild TensorFlow with the appropriate compiler flags.\n",
            "2023-09-27 14:02:43.873241: W tensorflow/compiler/tf2tensorrt/utils/py_utils.cc:38] TF-TRT Warning: Could not find TensorRT\n",
            "YOLOR 🚀 850aeb9 torch 2.0.1+cu118 CUDA:0 (Tesla T4, 15101.8125MB)\n",
            "\n",
            "Namespace(weights='/content/kuku/weights/yolov7.pt', cfg='./cfg/training/yolov7.yaml', data='./datasets/data.yaml', hyp='data/hyp.scratch.p5.yaml', epochs=200, batch_size=16, img_size=[640, 640], rect=False, resume=False, nosave=False, notest=False, noautoanchor=False, evolve=False, bucket='', cache_images=False, image_weights=False, device='', multi_scale=False, single_cls=False, adam=True, sync_bn=False, local_rank=-1, workers=8, project='runs/train', entity=None, name='v200', exist_ok=False, quad=False, linear_lr=False, label_smoothing=0.0, upload_dataset=False, bbox_interval=-1, save_period=-1, artifact_alias='latest', freeze=[0], v5_metric=False, world_size=1, global_rank=-1, save_dir='runs/train/v2004', total_batch_size=16)\n",
            "\u001b[34m\u001b[1mtensorboard: \u001b[0mStart with 'tensorboard --logdir runs/train', view at http://localhost:6006/\n",
            "\u001b[34m\u001b[1mhyperparameters: \u001b[0mlr0=0.01, lrf=0.1, momentum=0.937, weight_decay=0.0005, warmup_epochs=3.0, warmup_momentum=0.8, warmup_bias_lr=0.1, box=0.05, cls=0.3, cls_pw=1.0, obj=0.7, obj_pw=1.0, iou_t=0.2, anchor_t=4.0, fl_gamma=0.0, hsv_h=0.015, hsv_s=0.7, hsv_v=0.4, degrees=0.0, translate=0.2, scale=0.9, shear=0.0, perspective=0.0, flipud=0.0, fliplr=0.5, mosaic=1.0, mixup=0.15, copy_paste=0.0, paste_in=0.15, loss_ota=1\n",
            "\u001b[34m\u001b[1mwandb: \u001b[0mInstall Weights & Biases for YOLOR logging with 'pip install wandb' (recommended)\n",
            "\n",
            "                 from  n    params  module                                  arguments                     \n",
            "  0                -1  1       928  models.common.Conv                      [3, 32, 3, 1]                 \n",
            "  1                -1  1     18560  models.common.Conv                      [32, 64, 3, 2]                \n",
            "  2                -1  1     36992  models.common.Conv                      [64, 64, 3, 1]                \n",
            "  3                -1  1     73984  models.common.Conv                      [64, 128, 3, 2]               \n",
            "  4                -1  1      8320  models.common.Conv                      [128, 64, 1, 1]               \n",
            "  5                -2  1      8320  models.common.Conv                      [128, 64, 1, 1]               \n",
            "  6                -1  1     36992  models.common.Conv                      [64, 64, 3, 1]                \n",
            "  7                -1  1     36992  models.common.Conv                      [64, 64, 3, 1]                \n",
            "  8                -1  1     36992  models.common.Conv                      [64, 64, 3, 1]                \n",
            "  9                -1  1     36992  models.common.Conv                      [64, 64, 3, 1]                \n",
            " 10  [-1, -3, -5, -6]  1         0  models.common.Concat                    [1]                           \n",
            " 11                -1  1     66048  models.common.Conv                      [256, 256, 1, 1]              \n",
            " 12                -1  1         0  models.common.MP                        []                            \n",
            " 13                -1  1     33024  models.common.Conv                      [256, 128, 1, 1]              \n",
            " 14                -3  1     33024  models.common.Conv                      [256, 128, 1, 1]              \n",
            " 15                -1  1    147712  models.common.Conv                      [128, 128, 3, 2]              \n",
            " 16          [-1, -3]  1         0  models.common.Concat                    [1]                           \n",
            " 17                -1  1     33024  models.common.Conv                      [256, 128, 1, 1]              \n",
            " 18                -2  1     33024  models.common.Conv                      [256, 128, 1, 1]              \n",
            " 19                -1  1    147712  models.common.Conv                      [128, 128, 3, 1]              \n",
            " 20                -1  1    147712  models.common.Conv                      [128, 128, 3, 1]              \n",
            " 21                -1  1    147712  models.common.Conv                      [128, 128, 3, 1]              \n",
            " 22                -1  1    147712  models.common.Conv                      [128, 128, 3, 1]              \n",
            " 23  [-1, -3, -5, -6]  1         0  models.common.Concat                    [1]                           \n",
            " 24                -1  1    263168  models.common.Conv                      [512, 512, 1, 1]              \n",
            " 25                -1  1         0  models.common.MP                        []                            \n",
            " 26                -1  1    131584  models.common.Conv                      [512, 256, 1, 1]              \n",
            " 27                -3  1    131584  models.common.Conv                      [512, 256, 1, 1]              \n",
            " 28                -1  1    590336  models.common.Conv                      [256, 256, 3, 2]              \n",
            " 29          [-1, -3]  1         0  models.common.Concat                    [1]                           \n",
            " 30                -1  1    131584  models.common.Conv                      [512, 256, 1, 1]              \n",
            " 31                -2  1    131584  models.common.Conv                      [512, 256, 1, 1]              \n",
            " 32                -1  1    590336  models.common.Conv                      [256, 256, 3, 1]              \n",
            " 33                -1  1    590336  models.common.Conv                      [256, 256, 3, 1]              \n",
            " 34                -1  1    590336  models.common.Conv                      [256, 256, 3, 1]              \n",
            " 35                -1  1    590336  models.common.Conv                      [256, 256, 3, 1]              \n",
            " 36  [-1, -3, -5, -6]  1         0  models.common.Concat                    [1]                           \n",
            " 37                -1  1   1050624  models.common.Conv                      [1024, 1024, 1, 1]            \n",
            " 38                -1  1         0  models.common.MP                        []                            \n",
            " 39                -1  1    525312  models.common.Conv                      [1024, 512, 1, 1]             \n",
            " 40                -3  1    525312  models.common.Conv                      [1024, 512, 1, 1]             \n",
            " 41                -1  1   2360320  models.common.Conv                      [512, 512, 3, 2]              \n",
            " 42          [-1, -3]  1         0  models.common.Concat                    [1]                           \n",
            " 43                -1  1    262656  models.common.Conv                      [1024, 256, 1, 1]             \n",
            " 44                -2  1    262656  models.common.Conv                      [1024, 256, 1, 1]             \n",
            " 45                -1  1    590336  models.common.Conv                      [256, 256, 3, 1]              \n",
            " 46                -1  1    590336  models.common.Conv                      [256, 256, 3, 1]              \n",
            " 47                -1  1    590336  models.common.Conv                      [256, 256, 3, 1]              \n",
            " 48                -1  1    590336  models.common.Conv                      [256, 256, 3, 1]              \n",
            " 49  [-1, -3, -5, -6]  1         0  models.common.Concat                    [1]                           \n",
            " 50                -1  1   1050624  models.common.Conv                      [1024, 1024, 1, 1]            \n",
            " 51                -1  1   7609344  models.common.SPPCSPC                   [1024, 512, 1]                \n",
            " 52                -1  1    131584  models.common.Conv                      [512, 256, 1, 1]              \n",
            " 53                -1  1         0  torch.nn.modules.upsampling.Upsample    [None, 2, 'nearest']          \n",
            " 54                37  1    262656  models.common.Conv                      [1024, 256, 1, 1]             \n",
            " 55          [-1, -2]  1         0  models.common.Concat                    [1]                           \n",
            " 56                -1  1    131584  models.common.Conv                      [512, 256, 1, 1]              \n",
            " 57                -2  1    131584  models.common.Conv                      [512, 256, 1, 1]              \n",
            " 58                -1  1    295168  models.common.Conv                      [256, 128, 3, 1]              \n",
            " 59                -1  1    147712  models.common.Conv                      [128, 128, 3, 1]              \n",
            " 60                -1  1    147712  models.common.Conv                      [128, 128, 3, 1]              \n",
            " 61                -1  1    147712  models.common.Conv                      [128, 128, 3, 1]              \n",
            " 62[-1, -2, -3, -4, -5, -6]  1         0  models.common.Concat                    [1]                           \n",
            " 63                -1  1    262656  models.common.Conv                      [1024, 256, 1, 1]             \n",
            " 64                -1  1     33024  models.common.Conv                      [256, 128, 1, 1]              \n",
            " 65                -1  1         0  torch.nn.modules.upsampling.Upsample    [None, 2, 'nearest']          \n",
            " 66                24  1     65792  models.common.Conv                      [512, 128, 1, 1]              \n",
            " 67          [-1, -2]  1         0  models.common.Concat                    [1]                           \n",
            " 68                -1  1     33024  models.common.Conv                      [256, 128, 1, 1]              \n",
            " 69                -2  1     33024  models.common.Conv                      [256, 128, 1, 1]              \n",
            " 70                -1  1     73856  models.common.Conv                      [128, 64, 3, 1]               \n",
            " 71                -1  1     36992  models.common.Conv                      [64, 64, 3, 1]                \n",
            " 72                -1  1     36992  models.common.Conv                      [64, 64, 3, 1]                \n",
            " 73                -1  1     36992  models.common.Conv                      [64, 64, 3, 1]                \n",
            " 74[-1, -2, -3, -4, -5, -6]  1         0  models.common.Concat                    [1]                           \n",
            " 75                -1  1     65792  models.common.Conv                      [512, 128, 1, 1]              \n",
            " 76                -1  1         0  models.common.MP                        []                            \n",
            " 77                -1  1     16640  models.common.Conv                      [128, 128, 1, 1]              \n",
            " 78                -3  1     16640  models.common.Conv                      [128, 128, 1, 1]              \n",
            " 79                -1  1    147712  models.common.Conv                      [128, 128, 3, 2]              \n",
            " 80      [-1, -3, 63]  1         0  models.common.Concat                    [1]                           \n",
            " 81                -1  1    131584  models.common.Conv                      [512, 256, 1, 1]              \n",
            " 82                -2  1    131584  models.common.Conv                      [512, 256, 1, 1]              \n",
            " 83                -1  1    295168  models.common.Conv                      [256, 128, 3, 1]              \n",
            " 84                -1  1    147712  models.common.Conv                      [128, 128, 3, 1]              \n",
            " 85                -1  1    147712  models.common.Conv                      [128, 128, 3, 1]              \n",
            " 86                -1  1    147712  models.common.Conv                      [128, 128, 3, 1]              \n",
            " 87[-1, -2, -3, -4, -5, -6]  1         0  models.common.Concat                    [1]                           \n",
            " 88                -1  1    262656  models.common.Conv                      [1024, 256, 1, 1]             \n",
            " 89                -1  1         0  models.common.MP                        []                            \n",
            " 90                -1  1     66048  models.common.Conv                      [256, 256, 1, 1]              \n",
            " 91                -3  1     66048  models.common.Conv                      [256, 256, 1, 1]              \n",
            " 92                -1  1    590336  models.common.Conv                      [256, 256, 3, 2]              \n",
            " 93      [-1, -3, 51]  1         0  models.common.Concat                    [1]                           \n",
            " 94                -1  1    525312  models.common.Conv                      [1024, 512, 1, 1]             \n",
            " 95                -2  1    525312  models.common.Conv                      [1024, 512, 1, 1]             \n",
            " 96                -1  1   1180160  models.common.Conv                      [512, 256, 3, 1]              \n",
            " 97                -1  1    590336  models.common.Conv                      [256, 256, 3, 1]              \n",
            " 98                -1  1    590336  models.common.Conv                      [256, 256, 3, 1]              \n",
            " 99                -1  1    590336  models.common.Conv                      [256, 256, 3, 1]              \n",
            "100[-1, -2, -3, -4, -5, -6]  1         0  models.common.Concat                    [1]                           \n",
            "101                -1  1   1049600  models.common.Conv                      [2048, 512, 1, 1]             \n",
            "102                75  1    328704  models.common.RepConv                   [128, 256, 3, 1]              \n",
            "103                88  1   1312768  models.common.RepConv                   [256, 512, 3, 1]              \n",
            "104               101  1   5246976  models.common.RepConv                   [512, 1024, 3, 1]             \n",
            "105   [102, 103, 104]  1     39550  models.yolo.IDetect                     [2, [[12, 16, 19, 36, 40, 28], [36, 75, 76, 55, 72, 146], [142, 110, 192, 243, 459, 401]], [256, 512, 1024]]\n",
            "Model Summary: 415 layers, 37201950 parameters, 37201950 gradients\n",
            "\n",
            "Transferred 552/566 items from /content/kuku/weights/yolov7.pt\n",
            "Scaled weight_decay = 0.0005\n",
            "Optimizer groups: 95 .bias, 95 conv.weight, 98 other\n",
            "\u001b[34m\u001b[1mtrain: \u001b[0mScanning '../kuku/datasets/train/labels' images and labels... 255 found, 0 missing, 0 empty, 0 corrupted: 100% 255/255 [01:20<00:00,  3.18it/s]\n",
            "\u001b[34m\u001b[1mtrain: \u001b[0mNew cache created: ../kuku/datasets/train/labels.cache\n",
            "\u001b[34m\u001b[1mval: \u001b[0mScanning '../kuku/datasets/valid/labels' images and labels... 25 found, 0 missing, 0 empty, 0 corrupted: 100% 25/25 [00:15<00:00,  1.63it/s]\n",
            "\u001b[34m\u001b[1mval: \u001b[0mNew cache created: ../kuku/datasets/valid/labels.cache\n",
            "\n",
            "\u001b[34m\u001b[1mautoanchor: \u001b[0mAnalyzing anchors... anchors/target = 5.51, Best Possible Recall (BPR) = 1.0000\n",
            "Image sizes 640 train, 640 test\n",
            "Using 2 dataloader workers\n",
            "Logging results to runs/train/v2004\n",
            "Starting training for 200 epochs...\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "     0/199     2.39G   0.07234   0.01967   0.01566    0.1077       109       640: 100% 16/16 [00:48<00:00,  3.01s/it]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95:   0% 0/1 [00:00<?, ?it/s]/usr/local/lib/python3.10/dist-packages/torch/functional.py:504: UserWarning: torch.meshgrid: in an upcoming release, it will be required to pass the indexing argument. (Triggered internally at ../aten/src/ATen/native/TensorShape.cpp:3483.)\n",
            "  return _VF.meshgrid(tensors, **kwargs)  # type: ignore[attr-defined]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 1/1 [00:05<00:00,  5.03s/it]\n",
            "                 all          25          64      0.0267      0.0587     0.00396    0.000888\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "     1/199     11.8G   0.05867    0.0237   0.01429   0.09666       118       640: 100% 16/16 [00:27<00:00,  1.74s/it]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 1/1 [00:02<00:00,  2.01s/it]\n",
            "                 all          25          64       0.239       0.397       0.154      0.0376\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "     2/199     13.6G   0.04845   0.02106    0.0136   0.08311       153       640: 100% 16/16 [00:27<00:00,  1.73s/it]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 1/1 [00:00<00:00,  1.16it/s]\n",
            "                 all          25          64       0.329       0.377       0.268         0.1\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "     3/199     13.6G   0.04122    0.0179   0.01277    0.0719       144       640: 100% 16/16 [00:25<00:00,  1.58s/it]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 1/1 [00:00<00:00,  1.21it/s]\n",
            "                 all          25          64       0.499       0.389        0.34       0.108\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "     4/199     13.6G    0.0382   0.01739   0.01219   0.06778       135       640: 100% 16/16 [00:24<00:00,  1.53s/it]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 1/1 [00:00<00:00,  1.52it/s]\n",
            "                 all          25          64       0.557       0.585       0.599       0.236\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "     5/199     13.6G   0.03579    0.0164  0.009895   0.06208       115       640: 100% 16/16 [00:23<00:00,  1.46s/it]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 1/1 [00:01<00:00,  1.03s/it]\n",
            "                 all          25          64       0.512       0.551       0.513       0.215\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "     6/199     13.6G   0.03373   0.01728  0.009085    0.0601       178       640: 100% 16/16 [00:26<00:00,  1.65s/it]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 1/1 [00:00<00:00,  1.32it/s]\n",
            "                 all          25          64       0.659        0.56       0.635       0.325\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "     7/199     13.6G   0.03291   0.01621  0.008019   0.05713       114       640: 100% 16/16 [00:27<00:00,  1.72s/it]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 1/1 [00:00<00:00,  1.51it/s]\n",
            "                 all          25          64       0.611        0.56       0.484       0.146\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "     8/199     13.6G   0.03284   0.01649  0.007686   0.05702       111       640: 100% 16/16 [00:25<00:00,  1.61s/it]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 1/1 [00:00<00:00,  1.27it/s]\n",
            "                 all          25          64       0.407       0.685       0.421        0.22\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "     9/199     13.6G   0.03305    0.0186  0.007711   0.05937       144       640: 100% 16/16 [00:25<00:00,  1.57s/it]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 1/1 [00:00<00:00,  1.12it/s]\n",
            "                 all          25          64       0.541       0.542       0.412       0.157\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "    10/199     13.6G   0.03116   0.01659  0.006899   0.05464       133       640: 100% 16/16 [00:26<00:00,  1.65s/it]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 1/1 [00:00<00:00,  1.38it/s]\n",
            "                 all          25          64       0.658       0.697       0.641       0.283\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "    11/199     13.6G   0.03281    0.0169  0.008119   0.05782       155       640: 100% 16/16 [00:28<00:00,  1.75s/it]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 1/1 [00:00<00:00,  1.34it/s]\n",
            "                 all          25          64       0.466       0.476       0.395       0.162\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "    12/199     13.6G   0.03221   0.01745  0.007668   0.05732       188       640: 100% 16/16 [00:24<00:00,  1.52s/it]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 1/1 [00:00<00:00,  1.35it/s]\n",
            "                 all          25          64       0.826       0.324       0.465       0.222\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "    13/199     13.6G   0.03229   0.01638  0.006672   0.05534       191       640: 100% 16/16 [00:24<00:00,  1.51s/it]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 1/1 [00:00<00:00,  1.14it/s]\n",
            "                 all          25          64       0.605       0.598        0.47       0.225\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "    14/199     13.6G   0.03347   0.01681  0.007079   0.05736       119       640: 100% 16/16 [00:27<00:00,  1.75s/it]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 1/1 [00:00<00:00,  1.83it/s]\n",
            "                 all          25          64       0.778       0.385       0.393       0.137\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "    15/199     13.6G   0.03344    0.0171  0.007836   0.05838       149       640: 100% 16/16 [00:24<00:00,  1.55s/it]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 1/1 [00:00<00:00,  1.22it/s]\n",
            "                 all          25          64       0.542       0.646       0.628       0.243\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "    16/199     13.6G   0.03314   0.01785   0.00737   0.05836       169       640: 100% 16/16 [00:26<00:00,  1.66s/it]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 1/1 [00:00<00:00,  1.38it/s]\n",
            "                 all          25          64       0.433       0.413       0.354       0.184\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "    17/199     13.6G   0.03492    0.0178  0.007898   0.06061       109       640: 100% 16/16 [00:25<00:00,  1.59s/it]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 1/1 [00:00<00:00,  1.33it/s]\n",
            "                 all          25          64      0.0638       0.525      0.0425      0.0131\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "    18/199     13.6G   0.03361   0.01712  0.007903   0.05863       108       640: 100% 16/16 [00:24<00:00,  1.55s/it]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 1/1 [00:00<00:00,  1.24it/s]\n",
            "                 all          25           0           0           0           0           0\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "    19/199     13.6G   0.03294   0.01771  0.006744    0.0574       139       640: 100% 16/16 [00:26<00:00,  1.68s/it]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 1/1 [00:00<00:00,  1.47it/s]\n",
            "                 all          25           0           0           0           0           0\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "    20/199     13.6G   0.03189   0.01908  0.007269   0.05824       113       640: 100% 16/16 [00:29<00:00,  1.81s/it]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 1/1 [00:00<00:00,  1.40it/s]\n",
            "                 all          25          64       0.417       0.194       0.232       0.107\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "    21/199     13.6G   0.03101   0.01701  0.007493   0.05551       127       640: 100% 16/16 [00:25<00:00,  1.57s/it]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 1/1 [00:00<00:00,  1.25it/s]\n",
            "                 all          25          64       0.334       0.572       0.395       0.212\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "    22/199     13.6G   0.03181   0.01766  0.007238    0.0567       147       640: 100% 16/16 [00:24<00:00,  1.53s/it]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 1/1 [00:00<00:00,  1.31it/s]\n",
            "                 all          25          64        0.33       0.415       0.327       0.164\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "    23/199     13.6G     0.032   0.01677   0.00655   0.05531       114       640: 100% 16/16 [00:23<00:00,  1.46s/it]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 1/1 [00:01<00:00,  1.10s/it]\n",
            "                 all          25          64        0.64       0.575       0.576       0.334\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "    24/199     13.6G   0.03236   0.01655  0.006608   0.05551       166       640: 100% 16/16 [00:26<00:00,  1.69s/it]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 1/1 [00:00<00:00,  1.35it/s]\n",
            "                 all          25          64        0.64       0.692       0.697        0.38\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "    25/199     13.6G   0.03052   0.01822  0.006157    0.0549       239       640: 100% 16/16 [00:26<00:00,  1.68s/it]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 1/1 [00:01<00:00,  1.04s/it]\n",
            "                 all          25          64       0.756       0.547        0.56       0.338\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "    26/199     13.6G   0.03026   0.01774  0.006436   0.05444       158       640: 100% 16/16 [00:24<00:00,  1.50s/it]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 1/1 [00:01<00:00,  1.02s/it]\n",
            "                 all          25          64       0.747       0.641       0.704        0.43\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "    27/199     13.6G   0.03171   0.01826  0.007146   0.05711       182       640: 100% 16/16 [00:27<00:00,  1.73s/it]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 1/1 [00:00<00:00,  1.47it/s]\n",
            "                 all          25          64       0.663       0.677       0.738       0.407\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "    28/199     13.6G   0.03209   0.01676  0.006792   0.05565       107       640: 100% 16/16 [00:25<00:00,  1.62s/it]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 1/1 [00:00<00:00,  1.50it/s]\n",
            "                 all          25           0           0           0           0           0\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "    29/199     13.6G   0.03191   0.01834  0.006733   0.05699       158       640: 100% 16/16 [00:26<00:00,  1.66s/it]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 1/1 [00:00<00:00,  1.36it/s]\n",
            "                 all          25           0           0           0           0           0\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "    30/199     13.6G   0.03073   0.01864  0.006799   0.05617       151       640: 100% 16/16 [00:25<00:00,  1.60s/it]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 1/1 [00:00<00:00,  1.39it/s]\n",
            "                 all          25          64    0.000159      0.0192    6.87e-06    3.43e-06\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "    31/199     13.6G   0.03173   0.01771  0.006262    0.0557       135       640: 100% 16/16 [00:27<00:00,  1.72s/it]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 1/1 [00:00<00:00,  1.73it/s]\n",
            "                 all          25          64      0.0254       0.587      0.0211      0.0106\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "    32/199     13.6G   0.03107   0.01732  0.006429   0.05481       134       640: 100% 16/16 [00:26<00:00,  1.63s/it]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 1/1 [00:00<00:00,  1.52it/s]\n",
            "                 all          25          64       0.072       0.562      0.0462      0.0234\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "    33/199     13.6G   0.03065   0.01705   0.00645   0.05415       153       640: 100% 16/16 [00:28<00:00,  1.77s/it]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 1/1 [00:00<00:00,  1.30it/s]\n",
            "                 all          25          64       0.737       0.495       0.476       0.292\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "    34/199     13.6G   0.02919   0.01809  0.006769   0.05405       143       640: 100% 16/16 [00:28<00:00,  1.78s/it]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 1/1 [00:00<00:00,  1.49it/s]\n",
            "                 all          25          64       0.892       0.672       0.783       0.495\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "    35/199     13.6G   0.03002   0.01682  0.006219   0.05306       155       640: 100% 16/16 [00:26<00:00,  1.67s/it]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 1/1 [00:00<00:00,  1.46it/s]\n",
            "                 all          25          64       0.771       0.691       0.786       0.522\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "    36/199     13.6G   0.03018   0.01619  0.006076   0.05245       152       640: 100% 16/16 [00:27<00:00,  1.70s/it]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 1/1 [00:00<00:00,  1.19it/s]\n",
            "                 all          25          64       0.435       0.412       0.344       0.191\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "    37/199     13.6G   0.03139   0.01792  0.006787    0.0561       151       640: 100% 16/16 [00:25<00:00,  1.59s/it]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 1/1 [00:00<00:00,  1.04it/s]\n",
            "                 all          25          64       0.678       0.516       0.534       0.294\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "    38/199     13.6G   0.02965   0.01759  0.006442   0.05369       121       640: 100% 16/16 [00:26<00:00,  1.67s/it]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 1/1 [00:00<00:00,  1.35it/s]\n",
            "                 all          25          64       0.704         0.7       0.747       0.444\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "    39/199     13.6G   0.02956   0.01779   0.00643   0.05378       113       640: 100% 16/16 [00:25<00:00,  1.59s/it]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 1/1 [00:00<00:00,  1.47it/s]\n",
            "                 all          25          64       0.588       0.759        0.59       0.354\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "    40/199     13.6G   0.02931    0.0174  0.006413   0.05312       138       640: 100% 16/16 [00:24<00:00,  1.51s/it]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 1/1 [00:00<00:00,  1.57it/s]\n",
            "                 all          25          64       0.403       0.548       0.473       0.294\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "    41/199     13.6G   0.02839   0.01767  0.006461   0.05252       139       640: 100% 16/16 [00:24<00:00,  1.54s/it]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 1/1 [00:00<00:00,  1.28it/s]\n",
            "                 all          25          64        0.82       0.743       0.806       0.558\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "    42/199     13.6G      0.03   0.01856   0.00685   0.05541       108       640: 100% 16/16 [00:28<00:00,  1.78s/it]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 1/1 [00:00<00:00,  1.46it/s]\n",
            "                 all          25          64       0.624       0.547       0.597       0.401\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "    43/199     13.6G     0.029   0.01667  0.006306   0.05198       174       640: 100% 16/16 [00:24<00:00,  1.56s/it]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 1/1 [00:00<00:00,  1.32it/s]\n",
            "                 all          25          64       0.583       0.655       0.631       0.368\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "    44/199     13.6G   0.02808   0.01881  0.005852   0.05275        84       640: 100% 16/16 [00:29<00:00,  1.83s/it]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 1/1 [00:00<00:00,  1.46it/s]\n",
            "                 all          25          64        0.66       0.679       0.643       0.398\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "    45/199     13.6G   0.02939   0.01665  0.005926   0.05196       180       640: 100% 16/16 [00:24<00:00,  1.52s/it]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 1/1 [00:00<00:00,  1.42it/s]\n",
            "                 all          25          64       0.655       0.612       0.694       0.411\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "    46/199     13.6G   0.02912   0.01841  0.006158   0.05369       176       640: 100% 16/16 [00:26<00:00,  1.67s/it]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 1/1 [00:00<00:00,  1.72it/s]\n",
            "                 all          25          64        0.49       0.619       0.504        0.27\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "    47/199     13.6G   0.02605   0.01734  0.006009    0.0494       153       640: 100% 16/16 [00:25<00:00,  1.60s/it]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 1/1 [00:00<00:00,  1.02it/s]\n",
            "                 all          25          64       0.798       0.695       0.783       0.499\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "    48/199     13.6G   0.02698   0.01725  0.006445   0.05067       170       640: 100% 16/16 [00:29<00:00,  1.82s/it]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 1/1 [00:00<00:00,  1.40it/s]\n",
            "                 all          25          64       0.707       0.654       0.683       0.456\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "    49/199     13.6G   0.02724   0.01573  0.006218   0.04919        91       640: 100% 16/16 [00:26<00:00,  1.68s/it]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 1/1 [00:00<00:00,  1.43it/s]\n",
            "                 all          25          64       0.816       0.621        0.75       0.489\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "    50/199     13.6G   0.02819   0.01654  0.005841   0.05058       113       640: 100% 16/16 [00:29<00:00,  1.86s/it]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 1/1 [00:00<00:00,  1.82it/s]\n",
            "                 all          25          64       0.808       0.674        0.82       0.494\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "    51/199     13.6G     0.028   0.01674  0.006162   0.05091       134       640: 100% 16/16 [00:29<00:00,  1.83s/it]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 1/1 [00:00<00:00,  1.99it/s]\n",
            "                 all          25          64       0.664        0.76       0.739       0.515\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "    52/199     13.6G   0.02765   0.01708  0.005153   0.04988        94       640: 100% 16/16 [00:26<00:00,  1.67s/it]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 1/1 [00:00<00:00,  1.10it/s]\n",
            "                 all          25          64       0.607       0.766       0.725       0.489\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "    53/199     13.6G   0.02853   0.01693  0.005277   0.05073       142       640: 100% 16/16 [00:27<00:00,  1.71s/it]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 1/1 [00:00<00:00,  1.51it/s]\n",
            "                 all          25          64       0.831       0.691       0.822       0.577\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "    54/199     13.6G   0.03025   0.01634  0.006015    0.0526       126       640: 100% 16/16 [00:27<00:00,  1.70s/it]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 1/1 [00:00<00:00,  1.90it/s]\n",
            "                 all          25          64       0.866       0.692       0.844       0.588\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "    55/199     13.6G   0.02854   0.01686  0.006835   0.05223       135       640: 100% 16/16 [00:27<00:00,  1.74s/it]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 1/1 [00:00<00:00,  1.28it/s]\n",
            "                 all          25          64       0.779       0.785       0.748       0.499\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "    56/199     13.6G   0.02957   0.01724  0.006879    0.0537       166       640: 100% 16/16 [00:27<00:00,  1.73s/it]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 1/1 [00:00<00:00,  1.50it/s]\n",
            "                 all          25          64       0.673       0.722       0.693       0.482\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "    57/199     13.6G    0.0315   0.01728  0.006959   0.05574       137       640: 100% 16/16 [00:28<00:00,  1.78s/it]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 1/1 [00:00<00:00,  1.40it/s]\n",
            "                 all          25          64       0.857       0.738       0.824       0.521\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "    58/199     13.6G   0.03179   0.01748   0.00608   0.05535       133       640: 100% 16/16 [00:26<00:00,  1.66s/it]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 1/1 [00:00<00:00,  1.53it/s]\n",
            "                 all          25          64       0.743       0.774       0.806       0.515\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "    59/199     13.6G   0.03042    0.0173  0.006591    0.0543       142       640: 100% 16/16 [00:27<00:00,  1.71s/it]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 1/1 [00:00<00:00,  1.41it/s]\n",
            "                 all          25          64       0.728       0.642       0.675       0.392\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "    60/199     13.6G   0.03184   0.01674  0.006289   0.05487       143       640: 100% 16/16 [00:27<00:00,  1.73s/it]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 1/1 [00:00<00:00,  1.86it/s]\n",
            "                 all          25          64       0.546       0.742       0.648       0.331\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "    61/199     13.6G   0.03108   0.01637  0.006398   0.05385       132       640: 100% 16/16 [00:24<00:00,  1.56s/it]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 1/1 [00:00<00:00,  1.36it/s]\n",
            "                 all          25          64       0.466       0.634       0.561       0.286\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "    62/199     13.6G   0.02985   0.01719  0.006547   0.05359       191       640: 100% 16/16 [00:28<00:00,  1.79s/it]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 1/1 [00:00<00:00,  1.52it/s]\n",
            "                 all          25          64       0.795        0.49       0.494       0.295\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "    63/199     13.6G   0.02888   0.01786  0.006033   0.05278       137       640: 100% 16/16 [00:27<00:00,  1.69s/it]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 1/1 [00:00<00:00,  1.77it/s]\n",
            "                 all          25          64       0.599       0.501       0.489       0.321\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "    64/199     13.6G   0.02935   0.01763  0.005651   0.05263       148       640: 100% 16/16 [00:24<00:00,  1.53s/it]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 1/1 [00:00<00:00,  1.32it/s]\n",
            "                 all          25          64       0.593       0.625         0.6       0.348\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "    65/199     13.6G   0.02741   0.01755  0.005653   0.05062       129       640: 100% 16/16 [00:29<00:00,  1.84s/it]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 1/1 [00:00<00:00,  1.18it/s]\n",
            "                 all          25          64        0.82       0.621       0.766       0.517\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "    66/199     13.6G   0.02855   0.01713  0.006073   0.05176       156       640: 100% 16/16 [00:28<00:00,  1.81s/it]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 1/1 [00:00<00:00,  1.56it/s]\n",
            "                 all          25          64       0.853        0.74       0.863       0.555\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "    67/199     13.6G   0.02759   0.01734  0.006407   0.05134       127       640: 100% 16/16 [00:25<00:00,  1.57s/it]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 1/1 [00:00<00:00,  1.46it/s]\n",
            "                 all          25          64        0.82       0.829       0.878       0.603\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "    68/199     13.6G   0.02749   0.01812  0.005694    0.0513       110       640: 100% 16/16 [00:28<00:00,  1.77s/it]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 1/1 [00:00<00:00,  1.46it/s]\n",
            "                 all          25          64       0.576       0.856       0.748       0.517\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "    69/199     13.6G   0.02714    0.0166   0.00613   0.04987       104       640: 100% 16/16 [00:28<00:00,  1.76s/it]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 1/1 [00:00<00:00,  1.51it/s]\n",
            "                 all          25          64       0.595       0.757       0.758       0.486\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "    70/199     13.6G   0.02758   0.01724   0.00663   0.05146       154       640: 100% 16/16 [00:26<00:00,  1.64s/it]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 1/1 [00:00<00:00,  1.08it/s]\n",
            "                 all          25          64       0.806        0.66       0.762       0.514\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "    71/199     13.6G   0.02957   0.01805   0.00623   0.05386       147       640: 100% 16/16 [00:29<00:00,  1.87s/it]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 1/1 [00:00<00:00,  1.61it/s]\n",
            "                 all          25          64       0.759       0.856       0.865       0.617\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "    72/199     13.6G   0.02862   0.01752  0.006341   0.05249       128       640: 100% 16/16 [00:26<00:00,  1.64s/it]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 1/1 [00:00<00:00,  1.46it/s]\n",
            "                 all          25          64       0.842       0.784       0.846       0.596\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "    73/199     13.6G   0.02738   0.01623   0.00633   0.04994       144       640: 100% 16/16 [00:24<00:00,  1.51s/it]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 1/1 [00:00<00:00,  1.29it/s]\n",
            "                 all          25          64       0.763        0.68       0.775       0.582\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "    74/199     13.6G   0.02812   0.01715   0.00583    0.0511       150       640: 100% 16/16 [00:27<00:00,  1.74s/it]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 1/1 [00:00<00:00,  1.59it/s]\n",
            "                 all          25          64       0.632       0.585       0.643       0.458\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "    75/199     13.6G   0.02727   0.01594   0.00568    0.0489       137       640: 100% 16/16 [00:25<00:00,  1.60s/it]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 1/1 [00:00<00:00,  1.49it/s]\n",
            "                 all          25          64       0.775       0.739       0.801       0.577\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "    76/199     13.6G   0.02712   0.01644  0.005365   0.04893       189       640: 100% 16/16 [00:26<00:00,  1.66s/it]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 1/1 [00:00<00:00,  1.68it/s]\n",
            "                 all          25          64       0.827       0.791       0.858       0.614\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "    77/199     13.6G   0.02523   0.01506   0.00572   0.04601       119       640: 100% 16/16 [00:28<00:00,  1.76s/it]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 1/1 [00:00<00:00,  1.21it/s]\n",
            "                 all          25          64       0.864        0.77       0.865       0.609\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "    78/199     13.6G   0.02451   0.01616  0.005486   0.04616       178       640: 100% 16/16 [00:27<00:00,  1.69s/it]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 1/1 [00:00<00:00,  1.49it/s]\n",
            "                 all          25          64       0.776       0.862       0.873       0.619\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "    79/199     13.6G   0.02532   0.01582  0.005373   0.04652       195       640: 100% 16/16 [00:27<00:00,  1.75s/it]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 1/1 [00:00<00:00,  1.41it/s]\n",
            "                 all          25          64       0.857       0.752       0.838       0.593\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "    80/199     13.6G   0.02665   0.01542  0.005524    0.0476       135       640: 100% 16/16 [00:25<00:00,  1.61s/it]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 1/1 [00:00<00:00,  1.21it/s]\n",
            "                 all          25          64       0.852        0.77       0.901       0.678\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "    81/199     13.6G   0.02638   0.01517  0.005617   0.04717       150       640: 100% 16/16 [00:27<00:00,  1.70s/it]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 1/1 [00:00<00:00,  1.43it/s]\n",
            "                 all          25          64       0.836       0.882       0.891       0.645\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "    82/199     13.6G   0.02527   0.01454  0.004916   0.04473        86       640: 100% 16/16 [00:25<00:00,  1.57s/it]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 1/1 [00:00<00:00,  1.64it/s]\n",
            "                 all          25          64       0.787       0.872       0.887       0.637\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "    83/199     13.6G   0.02513   0.01483  0.004728   0.04469       114       640: 100% 16/16 [00:27<00:00,  1.70s/it]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 1/1 [00:00<00:00,  1.80it/s]\n",
            "                 all          25          64       0.858       0.811       0.884       0.658\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "    84/199     13.6G   0.02574   0.01636  0.005396    0.0475       153       640: 100% 16/16 [00:25<00:00,  1.57s/it]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 1/1 [00:00<00:00,  1.41it/s]\n",
            "                 all          25          64       0.801       0.902       0.932       0.719\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "    85/199     13.6G   0.02458   0.01458   0.00517   0.04433       160       640: 100% 16/16 [00:27<00:00,  1.72s/it]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 1/1 [00:00<00:00,  1.64it/s]\n",
            "                 all          25          64       0.726       0.654       0.642       0.432\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "    86/199     13.6G   0.02441   0.01585  0.006232   0.04649       120       640: 100% 16/16 [00:26<00:00,  1.65s/it]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 1/1 [00:00<00:00,  1.43it/s]\n",
            "                 all          25          64       0.801       0.843       0.891       0.655\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "    87/199     13.6G   0.02454   0.01514   0.00486   0.04454       125       640: 100% 16/16 [00:25<00:00,  1.61s/it]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 1/1 [00:00<00:00,  1.61it/s]\n",
            "                 all          25          64       0.806       0.827       0.881       0.629\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "    88/199     13.6G    0.0244   0.01552  0.005005   0.04492       166       640: 100% 16/16 [00:25<00:00,  1.57s/it]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 1/1 [00:00<00:00,  1.54it/s]\n",
            "                 all          25          64       0.788       0.704       0.849       0.611\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "    89/199     13.6G   0.02484   0.01615  0.005568   0.04655       157       640: 100% 16/16 [00:28<00:00,  1.76s/it]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 1/1 [00:00<00:00,  1.35it/s]\n",
            "                 all          25          64       0.827       0.784       0.858       0.618\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "    90/199     13.6G   0.02394     0.016  0.004968   0.04491       147       640: 100% 16/16 [00:25<00:00,  1.61s/it]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 1/1 [00:00<00:00,  1.13it/s]\n",
            "                 all          25          64       0.831       0.814       0.882        0.63\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "    91/199     13.6G   0.02436   0.01542  0.004882   0.04467       164       640: 100% 16/16 [00:26<00:00,  1.64s/it]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 1/1 [00:00<00:00,  1.44it/s]\n",
            "                 all          25          64       0.874       0.823       0.917        0.68\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "    92/199     13.6G   0.02588   0.01535  0.004997   0.04623        99       640: 100% 16/16 [00:25<00:00,  1.62s/it]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 1/1 [00:00<00:00,  1.50it/s]\n",
            "                 all          25          64        0.77       0.883       0.903       0.649\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "    93/199     13.6G   0.02621    0.0158  0.005036   0.04704       113       640: 100% 16/16 [00:27<00:00,  1.74s/it]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 1/1 [00:00<00:00,  1.43it/s]\n",
            "                 all          25          64       0.858       0.882       0.902       0.677\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "    94/199     13.6G   0.02572   0.01724   0.00506   0.04802       141       640: 100% 16/16 [00:26<00:00,  1.64s/it]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 1/1 [00:00<00:00,  1.63it/s]\n",
            "                 all          25          64       0.923       0.745       0.863       0.593\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "    95/199     13.6G   0.02493   0.01613   0.00463   0.04568       143       640: 100% 16/16 [00:25<00:00,  1.61s/it]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 1/1 [00:00<00:00,  1.47it/s]\n",
            "                 all          25          64       0.814       0.849       0.883        0.63\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "    96/199     13.6G   0.02268   0.01521  0.004573   0.04246       144       640: 100% 16/16 [00:23<00:00,  1.48s/it]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 1/1 [00:00<00:00,  1.09it/s]\n",
            "                 all          25          64       0.881       0.827       0.902       0.644\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "    97/199     13.6G   0.02454   0.01571  0.004989   0.04524       164       640: 100% 16/16 [00:26<00:00,  1.63s/it]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 1/1 [00:00<00:00,  1.24it/s]\n",
            "                 all          25          64       0.815       0.836       0.903       0.664\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "    98/199     13.6G   0.02485   0.01601  0.005385   0.04625       149       640: 100% 16/16 [00:26<00:00,  1.63s/it]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 1/1 [00:00<00:00,  1.45it/s]\n",
            "                 all          25          64       0.949       0.738       0.894       0.655\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "    99/199     13.6G    0.0248   0.01601  0.005388   0.04619       100       640: 100% 16/16 [00:25<00:00,  1.58s/it]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 1/1 [00:00<00:00,  1.45it/s]\n",
            "                 all          25          64       0.839       0.823       0.903       0.685\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "   100/199     13.6G   0.02445   0.01651  0.004705   0.04566        96       640: 100% 16/16 [00:24<00:00,  1.54s/it]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 1/1 [00:00<00:00,  1.16it/s]\n",
            "                 all          25          64        0.86       0.849       0.904       0.673\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "   101/199     13.6G   0.02361   0.01531  0.004218   0.04314        98       640: 100% 16/16 [00:24<00:00,  1.53s/it]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 1/1 [00:00<00:00,  1.10it/s]\n",
            "                 all          25          64       0.902       0.858        0.92       0.691\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "   102/199     13.6G   0.02413   0.01692  0.004719   0.04577       171       640: 100% 16/16 [00:29<00:00,  1.82s/it]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 1/1 [00:00<00:00,  1.78it/s]\n",
            "                 all          25          64       0.856       0.744       0.873        0.63\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "   103/199     13.6G   0.02436   0.01471  0.005638   0.04471       100       640: 100% 16/16 [00:28<00:00,  1.76s/it]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 1/1 [00:00<00:00,  1.48it/s]\n",
            "                 all          25          64       0.611        0.88       0.793       0.556\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "   104/199     13.6G   0.02461   0.01595  0.005129   0.04569       155       640: 100% 16/16 [00:29<00:00,  1.84s/it]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 1/1 [00:00<00:00,  1.43it/s]\n",
            "                 all          25          64       0.783       0.883       0.893        0.66\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "   105/199     13.6G   0.02535   0.01584  0.005142   0.04633       195       640: 100% 16/16 [00:26<00:00,  1.65s/it]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 1/1 [00:00<00:00,  1.43it/s]\n",
            "                 all          25          64       0.822       0.784       0.851       0.607\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "   106/199     13.6G   0.02563   0.01611  0.005245   0.04698       153       640: 100% 16/16 [00:25<00:00,  1.62s/it]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 1/1 [00:00<00:00,  1.47it/s]\n",
            "                 all          25          64       0.893       0.888       0.912       0.682\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "   107/199     13.6G   0.02462   0.01587  0.005406    0.0459       137       640: 100% 16/16 [00:27<00:00,  1.72s/it]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 1/1 [00:00<00:00,  1.32it/s]\n",
            "                 all          25          64       0.784       0.889       0.863        0.65\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "   108/199     13.6G   0.02509   0.01647  0.005486   0.04705       185       640: 100% 16/16 [00:25<00:00,  1.60s/it]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 1/1 [00:00<00:00,  1.33it/s]\n",
            "                 all          25          64        0.89       0.823       0.899       0.666\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "   109/199     13.6G   0.02367   0.01476  0.004864    0.0433       175       640: 100% 16/16 [00:27<00:00,  1.73s/it]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 1/1 [00:00<00:00,  1.49it/s]\n",
            "                 all          25          64       0.769       0.886        0.89       0.674\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "   110/199     13.6G   0.02428   0.01594  0.004728   0.04495       157       640: 100% 16/16 [00:25<00:00,  1.58s/it]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 1/1 [00:00<00:00,  1.14it/s]\n",
            "                 all          25          64       0.969       0.879       0.945       0.701\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "   111/199     13.6G   0.02398   0.01492  0.004536   0.04344       169       640: 100% 16/16 [00:27<00:00,  1.72s/it]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 1/1 [00:00<00:00,  1.43it/s]\n",
            "                 all          25          64       0.811       0.837       0.868       0.641\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "   112/199     13.6G   0.02313   0.01482  0.004161   0.04212       118       640: 100% 16/16 [00:28<00:00,  1.80s/it]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 1/1 [00:00<00:00,  1.55it/s]\n",
            "                 all          25          64       0.941       0.862       0.927       0.694\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "   113/199     13.6G   0.02409   0.01432  0.004082   0.04249       165       640: 100% 16/16 [00:24<00:00,  1.52s/it]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 1/1 [00:00<00:00,  1.08it/s]\n",
            "                 all          25          64       0.849       0.882       0.945       0.713\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "   114/199     13.6G   0.02419   0.01562  0.004479   0.04429       202       640: 100% 16/16 [00:26<00:00,  1.66s/it]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 1/1 [00:00<00:00,  1.65it/s]\n",
            "                 all          25          64       0.894       0.835       0.923       0.718\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "   115/199     13.6G   0.02387   0.01563  0.005057   0.04455       131       640: 100% 16/16 [00:27<00:00,  1.71s/it]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 1/1 [00:00<00:00,  1.50it/s]\n",
            "                 all          25          64         0.9       0.815       0.926       0.697\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "   116/199     13.6G   0.02295   0.01461  0.004006   0.04156       156       640: 100% 16/16 [00:26<00:00,  1.65s/it]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 1/1 [00:00<00:00,  1.62it/s]\n",
            "                 all          25          64       0.942       0.856       0.938       0.705\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "   117/199     13.6G   0.02329   0.01509  0.003887   0.04227        94       640: 100% 16/16 [00:25<00:00,  1.59s/it]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 1/1 [00:00<00:00,  1.69it/s]\n",
            "                 all          25          64       0.962       0.824        0.92       0.695\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "   118/199     13.6G   0.02225   0.01377  0.003777   0.03979       121       640: 100% 16/16 [00:26<00:00,  1.66s/it]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 1/1 [00:00<00:00,  1.62it/s]\n",
            "                 all          25          64       0.804       0.928       0.923       0.683\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "   119/199     13.6G   0.02291   0.01503  0.003932   0.04187       168       640: 100% 16/16 [00:27<00:00,  1.72s/it]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 1/1 [00:00<00:00,  1.56it/s]\n",
            "                 all          25          64       0.851       0.881       0.937       0.691\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "   120/199     13.6G   0.02345   0.01572  0.004225   0.04339       160       640: 100% 16/16 [00:28<00:00,  1.80s/it]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 1/1 [00:00<00:00,  1.71it/s]\n",
            "                 all          25          64       0.848       0.809        0.91       0.689\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "   121/199     13.6G   0.02382   0.01642  0.004901   0.04514       141       640: 100% 16/16 [00:25<00:00,  1.61s/it]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 1/1 [00:00<00:00,  1.12it/s]\n",
            "                 all          25          64       0.821       0.901       0.923       0.697\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "   122/199     13.6G   0.02197    0.0143  0.003968   0.04023       102       640: 100% 16/16 [00:27<00:00,  1.72s/it]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 1/1 [00:00<00:00,  1.45it/s]\n",
            "                 all          25          64       0.883       0.855       0.925       0.693\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "   123/199     13.6G   0.02212   0.01487  0.003887   0.04088       185       640: 100% 16/16 [00:24<00:00,  1.52s/it]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 1/1 [00:00<00:00,  1.54it/s]\n",
            "                 all          25          64       0.792       0.895        0.91       0.683\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "   124/199     13.6G   0.02223   0.01535  0.004193   0.04177        81       640: 100% 16/16 [00:27<00:00,  1.74s/it]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 1/1 [00:00<00:00,  1.67it/s]\n",
            "                 all          25          64       0.851       0.842       0.915        0.68\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "   125/199     13.6G    0.0222   0.01523  0.003585   0.04101       160       640: 100% 16/16 [00:27<00:00,  1.72s/it]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 1/1 [00:00<00:00,  1.89it/s]\n",
            "                 all          25          64       0.796       0.823       0.934       0.708\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "   126/199     13.6G   0.02194   0.01418  0.004341   0.04046       106       640: 100% 16/16 [00:28<00:00,  1.78s/it]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 1/1 [00:00<00:00,  1.37it/s]\n",
            "                 all          25          64       0.907       0.782       0.884        0.68\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "   127/199     13.6G   0.02277    0.0159  0.004459   0.04313       190       640: 100% 16/16 [00:24<00:00,  1.53s/it]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 1/1 [00:00<00:00,  1.16it/s]\n",
            "                 all          25          64       0.849       0.856       0.912       0.718\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "   128/199     13.6G   0.02193   0.01517   0.00404   0.04114       117       640: 100% 16/16 [00:26<00:00,  1.66s/it]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 1/1 [00:00<00:00,  1.62it/s]\n",
            "                 all          25          64       0.887        0.89       0.928       0.711\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "   129/199     13.6G   0.02322   0.01475  0.003838   0.04181       167       640: 100% 16/16 [00:25<00:00,  1.60s/it]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 1/1 [00:00<00:00,  1.23it/s]\n",
            "                 all          25          64       0.884       0.911       0.949       0.692\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "   130/199     13.6G   0.02328    0.0156  0.004105   0.04298       112       640: 100% 16/16 [00:29<00:00,  1.83s/it]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 1/1 [00:00<00:00,  1.45it/s]\n",
            "                 all          25          64       0.841       0.845        0.88       0.644\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "   131/199     13.6G    0.0229   0.01483  0.004064   0.04179       181       640: 100% 16/16 [00:27<00:00,  1.70s/it]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 1/1 [00:00<00:00,  1.57it/s]\n",
            "                 all          25          64       0.781       0.794       0.841       0.606\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "   132/199     13.6G   0.02279   0.01469  0.003727   0.04121       181       640: 100% 16/16 [00:25<00:00,  1.61s/it]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 1/1 [00:00<00:00,  1.26it/s]\n",
            "                 all          25          64       0.815       0.837       0.871       0.641\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "   133/199     13.6G   0.02111   0.01504  0.003715   0.03987       199       640: 100% 16/16 [00:28<00:00,  1.78s/it]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 1/1 [00:00<00:00,  1.69it/s]\n",
            "                 all          25          64       0.908       0.759       0.896       0.683\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "   134/199     13.6G   0.02096   0.01499  0.003907   0.03985       154       640: 100% 16/16 [00:27<00:00,  1.73s/it]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 1/1 [00:00<00:00,  1.68it/s]\n",
            "                 all          25          64       0.919       0.829       0.926       0.719\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "   135/199     13.6G   0.02123   0.01396   0.00393   0.03913       127       640: 100% 16/16 [00:25<00:00,  1.61s/it]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 1/1 [00:00<00:00,  1.25it/s]\n",
            "                 all          25          64        0.89       0.915       0.951       0.754\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "   136/199     13.6G   0.02138   0.01551  0.004383   0.04128       141       640: 100% 16/16 [00:27<00:00,  1.73s/it]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 1/1 [00:00<00:00,  1.49it/s]\n",
            "                 all          25          64       0.938       0.834       0.931       0.738\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "   137/199     13.6G   0.02064     0.015  0.003793   0.03943       160       640: 100% 16/16 [00:26<00:00,  1.67s/it]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 1/1 [00:00<00:00,  1.64it/s]\n",
            "                 all          25          64       0.946       0.889       0.951       0.752\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "   138/199     13.6G   0.01986   0.01364  0.003495     0.037       120       640: 100% 16/16 [00:22<00:00,  1.43s/it]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 1/1 [00:00<00:00,  1.06it/s]\n",
            "                 all          25          64       0.908       0.902       0.939       0.741\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "   139/199     13.6G   0.01933   0.01467  0.003157   0.03715       146       640: 100% 16/16 [00:28<00:00,  1.76s/it]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 1/1 [00:00<00:00,  1.73it/s]\n",
            "                 all          25          64       0.921       0.902       0.943        0.71\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "   140/199     13.6G   0.01926   0.01496  0.002771   0.03699       183       640: 100% 16/16 [00:27<00:00,  1.70s/it]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 1/1 [00:00<00:00,  1.57it/s]\n",
            "                 all          25          64       0.831       0.875       0.935       0.718\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "   141/199     13.6G   0.01913   0.01418  0.002946   0.03626       132       640: 100% 16/16 [00:25<00:00,  1.58s/it]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 1/1 [00:00<00:00,  1.12it/s]\n",
            "                 all          25          64       0.792       0.915       0.951       0.743\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "   142/199     13.6G   0.02059   0.01409  0.003441   0.03812       141       640: 100% 16/16 [00:26<00:00,  1.65s/it]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 1/1 [00:00<00:00,  1.57it/s]\n",
            "                 all          25          64        0.87       0.889       0.934       0.748\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "   143/199     13.6G   0.01969   0.01366  0.003422   0.03677       151       640: 100% 16/16 [00:24<00:00,  1.55s/it]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 1/1 [00:00<00:00,  1.42it/s]\n",
            "                 all          25          64       0.844       0.974       0.964       0.792\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "   144/199     13.6G   0.01882   0.01365  0.003481   0.03594       150       640: 100% 16/16 [00:29<00:00,  1.86s/it]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 1/1 [00:00<00:00,  1.38it/s]\n",
            "                 all          25          64       0.874       0.921       0.966       0.773\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "   145/199     13.6G   0.01857   0.01351  0.003664   0.03575       152       640: 100% 16/16 [00:26<00:00,  1.69s/it]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 1/1 [00:00<00:00,  1.69it/s]\n",
            "                 all          25          64       0.901       0.895       0.928       0.719\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "   146/199     13.6G   0.01862   0.01382  0.003802   0.03625       108       640: 100% 16/16 [00:29<00:00,  1.85s/it]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 1/1 [00:00<00:00,  1.57it/s]\n",
            "                 all          25          64       0.897       0.833       0.941       0.742\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "   147/199     13.6G   0.01916   0.01346  0.003149   0.03577       119       640: 100% 16/16 [00:26<00:00,  1.68s/it]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 1/1 [00:00<00:00,  1.50it/s]\n",
            "                 all          25          64       0.861       0.908       0.936       0.734\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "   148/199     13.6G   0.01966   0.01361  0.003541   0.03682       156       640: 100% 16/16 [00:23<00:00,  1.44s/it]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 1/1 [00:00<00:00,  1.12it/s]\n",
            "                 all          25          64       0.954       0.946       0.964       0.765\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "   149/199     13.6G   0.01902   0.01438  0.003492   0.03689       158       640: 100% 16/16 [00:29<00:00,  1.86s/it]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 1/1 [00:00<00:00,  1.90it/s]\n",
            "                 all          25          64       0.874       0.973       0.961       0.737\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "   150/199     13.6G    0.0192   0.01364  0.003038   0.03588       165       640: 100% 16/16 [00:27<00:00,  1.70s/it]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 1/1 [00:00<00:00,  1.65it/s]\n",
            "                 all          25          64       0.935       0.883       0.943       0.725\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "   151/199     13.6G   0.02015   0.01482  0.003294   0.03826       160       640: 100% 16/16 [00:31<00:00,  1.97s/it]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 1/1 [00:00<00:00,  1.81it/s]\n",
            "                 all          25          64       0.899       0.896       0.934       0.736\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "   152/199     13.6G   0.02033    0.0141  0.003679   0.03811       152       640: 100% 16/16 [00:26<00:00,  1.63s/it]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 1/1 [00:00<00:00,  1.49it/s]\n",
            "                 all          25          64       0.934       0.908       0.943       0.739\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "   153/199     13.6G   0.01956   0.01361  0.002948   0.03612       141       640: 100% 16/16 [00:28<00:00,  1.76s/it]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 1/1 [00:00<00:00,  1.50it/s]\n",
            "                 all          25          64       0.946       0.921       0.955       0.744\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "   154/199     13.6G   0.01958   0.01429  0.002917   0.03679       184       640: 100% 16/16 [00:28<00:00,  1.80s/it]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 1/1 [00:00<00:00,  1.72it/s]\n",
            "                 all          25          64       0.899        0.89       0.945       0.739\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "   155/199     13.6G   0.01863   0.01352  0.003334   0.03549       103       640: 100% 16/16 [00:25<00:00,  1.56s/it]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 1/1 [00:00<00:00,  1.51it/s]\n",
            "                 all          25          64       0.853       0.876       0.937       0.738\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "   156/199     13.6G   0.01871    0.0143  0.003261   0.03627       120       640: 100% 16/16 [00:27<00:00,  1.74s/it]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 1/1 [00:00<00:00,  1.85it/s]\n",
            "                 all          25          64       0.944       0.797       0.947       0.751\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "   157/199     13.6G   0.01944   0.01382  0.003145    0.0364       177       640: 100% 16/16 [00:26<00:00,  1.63s/it]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 1/1 [00:00<00:00,  1.53it/s]\n",
            "                 all          25          64       0.917        0.81       0.944       0.762\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "   158/199     13.6G   0.01744   0.01279  0.002882   0.03311       160       640: 100% 16/16 [00:28<00:00,  1.79s/it]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 1/1 [00:00<00:00,  1.70it/s]\n",
            "                 all          25          64       0.929       0.824       0.948       0.758\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "   159/199     13.6G   0.01747   0.01388  0.003148    0.0345       154       640: 100% 16/16 [00:27<00:00,  1.72s/it]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 1/1 [00:00<00:00,  1.61it/s]\n",
            "                 all          25          64        0.85       0.915       0.955       0.775\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "   160/199     13.6G   0.01817   0.01344  0.002687    0.0343       111       640: 100% 16/16 [00:25<00:00,  1.60s/it]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 1/1 [00:00<00:00,  1.52it/s]\n",
            "                 all          25          64       0.904       0.915        0.96       0.791\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "   161/199     13.6G   0.01746   0.01293  0.003316    0.0337       107       640: 100% 16/16 [00:25<00:00,  1.57s/it]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 1/1 [00:00<00:00,  1.37it/s]\n",
            "                 all          25          64       0.908       0.883       0.955       0.775\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "   162/199     13.6G   0.01831     0.013  0.003035   0.03435       114       640: 100% 16/16 [00:26<00:00,  1.63s/it]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 1/1 [00:00<00:00,  1.04it/s]\n",
            "                 all          25          64       0.893       0.954       0.971       0.795\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "   163/199     13.6G   0.01732   0.01282  0.002885   0.03303       150       640: 100% 16/16 [00:26<00:00,  1.63s/it]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 1/1 [00:00<00:00,  1.31it/s]\n",
            "                 all          25          64       0.904       0.947       0.958       0.775\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "   164/199     13.6G   0.01762   0.01292  0.002361   0.03291       163       640: 100% 16/16 [00:27<00:00,  1.69s/it]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 1/1 [00:00<00:00,  1.33it/s]\n",
            "                 all          25          64       0.895        0.96       0.964       0.778\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "   165/199     13.6G   0.01677   0.01295  0.002787    0.0325       217       640: 100% 16/16 [00:27<00:00,  1.74s/it]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 1/1 [00:00<00:00,  1.37it/s]\n",
            "                 all          25          64       0.932       0.934       0.975       0.795\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "   166/199     13.6G   0.01719   0.01358  0.002808   0.03358       110       640: 100% 16/16 [00:29<00:00,  1.83s/it]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 1/1 [00:00<00:00,  1.73it/s]\n",
            "                 all          25          64       0.863       0.947       0.958       0.766\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "   167/199     13.6G   0.01773   0.01233   0.00262   0.03268       155       640: 100% 16/16 [00:25<00:00,  1.58s/it]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 1/1 [00:00<00:00,  1.52it/s]\n",
            "                 all          25          64       0.898       0.915       0.957       0.763\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "   168/199     13.6G   0.01685   0.01269  0.002719   0.03226       159       640: 100% 16/16 [00:28<00:00,  1.80s/it]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 1/1 [00:00<00:00,  1.29it/s]\n",
            "                 all          25          64       0.915       0.928       0.961       0.766\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "   169/199     13.6G   0.01806   0.01317  0.003019   0.03425       141       640: 100% 16/16 [00:28<00:00,  1.81s/it]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 1/1 [00:00<00:00,  1.59it/s]\n",
            "                 all          25          64       0.879       0.928       0.957       0.791\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "   170/199     13.6G   0.01696    0.0122  0.002325   0.03148        76       640: 100% 16/16 [00:22<00:00,  1.39s/it]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 1/1 [00:00<00:00,  1.22it/s]\n",
            "                 all          25          64       0.931       0.896       0.959       0.772\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "   171/199     13.6G   0.01655   0.01295  0.002873   0.03238       185       640: 100% 16/16 [00:27<00:00,  1.73s/it]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 1/1 [00:00<00:00,  1.33it/s]\n",
            "                 all          25          64       0.916       0.928       0.963       0.776\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "   172/199     13.6G   0.01741   0.01311  0.002786   0.03331       151       640: 100% 16/16 [00:26<00:00,  1.65s/it]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 1/1 [00:00<00:00,  1.45it/s]\n",
            "                 all          25          64       0.942       0.862       0.963       0.783\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "   173/199     13.6G   0.01735   0.01309  0.002662   0.03311       175       640: 100% 16/16 [00:27<00:00,  1.75s/it]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 1/1 [00:00<00:00,  1.02it/s]\n",
            "                 all          25          64       0.948       0.849       0.963       0.793\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "   174/199     13.6G   0.01753   0.01206  0.002593   0.03218       125       640: 100% 16/16 [00:24<00:00,  1.55s/it]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 1/1 [00:00<00:00,  1.06it/s]\n",
            "                 all          25          64       0.904       0.934       0.963       0.784\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "   175/199     13.6G   0.01802   0.01284   0.00279   0.03364       174       640: 100% 16/16 [00:27<00:00,  1.71s/it]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 1/1 [00:00<00:00,  1.55it/s]\n",
            "                 all          25          64       0.929       0.928       0.971       0.789\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "   176/199     13.6G   0.01708   0.01254  0.002355   0.03197       135       640: 100% 16/16 [00:23<00:00,  1.46s/it]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 1/1 [00:00<00:00,  1.23it/s]\n",
            "                 all          25          64       0.913       0.959       0.957       0.783\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "   177/199     13.6G   0.01664   0.01238  0.002472   0.03149       127       640: 100% 16/16 [00:22<00:00,  1.42s/it]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 1/1 [00:00<00:00,  1.06it/s]\n",
            "                 all          25          64       0.892       0.968       0.967       0.794\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "   178/199     13.6G   0.01662   0.01213  0.002286   0.03103       159       640: 100% 16/16 [00:26<00:00,  1.65s/it]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 1/1 [00:00<00:00,  1.42it/s]\n",
            "                 all          25          64       0.928       0.915       0.964       0.786\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "   179/199     13.6G   0.01608   0.01189  0.002468   0.03044       159       640: 100% 16/16 [00:24<00:00,  1.51s/it]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 1/1 [00:00<00:00,  1.27it/s]\n",
            "                 all          25          64       0.925       0.889       0.957       0.766\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "   180/199     13.6G   0.01682    0.0132  0.003102   0.03312       173       640: 100% 16/16 [00:26<00:00,  1.65s/it]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 1/1 [00:00<00:00,  1.46it/s]\n",
            "                 all          25          64        0.89       0.922       0.962        0.78\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "   181/199     13.6G   0.01602   0.01261  0.002451   0.03108       154       640: 100% 16/16 [00:27<00:00,  1.73s/it]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 1/1 [00:00<00:00,  1.52it/s]\n",
            "                 all          25          64        0.86       0.934       0.961       0.784\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "   182/199     13.6G   0.01655   0.01249  0.002453    0.0315       133       640: 100% 16/16 [00:26<00:00,  1.64s/it]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 1/1 [00:00<00:00,  1.46it/s]\n",
            "                 all          25          64       0.889       0.947       0.962       0.792\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "   183/199     13.6G   0.01616   0.01221  0.002518   0.03089        95       640: 100% 16/16 [00:27<00:00,  1.73s/it]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 1/1 [00:00<00:00,  1.05it/s]\n",
            "                 all          25          64       0.919       0.925       0.961       0.777\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "   184/199     13.6G    0.0157   0.01207  0.002201   0.02997       154       640: 100% 16/16 [00:24<00:00,  1.53s/it]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 1/1 [00:00<00:00,  1.11it/s]\n",
            "                 all          25          64       0.867       0.934       0.951       0.782\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "   185/199     13.6G   0.01616   0.01243  0.002545   0.03114       157       640: 100% 16/16 [00:23<00:00,  1.47s/it]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 1/1 [00:00<00:00,  1.12it/s]\n",
            "                 all          25          64       0.876       0.917       0.955        0.77\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "   186/199     13.6G   0.01525   0.01181  0.002143   0.02921       148       640: 100% 16/16 [00:27<00:00,  1.75s/it]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 1/1 [00:00<00:00,  1.38it/s]\n",
            "                 all          25          64       0.937       0.836        0.96       0.782\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "   187/199     13.6G   0.01543    0.0115  0.002433   0.02937       129       640: 100% 16/16 [00:25<00:00,  1.58s/it]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 1/1 [00:00<00:00,  1.43it/s]\n",
            "                 all          25          64       0.953       0.823       0.964       0.788\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "   188/199     13.6G   0.01559   0.01206  0.002764   0.03042       139       640: 100% 16/16 [00:26<00:00,  1.68s/it]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 1/1 [00:00<00:00,  1.54it/s]\n",
            "                 all          25          64       0.913       0.902        0.97       0.797\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "   189/199     13.6G   0.01573   0.01153  0.002114   0.02937       124       640: 100% 16/16 [00:27<00:00,  1.74s/it]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 1/1 [00:00<00:00,  1.53it/s]\n",
            "                 all          25          64       0.885       0.928       0.975       0.801\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "   190/199     13.6G   0.01639   0.01262  0.002421   0.03143       188       640: 100% 16/16 [00:27<00:00,  1.74s/it]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 1/1 [00:00<00:00,  1.81it/s]\n",
            "                 all          25          64         0.9       0.915        0.97       0.804\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "   191/199     13.6G   0.01584   0.01213  0.002997   0.03097       152       640: 100% 16/16 [00:25<00:00,  1.57s/it]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 1/1 [00:00<00:00,  1.07it/s]\n",
            "                 all          25          64       0.918       0.862       0.955       0.782\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "   192/199     13.6G   0.01566    0.0121  0.002807   0.03057       191       640: 100% 16/16 [00:24<00:00,  1.51s/it]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 1/1 [00:00<00:00,  1.04it/s]\n",
            "                 all          25          64       0.912       0.862       0.945       0.759\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "   193/199     13.6G   0.01595   0.01219  0.002838   0.03097       164       640: 100% 16/16 [00:24<00:00,  1.56s/it]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 1/1 [00:00<00:00,  1.07it/s]\n",
            "                 all          25          64       0.926       0.862        0.95       0.768\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "   194/199     13.6G   0.01547   0.01241  0.002697   0.03058       140       640: 100% 16/16 [00:24<00:00,  1.54s/it]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 1/1 [00:00<00:00,  1.00it/s]\n",
            "                 all          25          64        0.93       0.902       0.963       0.797\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "   195/199     13.6G   0.01562   0.01252  0.002206   0.03035       235       640: 100% 16/16 [00:28<00:00,  1.79s/it]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 1/1 [00:00<00:00,  1.64it/s]\n",
            "                 all          25          64       0.948       0.895       0.962       0.797\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "   196/199     13.6G   0.01501   0.01159  0.002419   0.02902        73       640: 100% 16/16 [00:26<00:00,  1.68s/it]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 1/1 [00:00<00:00,  1.30it/s]\n",
            "                 all          25          64       0.883       0.876       0.924       0.744\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "   197/199     13.6G    0.0154   0.01083  0.002453   0.02869       169       640: 100% 16/16 [00:25<00:00,  1.61s/it]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 1/1 [00:00<00:00,  1.41it/s]\n",
            "                 all          25          64       0.931       0.836       0.884       0.725\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "   198/199     13.6G   0.01519   0.01151   0.00227   0.02897       152       640: 100% 16/16 [00:26<00:00,  1.66s/it]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 1/1 [00:00<00:00,  1.40it/s]\n",
            "                 all          25          64       0.936        0.81       0.892       0.718\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "   199/199     13.6G   0.01628   0.01297  0.002367   0.03162       138       640: 100% 16/16 [00:27<00:00,  1.75s/it]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 1/1 [00:00<00:00,  1.27it/s]\n",
            "                 all          25          64       0.929        0.81       0.903       0.739\n",
            "            diabetes          25          38       0.962       0.658       0.822       0.665\n",
            "               sehat          25          26       0.897       0.962       0.984       0.814\n",
            "200 epochs completed in 1.876 hours.\n",
            "\n",
            "Optimizer stripped from runs/train/v2004/weights/last.pt, 74.8MB\n",
            "Optimizer stripped from runs/train/v2004/weights/best.pt, 74.8MB\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "!python train.py --cfg /cfg/training/yolov7x.yaml --weights /content/weights/yolov7x.pt --data /datasets/data.yaml --batch-size 8 --epochs 200 --name 'x200' --adam"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "RDvIXGvU6Whs",
        "outputId": "2cbec465-fa2d-4956-d677-6a8bcdd0eac0"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "2023-09-27 18:01:33.113744: I tensorflow/core/platform/cpu_feature_guard.cc:182] This TensorFlow binary is optimized to use available CPU instructions in performance-critical operations.\n",
            "To enable the following instructions: AVX2 AVX512F FMA, in other operations, rebuild TensorFlow with the appropriate compiler flags.\n",
            "2023-09-27 18:01:34.065127: W tensorflow/compiler/tf2tensorrt/utils/py_utils.cc:38] TF-TRT Warning: Could not find TensorRT\n",
            "YOLOR 🚀 850aeb9 torch 2.0.1+cu118 CUDA:0 (Tesla T4, 15101.8125MB)\n",
            "\n",
            "Namespace(weights='/content/weights/yolov7x.pt', cfg='./cfg/training/yolov7x.yaml', data='./datasets/data.yaml', hyp='data/hyp.scratch.p5.yaml', epochs=200, batch_size=8, img_size=[640, 640], rect=False, resume=False, nosave=False, notest=False, noautoanchor=False, evolve=False, bucket='', cache_images=False, image_weights=False, device='', multi_scale=False, single_cls=False, adam=True, sync_bn=False, local_rank=-1, workers=8, project='runs/train', entity=None, name='x200', exist_ok=False, quad=False, linear_lr=False, label_smoothing=0.0, upload_dataset=False, bbox_interval=-1, save_period=-1, artifact_alias='latest', freeze=[0], v5_metric=False, world_size=1, global_rank=-1, save_dir='runs/train/x2002', total_batch_size=8)\n",
            "\u001b[34m\u001b[1mtensorboard: \u001b[0mStart with 'tensorboard --logdir runs/train', view at http://localhost:6006/\n",
            "\u001b[34m\u001b[1mhyperparameters: \u001b[0mlr0=0.01, lrf=0.1, momentum=0.937, weight_decay=0.0005, warmup_epochs=3.0, warmup_momentum=0.8, warmup_bias_lr=0.1, box=0.05, cls=0.3, cls_pw=1.0, obj=0.7, obj_pw=1.0, iou_t=0.2, anchor_t=4.0, fl_gamma=0.0, hsv_h=0.015, hsv_s=0.7, hsv_v=0.4, degrees=0.0, translate=0.2, scale=0.9, shear=0.0, perspective=0.0, flipud=0.0, fliplr=0.5, mosaic=1.0, mixup=0.15, copy_paste=0.0, paste_in=0.15, loss_ota=1\n",
            "\u001b[34m\u001b[1mwandb: \u001b[0mInstall Weights & Biases for YOLOR logging with 'pip install wandb' (recommended)\n",
            "\n",
            "                 from  n    params  module                                  arguments                     \n",
            "  0                -1  1      1160  models.common.Conv                      [3, 40, 3, 1]                 \n",
            "  1                -1  1     28960  models.common.Conv                      [40, 80, 3, 2]                \n",
            "  2                -1  1     57760  models.common.Conv                      [80, 80, 3, 1]                \n",
            "  3                -1  1    115520  models.common.Conv                      [80, 160, 3, 2]               \n",
            "  4                -1  1     10368  models.common.Conv                      [160, 64, 1, 1]               \n",
            "  5                -2  1     10368  models.common.Conv                      [160, 64, 1, 1]               \n",
            "  6                -1  1     36992  models.common.Conv                      [64, 64, 3, 1]                \n",
            "  7                -1  1     36992  models.common.Conv                      [64, 64, 3, 1]                \n",
            "  8                -1  1     36992  models.common.Conv                      [64, 64, 3, 1]                \n",
            "  9                -1  1     36992  models.common.Conv                      [64, 64, 3, 1]                \n",
            " 10                -1  1     36992  models.common.Conv                      [64, 64, 3, 1]                \n",
            " 11                -1  1     36992  models.common.Conv                      [64, 64, 3, 1]                \n",
            " 12[-1, -3, -5, -7, -8]  1         0  models.common.Concat                    [1]                           \n",
            " 13                -1  1    103040  models.common.Conv                      [320, 320, 1, 1]              \n",
            " 14                -1  1         0  models.common.MP                        []                            \n",
            " 15                -1  1     51520  models.common.Conv                      [320, 160, 1, 1]              \n",
            " 16                -3  1     51520  models.common.Conv                      [320, 160, 1, 1]              \n",
            " 17                -1  1    230720  models.common.Conv                      [160, 160, 3, 2]              \n",
            " 18          [-1, -3]  1         0  models.common.Concat                    [1]                           \n",
            " 19                -1  1     41216  models.common.Conv                      [320, 128, 1, 1]              \n",
            " 20                -2  1     41216  models.common.Conv                      [320, 128, 1, 1]              \n",
            " 21                -1  1    147712  models.common.Conv                      [128, 128, 3, 1]              \n",
            " 22                -1  1    147712  models.common.Conv                      [128, 128, 3, 1]              \n",
            " 23                -1  1    147712  models.common.Conv                      [128, 128, 3, 1]              \n",
            " 24                -1  1    147712  models.common.Conv                      [128, 128, 3, 1]              \n",
            " 25                -1  1    147712  models.common.Conv                      [128, 128, 3, 1]              \n",
            " 26                -1  1    147712  models.common.Conv                      [128, 128, 3, 1]              \n",
            " 27[-1, -3, -5, -7, -8]  1         0  models.common.Concat                    [1]                           \n",
            " 28                -1  1    410880  models.common.Conv                      [640, 640, 1, 1]              \n",
            " 29                -1  1         0  models.common.MP                        []                            \n",
            " 30                -1  1    205440  models.common.Conv                      [640, 320, 1, 1]              \n",
            " 31                -3  1    205440  models.common.Conv                      [640, 320, 1, 1]              \n",
            " 32                -1  1    922240  models.common.Conv                      [320, 320, 3, 2]              \n",
            " 33          [-1, -3]  1         0  models.common.Concat                    [1]                           \n",
            " 34                -1  1    164352  models.common.Conv                      [640, 256, 1, 1]              \n",
            " 35                -2  1    164352  models.common.Conv                      [640, 256, 1, 1]              \n",
            " 36                -1  1    590336  models.common.Conv                      [256, 256, 3, 1]              \n",
            " 37                -1  1    590336  models.common.Conv                      [256, 256, 3, 1]              \n",
            " 38                -1  1    590336  models.common.Conv                      [256, 256, 3, 1]              \n",
            " 39                -1  1    590336  models.common.Conv                      [256, 256, 3, 1]              \n",
            " 40                -1  1    590336  models.common.Conv                      [256, 256, 3, 1]              \n",
            " 41                -1  1    590336  models.common.Conv                      [256, 256, 3, 1]              \n",
            " 42[-1, -3, -5, -7, -8]  1         0  models.common.Concat                    [1]                           \n",
            " 43                -1  1   1640960  models.common.Conv                      [1280, 1280, 1, 1]            \n",
            " 44                -1  1         0  models.common.MP                        []                            \n",
            " 45                -1  1    820480  models.common.Conv                      [1280, 640, 1, 1]             \n",
            " 46                -3  1    820480  models.common.Conv                      [1280, 640, 1, 1]             \n",
            " 47                -1  1   3687680  models.common.Conv                      [640, 640, 3, 2]              \n",
            " 48          [-1, -3]  1         0  models.common.Concat                    [1]                           \n",
            " 49                -1  1    328192  models.common.Conv                      [1280, 256, 1, 1]             \n",
            " 50                -2  1    328192  models.common.Conv                      [1280, 256, 1, 1]             \n",
            " 51                -1  1    590336  models.common.Conv                      [256, 256, 3, 1]              \n",
            " 52                -1  1    590336  models.common.Conv                      [256, 256, 3, 1]              \n",
            " 53                -1  1    590336  models.common.Conv                      [256, 256, 3, 1]              \n",
            " 54                -1  1    590336  models.common.Conv                      [256, 256, 3, 1]              \n",
            " 55                -1  1    590336  models.common.Conv                      [256, 256, 3, 1]              \n",
            " 56                -1  1    590336  models.common.Conv                      [256, 256, 3, 1]              \n",
            " 57[-1, -3, -5, -7, -8]  1         0  models.common.Concat                    [1]                           \n",
            " 58                -1  1   1640960  models.common.Conv                      [1280, 1280, 1, 1]            \n",
            " 59                -1  1  11887360  models.common.SPPCSPC                   [1280, 640, 1]                \n",
            " 60                -1  1    205440  models.common.Conv                      [640, 320, 1, 1]              \n",
            " 61                -1  1         0  torch.nn.modules.upsampling.Upsample    [None, 2, 'nearest']          \n",
            " 62                43  1    410240  models.common.Conv                      [1280, 320, 1, 1]             \n",
            " 63          [-1, -2]  1         0  models.common.Concat                    [1]                           \n",
            " 64                -1  1    164352  models.common.Conv                      [640, 256, 1, 1]              \n",
            " 65                -2  1    164352  models.common.Conv                      [640, 256, 1, 1]              \n",
            " 66                -1  1    590336  models.common.Conv                      [256, 256, 3, 1]              \n",
            " 67                -1  1    590336  models.common.Conv                      [256, 256, 3, 1]              \n",
            " 68                -1  1    590336  models.common.Conv                      [256, 256, 3, 1]              \n",
            " 69                -1  1    590336  models.common.Conv                      [256, 256, 3, 1]              \n",
            " 70                -1  1    590336  models.common.Conv                      [256, 256, 3, 1]              \n",
            " 71                -1  1    590336  models.common.Conv                      [256, 256, 3, 1]              \n",
            " 72[-1, -3, -5, -7, -8]  1         0  models.common.Concat                    [1]                           \n",
            " 73                -1  1    410240  models.common.Conv                      [1280, 320, 1, 1]             \n",
            " 74                -1  1     51520  models.common.Conv                      [320, 160, 1, 1]              \n",
            " 75                -1  1         0  torch.nn.modules.upsampling.Upsample    [None, 2, 'nearest']          \n",
            " 76                28  1    102720  models.common.Conv                      [640, 160, 1, 1]              \n",
            " 77          [-1, -2]  1         0  models.common.Concat                    [1]                           \n",
            " 78                -1  1     41216  models.common.Conv                      [320, 128, 1, 1]              \n",
            " 79                -2  1     41216  models.common.Conv                      [320, 128, 1, 1]              \n",
            " 80                -1  1    147712  models.common.Conv                      [128, 128, 3, 1]              \n",
            " 81                -1  1    147712  models.common.Conv                      [128, 128, 3, 1]              \n",
            " 82                -1  1    147712  models.common.Conv                      [128, 128, 3, 1]              \n",
            " 83                -1  1    147712  models.common.Conv                      [128, 128, 3, 1]              \n",
            " 84                -1  1    147712  models.common.Conv                      [128, 128, 3, 1]              \n",
            " 85                -1  1    147712  models.common.Conv                      [128, 128, 3, 1]              \n",
            " 86[-1, -3, -5, -7, -8]  1         0  models.common.Concat                    [1]                           \n",
            " 87                -1  1    102720  models.common.Conv                      [640, 160, 1, 1]              \n",
            " 88                -1  1         0  models.common.MP                        []                            \n",
            " 89                -1  1     25920  models.common.Conv                      [160, 160, 1, 1]              \n",
            " 90                -3  1     25920  models.common.Conv                      [160, 160, 1, 1]              \n",
            " 91                -1  1    230720  models.common.Conv                      [160, 160, 3, 2]              \n",
            " 92      [-1, -3, 73]  1         0  models.common.Concat                    [1]                           \n",
            " 93                -1  1    164352  models.common.Conv                      [640, 256, 1, 1]              \n",
            " 94                -2  1    164352  models.common.Conv                      [640, 256, 1, 1]              \n",
            " 95                -1  1    590336  models.common.Conv                      [256, 256, 3, 1]              \n",
            " 96                -1  1    590336  models.common.Conv                      [256, 256, 3, 1]              \n",
            " 97                -1  1    590336  models.common.Conv                      [256, 256, 3, 1]              \n",
            " 98                -1  1    590336  models.common.Conv                      [256, 256, 3, 1]              \n",
            " 99                -1  1    590336  models.common.Conv                      [256, 256, 3, 1]              \n",
            "100                -1  1    590336  models.common.Conv                      [256, 256, 3, 1]              \n",
            "101[-1, -3, -5, -7, -8]  1         0  models.common.Concat                    [1]                           \n",
            "102                -1  1    410240  models.common.Conv                      [1280, 320, 1, 1]             \n",
            "103                -1  1         0  models.common.MP                        []                            \n",
            "104                -1  1    103040  models.common.Conv                      [320, 320, 1, 1]              \n",
            "105                -3  1    103040  models.common.Conv                      [320, 320, 1, 1]              \n",
            "106                -1  1    922240  models.common.Conv                      [320, 320, 3, 2]              \n",
            "107      [-1, -3, 59]  1         0  models.common.Concat                    [1]                           \n",
            "108                -1  1    656384  models.common.Conv                      [1280, 512, 1, 1]             \n",
            "109                -2  1    656384  models.common.Conv                      [1280, 512, 1, 1]             \n",
            "110                -1  1   2360320  models.common.Conv                      [512, 512, 3, 1]              \n",
            "111                -1  1   2360320  models.common.Conv                      [512, 512, 3, 1]              \n",
            "112                -1  1   2360320  models.common.Conv                      [512, 512, 3, 1]              \n",
            "113                -1  1   2360320  models.common.Conv                      [512, 512, 3, 1]              \n",
            "114                -1  1   2360320  models.common.Conv                      [512, 512, 3, 1]              \n",
            "115                -1  1   2360320  models.common.Conv                      [512, 512, 3, 1]              \n",
            "116[-1, -3, -5, -7, -8]  1         0  models.common.Concat                    [1]                           \n",
            "117                -1  1   1639680  models.common.Conv                      [2560, 640, 1, 1]             \n",
            "118                87  1    461440  models.common.Conv                      [160, 320, 3, 1]              \n",
            "119               102  1   1844480  models.common.Conv                      [320, 640, 3, 1]              \n",
            "120               117  1   7375360  models.common.Conv                      [640, 1280, 3, 1]             \n",
            "121   [118, 119, 120]  1     49406  models.yolo.IDetect                     [2, [[12, 16, 19, 36, 40, 28], [36, 75, 76, 55, 72, 146], [142, 110, 192, 243, 459, 401]], [320, 640, 1280]]\n",
            "Model Summary: 467 layers, 70821830 parameters, 70821830 gradients\n",
            "\n",
            "Transferred 630/644 items from /content/weights/yolov7x.pt\n",
            "Scaled weight_decay = 0.0005\n",
            "Optimizer groups: 108 .bias, 108 conv.weight, 111 other\n",
            "\u001b[34m\u001b[1mtrain: \u001b[0mScanning '../kuku/datasets/train/labels' images and labels... 255 found, 0 missing, 0 empty, 0 corrupted: 100% 255/255 [03:20<00:00,  1.27it/s]\n",
            "\u001b[34m\u001b[1mtrain: \u001b[0mNew cache created: ../kuku/datasets/train/labels.cache\n",
            "\u001b[34m\u001b[1mval: \u001b[0mScanning '../kuku/datasets/valid/labels' images and labels... 25 found, 0 missing, 0 empty, 0 corrupted: 100% 25/25 [00:35<00:00,  1.41s/it]\n",
            "\u001b[34m\u001b[1mval: \u001b[0mNew cache created: ../kuku/datasets/valid/labels.cache\n",
            "\n",
            "\u001b[34m\u001b[1mautoanchor: \u001b[0mAnalyzing anchors... anchors/target = 5.51, Best Possible Recall (BPR) = 1.0000\n",
            "Image sizes 640 train, 640 test\n",
            "Using 2 dataloader workers\n",
            "Logging results to runs/train/x2002\n",
            "Starting training for 200 epochs...\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "     0/199     3.02G   0.06776   0.02319   0.01494    0.1059       107       640: 100% 32/32 [01:00<00:00,  1.88s/it]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95:   0% 0/2 [00:00<?, ?it/s]/usr/local/lib/python3.10/dist-packages/torch/functional.py:504: UserWarning: torch.meshgrid: in an upcoming release, it will be required to pass the indexing argument. (Triggered internally at ../aten/src/ATen/native/TensorShape.cpp:3483.)\n",
            "  return _VF.meshgrid(tensors, **kwargs)  # type: ignore[attr-defined]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 2/2 [00:09<00:00,  4.52s/it]\n",
            "                 all          25          64       0.133       0.084      0.0331     0.00973\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "     1/199     9.57G   0.07035   0.01954   0.01335    0.1032        90       640: 100% 32/32 [00:39<00:00,  1.22s/it]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 2/2 [00:01<00:00,  1.55it/s]\n",
            "                 all          25           0           0           0           0           0\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "     2/199     11.6G   0.07195   0.01867   0.01269    0.1033        77       640: 100% 32/32 [00:33<00:00,  1.05s/it]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 2/2 [00:01<00:00,  1.33it/s]\n",
            "                 all          25           0           0           0           0           0\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "     3/199     11.6G   0.06859   0.02033   0.01408     0.103        70       640: 100% 32/32 [00:33<00:00,  1.05s/it]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 2/2 [00:00<00:00,  2.51it/s]\n",
            "                 all          25           0           0           0           0           0\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "     4/199     11.6G   0.06446   0.02165   0.01466    0.1008        70       640: 100% 32/32 [00:32<00:00,  1.01s/it]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 2/2 [00:02<00:00,  1.31s/it]\n",
            "                 all          25          64     0.00126      0.0719     0.00015    2.31e-05\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "     5/199     11.6G    0.0658   0.01961   0.01443   0.09984        44       640: 100% 32/32 [00:33<00:00,  1.04s/it]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 2/2 [00:03<00:00,  1.92s/it]\n",
            "                 all          25           0           0           0           0           0\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "     6/199     11.6G    0.0629   0.02188   0.01426   0.09903        71       640: 100% 32/32 [00:31<00:00,  1.01it/s]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 2/2 [00:05<00:00,  2.92s/it]\n",
            "                 all          25          64    0.000613      0.0395    5.02e-05    9.68e-06\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "     7/199     11.6G   0.06022   0.02077   0.01356   0.09455        93       640: 100% 32/32 [00:30<00:00,  1.03it/s]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 2/2 [00:00<00:00,  2.52it/s]\n",
            "                 all          25          64      0.0196      0.0258     0.00196    0.000564\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "     8/199     11.6G   0.06039   0.01935    0.0143   0.09403        79       640: 100% 32/32 [00:31<00:00,  1.00it/s]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 2/2 [00:00<00:00,  2.06it/s]\n",
            "                 all          25          64      0.0297      0.0778     0.00559     0.00118\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "     9/199     11.6G   0.05795    0.0216   0.01391   0.09346        45       640: 100% 32/32 [00:32<00:00,  1.03s/it]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 2/2 [00:00<00:00,  2.57it/s]\n",
            "                 all          25          64      0.0903       0.142      0.0336     0.00662\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "    10/199     11.6G   0.05617   0.02008   0.01322   0.08948        47       640: 100% 32/32 [00:29<00:00,  1.08it/s]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 2/2 [00:02<00:00,  1.07s/it]\n",
            "                 all          25           0           0           0           0           0\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "    11/199     11.6G   0.05754   0.02216   0.01347   0.09317        57       640: 100% 32/32 [00:29<00:00,  1.07it/s]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 2/2 [00:01<00:00,  1.35it/s]\n",
            "                 all          25          64      0.0896      0.0455      0.0246      0.0118\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "    12/199     11.6G    0.0546   0.02159   0.01347   0.08967        72       640: 100% 32/32 [00:30<00:00,  1.04it/s]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 2/2 [00:00<00:00,  2.02it/s]\n",
            "                 all          25          64      0.0833      0.0192     0.00304    0.000304\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "    13/199     11.6G     0.055   0.02251   0.01256   0.09007        96       640: 100% 32/32 [00:34<00:00,  1.09s/it]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 2/2 [00:00<00:00,  2.30it/s]\n",
            "                 all          25          64        0.29        0.17       0.134       0.039\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "    14/199     11.6G   0.05264   0.02199   0.01345   0.08808        38       640: 100% 32/32 [00:30<00:00,  1.05it/s]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 2/2 [00:00<00:00,  2.10it/s]\n",
            "                 all          25          64     0.00331       0.209      0.0009    0.000234\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "    15/199     11.6G   0.05274   0.02202   0.01346   0.08821        57       640: 100% 32/32 [00:35<00:00,  1.12s/it]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 2/2 [00:01<00:00,  1.65it/s]\n",
            "                 all          25          64       0.995      0.0962       0.202      0.0366\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "    16/199     11.6G   0.05134   0.02208   0.01276   0.08618        66       640: 100% 32/32 [00:32<00:00,  1.01s/it]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 2/2 [00:02<00:00,  1.37s/it]\n",
            "                 all          25          64     0.00525       0.294     0.00147    0.000423\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "    17/199     11.6G   0.05022   0.02282   0.01313   0.08617        82       640: 100% 32/32 [00:31<00:00,  1.01it/s]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 2/2 [00:00<00:00,  2.06it/s]\n",
            "                 all          25          64     0.00671      0.0455    0.000402      0.0002\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "    18/199     11.6G   0.04885   0.02335   0.01226   0.08446        49       640: 100% 32/32 [00:30<00:00,  1.06it/s]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 2/2 [00:01<00:00,  1.72it/s]\n",
            "                 all          25          64     0.00687       0.506     0.00399     0.00153\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "    19/199     11.6G   0.04693    0.0247   0.01257    0.0842        90       640: 100% 32/32 [00:32<00:00,  1.00s/it]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 2/2 [00:01<00:00,  1.78it/s]\n",
            "                 all          25          64       0.017       0.511      0.0121     0.00504\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "    20/199     11.6G   0.04754   0.02397   0.01243   0.08395        90       640: 100% 32/32 [00:28<00:00,  1.13it/s]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 2/2 [00:01<00:00,  1.89it/s]\n",
            "                 all          25          64       0.325       0.271       0.203      0.0826\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "    21/199     11.6G   0.04693   0.02375   0.01248   0.08317       110       640: 100% 32/32 [00:34<00:00,  1.08s/it]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 2/2 [00:00<00:00,  2.01it/s]\n",
            "                 all          25          64       0.168       0.155       0.116      0.0496\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "    22/199     11.6G    0.0456    0.0235    0.0124    0.0815        55       640: 100% 32/32 [00:32<00:00,  1.03s/it]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 2/2 [00:01<00:00,  1.33it/s]\n",
            "                 all          25          64       0.146       0.472       0.186      0.0831\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "    23/199     11.6G   0.04377   0.02264   0.01184   0.07826        73       640: 100% 32/32 [00:30<00:00,  1.04it/s]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 2/2 [00:00<00:00,  2.20it/s]\n",
            "                 all          25          64       0.236       0.408       0.186      0.0646\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "    24/199     11.6G   0.04568   0.02247   0.01211   0.08027        45       640: 100% 32/32 [00:33<00:00,  1.06s/it]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 2/2 [00:00<00:00,  2.24it/s]\n",
            "                 all          25          64       0.387       0.397       0.311       0.116\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "    25/199     11.6G   0.04331   0.02296   0.01161   0.07788        68       640: 100% 32/32 [00:36<00:00,  1.15s/it]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 2/2 [00:01<00:00,  1.92it/s]\n",
            "                 all          25          64       0.376        0.51        0.39        0.16\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "    26/199     11.6G   0.04232   0.02299   0.01151   0.07681        91       640: 100% 32/32 [00:32<00:00,  1.02s/it]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 2/2 [00:00<00:00,  2.55it/s]\n",
            "                 all          25          64       0.325       0.558       0.349       0.146\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "    27/199     11.6G   0.04201   0.02399    0.0112    0.0772        94       640: 100% 32/32 [00:32<00:00,  1.01s/it]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 2/2 [00:00<00:00,  2.26it/s]\n",
            "                 all          25          64       0.424       0.398       0.402       0.199\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "    28/199     11.6G   0.04287   0.02321   0.01143    0.0775        68       640: 100% 32/32 [00:30<00:00,  1.06it/s]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 2/2 [00:00<00:00,  2.08it/s]\n",
            "                 all          25          64       0.371       0.594       0.438       0.175\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "    29/199     11.6G   0.04048   0.02221   0.01124   0.07392        69       640: 100% 32/32 [00:34<00:00,  1.08s/it]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 2/2 [00:00<00:00,  2.69it/s]\n",
            "                 all          25          64       0.576       0.318       0.369       0.165\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "    30/199     11.6G    0.0419     0.022   0.01151    0.0754        50       640: 100% 32/32 [00:30<00:00,  1.06it/s]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 2/2 [00:00<00:00,  2.34it/s]\n",
            "                 all          25          64       0.402       0.479       0.353       0.154\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "    31/199     11.6G   0.04262   0.02317   0.01141    0.0772        43       640: 100% 32/32 [00:31<00:00,  1.00it/s]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 2/2 [00:01<00:00,  1.59it/s]\n",
            "                 all          25          64        0.36       0.461       0.408       0.197\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "    32/199     11.6G   0.04159    0.0221   0.01168   0.07537        43       640: 100% 32/32 [00:32<00:00,  1.01s/it]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 2/2 [00:00<00:00,  2.11it/s]\n",
            "                 all          25          64       0.383       0.496       0.396       0.182\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "    33/199     11.6G   0.04227   0.02517   0.01181   0.07926        94       640: 100% 32/32 [00:33<00:00,  1.04s/it]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 2/2 [00:00<00:00,  2.10it/s]\n",
            "                 all          25          64       0.442       0.362       0.322       0.167\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "    34/199     11.6G   0.04202   0.02238    0.0115    0.0759        64       640: 100% 32/32 [00:30<00:00,  1.06it/s]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 2/2 [00:01<00:00,  1.87it/s]\n",
            "                 all          25          64       0.488       0.357        0.34       0.178\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "    35/199     11.6G   0.03857     0.023   0.01173    0.0733        91       640: 100% 32/32 [00:33<00:00,  1.05s/it]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 2/2 [00:01<00:00,  1.98it/s]\n",
            "                 all          25          64       0.502       0.401       0.354       0.161\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "    36/199     11.6G   0.03955   0.02244   0.01092   0.07291        57       640: 100% 32/32 [00:33<00:00,  1.03s/it]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 2/2 [00:00<00:00,  2.41it/s]\n",
            "                 all          25          64       0.554       0.453        0.43       0.202\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "    37/199     11.6G   0.03974   0.01979   0.01116   0.07068        33       640: 100% 32/32 [00:31<00:00,  1.03it/s]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 2/2 [00:01<00:00,  1.84it/s]\n",
            "                 all          25          64       0.659       0.369       0.443        0.24\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "    38/199     11.6G   0.03907   0.02248   0.01122   0.07277        92       640: 100% 32/32 [00:33<00:00,  1.06s/it]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 2/2 [00:01<00:00,  1.68it/s]\n",
            "                 all          25          64       0.699       0.428       0.562       0.322\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "    39/199     11.6G   0.04063   0.02183    0.0114   0.07386        71       640: 100% 32/32 [00:34<00:00,  1.06s/it]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 2/2 [00:00<00:00,  2.21it/s]\n",
            "                 all          25          64        0.51       0.382       0.442       0.228\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "    40/199     11.6G   0.03865   0.02196   0.01061   0.07121        63       640: 100% 32/32 [00:32<00:00,  1.00s/it]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 2/2 [00:00<00:00,  2.33it/s]\n",
            "                 all          25          64        0.72       0.386       0.538       0.309\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "    41/199     11.6G   0.03856   0.02179   0.01139   0.07173        65       640: 100% 32/32 [00:32<00:00,  1.00s/it]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 2/2 [00:01<00:00,  1.95it/s]\n",
            "                 all          25          64       0.395       0.532       0.389       0.226\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "    42/199     11.6G    0.0378   0.02095   0.01102   0.06977        77       640: 100% 32/32 [00:30<00:00,  1.04it/s]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 2/2 [00:00<00:00,  2.45it/s]\n",
            "                 all          25          64       0.351       0.222       0.229       0.124\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "    43/199     11.6G    0.0389   0.02166   0.01087   0.07143        81       640: 100% 32/32 [00:30<00:00,  1.05it/s]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 2/2 [00:00<00:00,  2.16it/s]\n",
            "                 all          25          64       0.132       0.545      0.0964      0.0465\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "    44/199     11.6G   0.03678    0.0227   0.01064   0.07012        61       640: 100% 32/32 [00:30<00:00,  1.05it/s]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 2/2 [00:00<00:00,  2.31it/s]\n",
            "                 all          25          64       0.088       0.341      0.0669      0.0317\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "    45/199     11.6G   0.03747   0.02319   0.01047   0.07114        49       640: 100% 32/32 [00:30<00:00,  1.05it/s]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 2/2 [00:00<00:00,  2.30it/s]\n",
            "                 all          25          64        0.51         0.5        0.46       0.271\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "    46/199     11.6G    0.0379   0.02191   0.01144   0.07125        74       640: 100% 32/32 [00:32<00:00,  1.01s/it]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 2/2 [00:00<00:00,  2.51it/s]\n",
            "                 all          25          64       0.393       0.615       0.474       0.268\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "    47/199     11.6G   0.03867   0.02132   0.01125   0.07124        83       640: 100% 32/32 [00:31<00:00,  1.01it/s]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 2/2 [00:01<00:00,  1.90it/s]\n",
            "                 all          25          64       0.624       0.506       0.543       0.338\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "    48/199     11.6G   0.03914   0.02123   0.01111   0.07148        71       640: 100% 32/32 [00:33<00:00,  1.03s/it]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 2/2 [00:01<00:00,  1.75it/s]\n",
            "                 all          25          64       0.289       0.415       0.238       0.129\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "    49/199     11.6G   0.03823   0.02428   0.01067   0.07318       146       640: 100% 32/32 [00:35<00:00,  1.12s/it]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 2/2 [00:00<00:00,  2.38it/s]\n",
            "                 all          25          64       0.483        0.41       0.442       0.265\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "    50/199     11.6G   0.03714     0.021    0.0104   0.06854        53       640: 100% 32/32 [00:33<00:00,  1.04s/it]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 2/2 [00:01<00:00,  1.58it/s]\n",
            "                 all          25          64       0.459       0.449       0.397       0.236\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "    51/199     11.6G   0.03588   0.02261   0.01064   0.06913        74       640: 100% 32/32 [00:31<00:00,  1.02it/s]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 2/2 [00:00<00:00,  2.47it/s]\n",
            "                 all          25          64       0.598       0.583       0.577       0.342\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "    52/199     11.6G   0.03597   0.02083   0.01068   0.06748        48       640: 100% 32/32 [00:34<00:00,  1.07s/it]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 2/2 [00:00<00:00,  2.14it/s]\n",
            "                 all          25          64       0.613       0.542       0.528       0.302\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "    53/199     11.6G   0.03586   0.02071   0.01059   0.06716        78       640: 100% 32/32 [00:32<00:00,  1.01s/it]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 2/2 [00:01<00:00,  1.74it/s]\n",
            "                 all          25          64       0.615       0.595       0.598       0.369\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "    54/199     11.6G   0.03636   0.02359   0.01058   0.07054        78       640: 100% 32/32 [00:31<00:00,  1.02it/s]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 2/2 [00:01<00:00,  1.83it/s]\n",
            "                 all          25          64       0.653       0.601       0.626       0.349\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "    55/199     11.6G   0.03603   0.02328   0.01084   0.07015        48       640: 100% 32/32 [00:33<00:00,  1.04s/it]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 2/2 [00:00<00:00,  2.22it/s]\n",
            "                 all          25          64       0.622       0.604       0.649       0.417\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "    56/199     11.6G   0.03654    0.0232   0.01051   0.07025        75       640: 100% 32/32 [00:32<00:00,  1.02s/it]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 2/2 [00:00<00:00,  2.10it/s]\n",
            "                 all          25          64       0.453       0.569       0.523       0.306\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "    57/199     11.6G   0.03828   0.02163   0.01111   0.07102        67       640: 100% 32/32 [00:30<00:00,  1.04it/s]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 2/2 [00:00<00:00,  2.11it/s]\n",
            "                 all          25          64       0.455       0.569       0.531       0.311\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "    58/199     11.6G   0.03603   0.02306   0.01118   0.07028        79       640: 100% 32/32 [00:31<00:00,  1.02it/s]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 2/2 [00:00<00:00,  2.10it/s]\n",
            "                 all          25          64       0.753       0.513       0.595       0.372\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "    59/199     11.6G   0.03707   0.02229   0.01035   0.06971        81       640: 100% 32/32 [00:31<00:00,  1.02it/s]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 2/2 [00:01<00:00,  1.91it/s]\n",
            "                 all          25          64       0.512       0.576       0.566       0.295\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "    60/199     11.6G   0.03566   0.02312   0.01002    0.0688        58       640: 100% 32/32 [00:30<00:00,  1.04it/s]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 2/2 [00:00<00:00,  2.13it/s]\n",
            "                 all          25          64       0.582       0.616       0.623       0.362\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "    61/199     11.6G   0.03461    0.0222   0.01027   0.06708        97       640: 100% 32/32 [00:33<00:00,  1.05s/it]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 2/2 [00:01<00:00,  1.65it/s]\n",
            "                 all          25          64       0.489       0.474       0.487       0.291\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "    62/199     11.6G   0.03695   0.02142   0.01021   0.06858        53       640: 100% 32/32 [00:30<00:00,  1.06it/s]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 2/2 [00:00<00:00,  2.39it/s]\n",
            "                 all          25          64       0.474       0.525       0.507       0.268\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "    63/199     11.6G   0.03672   0.02113   0.01005    0.0679        37       640: 100% 32/32 [00:33<00:00,  1.03s/it]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 2/2 [00:01<00:00,  1.68it/s]\n",
            "                 all          25          64       0.731       0.441       0.547       0.263\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "    64/199     11.6G   0.03654   0.02112   0.01006   0.06771        26       640: 100% 32/32 [00:30<00:00,  1.05it/s]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 2/2 [00:00<00:00,  2.63it/s]\n",
            "                 all          25          64       0.693       0.533        0.62       0.362\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "    65/199     11.6G   0.03556   0.02153  0.009228   0.06632        37       640: 100% 32/32 [00:35<00:00,  1.11s/it]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 2/2 [00:00<00:00,  2.31it/s]\n",
            "                 all          25          64       0.618       0.558       0.645       0.412\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "    66/199     11.6G   0.03673    0.0204  0.009954   0.06708        87       640: 100% 32/32 [00:30<00:00,  1.04it/s]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 2/2 [00:00<00:00,  2.17it/s]\n",
            "                 all          25          64       0.784       0.421       0.596       0.367\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "    67/199     11.6G   0.03696   0.01944   0.01009   0.06648        48       640: 100% 32/32 [00:30<00:00,  1.05it/s]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 2/2 [00:00<00:00,  2.00it/s]\n",
            "                 all          25          64       0.584        0.59       0.593       0.352\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "    68/199     11.6G   0.03553   0.02118   0.01024   0.06694        41       640: 100% 32/32 [00:31<00:00,  1.03it/s]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 2/2 [00:00<00:00,  2.37it/s]\n",
            "                 all          25          64       0.239       0.334       0.237       0.126\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "    69/199     11.6G   0.03577   0.02139  0.009816   0.06698       100       640: 100% 32/32 [00:29<00:00,  1.07it/s]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 2/2 [00:01<00:00,  1.71it/s]\n",
            "                 all          25          64       0.219       0.565       0.231       0.127\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "    70/199     11.6G   0.03655      0.02  0.009661   0.06621        61       640: 100% 32/32 [00:30<00:00,  1.05it/s]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 2/2 [00:00<00:00,  2.39it/s]\n",
            "                 all          25          64        0.43       0.362        0.33       0.213\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "    71/199     11.6G   0.03481   0.02298  0.009691   0.06748        75       640: 100% 32/32 [00:31<00:00,  1.02it/s]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 2/2 [00:01<00:00,  1.84it/s]\n",
            "                 all          25          64       0.693       0.557       0.648       0.388\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "    72/199     11.6G   0.03401   0.02255  0.009822   0.06639        92       640: 100% 32/32 [00:29<00:00,  1.07it/s]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 2/2 [00:00<00:00,  2.23it/s]\n",
            "                 all          25          64        0.45       0.625       0.546       0.325\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "    73/199     11.6G   0.03396   0.02082  0.009757   0.06455        58       640: 100% 32/32 [00:30<00:00,  1.05it/s]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 2/2 [00:00<00:00,  2.08it/s]\n",
            "                 all          25          64       0.464       0.578        0.54       0.293\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "    74/199     11.6G   0.03498   0.02073  0.009264   0.06497        40       640: 100% 32/32 [00:31<00:00,  1.01it/s]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 2/2 [00:00<00:00,  2.47it/s]\n",
            "                 all          25          64       0.728       0.566        0.63       0.385\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "    75/199     11.6G   0.03238   0.02129  0.009711   0.06338        66       640: 100% 32/32 [00:34<00:00,  1.09s/it]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 2/2 [00:01<00:00,  1.75it/s]\n",
            "                 all          25          64       0.456       0.597       0.539       0.357\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "    76/199     11.6G   0.03363   0.02177  0.009235   0.06463        82       640: 100% 32/32 [00:33<00:00,  1.05s/it]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 2/2 [00:01<00:00,  1.77it/s]\n",
            "                 all          25          64       0.446       0.506       0.436       0.258\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "    77/199     11.6G   0.03422   0.02214   0.00959   0.06595        80       640: 100% 32/32 [00:29<00:00,  1.08it/s]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 2/2 [00:00<00:00,  2.42it/s]\n",
            "                 all          25          64       0.481       0.469       0.483       0.306\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "    78/199     11.6G   0.03376   0.02096  0.008974   0.06369        90       640: 100% 32/32 [00:33<00:00,  1.04s/it]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 2/2 [00:01<00:00,  1.73it/s]\n",
            "                 all          25          64       0.751       0.634       0.734       0.451\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "    79/199     11.6G     0.032   0.02147  0.008626    0.0621        94       640: 100% 32/32 [00:33<00:00,  1.06s/it]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 2/2 [00:01<00:00,  1.68it/s]\n",
            "                 all          25          64       0.813       0.584       0.729       0.458\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "    80/199     11.6G   0.03331   0.02127  0.008579   0.06315        61       640: 100% 32/32 [00:32<00:00,  1.03s/it]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 2/2 [00:00<00:00,  2.13it/s]\n",
            "                 all          25          64       0.704         0.5       0.602       0.376\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "    81/199     11.6G   0.03183   0.02135  0.008755   0.06194        85       640: 100% 32/32 [00:33<00:00,  1.05s/it]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 2/2 [00:01<00:00,  1.80it/s]\n",
            "                 all          25          64       0.825       0.635       0.723       0.424\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "    82/199     11.6G   0.03381    0.0203  0.008945   0.06306        67       640: 100% 32/32 [00:32<00:00,  1.02s/it]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 2/2 [00:00<00:00,  2.68it/s]\n",
            "                 all          25          64       0.749       0.606       0.731       0.439\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "    83/199     11.6G   0.03212   0.02094  0.009169   0.06223       124       640: 100% 32/32 [00:33<00:00,  1.06s/it]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 2/2 [00:00<00:00,  2.25it/s]\n",
            "                 all          25          64       0.693       0.545       0.676       0.422\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "    84/199     11.6G   0.03255   0.02006  0.009147   0.06175        56       640: 100% 32/32 [00:33<00:00,  1.04s/it]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 2/2 [00:01<00:00,  1.65it/s]\n",
            "                 all          25          64       0.637        0.61        0.68       0.438\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "    85/199     11.6G   0.03184   0.01912   0.00865   0.05961        57       640: 100% 32/32 [00:32<00:00,  1.02s/it]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 2/2 [00:00<00:00,  2.32it/s]\n",
            "                 all          25          64       0.721       0.684       0.734       0.453\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "    86/199     11.6G   0.03157   0.01954  0.008214   0.05932        55       640: 100% 32/32 [00:33<00:00,  1.06s/it]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 2/2 [00:00<00:00,  2.28it/s]\n",
            "                 all          25          64       0.649       0.693       0.711       0.464\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "    87/199     11.6G   0.03374   0.02101  0.008973   0.06372        76       640: 100% 32/32 [00:33<00:00,  1.06s/it]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 2/2 [00:00<00:00,  2.03it/s]\n",
            "                 all          25          64       0.718       0.692       0.702       0.464\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "    88/199     11.6G   0.03355   0.01988  0.008415   0.06184        87       640: 100% 32/32 [00:31<00:00,  1.01it/s]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 2/2 [00:00<00:00,  2.55it/s]\n",
            "                 all          25          64       0.667       0.635       0.688       0.408\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "    89/199     11.6G   0.03279   0.01918  0.008042   0.06001        69       640: 100% 32/32 [00:30<00:00,  1.04it/s]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 2/2 [00:00<00:00,  2.32it/s]\n",
            "                 all          25          64       0.562        0.68       0.663       0.419\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "    90/199     11.6G   0.03363   0.01993  0.007839    0.0614        49       640: 100% 32/32 [00:29<00:00,  1.07it/s]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 2/2 [00:01<00:00,  1.72it/s]\n",
            "                 all          25          64       0.707       0.777       0.771       0.527\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "    91/199     11.6G   0.03129   0.01905  0.008209   0.05855        97       640: 100% 32/32 [00:35<00:00,  1.12s/it]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 2/2 [00:01<00:00,  1.61it/s]\n",
            "                 all          25          64       0.814       0.634       0.744        0.47\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "    92/199     11.6G   0.03324   0.01943  0.008838    0.0615        81       640: 100% 32/32 [00:30<00:00,  1.05it/s]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 2/2 [00:00<00:00,  2.13it/s]\n",
            "                 all          25          64       0.592       0.653       0.623       0.412\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "    93/199     11.6G   0.03132   0.01953  0.008655   0.05951        59       640: 100% 32/32 [00:33<00:00,  1.05s/it]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 2/2 [00:01<00:00,  1.82it/s]\n",
            "                 all          25          64       0.605         0.7       0.663       0.418\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "    94/199     11.6G   0.03142   0.01905   0.00864   0.05911        73       640: 100% 32/32 [00:31<00:00,  1.03it/s]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 2/2 [00:00<00:00,  2.55it/s]\n",
            "                 all          25          64       0.868       0.624       0.795        0.52\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "    95/199     11.6G    0.0311   0.01899  0.008601   0.05869        83       640: 100% 32/32 [00:29<00:00,  1.09it/s]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 2/2 [00:00<00:00,  2.10it/s]\n",
            "                 all          25          64       0.702       0.779       0.812       0.529\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "    96/199     11.6G   0.03085   0.01892   0.00786   0.05763        74       640: 100% 32/32 [00:30<00:00,  1.03it/s]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 2/2 [00:01<00:00,  1.90it/s]\n",
            "                 all          25          64       0.828       0.738       0.838       0.486\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "    97/199     11.6G   0.03096   0.01923   0.00824   0.05843        81       640: 100% 32/32 [00:32<00:00,  1.00s/it]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 2/2 [00:01<00:00,  1.78it/s]\n",
            "                 all          25          64       0.767       0.751       0.801       0.502\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "    98/199     11.6G   0.03087   0.02008  0.007866   0.05882        53       640: 100% 32/32 [00:31<00:00,  1.00it/s]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 2/2 [00:00<00:00,  2.14it/s]\n",
            "                 all          25          64        0.83        0.72       0.839       0.566\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "    99/199     11.6G   0.03233   0.01926   0.00801   0.05959        81       640: 100% 32/32 [00:31<00:00,  1.02it/s]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 2/2 [00:00<00:00,  2.02it/s]\n",
            "                 all          25          64       0.637       0.701       0.735       0.523\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "   100/199     11.6G   0.03227   0.01982  0.007697   0.05979       115       640: 100% 32/32 [00:37<00:00,  1.16s/it]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 2/2 [00:00<00:00,  2.57it/s]\n",
            "                 all          25          64       0.873       0.596       0.788       0.524\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "   101/199     11.6G   0.03139   0.01809  0.008407    0.0579        49       640: 100% 32/32 [00:31<00:00,  1.02it/s]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 2/2 [00:00<00:00,  2.27it/s]\n",
            "                 all          25          64       0.834       0.673       0.765        0.47\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "   102/199     11.6G   0.03017   0.01994  0.008188    0.0583        76       640: 100% 32/32 [00:32<00:00,  1.00s/it]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 2/2 [00:01<00:00,  1.59it/s]\n",
            "                 all          25          64        0.77       0.605       0.672        0.42\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "   103/199     11.6G   0.03168   0.01956   0.00853   0.05977        47       640: 100% 32/32 [00:32<00:00,  1.01s/it]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 2/2 [00:00<00:00,  2.25it/s]\n",
            "                 all          25          64       0.843       0.577       0.686       0.426\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "   104/199     11.6G   0.03204   0.01857  0.008048   0.05865        65       640: 100% 32/32 [00:32<00:00,  1.01s/it]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 2/2 [00:00<00:00,  2.27it/s]\n",
            "                 all          25          64       0.613       0.668       0.637       0.409\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "   105/199     11.6G   0.03233   0.02014  0.007347   0.05982        53       640: 100% 32/32 [00:33<00:00,  1.04s/it]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 2/2 [00:01<00:00,  1.92it/s]\n",
            "                 all          25          64       0.741       0.694       0.787       0.507\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "   106/199     11.6G   0.03085   0.01996  0.007711   0.05852       104       640: 100% 32/32 [00:30<00:00,  1.06it/s]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 2/2 [00:00<00:00,  2.07it/s]\n",
            "                 all          25          64       0.751        0.76       0.829       0.551\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "   107/199     11.6G   0.03055   0.01898  0.007566    0.0571        52       640: 100% 32/32 [00:32<00:00,  1.02s/it]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 2/2 [00:01<00:00,  1.40it/s]\n",
            "                 all          25          64       0.844       0.615        0.79       0.535\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "   108/199     11.6G   0.03045   0.01791  0.007304   0.05566        61       640: 100% 32/32 [00:32<00:00,  1.00s/it]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 2/2 [00:00<00:00,  2.10it/s]\n",
            "                 all          25          64       0.681       0.719       0.728       0.472\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "   109/199     11.6G   0.02947   0.01892  0.007845   0.05624        53       640: 100% 32/32 [00:34<00:00,  1.08s/it]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 2/2 [00:00<00:00,  2.32it/s]\n",
            "                 all          25          64       0.722         0.7       0.797       0.517\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "   110/199     11.6G   0.02948   0.01839  0.007247   0.05512        62       640: 100% 32/32 [00:31<00:00,  1.02it/s]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 2/2 [00:01<00:00,  1.73it/s]\n",
            "                 all          25          64         0.7       0.734       0.787       0.514\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "   111/199     11.6G   0.03063   0.01999  0.007868   0.05848       101       640: 100% 32/32 [00:30<00:00,  1.05it/s]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 2/2 [00:00<00:00,  2.51it/s]\n",
            "                 all          25          64       0.617       0.738       0.722       0.468\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "   112/199     11.6G   0.03119   0.02006  0.007101   0.05835        54       640: 100% 32/32 [00:30<00:00,  1.05it/s]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 2/2 [00:00<00:00,  2.18it/s]\n",
            "                 all          25          64       0.667         0.7       0.758       0.469\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "   113/199     11.6G   0.03083   0.01876  0.007298   0.05688        50       640: 100% 32/32 [00:31<00:00,  1.02it/s]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 2/2 [00:00<00:00,  2.34it/s]\n",
            "                 all          25          64       0.592       0.614       0.625       0.379\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "   114/199     11.6G   0.02979   0.01866  0.007672   0.05612        54       640: 100% 32/32 [00:31<00:00,  1.02it/s]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 2/2 [00:00<00:00,  2.55it/s]\n",
            "                 all          25          64       0.678       0.765       0.746       0.448\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "   115/199     11.6G   0.03024   0.01926  0.007312   0.05682        72       640: 100% 32/32 [00:32<00:00,  1.00s/it]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 2/2 [00:00<00:00,  2.28it/s]\n",
            "                 all          25          64       0.758       0.739       0.795       0.519\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "   116/199     11.6G   0.02939   0.01945   0.00773   0.05657        99       640: 100% 32/32 [00:34<00:00,  1.06s/it]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 2/2 [00:00<00:00,  2.36it/s]\n",
            "                 all          25          64       0.632       0.459       0.532       0.344\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "   117/199     11.6G   0.03125   0.01825  0.008022   0.05752        32       640: 100% 32/32 [00:29<00:00,  1.10it/s]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 2/2 [00:00<00:00,  2.31it/s]\n",
            "                 all          25          64       0.764       0.765       0.792       0.536\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "   118/199     11.6G   0.03073   0.01864   0.00781   0.05719        68       640: 100% 32/32 [00:31<00:00,  1.03it/s]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 2/2 [00:00<00:00,  2.55it/s]\n",
            "                 all          25          64        0.71       0.835       0.823       0.538\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "   119/199     11.6G   0.02933      0.02  0.007919   0.05725        91       640: 100% 32/32 [00:34<00:00,  1.08s/it]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 2/2 [00:00<00:00,  2.54it/s]\n",
            "                 all          25          64       0.642       0.705       0.728       0.484\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "   120/199     11.6G   0.02923    0.0189  0.007636   0.05577        90       640: 100% 32/32 [00:31<00:00,  1.02it/s]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 2/2 [00:00<00:00,  2.07it/s]\n",
            "                 all          25          64       0.874       0.598       0.787       0.529\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "   121/199     11.6G   0.02951   0.01951  0.007722   0.05674        58       640: 100% 32/32 [00:29<00:00,  1.09it/s]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 2/2 [00:01<00:00,  1.84it/s]\n",
            "                 all          25          64        0.67       0.795       0.765       0.506\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "   122/199     11.6G   0.02766   0.01852  0.006966   0.05314        62       640: 100% 32/32 [00:33<00:00,  1.05s/it]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 2/2 [00:00<00:00,  2.27it/s]\n",
            "                 all          25          64       0.767        0.72       0.791       0.532\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "   123/199     11.6G   0.02765   0.01749  0.007235   0.05237        64       640: 100% 32/32 [00:31<00:00,  1.01it/s]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 2/2 [00:00<00:00,  2.36it/s]\n",
            "                 all          25          64       0.786       0.706       0.793       0.558\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "   124/199     11.6G   0.02758   0.01733  0.006088     0.051        58       640: 100% 32/32 [00:30<00:00,  1.04it/s]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 2/2 [00:00<00:00,  2.26it/s]\n",
            "                 all          25          64       0.713       0.778       0.792       0.538\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "   125/199     11.6G   0.02817   0.01904  0.007365   0.05458        62       640: 100% 32/32 [00:33<00:00,  1.05s/it]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 2/2 [00:00<00:00,  2.24it/s]\n",
            "                 all          25          64       0.913       0.699       0.832       0.587\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "   126/199     11.6G   0.02867   0.01776  0.006854   0.05328        58       640: 100% 32/32 [00:31<00:00,  1.01it/s]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 2/2 [00:00<00:00,  2.04it/s]\n",
            "                 all          25          64       0.869        0.72       0.853       0.588\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "   127/199     11.6G   0.02822   0.01848   0.00778   0.05448        63       640: 100% 32/32 [00:35<00:00,  1.11s/it]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 2/2 [00:01<00:00,  1.28it/s]\n",
            "                 all          25          64       0.839       0.649       0.803       0.575\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "   128/199     11.6G   0.02824   0.01818  0.007308   0.05373        52       640: 100% 32/32 [00:31<00:00,  1.00it/s]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 2/2 [00:00<00:00,  2.01it/s]\n",
            "                 all          25          64       0.816        0.73       0.825        0.59\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "   129/199     11.6G   0.02839   0.01827  0.006689   0.05335        68       640: 100% 32/32 [00:32<00:00,  1.01s/it]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 2/2 [00:01<00:00,  1.73it/s]\n",
            "                 all          25          64       0.848       0.733       0.853        0.62\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "   130/199     11.6G   0.02865   0.01747  0.006479   0.05259       103       640: 100% 32/32 [00:34<00:00,  1.08s/it]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 2/2 [00:00<00:00,  2.46it/s]\n",
            "                 all          25          64       0.832       0.757       0.852       0.569\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "   131/199     11.6G   0.02995   0.01762  0.006551   0.05412        64       640: 100% 32/32 [00:31<00:00,  1.02it/s]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 2/2 [00:01<00:00,  1.69it/s]\n",
            "                 all          25          64       0.862       0.644       0.796       0.523\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "   132/199     11.6G   0.02805   0.01727  0.006276   0.05159        59       640: 100% 32/32 [00:29<00:00,  1.07it/s]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 2/2 [00:00<00:00,  2.66it/s]\n",
            "                 all          25          64       0.839       0.745       0.863       0.582\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "   133/199     11.6G    0.0306   0.01884  0.007091   0.05652        89       640: 100% 32/32 [00:30<00:00,  1.05it/s]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 2/2 [00:01<00:00,  1.98it/s]\n",
            "                 all          25          64       0.878         0.7       0.828        0.57\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "   134/199     11.6G   0.02864   0.01746  0.006776   0.05288        60       640: 100% 32/32 [00:30<00:00,  1.05it/s]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 2/2 [00:00<00:00,  2.23it/s]\n",
            "                 all          25          64       0.882       0.744       0.867       0.607\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "   135/199     11.6G   0.02887   0.01767  0.006824   0.05336        61       640: 100% 32/32 [00:31<00:00,  1.03it/s]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 2/2 [00:00<00:00,  2.37it/s]\n",
            "                 all          25          64       0.832       0.849       0.887       0.637\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "   136/199     11.6G   0.02923    0.0181  0.006957   0.05428        69       640: 100% 32/32 [00:30<00:00,  1.03it/s]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 2/2 [00:00<00:00,  2.03it/s]\n",
            "                 all          25          64       0.762        0.85       0.862       0.614\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "   137/199     11.6G   0.02902   0.01777  0.006991   0.05378        23       640: 100% 32/32 [00:30<00:00,  1.04it/s]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 2/2 [00:00<00:00,  2.53it/s]\n",
            "                 all          25          64       0.807       0.811       0.859       0.628\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "   138/199     11.6G   0.02831   0.01763  0.006472   0.05241        85       640: 100% 32/32 [00:30<00:00,  1.06it/s]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 2/2 [00:00<00:00,  2.16it/s]\n",
            "                 all          25          64        0.78       0.741       0.801       0.562\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "   139/199     11.6G   0.02805   0.01774  0.006883   0.05267        38       640: 100% 32/32 [00:31<00:00,  1.02it/s]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 2/2 [00:00<00:00,  2.21it/s]\n",
            "                 all          25          64       0.702       0.804       0.806       0.566\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "   140/199     11.6G   0.02871   0.01748  0.006277   0.05246        60       640: 100% 32/32 [00:29<00:00,  1.08it/s]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 2/2 [00:00<00:00,  2.15it/s]\n",
            "                 all          25          64       0.875       0.674       0.843       0.597\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "   141/199     11.6G   0.02833   0.01758   0.00612   0.05203       106       640: 100% 32/32 [00:32<00:00,  1.01s/it]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 2/2 [00:00<00:00,  2.48it/s]\n",
            "                 all          25          64       0.859       0.668        0.83       0.589\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "   142/199     11.6G   0.02826    0.0175  0.006432   0.05219        70       640: 100% 32/32 [00:28<00:00,  1.11it/s]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 2/2 [00:01<00:00,  1.59it/s]\n",
            "                 all          25          64       0.892       0.769       0.887       0.618\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "   143/199     11.6G   0.02825   0.01906  0.006618   0.05393        99       640: 100% 32/32 [00:30<00:00,  1.04it/s]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 2/2 [00:00<00:00,  2.49it/s]\n",
            "                 all          25          64       0.818       0.766       0.838       0.588\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "   144/199     11.6G    0.0273    0.0166  0.006298    0.0502        63       640: 100% 32/32 [00:29<00:00,  1.09it/s]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 2/2 [00:00<00:00,  2.43it/s]\n",
            "                 all          25          64       0.769       0.824       0.847       0.588\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "   145/199     11.6G     0.026   0.01855  0.006569   0.05112        64       640: 100% 32/32 [00:33<00:00,  1.06s/it]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 2/2 [00:00<00:00,  2.19it/s]\n",
            "                 all          25          64       0.906       0.733       0.884       0.654\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "   146/199     11.6G   0.02639   0.01675  0.006682   0.04983        87       640: 100% 32/32 [00:32<00:00,  1.00s/it]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 2/2 [00:01<00:00,  1.93it/s]\n",
            "                 all          25          64       0.708       0.786       0.819        0.61\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "   147/199     11.6G   0.02592   0.01735  0.006077   0.04935        79       640: 100% 32/32 [00:31<00:00,  1.02it/s]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 2/2 [00:00<00:00,  2.51it/s]\n",
            "                 all          25          64       0.846       0.765       0.833       0.596\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "   148/199     11.6G   0.02609    0.0187  0.006339   0.05113        64       640: 100% 32/32 [00:33<00:00,  1.05s/it]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 2/2 [00:00<00:00,  2.22it/s]\n",
            "                 all          25          64       0.862       0.759        0.87       0.627\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "   149/199     11.6G   0.02611   0.01672  0.006176   0.04901        25       640: 100% 32/32 [00:31<00:00,  1.02it/s]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 2/2 [00:00<00:00,  2.32it/s]\n",
            "                 all          25          64       0.925       0.803       0.901       0.639\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "   150/199     11.6G   0.02603   0.01723  0.005725   0.04898        71       640: 100% 32/32 [00:33<00:00,  1.04s/it]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 2/2 [00:01<00:00,  1.74it/s]\n",
            "                 all          25          64       0.915       0.804         0.9       0.666\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "   151/199     11.6G   0.02475    0.0157  0.005165   0.04562        57       640: 100% 32/32 [00:32<00:00,  1.02s/it]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 2/2 [00:01<00:00,  1.96it/s]\n",
            "                 all          25          64       0.823       0.843       0.861       0.633\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "   152/199     11.6G   0.02588    0.0163  0.006213   0.04839        50       640: 100% 32/32 [00:31<00:00,  1.00it/s]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 2/2 [00:01<00:00,  1.93it/s]\n",
            "                 all          25          64       0.771       0.779       0.841       0.607\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "   153/199     11.6G   0.02671   0.01861  0.006562   0.05188        42       640: 100% 32/32 [00:33<00:00,  1.03s/it]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 2/2 [00:00<00:00,  2.23it/s]\n",
            "                 all          25          64       0.693       0.715       0.731       0.503\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "   154/199     11.6G   0.02738   0.01758  0.006652   0.05162        55       640: 100% 32/32 [00:31<00:00,  1.01it/s]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 2/2 [00:00<00:00,  2.45it/s]\n",
            "                 all          25          64       0.663        0.81        0.77       0.538\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "   155/199     11.6G   0.02704   0.01814  0.006682   0.05186        68       640: 100% 32/32 [00:29<00:00,  1.10it/s]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 2/2 [00:00<00:00,  2.32it/s]\n",
            "                 all          25          64       0.809       0.752       0.831       0.574\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "   156/199     11.6G   0.02698   0.01815  0.006557   0.05168        64       640: 100% 32/32 [00:36<00:00,  1.13s/it]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 2/2 [00:01<00:00,  1.81it/s]\n",
            "                 all          25          64        0.71       0.693       0.719         0.5\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "   157/199     11.6G   0.02766   0.01673   0.00606   0.05046        27       640: 100% 32/32 [00:31<00:00,  1.01it/s]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 2/2 [00:01<00:00,  1.75it/s]\n",
            "                 all          25          64       0.792        0.83       0.855       0.575\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "   158/199     11.6G   0.02717   0.01747  0.006227   0.05087        92       640: 100% 32/32 [00:30<00:00,  1.06it/s]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 2/2 [00:00<00:00,  2.09it/s]\n",
            "                 all          25          64       0.801       0.805       0.861       0.621\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "   159/199     11.6G   0.02655   0.01776  0.006231   0.05055        64       640: 100% 32/32 [00:30<00:00,  1.04it/s]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 2/2 [00:01<00:00,  1.71it/s]\n",
            "                 all          25          64       0.819       0.804       0.864       0.626\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "   160/199     11.6G   0.02545   0.01745  0.006055   0.04895        68       640: 100% 32/32 [00:30<00:00,  1.05it/s]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 2/2 [00:00<00:00,  2.42it/s]\n",
            "                 all          25          64       0.867       0.752       0.867       0.636\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "   161/199     11.6G   0.02488   0.01745  0.005674     0.048        75       640: 100% 32/32 [00:34<00:00,  1.07s/it]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 2/2 [00:00<00:00,  2.39it/s]\n",
            "                 all          25          64       0.874       0.768       0.845       0.623\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "   162/199     11.6G   0.02489   0.01772  0.006014   0.04862        51       640: 100% 32/32 [00:33<00:00,  1.06s/it]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 2/2 [00:00<00:00,  2.21it/s]\n",
            "                 all          25          64       0.866       0.778       0.868        0.64\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "   163/199     11.6G   0.02468   0.01712  0.005692   0.04749        43       640: 100% 32/32 [00:33<00:00,  1.06s/it]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 2/2 [00:01<00:00,  1.69it/s]\n",
            "                 all          25          64       0.834       0.855       0.898       0.649\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "   164/199     11.6G   0.02419   0.01666  0.006372   0.04722        49       640: 100% 32/32 [00:30<00:00,  1.06it/s]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 2/2 [00:00<00:00,  2.35it/s]\n",
            "                 all          25          64       0.801       0.882       0.915       0.661\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "   165/199     11.6G   0.02393   0.01803  0.005835    0.0478        43       640: 100% 32/32 [00:33<00:00,  1.05s/it]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 2/2 [00:00<00:00,  2.07it/s]\n",
            "                 all          25          64       0.923       0.731       0.896       0.668\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "   166/199     11.6G   0.02373   0.01616  0.005249   0.04514        48       640: 100% 32/32 [00:31<00:00,  1.00it/s]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 2/2 [00:01<00:00,  2.00it/s]\n",
            "                 all          25          64       0.883       0.769         0.9        0.68\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "   167/199     11.6G   0.02394    0.0174  0.006162    0.0475        71       640: 100% 32/32 [00:36<00:00,  1.15s/it]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 2/2 [00:00<00:00,  2.13it/s]\n",
            "                 all          25          64       0.903       0.737       0.878       0.657\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "   168/199     11.6G   0.02493   0.01692  0.005251    0.0471        72       640: 100% 32/32 [00:34<00:00,  1.07s/it]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 2/2 [00:00<00:00,  2.27it/s]\n",
            "                 all          25          64       0.848        0.83       0.895       0.636\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "   169/199     11.6G   0.02435   0.01672  0.005489   0.04657        90       640: 100% 32/32 [00:31<00:00,  1.02it/s]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 2/2 [00:00<00:00,  2.11it/s]\n",
            "                 all          25          64       0.842       0.802       0.891        0.66\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "   170/199     11.6G   0.02554   0.01607  0.005286   0.04689        89       640: 100% 32/32 [00:29<00:00,  1.07it/s]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 2/2 [00:01<00:00,  1.61it/s]\n",
            "                 all          25          64       0.737       0.899       0.888       0.672\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "   171/199     11.6G   0.02591   0.01662  0.005597   0.04812        79       640: 100% 32/32 [00:33<00:00,  1.04s/it]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 2/2 [00:00<00:00,  2.55it/s]\n",
            "                 all          25          64       0.926       0.771       0.915       0.684\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "   172/199     11.6G   0.02535   0.01574  0.005157   0.04624        83       640: 100% 32/32 [00:31<00:00,  1.00it/s]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 2/2 [00:00<00:00,  2.48it/s]\n",
            "                 all          25          64       0.872       0.843       0.926       0.692\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "   173/199     11.6G   0.02494    0.0165  0.005754    0.0472        42       640: 100% 32/32 [00:35<00:00,  1.12s/it]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 2/2 [00:00<00:00,  2.18it/s]\n",
            "                 all          25          64       0.868       0.902       0.925       0.681\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "   174/199     11.6G   0.02316    0.0157  0.005475   0.04434        63       640: 100% 32/32 [00:31<00:00,  1.01it/s]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 2/2 [00:00<00:00,  2.23it/s]\n",
            "                 all          25          64       0.897       0.811       0.906       0.675\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "   175/199     11.6G   0.02284   0.01671  0.006134   0.04568        73       640: 100% 32/32 [00:35<00:00,  1.11s/it]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 2/2 [00:00<00:00,  2.31it/s]\n",
            "                 all          25          64       0.839       0.856       0.904       0.687\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "   176/199     11.6G   0.02355   0.01599   0.00562   0.04516        49       640: 100% 32/32 [00:32<00:00,  1.02s/it]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 2/2 [00:00<00:00,  2.18it/s]\n",
            "                 all          25          64       0.955       0.778       0.916       0.692\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "   177/199     11.6G   0.02331   0.01736  0.005075   0.04575        45       640: 100% 32/32 [00:33<00:00,  1.04s/it]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 2/2 [00:01<00:00,  1.95it/s]\n",
            "                 all          25          64       0.912       0.778       0.899       0.684\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "   178/199     11.6G   0.02337   0.01626  0.005048   0.04468        75       640: 100% 32/32 [00:33<00:00,  1.04s/it]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 2/2 [00:00<00:00,  2.26it/s]\n",
            "                 all          25          64       0.876       0.841        0.92       0.701\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "   179/199     11.6G   0.02336   0.01785  0.005333   0.04654        61       640: 100% 32/32 [00:36<00:00,  1.13s/it]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 2/2 [00:01<00:00,  1.94it/s]\n",
            "                 all          25          64       0.836       0.903       0.919       0.695\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "   180/199     11.6G    0.0236   0.01605  0.005529   0.04518        85       640: 100% 32/32 [00:32<00:00,  1.02s/it]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 2/2 [00:00<00:00,  2.07it/s]\n",
            "                 all          25          64       0.901       0.837       0.932       0.717\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "   181/199     11.6G   0.02368   0.01659  0.005259   0.04553        33       640: 100% 32/32 [00:35<00:00,  1.11s/it]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 2/2 [00:01<00:00,  1.80it/s]\n",
            "                 all          25          64       0.928       0.799       0.938       0.719\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "   182/199     11.6G   0.02293   0.01621  0.004762    0.0439        32       640: 100% 32/32 [00:34<00:00,  1.06s/it]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 2/2 [00:01<00:00,  1.36it/s]\n",
            "                 all          25          64       0.873       0.862       0.927       0.708\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "   183/199     11.6G   0.02313   0.01642  0.004922   0.04447        59       640: 100% 32/32 [00:32<00:00,  1.03s/it]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 2/2 [00:00<00:00,  2.27it/s]\n",
            "                 all          25          64       0.812        0.85       0.908        0.71\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "   184/199     11.6G   0.02315     0.016  0.004763   0.04391        62       640: 100% 32/32 [00:30<00:00,  1.03it/s]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 2/2 [00:01<00:00,  1.88it/s]\n",
            "                 all          25          64       0.872       0.874       0.927       0.704\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "   185/199     11.6G   0.02255   0.01481  0.005094   0.04246        42       640: 100% 32/32 [00:32<00:00,  1.02s/it]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 2/2 [00:00<00:00,  2.47it/s]\n",
            "                 all          25          64       0.841       0.912       0.917       0.705\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "   186/199     11.6G   0.02292   0.01557  0.004445   0.04293        83       640: 100% 32/32 [00:31<00:00,  1.01it/s]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 2/2 [00:01<00:00,  1.59it/s]\n",
            "                 all          25          64       0.847       0.867       0.898       0.683\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "   187/199     11.6G   0.02383   0.01563  0.004645   0.04411        83       640: 100% 32/32 [00:31<00:00,  1.00it/s]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 2/2 [00:00<00:00,  2.39it/s]\n",
            "                 all          25          64       0.852       0.857       0.891       0.681\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "   188/199     11.6G   0.02277   0.01534  0.004496   0.04261       105       640: 100% 32/32 [00:30<00:00,  1.05it/s]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 2/2 [00:01<00:00,  1.61it/s]\n",
            "                 all          25          64       0.902       0.791       0.913       0.698\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "   189/199     11.6G   0.02335   0.01673  0.004973   0.04505        56       640: 100% 32/32 [00:33<00:00,  1.05s/it]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 2/2 [00:00<00:00,  2.24it/s]\n",
            "                 all          25          64       0.826       0.922       0.939       0.714\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "   190/199     11.6G   0.02208   0.01573  0.004613   0.04243        67       640: 100% 32/32 [00:34<00:00,  1.08s/it]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 2/2 [00:00<00:00,  2.41it/s]\n",
            "                 all          25          64       0.901       0.873       0.935       0.727\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "   191/199     11.6G   0.02204   0.01603  0.004588   0.04265        68       640: 100% 32/32 [00:35<00:00,  1.11s/it]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 2/2 [00:01<00:00,  1.74it/s]\n",
            "                 all          25          64       0.806       0.849       0.917       0.693\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "   192/199     11.6G   0.02304    0.0156  0.004827   0.04346        30       640: 100% 32/32 [00:29<00:00,  1.10it/s]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 2/2 [00:00<00:00,  2.52it/s]\n",
            "                 all          25          64       0.863       0.843       0.929       0.709\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "   193/199     11.6G   0.02198   0.01661  0.004482   0.04308        68       640: 100% 32/32 [00:36<00:00,  1.15s/it]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 2/2 [00:00<00:00,  2.67it/s]\n",
            "                 all          25          64       0.935       0.818        0.92       0.722\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "   194/199     11.6G   0.02109   0.01543  0.004725   0.04125        54       640: 100% 32/32 [00:35<00:00,  1.10s/it]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 2/2 [00:00<00:00,  2.32it/s]\n",
            "                 all          25          64       0.896       0.831        0.92       0.708\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "   195/199     11.6G   0.02212   0.01512  0.004027   0.04126        76       640: 100% 32/32 [00:31<00:00,  1.01it/s]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 2/2 [00:00<00:00,  2.66it/s]\n",
            "                 all          25          64       0.926       0.811        0.92       0.715\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "   196/199     11.6G     0.022   0.01733  0.004931   0.04426        78       640: 100% 32/32 [00:35<00:00,  1.11s/it]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 2/2 [00:01<00:00,  1.64it/s]\n",
            "                 all          25          64        0.88       0.909       0.932       0.725\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "   197/199     11.6G   0.02165   0.01631  0.004529   0.04249       103       640: 100% 32/32 [00:35<00:00,  1.12s/it]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 2/2 [00:00<00:00,  2.35it/s]\n",
            "                 all          25          64       0.919       0.857       0.928       0.712\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "   198/199     11.6G   0.02213   0.01539  0.004538   0.04205        52       640: 100% 32/32 [00:38<00:00,  1.20s/it]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 2/2 [00:01<00:00,  1.65it/s]\n",
            "                 all          25          64       0.891       0.873       0.925       0.721\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "   199/199     11.6G   0.02143    0.0135  0.004587   0.03952        70       640: 100% 32/32 [00:32<00:00,  1.03s/it]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 2/2 [00:01<00:00,  1.53it/s]\n",
            "                 all          25          64        0.84       0.896       0.921        0.72\n",
            "            diabetes          25          38       0.824       0.868       0.881       0.675\n",
            "               sehat          25          26       0.857       0.923       0.961       0.764\n",
            "200 epochs completed in 2.291 hours.\n",
            "\n",
            "Optimizer stripped from runs/train/x2002/weights/last.pt, 142.1MB\n",
            "Optimizer stripped from runs/train/x2002/weights/best.pt, 142.1MB\n",
            "2023-09-27 20:23:27.661069: I tensorflow/core/platform/cpu_feature_guard.cc:182] This TensorFlow binary is optimized to use available CPU instructions in performance-critical operations.\n",
            "To enable the following instructions: AVX2 AVX512F FMA, in other operations, rebuild TensorFlow with the appropriate compiler flags.\n",
            "2023-09-27 20:23:29.900593: W tensorflow/compiler/tf2tensorrt/utils/py_utils.cc:38] TF-TRT Warning: Could not find TensorRT\n",
            "YOLOR 🚀 850aeb9 torch 2.0.1+cu118 CUDA:0 (Tesla T4, 15101.8125MB)\n",
            "\n",
            "Namespace(weights='/content/weights/yolov7x.pt', cfg='./cfg/training/yolov7x.yaml', data='./datasets/data.yaml', hyp='data/hyp.scratch.p5.yaml', epochs=150, batch_size=8, img_size=[640, 640], rect=False, resume=False, nosave=False, notest=False, noautoanchor=False, evolve=False, bucket='', cache_images=False, image_weights=False, device='', multi_scale=False, single_cls=False, adam=True, sync_bn=False, local_rank=-1, workers=8, project='runs/train', entity=None, name='x150', exist_ok=False, quad=False, linear_lr=False, label_smoothing=0.0, upload_dataset=False, bbox_interval=-1, save_period=-1, artifact_alias='latest', freeze=[0], v5_metric=False, world_size=1, global_rank=-1, save_dir='runs/train/x1502', total_batch_size=8)\n",
            "\u001b[34m\u001b[1mtensorboard: \u001b[0mStart with 'tensorboard --logdir runs/train', view at http://localhost:6006/\n",
            "\u001b[34m\u001b[1mhyperparameters: \u001b[0mlr0=0.01, lrf=0.1, momentum=0.937, weight_decay=0.0005, warmup_epochs=3.0, warmup_momentum=0.8, warmup_bias_lr=0.1, box=0.05, cls=0.3, cls_pw=1.0, obj=0.7, obj_pw=1.0, iou_t=0.2, anchor_t=4.0, fl_gamma=0.0, hsv_h=0.015, hsv_s=0.7, hsv_v=0.4, degrees=0.0, translate=0.2, scale=0.9, shear=0.0, perspective=0.0, flipud=0.0, fliplr=0.5, mosaic=1.0, mixup=0.15, copy_paste=0.0, paste_in=0.15, loss_ota=1\n",
            "\u001b[34m\u001b[1mwandb: \u001b[0mInstall Weights & Biases for YOLOR logging with 'pip install wandb' (recommended)\n",
            "\n",
            "                 from  n    params  module                                  arguments                     \n",
            "  0                -1  1      1160  models.common.Conv                      [3, 40, 3, 1]                 \n",
            "  1                -1  1     28960  models.common.Conv                      [40, 80, 3, 2]                \n",
            "  2                -1  1     57760  models.common.Conv                      [80, 80, 3, 1]                \n",
            "  3                -1  1    115520  models.common.Conv                      [80, 160, 3, 2]               \n",
            "  4                -1  1     10368  models.common.Conv                      [160, 64, 1, 1]               \n",
            "  5                -2  1     10368  models.common.Conv                      [160, 64, 1, 1]               \n",
            "  6                -1  1     36992  models.common.Conv                      [64, 64, 3, 1]                \n",
            "  7                -1  1     36992  models.common.Conv                      [64, 64, 3, 1]                \n",
            "  8                -1  1     36992  models.common.Conv                      [64, 64, 3, 1]                \n",
            "  9                -1  1     36992  models.common.Conv                      [64, 64, 3, 1]                \n",
            " 10                -1  1     36992  models.common.Conv                      [64, 64, 3, 1]                \n",
            " 11                -1  1     36992  models.common.Conv                      [64, 64, 3, 1]                \n",
            " 12[-1, -3, -5, -7, -8]  1         0  models.common.Concat                    [1]                           \n",
            " 13                -1  1    103040  models.common.Conv                      [320, 320, 1, 1]              \n",
            " 14                -1  1         0  models.common.MP                        []                            \n",
            " 15                -1  1     51520  models.common.Conv                      [320, 160, 1, 1]              \n",
            " 16                -3  1     51520  models.common.Conv                      [320, 160, 1, 1]              \n",
            " 17                -1  1    230720  models.common.Conv                      [160, 160, 3, 2]              \n",
            " 18          [-1, -3]  1         0  models.common.Concat                    [1]                           \n",
            " 19                -1  1     41216  models.common.Conv                      [320, 128, 1, 1]              \n",
            " 20                -2  1     41216  models.common.Conv                      [320, 128, 1, 1]              \n",
            " 21                -1  1    147712  models.common.Conv                      [128, 128, 3, 1]              \n",
            " 22                -1  1    147712  models.common.Conv                      [128, 128, 3, 1]              \n",
            " 23                -1  1    147712  models.common.Conv                      [128, 128, 3, 1]              \n",
            " 24                -1  1    147712  models.common.Conv                      [128, 128, 3, 1]              \n",
            " 25                -1  1    147712  models.common.Conv                      [128, 128, 3, 1]              \n",
            " 26                -1  1    147712  models.common.Conv                      [128, 128, 3, 1]              \n",
            " 27[-1, -3, -5, -7, -8]  1         0  models.common.Concat                    [1]                           \n",
            " 28                -1  1    410880  models.common.Conv                      [640, 640, 1, 1]              \n",
            " 29                -1  1         0  models.common.MP                        []                            \n",
            " 30                -1  1    205440  models.common.Conv                      [640, 320, 1, 1]              \n",
            " 31                -3  1    205440  models.common.Conv                      [640, 320, 1, 1]              \n",
            " 32                -1  1    922240  models.common.Conv                      [320, 320, 3, 2]              \n",
            " 33          [-1, -3]  1         0  models.common.Concat                    [1]                           \n",
            " 34                -1  1    164352  models.common.Conv                      [640, 256, 1, 1]              \n",
            " 35                -2  1    164352  models.common.Conv                      [640, 256, 1, 1]              \n",
            " 36                -1  1    590336  models.common.Conv                      [256, 256, 3, 1]              \n",
            " 37                -1  1    590336  models.common.Conv                      [256, 256, 3, 1]              \n",
            " 38                -1  1    590336  models.common.Conv                      [256, 256, 3, 1]              \n",
            " 39                -1  1    590336  models.common.Conv                      [256, 256, 3, 1]              \n",
            " 40                -1  1    590336  models.common.Conv                      [256, 256, 3, 1]              \n",
            " 41                -1  1    590336  models.common.Conv                      [256, 256, 3, 1]              \n",
            " 42[-1, -3, -5, -7, -8]  1         0  models.common.Concat                    [1]                           \n",
            " 43                -1  1   1640960  models.common.Conv                      [1280, 1280, 1, 1]            \n",
            " 44                -1  1         0  models.common.MP                        []                            \n",
            " 45                -1  1    820480  models.common.Conv                      [1280, 640, 1, 1]             \n",
            " 46                -3  1    820480  models.common.Conv                      [1280, 640, 1, 1]             \n",
            " 47                -1  1   3687680  models.common.Conv                      [640, 640, 3, 2]              \n",
            " 48          [-1, -3]  1         0  models.common.Concat                    [1]                           \n",
            " 49                -1  1    328192  models.common.Conv                      [1280, 256, 1, 1]             \n",
            " 50                -2  1    328192  models.common.Conv                      [1280, 256, 1, 1]             \n",
            " 51                -1  1    590336  models.common.Conv                      [256, 256, 3, 1]              \n",
            " 52                -1  1    590336  models.common.Conv                      [256, 256, 3, 1]              \n",
            " 53                -1  1    590336  models.common.Conv                      [256, 256, 3, 1]              \n",
            " 54                -1  1    590336  models.common.Conv                      [256, 256, 3, 1]              \n",
            " 55                -1  1    590336  models.common.Conv                      [256, 256, 3, 1]              \n",
            " 56                -1  1    590336  models.common.Conv                      [256, 256, 3, 1]              \n",
            " 57[-1, -3, -5, -7, -8]  1         0  models.common.Concat                    [1]                           \n",
            " 58                -1  1   1640960  models.common.Conv                      [1280, 1280, 1, 1]            \n",
            " 59                -1  1  11887360  models.common.SPPCSPC                   [1280, 640, 1]                \n",
            " 60                -1  1    205440  models.common.Conv                      [640, 320, 1, 1]              \n",
            " 61                -1  1         0  torch.nn.modules.upsampling.Upsample    [None, 2, 'nearest']          \n",
            " 62                43  1    410240  models.common.Conv                      [1280, 320, 1, 1]             \n",
            " 63          [-1, -2]  1         0  models.common.Concat                    [1]                           \n",
            " 64                -1  1    164352  models.common.Conv                      [640, 256, 1, 1]              \n",
            " 65                -2  1    164352  models.common.Conv                      [640, 256, 1, 1]              \n",
            " 66                -1  1    590336  models.common.Conv                      [256, 256, 3, 1]              \n",
            " 67                -1  1    590336  models.common.Conv                      [256, 256, 3, 1]              \n",
            " 68                -1  1    590336  models.common.Conv                      [256, 256, 3, 1]              \n",
            " 69                -1  1    590336  models.common.Conv                      [256, 256, 3, 1]              \n",
            " 70                -1  1    590336  models.common.Conv                      [256, 256, 3, 1]              \n",
            " 71                -1  1    590336  models.common.Conv                      [256, 256, 3, 1]              \n",
            " 72[-1, -3, -5, -7, -8]  1         0  models.common.Concat                    [1]                           \n",
            " 73                -1  1    410240  models.common.Conv                      [1280, 320, 1, 1]             \n",
            " 74                -1  1     51520  models.common.Conv                      [320, 160, 1, 1]              \n",
            " 75                -1  1         0  torch.nn.modules.upsampling.Upsample    [None, 2, 'nearest']          \n",
            " 76                28  1    102720  models.common.Conv                      [640, 160, 1, 1]              \n",
            " 77          [-1, -2]  1         0  models.common.Concat                    [1]                           \n",
            " 78                -1  1     41216  models.common.Conv                      [320, 128, 1, 1]              \n",
            " 79                -2  1     41216  models.common.Conv                      [320, 128, 1, 1]              \n",
            " 80                -1  1    147712  models.common.Conv                      [128, 128, 3, 1]              \n",
            " 81                -1  1    147712  models.common.Conv                      [128, 128, 3, 1]              \n",
            " 82                -1  1    147712  models.common.Conv                      [128, 128, 3, 1]              \n",
            " 83                -1  1    147712  models.common.Conv                      [128, 128, 3, 1]              \n",
            " 84                -1  1    147712  models.common.Conv                      [128, 128, 3, 1]              \n",
            " 85                -1  1    147712  models.common.Conv                      [128, 128, 3, 1]              \n",
            " 86[-1, -3, -5, -7, -8]  1         0  models.common.Concat                    [1]                           \n",
            " 87                -1  1    102720  models.common.Conv                      [640, 160, 1, 1]              \n",
            " 88                -1  1         0  models.common.MP                        []                            \n",
            " 89                -1  1     25920  models.common.Conv                      [160, 160, 1, 1]              \n",
            " 90                -3  1     25920  models.common.Conv                      [160, 160, 1, 1]              \n",
            " 91                -1  1    230720  models.common.Conv                      [160, 160, 3, 2]              \n",
            " 92      [-1, -3, 73]  1         0  models.common.Concat                    [1]                           \n",
            " 93                -1  1    164352  models.common.Conv                      [640, 256, 1, 1]              \n",
            " 94                -2  1    164352  models.common.Conv                      [640, 256, 1, 1]              \n",
            " 95                -1  1    590336  models.common.Conv                      [256, 256, 3, 1]              \n",
            " 96                -1  1    590336  models.common.Conv                      [256, 256, 3, 1]              \n",
            " 97                -1  1    590336  models.common.Conv                      [256, 256, 3, 1]              \n",
            " 98                -1  1    590336  models.common.Conv                      [256, 256, 3, 1]              \n",
            " 99                -1  1    590336  models.common.Conv                      [256, 256, 3, 1]              \n",
            "100                -1  1    590336  models.common.Conv                      [256, 256, 3, 1]              \n",
            "101[-1, -3, -5, -7, -8]  1         0  models.common.Concat                    [1]                           \n",
            "102                -1  1    410240  models.common.Conv                      [1280, 320, 1, 1]             \n",
            "103                -1  1         0  models.common.MP                        []                            \n",
            "104                -1  1    103040  models.common.Conv                      [320, 320, 1, 1]              \n",
            "105                -3  1    103040  models.common.Conv                      [320, 320, 1, 1]              \n",
            "106                -1  1    922240  models.common.Conv                      [320, 320, 3, 2]              \n",
            "107      [-1, -3, 59]  1         0  models.common.Concat                    [1]                           \n",
            "108                -1  1    656384  models.common.Conv                      [1280, 512, 1, 1]             \n",
            "109                -2  1    656384  models.common.Conv                      [1280, 512, 1, 1]             \n",
            "110                -1  1   2360320  models.common.Conv                      [512, 512, 3, 1]              \n",
            "111                -1  1   2360320  models.common.Conv                      [512, 512, 3, 1]              \n",
            "112                -1  1   2360320  models.common.Conv                      [512, 512, 3, 1]              \n",
            "113                -1  1   2360320  models.common.Conv                      [512, 512, 3, 1]              \n",
            "114                -1  1   2360320  models.common.Conv                      [512, 512, 3, 1]              \n",
            "115                -1  1   2360320  models.common.Conv                      [512, 512, 3, 1]              \n",
            "116[-1, -3, -5, -7, -8]  1         0  models.common.Concat                    [1]                           \n",
            "117                -1  1   1639680  models.common.Conv                      [2560, 640, 1, 1]             \n",
            "118                87  1    461440  models.common.Conv                      [160, 320, 3, 1]              \n",
            "119               102  1   1844480  models.common.Conv                      [320, 640, 3, 1]              \n",
            "120               117  1   7375360  models.common.Conv                      [640, 1280, 3, 1]             \n",
            "121   [118, 119, 120]  1     49406  models.yolo.IDetect                     [2, [[12, 16, 19, 36, 40, 28], [36, 75, 76, 55, 72, 146], [142, 110, 192, 243, 459, 401]], [320, 640, 1280]]\n",
            "Model Summary: 467 layers, 70821830 parameters, 70821830 gradients\n",
            "\n",
            "Transferred 630/644 items from /content/weights/yolov7x.pt\n",
            "Scaled weight_decay = 0.0005\n",
            "Optimizer groups: 108 .bias, 108 conv.weight, 111 other\n",
            "\u001b[34m\u001b[1mtrain: \u001b[0mScanning '../kuku/datasets/train/labels.cache' images and labels... 255 found, 0 missing, 0 empty, 0 corrupted: 100% 255/255 [00:00<?, ?it/s]\n",
            "\u001b[34m\u001b[1mval: \u001b[0mScanning '../kuku/datasets/valid/labels.cache' images and labels... 25 found, 0 missing, 0 empty, 0 corrupted: 100% 25/25 [00:00<?, ?it/s]\n",
            "\n",
            "\u001b[34m\u001b[1mautoanchor: \u001b[0mAnalyzing anchors... anchors/target = 5.51, Best Possible Recall (BPR) = 1.0000\n",
            "Image sizes 640 train, 640 test\n",
            "Using 2 dataloader workers\n",
            "Logging results to runs/train/x1502\n",
            "Starting training for 150 epochs...\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "     0/149     3.42G   0.06889   0.02276   0.01467    0.1063       107       640: 100% 32/32 [01:01<00:00,  1.91s/it]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95:   0% 0/2 [00:00<?, ?it/s]/usr/local/lib/python3.10/dist-packages/torch/functional.py:504: UserWarning: torch.meshgrid: in an upcoming release, it will be required to pass the indexing argument. (Triggered internally at ../aten/src/ATen/native/TensorShape.cpp:3483.)\n",
            "  return _VF.meshgrid(tensors, **kwargs)  # type: ignore[attr-defined]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 2/2 [00:08<00:00,  4.04s/it]\n",
            "                 all          25          64      0.0105      0.0516     0.00254    0.000414\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "     1/149     9.75G   0.06882   0.01846   0.01283    0.1001        90       640: 100% 32/32 [00:38<00:00,  1.20s/it]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 2/2 [00:01<00:00,  1.10it/s]\n",
            "                 all          25          64    0.000573      0.0132    1.54e-05    1.54e-06\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "     2/149     11.8G   0.07255   0.01751   0.01199     0.102        77       640: 100% 32/32 [00:33<00:00,  1.05s/it]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 2/2 [00:03<00:00,  1.70s/it]\n",
            "                 all          25           0           0           0           0           0\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "     3/149     11.8G   0.07249   0.01822   0.01202    0.1027        70       640: 100% 32/32 [00:33<00:00,  1.06s/it]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 2/2 [00:03<00:00,  1.75s/it]\n",
            "                 all          25           0           0           0           0           0\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "     4/149     11.8G   0.07439   0.01689   0.01259    0.1039        70       640: 100% 32/32 [00:32<00:00,  1.02s/it]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 2/2 [00:00<00:00,  2.70it/s]\n",
            "                 all          25          64      0.0116      0.0263     0.00091    0.000214\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "     5/149     11.8G   0.07718   0.01581   0.01301     0.106        44       640: 100% 32/32 [00:35<00:00,  1.11s/it]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 2/2 [00:01<00:00,  1.72it/s]\n",
            "                 all          25           0           0           0           0           0\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "     6/149     11.8G   0.07195   0.01713   0.01148    0.1006        71       640: 100% 32/32 [00:32<00:00,  1.02s/it]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 2/2 [00:01<00:00,  1.64it/s]\n",
            "                 all          25          64     0.00107       0.117    0.000179    3.02e-05\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "     7/149     11.8G   0.07082    0.0167   0.01095   0.09847        93       640: 100% 32/32 [00:32<00:00,  1.01s/it]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 2/2 [00:00<00:00,  2.08it/s]\n",
            "                 all          25          64    0.000414      0.0789    0.000101    1.68e-05\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "     8/149     11.8G   0.07572   0.01619   0.01209     0.104        79       640: 100% 32/32 [00:31<00:00,  1.01it/s]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 2/2 [00:01<00:00,  1.93it/s]\n",
            "                 all          25          64      0.0003      0.0526    5.54e-05    6.69e-06\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "     9/149     11.8G   0.07355   0.01664   0.01194    0.1021        45       640: 100% 32/32 [00:33<00:00,  1.04s/it]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 2/2 [00:00<00:00,  2.44it/s]\n",
            "                 all          25          64    6.86e-05      0.0132    4.74e-06    9.49e-07\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "    10/149     11.8G   0.07375    0.0153    0.0129    0.1019        47       640: 100% 32/32 [00:32<00:00,  1.01s/it]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 2/2 [00:00<00:00,  2.16it/s]\n",
            "                 all          25          64       0.501      0.0263    0.000119    1.33e-05\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "    11/149     11.8G   0.07265   0.01801   0.01338     0.104        57       640: 100% 32/32 [00:32<00:00,  1.00s/it]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 2/2 [00:00<00:00,  2.10it/s]\n",
            "                 all          25           0           0           0           0           0\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "    12/149     11.8G   0.07365    0.0173   0.01458    0.1055        72       640: 100% 32/32 [00:30<00:00,  1.04it/s]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 2/2 [00:00<00:00,  2.39it/s]\n",
            "                 all          25          64     0.00034      0.0263    3.39e-05     1.1e-05\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "    13/149     11.8G    0.0719   0.01864   0.01133    0.1019        96       640: 100% 32/32 [00:31<00:00,  1.01it/s]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 2/2 [00:01<00:00,  1.90it/s]\n",
            "                 all          25          64     0.00031      0.0263    1.75e-05    2.62e-06\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "    14/149     11.8G   0.07067   0.01708   0.01331     0.101        38       640: 100% 32/32 [00:31<00:00,  1.03it/s]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 2/2 [00:00<00:00,  2.33it/s]\n",
            "                 all          25           0           0           0           0           0\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "    15/149     11.8G   0.07656   0.01675   0.01389    0.1072        57       640: 100% 32/32 [00:33<00:00,  1.05s/it]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 2/2 [00:00<00:00,  2.19it/s]\n",
            "                 all          25          64     0.00667      0.0132    0.000428    4.68e-05\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "    16/149     11.8G   0.07174   0.01709   0.01302    0.1019        66       640: 100% 32/32 [00:34<00:00,  1.07s/it]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 2/2 [00:00<00:00,  2.32it/s]\n",
            "                 all          25          64    0.000567      0.0132    1.51e-05    6.04e-06\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "    17/149     11.8G   0.06774   0.01728   0.01434   0.09936        82       640: 100% 32/32 [00:32<00:00,  1.02s/it]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 2/2 [00:00<00:00,  2.11it/s]\n",
            "                 all          25          64    0.000141      0.0132    4.46e-06    4.46e-07\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "    18/149     11.8G   0.07121   0.01769   0.01296    0.1019        49       640: 100% 32/32 [00:31<00:00,  1.03it/s]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 2/2 [00:00<00:00,  2.32it/s]\n",
            "                 all          25          64    0.000596      0.0658    0.000125    1.34e-05\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "    19/149     11.8G   0.07078   0.01807    0.0126    0.1014        90       640: 100% 32/32 [00:34<00:00,  1.07s/it]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 2/2 [00:00<00:00,  2.26it/s]\n",
            "                 all          25          64     0.00116      0.0779    0.000183    1.88e-05\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "    20/149     11.8G    0.0746   0.01783   0.01288    0.1053        90       640: 100% 32/32 [00:30<00:00,  1.05it/s]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 2/2 [00:00<00:00,  2.61it/s]\n",
            "                 all          25          64    6.75e-05      0.0132    2.31e-06    2.31e-07\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "    21/149     11.8G    0.0751   0.01851   0.01369    0.1073       110       640: 100% 32/32 [00:33<00:00,  1.06s/it]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 2/2 [00:01<00:00,  1.60it/s]\n",
            "                 all          25          64    6.67e-05      0.0132    1.59e-05    1.59e-06\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "    22/149     11.8G   0.07592   0.01883     0.013    0.1077        55       640: 100% 32/32 [00:34<00:00,  1.07s/it]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 2/2 [00:01<00:00,  1.88it/s]\n",
            "                 all          25          64    0.000939       0.158    0.000419    5.03e-05\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "    23/149     11.8G   0.08123   0.01764   0.01383    0.1127        73       640: 100% 32/32 [00:30<00:00,  1.04it/s]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 2/2 [00:01<00:00,  1.90it/s]\n",
            "                 all          25           0           0           0           0           0\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "    24/149     11.8G   0.07877    0.0178   0.01321    0.1098        45       640: 100% 32/32 [00:33<00:00,  1.05s/it]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 2/2 [00:01<00:00,  1.52it/s]\n",
            "                 all          25          64     0.00027      0.0526    3.54e-05    9.94e-06\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "    25/149     11.8G   0.07513   0.01834   0.01422    0.1077        68       640: 100% 32/32 [00:36<00:00,  1.14s/it]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 2/2 [00:01<00:00,  1.88it/s]\n",
            "                 all          25          64    0.000533       0.105    0.000165    2.91e-05\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "    26/149     11.8G   0.07048   0.01853   0.01254    0.1015        91       640: 100% 32/32 [00:31<00:00,  1.01it/s]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 2/2 [00:00<00:00,  2.52it/s]\n",
            "                 all          25          64    0.000401      0.0789    0.000117    1.51e-05\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "    27/149     11.8G   0.07769   0.01898   0.01333      0.11        94       640: 100% 32/32 [00:36<00:00,  1.15s/it]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 2/2 [00:00<00:00,  2.04it/s]\n",
            "                 all          25          64    0.000333      0.0658    0.000339    4.94e-05\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "    28/149     11.8G   0.07858   0.01862   0.01479     0.112        68       640: 100% 32/32 [00:30<00:00,  1.06it/s]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 2/2 [00:00<00:00,  2.32it/s]\n",
            "                 all          25          64    0.000981       0.118     0.00219     0.00039\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "    29/149     11.8G   0.07096   0.01786   0.01173    0.1006        69       640: 100% 32/32 [00:33<00:00,  1.03s/it]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 2/2 [00:00<00:00,  2.51it/s]\n",
            "                 all          25          64    0.000667       0.132    0.000668    0.000115\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "    30/149     11.8G   0.07374   0.01737    0.0125    0.1036        50       640: 100% 32/32 [00:31<00:00,  1.02it/s]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 2/2 [00:00<00:00,  2.64it/s]\n",
            "                 all          25          64    0.000269      0.0526     3.8e-05    4.57e-06\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "    31/149     11.8G   0.07133   0.01913   0.01339    0.1038        43       640: 100% 32/32 [00:32<00:00,  1.02s/it]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 2/2 [00:00<00:00,  2.08it/s]\n",
            "                 all          25          64    0.000633       0.118    0.000162    2.79e-05\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "    32/149     11.8G   0.07305   0.01785   0.01368    0.1046        43       640: 100% 32/32 [00:34<00:00,  1.07s/it]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 2/2 [00:01<00:00,  1.91it/s]\n",
            "                 all          25          64    0.000348      0.0658    5.49e-05    1.45e-05\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "    33/149     11.8G   0.07789   0.02081   0.01404    0.1127        94       640: 100% 32/32 [00:36<00:00,  1.13s/it]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 2/2 [00:01<00:00,  1.82it/s]\n",
            "                 all          25          64    0.000631       0.118    0.000198    2.98e-05\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "    34/149     11.8G   0.07985   0.01822   0.01362    0.1117        64       640: 100% 32/32 [00:30<00:00,  1.04it/s]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 2/2 [00:01<00:00,  1.52it/s]\n",
            "                 all          25          64       0.501      0.0263    0.000567     9.2e-05\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "    35/149     11.8G   0.07406   0.02004    0.0127    0.1068        91       640: 100% 32/32 [00:34<00:00,  1.09s/it]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 2/2 [00:00<00:00,  2.21it/s]\n",
            "                 all          25          64    0.000605       0.118    0.000154    2.29e-05\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "    36/149     11.8G   0.07713   0.01985    0.0129    0.1099        57       640: 100% 32/32 [00:34<00:00,  1.09s/it]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 2/2 [00:00<00:00,  2.24it/s]\n",
            "                 all          25          64      0.0196       0.085     0.00166    0.000472\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "    37/149     11.8G   0.07363   0.01708   0.01312    0.1038        33       640: 100% 32/32 [00:31<00:00,  1.01it/s]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 2/2 [00:01<00:00,  1.82it/s]\n",
            "                 all          25          64    0.000268      0.0526    3.09e-05     4.7e-06\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "    38/149     11.8G   0.06886   0.02019   0.01312    0.1022        92       640: 100% 32/32 [00:36<00:00,  1.13s/it]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 2/2 [00:00<00:00,  2.51it/s]\n",
            "                 all          25          64    0.000269      0.0526    4.75e-05    5.98e-06\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "    39/149     11.8G   0.07026   0.02071   0.01361    0.1046        71       640: 100% 32/32 [00:32<00:00,  1.03s/it]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 2/2 [00:00<00:00,  2.29it/s]\n",
            "                 all          25          64    0.000278      0.0395    7.35e-05    7.84e-06\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "    40/149     11.8G   0.07036   0.02122    0.0136    0.1052        63       640: 100% 32/32 [00:31<00:00,  1.00it/s]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 2/2 [00:01<00:00,  1.61it/s]\n",
            "                 all          25          64    0.000268      0.0526    5.47e-05     1.1e-05\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "    41/149     11.8G   0.07051   0.02088   0.01426    0.1056        65       640: 100% 32/32 [00:32<00:00,  1.01s/it]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 2/2 [00:01<00:00,  1.88it/s]\n",
            "                 all          25          64    0.000684      0.0719    0.000105    1.34e-05\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "    42/149     11.8G   0.07082   0.02028   0.01455    0.1057        77       640: 100% 32/32 [00:30<00:00,  1.07it/s]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 2/2 [00:01<00:00,  1.78it/s]\n",
            "                 all          25          64       0.501      0.0263     0.00038    4.72e-05\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "    43/149     11.8G   0.07014   0.02086   0.01413    0.1051        81       640: 100% 32/32 [00:31<00:00,  1.03it/s]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 2/2 [00:01<00:00,  1.41it/s]\n",
            "                 all          25          64    0.000354      0.0658    6.27e-05    1.07e-05\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "    44/149     11.8G   0.06938   0.02214   0.01393    0.1055        61       640: 100% 32/32 [00:31<00:00,  1.00it/s]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 2/2 [00:01<00:00,  1.97it/s]\n",
            "                 all          25          64       0.501      0.0526    0.000143     2.6e-05\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "    45/149     11.8G   0.07004   0.02283   0.01419     0.107        49       640: 100% 32/32 [00:30<00:00,  1.03it/s]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 2/2 [00:01<00:00,  1.22it/s]\n",
            "                 all          25          64       0.501      0.0263    9.29e-05    1.28e-05\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "    46/149     11.8G    0.0703   0.02178   0.01537    0.1075        74       640: 100% 32/32 [00:32<00:00,  1.03s/it]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 2/2 [00:01<00:00,  1.35it/s]\n",
            "                 all          25          64    0.000489      0.0921     0.00011     1.4e-05\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "    47/149     11.8G   0.06965   0.02155   0.01458    0.1058        83       640: 100% 32/32 [00:32<00:00,  1.01s/it]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 2/2 [00:01<00:00,  1.40it/s]\n",
            "                 all          25          64       0.501      0.0132    0.000103    1.46e-05\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "    48/149     11.8G   0.06907    0.0224   0.01444    0.1059        71       640: 100% 32/32 [00:33<00:00,  1.04s/it]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 2/2 [00:00<00:00,  2.18it/s]\n",
            "                 all          25          64         0.5      0.0263    4.41e-05    5.48e-06\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "    49/149     11.8G   0.06822   0.02478   0.01436    0.1074       146       640: 100% 32/32 [00:36<00:00,  1.13s/it]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 2/2 [00:00<00:00,  2.06it/s]\n",
            "                 all          25          64    0.000749      0.0132    0.000328    5.61e-05\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "    50/149     11.8G   0.06764   0.02178   0.01389    0.1033        53       640: 100% 32/32 [00:34<00:00,  1.06s/it]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 2/2 [00:01<00:00,  1.73it/s]\n",
            "                 all          25          64       0.501      0.0132    7.97e-05    7.97e-06\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "    51/149     11.8G   0.06802   0.02382    0.0145    0.1063        74       640: 100% 32/32 [00:32<00:00,  1.02s/it]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 2/2 [00:00<00:00,  2.03it/s]\n",
            "                 all          25          64    0.000546      0.0263    9.88e-05    2.02e-05\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "    52/149     11.8G   0.06789   0.02172   0.01462    0.1042        48       640: 100% 32/32 [00:34<00:00,  1.07s/it]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 2/2 [00:01<00:00,  1.63it/s]\n",
            "                 all          25          64       0.501      0.0132    0.000121    1.66e-05\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "    53/149     11.8G   0.06842   0.02083   0.01454    0.1038        78       640: 100% 32/32 [00:33<00:00,  1.03s/it]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 2/2 [00:00<00:00,  2.26it/s]\n",
            "                 all          25          64    0.000409      0.0395    7.16e-05    1.09e-05\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "    54/149     11.8G    0.0676   0.02419   0.01439    0.1062        78       640: 100% 32/32 [00:36<00:00,  1.13s/it]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 2/2 [00:01<00:00,  1.61it/s]\n",
            "                 all          25          64    0.000447      0.0526    8.74e-05    1.58e-05\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "    55/149     11.8G   0.06784    0.0228   0.01417    0.1048        48       640: 100% 32/32 [00:33<00:00,  1.05s/it]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 2/2 [00:01<00:00,  1.86it/s]\n",
            "                 all          25          64    0.000667       0.132    0.000307    4.47e-05\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "    56/149     11.8G   0.06836   0.02371   0.01402    0.1061        75       640: 100% 32/32 [00:33<00:00,  1.04s/it]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 2/2 [00:00<00:00,  2.16it/s]\n",
            "                 all          25          64    0.000555       0.105    0.000127    2.01e-05\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "    57/149     11.8G   0.06771   0.02115    0.0147    0.1036        67       640: 100% 32/32 [00:32<00:00,  1.01s/it]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 2/2 [00:01<00:00,  1.88it/s]\n",
            "                 all          25          64    0.000419      0.0789    8.29e-05    1.59e-05\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "    58/149     11.8G   0.06734   0.02229   0.01415    0.1038        79       640: 100% 32/32 [00:35<00:00,  1.11s/it]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 2/2 [00:01<00:00,  1.93it/s]\n",
            "                 all          25          64    0.000623       0.118    0.000155    3.16e-05\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "    59/149     11.8G   0.06683   0.02233   0.01406    0.1032        81       640: 100% 32/32 [00:32<00:00,  1.03s/it]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 2/2 [00:01<00:00,  1.88it/s]\n",
            "                 all          25          64    0.000469      0.0921    0.000109    2.27e-05\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "    60/149     11.8G   0.06635   0.02385   0.01396    0.1042        58       640: 100% 32/32 [00:35<00:00,  1.11s/it]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 2/2 [00:00<00:00,  2.14it/s]\n",
            "                 all          25          64       0.501      0.0526    0.000123    1.59e-05\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "    61/149     11.8G   0.06683   0.02315   0.01428    0.1043        97       640: 100% 32/32 [00:36<00:00,  1.14s/it]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 2/2 [00:00<00:00,  2.25it/s]\n",
            "                 all          25          64    0.000468      0.0789    0.000127    2.66e-05\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "    62/149     11.8G   0.06696   0.02258    0.0141    0.1036        53       640: 100% 32/32 [00:32<00:00,  1.01s/it]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 2/2 [00:00<00:00,  2.03it/s]\n",
            "                 all          25          64    0.000619       0.118    0.000161    1.96e-05\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "    63/149     11.8G   0.06612   0.02254    0.0136    0.1023        37       640: 100% 32/32 [00:35<00:00,  1.09s/it]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 2/2 [00:01<00:00,  1.37it/s]\n",
            "                 all          25          64      0.0179      0.0972      0.0078     0.00147\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "    64/149     11.8G   0.06594   0.02241   0.01378    0.1021        26       640: 100% 32/32 [00:33<00:00,  1.06s/it]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 2/2 [00:02<00:00,  1.04s/it]\n",
            "                 all          25          64      0.0246      0.0648     0.00943     0.00182\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "    65/149     11.8G   0.06555   0.02366   0.01376     0.103        37       640: 100% 32/32 [00:38<00:00,  1.19s/it]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 2/2 [00:01<00:00,  1.32it/s]\n",
            "                 all          25          64      0.0212       0.084     0.00779     0.00178\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "    66/149     11.8G   0.06704   0.02152   0.01402    0.1026        87       640: 100% 32/32 [00:34<00:00,  1.08s/it]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 2/2 [00:01<00:00,  1.84it/s]\n",
            "                 all          25          64      0.0157       0.259     0.00677     0.00163\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "    67/149     11.8G   0.06654   0.02158   0.01452    0.1026        48       640: 100% 32/32 [00:31<00:00,  1.03it/s]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 2/2 [00:00<00:00,  2.07it/s]\n",
            "                 all          25          64      0.0103       0.201     0.00733     0.00131\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "    68/149     11.8G   0.06574   0.02304   0.01415    0.1029        41       640: 100% 32/32 [00:32<00:00,  1.02s/it]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 2/2 [00:00<00:00,  2.02it/s]\n",
            "                 all          25          64      0.0145       0.199     0.00747      0.0015\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "    69/149     11.8G   0.06704   0.02308   0.01352    0.1036       100       640: 100% 32/32 [00:30<00:00,  1.04it/s]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 2/2 [00:01<00:00,  1.26it/s]\n",
            "                 all          25          64      0.0256      0.0455     0.00581     0.00091\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "    70/149     11.8G   0.06624   0.02224    0.0136    0.1021        61       640: 100% 32/32 [00:31<00:00,  1.00it/s]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 2/2 [00:01<00:00,  1.89it/s]\n",
            "                 all          25          64      0.0535      0.0192     0.00439     0.00056\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "    71/149     11.8G    0.0667   0.02419   0.01369    0.1046        75       640: 100% 32/32 [00:34<00:00,  1.09s/it]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 2/2 [00:01<00:00,  1.12it/s]\n",
            "                 all          25          64      0.0233      0.0324     0.00187    0.000201\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "    72/149     11.8G   0.06746    0.0239   0.01408    0.1054        92       640: 100% 32/32 [00:31<00:00,  1.00it/s]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 2/2 [00:00<00:00,  2.18it/s]\n",
            "                 all          25          64      0.0128      0.0324     0.00337    0.000658\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "    73/149     11.8G   0.06624   0.02335   0.01424    0.1038        58       640: 100% 32/32 [00:31<00:00,  1.03it/s]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 2/2 [00:01<00:00,  1.48it/s]\n",
            "                 all          25          64      0.0213       0.129     0.00828     0.00172\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "    74/149     11.8G   0.06572   0.02324   0.01374    0.1027        40       640: 100% 32/32 [00:34<00:00,  1.09s/it]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 2/2 [00:01<00:00,  1.24it/s]\n",
            "                 all          25          64      0.0299       0.142      0.0115     0.00227\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "    75/149     11.8G   0.06573   0.02293   0.01385    0.1025        66       640: 100% 32/32 [00:37<00:00,  1.16s/it]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 2/2 [00:01<00:00,  1.18it/s]\n",
            "                 all          25          64      0.0117       0.135     0.00505     0.00114\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "    76/149     11.8G   0.06602   0.02319   0.01397    0.1032        82       640: 100% 32/32 [00:37<00:00,  1.17s/it]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 2/2 [00:01<00:00,  1.28it/s]\n",
            "                 all          25          64     0.00648      0.0962     0.00375    0.000763\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "    77/149     11.8G   0.06627   0.02286   0.01388     0.103        80       640: 100% 32/32 [00:31<00:00,  1.03it/s]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 2/2 [00:00<00:00,  2.01it/s]\n",
            "                 all          25          64       0.237      0.0516      0.0273     0.00405\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "    78/149     11.8G   0.06654   0.02248   0.01359    0.1026        90       640: 100% 32/32 [00:36<00:00,  1.13s/it]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 2/2 [00:01<00:00,  1.90it/s]\n",
            "                 all          25          64      0.0101      0.0648     0.00279    0.000412\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "    79/149     11.8G   0.06646   0.02317   0.01375    0.1034        94       640: 100% 32/32 [00:33<00:00,  1.06s/it]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 2/2 [00:00<00:00,  2.14it/s]\n",
            "                 all          25          64       0.582      0.0192     0.00967     0.00197\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "    80/149     11.8G   0.06694   0.02281   0.01375    0.1035        61       640: 100% 32/32 [00:32<00:00,  1.02s/it]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 2/2 [00:01<00:00,  1.97it/s]\n",
            "                 all          25          64       0.625      0.0192        0.01     0.00222\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "    81/149     11.8G   0.06578   0.02405   0.01417     0.104        85       640: 100% 32/32 [00:37<00:00,  1.18s/it]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 2/2 [00:00<00:00,  2.09it/s]\n",
            "                 all          25          64      0.0524       0.219      0.0257     0.00654\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "    82/149     11.8G   0.06585   0.02238   0.01399    0.1022        67       640: 100% 32/32 [00:36<00:00,  1.14s/it]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 2/2 [00:01<00:00,  1.71it/s]\n",
            "                 all          25          64       0.116       0.129      0.0469      0.0152\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "    83/149     11.8G    0.0666   0.02326   0.01436    0.1042       124       640: 100% 32/32 [00:38<00:00,  1.21s/it]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 2/2 [00:00<00:00,  2.02it/s]\n",
            "                 all          25          64       0.104      0.0455       0.014     0.00333\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "    84/149     11.8G   0.06639   0.02225   0.01402    0.1027        56       640: 100% 32/32 [00:34<00:00,  1.07s/it]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 2/2 [00:01<00:00,  1.72it/s]\n",
            "                 all          25          64      0.0861       0.225      0.0498      0.0128\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "    85/149     11.8G    0.0654    0.0219   0.01407    0.1014        57       640: 100% 32/32 [00:34<00:00,  1.06s/it]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 2/2 [00:01<00:00,  1.50it/s]\n",
            "                 all          25          64      0.0222       0.225      0.0139     0.00428\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "    86/149     11.8G   0.06446   0.02217   0.01405    0.1007        55       640: 100% 32/32 [00:34<00:00,  1.09s/it]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 2/2 [00:01<00:00,  1.48it/s]\n",
            "                 all          25          64      0.0331      0.0516     0.00932      0.0018\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "    87/149     11.8G   0.06582   0.02367   0.01421    0.1037        76       640: 100% 32/32 [00:33<00:00,  1.05s/it]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 2/2 [00:00<00:00,  2.20it/s]\n",
            "                 all          25          64     0.00878       0.214     0.00517     0.00105\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "    88/149     11.8G   0.06538   0.02257   0.01374    0.1017        87       640: 100% 32/32 [00:32<00:00,  1.00s/it]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 2/2 [00:00<00:00,  2.19it/s]\n",
            "                 all          25          64      0.0105       0.168     0.00683      0.0015\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "    89/149     11.8G   0.06498   0.02158   0.01417    0.1007        69       640: 100% 32/32 [00:32<00:00,  1.01s/it]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 2/2 [00:00<00:00,  2.56it/s]\n",
            "                 all          25          64      0.0324       0.265      0.0167     0.00435\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "    90/149     11.8G   0.06502   0.02255   0.01426    0.1018        49       640: 100% 32/32 [00:32<00:00,  1.00s/it]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 2/2 [00:01<00:00,  1.46it/s]\n",
            "                 all          25          64      0.0166       0.239        0.01     0.00232\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "    91/149     11.8G     0.064   0.02161   0.01369    0.0993        97       640: 100% 32/32 [00:35<00:00,  1.11s/it]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 2/2 [00:00<00:00,  2.07it/s]\n",
            "                 all          25          64       0.012        0.11     0.00885     0.00197\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "    92/149     11.8G   0.06459    0.0216    0.0144    0.1006        81       640: 100% 32/32 [00:32<00:00,  1.01s/it]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 2/2 [00:00<00:00,  2.30it/s]\n",
            "                 all          25          64      0.0298        0.11      0.0198     0.00302\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "    93/149     11.8G   0.06404   0.02237   0.01395    0.1004        59       640: 100% 32/32 [00:33<00:00,  1.06s/it]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 2/2 [00:00<00:00,  2.25it/s]\n",
            "                 all          25          64      0.0723       0.153      0.0415      0.0117\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "    94/149     11.8G   0.06323   0.02221    0.0136   0.09903        73       640: 100% 32/32 [00:32<00:00,  1.02s/it]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 2/2 [00:00<00:00,  2.26it/s]\n",
            "                 all          25          64      0.0466       0.115       0.022     0.00814\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "    95/149     11.8G   0.06328   0.02223   0.01367   0.09918        83       640: 100% 32/32 [00:31<00:00,  1.01it/s]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 2/2 [00:00<00:00,  2.20it/s]\n",
            "                 all          25          64      0.0872       0.135      0.0529      0.0177\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "    96/149     11.8G    0.0632   0.02209   0.01336   0.09865        74       640: 100% 32/32 [00:35<00:00,  1.12s/it]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 2/2 [00:00<00:00,  2.16it/s]\n",
            "                 all          25          64       0.117       0.115      0.0577      0.0141\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "    97/149     11.8G   0.06345   0.02232   0.01368   0.09945        81       640: 100% 32/32 [00:32<00:00,  1.01s/it]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 2/2 [00:00<00:00,  2.09it/s]\n",
            "                 all          25          64       0.147       0.115      0.0828      0.0231\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "    98/149     11.8G   0.06294   0.02327   0.01367   0.09987        53       640: 100% 32/32 [00:34<00:00,  1.07s/it]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 2/2 [00:01<00:00,  1.86it/s]\n",
            "                 all          25          64      0.0871        0.18      0.0538      0.0147\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "    99/149     11.8G   0.06276   0.02205    0.0134   0.09822        81       640: 100% 32/32 [00:31<00:00,  1.03it/s]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 2/2 [00:01<00:00,  1.94it/s]\n",
            "                 all          25          64      0.0608       0.219      0.0604      0.0248\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "   100/149     11.8G   0.06254   0.02285    0.0136     0.099       115       640: 100% 32/32 [00:37<00:00,  1.18s/it]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 2/2 [00:00<00:00,  2.53it/s]\n",
            "                 all          25          64       0.114      0.0769      0.0564      0.0231\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "   101/149     11.8G   0.06225   0.02121   0.01359   0.09705        49       640: 100% 32/32 [00:32<00:00,  1.01s/it]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 2/2 [00:01<00:00,  1.50it/s]\n",
            "                 all          25          64      0.0432       0.246      0.0483       0.013\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "   102/149     11.8G   0.06052   0.02338   0.01344   0.09733        76       640: 100% 32/32 [00:32<00:00,  1.01s/it]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 2/2 [00:01<00:00,  1.50it/s]\n",
            "                 all          25          64      0.0991       0.136      0.0637      0.0192\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "   103/149     11.8G   0.06101   0.02221    0.0137   0.09692        47       640: 100% 32/32 [00:33<00:00,  1.04s/it]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 2/2 [00:01<00:00,  1.97it/s]\n",
            "                 all          25          64      0.0292       0.187      0.0197     0.00414\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "   104/149     11.8G   0.06049   0.02136   0.01385    0.0957        65       640: 100% 32/32 [00:32<00:00,  1.02s/it]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 2/2 [00:00<00:00,  2.24it/s]\n",
            "                 all          25          64      0.0339       0.214      0.0391      0.0122\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "   105/149     11.8G    0.0609   0.02313   0.01331   0.09734        53       640: 100% 32/32 [00:37<00:00,  1.18s/it]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 2/2 [00:01<00:00,  1.68it/s]\n",
            "                 all          25          64      0.0537       0.167      0.0345     0.00958\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "   106/149     11.8G   0.05984   0.02344   0.01319   0.09647       104       640: 100% 32/32 [00:31<00:00,  1.00it/s]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 2/2 [00:01<00:00,  1.89it/s]\n",
            "                 all          25          64       0.029       0.303      0.0304     0.00798\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "   107/149     11.8G   0.05984   0.02238   0.01345   0.09566        52       640: 100% 32/32 [00:34<00:00,  1.06s/it]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 2/2 [00:00<00:00,  2.04it/s]\n",
            "                 all          25          64      0.0533       0.259       0.036     0.00861\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "   108/149     11.8G   0.05972   0.02133   0.01347   0.09452        61       640: 100% 32/32 [00:34<00:00,  1.07s/it]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 2/2 [00:00<00:00,  2.01it/s]\n",
            "                 all          25          64      0.0403       0.252      0.0294     0.00863\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "   109/149     11.8G   0.05781   0.02272   0.01324   0.09377        53       640: 100% 32/32 [00:36<00:00,  1.13s/it]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 2/2 [00:00<00:00,  2.20it/s]\n",
            "                 all          25          64      0.0637       0.232      0.0552      0.0139\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "   110/149     11.8G   0.05902   0.02198   0.01287   0.09387        62       640: 100% 32/32 [00:35<00:00,  1.12s/it]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 2/2 [00:00<00:00,  2.21it/s]\n",
            "                 all          25          64      0.0273       0.428       0.025     0.00688\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "   111/149     11.8G   0.06007   0.02366   0.01325   0.09699       101       640: 100% 32/32 [00:32<00:00,  1.01s/it]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 2/2 [00:00<00:00,  2.07it/s]\n",
            "                 all          25          64      0.0555       0.169      0.0321      0.0113\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "   112/149     11.8G   0.05915   0.02372   0.01341   0.09627        54       640: 100% 32/32 [00:32<00:00,  1.01s/it]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 2/2 [00:00<00:00,  2.05it/s]\n",
            "                 all          25          64       0.098       0.187      0.0723      0.0233\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "   113/149     11.8G   0.05905   0.02209   0.01278   0.09391        50       640: 100% 32/32 [00:33<00:00,  1.05s/it]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 2/2 [00:01<00:00,  1.69it/s]\n",
            "                 all          25          64      0.0823       0.155      0.0557      0.0143\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "   114/149     11.8G   0.05716   0.02205   0.01309    0.0923        54       640: 100% 32/32 [00:34<00:00,  1.08s/it]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 2/2 [00:01<00:00,  1.38it/s]\n",
            "                 all          25          64       0.112        0.18      0.0732      0.0294\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "   115/149     11.8G   0.05752   0.02239   0.01321   0.09313        72       640: 100% 32/32 [00:35<00:00,  1.11s/it]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 2/2 [00:01<00:00,  1.21it/s]\n",
            "                 all          25          64      0.0473       0.405      0.0441      0.0187\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "   116/149     11.8G    0.0575   0.02357   0.01366   0.09473        99       640: 100% 32/32 [00:34<00:00,  1.06s/it]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 2/2 [00:01<00:00,  1.69it/s]\n",
            "                 all          25          64      0.0764       0.181      0.0705      0.0238\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "   117/149     11.8G   0.05838   0.02134   0.01335   0.09307        32       640: 100% 32/32 [00:30<00:00,  1.04it/s]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 2/2 [00:00<00:00,  2.24it/s]\n",
            "                 all          25          64       0.141       0.161      0.0859      0.0337\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "   118/149     11.8G   0.05847   0.02212   0.01313   0.09372        68       640: 100% 32/32 [00:33<00:00,  1.05s/it]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 2/2 [00:01<00:00,  1.86it/s]\n",
            "                 all          25          64       0.121       0.155       0.073      0.0276\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "   119/149     11.8G   0.05692   0.02309   0.01298   0.09299        91       640: 100% 32/32 [00:37<00:00,  1.18s/it]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 2/2 [00:00<00:00,  2.60it/s]\n",
            "                 all          25          64       0.118       0.273      0.0799      0.0296\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "   120/149     11.8G    0.0558   0.02206   0.01372   0.09159        90       640: 100% 32/32 [00:33<00:00,  1.05s/it]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 2/2 [00:00<00:00,  2.07it/s]\n",
            "                 all          25          64       0.187       0.207       0.126       0.049\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "   121/149     11.8G   0.05636   0.02303   0.01319   0.09259        58       640: 100% 32/32 [00:34<00:00,  1.08s/it]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 2/2 [00:01<00:00,  1.38it/s]\n",
            "                 all          25          64       0.299       0.182       0.131      0.0562\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "   122/149     11.8G   0.05475   0.02183   0.01315   0.08973        62       640: 100% 32/32 [00:36<00:00,  1.15s/it]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 2/2 [00:01<00:00,  1.32it/s]\n",
            "                 all          25          64       0.172       0.306       0.145      0.0548\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "   123/149     11.8G     0.055   0.02071    0.0133   0.08902        64       640: 100% 32/32 [00:33<00:00,  1.06s/it]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 2/2 [00:01<00:00,  1.71it/s]\n",
            "                 all          25          64       0.458       0.201       0.204       0.079\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "   124/149     11.8G   0.05423   0.02087   0.01249    0.0876        58       640: 100% 32/32 [00:32<00:00,  1.01s/it]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 2/2 [00:01<00:00,  1.75it/s]\n",
            "                 all          25          64       0.317       0.267       0.182      0.0645\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "   125/149     11.8G   0.05344   0.02272   0.01361   0.08977        62       640: 100% 32/32 [00:35<00:00,  1.10s/it]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 2/2 [00:01<00:00,  1.68it/s]\n",
            "                 all          25          64       0.299       0.299        0.24        0.11\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "   126/149     11.8G   0.05402   0.02171   0.01299   0.08872        58       640: 100% 32/32 [00:36<00:00,  1.13s/it]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 2/2 [00:01<00:00,  1.92it/s]\n",
            "                 all          25          64       0.127       0.468        0.17      0.0885\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "   127/149     11.8G    0.0534   0.02268   0.01281   0.08889        79       640:  44% 14/32 [00:13<00:17,  1.01it/s][ WARN:0@5613.500] global loadsave.cpp:248 findDecoder imread_('../kuku/datasets/train/images/IMG-20230829-WA0166-1_jpg.rf.ab18d6184b95bc15e7eab0684d47a1c7.jpg'): can't open/read file: check file path/integrity\n",
            "[ WARN:0@5613.510] global loadsave.cpp:248 findDecoder imread_('../kuku/datasets/train/images/BN-1_jpg.rf.86666a656bf5e1a375c8da8cfd214e30.jpg'): can't open/read file: check file path/integrity\n",
            "   127/149     11.8G    0.0534   0.02268   0.01281   0.08889        79       640:  44% 14/32 [00:14<00:18,  1.03s/it]\n",
            "Traceback (most recent call last):\n",
            "  File \"/content/drive/MyDrive/kuku/train.py\", line 616, in <module>\n",
            "[ WARN:0@5613.512] global loadsave.cpp:248 findDecoder imread_('../kuku/datasets/train/images/IMG-20230817-WA0007-1_jpg.rf.112f11a5f3e5f2334e1e0889f7a18a27.jpg'): can't open/read file: check file path/integrity\n",
            "  File \"/content/drive/MyDrive/kuku/train.py\", line 336, in train\n",
            "  File \"/usr/local/lib/python3.10/dist-packages/tqdm/std.py\", line 1182, in __iter__\n",
            "    for obj in iterable:\n",
            "  File \"/content/drive/MyDrive/kuku/utils/datasets.py\", line 110, in __iter__\n",
            "  File \"/usr/local/lib/python3.10/dist-packages/torch/utils/data/dataloader.py\", line 633, in __next__\n",
            "    data = self._next_data()\n",
            "  File \"/usr/local/lib/python3.10/dist-packages/torch/utils/data/dataloader.py\", line 1345, in _next_data\n",
            "    return self._process_data(data)\n",
            "  File \"/usr/local/lib/python3.10/dist-packages/torch/utils/data/dataloader.py\", line 1371, in _process_data\n",
            "    data.reraise()\n",
            "  File \"/usr/local/lib/python3.10/dist-packages/torch/_utils.py\", line 644, in reraise\n",
            "    raise exception\n",
            "AssertionError: Caught AssertionError in DataLoader worker process 0.\n",
            "Original Traceback (most recent call last):\n",
            "  File \"/usr/local/lib/python3.10/dist-packages/torch/utils/data/_utils/worker.py\", line 308, in _worker_loop\n",
            "    data = fetcher.fetch(index)\n",
            "  File \"/usr/local/lib/python3.10/dist-packages/torch/utils/data/_utils/fetch.py\", line 51, in fetch\n",
            "    data = [self.dataset[idx] for idx in possibly_batched_index]\n",
            "  File \"/usr/local/lib/python3.10/dist-packages/torch/utils/data/_utils/fetch.py\", line 51, in <listcomp>\n",
            "    data = [self.dataset[idx] for idx in possibly_batched_index]\n",
            "  File \"/content/drive/MyDrive/kuku/utils/datasets.py\", line 593, in __getitem__\n",
            "  File \"/content/drive/MyDrive/kuku/utils/datasets.py\", line 852, in load_samples\n",
            "  File \"/content/drive/MyDrive/kuku/utils/datasets.py\", line 672, in load_image\n",
            "AssertionError: Image Not Found ../kuku/datasets/train/images/IMG-20230829-WA0166-1_jpg.rf.ab18d6184b95bc15e7eab0684d47a1c7.jpg\n",
            "\n",
            "[ WARN:0@5613.554] global loadsave.cpp:248 findDecoder imread_('../kuku/datasets/train/images/BN-1_jpg.rf.318c50a4a40d27f446ba6db60e673ab7.jpg'): can't open/read file: check file path/integrity\n",
            "[ WARN:0@5613.556] global loadsave.cpp:248 findDecoder imread_('../kuku/datasets/train/images/II-1_jpg.rf.5b87e12bb387be881ca71d7083061f9d.jpg'): can't open/read file: check file path/integrity\n",
            "shell-init: error retrieving current directory: getcwd: cannot access parent directories: No such file or directory\n",
            "shell-init: error retrieving current directory: getcwd: cannot access parent directories: No such file or directory\n",
            "python3: can't open file 'train.py': [Errno 107] Transport endpoint is not connected\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "%cd /content/drive/MyDrive/kuku\n",
        "!python train.py --cfg /cfg/training/yolov7x.yaml --weights /content/weights/yolov7x.pt --data /datasets/data.yaml --batch-size 8 --epochs 150 --name 'x150' --adam\n",
        "!python train.py --cfg /cfg/training/yolov7x.yaml --weights /content/weights/yolov7x.pt --data /datasets/data.yaml --batch-size 8 --epochs 100 --name 'x100' --adam"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "bQHymGy3t35s",
        "outputId": "a39d976d-9153-4aab-ba2b-5eb957a5c7d5"
      },
      "execution_count": 8,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "/content/drive/MyDrive/kuku\n",
            "2023-09-28 00:10:29.941818: I tensorflow/core/platform/cpu_feature_guard.cc:182] This TensorFlow binary is optimized to use available CPU instructions in performance-critical operations.\n",
            "To enable the following instructions: AVX2 AVX512F FMA, in other operations, rebuild TensorFlow with the appropriate compiler flags.\n",
            "2023-09-28 00:10:30.814158: W tensorflow/compiler/tf2tensorrt/utils/py_utils.cc:38] TF-TRT Warning: Could not find TensorRT\n",
            "YOLOR 🚀 3be450a torch 2.0.1+cu118 CUDA:0 (Tesla T4, 15101.8125MB)\n",
            "\n",
            "Namespace(weights='/content/weights/yolov7x.pt', cfg='./cfg/training/yolov7x.yaml', data='./datasets/data.yaml', hyp='data/hyp.scratch.p5.yaml', epochs=150, batch_size=8, img_size=[640, 640], rect=False, resume=False, nosave=False, notest=False, noautoanchor=False, evolve=False, bucket='', cache_images=False, image_weights=False, device='', multi_scale=False, single_cls=False, adam=True, sync_bn=False, local_rank=-1, workers=8, project='runs/train', entity=None, name='x150', exist_ok=False, quad=False, linear_lr=False, label_smoothing=0.0, upload_dataset=False, bbox_interval=-1, save_period=-1, artifact_alias='latest', freeze=[0], v5_metric=False, world_size=1, global_rank=-1, save_dir='runs/train/x150', total_batch_size=8)\n",
            "\u001b[34m\u001b[1mtensorboard: \u001b[0mStart with 'tensorboard --logdir runs/train', view at http://localhost:6006/\n",
            "\u001b[34m\u001b[1mhyperparameters: \u001b[0mlr0=0.01, lrf=0.1, momentum=0.937, weight_decay=0.0005, warmup_epochs=3.0, warmup_momentum=0.8, warmup_bias_lr=0.1, box=0.05, cls=0.3, cls_pw=1.0, obj=0.7, obj_pw=1.0, iou_t=0.2, anchor_t=4.0, fl_gamma=0.0, hsv_h=0.015, hsv_s=0.7, hsv_v=0.4, degrees=0.0, translate=0.2, scale=0.9, shear=0.0, perspective=0.0, flipud=0.0, fliplr=0.5, mosaic=1.0, mixup=0.15, copy_paste=0.0, paste_in=0.15, loss_ota=1\n",
            "\u001b[34m\u001b[1mwandb: \u001b[0mInstall Weights & Biases for YOLOR logging with 'pip install wandb' (recommended)\n",
            "\n",
            "                 from  n    params  module                                  arguments                     \n",
            "  0                -1  1      1160  models.common.Conv                      [3, 40, 3, 1]                 \n",
            "  1                -1  1     28960  models.common.Conv                      [40, 80, 3, 2]                \n",
            "  2                -1  1     57760  models.common.Conv                      [80, 80, 3, 1]                \n",
            "  3                -1  1    115520  models.common.Conv                      [80, 160, 3, 2]               \n",
            "  4                -1  1     10368  models.common.Conv                      [160, 64, 1, 1]               \n",
            "  5                -2  1     10368  models.common.Conv                      [160, 64, 1, 1]               \n",
            "  6                -1  1     36992  models.common.Conv                      [64, 64, 3, 1]                \n",
            "  7                -1  1     36992  models.common.Conv                      [64, 64, 3, 1]                \n",
            "  8                -1  1     36992  models.common.Conv                      [64, 64, 3, 1]                \n",
            "  9                -1  1     36992  models.common.Conv                      [64, 64, 3, 1]                \n",
            " 10                -1  1     36992  models.common.Conv                      [64, 64, 3, 1]                \n",
            " 11                -1  1     36992  models.common.Conv                      [64, 64, 3, 1]                \n",
            " 12[-1, -3, -5, -7, -8]  1         0  models.common.Concat                    [1]                           \n",
            " 13                -1  1    103040  models.common.Conv                      [320, 320, 1, 1]              \n",
            " 14                -1  1         0  models.common.MP                        []                            \n",
            " 15                -1  1     51520  models.common.Conv                      [320, 160, 1, 1]              \n",
            " 16                -3  1     51520  models.common.Conv                      [320, 160, 1, 1]              \n",
            " 17                -1  1    230720  models.common.Conv                      [160, 160, 3, 2]              \n",
            " 18          [-1, -3]  1         0  models.common.Concat                    [1]                           \n",
            " 19                -1  1     41216  models.common.Conv                      [320, 128, 1, 1]              \n",
            " 20                -2  1     41216  models.common.Conv                      [320, 128, 1, 1]              \n",
            " 21                -1  1    147712  models.common.Conv                      [128, 128, 3, 1]              \n",
            " 22                -1  1    147712  models.common.Conv                      [128, 128, 3, 1]              \n",
            " 23                -1  1    147712  models.common.Conv                      [128, 128, 3, 1]              \n",
            " 24                -1  1    147712  models.common.Conv                      [128, 128, 3, 1]              \n",
            " 25                -1  1    147712  models.common.Conv                      [128, 128, 3, 1]              \n",
            " 26                -1  1    147712  models.common.Conv                      [128, 128, 3, 1]              \n",
            " 27[-1, -3, -5, -7, -8]  1         0  models.common.Concat                    [1]                           \n",
            " 28                -1  1    410880  models.common.Conv                      [640, 640, 1, 1]              \n",
            " 29                -1  1         0  models.common.MP                        []                            \n",
            " 30                -1  1    205440  models.common.Conv                      [640, 320, 1, 1]              \n",
            " 31                -3  1    205440  models.common.Conv                      [640, 320, 1, 1]              \n",
            " 32                -1  1    922240  models.common.Conv                      [320, 320, 3, 2]              \n",
            " 33          [-1, -3]  1         0  models.common.Concat                    [1]                           \n",
            " 34                -1  1    164352  models.common.Conv                      [640, 256, 1, 1]              \n",
            " 35                -2  1    164352  models.common.Conv                      [640, 256, 1, 1]              \n",
            " 36                -1  1    590336  models.common.Conv                      [256, 256, 3, 1]              \n",
            " 37                -1  1    590336  models.common.Conv                      [256, 256, 3, 1]              \n",
            " 38                -1  1    590336  models.common.Conv                      [256, 256, 3, 1]              \n",
            " 39                -1  1    590336  models.common.Conv                      [256, 256, 3, 1]              \n",
            " 40                -1  1    590336  models.common.Conv                      [256, 256, 3, 1]              \n",
            " 41                -1  1    590336  models.common.Conv                      [256, 256, 3, 1]              \n",
            " 42[-1, -3, -5, -7, -8]  1         0  models.common.Concat                    [1]                           \n",
            " 43                -1  1   1640960  models.common.Conv                      [1280, 1280, 1, 1]            \n",
            " 44                -1  1         0  models.common.MP                        []                            \n",
            " 45                -1  1    820480  models.common.Conv                      [1280, 640, 1, 1]             \n",
            " 46                -3  1    820480  models.common.Conv                      [1280, 640, 1, 1]             \n",
            " 47                -1  1   3687680  models.common.Conv                      [640, 640, 3, 2]              \n",
            " 48          [-1, -3]  1         0  models.common.Concat                    [1]                           \n",
            " 49                -1  1    328192  models.common.Conv                      [1280, 256, 1, 1]             \n",
            " 50                -2  1    328192  models.common.Conv                      [1280, 256, 1, 1]             \n",
            " 51                -1  1    590336  models.common.Conv                      [256, 256, 3, 1]              \n",
            " 52                -1  1    590336  models.common.Conv                      [256, 256, 3, 1]              \n",
            " 53                -1  1    590336  models.common.Conv                      [256, 256, 3, 1]              \n",
            " 54                -1  1    590336  models.common.Conv                      [256, 256, 3, 1]              \n",
            " 55                -1  1    590336  models.common.Conv                      [256, 256, 3, 1]              \n",
            " 56                -1  1    590336  models.common.Conv                      [256, 256, 3, 1]              \n",
            " 57[-1, -3, -5, -7, -8]  1         0  models.common.Concat                    [1]                           \n",
            " 58                -1  1   1640960  models.common.Conv                      [1280, 1280, 1, 1]            \n",
            " 59                -1  1  11887360  models.common.SPPCSPC                   [1280, 640, 1]                \n",
            " 60                -1  1    205440  models.common.Conv                      [640, 320, 1, 1]              \n",
            " 61                -1  1         0  torch.nn.modules.upsampling.Upsample    [None, 2, 'nearest']          \n",
            " 62                43  1    410240  models.common.Conv                      [1280, 320, 1, 1]             \n",
            " 63          [-1, -2]  1         0  models.common.Concat                    [1]                           \n",
            " 64                -1  1    164352  models.common.Conv                      [640, 256, 1, 1]              \n",
            " 65                -2  1    164352  models.common.Conv                      [640, 256, 1, 1]              \n",
            " 66                -1  1    590336  models.common.Conv                      [256, 256, 3, 1]              \n",
            " 67                -1  1    590336  models.common.Conv                      [256, 256, 3, 1]              \n",
            " 68                -1  1    590336  models.common.Conv                      [256, 256, 3, 1]              \n",
            " 69                -1  1    590336  models.common.Conv                      [256, 256, 3, 1]              \n",
            " 70                -1  1    590336  models.common.Conv                      [256, 256, 3, 1]              \n",
            " 71                -1  1    590336  models.common.Conv                      [256, 256, 3, 1]              \n",
            " 72[-1, -3, -5, -7, -8]  1         0  models.common.Concat                    [1]                           \n",
            " 73                -1  1    410240  models.common.Conv                      [1280, 320, 1, 1]             \n",
            " 74                -1  1     51520  models.common.Conv                      [320, 160, 1, 1]              \n",
            " 75                -1  1         0  torch.nn.modules.upsampling.Upsample    [None, 2, 'nearest']          \n",
            " 76                28  1    102720  models.common.Conv                      [640, 160, 1, 1]              \n",
            " 77          [-1, -2]  1         0  models.common.Concat                    [1]                           \n",
            " 78                -1  1     41216  models.common.Conv                      [320, 128, 1, 1]              \n",
            " 79                -2  1     41216  models.common.Conv                      [320, 128, 1, 1]              \n",
            " 80                -1  1    147712  models.common.Conv                      [128, 128, 3, 1]              \n",
            " 81                -1  1    147712  models.common.Conv                      [128, 128, 3, 1]              \n",
            " 82                -1  1    147712  models.common.Conv                      [128, 128, 3, 1]              \n",
            " 83                -1  1    147712  models.common.Conv                      [128, 128, 3, 1]              \n",
            " 84                -1  1    147712  models.common.Conv                      [128, 128, 3, 1]              \n",
            " 85                -1  1    147712  models.common.Conv                      [128, 128, 3, 1]              \n",
            " 86[-1, -3, -5, -7, -8]  1         0  models.common.Concat                    [1]                           \n",
            " 87                -1  1    102720  models.common.Conv                      [640, 160, 1, 1]              \n",
            " 88                -1  1         0  models.common.MP                        []                            \n",
            " 89                -1  1     25920  models.common.Conv                      [160, 160, 1, 1]              \n",
            " 90                -3  1     25920  models.common.Conv                      [160, 160, 1, 1]              \n",
            " 91                -1  1    230720  models.common.Conv                      [160, 160, 3, 2]              \n",
            " 92      [-1, -3, 73]  1         0  models.common.Concat                    [1]                           \n",
            " 93                -1  1    164352  models.common.Conv                      [640, 256, 1, 1]              \n",
            " 94                -2  1    164352  models.common.Conv                      [640, 256, 1, 1]              \n",
            " 95                -1  1    590336  models.common.Conv                      [256, 256, 3, 1]              \n",
            " 96                -1  1    590336  models.common.Conv                      [256, 256, 3, 1]              \n",
            " 97                -1  1    590336  models.common.Conv                      [256, 256, 3, 1]              \n",
            " 98                -1  1    590336  models.common.Conv                      [256, 256, 3, 1]              \n",
            " 99                -1  1    590336  models.common.Conv                      [256, 256, 3, 1]              \n",
            "100                -1  1    590336  models.common.Conv                      [256, 256, 3, 1]              \n",
            "101[-1, -3, -5, -7, -8]  1         0  models.common.Concat                    [1]                           \n",
            "102                -1  1    410240  models.common.Conv                      [1280, 320, 1, 1]             \n",
            "103                -1  1         0  models.common.MP                        []                            \n",
            "104                -1  1    103040  models.common.Conv                      [320, 320, 1, 1]              \n",
            "105                -3  1    103040  models.common.Conv                      [320, 320, 1, 1]              \n",
            "106                -1  1    922240  models.common.Conv                      [320, 320, 3, 2]              \n",
            "107      [-1, -3, 59]  1         0  models.common.Concat                    [1]                           \n",
            "108                -1  1    656384  models.common.Conv                      [1280, 512, 1, 1]             \n",
            "109                -2  1    656384  models.common.Conv                      [1280, 512, 1, 1]             \n",
            "110                -1  1   2360320  models.common.Conv                      [512, 512, 3, 1]              \n",
            "111                -1  1   2360320  models.common.Conv                      [512, 512, 3, 1]              \n",
            "112                -1  1   2360320  models.common.Conv                      [512, 512, 3, 1]              \n",
            "113                -1  1   2360320  models.common.Conv                      [512, 512, 3, 1]              \n",
            "114                -1  1   2360320  models.common.Conv                      [512, 512, 3, 1]              \n",
            "115                -1  1   2360320  models.common.Conv                      [512, 512, 3, 1]              \n",
            "116[-1, -3, -5, -7, -8]  1         0  models.common.Concat                    [1]                           \n",
            "117                -1  1   1639680  models.common.Conv                      [2560, 640, 1, 1]             \n",
            "118                87  1    461440  models.common.Conv                      [160, 320, 3, 1]              \n",
            "119               102  1   1844480  models.common.Conv                      [320, 640, 3, 1]              \n",
            "120               117  1   7375360  models.common.Conv                      [640, 1280, 3, 1]             \n",
            "121   [118, 119, 120]  1     49406  models.yolo.IDetect                     [2, [[12, 16, 19, 36, 40, 28], [36, 75, 76, 55, 72, 146], [142, 110, 192, 243, 459, 401]], [320, 640, 1280]]\n",
            "Model Summary: 467 layers, 70821830 parameters, 70821830 gradients\n",
            "\n",
            "Transferred 630/644 items from /content/weights/yolov7x.pt\n",
            "Scaled weight_decay = 0.0005\n",
            "Optimizer groups: 108 .bias, 108 conv.weight, 111 other\n",
            "\u001b[34m\u001b[1mtrain: \u001b[0mScanning '../kuku/datasets/train/labels' images and labels... 255 found, 0 missing, 0 empty, 0 corrupted: 100% 255/255 [00:00<00:00, 311.30it/s]\n",
            "\u001b[34m\u001b[1mtrain: \u001b[0mNew cache created: ../kuku/datasets/train/labels.cache\n",
            "\u001b[34m\u001b[1mval: \u001b[0mScanning '../kuku/datasets/valid/labels' images and labels... 25 found, 0 missing, 0 empty, 0 corrupted: 100% 25/25 [00:00<00:00, 266.42it/s]\n",
            "\u001b[34m\u001b[1mval: \u001b[0mNew cache created: ../kuku/datasets/valid/labels.cache\n",
            "\n",
            "\u001b[34m\u001b[1mautoanchor: \u001b[0mAnalyzing anchors... anchors/target = 5.51, Best Possible Recall (BPR) = 1.0000\n",
            "Image sizes 640 train, 640 test\n",
            "Using 2 dataloader workers\n",
            "Logging results to runs/train/x150\n",
            "Starting training for 150 epochs...\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "     0/149     3.33G    0.0674   0.02364   0.01492     0.106       107       640: 100% 32/32 [01:02<00:00,  1.95s/it]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95:   0% 0/2 [00:00<?, ?it/s]/usr/local/lib/python3.10/dist-packages/torch/functional.py:504: UserWarning: torch.meshgrid: in an upcoming release, it will be required to pass the indexing argument. (Triggered internally at ../aten/src/ATen/native/TensorShape.cpp:3483.)\n",
            "  return _VF.meshgrid(tensors, **kwargs)  # type: ignore[attr-defined]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 2/2 [00:08<00:00,  4.33s/it]\n",
            "                 all          25          64     0.00201       0.181     0.00045    8.04e-05\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "     1/149      9.6G   0.06955   0.01911    0.0143     0.103        90       640: 100% 32/32 [00:41<00:00,  1.29s/it]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 2/2 [00:04<00:00,  2.25s/it]\n",
            "                 all          25           0           0           0           0           0\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "     2/149     11.6G   0.07397   0.01781   0.01248    0.1043        77       640: 100% 32/32 [00:36<00:00,  1.14s/it]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 2/2 [00:04<00:00,  2.10s/it]\n",
            "                 all          25           0           0           0           0           0\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "     3/149     11.6G   0.07124    0.0182   0.01305    0.1025        70       640: 100% 32/32 [00:34<00:00,  1.07s/it]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 2/2 [00:00<00:00,  2.38it/s]\n",
            "                 all          25           0           0           0           0           0\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "     4/149     11.6G   0.07451   0.01711   0.01271    0.1043        70       640: 100% 32/32 [00:31<00:00,  1.00it/s]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 2/2 [00:01<00:00,  1.70it/s]\n",
            "                 all          25          64       0.502      0.0132    0.000102    1.02e-05\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "     5/149     11.6G   0.06956   0.01656   0.01205   0.09817        44       640: 100% 32/32 [00:32<00:00,  1.01s/it]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 2/2 [00:00<00:00,  2.45it/s]\n",
            "                 all          25           0           0           0           0           0\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "     6/149     11.6G   0.06909    0.0179   0.01222    0.0992        71       640: 100% 32/32 [00:34<00:00,  1.09s/it]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 2/2 [00:00<00:00,  2.13it/s]\n",
            "                 all          25          64       0.513      0.0526     0.00224    0.000263\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "     7/149     11.6G   0.07126   0.01743   0.01127   0.09997        93       640: 100% 32/32 [00:36<00:00,  1.13s/it]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 2/2 [00:00<00:00,  2.44it/s]\n",
            "                 all          25          64      0.0163      0.0132    0.000782    0.000209\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "     8/149     11.6G   0.07167   0.01638   0.01306    0.1011        79       640: 100% 32/32 [00:31<00:00,  1.02it/s]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 2/2 [00:01<00:00,  1.96it/s]\n",
            "                 all          25          64    0.000807      0.0526    0.000174    3.18e-05\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "     9/149     11.6G   0.06996   0.01717   0.01355    0.1007        45       640: 100% 32/32 [00:33<00:00,  1.04s/it]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 2/2 [00:00<00:00,  2.44it/s]\n",
            "                 all          25          64    0.000776       0.105    0.000269    3.78e-05\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "    10/149     11.6G    0.0769   0.01522   0.01454    0.1067        47       640: 100% 32/32 [00:32<00:00,  1.02s/it]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 2/2 [00:00<00:00,  2.36it/s]\n",
            "                 all          25          64    0.000679       0.132    0.000236    4.79e-05\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "    11/149     11.6G    0.0707   0.01739   0.01199    0.1001        57       640: 100% 32/32 [00:31<00:00,  1.01it/s]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 2/2 [00:00<00:00,  2.14it/s]\n",
            "                 all          25          64     0.00025      0.0395     2.2e-05    4.99e-06\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "    12/149     11.6G    0.0708   0.01751   0.01395    0.1023        72       640: 100% 32/32 [00:30<00:00,  1.04it/s]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 2/2 [00:00<00:00,  2.28it/s]\n",
            "                 all          25          64    0.000264      0.0263    4.88e-05    1.13e-05\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "    13/149     11.6G   0.07401   0.01932   0.01301    0.1063        96       640: 100% 32/32 [00:31<00:00,  1.00it/s]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 2/2 [00:01<00:00,  1.68it/s]\n",
            "                 all          25          64       0.514      0.0132    0.000418    0.000126\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "    14/149     11.6G   0.07164   0.01886   0.01489    0.1054        38       640: 100% 32/32 [00:32<00:00,  1.02s/it]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 2/2 [00:00<00:00,  2.06it/s]\n",
            "                 all          25          64    0.000278      0.0526     3.1e-05     3.6e-06\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "    15/149     11.6G   0.07118   0.01929   0.01409    0.1046        57       640: 100% 32/32 [00:32<00:00,  1.02s/it]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 2/2 [00:01<00:00,  1.72it/s]\n",
            "                 all          25          64    0.000599      0.0789    0.000126    1.83e-05\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "    16/149     11.6G    0.0692   0.01965   0.01391    0.1028        66       640: 100% 32/32 [00:32<00:00,  1.02s/it]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 2/2 [00:01<00:00,  1.86it/s]\n",
            "                 all          25          64     0.00188        0.17    0.000389     5.5e-05\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "    17/149     11.6G   0.07001   0.01997   0.01501     0.105        82       640: 100% 32/32 [00:31<00:00,  1.01it/s]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 2/2 [00:01<00:00,  1.45it/s]\n",
            "                 all          25          64        0.18      0.0455      0.0181     0.00541\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "    18/149     11.6G   0.07091   0.02028   0.01373    0.1049        49       640: 100% 32/32 [00:37<00:00,  1.16s/it]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 2/2 [00:00<00:00,  2.23it/s]\n",
            "                 all          25          64       0.501      0.0526     0.00031     6.7e-05\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "    19/149     11.6G   0.07042   0.02183   0.01414    0.1064        90       640: 100% 32/32 [00:33<00:00,  1.05s/it]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 2/2 [00:01<00:00,  1.86it/s]\n",
            "                 all          25          64     0.00454        0.11     0.00113    0.000188\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "    20/149     11.6G   0.07002   0.02163   0.01359    0.1052        90       640: 100% 32/32 [00:30<00:00,  1.04it/s]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 2/2 [00:00<00:00,  2.01it/s]\n",
            "                 all          25          64       0.501      0.0263    0.000198    4.16e-05\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "    21/149     11.6G   0.06917   0.02168   0.01401    0.1049       110       640: 100% 32/32 [00:33<00:00,  1.04s/it]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 2/2 [00:01<00:00,  1.89it/s]\n",
            "                 all          25          64     0.00132      0.0526    0.000225    3.81e-05\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "    22/149     11.6G   0.06846   0.02184   0.01406    0.1044        55       640: 100% 32/32 [00:34<00:00,  1.09s/it]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 2/2 [00:01<00:00,  1.19it/s]\n",
            "                 all          25          64     0.00209       0.124    0.000927    0.000164\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "    23/149     11.6G    0.0679   0.02131   0.01386    0.1031        73       640: 100% 32/32 [00:31<00:00,  1.00it/s]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 2/2 [00:01<00:00,  1.88it/s]\n",
            "                 all          25          64      0.0178      0.0192     0.00162    0.000253\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "    24/149     11.6G   0.06743   0.02161   0.01366    0.1027        45       640: 100% 32/32 [00:33<00:00,  1.05s/it]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 2/2 [00:00<00:00,  2.02it/s]\n",
            "                 all          25          64      0.0691      0.0132     0.00322     0.00105\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "    25/149     11.6G   0.06603   0.02273   0.01366    0.1024        68       640: 100% 32/32 [00:37<00:00,  1.18s/it]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 2/2 [00:01<00:00,  1.90it/s]\n",
            "                 all          25          64     0.00259       0.176    0.000599    0.000122\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "    26/149     11.6G   0.06586    0.0221   0.01338    0.1013        91       640: 100% 32/32 [00:34<00:00,  1.08s/it]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 2/2 [00:01<00:00,  1.86it/s]\n",
            "                 all          25          64     0.00419       0.163     0.00123    0.000209\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "    27/149     11.6G   0.06445   0.02336   0.01306    0.1009        94       640: 100% 32/32 [00:32<00:00,  1.02s/it]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 2/2 [00:01<00:00,  1.82it/s]\n",
            "                 all          25          64      0.0222       0.235     0.00674    0.000927\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "    28/149     11.6G   0.06338   0.02259   0.01318   0.09914        68       640: 100% 32/32 [00:31<00:00,  1.03it/s]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 2/2 [00:01<00:00,  1.81it/s]\n",
            "                 all          25          64       0.315      0.0324      0.0227     0.00873\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "    29/149     11.6G   0.06254    0.0219   0.01299   0.09743        69       640: 100% 32/32 [00:35<00:00,  1.12s/it]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 2/2 [00:01<00:00,  1.86it/s]\n",
            "                 all          25          64      0.0182       0.201     0.00968     0.00152\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "    30/149     11.6G   0.06253   0.02209   0.01333   0.09795        50       640: 100% 32/32 [00:33<00:00,  1.04s/it]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 2/2 [00:01<00:00,  1.76it/s]\n",
            "                 all          25          64     0.00521       0.479     0.00334    0.000771\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "    31/149     11.6G   0.06196   0.02323   0.01297   0.09817        43       640: 100% 32/32 [00:33<00:00,  1.04s/it]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 2/2 [00:01<00:00,  1.20it/s]\n",
            "                 all          25          64     0.00918       0.188     0.00422     0.00126\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "    32/149     11.6G   0.06119   0.02233   0.01306   0.09658        43       640: 100% 32/32 [00:34<00:00,  1.07s/it]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 2/2 [00:01<00:00,  1.22it/s]\n",
            "                 all          25          64     0.00857      0.0395     0.00263    0.000802\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "    33/149     11.6G   0.06208    0.0247   0.01281   0.09959        94       640: 100% 32/32 [00:35<00:00,  1.11s/it]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 2/2 [00:01<00:00,  1.68it/s]\n",
            "                 all          25          64       0.096       0.104      0.0367     0.00676\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "    34/149     11.6G   0.06094   0.02178   0.01249   0.09521        64       640: 100% 32/32 [00:31<00:00,  1.00it/s]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 2/2 [00:01<00:00,  1.33it/s]\n",
            "                 all          25          64       0.217      0.0587       0.023     0.00761\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "    35/149     11.6G   0.05959   0.02306   0.01302   0.09567        91       640: 100% 32/32 [00:36<00:00,  1.14s/it]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 2/2 [00:01<00:00,  1.56it/s]\n",
            "                 all          25          64       0.104       0.085      0.0343      0.0103\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "    36/149     11.6G   0.05874   0.02388   0.01241   0.09503        57       640: 100% 32/32 [00:38<00:00,  1.19s/it]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 2/2 [00:00<00:00,  2.28it/s]\n",
            "                 all          25          64       0.133      0.0911       0.031        0.01\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "    37/149     11.6G    0.0596   0.02058   0.01249   0.09268        33       640: 100% 32/32 [00:31<00:00,  1.02it/s]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 2/2 [00:01<00:00,  1.98it/s]\n",
            "                 all          25          64      0.0767       0.104       0.021     0.00647\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "    38/149     11.6G   0.05922   0.02314   0.01263   0.09499        92       640: 100% 32/32 [00:35<00:00,  1.12s/it]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 2/2 [00:00<00:00,  2.04it/s]\n",
            "                 all          25          64       0.137      0.0767      0.0233     0.00985\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "    39/149     11.6G   0.05825    0.0232   0.01298   0.09443        71       640: 100% 32/32 [00:33<00:00,  1.05s/it]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 2/2 [00:01<00:00,  1.81it/s]\n",
            "                 all          25          64      0.0444       0.126       0.035      0.0104\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "    40/149     11.6G   0.05608    0.0237   0.01253   0.09231        63       640: 100% 32/32 [00:37<00:00,  1.17s/it]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 2/2 [00:00<00:00,  2.11it/s]\n",
            "                 all          25          64      0.0266       0.117     0.00955     0.00365\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "    41/149     11.6G   0.05609   0.02276   0.01258   0.09143        65       640: 100% 32/32 [00:34<00:00,  1.08s/it]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 2/2 [00:01<00:00,  1.25it/s]\n",
            "                 all          25          64      0.0694      0.0911      0.0195      0.0058\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "    42/149     11.6G   0.05503   0.02195   0.01267   0.08966        77       640: 100% 32/32 [00:35<00:00,  1.10s/it]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 2/2 [00:01<00:00,  1.43it/s]\n",
            "                 all          25          64       0.403      0.0516      0.0499      0.0266\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "    43/149     11.6G   0.05522   0.02254   0.01246   0.09022        81       640: 100% 32/32 [00:35<00:00,  1.10s/it]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 2/2 [00:01<00:00,  1.90it/s]\n",
            "                 all          25          64       0.117       0.116      0.0674      0.0271\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "    44/149     11.6G   0.05272   0.02419   0.01234   0.08925        61       640: 100% 32/32 [00:34<00:00,  1.07s/it]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 2/2 [00:01<00:00,  1.91it/s]\n",
            "                 all          25          64       0.128       0.169      0.0786      0.0392\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "    45/149     11.6G   0.05254   0.02547   0.01255   0.09056        49       640: 100% 32/32 [00:34<00:00,  1.09s/it]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 2/2 [00:01<00:00,  1.13it/s]\n",
            "                 all          25          64      0.0792       0.116       0.071      0.0361\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "    46/149     11.6G   0.05231   0.02423    0.0129   0.08945        74       640: 100% 32/32 [00:33<00:00,  1.05s/it]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 2/2 [00:01<00:00,  1.52it/s]\n",
            "                 all          25          64       0.101       0.233      0.0873      0.0324\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "    47/149     11.6G   0.05138   0.02303   0.01263   0.08704        83       640: 100% 32/32 [00:33<00:00,  1.04s/it]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 2/2 [00:01<00:00,  1.93it/s]\n",
            "                 all          25          64       0.241       0.253       0.119      0.0585\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "    48/149     11.6G   0.04975   0.02367    0.0128   0.08622        71       640: 100% 32/32 [00:34<00:00,  1.09s/it]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 2/2 [00:01<00:00,  1.31it/s]\n",
            "                 all          25          64       0.249       0.418        0.19      0.0888\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "    49/149     11.6G   0.04808   0.02631   0.01261     0.087       146       640: 100% 32/32 [00:40<00:00,  1.27s/it]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 2/2 [00:01<00:00,  1.92it/s]\n",
            "                 all          25          64       0.481       0.213       0.238       0.109\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "    50/149     11.6G   0.04762   0.02281   0.01204   0.08246        53       640: 100% 32/32 [00:40<00:00,  1.25s/it]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 2/2 [00:00<00:00,  2.32it/s]\n",
            "                 all          25          64       0.461       0.195       0.182      0.0753\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "    51/149     11.6G   0.04729   0.02499   0.01263   0.08491        74       640: 100% 32/32 [00:32<00:00,  1.03s/it]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 2/2 [00:01<00:00,  1.51it/s]\n",
            "                 all          25          64       0.121       0.124      0.0592      0.0237\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "    52/149     11.6G   0.04752   0.02205   0.01271   0.08228        48       640: 100% 32/32 [00:35<00:00,  1.10s/it]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 2/2 [00:01<00:00,  1.94it/s]\n",
            "                 all          25          64       0.244       0.355       0.196       0.091\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "    53/149     11.6G   0.04696   0.02124   0.01232   0.08052        78       640: 100% 32/32 [00:32<00:00,  1.03s/it]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 2/2 [00:00<00:00,  2.34it/s]\n",
            "                 all          25          64       0.273       0.294       0.197      0.0792\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "    54/149     11.6G   0.04737   0.02404   0.01216   0.08357        78       640: 100% 32/32 [00:33<00:00,  1.03s/it]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 2/2 [00:01<00:00,  1.92it/s]\n",
            "                 all          25          64       0.342       0.215       0.165      0.0678\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "    55/149     11.6G   0.04739    0.0226   0.01221    0.0822        48       640: 100% 32/32 [00:33<00:00,  1.03s/it]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 2/2 [00:00<00:00,  2.17it/s]\n",
            "                 all          25          64       0.476       0.319       0.265       0.117\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "    56/149     11.6G   0.04793   0.02312   0.01232   0.08337        75       640: 100% 32/32 [00:36<00:00,  1.13s/it]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 2/2 [00:01<00:00,  1.42it/s]\n",
            "                 all          25          64       0.456       0.279       0.256        0.14\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "    57/149     11.6G   0.04663    0.0213   0.01169   0.07962        67       640: 100% 32/32 [00:35<00:00,  1.10s/it]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 2/2 [00:00<00:00,  2.11it/s]\n",
            "                 all          25          64       0.284        0.37       0.259       0.127\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "    58/149     11.6G   0.04496   0.02287   0.01156   0.07939        79       640: 100% 32/32 [00:34<00:00,  1.08s/it]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 2/2 [00:00<00:00,  2.10it/s]\n",
            "                 all          25          64       0.308       0.413       0.293       0.144\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "    59/149     11.6G   0.04447   0.02237   0.01146    0.0783        81       640: 100% 32/32 [00:34<00:00,  1.08s/it]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 2/2 [00:00<00:00,  2.29it/s]\n",
            "                 all          25          64       0.281       0.371        0.24       0.111\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "    60/149     11.6G   0.04352   0.02333   0.01119   0.07804        58       640: 100% 32/32 [00:33<00:00,  1.05s/it]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 2/2 [00:00<00:00,  2.11it/s]\n",
            "                 all          25          64       0.321       0.491       0.301        0.15\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "    61/149     11.6G   0.04322   0.02274   0.01148   0.07745        97       640: 100% 32/32 [00:38<00:00,  1.20s/it]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 2/2 [00:00<00:00,  2.09it/s]\n",
            "                 all          25          64       0.366       0.383       0.295       0.155\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "    62/149     11.6G   0.04442   0.02202   0.01127   0.07771        53       640: 100% 32/32 [00:34<00:00,  1.08s/it]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 2/2 [00:00<00:00,  2.09it/s]\n",
            "                 all          25          64       0.389        0.46       0.341       0.164\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "    63/149     11.6G   0.04313   0.02196   0.01128   0.07637        37       640: 100% 32/32 [00:37<00:00,  1.16s/it]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 2/2 [00:01<00:00,  1.49it/s]\n",
            "                 all          25          64       0.439       0.383       0.392       0.185\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "    64/149     11.6G   0.04254    0.0217    0.0114   0.07565        26       640: 100% 32/32 [00:34<00:00,  1.07s/it]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 2/2 [00:00<00:00,  2.39it/s]\n",
            "                 all          25          64       0.626        0.35       0.405       0.221\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "    65/149     11.6G   0.04136   0.02306   0.01047   0.07489        37       640: 100% 32/32 [00:37<00:00,  1.17s/it]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 2/2 [00:01<00:00,  1.94it/s]\n",
            "                 all          25          64       0.368        0.59       0.414       0.223\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "    66/149     11.6G   0.04223    0.0213   0.01133   0.07486        87       640: 100% 32/32 [00:34<00:00,  1.08s/it]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 2/2 [00:01<00:00,  1.99it/s]\n",
            "                 all          25          64       0.556       0.389       0.415       0.193\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "    67/149     11.6G   0.04179   0.02139   0.01123   0.07441        48       640: 100% 32/32 [00:33<00:00,  1.04s/it]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 2/2 [00:00<00:00,  2.20it/s]\n",
            "                 all          25          64        0.38         0.3       0.279       0.144\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "    68/149     11.6G   0.04136   0.02306    0.0112   0.07562        41       640: 100% 32/32 [00:32<00:00,  1.01s/it]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 2/2 [00:00<00:00,  2.07it/s]\n",
            "                 all          25          64       0.375       0.455       0.348       0.183\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "    69/149     11.6G   0.04277   0.02275   0.01109   0.07661       100       640: 100% 32/32 [00:30<00:00,  1.06it/s]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 2/2 [00:01<00:00,  1.76it/s]\n",
            "                 all          25          64       0.739       0.397       0.539       0.265\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "    70/149     11.6G   0.04131   0.02121   0.01012   0.07264        61       640: 100% 32/32 [00:34<00:00,  1.07s/it]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 2/2 [00:00<00:00,  2.07it/s]\n",
            "                 all          25          64       0.746        0.39       0.499       0.261\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "    71/149     11.6G   0.04045   0.02375    0.0101    0.0743        75       640: 100% 32/32 [00:34<00:00,  1.08s/it]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 2/2 [00:00<00:00,  2.04it/s]\n",
            "                 all          25          64       0.397       0.546       0.452       0.238\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "    72/149     11.6G   0.04009   0.02344   0.01116    0.0747        92       640: 100% 32/32 [00:32<00:00,  1.01s/it]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 2/2 [00:01<00:00,  1.47it/s]\n",
            "                 all          25          64       0.432       0.513       0.451       0.217\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "    73/149     11.6G   0.04003    0.0222   0.01055   0.07278        58       640: 100% 32/32 [00:31<00:00,  1.01it/s]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 2/2 [00:00<00:00,  2.23it/s]\n",
            "                 all          25          64       0.456       0.404       0.416       0.206\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "    74/149     11.6G   0.03986   0.02256  0.009888   0.07231        40       640: 100% 32/32 [00:32<00:00,  1.00s/it]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 2/2 [00:00<00:00,  2.02it/s]\n",
            "                 all          25          64       0.439       0.558       0.423       0.212\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "    75/149     11.6G   0.03822    0.0222    0.0104   0.07082        66       640: 100% 32/32 [00:37<00:00,  1.16s/it]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 2/2 [00:01<00:00,  1.48it/s]\n",
            "                 all          25          64       0.498       0.569         0.5       0.255\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "    76/149     11.6G   0.03881   0.02207   0.01079   0.07168        82       640: 100% 32/32 [00:32<00:00,  1.03s/it]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 2/2 [00:01<00:00,  1.45it/s]\n",
            "                 all          25          64       0.315       0.442       0.316       0.165\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "    77/149     11.6G   0.04032   0.02198   0.01009   0.07239        80       640: 100% 32/32 [00:30<00:00,  1.05it/s]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 2/2 [00:00<00:00,  2.24it/s]\n",
            "                 all          25          64        0.73       0.396       0.483       0.277\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "    78/149     11.6G   0.03935    0.0217  0.009837   0.07088        90       640: 100% 32/32 [00:36<00:00,  1.15s/it]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 2/2 [00:00<00:00,  2.41it/s]\n",
            "                 all          25          64       0.463       0.487        0.46       0.261\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "    79/149     11.6G     0.038   0.02201  0.009151   0.06916        94       640: 100% 32/32 [00:37<00:00,  1.18s/it]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 2/2 [00:01<00:00,  1.43it/s]\n",
            "                 all          25          64        0.53       0.519       0.518       0.292\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "    80/149     11.6G   0.03985   0.02228   0.01001   0.07214        61       640: 100% 32/32 [00:35<00:00,  1.11s/it]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 2/2 [00:01<00:00,  1.95it/s]\n",
            "                 all          25          64       0.481       0.617       0.559        0.29\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "    81/149     11.6G   0.03835   0.02255  0.009868   0.07077        85       640: 100% 32/32 [00:36<00:00,  1.14s/it]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 2/2 [00:01<00:00,  1.81it/s]\n",
            "                 all          25          64       0.735       0.513       0.573       0.281\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "    82/149     11.6G   0.03923   0.02112  0.009679   0.07003        67       640: 100% 32/32 [00:34<00:00,  1.07s/it]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 2/2 [00:00<00:00,  2.43it/s]\n",
            "                 all          25          64       0.643       0.471        0.52       0.269\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "    83/149     11.6G    0.0387   0.02223  0.009566    0.0705       124       640: 100% 32/32 [00:37<00:00,  1.19s/it]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 2/2 [00:00<00:00,  2.00it/s]\n",
            "                 all          25          64       0.719       0.467       0.522       0.273\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "    84/149     11.6G   0.03866   0.02136   0.01014   0.07016        56       640: 100% 32/32 [00:37<00:00,  1.17s/it]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 2/2 [00:00<00:00,  2.05it/s]\n",
            "                 all          25          64       0.712       0.454       0.564       0.306\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "    85/149     11.6G   0.03812   0.02072  0.009869   0.06871        57       640: 100% 32/32 [00:40<00:00,  1.25s/it]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 2/2 [00:01<00:00,  1.85it/s]\n",
            "                 all          25          64       0.568       0.537       0.497       0.278\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "    86/149     11.6G    0.0379   0.02108  0.009421    0.0684        55       640: 100% 32/32 [00:37<00:00,  1.16s/it]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 2/2 [00:01<00:00,  1.66it/s]\n",
            "                 all          25          64       0.522       0.505       0.509       0.296\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "    87/149     11.6G    0.0397   0.02253    0.0105   0.07273        76       640: 100% 32/32 [00:35<00:00,  1.12s/it]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 2/2 [00:00<00:00,  2.31it/s]\n",
            "                 all          25          64         0.7       0.428       0.516       0.277\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "    88/149     11.6G   0.03788   0.02182  0.009363   0.06907        87       640: 100% 32/32 [00:32<00:00,  1.02s/it]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 2/2 [00:00<00:00,  2.26it/s]\n",
            "                 all          25          64       0.606       0.629       0.642       0.382\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "    89/149     11.6G   0.03726   0.02087   0.01003   0.06816        69       640: 100% 32/32 [00:34<00:00,  1.07s/it]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 2/2 [00:00<00:00,  2.31it/s]\n",
            "                 all          25          64       0.648       0.681       0.647       0.381\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "    90/149     11.6G   0.03758   0.02135   0.00976    0.0687        49       640: 100% 32/32 [00:32<00:00,  1.03s/it]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 2/2 [00:01<00:00,  1.56it/s]\n",
            "                 all          25          64        0.61       0.606       0.612       0.348\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "    91/149     11.6G   0.03582   0.02055  0.009307   0.06568        97       640: 100% 32/32 [00:34<00:00,  1.07s/it]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 2/2 [00:01<00:00,  1.44it/s]\n",
            "                 all          25          64       0.638       0.602       0.627       0.374\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "    92/149     11.6G   0.03852   0.02083   0.01001   0.06936        81       640: 100% 32/32 [00:32<00:00,  1.03s/it]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 2/2 [00:00<00:00,  2.09it/s]\n",
            "                 all          25          64       0.504       0.655       0.559       0.325\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "    93/149     11.6G   0.03613   0.02129  0.009181    0.0666        59       640: 100% 32/32 [00:34<00:00,  1.08s/it]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 2/2 [00:00<00:00,  2.06it/s]\n",
            "                 all          25          64       0.578       0.564       0.593        0.38\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "    94/149     11.6G   0.03687   0.02104  0.009455   0.06737        73       640: 100% 32/32 [00:32<00:00,  1.02s/it]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 2/2 [00:01<00:00,  1.93it/s]\n",
            "                 all          25          64       0.608       0.578       0.587       0.297\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "    95/149     11.6G   0.03618   0.02142  0.009719   0.06733        83       640: 100% 32/32 [00:33<00:00,  1.06s/it]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 2/2 [00:00<00:00,  2.09it/s]\n",
            "                 all          25          64       0.584       0.487       0.542       0.301\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "    96/149     11.6G    0.0357   0.02086  0.008763   0.06533        74       640: 100% 32/32 [00:30<00:00,  1.04it/s]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 2/2 [00:01<00:00,  1.67it/s]\n",
            "                 all          25          64       0.782       0.431       0.601       0.361\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "    97/149     11.6G   0.03627   0.02076  0.009902   0.06694        81       640: 100% 32/32 [00:32<00:00,  1.02s/it]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 2/2 [00:01<00:00,  1.80it/s]\n",
            "                 all          25          64       0.678       0.603       0.602       0.367\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "    98/149     11.6G   0.03563   0.02213   0.00892   0.06668        53       640: 100% 32/32 [00:33<00:00,  1.04s/it]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 2/2 [00:00<00:00,  2.08it/s]\n",
            "                 all          25          64       0.588       0.577       0.554       0.313\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "    99/149     11.6G   0.03661   0.02078  0.008987   0.06638        81       640: 100% 32/32 [00:32<00:00,  1.03s/it]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 2/2 [00:01<00:00,  1.60it/s]\n",
            "                 all          25          64       0.613       0.545       0.579       0.331\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "   100/149     11.6G   0.03497   0.02169  0.008833    0.0655       115       640: 100% 32/32 [00:38<00:00,  1.22s/it]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 2/2 [00:00<00:00,  2.43it/s]\n",
            "                 all          25          64       0.693         0.5       0.574       0.336\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "   101/149     11.6G   0.03471    0.0192   0.00891   0.06282        49       640: 100% 32/32 [00:32<00:00,  1.03s/it]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 2/2 [00:00<00:00,  2.32it/s]\n",
            "                 all          25          64        0.68       0.597       0.606       0.333\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "   102/149     11.6G    0.0338    0.0211  0.008875   0.06377        76       640: 100% 32/32 [00:32<00:00,  1.02s/it]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 2/2 [00:00<00:00,  2.14it/s]\n",
            "                 all          25          64       0.896       0.504       0.681       0.429\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "   103/149     11.6G   0.03472   0.02058  0.009558   0.06485        47       640: 100% 32/32 [00:37<00:00,  1.16s/it]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 2/2 [00:00<00:00,  2.20it/s]\n",
            "                 all          25          64        0.78       0.576       0.663       0.428\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "   104/149     11.6G   0.03473   0.01931  0.008733   0.06277        65       640: 100% 32/32 [00:32<00:00,  1.03s/it]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 2/2 [00:00<00:00,  2.37it/s]\n",
            "                 all          25          64       0.545       0.728       0.598       0.382\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "   105/149     11.6G   0.03409   0.02132  0.008282   0.06369        53       640: 100% 32/32 [00:35<00:00,  1.10s/it]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 2/2 [00:00<00:00,  2.24it/s]\n",
            "                 all          25          64       0.655       0.648        0.64       0.371\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "   106/149     11.6G   0.03296   0.02107  0.008002   0.06203       104       640: 100% 32/32 [00:30<00:00,  1.04it/s]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 2/2 [00:01<00:00,  1.55it/s]\n",
            "                 all          25          64       0.719       0.623       0.692       0.378\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "   107/149     11.6G   0.03331   0.02044   0.00914   0.06289        52       640: 100% 32/32 [00:33<00:00,  1.05s/it]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 2/2 [00:01<00:00,  1.88it/s]\n",
            "                 all          25          64       0.727       0.636       0.684       0.413\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "   108/149     11.6G   0.03275   0.01921  0.008433   0.06039        61       640: 100% 32/32 [00:32<00:00,  1.02s/it]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 2/2 [00:00<00:00,  2.23it/s]\n",
            "                 all          25          64       0.664       0.612       0.634       0.391\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "   109/149     11.6G   0.03337   0.02025   0.00892   0.06253        53       640: 100% 32/32 [00:36<00:00,  1.14s/it]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 2/2 [00:00<00:00,  2.10it/s]\n",
            "                 all          25          64       0.735       0.653       0.682       0.409\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "   110/149     11.6G   0.03309   0.01991  0.008214   0.06122        62       640: 100% 32/32 [00:33<00:00,  1.03s/it]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 2/2 [00:01<00:00,  1.72it/s]\n",
            "                 all          25          64        0.67       0.616       0.668       0.441\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "   111/149     11.6G   0.03368   0.02135  0.008974   0.06401       101       640: 100% 32/32 [00:34<00:00,  1.07s/it]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 2/2 [00:00<00:00,  2.42it/s]\n",
            "                 all          25          64       0.595       0.643       0.637       0.418\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "   112/149     11.6G   0.03367   0.02148  0.008431   0.06358        54       640: 100% 32/32 [00:33<00:00,  1.06s/it]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 2/2 [00:00<00:00,  2.04it/s]\n",
            "                 all          25          64       0.852       0.487       0.675        0.44\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "   113/149     11.6G   0.03376   0.02011   0.00811   0.06198        50       640: 100% 32/32 [00:36<00:00,  1.13s/it]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 2/2 [00:00<00:00,  2.28it/s]\n",
            "                 all          25          64       0.627       0.603        0.63       0.381\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "   114/149     11.6G   0.03222    0.0196   0.00858   0.06039        54       640: 100% 32/32 [00:31<00:00,  1.00it/s]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 2/2 [00:01<00:00,  1.93it/s]\n",
            "                 all          25          64        0.76       0.596       0.707       0.468\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "   115/149     11.6G   0.03266    0.0202  0.008502   0.06137        72       640: 100% 32/32 [00:36<00:00,  1.13s/it]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 2/2 [00:01<00:00,  1.61it/s]\n",
            "                 all          25          64       0.693       0.687       0.718       0.445\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "   116/149     11.6G    0.0329   0.02104  0.009062     0.063        99       640: 100% 32/32 [00:35<00:00,  1.12s/it]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 2/2 [00:00<00:00,  2.42it/s]\n",
            "                 all          25          64       0.623       0.746       0.695       0.427\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "   117/149     11.6G   0.03386   0.01952   0.00862     0.062        32       640: 100% 32/32 [00:29<00:00,  1.10it/s]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 2/2 [00:01<00:00,  1.63it/s]\n",
            "                 all          25          64       0.628       0.641       0.638       0.383\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "   118/149     11.6G    0.0334   0.01968  0.008352   0.06144        68       640: 100% 32/32 [00:31<00:00,  1.02it/s]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 2/2 [00:00<00:00,  2.38it/s]\n",
            "                 all          25          64       0.808       0.596       0.687       0.424\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "   119/149     11.6G   0.03271   0.02114  0.008499   0.06235        91       640: 100% 32/32 [00:34<00:00,  1.07s/it]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 2/2 [00:00<00:00,  2.55it/s]\n",
            "                 all          25          64        0.72        0.59        0.67       0.408\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "   120/149     11.6G    0.0335   0.01979  0.008533   0.06182        90       640: 100% 32/32 [00:32<00:00,  1.02s/it]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 2/2 [00:00<00:00,  2.21it/s]\n",
            "                 all          25          64       0.756       0.587       0.674         0.4\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "   121/149     11.6G   0.03579   0.01994  0.008873    0.0646        58       640: 100% 32/32 [00:32<00:00,  1.01s/it]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 2/2 [00:01<00:00,  1.64it/s]\n",
            "                 all          25          64       0.775       0.618       0.704       0.454\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "   122/149     11.6G   0.03189   0.01916  0.007917   0.05896        62       640: 100% 32/32 [00:33<00:00,  1.05s/it]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 2/2 [00:01<00:00,  1.56it/s]\n",
            "                 all          25          64       0.693       0.699       0.719       0.454\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "   123/149     11.6G   0.03113   0.01858  0.008539   0.05826        64       640: 100% 32/32 [00:30<00:00,  1.04it/s]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 2/2 [00:00<00:00,  2.53it/s]\n",
            "                 all          25          64       0.751       0.629       0.717       0.433\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "   124/149     11.6G   0.03167   0.01868  0.007744   0.05809        58       640: 100% 32/32 [00:30<00:00,  1.04it/s]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 2/2 [00:00<00:00,  2.22it/s]\n",
            "                 all          25          64       0.622       0.728       0.699       0.432\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "   125/149     11.6G   0.03155   0.01999  0.008805   0.06034        62       640: 100% 32/32 [00:36<00:00,  1.13s/it]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 2/2 [00:00<00:00,  2.18it/s]\n",
            "                 all          25          64       0.663        0.63       0.707       0.446\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "   126/149     11.6G   0.03168   0.01926  0.008421   0.05937        58       640: 100% 32/32 [00:30<00:00,  1.04it/s]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 2/2 [00:01<00:00,  1.66it/s]\n",
            "                 all          25          64       0.703       0.617        0.69       0.426\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "   127/149     11.6G    0.0302   0.01965  0.008799   0.05865        63       640: 100% 32/32 [00:32<00:00,  1.03s/it]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 2/2 [00:01<00:00,  1.97it/s]\n",
            "                 all          25          64       0.588       0.734       0.715       0.461\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "   128/149     11.6G   0.03093   0.01962  0.008468   0.05902        52       640: 100% 32/32 [00:32<00:00,  1.00s/it]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 2/2 [00:00<00:00,  2.53it/s]\n",
            "                 all          25          64       0.632        0.74       0.745       0.498\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "   129/149     11.6G    0.0292   0.01936  0.007866   0.05643        68       640: 100% 32/32 [00:33<00:00,  1.05s/it]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 2/2 [00:00<00:00,  2.05it/s]\n",
            "                 all          25          64         0.8       0.643       0.758       0.499\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "   130/149     11.6G   0.02916   0.01904  0.008116   0.05632       103       640: 100% 32/32 [00:36<00:00,  1.15s/it]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 2/2 [00:00<00:00,  2.16it/s]\n",
            "                 all          25          64       0.716       0.662       0.755       0.492\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "   131/149     11.6G   0.02999   0.01861  0.008094    0.0567        64       640: 100% 32/32 [00:30<00:00,  1.06it/s]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 2/2 [00:00<00:00,  2.22it/s]\n",
            "                 all          25          64       0.632       0.744       0.761       0.479\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "   132/149     11.6G   0.02838   0.01833  0.007729   0.05445        59       640: 100% 32/32 [00:28<00:00,  1.12it/s]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 2/2 [00:01<00:00,  1.72it/s]\n",
            "                 all          25          64       0.696       0.681       0.739       0.483\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "   133/149     11.6G   0.03061   0.02009  0.008447   0.05914        89       640: 100% 32/32 [00:30<00:00,  1.03it/s]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 2/2 [00:00<00:00,  2.49it/s]\n",
            "                 all          25          64       0.695       0.629       0.725       0.478\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "   134/149     11.6G   0.02874    0.0189   0.00802   0.05566        60       640: 100% 32/32 [00:32<00:00,  1.00s/it]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 2/2 [00:00<00:00,  2.03it/s]\n",
            "                 all          25          64       0.719       0.699       0.745       0.488\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "   135/149     11.6G    0.0297   0.01823   0.00841   0.05634        61       640: 100% 32/32 [00:30<00:00,  1.05it/s]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 2/2 [00:00<00:00,  2.51it/s]\n",
            "                 all          25          64       0.747       0.731       0.774       0.515\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "   136/149     11.6G   0.03003   0.01948  0.007922   0.05743        69       640: 100% 32/32 [00:33<00:00,  1.05s/it]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 2/2 [00:00<00:00,  2.22it/s]\n",
            "                 all          25          64       0.744       0.693       0.785       0.552\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "   137/149     11.6G   0.02992    0.0194  0.008385    0.0577        23       640: 100% 32/32 [00:32<00:00,  1.03s/it]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 2/2 [00:00<00:00,  2.40it/s]\n",
            "                 all          25          64       0.682       0.771       0.794        0.56\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "   138/149     11.6G   0.02891   0.01885  0.007721   0.05549        85       640: 100% 32/32 [00:34<00:00,  1.09s/it]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 2/2 [00:00<00:00,  2.04it/s]\n",
            "                 all          25          64       0.677       0.745       0.757       0.517\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "   139/149     11.6G   0.02921   0.01865  0.007848   0.05571        38       640: 100% 32/32 [00:31<00:00,  1.00it/s]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 2/2 [00:01<00:00,  1.63it/s]\n",
            "                 all          25          64       0.652       0.784        0.78       0.534\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "   140/149     11.6G   0.02953   0.01853  0.007473   0.05554        60       640: 100% 32/32 [00:29<00:00,  1.07it/s]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 2/2 [00:00<00:00,  2.20it/s]\n",
            "                 all          25          64       0.866       0.628       0.777        0.54\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "   141/149     11.6G   0.02793   0.01896  0.007317   0.05421       106       640: 100% 32/32 [00:33<00:00,  1.03s/it]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 2/2 [00:00<00:00,  2.52it/s]\n",
            "                 all          25          64       0.896       0.583       0.767        0.52\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "   142/149     11.6G     0.028   0.01835  0.007388   0.05374        70       640: 100% 32/32 [00:29<00:00,  1.10it/s]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 2/2 [00:00<00:00,  2.15it/s]\n",
            "                 all          25          64       0.829       0.698       0.769       0.515\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "   143/149     11.6G   0.02933   0.02015  0.007808   0.05728        99       640: 100% 32/32 [00:32<00:00,  1.02s/it]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 2/2 [00:00<00:00,  2.42it/s]\n",
            "                 all          25          64       0.785       0.732       0.784       0.511\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "   144/149     11.6G   0.02948   0.01758  0.007858   0.05492        63       640: 100% 32/32 [00:30<00:00,  1.06it/s]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 2/2 [00:00<00:00,  2.13it/s]\n",
            "                 all          25          64       0.774       0.699       0.792       0.537\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "   145/149     11.6G    0.0284    0.0197  0.007329   0.05543        64       640: 100% 32/32 [00:36<00:00,  1.13s/it]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 2/2 [00:01<00:00,  1.86it/s]\n",
            "                 all          25          64       0.763       0.764        0.79       0.536\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "   146/149     11.6G   0.02946   0.01791  0.007692   0.05506        87       640: 100% 32/32 [00:34<00:00,  1.08s/it]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 2/2 [00:00<00:00,  2.10it/s]\n",
            "                 all          25          64       0.748        0.77       0.812       0.558\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "   147/149     11.6G    0.0295   0.01838  0.007295   0.05517        79       640: 100% 32/32 [00:37<00:00,  1.17s/it]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 2/2 [00:00<00:00,  2.26it/s]\n",
            "                 all          25          64       0.708       0.738       0.787       0.543\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "   148/149     11.6G   0.02942   0.01964  0.008367   0.05742        64       640: 100% 32/32 [00:34<00:00,  1.09s/it]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 2/2 [00:01<00:00,  1.62it/s]\n",
            "                 all          25          64        0.75       0.751       0.798       0.534\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "   149/149     11.6G   0.02963    0.0179  0.007758   0.05528        25       640: 100% 32/32 [00:36<00:00,  1.15s/it]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 2/2 [00:01<00:00,  1.21it/s]\n",
            "                 all          25          64       0.742       0.726       0.788       0.558\n",
            "            diabetes          25          38       0.696       0.605       0.704       0.443\n",
            "               sehat          25          26       0.789       0.846       0.872       0.673\n",
            "150 epochs completed in 1.821 hours.\n",
            "\n",
            "Optimizer stripped from runs/train/x150/weights/last.pt, 142.1MB\n",
            "Optimizer stripped from runs/train/x150/weights/best.pt, 142.1MB\n",
            "2023-09-28 02:00:25.691790: I tensorflow/core/platform/cpu_feature_guard.cc:182] This TensorFlow binary is optimized to use available CPU instructions in performance-critical operations.\n",
            "To enable the following instructions: AVX2 AVX512F FMA, in other operations, rebuild TensorFlow with the appropriate compiler flags.\n",
            "2023-09-28 02:00:27.733662: W tensorflow/compiler/tf2tensorrt/utils/py_utils.cc:38] TF-TRT Warning: Could not find TensorRT\n",
            "YOLOR 🚀 3be450a torch 2.0.1+cu118 CUDA:0 (Tesla T4, 15101.8125MB)\n",
            "\n",
            "Namespace(weights='/content/weights/yolov7x.pt', cfg='./cfg/training/yolov7x.yaml', data='./datasets/data.yaml', hyp='data/hyp.scratch.p5.yaml', epochs=100, batch_size=8, img_size=[640, 640], rect=False, resume=False, nosave=False, notest=False, noautoanchor=False, evolve=False, bucket='', cache_images=False, image_weights=False, device='', multi_scale=False, single_cls=False, adam=True, sync_bn=False, local_rank=-1, workers=8, project='runs/train', entity=None, name='x100', exist_ok=False, quad=False, linear_lr=False, label_smoothing=0.0, upload_dataset=False, bbox_interval=-1, save_period=-1, artifact_alias='latest', freeze=[0], v5_metric=False, world_size=1, global_rank=-1, save_dir='runs/train/x100', total_batch_size=8)\n",
            "\u001b[34m\u001b[1mtensorboard: \u001b[0mStart with 'tensorboard --logdir runs/train', view at http://localhost:6006/\n",
            "\u001b[34m\u001b[1mhyperparameters: \u001b[0mlr0=0.01, lrf=0.1, momentum=0.937, weight_decay=0.0005, warmup_epochs=3.0, warmup_momentum=0.8, warmup_bias_lr=0.1, box=0.05, cls=0.3, cls_pw=1.0, obj=0.7, obj_pw=1.0, iou_t=0.2, anchor_t=4.0, fl_gamma=0.0, hsv_h=0.015, hsv_s=0.7, hsv_v=0.4, degrees=0.0, translate=0.2, scale=0.9, shear=0.0, perspective=0.0, flipud=0.0, fliplr=0.5, mosaic=1.0, mixup=0.15, copy_paste=0.0, paste_in=0.15, loss_ota=1\n",
            "\u001b[34m\u001b[1mwandb: \u001b[0mInstall Weights & Biases for YOLOR logging with 'pip install wandb' (recommended)\n",
            "\n",
            "                 from  n    params  module                                  arguments                     \n",
            "  0                -1  1      1160  models.common.Conv                      [3, 40, 3, 1]                 \n",
            "  1                -1  1     28960  models.common.Conv                      [40, 80, 3, 2]                \n",
            "  2                -1  1     57760  models.common.Conv                      [80, 80, 3, 1]                \n",
            "  3                -1  1    115520  models.common.Conv                      [80, 160, 3, 2]               \n",
            "  4                -1  1     10368  models.common.Conv                      [160, 64, 1, 1]               \n",
            "  5                -2  1     10368  models.common.Conv                      [160, 64, 1, 1]               \n",
            "  6                -1  1     36992  models.common.Conv                      [64, 64, 3, 1]                \n",
            "  7                -1  1     36992  models.common.Conv                      [64, 64, 3, 1]                \n",
            "  8                -1  1     36992  models.common.Conv                      [64, 64, 3, 1]                \n",
            "  9                -1  1     36992  models.common.Conv                      [64, 64, 3, 1]                \n",
            " 10                -1  1     36992  models.common.Conv                      [64, 64, 3, 1]                \n",
            " 11                -1  1     36992  models.common.Conv                      [64, 64, 3, 1]                \n",
            " 12[-1, -3, -5, -7, -8]  1         0  models.common.Concat                    [1]                           \n",
            " 13                -1  1    103040  models.common.Conv                      [320, 320, 1, 1]              \n",
            " 14                -1  1         0  models.common.MP                        []                            \n",
            " 15                -1  1     51520  models.common.Conv                      [320, 160, 1, 1]              \n",
            " 16                -3  1     51520  models.common.Conv                      [320, 160, 1, 1]              \n",
            " 17                -1  1    230720  models.common.Conv                      [160, 160, 3, 2]              \n",
            " 18          [-1, -3]  1         0  models.common.Concat                    [1]                           \n",
            " 19                -1  1     41216  models.common.Conv                      [320, 128, 1, 1]              \n",
            " 20                -2  1     41216  models.common.Conv                      [320, 128, 1, 1]              \n",
            " 21                -1  1    147712  models.common.Conv                      [128, 128, 3, 1]              \n",
            " 22                -1  1    147712  models.common.Conv                      [128, 128, 3, 1]              \n",
            " 23                -1  1    147712  models.common.Conv                      [128, 128, 3, 1]              \n",
            " 24                -1  1    147712  models.common.Conv                      [128, 128, 3, 1]              \n",
            " 25                -1  1    147712  models.common.Conv                      [128, 128, 3, 1]              \n",
            " 26                -1  1    147712  models.common.Conv                      [128, 128, 3, 1]              \n",
            " 27[-1, -3, -5, -7, -8]  1         0  models.common.Concat                    [1]                           \n",
            " 28                -1  1    410880  models.common.Conv                      [640, 640, 1, 1]              \n",
            " 29                -1  1         0  models.common.MP                        []                            \n",
            " 30                -1  1    205440  models.common.Conv                      [640, 320, 1, 1]              \n",
            " 31                -3  1    205440  models.common.Conv                      [640, 320, 1, 1]              \n",
            " 32                -1  1    922240  models.common.Conv                      [320, 320, 3, 2]              \n",
            " 33          [-1, -3]  1         0  models.common.Concat                    [1]                           \n",
            " 34                -1  1    164352  models.common.Conv                      [640, 256, 1, 1]              \n",
            " 35                -2  1    164352  models.common.Conv                      [640, 256, 1, 1]              \n",
            " 36                -1  1    590336  models.common.Conv                      [256, 256, 3, 1]              \n",
            " 37                -1  1    590336  models.common.Conv                      [256, 256, 3, 1]              \n",
            " 38                -1  1    590336  models.common.Conv                      [256, 256, 3, 1]              \n",
            " 39                -1  1    590336  models.common.Conv                      [256, 256, 3, 1]              \n",
            " 40                -1  1    590336  models.common.Conv                      [256, 256, 3, 1]              \n",
            " 41                -1  1    590336  models.common.Conv                      [256, 256, 3, 1]              \n",
            " 42[-1, -3, -5, -7, -8]  1         0  models.common.Concat                    [1]                           \n",
            " 43                -1  1   1640960  models.common.Conv                      [1280, 1280, 1, 1]            \n",
            " 44                -1  1         0  models.common.MP                        []                            \n",
            " 45                -1  1    820480  models.common.Conv                      [1280, 640, 1, 1]             \n",
            " 46                -3  1    820480  models.common.Conv                      [1280, 640, 1, 1]             \n",
            " 47                -1  1   3687680  models.common.Conv                      [640, 640, 3, 2]              \n",
            " 48          [-1, -3]  1         0  models.common.Concat                    [1]                           \n",
            " 49                -1  1    328192  models.common.Conv                      [1280, 256, 1, 1]             \n",
            " 50                -2  1    328192  models.common.Conv                      [1280, 256, 1, 1]             \n",
            " 51                -1  1    590336  models.common.Conv                      [256, 256, 3, 1]              \n",
            " 52                -1  1    590336  models.common.Conv                      [256, 256, 3, 1]              \n",
            " 53                -1  1    590336  models.common.Conv                      [256, 256, 3, 1]              \n",
            " 54                -1  1    590336  models.common.Conv                      [256, 256, 3, 1]              \n",
            " 55                -1  1    590336  models.common.Conv                      [256, 256, 3, 1]              \n",
            " 56                -1  1    590336  models.common.Conv                      [256, 256, 3, 1]              \n",
            " 57[-1, -3, -5, -7, -8]  1         0  models.common.Concat                    [1]                           \n",
            " 58                -1  1   1640960  models.common.Conv                      [1280, 1280, 1, 1]            \n",
            " 59                -1  1  11887360  models.common.SPPCSPC                   [1280, 640, 1]                \n",
            " 60                -1  1    205440  models.common.Conv                      [640, 320, 1, 1]              \n",
            " 61                -1  1         0  torch.nn.modules.upsampling.Upsample    [None, 2, 'nearest']          \n",
            " 62                43  1    410240  models.common.Conv                      [1280, 320, 1, 1]             \n",
            " 63          [-1, -2]  1         0  models.common.Concat                    [1]                           \n",
            " 64                -1  1    164352  models.common.Conv                      [640, 256, 1, 1]              \n",
            " 65                -2  1    164352  models.common.Conv                      [640, 256, 1, 1]              \n",
            " 66                -1  1    590336  models.common.Conv                      [256, 256, 3, 1]              \n",
            " 67                -1  1    590336  models.common.Conv                      [256, 256, 3, 1]              \n",
            " 68                -1  1    590336  models.common.Conv                      [256, 256, 3, 1]              \n",
            " 69                -1  1    590336  models.common.Conv                      [256, 256, 3, 1]              \n",
            " 70                -1  1    590336  models.common.Conv                      [256, 256, 3, 1]              \n",
            " 71                -1  1    590336  models.common.Conv                      [256, 256, 3, 1]              \n",
            " 72[-1, -3, -5, -7, -8]  1         0  models.common.Concat                    [1]                           \n",
            " 73                -1  1    410240  models.common.Conv                      [1280, 320, 1, 1]             \n",
            " 74                -1  1     51520  models.common.Conv                      [320, 160, 1, 1]              \n",
            " 75                -1  1         0  torch.nn.modules.upsampling.Upsample    [None, 2, 'nearest']          \n",
            " 76                28  1    102720  models.common.Conv                      [640, 160, 1, 1]              \n",
            " 77          [-1, -2]  1         0  models.common.Concat                    [1]                           \n",
            " 78                -1  1     41216  models.common.Conv                      [320, 128, 1, 1]              \n",
            " 79                -2  1     41216  models.common.Conv                      [320, 128, 1, 1]              \n",
            " 80                -1  1    147712  models.common.Conv                      [128, 128, 3, 1]              \n",
            " 81                -1  1    147712  models.common.Conv                      [128, 128, 3, 1]              \n",
            " 82                -1  1    147712  models.common.Conv                      [128, 128, 3, 1]              \n",
            " 83                -1  1    147712  models.common.Conv                      [128, 128, 3, 1]              \n",
            " 84                -1  1    147712  models.common.Conv                      [128, 128, 3, 1]              \n",
            " 85                -1  1    147712  models.common.Conv                      [128, 128, 3, 1]              \n",
            " 86[-1, -3, -5, -7, -8]  1         0  models.common.Concat                    [1]                           \n",
            " 87                -1  1    102720  models.common.Conv                      [640, 160, 1, 1]              \n",
            " 88                -1  1         0  models.common.MP                        []                            \n",
            " 89                -1  1     25920  models.common.Conv                      [160, 160, 1, 1]              \n",
            " 90                -3  1     25920  models.common.Conv                      [160, 160, 1, 1]              \n",
            " 91                -1  1    230720  models.common.Conv                      [160, 160, 3, 2]              \n",
            " 92      [-1, -3, 73]  1         0  models.common.Concat                    [1]                           \n",
            " 93                -1  1    164352  models.common.Conv                      [640, 256, 1, 1]              \n",
            " 94                -2  1    164352  models.common.Conv                      [640, 256, 1, 1]              \n",
            " 95                -1  1    590336  models.common.Conv                      [256, 256, 3, 1]              \n",
            " 96                -1  1    590336  models.common.Conv                      [256, 256, 3, 1]              \n",
            " 97                -1  1    590336  models.common.Conv                      [256, 256, 3, 1]              \n",
            " 98                -1  1    590336  models.common.Conv                      [256, 256, 3, 1]              \n",
            " 99                -1  1    590336  models.common.Conv                      [256, 256, 3, 1]              \n",
            "100                -1  1    590336  models.common.Conv                      [256, 256, 3, 1]              \n",
            "101[-1, -3, -5, -7, -8]  1         0  models.common.Concat                    [1]                           \n",
            "102                -1  1    410240  models.common.Conv                      [1280, 320, 1, 1]             \n",
            "103                -1  1         0  models.common.MP                        []                            \n",
            "104                -1  1    103040  models.common.Conv                      [320, 320, 1, 1]              \n",
            "105                -3  1    103040  models.common.Conv                      [320, 320, 1, 1]              \n",
            "106                -1  1    922240  models.common.Conv                      [320, 320, 3, 2]              \n",
            "107      [-1, -3, 59]  1         0  models.common.Concat                    [1]                           \n",
            "108                -1  1    656384  models.common.Conv                      [1280, 512, 1, 1]             \n",
            "109                -2  1    656384  models.common.Conv                      [1280, 512, 1, 1]             \n",
            "110                -1  1   2360320  models.common.Conv                      [512, 512, 3, 1]              \n",
            "111                -1  1   2360320  models.common.Conv                      [512, 512, 3, 1]              \n",
            "112                -1  1   2360320  models.common.Conv                      [512, 512, 3, 1]              \n",
            "113                -1  1   2360320  models.common.Conv                      [512, 512, 3, 1]              \n",
            "114                -1  1   2360320  models.common.Conv                      [512, 512, 3, 1]              \n",
            "115                -1  1   2360320  models.common.Conv                      [512, 512, 3, 1]              \n",
            "116[-1, -3, -5, -7, -8]  1         0  models.common.Concat                    [1]                           \n",
            "117                -1  1   1639680  models.common.Conv                      [2560, 640, 1, 1]             \n",
            "118                87  1    461440  models.common.Conv                      [160, 320, 3, 1]              \n",
            "119               102  1   1844480  models.common.Conv                      [320, 640, 3, 1]              \n",
            "120               117  1   7375360  models.common.Conv                      [640, 1280, 3, 1]             \n",
            "121   [118, 119, 120]  1     49406  models.yolo.IDetect                     [2, [[12, 16, 19, 36, 40, 28], [36, 75, 76, 55, 72, 146], [142, 110, 192, 243, 459, 401]], [320, 640, 1280]]\n",
            "Model Summary: 467 layers, 70821830 parameters, 70821830 gradients\n",
            "\n",
            "Transferred 630/644 items from /content/weights/yolov7x.pt\n",
            "Scaled weight_decay = 0.0005\n",
            "Optimizer groups: 108 .bias, 108 conv.weight, 111 other\n",
            "\u001b[34m\u001b[1mtrain: \u001b[0mScanning '../kuku/datasets/train/labels.cache' images and labels... 255 found, 0 missing, 0 empty, 0 corrupted: 100% 255/255 [00:00<?, ?it/s]\n",
            "\u001b[34m\u001b[1mval: \u001b[0mScanning '../kuku/datasets/valid/labels.cache' images and labels... 25 found, 0 missing, 0 empty, 0 corrupted: 100% 25/25 [00:00<?, ?it/s]\n",
            "\n",
            "\u001b[34m\u001b[1mautoanchor: \u001b[0mAnalyzing anchors... anchors/target = 5.51, Best Possible Recall (BPR) = 1.0000\n",
            "Image sizes 640 train, 640 test\n",
            "Using 2 dataloader workers\n",
            "Logging results to runs/train/x100\n",
            "Starting training for 100 epochs...\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "      0/99     3.18G   0.06976   0.02255   0.01515    0.1075       107       640: 100% 32/32 [01:00<00:00,  1.91s/it]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95:   0% 0/2 [00:00<?, ?it/s]/usr/local/lib/python3.10/dist-packages/torch/functional.py:504: UserWarning: torch.meshgrid: in an upcoming release, it will be required to pass the indexing argument. (Triggered internally at ../aten/src/ATen/native/TensorShape.cpp:3483.)\n",
            "  return _VF.meshgrid(tensors, **kwargs)  # type: ignore[attr-defined]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 2/2 [00:09<00:00,  4.73s/it]\n",
            "                 all          25          64      0.0647       0.183      0.0291     0.00552\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "      1/99     9.63G   0.07241   0.01953   0.01234    0.1043        90       640: 100% 32/32 [00:39<00:00,  1.24s/it]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 2/2 [00:02<00:00,  1.03s/it]\n",
            "                 all          25           0           0           0           0           0\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "      2/99     11.7G   0.07459   0.01835   0.01203     0.105        77       640: 100% 32/32 [00:30<00:00,  1.05it/s]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 2/2 [00:04<00:00,  2.11s/it]\n",
            "                 all          25           0           0           0           0           0\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "      3/99     11.7G   0.07532   0.01905   0.01314    0.1075        70       640: 100% 32/32 [00:33<00:00,  1.04s/it]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 2/2 [00:04<00:00,  2.14s/it]\n",
            "                 all          25           0           0           0           0           0\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "      4/99     11.7G   0.07018   0.01792   0.01174   0.09985        70       640: 100% 32/32 [00:31<00:00,  1.02it/s]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 2/2 [00:04<00:00,  2.08s/it]\n",
            "                 all          25          64     0.00014      0.0132    4.45e-06    1.33e-06\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "      5/99     11.7G   0.06722   0.01862   0.01287   0.09871        44       640: 100% 32/32 [00:31<00:00,  1.02it/s]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 2/2 [00:02<00:00,  1.25s/it]\n",
            "                 all          25           0           0           0           0           0\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "      6/99     11.7G   0.06225   0.02026   0.01298   0.09549        71       640: 100% 32/32 [00:30<00:00,  1.04it/s]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 2/2 [00:03<00:00,  1.72s/it]\n",
            "                 all          25           0           0           0           0           0\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "      7/99     11.7G   0.06415   0.01967   0.01196   0.09578        93       640: 100% 32/32 [00:30<00:00,  1.03it/s]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 2/2 [00:04<00:00,  2.00s/it]\n",
            "                 all          25          64     0.00564      0.0577    0.000717    9.75e-05\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "      8/99     11.7G   0.06081   0.01873   0.01296    0.0925        79       640: 100% 32/32 [00:31<00:00,  1.01it/s]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 2/2 [00:01<00:00,  1.61it/s]\n",
            "                 all          25          64        0.14       0.162         0.1      0.0467\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "      9/99     11.7G   0.05823   0.02088   0.01365   0.09277        45       640: 100% 32/32 [00:30<00:00,  1.04it/s]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 2/2 [00:00<00:00,  2.50it/s]\n",
            "                 all          25          64      0.0112      0.0982     0.00263    0.000704\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "     10/99     11.7G   0.05861   0.02023   0.01273   0.09157        47       640: 100% 32/32 [00:29<00:00,  1.08it/s]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 2/2 [00:01<00:00,  1.88it/s]\n",
            "                 all          25          64       0.111        0.15      0.0715      0.0255\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "     11/99     11.7G   0.05476   0.02248   0.01265   0.08989        57       640: 100% 32/32 [00:31<00:00,  1.03it/s]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 2/2 [00:01<00:00,  1.55it/s]\n",
            "                 all          25          64       0.111       0.206      0.0667      0.0199\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "     12/99     11.7G   0.05415   0.02065    0.0133    0.0881        72       640: 100% 32/32 [00:30<00:00,  1.06it/s]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 2/2 [00:01<00:00,  1.47it/s]\n",
            "                 all          25          64       0.111        0.24       0.101       0.033\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "     13/99     11.7G    0.0533   0.02282   0.01169   0.08781        96       640: 100% 32/32 [00:29<00:00,  1.08it/s]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 2/2 [00:01<00:00,  1.76it/s]\n",
            "                 all          25          64       0.232       0.272       0.151      0.0513\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "     14/99     11.7G   0.05346   0.02093   0.01362   0.08802        38       640: 100% 32/32 [00:28<00:00,  1.12it/s]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 2/2 [00:01<00:00,  1.95it/s]\n",
            "                 all          25          64       0.194       0.215       0.112      0.0506\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "     15/99     11.7G   0.05416   0.02142   0.01274   0.08832        57       640: 100% 32/32 [00:34<00:00,  1.06s/it]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 2/2 [00:00<00:00,  2.43it/s]\n",
            "                 all          25           0           0           0           0           0\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "     16/99     11.7G   0.05401   0.02108   0.01184   0.08693        66       640: 100% 32/32 [00:30<00:00,  1.06it/s]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 2/2 [00:01<00:00,  1.36it/s]\n",
            "                 all          25          64      0.0279       0.323      0.0188     0.00477\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "     17/99     11.7G   0.05052   0.02155   0.01214   0.08421        82       640: 100% 32/32 [00:29<00:00,  1.09it/s]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 2/2 [00:00<00:00,  2.52it/s]\n",
            "                 all          25           0           0           0           0           0\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "     18/99     11.7G   0.04913   0.02128   0.01105   0.08146        49       640: 100% 32/32 [00:29<00:00,  1.08it/s]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 2/2 [00:01<00:00,  1.24it/s]\n",
            "                 all          25          64    0.000505      0.0263    2.86e-05    1.29e-05\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "     19/99     11.7G   0.05112   0.02307   0.01202   0.08622        90       640: 100% 32/32 [00:30<00:00,  1.05it/s]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 2/2 [00:00<00:00,  2.43it/s]\n",
            "                 all          25           0           0           0           0           0\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "     20/99     11.7G   0.05231   0.02278   0.01171    0.0868        90       640: 100% 32/32 [00:26<00:00,  1.19it/s]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 2/2 [00:01<00:00,  1.22it/s]\n",
            "                 all          25          64       0.292       0.361       0.247      0.0903\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "     21/99     11.7G   0.05132   0.02207   0.01174   0.08514       110       640: 100% 32/32 [00:30<00:00,  1.04it/s]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 2/2 [00:01<00:00,  1.60it/s]\n",
            "                 all          25          64       0.226       0.201      0.0859      0.0344\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "     22/99     11.7G   0.05002   0.02273   0.01177   0.08452        55       640: 100% 32/32 [00:34<00:00,  1.07s/it]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 2/2 [00:01<00:00,  1.52it/s]\n",
            "                 all          25          64      0.0119      0.0132    0.000475    9.17e-05\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "     23/99     11.7G   0.04907   0.02187   0.01156    0.0825        73       640: 100% 32/32 [00:29<00:00,  1.09it/s]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 2/2 [00:03<00:00,  1.71s/it]\n",
            "                 all          25          64    0.000868      0.0132    5.59e-05    1.02e-05\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "     24/99     11.7G   0.05066    0.0222   0.01121   0.08407        45       640: 100% 32/32 [00:30<00:00,  1.05it/s]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 2/2 [00:01<00:00,  1.86it/s]\n",
            "                 all          25          64     0.00341      0.0263    0.000417    8.57e-05\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "     25/99     11.7G   0.05093   0.02197   0.01163   0.08453        68       640: 100% 32/32 [00:37<00:00,  1.18s/it]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 2/2 [00:01<00:00,  1.62it/s]\n",
            "                 all          25          64      0.0511       0.207      0.0234     0.00486\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "     26/99     11.7G   0.05018   0.02201   0.01144   0.08363        91       640: 100% 32/32 [00:32<00:00,  1.00s/it]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 2/2 [00:01<00:00,  1.91it/s]\n",
            "                 all          25          64       0.244        0.31       0.184      0.0563\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "     27/99     11.7G    0.0496   0.02258   0.01121   0.08339        94       640: 100% 32/32 [00:30<00:00,  1.05it/s]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 2/2 [00:01<00:00,  1.61it/s]\n",
            "                 all          25          64       0.485       0.324        0.34       0.105\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "     28/99     11.7G   0.04933   0.02129   0.01184   0.08246        68       640: 100% 32/32 [00:28<00:00,  1.13it/s]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 2/2 [00:01<00:00,  1.96it/s]\n",
            "                 all          25          64       0.495       0.367       0.355       0.163\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "     29/99     11.7G    0.0456   0.02048   0.01186   0.07795        69       640: 100% 32/32 [00:30<00:00,  1.04it/s]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 2/2 [00:00<00:00,  2.33it/s]\n",
            "                 all          25          64       0.281       0.399       0.269       0.154\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "     30/99     11.7G   0.04709   0.02049   0.01201    0.0796        50       640: 100% 32/32 [00:28<00:00,  1.14it/s]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 2/2 [00:01<00:00,  1.31it/s]\n",
            "                 all          25          64       0.389       0.492       0.401       0.192\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "     31/99     11.7G   0.04693   0.02216   0.01201   0.08109        43       640: 100% 32/32 [00:29<00:00,  1.10it/s]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 2/2 [00:00<00:00,  2.04it/s]\n",
            "                 all          25          64       0.421       0.188       0.135      0.0635\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "     32/99     11.7G   0.04734   0.02077     0.012   0.08012        43       640: 100% 32/32 [00:33<00:00,  1.05s/it]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 2/2 [00:00<00:00,  2.06it/s]\n",
            "                 all          25          64        0.37       0.369       0.257       0.114\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "     33/99     11.7G   0.04859   0.02356   0.01228   0.08442        94       640: 100% 32/32 [00:30<00:00,  1.04it/s]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 2/2 [00:01<00:00,  1.60it/s]\n",
            "                 all          25          64       0.231       0.452       0.276      0.0972\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "     34/99     11.7G   0.05051   0.02124   0.01207   0.08383        64       640: 100% 32/32 [00:28<00:00,  1.14it/s]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 2/2 [00:02<00:00,  1.07s/it]\n",
            "                 all          25          64       0.325       0.488       0.342       0.164\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "     35/99     11.7G   0.04934   0.02171   0.01166   0.08272        91       640: 100% 32/32 [00:36<00:00,  1.13s/it]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 2/2 [00:01<00:00,  1.87it/s]\n",
            "                 all          25          64       0.591       0.445       0.433       0.154\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "     36/99     11.7G   0.05163   0.02168     0.012   0.08531        57       640: 100% 32/32 [00:30<00:00,  1.04it/s]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 2/2 [00:00<00:00,  2.19it/s]\n",
            "                 all          25          64       0.317       0.324       0.214      0.0832\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "     37/99     11.7G   0.04964   0.01914   0.01098   0.07976        33       640: 100% 32/32 [00:28<00:00,  1.13it/s]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 2/2 [00:01<00:00,  1.71it/s]\n",
            "                 all          25          64       0.313       0.277        0.22      0.0691\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "     38/99     11.7G   0.04926   0.02214   0.01261   0.08401        92       640: 100% 32/32 [00:30<00:00,  1.04it/s]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 2/2 [00:01<00:00,  2.00it/s]\n",
            "                 all          25          64     0.00502      0.0263    0.000839    0.000135\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "     39/99     11.7G   0.05045   0.02165   0.01185   0.08396        71       640: 100% 32/32 [00:31<00:00,  1.03it/s]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 2/2 [00:01<00:00,  1.99it/s]\n",
            "                 all          25          64      0.0348      0.0901        0.01     0.00283\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "     40/99     11.7G   0.04561    0.0226   0.01144   0.07966        63       640: 100% 32/32 [00:29<00:00,  1.08it/s]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 2/2 [00:00<00:00,  2.17it/s]\n",
            "                 all          25          64       0.547      0.0263      0.0077     0.00218\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "     41/99     11.7G   0.04752   0.02194   0.01214   0.08159        65       640: 100% 32/32 [00:29<00:00,  1.10it/s]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 2/2 [00:00<00:00,  2.24it/s]\n",
            "                 all          25          64       0.338       0.189       0.163        0.07\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "     42/99     11.7G   0.04681   0.02118   0.01189   0.07987        77       640: 100% 32/32 [00:27<00:00,  1.17it/s]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 2/2 [00:01<00:00,  1.86it/s]\n",
            "                 all          25          64       0.424        0.26       0.241       0.105\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "     43/99     11.7G   0.04815   0.02122   0.01201   0.08138        81       640: 100% 32/32 [00:29<00:00,  1.07it/s]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 2/2 [00:00<00:00,  2.20it/s]\n",
            "                 all          25          64       0.245       0.124      0.0548      0.0158\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "     44/99     11.7G   0.04729   0.02286   0.01126   0.08142        61       640: 100% 32/32 [00:28<00:00,  1.13it/s]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 2/2 [00:00<00:00,  2.21it/s]\n",
            "                 all          25          64       0.199       0.268        0.12      0.0601\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "     45/99     11.7G   0.04662    0.0231   0.01115   0.08087        49       640: 100% 32/32 [00:29<00:00,  1.09it/s]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 2/2 [00:00<00:00,  2.18it/s]\n",
            "                 all          25          64       0.324       0.532       0.287        0.15\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "     46/99     11.7G   0.04565   0.02196    0.0124   0.08002        74       640: 100% 32/32 [00:28<00:00,  1.11it/s]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 2/2 [00:00<00:00,  2.25it/s]\n",
            "                 all          25          64       0.813       0.531       0.608       0.318\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "     47/99     11.7G   0.04908   0.02151   0.01262   0.08321        83       640: 100% 32/32 [00:29<00:00,  1.07it/s]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 2/2 [00:01<00:00,  1.82it/s]\n",
            "                 all          25          64       0.304       0.213       0.209       0.117\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "     48/99     11.7G   0.04774    0.0217   0.01225   0.08169        71       640: 100% 32/32 [00:29<00:00,  1.09it/s]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 2/2 [00:00<00:00,  2.30it/s]\n",
            "                 all          25          64       0.282        0.27       0.234       0.116\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "     49/99     11.7G    0.0465   0.02431   0.01211   0.08292       146       640: 100% 32/32 [00:30<00:00,  1.05it/s]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 2/2 [00:01<00:00,  1.73it/s]\n",
            "                 all          25          64       0.379       0.368       0.278       0.146\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "     50/99     11.7G   0.04491    0.0212   0.01154   0.07765        53       640: 100% 32/32 [00:35<00:00,  1.11s/it]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 2/2 [00:01<00:00,  1.77it/s]\n",
            "                 all          25          64       0.521       0.362       0.372       0.167\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "     51/99     11.7G    0.0461   0.02331   0.01277   0.08218        74       640: 100% 32/32 [00:28<00:00,  1.11it/s]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 2/2 [00:00<00:00,  2.02it/s]\n",
            "                 all          25          64       0.164       0.324       0.175      0.0892\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "     52/99     11.7G    0.0455   0.02096   0.01321   0.07967        48       640: 100% 32/32 [00:30<00:00,  1.05it/s]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 2/2 [00:00<00:00,  2.12it/s]\n",
            "                 all          25          64       0.366       0.188        0.17      0.0768\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "     53/99     11.7G   0.04777   0.02013   0.01265   0.08055        78       640: 100% 32/32 [00:27<00:00,  1.17it/s]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 2/2 [00:01<00:00,  1.55it/s]\n",
            "                 all          25          64       0.486       0.323       0.307       0.135\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "     54/99     11.7G   0.04617   0.02321   0.01175   0.08113        78       640: 100% 32/32 [00:31<00:00,  1.02it/s]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 2/2 [00:00<00:00,  2.32it/s]\n",
            "                 all          25          64       0.547       0.259       0.306       0.129\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "     55/99     11.7G   0.04622   0.02196   0.01142    0.0796        48       640: 100% 32/32 [00:31<00:00,  1.03it/s]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 2/2 [00:01<00:00,  1.89it/s]\n",
            "                 all          25          64        0.49       0.318       0.302       0.134\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "     56/99     11.7G   0.04547   0.02225   0.01165   0.07937        75       640: 100% 32/32 [00:29<00:00,  1.10it/s]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 2/2 [00:00<00:00,  2.27it/s]\n",
            "                 all          25          64       0.414       0.364        0.33       0.143\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "     57/99     11.7G   0.04606   0.02063   0.01205   0.07873        67       640: 100% 32/32 [00:28<00:00,  1.14it/s]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 2/2 [00:01<00:00,  1.90it/s]\n",
            "                 all          25          64       0.506       0.492       0.451        0.22\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "     58/99     11.7G   0.04521    0.0215   0.01117   0.07788        79       640: 100% 32/32 [00:29<00:00,  1.10it/s]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 2/2 [00:00<00:00,  2.02it/s]\n",
            "                 all          25          64       0.559       0.631        0.56         0.3\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "     59/99     11.7G   0.04506   0.02154   0.01137   0.07798        81       640: 100% 32/32 [00:27<00:00,  1.16it/s]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 2/2 [00:00<00:00,  2.15it/s]\n",
            "                 all          25          64       0.612       0.466       0.531       0.278\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "     60/99     11.7G   0.04301   0.02228   0.01095   0.07625        58       640: 100% 32/32 [00:28<00:00,  1.14it/s]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 2/2 [00:01<00:00,  1.65it/s]\n",
            "                 all          25          64        0.58       0.634       0.574       0.289\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "     61/99     11.7G   0.04342   0.02146   0.01178   0.07666        97       640: 100% 32/32 [00:33<00:00,  1.04s/it]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 2/2 [00:01<00:00,  1.60it/s]\n",
            "                 all          25          64       0.432       0.708       0.567       0.298\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "     62/99     11.7G   0.04512   0.02136   0.01049   0.07697        53       640: 100% 32/32 [00:27<00:00,  1.16it/s]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 2/2 [00:00<00:00,  2.24it/s]\n",
            "                 all          25          64       0.588       0.369       0.454       0.214\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "     63/99     11.7G   0.04469   0.02094   0.01092   0.07655        37       640: 100% 32/32 [00:29<00:00,  1.08it/s]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 2/2 [00:00<00:00,  2.09it/s]\n",
            "                 all          25          64       0.518       0.556       0.499       0.274\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "     64/99     11.7G   0.04379   0.02108   0.01124    0.0761        26       640: 100% 32/32 [00:28<00:00,  1.13it/s]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 2/2 [00:00<00:00,  2.65it/s]\n",
            "                 all          25          64       0.536        0.57       0.522       0.289\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "     65/99     11.7G   0.04231   0.02212   0.01108   0.07551        37       640: 100% 32/32 [00:35<00:00,  1.12s/it]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 2/2 [00:00<00:00,  2.13it/s]\n",
            "                 all          25          64       0.579       0.606       0.553        0.27\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "     66/99     11.7G   0.04493    0.0205   0.01085   0.07628        87       640: 100% 32/32 [00:28<00:00,  1.14it/s]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 2/2 [00:01<00:00,  1.80it/s]\n",
            "                 all          25          64       0.578       0.634        0.57       0.314\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "     67/99     11.7G   0.04274   0.01998   0.01095   0.07368        48       640: 100% 32/32 [00:26<00:00,  1.21it/s]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 2/2 [00:00<00:00,  2.06it/s]\n",
            "                 all          25          64       0.578       0.607       0.531       0.286\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "     68/99     11.7G   0.04277   0.02129   0.01107   0.07512        41       640: 100% 32/32 [00:27<00:00,  1.14it/s]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 2/2 [00:00<00:00,  2.22it/s]\n",
            "                 all          25          64       0.649       0.612       0.587       0.323\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "     69/99     11.7G   0.04271    0.0217   0.01066   0.07506       100       640: 100% 32/32 [00:28<00:00,  1.12it/s]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 2/2 [00:01<00:00,  1.56it/s]\n",
            "                 all          25          64       0.579       0.507       0.517       0.288\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "     70/99     11.7G   0.04216    0.0207   0.01024   0.07311        61       640: 100% 32/32 [00:27<00:00,  1.17it/s]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 2/2 [00:00<00:00,  2.10it/s]\n",
            "                 all          25          64       0.692       0.463       0.558       0.324\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "     71/99     11.7G   0.04206   0.02289   0.01099   0.07594        75       640: 100% 32/32 [00:27<00:00,  1.15it/s]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 2/2 [00:01<00:00,  1.63it/s]\n",
            "                 all          25          64       0.563       0.621       0.593       0.331\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "     72/99     11.7G   0.04099   0.02229   0.01121   0.07449        92       640: 100% 32/32 [00:30<00:00,  1.05it/s]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 2/2 [00:00<00:00,  2.18it/s]\n",
            "                 all          25          64       0.605        0.48       0.486        0.28\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "     73/99     11.7G   0.03948   0.02145   0.01087   0.07181        58       640: 100% 32/32 [00:26<00:00,  1.20it/s]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 2/2 [00:01<00:00,  1.70it/s]\n",
            "                 all          25          64       0.526       0.499       0.527       0.319\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "     74/99     11.7G   0.04029   0.02123  0.009996   0.07151        40       640: 100% 32/32 [00:30<00:00,  1.04it/s]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 2/2 [00:00<00:00,  2.15it/s]\n",
            "                 all          25          64       0.643       0.591       0.645       0.393\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "     75/99     11.7G   0.03943   0.02096   0.01023   0.07063        66       640: 100% 32/32 [00:28<00:00,  1.12it/s]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 2/2 [00:00<00:00,  2.17it/s]\n",
            "                 all          25          64       0.807       0.515        0.65       0.381\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "     76/99     11.7G   0.04056   0.02164    0.0106   0.07281        82       640: 100% 32/32 [00:34<00:00,  1.07s/it]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 2/2 [00:01<00:00,  1.67it/s]\n",
            "                 all          25          64       0.676       0.616       0.648       0.367\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "     77/99     11.7G   0.04267   0.02153   0.01009   0.07429        80       640: 100% 32/32 [00:26<00:00,  1.21it/s]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 2/2 [00:00<00:00,  2.27it/s]\n",
            "                 all          25          64       0.899       0.558       0.699       0.425\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "     78/99     11.7G   0.04071   0.02107  0.009924   0.07171        90       640: 100% 32/32 [00:29<00:00,  1.08it/s]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 2/2 [00:00<00:00,  2.51it/s]\n",
            "                 all          25          64       0.818       0.634       0.685       0.401\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "     79/99     11.7G   0.03986   0.02165  0.009929   0.07144        94       640: 100% 32/32 [00:32<00:00,  1.00s/it]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 2/2 [00:01<00:00,  1.48it/s]\n",
            "                 all          25          64        0.72       0.659       0.671       0.393\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "     80/99     11.7G   0.04013   0.02164  0.009875   0.07164        61       640: 100% 32/32 [00:28<00:00,  1.14it/s]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 2/2 [00:00<00:00,  2.12it/s]\n",
            "                 all          25          64       0.669         0.6       0.628       0.381\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "     81/99     11.7G   0.03828   0.02205   0.01047    0.0708        85       640: 100% 32/32 [00:28<00:00,  1.11it/s]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 2/2 [00:00<00:00,  2.27it/s]\n",
            "                 all          25          64       0.706       0.602       0.653       0.394\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "     82/99     11.7G   0.04005   0.02088  0.009593   0.07052        67       640: 100% 32/32 [00:29<00:00,  1.09it/s]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 2/2 [00:00<00:00,  2.53it/s]\n",
            "                 all          25          64       0.614       0.692       0.669       0.397\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "     83/99     11.7G   0.03794   0.02213   0.01049   0.07056       124       640: 100% 32/32 [00:32<00:00,  1.02s/it]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 2/2 [00:01<00:00,  1.70it/s]\n",
            "                 all          25          64       0.643       0.588       0.643       0.383\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "     84/99     11.7G    0.0379   0.02077   0.01013    0.0688        56       640: 100% 32/32 [00:30<00:00,  1.05it/s]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 2/2 [00:00<00:00,  2.15it/s]\n",
            "                 all          25          64       0.705       0.512        0.63       0.372\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "     85/99     11.7G   0.03873   0.02013   0.01035   0.06921        57       640: 100% 32/32 [00:31<00:00,  1.02it/s]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 2/2 [00:00<00:00,  2.14it/s]\n",
            "                 all          25          64       0.619       0.603       0.632        0.38\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "     86/99     11.7G   0.03727   0.02029   0.01001   0.06757        55       640: 100% 32/32 [00:35<00:00,  1.12s/it]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 2/2 [00:01<00:00,  1.90it/s]\n",
            "                 all          25          64       0.767       0.551       0.652         0.4\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "     87/99     11.7G   0.04042   0.02211    0.0111   0.07363        76       640: 100% 32/32 [00:33<00:00,  1.04s/it]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 2/2 [00:00<00:00,  2.26it/s]\n",
            "                 all          25          64        0.81        0.52       0.666       0.394\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "     88/99     11.7G   0.04006   0.02087   0.01027    0.0712        87       640: 100% 32/32 [00:31<00:00,  1.03it/s]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 2/2 [00:00<00:00,  2.33it/s]\n",
            "                 all          25          64       0.613        0.57       0.634       0.389\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "     89/99     11.7G   0.03922   0.02026  0.009848   0.06933        69       640: 100% 32/32 [00:28<00:00,  1.11it/s]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 2/2 [00:00<00:00,  2.44it/s]\n",
            "                 all          25          64       0.552       0.649       0.603       0.367\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "     90/99     11.7G   0.03982   0.02087   0.01079   0.07148        49       640: 100% 32/32 [00:30<00:00,  1.04it/s]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 2/2 [00:00<00:00,  2.14it/s]\n",
            "                 all          25          64       0.559       0.621       0.611       0.369\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "     91/99     11.7G   0.03755   0.02013  0.009398   0.06708        97       640: 100% 32/32 [00:30<00:00,  1.03it/s]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 2/2 [00:01<00:00,  1.57it/s]\n",
            "                 all          25          64       0.792       0.505       0.653       0.406\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "     92/99     11.7G   0.03984   0.02008   0.01018   0.07009        81       640: 100% 32/32 [00:28<00:00,  1.12it/s]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 2/2 [00:00<00:00,  2.22it/s]\n",
            "                 all          25          64        0.55        0.68       0.647       0.419\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "     93/99     11.7G   0.03777   0.02036   0.01041   0.06854        59       640: 100% 32/32 [00:33<00:00,  1.04s/it]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 2/2 [00:00<00:00,  2.15it/s]\n",
            "                 all          25          64       0.721       0.504       0.634       0.403\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "     94/99     11.7G   0.03804   0.01994   0.01006   0.06804        73       640: 100% 32/32 [00:31<00:00,  1.02it/s]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 2/2 [00:01<00:00,  1.54it/s]\n",
            "                 all          25          64         0.7       0.537        0.64       0.408\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "     95/99     11.7G   0.03793   0.01992  0.009981   0.06783        83       640: 100% 32/32 [00:28<00:00,  1.11it/s]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 2/2 [00:00<00:00,  2.16it/s]\n",
            "                 all          25          64       0.731       0.537       0.666       0.427\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "     96/99     11.7G   0.03715   0.02021  0.009603   0.06696        74       640: 100% 32/32 [00:28<00:00,  1.12it/s]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 2/2 [00:00<00:00,  2.14it/s]\n",
            "                 all          25          64        0.58       0.557       0.572       0.373\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "     97/99     11.7G   0.03816   0.02012   0.01038   0.06866        81       640: 100% 32/32 [00:39<00:00,  1.24s/it]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 2/2 [00:01<00:00,  1.50it/s]\n",
            "                 all          25          64       0.789       0.553       0.649       0.413\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "     98/99     11.7G   0.03656   0.02131  0.009882   0.06775        53       640: 100% 32/32 [00:30<00:00,  1.05it/s]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 2/2 [00:01<00:00,  1.80it/s]\n",
            "                 all          25          64       0.746       0.544       0.626        0.38\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "     99/99     11.7G   0.03766   0.02016  0.009523   0.06734        81       640: 100% 32/32 [00:28<00:00,  1.11it/s]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 2/2 [00:02<00:00,  1.09s/it]\n",
            "                 all          25          64       0.579       0.609       0.608       0.394\n",
            "            diabetes          25          38       0.444       0.526       0.487       0.264\n",
            "               sehat          25          26       0.714       0.692       0.729       0.524\n",
            "100 epochs completed in 1.097 hours.\n",
            "\n",
            "Optimizer stripped from runs/train/x100/weights/last.pt, 142.1MB\n",
            "Optimizer stripped from runs/train/x100/weights/best.pt, 142.1MB\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "%cd /content/drive/MyDrive/kuku\n",
        "!python train.py --cfg /cfg/training/yolov7-tiny.yaml --weights /content/weights/yolov7-tiny.pt --data /datasets/data.yaml --batch-size 32 --epochs 100 --name 't100' --adam"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "uxKMjFaawryd",
        "outputId": "55e5caaa-02a3-4ce3-84fd-23d180d4c144"
      },
      "execution_count": 11,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "/content/drive/MyDrive/kuku\n",
            "2023-09-28 03:11:11.146306: I tensorflow/core/platform/cpu_feature_guard.cc:182] This TensorFlow binary is optimized to use available CPU instructions in performance-critical operations.\n",
            "To enable the following instructions: AVX2 AVX512F FMA, in other operations, rebuild TensorFlow with the appropriate compiler flags.\n",
            "2023-09-28 03:11:12.632692: W tensorflow/compiler/tf2tensorrt/utils/py_utils.cc:38] TF-TRT Warning: Could not find TensorRT\n",
            "YOLOR 🚀 3be450a torch 2.0.1+cu118 CUDA:0 (Tesla T4, 15101.8125MB)\n",
            "\n",
            "Namespace(weights='/content/weights/yolov7-tiny.pt', cfg='./cfg/training/yolov7-tiny.yaml', data='./datasets/data.yaml', hyp='data/hyp.scratch.p5.yaml', epochs=100, batch_size=32, img_size=[640, 640], rect=False, resume=False, nosave=False, notest=False, noautoanchor=False, evolve=False, bucket='', cache_images=False, image_weights=False, device='', multi_scale=False, single_cls=False, adam=True, sync_bn=False, local_rank=-1, workers=8, project='runs/train', entity=None, name='t100', exist_ok=False, quad=False, linear_lr=False, label_smoothing=0.0, upload_dataset=False, bbox_interval=-1, save_period=-1, artifact_alias='latest', freeze=[0], v5_metric=False, world_size=1, global_rank=-1, save_dir='runs/train/t1002', total_batch_size=32)\n",
            "\u001b[34m\u001b[1mtensorboard: \u001b[0mStart with 'tensorboard --logdir runs/train', view at http://localhost:6006/\n",
            "\u001b[34m\u001b[1mhyperparameters: \u001b[0mlr0=0.01, lrf=0.1, momentum=0.937, weight_decay=0.0005, warmup_epochs=3.0, warmup_momentum=0.8, warmup_bias_lr=0.1, box=0.05, cls=0.3, cls_pw=1.0, obj=0.7, obj_pw=1.0, iou_t=0.2, anchor_t=4.0, fl_gamma=0.0, hsv_h=0.015, hsv_s=0.7, hsv_v=0.4, degrees=0.0, translate=0.2, scale=0.9, shear=0.0, perspective=0.0, flipud=0.0, fliplr=0.5, mosaic=1.0, mixup=0.15, copy_paste=0.0, paste_in=0.15, loss_ota=1\n",
            "\u001b[34m\u001b[1mwandb: \u001b[0mInstall Weights & Biases for YOLOR logging with 'pip install wandb' (recommended)\n",
            "\n",
            "                 from  n    params  module                                  arguments                     \n",
            "  0                -1  1       928  models.common.Conv                      [3, 32, 3, 2, None, 1, LeakyReLU(negative_slope=0.1)]\n",
            "  1                -1  1     18560  models.common.Conv                      [32, 64, 3, 2, None, 1, LeakyReLU(negative_slope=0.1)]\n",
            "  2                -1  1      2112  models.common.Conv                      [64, 32, 1, 1, None, 1, LeakyReLU(negative_slope=0.1)]\n",
            "  3                -2  1      2112  models.common.Conv                      [64, 32, 1, 1, None, 1, LeakyReLU(negative_slope=0.1)]\n",
            "  4                -1  1      9280  models.common.Conv                      [32, 32, 3, 1, None, 1, LeakyReLU(negative_slope=0.1)]\n",
            "  5                -1  1      9280  models.common.Conv                      [32, 32, 3, 1, None, 1, LeakyReLU(negative_slope=0.1)]\n",
            "  6  [-1, -2, -3, -4]  1         0  models.common.Concat                    [1]                           \n",
            "  7                -1  1      8320  models.common.Conv                      [128, 64, 1, 1, None, 1, LeakyReLU(negative_slope=0.1)]\n",
            "  8                -1  1         0  models.common.MP                        []                            \n",
            "  9                -1  1      4224  models.common.Conv                      [64, 64, 1, 1, None, 1, LeakyReLU(negative_slope=0.1)]\n",
            " 10                -2  1      4224  models.common.Conv                      [64, 64, 1, 1, None, 1, LeakyReLU(negative_slope=0.1)]\n",
            " 11                -1  1     36992  models.common.Conv                      [64, 64, 3, 1, None, 1, LeakyReLU(negative_slope=0.1)]\n",
            " 12                -1  1     36992  models.common.Conv                      [64, 64, 3, 1, None, 1, LeakyReLU(negative_slope=0.1)]\n",
            " 13  [-1, -2, -3, -4]  1         0  models.common.Concat                    [1]                           \n",
            " 14                -1  1     33024  models.common.Conv                      [256, 128, 1, 1, None, 1, LeakyReLU(negative_slope=0.1)]\n",
            " 15                -1  1         0  models.common.MP                        []                            \n",
            " 16                -1  1     16640  models.common.Conv                      [128, 128, 1, 1, None, 1, LeakyReLU(negative_slope=0.1)]\n",
            " 17                -2  1     16640  models.common.Conv                      [128, 128, 1, 1, None, 1, LeakyReLU(negative_slope=0.1)]\n",
            " 18                -1  1    147712  models.common.Conv                      [128, 128, 3, 1, None, 1, LeakyReLU(negative_slope=0.1)]\n",
            " 19                -1  1    147712  models.common.Conv                      [128, 128, 3, 1, None, 1, LeakyReLU(negative_slope=0.1)]\n",
            " 20  [-1, -2, -3, -4]  1         0  models.common.Concat                    [1]                           \n",
            " 21                -1  1    131584  models.common.Conv                      [512, 256, 1, 1, None, 1, LeakyReLU(negative_slope=0.1)]\n",
            " 22                -1  1         0  models.common.MP                        []                            \n",
            " 23                -1  1     66048  models.common.Conv                      [256, 256, 1, 1, None, 1, LeakyReLU(negative_slope=0.1)]\n",
            " 24                -2  1     66048  models.common.Conv                      [256, 256, 1, 1, None, 1, LeakyReLU(negative_slope=0.1)]\n",
            " 25                -1  1    590336  models.common.Conv                      [256, 256, 3, 1, None, 1, LeakyReLU(negative_slope=0.1)]\n",
            " 26                -1  1    590336  models.common.Conv                      [256, 256, 3, 1, None, 1, LeakyReLU(negative_slope=0.1)]\n",
            " 27  [-1, -2, -3, -4]  1         0  models.common.Concat                    [1]                           \n",
            " 28                -1  1    525312  models.common.Conv                      [1024, 512, 1, 1, None, 1, LeakyReLU(negative_slope=0.1)]\n",
            " 29                -1  1    131584  models.common.Conv                      [512, 256, 1, 1, None, 1, LeakyReLU(negative_slope=0.1)]\n",
            " 30                -2  1    131584  models.common.Conv                      [512, 256, 1, 1, None, 1, LeakyReLU(negative_slope=0.1)]\n",
            " 31                -1  1         0  models.common.SP                        [5]                           \n",
            " 32                -2  1         0  models.common.SP                        [9]                           \n",
            " 33                -3  1         0  models.common.SP                        [13]                          \n",
            " 34  [-1, -2, -3, -4]  1         0  models.common.Concat                    [1]                           \n",
            " 35                -1  1    262656  models.common.Conv                      [1024, 256, 1, 1, None, 1, LeakyReLU(negative_slope=0.1)]\n",
            " 36          [-1, -7]  1         0  models.common.Concat                    [1]                           \n",
            " 37                -1  1    131584  models.common.Conv                      [512, 256, 1, 1, None, 1, LeakyReLU(negative_slope=0.1)]\n",
            " 38                -1  1     33024  models.common.Conv                      [256, 128, 1, 1, None, 1, LeakyReLU(negative_slope=0.1)]\n",
            " 39                -1  1         0  torch.nn.modules.upsampling.Upsample    [None, 2, 'nearest']          \n",
            " 40                21  1     33024  models.common.Conv                      [256, 128, 1, 1, None, 1, LeakyReLU(negative_slope=0.1)]\n",
            " 41          [-1, -2]  1         0  models.common.Concat                    [1]                           \n",
            " 42                -1  1     16512  models.common.Conv                      [256, 64, 1, 1, None, 1, LeakyReLU(negative_slope=0.1)]\n",
            " 43                -2  1     16512  models.common.Conv                      [256, 64, 1, 1, None, 1, LeakyReLU(negative_slope=0.1)]\n",
            " 44                -1  1     36992  models.common.Conv                      [64, 64, 3, 1, None, 1, LeakyReLU(negative_slope=0.1)]\n",
            " 45                -1  1     36992  models.common.Conv                      [64, 64, 3, 1, None, 1, LeakyReLU(negative_slope=0.1)]\n",
            " 46  [-1, -2, -3, -4]  1         0  models.common.Concat                    [1]                           \n",
            " 47                -1  1     33024  models.common.Conv                      [256, 128, 1, 1, None, 1, LeakyReLU(negative_slope=0.1)]\n",
            " 48                -1  1      8320  models.common.Conv                      [128, 64, 1, 1, None, 1, LeakyReLU(negative_slope=0.1)]\n",
            " 49                -1  1         0  torch.nn.modules.upsampling.Upsample    [None, 2, 'nearest']          \n",
            " 50                14  1      8320  models.common.Conv                      [128, 64, 1, 1, None, 1, LeakyReLU(negative_slope=0.1)]\n",
            " 51          [-1, -2]  1         0  models.common.Concat                    [1]                           \n",
            " 52                -1  1      4160  models.common.Conv                      [128, 32, 1, 1, None, 1, LeakyReLU(negative_slope=0.1)]\n",
            " 53                -2  1      4160  models.common.Conv                      [128, 32, 1, 1, None, 1, LeakyReLU(negative_slope=0.1)]\n",
            " 54                -1  1      9280  models.common.Conv                      [32, 32, 3, 1, None, 1, LeakyReLU(negative_slope=0.1)]\n",
            " 55                -1  1      9280  models.common.Conv                      [32, 32, 3, 1, None, 1, LeakyReLU(negative_slope=0.1)]\n",
            " 56  [-1, -2, -3, -4]  1         0  models.common.Concat                    [1]                           \n",
            " 57                -1  1      8320  models.common.Conv                      [128, 64, 1, 1, None, 1, LeakyReLU(negative_slope=0.1)]\n",
            " 58                -1  1     73984  models.common.Conv                      [64, 128, 3, 2, None, 1, LeakyReLU(negative_slope=0.1)]\n",
            " 59          [-1, 47]  1         0  models.common.Concat                    [1]                           \n",
            " 60                -1  1     16512  models.common.Conv                      [256, 64, 1, 1, None, 1, LeakyReLU(negative_slope=0.1)]\n",
            " 61                -2  1     16512  models.common.Conv                      [256, 64, 1, 1, None, 1, LeakyReLU(negative_slope=0.1)]\n",
            " 62                -1  1     36992  models.common.Conv                      [64, 64, 3, 1, None, 1, LeakyReLU(negative_slope=0.1)]\n",
            " 63                -1  1     36992  models.common.Conv                      [64, 64, 3, 1, None, 1, LeakyReLU(negative_slope=0.1)]\n",
            " 64  [-1, -2, -3, -4]  1         0  models.common.Concat                    [1]                           \n",
            " 65                -1  1     33024  models.common.Conv                      [256, 128, 1, 1, None, 1, LeakyReLU(negative_slope=0.1)]\n",
            " 66                -1  1    295424  models.common.Conv                      [128, 256, 3, 2, None, 1, LeakyReLU(negative_slope=0.1)]\n",
            " 67          [-1, 37]  1         0  models.common.Concat                    [1]                           \n",
            " 68                -1  1     65792  models.common.Conv                      [512, 128, 1, 1, None, 1, LeakyReLU(negative_slope=0.1)]\n",
            " 69                -2  1     65792  models.common.Conv                      [512, 128, 1, 1, None, 1, LeakyReLU(negative_slope=0.1)]\n",
            " 70                -1  1    147712  models.common.Conv                      [128, 128, 3, 1, None, 1, LeakyReLU(negative_slope=0.1)]\n",
            " 71                -1  1    147712  models.common.Conv                      [128, 128, 3, 1, None, 1, LeakyReLU(negative_slope=0.1)]\n",
            " 72  [-1, -2, -3, -4]  1         0  models.common.Concat                    [1]                           \n",
            " 73                -1  1    131584  models.common.Conv                      [512, 256, 1, 1, None, 1, LeakyReLU(negative_slope=0.1)]\n",
            " 74                57  1     73984  models.common.Conv                      [64, 128, 3, 1, None, 1, LeakyReLU(negative_slope=0.1)]\n",
            " 75                65  1    295424  models.common.Conv                      [128, 256, 3, 1, None, 1, LeakyReLU(negative_slope=0.1)]\n",
            " 76                73  1   1180672  models.common.Conv                      [256, 512, 3, 1, None, 1, LeakyReLU(negative_slope=0.1)]\n",
            " 77      [74, 75, 76]  1     19838  models.yolo.IDetect                     [2, [[10, 13, 16, 30, 33, 23], [30, 61, 62, 45, 59, 119], [116, 90, 156, 198, 373, 326]], [128, 256, 512]]\n",
            "Model Summary: 263 layers, 6017694 parameters, 6017694 gradients\n",
            "\n",
            "Transferred 330/344 items from /content/weights/yolov7-tiny.pt\n",
            "Scaled weight_decay = 0.0005\n",
            "Optimizer groups: 58 .bias, 58 conv.weight, 61 other\n",
            "\u001b[34m\u001b[1mtrain: \u001b[0mScanning '../kuku/datasets/train/labels.cache' images and labels... 255 found, 0 missing, 0 empty, 0 corrupted: 100% 255/255 [00:00<?, ?it/s]\n",
            "\u001b[34m\u001b[1mval: \u001b[0mScanning '../kuku/datasets/valid/labels.cache' images and labels... 25 found, 0 missing, 0 empty, 0 corrupted: 100% 25/25 [00:00<?, ?it/s]\n",
            "\n",
            "\u001b[34m\u001b[1mautoanchor: \u001b[0mAnalyzing anchors... anchors/target = 5.34, Best Possible Recall (BPR) = 1.0000\n",
            "Image sizes 640 train, 640 test\n",
            "Using 2 dataloader workers\n",
            "Logging results to runs/train/t1002\n",
            "Starting training for 100 epochs...\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "      0/99     1.26G   0.08215   0.01913   0.01648    0.1178       289       640: 100% 8/8 [00:49<00:00,  6.18s/it]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95:   0% 0/1 [00:00<?, ?it/s]/usr/local/lib/python3.10/dist-packages/torch/functional.py:504: UserWarning: torch.meshgrid: in an upcoming release, it will be required to pass the indexing argument. (Triggered internally at ../aten/src/ATen/native/TensorShape.cpp:3483.)\n",
            "  return _VF.meshgrid(tensors, **kwargs)  # type: ignore[attr-defined]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 1/1 [00:02<00:00,  2.23s/it]\n",
            "                 all          25          64      0.0036      0.0263    0.000419    8.61e-05\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "      1/99     5.16G   0.06976   0.01841   0.01519    0.1034       274       640: 100% 8/8 [00:26<00:00,  3.25s/it]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 1/1 [00:00<00:00,  1.90it/s]\n",
            "                 all          25          64     0.00143      0.0658    0.000223    4.69e-05\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "      2/99     5.16G   0.06456    0.0206   0.01423   0.09939       320       640: 100% 8/8 [00:30<00:00,  3.79s/it]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 1/1 [00:00<00:00,  1.08it/s]\n",
            "                 all          25          64     0.00196      0.0132    0.000191    4.05e-05\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "      3/99     5.16G   0.05751   0.02065   0.01417   0.09233       270       640: 100% 8/8 [00:27<00:00,  3.38s/it]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 1/1 [00:00<00:00,  1.10it/s]\n",
            "                 all          25          64       0.119        0.21       0.101      0.0243\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "      4/99     5.16G   0.05017     0.019   0.01378   0.08295       234       640: 100% 8/8 [00:30<00:00,  3.85s/it]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 1/1 [00:01<00:00,  1.07s/it]\n",
            "                 all          25          64       0.211       0.382       0.124      0.0348\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "      5/99     5.16G   0.04689   0.01775   0.01294   0.07759       326       640: 100% 8/8 [00:29<00:00,  3.69s/it]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 1/1 [00:00<00:00,  1.37it/s]\n",
            "                 all          25          64      0.0851       0.641      0.0741      0.0211\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "      6/99     5.16G   0.04557   0.01734   0.01245   0.07536       339       640: 100% 8/8 [00:26<00:00,  3.31s/it]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 1/1 [00:00<00:00,  1.64it/s]\n",
            "                 all          25          64       0.105       0.587       0.089      0.0276\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "      7/99     5.16G   0.04244   0.01606   0.01137   0.06987       307       640: 100% 8/8 [00:26<00:00,  3.27s/it]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 1/1 [00:00<00:00,  3.62it/s]\n",
            "                 all          25          64        0.15       0.633        0.17      0.0459\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "      8/99     5.16G   0.04173   0.01536    0.0104   0.06749       320       640: 100% 8/8 [00:24<00:00,  3.11s/it]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 1/1 [00:00<00:00,  2.21it/s]\n",
            "                 all          25          64       0.207       0.574       0.185       0.072\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "      9/99     5.16G   0.03985   0.01593  0.009047   0.06482       302       640: 100% 8/8 [00:27<00:00,  3.47s/it]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 1/1 [00:00<00:00,  2.15it/s]\n",
            "                 all          25          64        0.52       0.515       0.342       0.102\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "     10/99     5.16G   0.03766   0.01611  0.008194   0.06196       307       640: 100% 8/8 [00:29<00:00,  3.64s/it]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 1/1 [00:00<00:00,  2.14it/s]\n",
            "                 all          25          64       0.591       0.549       0.454       0.152\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "     11/99     5.16G   0.03601    0.0138  0.007706   0.05752       239       640: 100% 8/8 [00:28<00:00,  3.57s/it]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 1/1 [00:00<00:00,  1.34it/s]\n",
            "                 all          25          64       0.395       0.717        0.37       0.134\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "     12/99     5.16G    0.0348   0.01458  0.007354   0.05673       331       640: 100% 8/8 [00:23<00:00,  3.00s/it]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 1/1 [00:00<00:00,  2.72it/s]\n",
            "                 all          25          64       0.582       0.705       0.633       0.189\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "     13/99     5.16G   0.03466   0.01475  0.006278   0.05569       291       640: 100% 8/8 [00:27<00:00,  3.46s/it]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 1/1 [00:00<00:00,  2.49it/s]\n",
            "                 all          25          64        0.55       0.697       0.752       0.262\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "     14/99     5.16G   0.03599    0.0144  0.006489   0.05689       321       640: 100% 8/8 [00:29<00:00,  3.64s/it]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 1/1 [00:00<00:00,  1.40it/s]\n",
            "                 all          25          64       0.508       0.634       0.546       0.234\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "     15/99     5.16G   0.03311   0.01456  0.006027    0.0537       227       640: 100% 8/8 [00:28<00:00,  3.51s/it]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 1/1 [00:00<00:00,  1.50it/s]\n",
            "                 all          25          64       0.893       0.674       0.832       0.462\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "     16/99     5.16G   0.03368   0.01446  0.006066    0.0542       299       640: 100% 8/8 [00:27<00:00,  3.46s/it]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 1/1 [00:00<00:00,  1.43it/s]\n",
            "                 all          25          64        0.82       0.691       0.797       0.455\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "     17/99     5.16G   0.03665   0.01458  0.006007   0.05724       304       640: 100% 8/8 [00:24<00:00,  3.10s/it]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 1/1 [00:00<00:00,  2.76it/s]\n",
            "                 all          25          64       0.792       0.725       0.775       0.367\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "     18/99     5.16G   0.03459   0.01466  0.005549   0.05481       353       640: 100% 8/8 [00:28<00:00,  3.59s/it]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 1/1 [00:00<00:00,  2.65it/s]\n",
            "                 all          25          64       0.822       0.822       0.878       0.532\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "     19/99     5.16G   0.03432   0.01458  0.005675   0.05457       338       640: 100% 8/8 [00:25<00:00,  3.21s/it]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 1/1 [00:00<00:00,  1.41it/s]\n",
            "                 all          25          64       0.807       0.771       0.839       0.421\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "     20/99     5.16G   0.03342   0.01389  0.005418   0.05273       261       640: 100% 8/8 [00:25<00:00,  3.22s/it]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 1/1 [00:00<00:00,  2.24it/s]\n",
            "                 all          25          64       0.871       0.869       0.916       0.551\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "     21/99     5.16G   0.03267   0.01419  0.006184   0.05305       234       640: 100% 8/8 [00:24<00:00,  3.12s/it]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 1/1 [00:00<00:00,  2.33it/s]\n",
            "                 all          25          64       0.815       0.838       0.883       0.462\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "     22/99     5.16G   0.03201   0.01357  0.006168   0.05175       282       640: 100% 8/8 [00:30<00:00,  3.82s/it]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 1/1 [00:00<00:00,  1.50it/s]\n",
            "                 all          25          64       0.731       0.763        0.84       0.405\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "     23/99     5.16G   0.03189    0.0141   0.00615   0.05215       253       640: 100% 8/8 [00:24<00:00,  3.08s/it]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 1/1 [00:00<00:00,  2.85it/s]\n",
            "                 all          25          64       0.648       0.691        0.73        0.39\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "     24/99     5.16G   0.03218    0.0148   0.00696   0.05394       300       640: 100% 8/8 [00:29<00:00,  3.67s/it]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 1/1 [00:00<00:00,  3.00it/s]\n",
            "                 all          25          64       0.727       0.589       0.678        0.32\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "     25/99     5.16G   0.03126   0.01518  0.006628   0.05307       324       640: 100% 8/8 [00:27<00:00,  3.43s/it]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 1/1 [00:00<00:00,  2.84it/s]\n",
            "                 all          25          64       0.822       0.821       0.857       0.519\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "     26/99     5.16G   0.03201   0.01549  0.005463   0.05297       291       640: 100% 8/8 [00:31<00:00,  3.97s/it]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 1/1 [00:00<00:00,  2.56it/s]\n",
            "                 all          25          64       0.713       0.723       0.763       0.411\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "     27/99     5.16G   0.03059    0.0144  0.005545   0.05053       314       640: 100% 8/8 [00:36<00:00,  4.54s/it]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 1/1 [00:00<00:00,  2.16it/s]\n",
            "                 all          25          64       0.722       0.789       0.775       0.435\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "     28/99     5.16G   0.03075    0.0145  0.005438   0.05069       267       640: 100% 8/8 [00:32<00:00,  4.03s/it]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 1/1 [00:00<00:00,  3.11it/s]\n",
            "                 all          25          64        0.75       0.757       0.814        0.53\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "     29/99     5.16G   0.03141   0.01398  0.004977   0.05037       347       640: 100% 8/8 [00:27<00:00,  3.43s/it]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 1/1 [00:00<00:00,  2.40it/s]\n",
            "                 all          25          64       0.719       0.694       0.699       0.405\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "     30/99     5.16G   0.03371   0.01421  0.005443   0.05337       220       640: 100% 8/8 [00:27<00:00,  3.44s/it]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 1/1 [00:00<00:00,  2.57it/s]\n",
            "                 all          25          64        0.78       0.811       0.873       0.433\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "     31/99     5.16G   0.03268   0.01441  0.005044   0.05214       276       640: 100% 8/8 [00:31<00:00,  3.88s/it]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 1/1 [00:00<00:00,  2.50it/s]\n",
            "                 all          25          64       0.754       0.771        0.81       0.429\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "     32/99     5.16G   0.03038   0.01406  0.004728   0.04917       255       640: 100% 8/8 [00:22<00:00,  2.85s/it]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 1/1 [00:00<00:00,  1.33it/s]\n",
            "                 all          25          64       0.818       0.849       0.885       0.542\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "     33/99     5.16G   0.03016   0.01525   0.00574   0.05115       231       640: 100% 8/8 [00:33<00:00,  4.18s/it]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 1/1 [00:00<00:00,  1.34it/s]\n",
            "                 all          25          64       0.834       0.785       0.854       0.553\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "     34/99     5.16G   0.03105   0.01395  0.005719   0.05072       319       640: 100% 8/8 [00:27<00:00,  3.48s/it]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 1/1 [00:00<00:00,  2.03it/s]\n",
            "                 all          25          64       0.708        0.71       0.711       0.392\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "     35/99     5.16G   0.03112   0.01509  0.005938   0.05215       343       640: 100% 8/8 [00:30<00:00,  3.86s/it]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 1/1 [00:00<00:00,  2.09it/s]\n",
            "                 all          25          64       0.718       0.686       0.684       0.405\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "     36/99     5.16G      0.03   0.01504  0.006341   0.05138       286       640: 100% 8/8 [00:27<00:00,  3.50s/it]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 1/1 [00:00<00:00,  1.93it/s]\n",
            "                 all          25          64        0.76       0.685       0.763       0.499\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "     37/99     5.16G   0.02984   0.01491  0.006224   0.05097       246       640: 100% 8/8 [00:26<00:00,  3.28s/it]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 1/1 [00:00<00:00,  2.82it/s]\n",
            "                 all          25          64       0.833       0.783       0.911       0.587\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "     38/99     5.16G   0.03063   0.01592  0.005279   0.05182       228       640: 100% 8/8 [00:23<00:00,  2.92s/it]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 1/1 [00:00<00:00,  1.30it/s]\n",
            "                 all          25          64       0.788       0.655       0.755        0.53\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "     39/99     5.16G   0.03093   0.01543  0.005149   0.05151       320       640: 100% 8/8 [00:26<00:00,  3.36s/it]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 1/1 [00:00<00:00,  1.12it/s]\n",
            "                 all          25          64       0.735       0.804       0.792       0.527\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "     40/99     5.16G    0.0307    0.0136  0.005442   0.04973       315       640: 100% 8/8 [00:27<00:00,  3.41s/it]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 1/1 [00:00<00:00,  1.29it/s]\n",
            "                 all          25          64       0.843       0.783       0.877       0.538\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "     41/99     5.16G    0.0308   0.01495   0.00485    0.0506       294       640: 100% 8/8 [00:24<00:00,  3.01s/it]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 1/1 [00:00<00:00,  2.31it/s]\n",
            "                 all          25          64       0.703       0.731       0.777       0.497\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "     42/99     5.16G   0.02985    0.0143  0.005247    0.0494       270       640: 100% 8/8 [00:28<00:00,  3.62s/it]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 1/1 [00:00<00:00,  2.47it/s]\n",
            "                 all          25          64       0.786       0.853       0.853       0.555\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "     43/99     5.16G   0.03101   0.01515  0.005157   0.05132       272       640: 100% 8/8 [00:28<00:00,  3.62s/it]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 1/1 [00:00<00:00,  2.13it/s]\n",
            "                 all          25          64       0.891       0.809       0.899       0.562\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "     44/99     5.16G    0.0309   0.01494  0.004975   0.05082       307       640: 100% 8/8 [00:25<00:00,  3.25s/it]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 1/1 [00:00<00:00,  2.13it/s]\n",
            "                 all          25          64       0.859        0.83       0.888        0.57\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "     45/99     5.16G   0.02958   0.01518  0.004717   0.04948       331       640: 100% 8/8 [00:33<00:00,  4.21s/it]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 1/1 [00:00<00:00,  1.20it/s]\n",
            "                 all          25          64       0.784       0.681       0.788       0.509\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "     46/99     5.16G   0.02889   0.01364  0.004333   0.04686       260       640: 100% 8/8 [00:24<00:00,  3.06s/it]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 1/1 [00:00<00:00,  2.80it/s]\n",
            "                 all          25          64       0.762       0.818        0.87       0.592\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "     47/99     5.16G   0.02876   0.01448   0.00439   0.04763       245       640: 100% 8/8 [00:28<00:00,  3.56s/it]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 1/1 [00:00<00:00,  2.38it/s]\n",
            "                 all          25          64       0.735       0.797       0.874       0.607\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "     48/99     5.16G   0.03002   0.01558  0.004545   0.05015       342       640: 100% 8/8 [00:28<00:00,  3.54s/it]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 1/1 [00:00<00:00,  2.58it/s]\n",
            "                 all          25          64       0.881       0.716       0.882       0.512\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "     49/99     5.16G   0.02887   0.01462  0.005211    0.0487       321       640: 100% 8/8 [00:27<00:00,  3.40s/it]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 1/1 [00:00<00:00,  2.13it/s]\n",
            "                 all          25          64       0.872       0.868       0.899       0.655\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "     50/99     5.16G   0.02697   0.01446  0.004441   0.04587       325       640: 100% 8/8 [00:23<00:00,  3.00s/it]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 1/1 [00:00<00:00,  2.10it/s]\n",
            "                 all          25          64       0.829       0.882       0.905       0.632\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "     51/99     5.16G   0.02702   0.01294  0.004442    0.0444       303       640: 100% 8/8 [00:31<00:00,  3.97s/it]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 1/1 [00:00<00:00,  2.95it/s]\n",
            "                 all          25          64       0.868       0.849       0.895       0.604\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "     52/99     5.16G   0.02809   0.01505  0.004602   0.04774       298       640: 100% 8/8 [00:27<00:00,  3.47s/it]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 1/1 [00:00<00:00,  2.05it/s]\n",
            "                 all          25          64       0.896       0.836       0.933       0.656\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "     53/99     5.16G   0.02662   0.01359  0.004316   0.04452       229       640: 100% 8/8 [00:32<00:00,  4.03s/it]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 1/1 [00:00<00:00,  1.25it/s]\n",
            "                 all          25          64       0.921       0.784       0.889       0.666\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "     54/99     5.16G   0.02573   0.01503  0.004411   0.04517       286       640: 100% 8/8 [00:24<00:00,  3.12s/it]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 1/1 [00:00<00:00,  1.30it/s]\n",
            "                 all          25          64       0.725       0.836       0.822       0.489\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "     55/99     5.16G   0.02551   0.01472  0.003809   0.04403       302       640: 100% 8/8 [00:24<00:00,  3.00s/it]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 1/1 [00:00<00:00,  1.91it/s]\n",
            "                 all          25          64       0.865       0.822       0.872       0.632\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "     56/99     5.16G    0.0253   0.01474  0.004274   0.04432       257       640: 100% 8/8 [00:28<00:00,  3.56s/it]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 1/1 [00:00<00:00,  2.09it/s]\n",
            "                 all          25          64       0.876       0.855       0.912       0.666\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "     57/99     5.16G   0.02494   0.01448  0.004063   0.04348       381       640: 100% 8/8 [00:29<00:00,  3.69s/it]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 1/1 [00:00<00:00,  1.90it/s]\n",
            "                 all          25          64       0.907       0.777       0.898       0.645\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "     58/99     5.16G   0.02343   0.01402   0.00424   0.04169       336       640: 100% 8/8 [00:32<00:00,  4.04s/it]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 1/1 [00:00<00:00,  1.48it/s]\n",
            "                 all          25          64       0.912       0.783       0.891       0.647\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "     59/99     5.16G   0.02492   0.01507  0.004265   0.04426       297       640: 100% 8/8 [00:31<00:00,  3.91s/it]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 1/1 [00:00<00:00,  2.28it/s]\n",
            "                 all          25          64       0.908       0.783       0.929       0.639\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "     60/99     5.16G   0.02562   0.01426  0.003926   0.04381       211       640: 100% 8/8 [00:25<00:00,  3.19s/it]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 1/1 [00:00<00:00,  1.35it/s]\n",
            "                 all          25          64       0.941       0.862       0.956       0.682\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "     61/99     5.16G   0.02389   0.01409   0.00373   0.04171       315       640: 100% 8/8 [00:23<00:00,  2.90s/it]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 1/1 [00:00<00:00,  1.73it/s]\n",
            "                 all          25          64       0.955       0.876       0.945       0.649\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "     62/99     5.16G   0.02645   0.01482  0.003405   0.04467       329       640: 100% 8/8 [00:25<00:00,  3.23s/it]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 1/1 [00:00<00:00,  2.14it/s]\n",
            "                 all          25          64       0.961       0.785       0.932       0.678\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "     63/99     5.16G    0.0236   0.01333  0.003026   0.03995       340       640: 100% 8/8 [00:34<00:00,  4.32s/it]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 1/1 [00:00<00:00,  1.32it/s]\n",
            "                 all          25          64       0.908       0.875       0.936        0.68\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "     64/99     5.16G   0.02521   0.01358  0.003503    0.0423       295       640: 100% 8/8 [00:24<00:00,  3.05s/it]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 1/1 [00:00<00:00,  1.93it/s]\n",
            "                 all          25          64       0.922       0.915        0.97       0.711\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "     65/99     5.16G   0.02429   0.01272  0.003381    0.0404       285       640: 100% 8/8 [00:26<00:00,  3.29s/it]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 1/1 [00:00<00:00,  2.04it/s]\n",
            "                 all          25          64       0.883       0.921       0.948       0.711\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "     66/99     5.16G   0.02396    0.0141  0.003103   0.04117       312       640: 100% 8/8 [00:34<00:00,  4.36s/it]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 1/1 [00:00<00:00,  1.70it/s]\n",
            "                 all          25          64       0.943       0.862       0.917       0.695\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "     67/99     5.16G   0.02506   0.01481  0.003703   0.04358       347       640: 100% 8/8 [00:23<00:00,  2.91s/it]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 1/1 [00:00<00:00,  2.22it/s]\n",
            "                 all          25          64       0.912       0.862       0.913       0.656\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "     68/99     5.16G   0.02581   0.01414  0.003382   0.04333       344       640: 100% 8/8 [00:26<00:00,  3.29s/it]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 1/1 [00:00<00:00,  2.77it/s]\n",
            "                 all          25          64       0.857       0.876       0.945       0.694\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "     69/99     5.16G   0.02355   0.01367   0.00307   0.04029       261       640: 100% 8/8 [00:29<00:00,  3.67s/it]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 1/1 [00:00<00:00,  2.24it/s]\n",
            "                 all          25          64       0.849       0.915       0.944       0.691\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "     70/99     5.16G   0.02459   0.01287  0.002929   0.04039       296       640: 100% 8/8 [00:27<00:00,  3.41s/it]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 1/1 [00:00<00:00,  2.49it/s]\n",
            "                 all          25          64       0.926       0.823       0.928       0.688\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "     71/99     5.16G   0.02353   0.01313  0.003497   0.04015       256       640: 100% 8/8 [00:32<00:00,  4.09s/it]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 1/1 [00:00<00:00,  2.53it/s]\n",
            "                 all          25          64       0.949       0.873       0.936        0.71\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "     72/99     5.16G   0.02478     0.013  0.003341   0.04112       267       640: 100% 8/8 [00:20<00:00,  2.58s/it]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 1/1 [00:00<00:00,  2.25it/s]\n",
            "                 all          25          64       0.865       0.947       0.954       0.728\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "     73/99     5.16G   0.02504    0.0134  0.002875   0.04132       313       640: 100% 8/8 [00:27<00:00,  3.47s/it]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 1/1 [00:00<00:00,  2.52it/s]\n",
            "                 all          25          64       0.883       0.855       0.955       0.706\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "     74/99     5.16G   0.02468   0.01408  0.003187   0.04194       271       640: 100% 8/8 [00:30<00:00,  3.76s/it]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 1/1 [00:00<00:00,  1.42it/s]\n",
            "                 all          25          64        0.88       0.941       0.958       0.706\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "     75/99     5.16G   0.02398   0.01427  0.003458    0.0417       326       640: 100% 8/8 [00:31<00:00,  3.89s/it]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 1/1 [00:00<00:00,  1.97it/s]\n",
            "                 all          25          64        0.93       0.856       0.945       0.711\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "     76/99     5.16G   0.02241   0.01412  0.003586   0.04012       301       640: 100% 8/8 [00:30<00:00,  3.76s/it]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 1/1 [00:00<00:00,  2.34it/s]\n",
            "                 all          25          64        0.92       0.869       0.928       0.683\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "     77/99     5.16G   0.02333   0.01322  0.003273   0.03982       220       640: 100% 8/8 [00:22<00:00,  2.77s/it]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 1/1 [00:00<00:00,  1.87it/s]\n",
            "                 all          25          64       0.946       0.831       0.947         0.7\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "     78/99     5.16G   0.02336   0.01272  0.002951   0.03903       262       640: 100% 8/8 [00:30<00:00,  3.81s/it]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 1/1 [00:00<00:00,  2.26it/s]\n",
            "                 all          25          64       0.947       0.878       0.955       0.708\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "     79/99     5.16G   0.02345   0.01331  0.003065   0.03982       310       640: 100% 8/8 [00:22<00:00,  2.84s/it]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 1/1 [00:00<00:00,  1.29it/s]\n",
            "                 all          25          64       0.948       0.915       0.977       0.727\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "     80/99     5.16G   0.02263   0.01398  0.002741   0.03934       327       640: 100% 8/8 [00:26<00:00,  3.29s/it]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 1/1 [00:00<00:00,  1.54it/s]\n",
            "                 all          25          64       0.854       0.947       0.975       0.705\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "     81/99     5.16G   0.02281   0.01367  0.002781   0.03926       262       640: 100% 8/8 [00:29<00:00,  3.72s/it]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 1/1 [00:00<00:00,  1.86it/s]\n",
            "                 all          25          64       0.965       0.862       0.956       0.719\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "     82/99     5.16G   0.02238   0.01219  0.002529    0.0371       311       640: 100% 8/8 [00:28<00:00,  3.57s/it]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 1/1 [00:00<00:00,  1.00it/s]\n",
            "                 all          25          64       0.968       0.902       0.955       0.727\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "     83/99     5.16G   0.02116   0.01202  0.002342   0.03552       303       640: 100% 8/8 [00:23<00:00,  2.97s/it]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 1/1 [00:00<00:00,  1.54it/s]\n",
            "                 all          25          64       0.963       0.928       0.971       0.764\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "     84/99     5.16G   0.02081   0.01222  0.002299   0.03532       250       640: 100% 8/8 [00:24<00:00,  3.09s/it]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 1/1 [00:00<00:00,  2.19it/s]\n",
            "                 all          25          64       0.959       0.946       0.977       0.782\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "     85/99     5.16G   0.02106   0.01239  0.003134   0.03658       298       640: 100% 8/8 [00:28<00:00,  3.61s/it]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 1/1 [00:00<00:00,  1.28it/s]\n",
            "                 all          25          64       0.962       0.921       0.976       0.761\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "     86/99     5.16G   0.02223   0.01301  0.003239   0.03848       311       640: 100% 8/8 [00:29<00:00,  3.69s/it]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 1/1 [00:00<00:00,  1.16it/s]\n",
            "                 all          25          64       0.956       0.915       0.972       0.741\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "     87/99     5.16G   0.02053   0.01219  0.003009   0.03573       266       640: 100% 8/8 [00:29<00:00,  3.72s/it]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 1/1 [00:00<00:00,  1.39it/s]\n",
            "                 all          25          64       0.937       0.875       0.965       0.727\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "     88/99     5.16G   0.02051   0.01244  0.002904   0.03586       325       640: 100% 8/8 [00:27<00:00,  3.38s/it]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 1/1 [00:00<00:00,  1.41it/s]\n",
            "                 all          25          64       0.926       0.849        0.97       0.751\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "     89/99     5.16G   0.02074   0.01221  0.002894   0.03584       325       640: 100% 8/8 [00:23<00:00,  2.93s/it]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 1/1 [00:00<00:00,  2.32it/s]\n",
            "                 all          25          64       0.925       0.915       0.974       0.753\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "     90/99     5.16G   0.02052   0.01249  0.002676   0.03569       261       640: 100% 8/8 [00:26<00:00,  3.35s/it]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 1/1 [00:00<00:00,  3.31it/s]\n",
            "                 all          25          64       0.932       0.909        0.95       0.752\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "     91/99     5.16G   0.02101    0.0117   0.00271   0.03542       271       640: 100% 8/8 [00:31<00:00,  3.91s/it]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 1/1 [00:00<00:00,  2.26it/s]\n",
            "                 all          25          64       0.941       0.928       0.974       0.775\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "     92/99     5.16G   0.02101   0.01299   0.00311    0.0371       267       640: 100% 8/8 [00:25<00:00,  3.25s/it]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 1/1 [00:00<00:00,  2.75it/s]\n",
            "                 all          25          64       0.909       0.915        0.97       0.754\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "     93/99     5.16G   0.02114   0.01154  0.002399   0.03508       261       640: 100% 8/8 [00:26<00:00,  3.35s/it]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 1/1 [00:00<00:00,  2.67it/s]\n",
            "                 all          25          64       0.938       0.954       0.973       0.782\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "     94/99     5.16G   0.02139    0.0132  0.002329   0.03692       363       640: 100% 8/8 [00:26<00:00,  3.37s/it]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 1/1 [00:00<00:00,  3.15it/s]\n",
            "                 all          25          64       0.962       0.928       0.971       0.785\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "     95/99     5.16G   0.02101   0.01296  0.002648   0.03662       201       640: 100% 8/8 [00:30<00:00,  3.84s/it]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 1/1 [00:00<00:00,  2.32it/s]\n",
            "                 all          25          64       0.915       0.875       0.952       0.765\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "     96/99     5.16G   0.02043   0.01238  0.002146   0.03495       310       640: 100% 8/8 [00:25<00:00,  3.19s/it]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 1/1 [00:00<00:00,  2.91it/s]\n",
            "                 all          25          64       0.891       0.928       0.961       0.774\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "     97/99     5.16G    0.0196   0.01206  0.002227   0.03389       256       640: 100% 8/8 [00:25<00:00,  3.19s/it]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 1/1 [00:00<00:00,  1.98it/s]\n",
            "                 all          25          64       0.939       0.913       0.966       0.782\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "     98/99     5.16G   0.01995   0.01213  0.002467   0.03455       316       640: 100% 8/8 [00:25<00:00,  3.22s/it]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 1/1 [00:00<00:00,  2.02it/s]\n",
            "                 all          25          64       0.877       0.954       0.963       0.786\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "     99/99     5.16G   0.02019   0.01201   0.00252   0.03472       305       640: 100% 8/8 [00:35<00:00,  4.38s/it]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 1/1 [00:00<00:00,  1.23it/s]\n",
            "                 all          25          64       0.942       0.889       0.954       0.758\n",
            "            diabetes          25          38       0.912       0.816       0.939       0.728\n",
            "               sehat          25          26       0.973       0.962        0.97       0.789\n",
            "100 epochs completed in 0.853 hours.\n",
            "\n",
            "Optimizer stripped from runs/train/t1002/weights/last.pt, 12.3MB\n",
            "Optimizer stripped from runs/train/t1002/weights/best.pt, 12.3MB\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "%cd /content/drive/MyDrive/kuku\n",
        "!python train.py --cfg /cfg/training/yolov7-tiny.yaml --weights /content/weights/yolov7-tiny.pt --data /datasets/data.yaml --batch-size 32 --epochs 200 --name 't200' --adam\n",
        "!python train.py --cfg /cfg/training/yolov7-tiny.yaml --weights /content/weights/yolov7-tiny.pt --data /datasets/data.yaml --batch-size 32 --epochs 150 --name 't150' --adam"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "o9u6uUQX_GqN",
        "outputId": "9cf80187-b1cc-4d3e-db62-ab273e10945c"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "/content/drive/MyDrive/kuku\n",
            "2023-09-28 04:15:24.310018: I tensorflow/core/platform/cpu_feature_guard.cc:182] This TensorFlow binary is optimized to use available CPU instructions in performance-critical operations.\n",
            "To enable the following instructions: AVX2 AVX512F FMA, in other operations, rebuild TensorFlow with the appropriate compiler flags.\n",
            "2023-09-28 04:15:25.255630: W tensorflow/compiler/tf2tensorrt/utils/py_utils.cc:38] TF-TRT Warning: Could not find TensorRT\n",
            "YOLOR 🚀 3be450a torch 2.0.1+cu118 CUDA:0 (Tesla T4, 15101.8125MB)\n",
            "\n",
            "Namespace(weights='/content/weights/yolov7-tiny.pt', cfg='./cfg/training/yolov7-tiny.yaml', data='./datasets/data.yaml', hyp='data/hyp.scratch.p5.yaml', epochs=200, batch_size=32, img_size=[640, 640], rect=False, resume=False, nosave=False, notest=False, noautoanchor=False, evolve=False, bucket='', cache_images=False, image_weights=False, device='', multi_scale=False, single_cls=False, adam=True, sync_bn=False, local_rank=-1, workers=8, project='runs/train', entity=None, name='t200', exist_ok=False, quad=False, linear_lr=False, label_smoothing=0.0, upload_dataset=False, bbox_interval=-1, save_period=-1, artifact_alias='latest', freeze=[0], v5_metric=False, world_size=1, global_rank=-1, save_dir='runs/train/t200', total_batch_size=32)\n",
            "\u001b[34m\u001b[1mtensorboard: \u001b[0mStart with 'tensorboard --logdir runs/train', view at http://localhost:6006/\n",
            "\u001b[34m\u001b[1mhyperparameters: \u001b[0mlr0=0.01, lrf=0.1, momentum=0.937, weight_decay=0.0005, warmup_epochs=3.0, warmup_momentum=0.8, warmup_bias_lr=0.1, box=0.05, cls=0.3, cls_pw=1.0, obj=0.7, obj_pw=1.0, iou_t=0.2, anchor_t=4.0, fl_gamma=0.0, hsv_h=0.015, hsv_s=0.7, hsv_v=0.4, degrees=0.0, translate=0.2, scale=0.9, shear=0.0, perspective=0.0, flipud=0.0, fliplr=0.5, mosaic=1.0, mixup=0.15, copy_paste=0.0, paste_in=0.15, loss_ota=1\n",
            "\u001b[34m\u001b[1mwandb: \u001b[0mInstall Weights & Biases for YOLOR logging with 'pip install wandb' (recommended)\n",
            "\n",
            "                 from  n    params  module                                  arguments                     \n",
            "  0                -1  1       928  models.common.Conv                      [3, 32, 3, 2, None, 1, LeakyReLU(negative_slope=0.1)]\n",
            "  1                -1  1     18560  models.common.Conv                      [32, 64, 3, 2, None, 1, LeakyReLU(negative_slope=0.1)]\n",
            "  2                -1  1      2112  models.common.Conv                      [64, 32, 1, 1, None, 1, LeakyReLU(negative_slope=0.1)]\n",
            "  3                -2  1      2112  models.common.Conv                      [64, 32, 1, 1, None, 1, LeakyReLU(negative_slope=0.1)]\n",
            "  4                -1  1      9280  models.common.Conv                      [32, 32, 3, 1, None, 1, LeakyReLU(negative_slope=0.1)]\n",
            "  5                -1  1      9280  models.common.Conv                      [32, 32, 3, 1, None, 1, LeakyReLU(negative_slope=0.1)]\n",
            "  6  [-1, -2, -3, -4]  1         0  models.common.Concat                    [1]                           \n",
            "  7                -1  1      8320  models.common.Conv                      [128, 64, 1, 1, None, 1, LeakyReLU(negative_slope=0.1)]\n",
            "  8                -1  1         0  models.common.MP                        []                            \n",
            "  9                -1  1      4224  models.common.Conv                      [64, 64, 1, 1, None, 1, LeakyReLU(negative_slope=0.1)]\n",
            " 10                -2  1      4224  models.common.Conv                      [64, 64, 1, 1, None, 1, LeakyReLU(negative_slope=0.1)]\n",
            " 11                -1  1     36992  models.common.Conv                      [64, 64, 3, 1, None, 1, LeakyReLU(negative_slope=0.1)]\n",
            " 12                -1  1     36992  models.common.Conv                      [64, 64, 3, 1, None, 1, LeakyReLU(negative_slope=0.1)]\n",
            " 13  [-1, -2, -3, -4]  1         0  models.common.Concat                    [1]                           \n",
            " 14                -1  1     33024  models.common.Conv                      [256, 128, 1, 1, None, 1, LeakyReLU(negative_slope=0.1)]\n",
            " 15                -1  1         0  models.common.MP                        []                            \n",
            " 16                -1  1     16640  models.common.Conv                      [128, 128, 1, 1, None, 1, LeakyReLU(negative_slope=0.1)]\n",
            " 17                -2  1     16640  models.common.Conv                      [128, 128, 1, 1, None, 1, LeakyReLU(negative_slope=0.1)]\n",
            " 18                -1  1    147712  models.common.Conv                      [128, 128, 3, 1, None, 1, LeakyReLU(negative_slope=0.1)]\n",
            " 19                -1  1    147712  models.common.Conv                      [128, 128, 3, 1, None, 1, LeakyReLU(negative_slope=0.1)]\n",
            " 20  [-1, -2, -3, -4]  1         0  models.common.Concat                    [1]                           \n",
            " 21                -1  1    131584  models.common.Conv                      [512, 256, 1, 1, None, 1, LeakyReLU(negative_slope=0.1)]\n",
            " 22                -1  1         0  models.common.MP                        []                            \n",
            " 23                -1  1     66048  models.common.Conv                      [256, 256, 1, 1, None, 1, LeakyReLU(negative_slope=0.1)]\n",
            " 24                -2  1     66048  models.common.Conv                      [256, 256, 1, 1, None, 1, LeakyReLU(negative_slope=0.1)]\n",
            " 25                -1  1    590336  models.common.Conv                      [256, 256, 3, 1, None, 1, LeakyReLU(negative_slope=0.1)]\n",
            " 26                -1  1    590336  models.common.Conv                      [256, 256, 3, 1, None, 1, LeakyReLU(negative_slope=0.1)]\n",
            " 27  [-1, -2, -3, -4]  1         0  models.common.Concat                    [1]                           \n",
            " 28                -1  1    525312  models.common.Conv                      [1024, 512, 1, 1, None, 1, LeakyReLU(negative_slope=0.1)]\n",
            " 29                -1  1    131584  models.common.Conv                      [512, 256, 1, 1, None, 1, LeakyReLU(negative_slope=0.1)]\n",
            " 30                -2  1    131584  models.common.Conv                      [512, 256, 1, 1, None, 1, LeakyReLU(negative_slope=0.1)]\n",
            " 31                -1  1         0  models.common.SP                        [5]                           \n",
            " 32                -2  1         0  models.common.SP                        [9]                           \n",
            " 33                -3  1         0  models.common.SP                        [13]                          \n",
            " 34  [-1, -2, -3, -4]  1         0  models.common.Concat                    [1]                           \n",
            " 35                -1  1    262656  models.common.Conv                      [1024, 256, 1, 1, None, 1, LeakyReLU(negative_slope=0.1)]\n",
            " 36          [-1, -7]  1         0  models.common.Concat                    [1]                           \n",
            " 37                -1  1    131584  models.common.Conv                      [512, 256, 1, 1, None, 1, LeakyReLU(negative_slope=0.1)]\n",
            " 38                -1  1     33024  models.common.Conv                      [256, 128, 1, 1, None, 1, LeakyReLU(negative_slope=0.1)]\n",
            " 39                -1  1         0  torch.nn.modules.upsampling.Upsample    [None, 2, 'nearest']          \n",
            " 40                21  1     33024  models.common.Conv                      [256, 128, 1, 1, None, 1, LeakyReLU(negative_slope=0.1)]\n",
            " 41          [-1, -2]  1         0  models.common.Concat                    [1]                           \n",
            " 42                -1  1     16512  models.common.Conv                      [256, 64, 1, 1, None, 1, LeakyReLU(negative_slope=0.1)]\n",
            " 43                -2  1     16512  models.common.Conv                      [256, 64, 1, 1, None, 1, LeakyReLU(negative_slope=0.1)]\n",
            " 44                -1  1     36992  models.common.Conv                      [64, 64, 3, 1, None, 1, LeakyReLU(negative_slope=0.1)]\n",
            " 45                -1  1     36992  models.common.Conv                      [64, 64, 3, 1, None, 1, LeakyReLU(negative_slope=0.1)]\n",
            " 46  [-1, -2, -3, -4]  1         0  models.common.Concat                    [1]                           \n",
            " 47                -1  1     33024  models.common.Conv                      [256, 128, 1, 1, None, 1, LeakyReLU(negative_slope=0.1)]\n",
            " 48                -1  1      8320  models.common.Conv                      [128, 64, 1, 1, None, 1, LeakyReLU(negative_slope=0.1)]\n",
            " 49                -1  1         0  torch.nn.modules.upsampling.Upsample    [None, 2, 'nearest']          \n",
            " 50                14  1      8320  models.common.Conv                      [128, 64, 1, 1, None, 1, LeakyReLU(negative_slope=0.1)]\n",
            " 51          [-1, -2]  1         0  models.common.Concat                    [1]                           \n",
            " 52                -1  1      4160  models.common.Conv                      [128, 32, 1, 1, None, 1, LeakyReLU(negative_slope=0.1)]\n",
            " 53                -2  1      4160  models.common.Conv                      [128, 32, 1, 1, None, 1, LeakyReLU(negative_slope=0.1)]\n",
            " 54                -1  1      9280  models.common.Conv                      [32, 32, 3, 1, None, 1, LeakyReLU(negative_slope=0.1)]\n",
            " 55                -1  1      9280  models.common.Conv                      [32, 32, 3, 1, None, 1, LeakyReLU(negative_slope=0.1)]\n",
            " 56  [-1, -2, -3, -4]  1         0  models.common.Concat                    [1]                           \n",
            " 57                -1  1      8320  models.common.Conv                      [128, 64, 1, 1, None, 1, LeakyReLU(negative_slope=0.1)]\n",
            " 58                -1  1     73984  models.common.Conv                      [64, 128, 3, 2, None, 1, LeakyReLU(negative_slope=0.1)]\n",
            " 59          [-1, 47]  1         0  models.common.Concat                    [1]                           \n",
            " 60                -1  1     16512  models.common.Conv                      [256, 64, 1, 1, None, 1, LeakyReLU(negative_slope=0.1)]\n",
            " 61                -2  1     16512  models.common.Conv                      [256, 64, 1, 1, None, 1, LeakyReLU(negative_slope=0.1)]\n",
            " 62                -1  1     36992  models.common.Conv                      [64, 64, 3, 1, None, 1, LeakyReLU(negative_slope=0.1)]\n",
            " 63                -1  1     36992  models.common.Conv                      [64, 64, 3, 1, None, 1, LeakyReLU(negative_slope=0.1)]\n",
            " 64  [-1, -2, -3, -4]  1         0  models.common.Concat                    [1]                           \n",
            " 65                -1  1     33024  models.common.Conv                      [256, 128, 1, 1, None, 1, LeakyReLU(negative_slope=0.1)]\n",
            " 66                -1  1    295424  models.common.Conv                      [128, 256, 3, 2, None, 1, LeakyReLU(negative_slope=0.1)]\n",
            " 67          [-1, 37]  1         0  models.common.Concat                    [1]                           \n",
            " 68                -1  1     65792  models.common.Conv                      [512, 128, 1, 1, None, 1, LeakyReLU(negative_slope=0.1)]\n",
            " 69                -2  1     65792  models.common.Conv                      [512, 128, 1, 1, None, 1, LeakyReLU(negative_slope=0.1)]\n",
            " 70                -1  1    147712  models.common.Conv                      [128, 128, 3, 1, None, 1, LeakyReLU(negative_slope=0.1)]\n",
            " 71                -1  1    147712  models.common.Conv                      [128, 128, 3, 1, None, 1, LeakyReLU(negative_slope=0.1)]\n",
            " 72  [-1, -2, -3, -4]  1         0  models.common.Concat                    [1]                           \n",
            " 73                -1  1    131584  models.common.Conv                      [512, 256, 1, 1, None, 1, LeakyReLU(negative_slope=0.1)]\n",
            " 74                57  1     73984  models.common.Conv                      [64, 128, 3, 1, None, 1, LeakyReLU(negative_slope=0.1)]\n",
            " 75                65  1    295424  models.common.Conv                      [128, 256, 3, 1, None, 1, LeakyReLU(negative_slope=0.1)]\n",
            " 76                73  1   1180672  models.common.Conv                      [256, 512, 3, 1, None, 1, LeakyReLU(negative_slope=0.1)]\n",
            " 77      [74, 75, 76]  1     19838  models.yolo.IDetect                     [2, [[10, 13, 16, 30, 33, 23], [30, 61, 62, 45, 59, 119], [116, 90, 156, 198, 373, 326]], [128, 256, 512]]\n",
            "Model Summary: 263 layers, 6017694 parameters, 6017694 gradients\n",
            "\n",
            "Transferred 330/344 items from /content/weights/yolov7-tiny.pt\n",
            "Scaled weight_decay = 0.0005\n",
            "Optimizer groups: 58 .bias, 58 conv.weight, 61 other\n",
            "\u001b[34m\u001b[1mtrain: \u001b[0mScanning '../kuku/datasets/train/labels.cache' images and labels... 255 found, 0 missing, 0 empty, 0 corrupted: 100% 255/255 [00:00<?, ?it/s]\n",
            "\u001b[34m\u001b[1mval: \u001b[0mScanning '../kuku/datasets/valid/labels.cache' images and labels... 25 found, 0 missing, 0 empty, 0 corrupted: 100% 25/25 [00:00<?, ?it/s]\n",
            "\n",
            "\u001b[34m\u001b[1mautoanchor: \u001b[0mAnalyzing anchors... anchors/target = 5.34, Best Possible Recall (BPR) = 1.0000\n",
            "Image sizes 640 train, 640 test\n",
            "Using 2 dataloader workers\n",
            "Logging results to runs/train/t200\n",
            "Starting training for 200 epochs...\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "     0/199     1.23G   0.08212   0.01927   0.01651    0.1179       289       640: 100% 8/8 [00:50<00:00,  6.28s/it]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95:   0% 0/1 [00:00<?, ?it/s]/usr/local/lib/python3.10/dist-packages/torch/functional.py:504: UserWarning: torch.meshgrid: in an upcoming release, it will be required to pass the indexing argument. (Triggered internally at ../aten/src/ATen/native/TensorShape.cpp:3483.)\n",
            "  return _VF.meshgrid(tensors, **kwargs)  # type: ignore[attr-defined]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 1/1 [00:01<00:00,  1.89s/it]\n",
            "                 all          25          64     0.00941      0.0385      0.0013    0.000191\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "     1/199     5.15G   0.06954   0.01877   0.01505    0.1034       274       640: 100% 8/8 [00:21<00:00,  2.66s/it]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 1/1 [00:01<00:00,  1.49s/it]\n",
            "                 all          25          64     0.00528      0.0263    0.000722     8.3e-05\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "     2/199     5.15G   0.06533   0.02081   0.01407    0.1002       320       640: 100% 8/8 [00:29<00:00,  3.71s/it]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 1/1 [00:02<00:00,  2.96s/it]\n",
            "                 all          25          64      0.0226      0.0769      0.0059     0.00151\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "     3/199     5.15G   0.05718   0.02001   0.01386   0.09105       270       640: 100% 8/8 [00:24<00:00,  3.02s/it]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 1/1 [00:03<00:00,  3.51s/it]\n",
            "                 all          25          64       0.555      0.0385      0.0164     0.00448\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "     4/199     5.15G   0.04986   0.01834    0.0141    0.0823       234       640: 100% 8/8 [00:29<00:00,  3.70s/it]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 1/1 [00:00<00:00,  1.11it/s]\n",
            "                 all          25          64       0.235        0.24       0.137      0.0396\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "     5/199     5.15G   0.04514   0.01769   0.01339   0.07622       326       640: 100% 8/8 [00:36<00:00,  4.53s/it]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 1/1 [00:01<00:00,  1.42s/it]\n",
            "                 all          25          64       0.312       0.292       0.194      0.0578\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "     6/199     5.15G   0.04458   0.01703   0.01272   0.07433       339       640: 100% 8/8 [00:36<00:00,  4.50s/it]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 1/1 [00:00<00:00,  1.19it/s]\n",
            "                 all          25          64      0.0742       0.563      0.0748      0.0202\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "     7/199     5.15G   0.04204   0.01596   0.01207   0.07006       307       640: 100% 8/8 [00:41<00:00,  5.22s/it]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 1/1 [00:00<00:00,  1.98it/s]\n",
            "                 all          25          64       0.259       0.599       0.168      0.0638\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "     8/199     5.15G   0.04162   0.01503   0.01107   0.06771       320       640: 100% 8/8 [00:25<00:00,  3.20s/it]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 1/1 [00:00<00:00,  2.16it/s]\n",
            "                 all          25          64       0.279       0.652       0.275       0.106\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "     9/199     5.15G   0.04001   0.01526  0.009969   0.06524       302       640: 100% 8/8 [00:22<00:00,  2.79s/it]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 1/1 [00:00<00:00,  1.25it/s]\n",
            "                 all          25          64       0.253       0.613       0.343      0.0924\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "    10/199     5.15G   0.03936   0.01567  0.008984   0.06401       307       640: 100% 8/8 [00:27<00:00,  3.46s/it]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 1/1 [00:00<00:00,  1.51it/s]\n",
            "                 all          25          64       0.366       0.646       0.356       0.124\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "    11/199     5.15G   0.03845    0.0136  0.008181   0.06023       239       640: 100% 8/8 [00:27<00:00,  3.46s/it]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 1/1 [00:00<00:00,  1.58it/s]\n",
            "                 all          25          64       0.357        0.71       0.433       0.162\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "    12/199     5.15G   0.03726   0.01427  0.007524   0.05905       331       640: 100% 8/8 [00:21<00:00,  2.69s/it]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 1/1 [00:00<00:00,  2.63it/s]\n",
            "                 all          25          64       0.771       0.431       0.476       0.193\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "    13/199     5.15G    0.0364   0.01451  0.006406   0.05731       291       640: 100% 8/8 [00:27<00:00,  3.40s/it]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 1/1 [00:00<00:00,  2.26it/s]\n",
            "                 all          25          64       0.588       0.569       0.539       0.222\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "    14/199     5.15G   0.03629    0.0137  0.007167   0.05716       321       640: 100% 8/8 [00:30<00:00,  3.79s/it]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 1/1 [00:00<00:00,  1.38it/s]\n",
            "                 all          25          64       0.607       0.662       0.678        0.28\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "    15/199     5.15G   0.03328   0.01419  0.006641    0.0541       227       640: 100% 8/8 [00:25<00:00,  3.20s/it]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 1/1 [00:00<00:00,  1.42it/s]\n",
            "                 all          25          64       0.702       0.776       0.747       0.345\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "    16/199     5.15G   0.03251   0.01405  0.006341    0.0529       299       640: 100% 8/8 [00:23<00:00,  2.96s/it]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 1/1 [00:00<00:00,  1.78it/s]\n",
            "                 all          25          64       0.801       0.731       0.783       0.458\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "    17/199     5.15G   0.03496   0.01448  0.006242   0.05568       304       640: 100% 8/8 [00:24<00:00,  3.09s/it]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 1/1 [00:00<00:00,  2.33it/s]\n",
            "                 all          25          64       0.734         0.7       0.787       0.467\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "    18/199     5.15G   0.03281   0.01471  0.005572    0.0531       353       640: 100% 8/8 [00:26<00:00,  3.30s/it]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 1/1 [00:00<00:00,  2.25it/s]\n",
            "                 all          25          64       0.518       0.785       0.631        0.23\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "    19/199     5.15G   0.03315   0.01403  0.005882   0.05306       338       640: 100% 8/8 [00:28<00:00,  3.56s/it]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 1/1 [00:00<00:00,  2.53it/s]\n",
            "                 all          25          64       0.678       0.591       0.637       0.366\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "    20/199     5.15G    0.0335   0.01387  0.006262   0.05363       261       640: 100% 8/8 [00:25<00:00,  3.14s/it]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 1/1 [00:00<00:00,  2.24it/s]\n",
            "                 all          25          64        0.82       0.758       0.814        0.45\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "    21/199     5.15G    0.0342   0.01395  0.007053    0.0552       234       640: 100% 8/8 [00:27<00:00,  3.39s/it]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 1/1 [00:00<00:00,  2.11it/s]\n",
            "                 all          25          64       0.517       0.698        0.68       0.248\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "    22/199     5.15G   0.03322   0.01332  0.006561    0.0531       282       640: 100% 8/8 [00:26<00:00,  3.29s/it]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 1/1 [00:00<00:00,  3.06it/s]\n",
            "                 all          25          64       0.766       0.651       0.785       0.392\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "    23/199     5.15G   0.03146   0.01354  0.005926   0.05093       253       640: 100% 8/8 [00:20<00:00,  2.62s/it]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 1/1 [00:00<00:00,  2.12it/s]\n",
            "                 all          25          64       0.603       0.697       0.664       0.277\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "    24/199     5.15G    0.0321   0.01397  0.006078   0.05215       300       640: 100% 8/8 [00:27<00:00,  3.44s/it]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 1/1 [00:00<00:00,  3.22it/s]\n",
            "                 all          25          64       0.666       0.739       0.715       0.346\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "    25/199     5.15G   0.03065   0.01428  0.006352   0.05128       324       640: 100% 8/8 [00:24<00:00,  3.08s/it]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 1/1 [00:00<00:00,  2.63it/s]\n",
            "                 all          25          64       0.769       0.776       0.856       0.491\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "    26/199     5.15G   0.03177   0.01493  0.005579   0.05228       291       640: 100% 8/8 [00:32<00:00,  4.09s/it]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 1/1 [00:00<00:00,  3.50it/s]\n",
            "                 all          25          64        0.71       0.763       0.818       0.525\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "    27/199     5.15G   0.02913   0.01396  0.005425   0.04852       314       640: 100% 8/8 [00:28<00:00,  3.59s/it]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 1/1 [00:00<00:00,  2.50it/s]\n",
            "                 all          25          64       0.771       0.816       0.836       0.501\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "    28/199     5.15G   0.03008   0.01445  0.005519   0.05005       267       640: 100% 8/8 [00:28<00:00,  3.54s/it]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 1/1 [00:00<00:00,  2.39it/s]\n",
            "                 all          25          64       0.821       0.698       0.761       0.426\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "    29/199     5.15G   0.03147   0.01422  0.005142   0.05084       347       640: 100% 8/8 [00:24<00:00,  3.12s/it]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 1/1 [00:00<00:00,  2.45it/s]\n",
            "                 all          25          64       0.603       0.692       0.608       0.335\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "    30/199     5.15G   0.03372   0.01411  0.005071    0.0529       220       640: 100% 8/8 [00:22<00:00,  2.83s/it]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 1/1 [00:00<00:00,  2.33it/s]\n",
            "                 all          25          64       0.637       0.659       0.706       0.432\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "    31/199     5.15G   0.03178   0.01441  0.005297   0.05149       276       640: 100% 8/8 [00:25<00:00,  3.15s/it]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 1/1 [00:00<00:00,  1.93it/s]\n",
            "                 all          25          64       0.756       0.739       0.834       0.458\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "    32/199     5.15G   0.03101   0.01375  0.004874   0.04963       255       640: 100% 8/8 [00:24<00:00,  3.05s/it]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 1/1 [00:00<00:00,  1.99it/s]\n",
            "                 all          25          64       0.698       0.605       0.667       0.407\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "    33/199     5.15G   0.03101   0.01516  0.005868   0.05203       231       640: 100% 8/8 [00:29<00:00,  3.64s/it]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 1/1 [00:00<00:00,  2.63it/s]\n",
            "                 all          25          64       0.751       0.711       0.764       0.492\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "    34/199     5.15G   0.03171   0.01384  0.006627   0.05217       319       640: 100% 8/8 [00:25<00:00,  3.23s/it]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 1/1 [00:00<00:00,  2.19it/s]\n",
            "                 all          25          64       0.871       0.481        0.57       0.195\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "    35/199     5.15G   0.03205    0.0149  0.006513   0.05347       343       640: 100% 8/8 [00:27<00:00,  3.42s/it]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 1/1 [00:00<00:00,  2.49it/s]\n",
            "                 all          25          64       0.717       0.699       0.735       0.419\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "    36/199     5.15G   0.03092   0.01507  0.006603   0.05259       286       640: 100% 8/8 [00:26<00:00,  3.34s/it]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 1/1 [00:00<00:00,  2.14it/s]\n",
            "                 all          25          64       0.729       0.625       0.653       0.374\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "    37/199     5.15G   0.03035   0.01436  0.005593    0.0503       246       640: 100% 8/8 [00:23<00:00,  2.91s/it]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 1/1 [00:00<00:00,  1.77it/s]\n",
            "                 all          25          64       0.725       0.719       0.752       0.413\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "    38/199     5.15G   0.03116   0.01523   0.00559   0.05197       228       640: 100% 8/8 [00:21<00:00,  2.72s/it]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 1/1 [00:00<00:00,  2.68it/s]\n",
            "                 all          25          64       0.722       0.851       0.852       0.462\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "    39/199     5.15G   0.03123   0.01527  0.005009   0.05151       320       640: 100% 8/8 [00:29<00:00,  3.64s/it]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 1/1 [00:00<00:00,  2.57it/s]\n",
            "                 all          25          64       0.818       0.804        0.84        0.46\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "    40/199     5.15G   0.03183   0.01319  0.005259   0.05028       315       640: 100% 8/8 [00:23<00:00,  2.98s/it]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 1/1 [00:00<00:00,  3.17it/s]\n",
            "                 all          25          64        0.81       0.803       0.828       0.395\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "    41/199     5.15G   0.03255   0.01469  0.004825   0.05207       294       640: 100% 8/8 [00:22<00:00,  2.78s/it]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 1/1 [00:00<00:00,  1.61it/s]\n",
            "                 all          25          64       0.828       0.817       0.886       0.622\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "    42/199     5.15G   0.03139   0.01431  0.005296   0.05099       270       640: 100% 8/8 [00:24<00:00,  3.06s/it]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 1/1 [00:00<00:00,  1.29it/s]\n",
            "                 all          25          64       0.809       0.608        0.74       0.386\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "    43/199     5.15G   0.03246   0.01564  0.005509   0.05361       272       640: 100% 8/8 [00:24<00:00,  3.11s/it]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 1/1 [00:00<00:00,  2.21it/s]\n",
            "                 all          25          64       0.672       0.791       0.787       0.379\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "    44/199     5.15G   0.03194   0.01522  0.005099   0.05226       307       640: 100% 8/8 [00:25<00:00,  3.21s/it]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 1/1 [00:00<00:00,  2.49it/s]\n",
            "                 all          25          64        0.81       0.688       0.789       0.434\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "    45/199     5.15G   0.03115   0.01526  0.004938   0.05134       331       640: 100% 8/8 [00:30<00:00,  3.83s/it]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 1/1 [00:00<00:00,  2.49it/s]\n",
            "                 all          25          64       0.662       0.778       0.789       0.535\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "    46/199     5.15G   0.03009    0.0142  0.004878   0.04917       260       640: 100% 8/8 [00:24<00:00,  3.01s/it]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 1/1 [00:00<00:00,  1.40it/s]\n",
            "                 all          25          64       0.706       0.613       0.609       0.378\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "    47/199     5.15G   0.03011   0.01537  0.004975   0.05045       245       640: 100% 8/8 [00:26<00:00,  3.35s/it]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 1/1 [00:00<00:00,  2.24it/s]\n",
            "                 all          25          64       0.833       0.817       0.872       0.556\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "    48/199     5.15G    0.0313   0.01627  0.004944   0.05251       342       640: 100% 8/8 [00:27<00:00,  3.45s/it]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 1/1 [00:00<00:00,  3.67it/s]\n",
            "                 all          25          64       0.862       0.601       0.769       0.493\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "    49/199     5.15G   0.03023   0.01514  0.005329    0.0507       321       640: 100% 8/8 [00:23<00:00,  2.94s/it]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 1/1 [00:00<00:00,  1.92it/s]\n",
            "                 all          25          64       0.896       0.792       0.907       0.623\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "    50/199     5.15G   0.02903   0.01481  0.005094   0.04893       325       640: 100% 8/8 [00:23<00:00,  2.95s/it]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 1/1 [00:00<00:00,  2.19it/s]\n",
            "                 all          25          64       0.717       0.744       0.744       0.516\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "    51/199     5.15G   0.02876   0.01371  0.004888   0.04736       303       640: 100% 8/8 [00:29<00:00,  3.64s/it]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 1/1 [00:00<00:00,  1.54it/s]\n",
            "                 all          25          64        0.59       0.802        0.78       0.499\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "    52/199     5.15G   0.02926   0.01571  0.004961   0.04993       298       640: 100% 8/8 [00:28<00:00,  3.57s/it]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 1/1 [00:00<00:00,  2.17it/s]\n",
            "                 all          25          64       0.965       0.712       0.895        0.55\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "    53/199     5.15G   0.02883   0.01413   0.00503   0.04799       229       640: 100% 8/8 [00:27<00:00,  3.46s/it]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 1/1 [00:00<00:00,  2.67it/s]\n",
            "                 all          25          64       0.794        0.75       0.801       0.487\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "    54/199     5.15G   0.02785   0.01559  0.006162   0.04961       286       640: 100% 8/8 [00:24<00:00,  3.03s/it]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 1/1 [00:00<00:00,  1.47it/s]\n",
            "                 all          25          64        0.83       0.616       0.787       0.491\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "    55/199     5.15G   0.02809   0.01572  0.005252   0.04907       302       640: 100% 8/8 [00:23<00:00,  2.92s/it]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 1/1 [00:00<00:00,  2.42it/s]\n",
            "                 all          25          64       0.875       0.681       0.806       0.452\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "    56/199     5.15G   0.02722   0.01562   0.00464   0.04748       257       640: 100% 8/8 [00:27<00:00,  3.40s/it]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 1/1 [00:00<00:00,  2.57it/s]\n",
            "                 all          25          64       0.697       0.816       0.809       0.551\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "    57/199     5.15G   0.02681   0.01527  0.004413    0.0465       381       640: 100% 8/8 [00:25<00:00,  3.21s/it]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 1/1 [00:00<00:00,  1.76it/s]\n",
            "                 all          25          64       0.908       0.698       0.829       0.567\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "    58/199     5.15G   0.02586   0.01506  0.004554   0.04548       336       640: 100% 8/8 [00:30<00:00,  3.86s/it]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 1/1 [00:00<00:00,  2.74it/s]\n",
            "                 all          25          64         0.7       0.823       0.865       0.618\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "    59/199     5.15G   0.02674   0.01584  0.004299   0.04688       297       640: 100% 8/8 [00:28<00:00,  3.58s/it]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 1/1 [00:00<00:00,  1.96it/s]\n",
            "                 all          25          64       0.767       0.845       0.899        0.59\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "    60/199     5.15G   0.02754   0.01489  0.004154   0.04659       211       640: 100% 8/8 [00:26<00:00,  3.25s/it]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 1/1 [00:00<00:00,  2.34it/s]\n",
            "                 all          25          64       0.845       0.685         0.8       0.497\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "    61/199     5.15G   0.02649   0.01503  0.004589   0.04611       315       640: 100% 8/8 [00:24<00:00,  3.09s/it]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 1/1 [00:00<00:00,  2.19it/s]\n",
            "                 all          25          64       0.871       0.738       0.827       0.574\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "    62/199     5.15G   0.02794   0.01584  0.005002   0.04879       329       640: 100% 8/8 [00:25<00:00,  3.13s/it]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 1/1 [00:00<00:00,  2.57it/s]\n",
            "                 all          25          64       0.872       0.856        0.89       0.581\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "    63/199     5.15G   0.02607   0.01416  0.004227   0.04445       340       640: 100% 8/8 [00:29<00:00,  3.69s/it]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 1/1 [00:00<00:00,  2.35it/s]\n",
            "                 all          25          64       0.905       0.902       0.932       0.622\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "    64/199     5.15G   0.02927   0.01519  0.004933   0.04939       295       640: 100% 8/8 [00:25<00:00,  3.17s/it]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 1/1 [00:00<00:00,  1.36it/s]\n",
            "                 all          25          64       0.829       0.941       0.933       0.641\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "    65/199     5.15G   0.02942   0.01464  0.004932   0.04899       285       640: 100% 8/8 [00:24<00:00,  3.12s/it]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 1/1 [00:00<00:00,  1.60it/s]\n",
            "                 all          25          64       0.885       0.822       0.891       0.602\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "    66/199     5.15G   0.02896   0.01614  0.004941   0.05005       312       640: 100% 8/8 [00:28<00:00,  3.57s/it]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 1/1 [00:00<00:00,  1.55it/s]\n",
            "                 all          25          64        0.86       0.719       0.826       0.582\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "    67/199     5.15G   0.02904   0.01622  0.005187   0.05044       347       640: 100% 8/8 [00:21<00:00,  2.66s/it]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 1/1 [00:00<00:00,  2.38it/s]\n",
            "                 all          25          64       0.723       0.798       0.804       0.541\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "    68/199     5.15G   0.02967   0.01566  0.004903   0.05023       344       640: 100% 8/8 [00:25<00:00,  3.23s/it]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 1/1 [00:00<00:00,  2.74it/s]\n",
            "                 all          25          64       0.765        0.85       0.863       0.589\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "    69/199     5.15G   0.02832   0.01498   0.00442   0.04773       261       640: 100% 8/8 [00:25<00:00,  3.18s/it]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 1/1 [00:00<00:00,  2.51it/s]\n",
            "                 all          25          64       0.795       0.915       0.918       0.604\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "    70/199     5.15G    0.0283   0.01443  0.004266     0.047       296       640: 100% 8/8 [00:23<00:00,  2.96s/it]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 1/1 [00:00<00:00,  2.95it/s]\n",
            "                 all          25          64       0.813       0.678       0.805       0.549\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "    71/199     5.15G   0.02696   0.01452  0.004871   0.04636       256       640: 100% 8/8 [00:31<00:00,  3.93s/it]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 1/1 [00:00<00:00,  2.86it/s]\n",
            "                 all          25          64       0.902       0.691       0.802       0.506\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "    72/199     5.15G   0.02833   0.01411  0.004097   0.04654       267       640: 100% 8/8 [00:21<00:00,  2.70s/it]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 1/1 [00:00<00:00,  1.90it/s]\n",
            "                 all          25          64       0.922       0.769       0.908       0.611\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "    73/199     5.15G   0.02839   0.01449  0.004141   0.04702       313       640: 100% 8/8 [00:23<00:00,  2.99s/it]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 1/1 [00:00<00:00,  2.28it/s]\n",
            "                 all          25          64        0.79       0.947       0.928       0.623\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "    74/199     5.15G   0.02838   0.01549  0.004217   0.04808       271       640: 100% 8/8 [00:29<00:00,  3.63s/it]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 1/1 [00:00<00:00,  2.09it/s]\n",
            "                 all          25          64       0.929       0.867       0.927       0.635\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "    75/199     5.15G   0.02931   0.01578  0.004426   0.04952       326       640: 100% 8/8 [00:26<00:00,  3.27s/it]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 1/1 [00:00<00:00,  1.95it/s]\n",
            "                 all          25          64       0.894       0.784       0.922        0.64\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "    76/199     5.15G   0.02813   0.01553  0.004209   0.04786       301       640: 100% 8/8 [00:27<00:00,  3.43s/it]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 1/1 [00:00<00:00,  1.51it/s]\n",
            "                 all          25          64       0.885       0.817       0.889       0.593\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "    77/199     5.15G   0.02844   0.01466  0.003724   0.04683       220       640: 100% 8/8 [00:22<00:00,  2.80s/it]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 1/1 [00:00<00:00,  1.75it/s]\n",
            "                 all          25          64        0.88       0.876       0.937       0.667\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "    78/199     5.15G   0.02701   0.01428  0.003972   0.04527       262       640: 100% 8/8 [00:26<00:00,  3.30s/it]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 1/1 [00:00<00:00,  2.60it/s]\n",
            "                 all          25          64       0.938       0.732       0.836       0.567\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "    79/199     5.15G   0.02753   0.01489  0.004114   0.04653       310       640: 100% 8/8 [00:23<00:00,  2.92s/it]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 1/1 [00:00<00:00,  2.08it/s]\n",
            "                 all          25          64       0.826       0.863       0.881       0.595\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "    80/199     5.15G   0.02682   0.01605  0.004373   0.04724       327       640: 100% 8/8 [00:26<00:00,  3.26s/it]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 1/1 [00:00<00:00,  3.11it/s]\n",
            "                 all          25          64       0.799       0.862       0.896        0.65\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "    81/199     5.15G   0.02643   0.01596  0.004657   0.04704       262       640: 100% 8/8 [00:27<00:00,  3.47s/it]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 1/1 [00:00<00:00,  2.34it/s]\n",
            "                 all          25          64       0.791        0.81       0.861       0.622\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "    82/199     5.15G   0.02683   0.01456  0.004952   0.04634       311       640: 100% 8/8 [00:24<00:00,  3.10s/it]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 1/1 [00:00<00:00,  2.53it/s]\n",
            "                 all          25          64       0.876       0.805       0.891       0.618\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "    83/199     5.15G    0.0263   0.01454  0.003888   0.04473       303       640: 100% 8/8 [00:23<00:00,  2.89s/it]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 1/1 [00:00<00:00,  1.89it/s]\n",
            "                 all          25          64       0.789       0.722       0.813       0.555\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "    84/199     5.15G   0.02764   0.01487  0.004274   0.04678       250       640: 100% 8/8 [00:25<00:00,  3.23s/it]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 1/1 [00:00<00:00,  2.58it/s]\n",
            "                 all          25          64       0.801       0.716       0.758       0.505\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "    85/199     5.15G    0.0285   0.01468  0.004291   0.04747       298       640: 100% 8/8 [00:26<00:00,  3.32s/it]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 1/1 [00:00<00:00,  2.93it/s]\n",
            "                 all          25          64       0.778        0.76       0.761       0.523\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "    86/199     5.15G   0.02988   0.01506  0.004393   0.04933       311       640: 100% 8/8 [00:25<00:00,  3.20s/it]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 1/1 [00:00<00:00,  2.54it/s]\n",
            "                 all          25          64       0.883        0.75       0.872       0.565\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "    87/199     5.15G   0.02778   0.01455  0.003819   0.04615       266       640: 100% 8/8 [00:25<00:00,  3.20s/it]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 1/1 [00:00<00:00,  1.74it/s]\n",
            "                 all          25          64       0.779       0.868       0.875       0.592\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "    88/199     5.15G   0.02754   0.01471  0.004249   0.04649       325       640: 100% 8/8 [00:26<00:00,  3.28s/it]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 1/1 [00:00<00:00,  2.70it/s]\n",
            "                 all          25          64       0.871       0.864       0.921       0.622\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "    89/199     5.15G   0.02703   0.01472  0.003981   0.04573       325       640: 100% 8/8 [00:23<00:00,  2.88s/it]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 1/1 [00:00<00:00,  2.80it/s]\n",
            "                 all          25          64       0.747       0.676       0.697       0.395\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "    90/199     5.15G   0.02602   0.01494  0.004217   0.04517       261       640: 100% 8/8 [00:25<00:00,  3.14s/it]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 1/1 [00:00<00:00,  3.60it/s]\n",
            "                 all          25          64       0.823       0.783       0.853       0.605\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "    91/199     5.15G   0.02648   0.01421  0.004262   0.04495       271       640: 100% 8/8 [00:25<00:00,  3.16s/it]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 1/1 [00:00<00:00,  1.81it/s]\n",
            "                 all          25          64       0.835       0.783         0.9       0.624\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "    92/199     5.15G   0.02594   0.01534  0.004184   0.04546       267       640: 100% 8/8 [00:23<00:00,  2.98s/it]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 1/1 [00:00<00:00,  2.23it/s]\n",
            "                 all          25          64       0.832       0.928       0.923       0.667\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "    93/199     5.15G   0.02634     0.014  0.003916   0.04426       261       640: 100% 8/8 [00:23<00:00,  2.94s/it]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 1/1 [00:00<00:00,  2.21it/s]\n",
            "                 all          25          64       0.833       0.881        0.92       0.664\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "    94/199     5.15G   0.02678   0.01571  0.004151   0.04665       363       640: 100% 8/8 [00:25<00:00,  3.16s/it]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 1/1 [00:00<00:00,  2.37it/s]\n",
            "                 all          25          64        0.82       0.876       0.893       0.646\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "    95/199     5.15G   0.02635   0.01553  0.004279   0.04616       201       640: 100% 8/8 [00:25<00:00,  3.24s/it]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 1/1 [00:00<00:00,  3.77it/s]\n",
            "                 all          25          64       0.874       0.862       0.925       0.675\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "    96/199     5.15G   0.02633   0.01473  0.004019   0.04508       310       640: 100% 8/8 [00:25<00:00,  3.13s/it]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 1/1 [00:00<00:00,  2.54it/s]\n",
            "                 all          25          64       0.884       0.862       0.929       0.632\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "    97/199     5.15G    0.0255     0.015  0.003628   0.04413       256       640: 100% 8/8 [00:23<00:00,  2.92s/it]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 1/1 [00:00<00:00,  2.38it/s]\n",
            "                 all          25          64       0.857       0.805       0.874       0.638\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "    98/199     5.15G   0.02492   0.01474  0.003911   0.04357       316       640: 100% 8/8 [00:26<00:00,  3.29s/it]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 1/1 [00:00<00:00,  3.01it/s]\n",
            "                 all          25          64       0.912       0.843       0.916       0.679\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "    99/199     5.15G   0.02526   0.01438  0.003527   0.04316       305       640: 100% 8/8 [00:27<00:00,  3.38s/it]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 1/1 [00:00<00:00,  2.24it/s]\n",
            "                 all          25          64       0.937       0.878       0.939       0.638\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "   100/199     5.15G   0.02569   0.01507  0.003575   0.04433       339       640: 100% 8/8 [00:24<00:00,  3.01s/it]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 1/1 [00:00<00:00,  2.57it/s]\n",
            "                 all          25          64       0.834       0.895       0.932       0.666\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "   101/199     5.15G   0.02499   0.01557  0.003814   0.04438       330       640: 100% 8/8 [00:31<00:00,  3.91s/it]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 1/1 [00:00<00:00,  1.55it/s]\n",
            "                 all          25          64       0.916       0.807       0.924       0.648\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "   102/199     5.15G   0.02544   0.01536  0.003845   0.04465       322       640: 100% 8/8 [00:23<00:00,  2.96s/it]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 1/1 [00:00<00:00,  1.47it/s]\n",
            "                 all          25          64       0.882       0.902       0.958       0.695\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "   103/199     5.15G   0.02521    0.0136  0.003791   0.04261       233       640: 100% 8/8 [00:25<00:00,  3.16s/it]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 1/1 [00:00<00:00,  1.59it/s]\n",
            "                 all          25          64       0.911       0.824       0.917       0.694\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "   104/199     5.15G   0.02463   0.01475  0.003584   0.04297       245       640: 100% 8/8 [00:23<00:00,  2.99s/it]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 1/1 [00:00<00:00,  1.50it/s]\n",
            "                 all          25          64       0.965       0.751       0.944        0.69\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "   105/199     5.15G   0.02584   0.01483  0.004138   0.04481       330       640: 100% 8/8 [00:24<00:00,  3.01s/it]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 1/1 [00:00<00:00,  1.78it/s]\n",
            "                 all          25          64        0.88       0.908       0.946       0.712\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "   106/199     5.15G   0.02434   0.01347  0.003323   0.04113       304       640: 100% 8/8 [00:22<00:00,  2.84s/it]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 1/1 [00:00<00:00,  1.65it/s]\n",
            "                 all          25          64        0.87       0.856       0.934       0.682\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "   107/199     5.15G   0.02543   0.01402   0.00341   0.04286       225       640: 100% 8/8 [00:24<00:00,  3.00s/it]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 1/1 [00:00<00:00,  2.80it/s]\n",
            "                 all          25          64       0.873       0.889       0.954       0.701\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "   108/199     5.15G   0.02448   0.01451  0.003699    0.0427       338       640: 100% 8/8 [00:27<00:00,  3.42s/it]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 1/1 [00:00<00:00,  1.42it/s]\n",
            "                 all          25          64       0.827       0.921       0.928       0.685\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "   109/199     5.15G   0.02465   0.01392  0.003995   0.04256       309       640: 100% 8/8 [00:26<00:00,  3.31s/it]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 1/1 [00:00<00:00,  1.83it/s]\n",
            "                 all          25          64       0.866       0.948       0.913       0.692\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "   110/199     5.15G   0.02486   0.01399  0.003768   0.04262       320       640: 100% 8/8 [00:22<00:00,  2.82s/it]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 1/1 [00:00<00:00,  2.62it/s]\n",
            "                 all          25          64       0.863       0.902       0.952       0.694\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "   111/199     5.15G   0.02392   0.01405  0.004048   0.04202       302       640: 100% 8/8 [00:23<00:00,  2.98s/it]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 1/1 [00:00<00:00,  2.30it/s]\n",
            "                 all          25          64       0.912       0.875        0.94       0.699\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "   112/199     5.15G   0.02374   0.01495   0.00397   0.04266       324       640: 100% 8/8 [00:23<00:00,  2.98s/it]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 1/1 [00:00<00:00,  2.24it/s]\n",
            "                 all          25          64       0.924        0.79       0.919       0.672\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "   113/199     5.15G   0.02428    0.0149  0.004323   0.04351       378       640: 100% 8/8 [00:26<00:00,  3.36s/it]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 1/1 [00:00<00:00,  1.74it/s]\n",
            "                 all          25          64       0.847       0.892       0.933       0.701\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "   114/199     5.15G   0.02296   0.01388  0.003848   0.04069       220       640: 100% 8/8 [00:24<00:00,  3.09s/it]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 1/1 [00:00<00:00,  2.56it/s]\n",
            "                 all          25          64       0.936       0.895       0.945       0.728\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "   115/199     5.15G   0.02311    0.0138  0.003692    0.0406       288       640: 100% 8/8 [00:24<00:00,  3.07s/it]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 1/1 [00:00<00:00,  2.11it/s]\n",
            "                 all          25          64       0.746       0.817       0.868       0.638\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "   116/199     5.15G    0.0244   0.01407  0.003494   0.04197       266       640: 100% 8/8 [00:20<00:00,  2.53s/it]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 1/1 [00:00<00:00,  2.66it/s]\n",
            "                 all          25          64       0.943       0.798       0.913       0.694\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "   117/199     5.15G   0.02265   0.01424  0.003355   0.04025       378       640: 100% 8/8 [00:27<00:00,  3.44s/it]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 1/1 [00:00<00:00,  2.51it/s]\n",
            "                 all          25          64       0.931        0.81       0.935       0.698\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "   118/199     5.15G   0.02539   0.01382  0.002915   0.04212       263       640: 100% 8/8 [00:26<00:00,  3.34s/it]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 1/1 [00:00<00:00,  2.15it/s]\n",
            "                 all          25          64       0.958       0.856       0.919       0.684\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "   119/199     5.15G   0.02385   0.01351  0.003111   0.04047       298       640: 100% 8/8 [00:24<00:00,  3.11s/it]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 1/1 [00:00<00:00,  2.65it/s]\n",
            "                 all          25          64       0.888       0.925       0.957       0.723\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "   120/199     5.15G   0.02311   0.01369  0.003443   0.04025       275       640: 100% 8/8 [00:25<00:00,  3.18s/it]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 1/1 [00:00<00:00,  3.84it/s]\n",
            "                 all          25          64       0.929       0.894       0.972       0.741\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "   121/199     5.15G   0.02428   0.01348  0.003067   0.04082       366       640: 100% 8/8 [00:23<00:00,  2.92s/it]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 1/1 [00:00<00:00,  3.08it/s]\n",
            "                 all          25          64       0.863       0.947        0.96       0.704\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "   122/199     5.15G   0.02371   0.01361  0.003219   0.04054       316       640: 100% 8/8 [00:25<00:00,  3.24s/it]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 1/1 [00:00<00:00,  2.04it/s]\n",
            "                 all          25          64       0.814       0.909       0.936       0.694\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "   123/199     5.15G   0.02432   0.01496  0.003429    0.0427       287       640: 100% 8/8 [00:25<00:00,  3.23s/it]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 1/1 [00:00<00:00,  2.42it/s]\n",
            "                 all          25          64       0.914       0.888       0.957       0.726\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "   124/199     5.15G   0.02414    0.0132  0.003615   0.04095       344       640: 100% 8/8 [00:21<00:00,  2.63s/it]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 1/1 [00:00<00:00,  2.47it/s]\n",
            "                 all          25          64       0.994       0.803       0.931       0.713\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "   125/199     5.15G   0.02313   0.01346  0.003117    0.0397       230       640: 100% 8/8 [00:26<00:00,  3.32s/it]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 1/1 [00:00<00:00,  2.38it/s]\n",
            "                 all          25          64       0.912       0.881       0.946       0.718\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "   126/199     5.15G   0.02218   0.01423  0.002975   0.03938       258       640: 100% 8/8 [00:24<00:00,  3.06s/it]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 1/1 [00:00<00:00,  3.39it/s]\n",
            "                 all          25          64       0.868       0.832       0.909       0.663\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "   127/199     5.15G   0.02316    0.0134  0.003332   0.03989       232       640: 100% 8/8 [00:26<00:00,  3.26s/it]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 1/1 [00:00<00:00,  3.30it/s]\n",
            "                 all          25          64        0.96       0.832       0.936         0.7\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "   128/199     5.15G   0.02407   0.01248   0.00308   0.03963       276       640: 100% 8/8 [00:24<00:00,  3.03s/it]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 1/1 [00:00<00:00,  2.33it/s]\n",
            "                 all          25          64       0.903       0.921       0.953        0.71\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "   129/199     5.15G   0.02251   0.01362  0.003247   0.03938       275       640: 100% 8/8 [00:24<00:00,  3.05s/it]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 1/1 [00:00<00:00,  2.11it/s]\n",
            "                 all          25          64       0.832       0.953       0.948       0.722\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "   130/199     5.15G   0.02311   0.01382  0.003571    0.0405       261       640: 100% 8/8 [00:24<00:00,  3.09s/it]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 1/1 [00:00<00:00,  2.36it/s]\n",
            "                 all          25          64       0.943       0.915       0.961       0.748\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "   131/199     5.15G   0.02307   0.01374  0.003763   0.04057       309       640: 100% 8/8 [00:26<00:00,  3.26s/it]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 1/1 [00:00<00:00,  2.21it/s]\n",
            "                 all          25          64       0.864        0.83       0.922        0.71\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "   132/199     5.15G   0.02213   0.01332  0.003091   0.03855       205       640: 100% 8/8 [00:21<00:00,  2.65s/it]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 1/1 [00:00<00:00,  1.96it/s]\n",
            "                 all          25          64       0.882       0.882       0.923       0.696\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "   133/199     5.15G   0.02177   0.01364  0.003519   0.03893       303       640: 100% 8/8 [00:26<00:00,  3.25s/it]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 1/1 [00:00<00:00,  1.94it/s]\n",
            "                 all          25          64       0.864        0.87       0.931       0.728\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "   134/199     5.15G   0.02146   0.01335   0.00314   0.03795       271       640: 100% 8/8 [00:24<00:00,  3.03s/it]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 1/1 [00:00<00:00,  2.10it/s]\n",
            "                 all          25          64       0.942       0.869       0.936        0.71\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "   135/199     5.15G   0.02218   0.01373  0.002956   0.03887       361       640: 100% 8/8 [00:24<00:00,  3.00s/it]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 1/1 [00:00<00:00,  2.02it/s]\n",
            "                 all          25          64       0.871       0.909       0.892       0.668\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "   136/199     5.15G   0.02193   0.01297   0.00282   0.03772       338       640: 100% 8/8 [00:22<00:00,  2.82s/it]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 1/1 [00:00<00:00,  2.18it/s]\n",
            "                 all          25          64       0.892       0.857       0.927       0.712\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "   137/199     5.15G   0.02184   0.01322  0.003171   0.03824       268       640: 100% 8/8 [00:26<00:00,  3.27s/it]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 1/1 [00:00<00:00,  2.82it/s]\n",
            "                 all          25          64       0.918       0.915       0.945       0.729\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "   138/199     5.15G   0.02234   0.01457  0.002951   0.03986       380       640: 100% 8/8 [00:28<00:00,  3.51s/it]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 1/1 [00:00<00:00,  1.95it/s]\n",
            "                 all          25          64       0.935       0.875       0.957       0.752\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "   139/199     5.15G   0.02261   0.01246  0.002759   0.03783       241       640: 100% 8/8 [00:23<00:00,  2.95s/it]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 1/1 [00:00<00:00,  3.22it/s]\n",
            "                 all          25          64       0.921       0.913       0.961       0.759\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "   140/199     5.15G    0.0214   0.01257  0.002804   0.03678       266       640: 100% 8/8 [00:26<00:00,  3.35s/it]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 1/1 [00:00<00:00,  2.48it/s]\n",
            "                 all          25          64       0.952       0.918       0.964       0.755\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "   141/199     5.15G   0.02111   0.01201  0.002862   0.03599       263       640: 100% 8/8 [00:25<00:00,  3.15s/it]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 1/1 [00:00<00:00,  2.58it/s]\n",
            "                 all          25          64       0.925       0.876       0.962        0.76\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "   142/199     5.15G   0.02127   0.01285  0.002697   0.03681       247       640: 100% 8/8 [00:23<00:00,  2.93s/it]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 1/1 [00:00<00:00,  2.18it/s]\n",
            "                 all          25          64       0.894       0.875       0.971       0.768\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "   143/199     5.15G   0.02236   0.01231  0.003309   0.03798       306       640: 100% 8/8 [00:26<00:00,  3.28s/it]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 1/1 [00:00<00:00,  2.50it/s]\n",
            "                 all          25          64       0.954       0.928       0.974       0.764\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "   144/199     5.15G   0.02173   0.01228  0.002712   0.03672       255       640: 100% 8/8 [00:19<00:00,  2.40s/it]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 1/1 [00:00<00:00,  2.30it/s]\n",
            "                 all          25          64       0.868       0.849       0.944       0.722\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "   145/199     5.15G   0.02165   0.01321  0.003068   0.03792       307       640: 100% 8/8 [00:25<00:00,  3.15s/it]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 1/1 [00:00<00:00,  2.03it/s]\n",
            "                 all          25          64       0.874       0.915       0.957       0.747\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "   146/199     5.15G   0.02133   0.01323  0.003113   0.03767       303       640: 100% 8/8 [00:27<00:00,  3.38s/it]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 1/1 [00:00<00:00,  2.18it/s]\n",
            "                 all          25          64       0.949       0.889       0.966       0.754\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "   147/199     5.15G   0.02129   0.01239  0.002977   0.03666       307       640: 100% 8/8 [00:23<00:00,  2.91s/it]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 1/1 [00:00<00:00,  2.34it/s]\n",
            "                 all          25          64        0.87       0.961       0.962       0.775\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "   148/199     5.15G   0.02167   0.01256  0.002696   0.03693       346       640: 100% 8/8 [00:19<00:00,  2.41s/it]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 1/1 [00:00<00:00,  1.44it/s]\n",
            "                 all          25          64        0.94       0.923       0.967       0.756\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "   149/199     5.15G   0.02084   0.01254  0.002494   0.03588       367       640: 100% 8/8 [00:24<00:00,  3.11s/it]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 1/1 [00:00<00:00,  1.91it/s]\n",
            "                 all          25          64       0.951       0.934       0.976        0.78\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "   150/199     5.15G   0.02133   0.01253  0.002843    0.0367       313       640: 100% 8/8 [00:24<00:00,  3.12s/it]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 1/1 [00:00<00:00,  1.68it/s]\n",
            "                 all          25          64       0.879       0.946       0.961       0.767\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "   151/199     5.15G   0.02094   0.01363  0.002896   0.03747       383       640: 100% 8/8 [00:24<00:00,  3.10s/it]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 1/1 [00:00<00:00,  1.34it/s]\n",
            "                 all          25          64       0.858       0.908       0.943       0.751\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "   152/199     5.15G   0.02132   0.01311  0.002619   0.03705       293       640: 100% 8/8 [00:27<00:00,  3.40s/it]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 1/1 [00:00<00:00,  2.40it/s]\n",
            "                 all          25          64       0.909       0.902       0.959       0.767\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "   153/199     5.15G   0.02194    0.0133  0.002949    0.0382       311       640: 100% 8/8 [00:23<00:00,  2.97s/it]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 1/1 [00:00<00:00,  2.70it/s]\n",
            "                 all          25          64       0.885       0.849        0.95       0.747\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "   154/199     5.15G   0.02108   0.01189  0.002396   0.03537       278       640: 100% 8/8 [00:22<00:00,  2.84s/it]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 1/1 [00:00<00:00,  2.26it/s]\n",
            "                 all          25          64       0.944       0.889       0.965       0.766\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "   155/199     5.15G   0.02127     0.013  0.002493   0.03676       309       640: 100% 8/8 [00:28<00:00,  3.58s/it]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 1/1 [00:00<00:00,  2.21it/s]\n",
            "                 all          25          64       0.944       0.876        0.97       0.786\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "   156/199     5.15G   0.02038   0.01349  0.002657   0.03654       272       640: 100% 8/8 [00:26<00:00,  3.37s/it]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 1/1 [00:00<00:00,  2.55it/s]\n",
            "                 all          25          64       0.924       0.958       0.971       0.768\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "   157/199     5.15G   0.02108   0.01315   0.00225   0.03648       359       640: 100% 8/8 [00:26<00:00,  3.30s/it]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 1/1 [00:00<00:00,  3.77it/s]\n",
            "                 all          25          64       0.917       0.917       0.925       0.718\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "   158/199     5.15G   0.02024   0.01197   0.00248   0.03469       250       640: 100% 8/8 [00:23<00:00,  2.98s/it]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 1/1 [00:00<00:00,  1.82it/s]\n",
            "                 all          25          64       0.934       0.922       0.929       0.732\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "   159/199     5.15G   0.01975   0.01259  0.002238   0.03458       299       640: 100% 8/8 [00:22<00:00,  2.85s/it]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 1/1 [00:00<00:00,  1.75it/s]\n",
            "                 all          25          64       0.937       0.922       0.934       0.723\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "   160/199     5.15G   0.01943   0.01169  0.002021   0.03313       238       640: 100% 8/8 [00:21<00:00,  2.67s/it]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 1/1 [00:00<00:00,  3.04it/s]\n",
            "                 all          25          64       0.922       0.903        0.94       0.749\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "   161/199     5.15G   0.01882   0.01156  0.001986   0.03237       231       640: 100% 8/8 [00:25<00:00,  3.24s/it]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 1/1 [00:00<00:00,  3.00it/s]\n",
            "                 all          25          64       0.937       0.903       0.946       0.752\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "   162/199     5.15G   0.01924   0.01333  0.002421   0.03498       337       640: 100% 8/8 [00:25<00:00,  3.18s/it]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 1/1 [00:00<00:00,  2.11it/s]\n",
            "                 all          25          64       0.891       0.922       0.934       0.745\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "   163/199     5.15G   0.01994   0.01244  0.002123    0.0345       281       640: 100% 8/8 [00:22<00:00,  2.85s/it]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 1/1 [00:00<00:00,  2.26it/s]\n",
            "                 all          25          64       0.941       0.903       0.946        0.75\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "   164/199     5.15G   0.01975   0.01152  0.002161   0.03343       228       640: 100% 8/8 [00:26<00:00,  3.26s/it]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 1/1 [00:00<00:00,  2.45it/s]\n",
            "                 all          25          64       0.939       0.909       0.952       0.768\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "   165/199     5.15G   0.02011    0.0129  0.002068   0.03507       338       640: 100% 8/8 [00:28<00:00,  3.53s/it]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 1/1 [00:00<00:00,  2.15it/s]\n",
            "                 all          25          64       0.947       0.907       0.943       0.743\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "   166/199     5.15G   0.02108   0.01353  0.002825   0.03743       271       640: 100% 8/8 [00:29<00:00,  3.68s/it]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 1/1 [00:00<00:00,  2.43it/s]\n",
            "                 all          25          64       0.929       0.896       0.945        0.76\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "   167/199     5.15G   0.01956   0.01199  0.002195   0.03374       353       640: 100% 8/8 [00:25<00:00,  3.19s/it]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 1/1 [00:00<00:00,  2.19it/s]\n",
            "                 all          25          64       0.899        0.92       0.948       0.764\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "   168/199     5.15G   0.01913   0.01163  0.002197   0.03295       272       640: 100% 8/8 [00:25<00:00,  3.24s/it]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 1/1 [00:00<00:00,  1.34it/s]\n",
            "                 all          25          64       0.924       0.877       0.944       0.763\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "   169/199     5.15G   0.02002   0.01228   0.00226   0.03456       285       640: 100% 8/8 [00:22<00:00,  2.81s/it]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 1/1 [00:00<00:00,  2.43it/s]\n",
            "                 all          25          64       0.986       0.939       0.977        0.78\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "   170/199     5.15G   0.01952    0.0111  0.002206   0.03283       265       640: 100% 8/8 [00:25<00:00,  3.18s/it]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 1/1 [00:00<00:00,  2.36it/s]\n",
            "                 all          25          64       0.965       0.954       0.982       0.787\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "   171/199     5.15G   0.02028    0.0125  0.002143   0.03492       335       640: 100% 8/8 [00:27<00:00,  3.45s/it]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 1/1 [00:00<00:00,  1.47it/s]\n",
            "                 all          25          64       0.957       0.922       0.977        0.79\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "   172/199     5.15G   0.02094   0.01249  0.002306   0.03574       304       640: 100% 8/8 [00:24<00:00,  3.07s/it]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 1/1 [00:00<00:00,  1.79it/s]\n",
            "                 all          25          64        0.94       0.954       0.979       0.788\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "   173/199     5.15G   0.01963   0.01195  0.001928    0.0335       210       640: 100% 8/8 [00:21<00:00,  2.71s/it]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 1/1 [00:00<00:00,  2.69it/s]\n",
            "                 all          25          64       0.894       0.915       0.969        0.78\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "   174/199     5.15G   0.02104   0.01241   0.00266   0.03612       296       640: 100% 8/8 [00:24<00:00,  3.11s/it]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 1/1 [00:00<00:00,  2.58it/s]\n",
            "                 all          25          64       0.863       0.915       0.964       0.761\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "   175/199     5.15G   0.02021   0.01301  0.002215   0.03543       293       640: 100% 8/8 [00:32<00:00,  4.03s/it]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 1/1 [00:00<00:00,  2.69it/s]\n",
            "                 all          25          64       0.911       0.915       0.964       0.782\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "   176/199     5.15G   0.01948   0.01265  0.002056   0.03418       310       640: 100% 8/8 [00:24<00:00,  3.12s/it]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 1/1 [00:00<00:00,  3.89it/s]\n",
            "                 all          25          64       0.953       0.915        0.97       0.777\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "   177/199     5.15G   0.01983   0.01187  0.001972   0.03366       241       640: 100% 8/8 [00:20<00:00,  2.60s/it]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 1/1 [00:00<00:00,  3.12it/s]\n",
            "                 all          25          64       0.957       0.915       0.969       0.787\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "   178/199     5.15G   0.01933   0.01192  0.002153   0.03341       273       640: 100% 8/8 [00:27<00:00,  3.42s/it]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 1/1 [00:00<00:00,  1.42it/s]\n",
            "                 all          25          64       0.954       0.915       0.969       0.766\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "   179/199     5.15G   0.01918   0.01165  0.002615   0.03344       214       640: 100% 8/8 [00:25<00:00,  3.17s/it]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 1/1 [00:00<00:00,  2.43it/s]\n",
            "                 all          25          64       0.913       0.955       0.971       0.773\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "   180/199     5.15G   0.01928   0.01084  0.001645   0.03176       249       640: 100% 8/8 [00:22<00:00,  2.83s/it]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 1/1 [00:00<00:00,  1.89it/s]\n",
            "                 all          25          64       0.941       0.876       0.966       0.776\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "   181/199     5.15G   0.02003   0.01215  0.002554   0.03474       292       640: 100% 8/8 [00:25<00:00,  3.21s/it]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 1/1 [00:00<00:00,  2.59it/s]\n",
            "                 all          25          64       0.911       0.934       0.968       0.781\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "   182/199     5.15G   0.01863   0.01285  0.001731   0.03322       281       640: 100% 8/8 [00:26<00:00,  3.33s/it]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 1/1 [00:00<00:00,  2.76it/s]\n",
            "                 all          25          64       0.912       0.943       0.972       0.785\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "   183/199     5.15G   0.01929   0.01228  0.002272   0.03383       332       640: 100% 8/8 [00:25<00:00,  3.13s/it]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 1/1 [00:00<00:00,  2.46it/s]\n",
            "                 all          25          64       0.929       0.968       0.971       0.787\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "   184/199     5.15G   0.01888   0.01195  0.002046   0.03287       338       640: 100% 8/8 [00:25<00:00,  3.13s/it]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 1/1 [00:00<00:00,  2.17it/s]\n",
            "                 all          25          64       0.919       0.968       0.977       0.806\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "   185/199     5.15G   0.01923   0.01223  0.002493   0.03396       305       640: 100% 8/8 [00:25<00:00,  3.16s/it]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 1/1 [00:00<00:00,  2.53it/s]\n",
            "                 all          25          64       0.921       0.954       0.972       0.793\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "   186/199     5.15G    0.0183   0.01232  0.001993   0.03261       256       640: 100% 8/8 [00:27<00:00,  3.43s/it]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 1/1 [00:00<00:00,  2.40it/s]\n",
            "                 all          25          64       0.947       0.941       0.967       0.783\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "   187/199     5.15G   0.01936   0.01241    0.0019   0.03367       301       640: 100% 8/8 [00:21<00:00,  2.69s/it]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 1/1 [00:00<00:00,  2.41it/s]\n",
            "                 all          25          64        0.95       0.941       0.973       0.791\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "   188/199     5.15G   0.01837   0.01148  0.001826   0.03168       338       640: 100% 8/8 [00:25<00:00,  3.24s/it]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 1/1 [00:00<00:00,  2.51it/s]\n",
            "                 all          25          64       0.927       0.941       0.976       0.798\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "   189/199     5.15G   0.01905   0.01178   0.00196    0.0328       277       640: 100% 8/8 [00:22<00:00,  2.87s/it]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 1/1 [00:00<00:00,  2.44it/s]\n",
            "                 all          25          64       0.901       0.954       0.976       0.794\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "   190/199     5.15G   0.01804   0.01084  0.001739   0.03062       289       640: 100% 8/8 [00:21<00:00,  2.73s/it]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 1/1 [00:00<00:00,  1.39it/s]\n",
            "                 all          25          64       0.936       0.948       0.983       0.795\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "   191/199     5.15G   0.01775   0.01179  0.001996   0.03154       208       640: 100% 8/8 [00:25<00:00,  3.19s/it]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 1/1 [00:00<00:00,  1.51it/s]\n",
            "                 all          25          64       0.949       0.932       0.984       0.807\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "   192/199     5.15G   0.01803   0.01205  0.001702   0.03178       305       640: 100% 8/8 [00:25<00:00,  3.16s/it]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 1/1 [00:00<00:00,  1.81it/s]\n",
            "                 all          25          64       0.981       0.881       0.982       0.814\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "   193/199     5.15G   0.01755   0.01088  0.001718   0.03014       316       640: 100% 8/8 [00:21<00:00,  2.73s/it]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 1/1 [00:00<00:00,  2.64it/s]\n",
            "                 all          25          64       0.997       0.855        0.98       0.816\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "   194/199     5.15G   0.01747     0.011  0.001752   0.03022       231       640: 100% 8/8 [00:24<00:00,  3.06s/it]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 1/1 [00:00<00:00,  2.28it/s]\n",
            "                 all          25          64       0.948       0.921       0.978       0.802\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "   195/199     5.15G   0.01888   0.01182  0.002124   0.03282       260       640: 100% 8/8 [00:21<00:00,  2.71s/it]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 1/1 [00:00<00:00,  2.30it/s]\n",
            "                 all          25          64       0.942        0.96       0.977       0.805\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "   196/199     5.15G   0.01907   0.01161  0.002381   0.03306       246       640: 100% 8/8 [00:29<00:00,  3.64s/it]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 1/1 [00:00<00:00,  1.49it/s]\n",
            "                 all          25          64       0.931       0.964       0.978       0.789\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "   197/199     5.15G   0.01826    0.0113  0.001726   0.03129       294       640: 100% 8/8 [00:23<00:00,  2.89s/it]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 1/1 [00:00<00:00,  1.95it/s]\n",
            "                 all          25          64       0.958       0.927       0.979       0.803\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "   198/199     5.15G   0.01845   0.01223  0.001831   0.03251       364       640: 100% 8/8 [00:24<00:00,  3.09s/it]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 1/1 [00:00<00:00,  2.69it/s]\n",
            "                 all          25          64        0.99       0.889       0.979       0.812\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "   199/199     5.15G   0.01752   0.01088  0.001646   0.03004       345       640: 100% 8/8 [00:26<00:00,  3.34s/it]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 1/1 [00:00<00:00,  1.68it/s]\n",
            "                 all          25          64       0.944       0.954       0.971       0.808\n",
            "            diabetes          25          38       0.947       0.947        0.97       0.788\n",
            "               sehat          25          26        0.94       0.962       0.973       0.829\n",
            "200 epochs completed in 1.551 hours.\n",
            "\n",
            "Optimizer stripped from runs/train/t200/weights/last.pt, 12.3MB\n",
            "Optimizer stripped from runs/train/t200/weights/best.pt, 12.3MB\n",
            "2023-09-28 05:48:43.799158: I tensorflow/core/platform/cpu_feature_guard.cc:182] This TensorFlow binary is optimized to use available CPU instructions in performance-critical operations.\n",
            "To enable the following instructions: AVX2 AVX512F FMA, in other operations, rebuild TensorFlow with the appropriate compiler flags.\n",
            "2023-09-28 05:48:44.727911: W tensorflow/compiler/tf2tensorrt/utils/py_utils.cc:38] TF-TRT Warning: Could not find TensorRT\n",
            "YOLOR 🚀 3be450a torch 2.0.1+cu118 CUDA:0 (Tesla T4, 15101.8125MB)\n",
            "\n",
            "Namespace(weights='/content/weights/yolov7-tiny.pt', cfg='./cfg/training/yolov7-tiny.yaml', data='./datasets/data.yaml', hyp='data/hyp.scratch.p5.yaml', epochs=150, batch_size=32, img_size=[640, 640], rect=False, resume=False, nosave=False, notest=False, noautoanchor=False, evolve=False, bucket='', cache_images=False, image_weights=False, device='', multi_scale=False, single_cls=False, adam=True, sync_bn=False, local_rank=-1, workers=8, project='runs/train', entity=None, name='t150', exist_ok=False, quad=False, linear_lr=False, label_smoothing=0.0, upload_dataset=False, bbox_interval=-1, save_period=-1, artifact_alias='latest', freeze=[0], v5_metric=False, world_size=1, global_rank=-1, save_dir='runs/train/t150', total_batch_size=32)\n",
            "\u001b[34m\u001b[1mtensorboard: \u001b[0mStart with 'tensorboard --logdir runs/train', view at http://localhost:6006/\n",
            "\u001b[34m\u001b[1mhyperparameters: \u001b[0mlr0=0.01, lrf=0.1, momentum=0.937, weight_decay=0.0005, warmup_epochs=3.0, warmup_momentum=0.8, warmup_bias_lr=0.1, box=0.05, cls=0.3, cls_pw=1.0, obj=0.7, obj_pw=1.0, iou_t=0.2, anchor_t=4.0, fl_gamma=0.0, hsv_h=0.015, hsv_s=0.7, hsv_v=0.4, degrees=0.0, translate=0.2, scale=0.9, shear=0.0, perspective=0.0, flipud=0.0, fliplr=0.5, mosaic=1.0, mixup=0.15, copy_paste=0.0, paste_in=0.15, loss_ota=1\n",
            "\u001b[34m\u001b[1mwandb: \u001b[0mInstall Weights & Biases for YOLOR logging with 'pip install wandb' (recommended)\n",
            "\n",
            "                 from  n    params  module                                  arguments                     \n",
            "  0                -1  1       928  models.common.Conv                      [3, 32, 3, 2, None, 1, LeakyReLU(negative_slope=0.1)]\n",
            "  1                -1  1     18560  models.common.Conv                      [32, 64, 3, 2, None, 1, LeakyReLU(negative_slope=0.1)]\n",
            "  2                -1  1      2112  models.common.Conv                      [64, 32, 1, 1, None, 1, LeakyReLU(negative_slope=0.1)]\n",
            "  3                -2  1      2112  models.common.Conv                      [64, 32, 1, 1, None, 1, LeakyReLU(negative_slope=0.1)]\n",
            "  4                -1  1      9280  models.common.Conv                      [32, 32, 3, 1, None, 1, LeakyReLU(negative_slope=0.1)]\n",
            "  5                -1  1      9280  models.common.Conv                      [32, 32, 3, 1, None, 1, LeakyReLU(negative_slope=0.1)]\n",
            "  6  [-1, -2, -3, -4]  1         0  models.common.Concat                    [1]                           \n",
            "  7                -1  1      8320  models.common.Conv                      [128, 64, 1, 1, None, 1, LeakyReLU(negative_slope=0.1)]\n",
            "  8                -1  1         0  models.common.MP                        []                            \n",
            "  9                -1  1      4224  models.common.Conv                      [64, 64, 1, 1, None, 1, LeakyReLU(negative_slope=0.1)]\n",
            " 10                -2  1      4224  models.common.Conv                      [64, 64, 1, 1, None, 1, LeakyReLU(negative_slope=0.1)]\n",
            " 11                -1  1     36992  models.common.Conv                      [64, 64, 3, 1, None, 1, LeakyReLU(negative_slope=0.1)]\n",
            " 12                -1  1     36992  models.common.Conv                      [64, 64, 3, 1, None, 1, LeakyReLU(negative_slope=0.1)]\n",
            " 13  [-1, -2, -3, -4]  1         0  models.common.Concat                    [1]                           \n",
            " 14                -1  1     33024  models.common.Conv                      [256, 128, 1, 1, None, 1, LeakyReLU(negative_slope=0.1)]\n",
            " 15                -1  1         0  models.common.MP                        []                            \n",
            " 16                -1  1     16640  models.common.Conv                      [128, 128, 1, 1, None, 1, LeakyReLU(negative_slope=0.1)]\n",
            " 17                -2  1     16640  models.common.Conv                      [128, 128, 1, 1, None, 1, LeakyReLU(negative_slope=0.1)]\n",
            " 18                -1  1    147712  models.common.Conv                      [128, 128, 3, 1, None, 1, LeakyReLU(negative_slope=0.1)]\n",
            " 19                -1  1    147712  models.common.Conv                      [128, 128, 3, 1, None, 1, LeakyReLU(negative_slope=0.1)]\n",
            " 20  [-1, -2, -3, -4]  1         0  models.common.Concat                    [1]                           \n",
            " 21                -1  1    131584  models.common.Conv                      [512, 256, 1, 1, None, 1, LeakyReLU(negative_slope=0.1)]\n",
            " 22                -1  1         0  models.common.MP                        []                            \n",
            " 23                -1  1     66048  models.common.Conv                      [256, 256, 1, 1, None, 1, LeakyReLU(negative_slope=0.1)]\n",
            " 24                -2  1     66048  models.common.Conv                      [256, 256, 1, 1, None, 1, LeakyReLU(negative_slope=0.1)]\n",
            " 25                -1  1    590336  models.common.Conv                      [256, 256, 3, 1, None, 1, LeakyReLU(negative_slope=0.1)]\n",
            " 26                -1  1    590336  models.common.Conv                      [256, 256, 3, 1, None, 1, LeakyReLU(negative_slope=0.1)]\n",
            " 27  [-1, -2, -3, -4]  1         0  models.common.Concat                    [1]                           \n",
            " 28                -1  1    525312  models.common.Conv                      [1024, 512, 1, 1, None, 1, LeakyReLU(negative_slope=0.1)]\n",
            " 29                -1  1    131584  models.common.Conv                      [512, 256, 1, 1, None, 1, LeakyReLU(negative_slope=0.1)]\n",
            " 30                -2  1    131584  models.common.Conv                      [512, 256, 1, 1, None, 1, LeakyReLU(negative_slope=0.1)]\n",
            " 31                -1  1         0  models.common.SP                        [5]                           \n",
            " 32                -2  1         0  models.common.SP                        [9]                           \n",
            " 33                -3  1         0  models.common.SP                        [13]                          \n",
            " 34  [-1, -2, -3, -4]  1         0  models.common.Concat                    [1]                           \n",
            " 35                -1  1    262656  models.common.Conv                      [1024, 256, 1, 1, None, 1, LeakyReLU(negative_slope=0.1)]\n",
            " 36          [-1, -7]  1         0  models.common.Concat                    [1]                           \n",
            " 37                -1  1    131584  models.common.Conv                      [512, 256, 1, 1, None, 1, LeakyReLU(negative_slope=0.1)]\n",
            " 38                -1  1     33024  models.common.Conv                      [256, 128, 1, 1, None, 1, LeakyReLU(negative_slope=0.1)]\n",
            " 39                -1  1         0  torch.nn.modules.upsampling.Upsample    [None, 2, 'nearest']          \n",
            " 40                21  1     33024  models.common.Conv                      [256, 128, 1, 1, None, 1, LeakyReLU(negative_slope=0.1)]\n",
            " 41          [-1, -2]  1         0  models.common.Concat                    [1]                           \n",
            " 42                -1  1     16512  models.common.Conv                      [256, 64, 1, 1, None, 1, LeakyReLU(negative_slope=0.1)]\n",
            " 43                -2  1     16512  models.common.Conv                      [256, 64, 1, 1, None, 1, LeakyReLU(negative_slope=0.1)]\n",
            " 44                -1  1     36992  models.common.Conv                      [64, 64, 3, 1, None, 1, LeakyReLU(negative_slope=0.1)]\n",
            " 45                -1  1     36992  models.common.Conv                      [64, 64, 3, 1, None, 1, LeakyReLU(negative_slope=0.1)]\n",
            " 46  [-1, -2, -3, -4]  1         0  models.common.Concat                    [1]                           \n",
            " 47                -1  1     33024  models.common.Conv                      [256, 128, 1, 1, None, 1, LeakyReLU(negative_slope=0.1)]\n",
            " 48                -1  1      8320  models.common.Conv                      [128, 64, 1, 1, None, 1, LeakyReLU(negative_slope=0.1)]\n",
            " 49                -1  1         0  torch.nn.modules.upsampling.Upsample    [None, 2, 'nearest']          \n",
            " 50                14  1      8320  models.common.Conv                      [128, 64, 1, 1, None, 1, LeakyReLU(negative_slope=0.1)]\n",
            " 51          [-1, -2]  1         0  models.common.Concat                    [1]                           \n",
            " 52                -1  1      4160  models.common.Conv                      [128, 32, 1, 1, None, 1, LeakyReLU(negative_slope=0.1)]\n",
            " 53                -2  1      4160  models.common.Conv                      [128, 32, 1, 1, None, 1, LeakyReLU(negative_slope=0.1)]\n",
            " 54                -1  1      9280  models.common.Conv                      [32, 32, 3, 1, None, 1, LeakyReLU(negative_slope=0.1)]\n",
            " 55                -1  1      9280  models.common.Conv                      [32, 32, 3, 1, None, 1, LeakyReLU(negative_slope=0.1)]\n",
            " 56  [-1, -2, -3, -4]  1         0  models.common.Concat                    [1]                           \n",
            " 57                -1  1      8320  models.common.Conv                      [128, 64, 1, 1, None, 1, LeakyReLU(negative_slope=0.1)]\n",
            " 58                -1  1     73984  models.common.Conv                      [64, 128, 3, 2, None, 1, LeakyReLU(negative_slope=0.1)]\n",
            " 59          [-1, 47]  1         0  models.common.Concat                    [1]                           \n",
            " 60                -1  1     16512  models.common.Conv                      [256, 64, 1, 1, None, 1, LeakyReLU(negative_slope=0.1)]\n",
            " 61                -2  1     16512  models.common.Conv                      [256, 64, 1, 1, None, 1, LeakyReLU(negative_slope=0.1)]\n",
            " 62                -1  1     36992  models.common.Conv                      [64, 64, 3, 1, None, 1, LeakyReLU(negative_slope=0.1)]\n",
            " 63                -1  1     36992  models.common.Conv                      [64, 64, 3, 1, None, 1, LeakyReLU(negative_slope=0.1)]\n",
            " 64  [-1, -2, -3, -4]  1         0  models.common.Concat                    [1]                           \n",
            " 65                -1  1     33024  models.common.Conv                      [256, 128, 1, 1, None, 1, LeakyReLU(negative_slope=0.1)]\n",
            " 66                -1  1    295424  models.common.Conv                      [128, 256, 3, 2, None, 1, LeakyReLU(negative_slope=0.1)]\n",
            " 67          [-1, 37]  1         0  models.common.Concat                    [1]                           \n",
            " 68                -1  1     65792  models.common.Conv                      [512, 128, 1, 1, None, 1, LeakyReLU(negative_slope=0.1)]\n",
            " 69                -2  1     65792  models.common.Conv                      [512, 128, 1, 1, None, 1, LeakyReLU(negative_slope=0.1)]\n",
            " 70                -1  1    147712  models.common.Conv                      [128, 128, 3, 1, None, 1, LeakyReLU(negative_slope=0.1)]\n",
            " 71                -1  1    147712  models.common.Conv                      [128, 128, 3, 1, None, 1, LeakyReLU(negative_slope=0.1)]\n",
            " 72  [-1, -2, -3, -4]  1         0  models.common.Concat                    [1]                           \n",
            " 73                -1  1    131584  models.common.Conv                      [512, 256, 1, 1, None, 1, LeakyReLU(negative_slope=0.1)]\n",
            " 74                57  1     73984  models.common.Conv                      [64, 128, 3, 1, None, 1, LeakyReLU(negative_slope=0.1)]\n",
            " 75                65  1    295424  models.common.Conv                      [128, 256, 3, 1, None, 1, LeakyReLU(negative_slope=0.1)]\n",
            " 76                73  1   1180672  models.common.Conv                      [256, 512, 3, 1, None, 1, LeakyReLU(negative_slope=0.1)]\n",
            " 77      [74, 75, 76]  1     19838  models.yolo.IDetect                     [2, [[10, 13, 16, 30, 33, 23], [30, 61, 62, 45, 59, 119], [116, 90, 156, 198, 373, 326]], [128, 256, 512]]\n",
            "Model Summary: 263 layers, 6017694 parameters, 6017694 gradients\n",
            "\n",
            "Transferred 330/344 items from /content/weights/yolov7-tiny.pt\n",
            "Scaled weight_decay = 0.0005\n",
            "Optimizer groups: 58 .bias, 58 conv.weight, 61 other\n",
            "\u001b[34m\u001b[1mtrain: \u001b[0mScanning '../kuku/datasets/train/labels.cache' images and labels... 255 found, 0 missing, 0 empty, 0 corrupted: 100% 255/255 [00:00<?, ?it/s]\n",
            "\u001b[34m\u001b[1mval: \u001b[0mScanning '../kuku/datasets/valid/labels.cache' images and labels... 25 found, 0 missing, 0 empty, 0 corrupted: 100% 25/25 [00:00<?, ?it/s]\n",
            "\n",
            "\u001b[34m\u001b[1mautoanchor: \u001b[0mAnalyzing anchors... anchors/target = 5.34, Best Possible Recall (BPR) = 1.0000\n",
            "Image sizes 640 train, 640 test\n",
            "Using 2 dataloader workers\n",
            "Logging results to runs/train/t150\n",
            "Starting training for 150 epochs...\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "     0/149     1.66G   0.08208   0.01914   0.01649    0.1177       289       640: 100% 8/8 [00:41<00:00,  5.16s/it]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95:   0% 0/1 [00:00<?, ?it/s]/usr/local/lib/python3.10/dist-packages/torch/functional.py:504: UserWarning: torch.meshgrid: in an upcoming release, it will be required to pass the indexing argument. (Triggered internally at ../aten/src/ATen/native/TensorShape.cpp:3483.)\n",
            "  return _VF.meshgrid(tensors, **kwargs)  # type: ignore[attr-defined]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 1/1 [00:03<00:00,  3.61s/it]\n",
            "                 all          25          64     0.00638      0.0132    0.000783    0.000163\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "     1/149     5.45G   0.06811   0.01919   0.01501    0.1023       274       640: 100% 8/8 [00:20<00:00,  2.58s/it]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 1/1 [00:00<00:00,  1.90it/s]\n",
            "                 all          25          64       0.113       0.104      0.0169     0.00185\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "     2/149     5.45G   0.06252   0.02131   0.01436   0.09819       320       640: 100% 8/8 [00:24<00:00,  3.08s/it]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 1/1 [00:01<00:00,  1.15s/it]\n",
            "                 all          25          64       0.633      0.0768      0.0634      0.0131\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "     3/149     5.45G   0.05553    0.0215   0.01416   0.09119       270       640: 100% 8/8 [00:22<00:00,  2.87s/it]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 1/1 [00:01<00:00,  1.60s/it]\n",
            "                 all          25          64       0.317       0.214       0.156      0.0297\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "     4/149     5.45G   0.04983   0.02001   0.01419   0.08403       234       640: 100% 8/8 [00:22<00:00,  2.77s/it]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 1/1 [00:01<00:00,  1.04s/it]\n",
            "                 all          25          64        0.26       0.247        0.16      0.0421\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "     5/149     5.45G   0.04565   0.01928   0.01375   0.07869       326       640: 100% 8/8 [00:28<00:00,  3.57s/it]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 1/1 [00:00<00:00,  1.13it/s]\n",
            "                 all          25          64       0.209       0.338         0.2      0.0453\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "     6/149     5.45G   0.04453   0.01914    0.0132   0.07687       339       640: 100% 8/8 [00:25<00:00,  3.19s/it]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 1/1 [00:00<00:00,  1.75it/s]\n",
            "                 all          25          64       0.301       0.254       0.189      0.0444\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "     7/149     5.45G   0.03988   0.01791   0.01226   0.07005       307       640: 100% 8/8 [00:23<00:00,  2.93s/it]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 1/1 [00:00<00:00,  1.73it/s]\n",
            "                 all          25          64       0.236       0.564       0.249      0.0856\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "     8/149     5.45G   0.03871   0.01713   0.01122   0.06706       320       640: 100% 8/8 [00:22<00:00,  2.86s/it]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 1/1 [00:00<00:00,  2.30it/s]\n",
            "                 all          25          64       0.246       0.614        0.27       0.112\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "     9/149     5.45G   0.03797   0.01739    0.0096   0.06496       302       640: 100% 8/8 [00:21<00:00,  2.74s/it]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 1/1 [00:00<00:00,  1.83it/s]\n",
            "                 all          25          64       0.434       0.738         0.6       0.179\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "    10/149     5.45G   0.03799   0.01788  0.008656   0.06453       307       640: 100% 8/8 [00:26<00:00,  3.30s/it]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 1/1 [00:00<00:00,  2.46it/s]\n",
            "                 all          25          64         0.4       0.561       0.344       0.151\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "    11/149     5.45G   0.03654   0.01534  0.008017   0.05989       239       640: 100% 8/8 [00:26<00:00,  3.36s/it]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 1/1 [00:00<00:00,  3.37it/s]\n",
            "                 all          25          64       0.591       0.574       0.565       0.184\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "    12/149     5.45G   0.03544   0.01625   0.00696   0.05865       331       640: 100% 8/8 [00:22<00:00,  2.85s/it]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 1/1 [00:00<00:00,  2.13it/s]\n",
            "                 all          25          64       0.458       0.705       0.562        0.15\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "    13/149     5.45G   0.03544    0.0164  0.006202   0.05805       291       640: 100% 8/8 [00:24<00:00,  3.06s/it]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 1/1 [00:00<00:00,  3.32it/s]\n",
            "                 all          25          64       0.559       0.644       0.645       0.265\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "    14/149     5.45G    0.0337   0.01587  0.006287   0.05586       321       640: 100% 8/8 [00:28<00:00,  3.57s/it]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 1/1 [00:00<00:00,  2.77it/s]\n",
            "                 all          25          64       0.538        0.75       0.645       0.247\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "    15/149     5.45G   0.03185   0.01614  0.005901   0.05389       227       640: 100% 8/8 [00:25<00:00,  3.19s/it]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 1/1 [00:00<00:00,  2.45it/s]\n",
            "                 all          25          64       0.758       0.679       0.743       0.333\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "    16/149     5.45G   0.03186   0.01581  0.005799   0.05347       299       640: 100% 8/8 [00:24<00:00,  3.08s/it]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 1/1 [00:00<00:00,  3.24it/s]\n",
            "                 all          25          64       0.688       0.737       0.735       0.306\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "    17/149     5.45G   0.03312   0.01626  0.005759   0.05514       304       640: 100% 8/8 [00:24<00:00,  3.04s/it]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 1/1 [00:00<00:00,  3.15it/s]\n",
            "                 all          25          64        0.39       0.737        0.68       0.264\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "    18/149     5.45G   0.03286   0.01642  0.005561   0.05484       353       640: 100% 8/8 [00:24<00:00,  3.09s/it]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 1/1 [00:00<00:00,  2.49it/s]\n",
            "                 all          25          64       0.624       0.666       0.668       0.292\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "    19/149     5.45G   0.03251   0.01569  0.006163   0.05437       338       640: 100% 8/8 [00:27<00:00,  3.39s/it]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 1/1 [00:00<00:00,  2.10it/s]\n",
            "                 all          25          64       0.746       0.411       0.445       0.243\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "    20/149     5.45G   0.03243   0.01527  0.006201    0.0539       261       640: 100% 8/8 [00:23<00:00,  2.95s/it]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 1/1 [00:00<00:00,  3.00it/s]\n",
            "                 all          25          64       0.535       0.672       0.598       0.296\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "    21/149     5.45G   0.03129   0.01529  0.006188   0.05277       234       640: 100% 8/8 [00:24<00:00,  3.10s/it]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 1/1 [00:00<00:00,  2.28it/s]\n",
            "                 all          25          64       0.628       0.725       0.652       0.268\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "    22/149     5.45G   0.03016   0.01444  0.005396   0.04999       282       640: 100% 8/8 [00:23<00:00,  2.99s/it]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 1/1 [00:00<00:00,  3.07it/s]\n",
            "                 all          25          64       0.743       0.724       0.782       0.353\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "    23/149     5.45G    0.0309   0.01468  0.004871   0.05046       253       640: 100% 8/8 [00:20<00:00,  2.56s/it]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 1/1 [00:00<00:00,  1.51it/s]\n",
            "                 all          25          64       0.608       0.671       0.592        0.31\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "    24/149     5.45G   0.03001   0.01563  0.005849   0.05149       300       640: 100% 8/8 [00:27<00:00,  3.38s/it]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 1/1 [00:00<00:00,  2.39it/s]\n",
            "                 all          25          64       0.524        0.73       0.658       0.238\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "    25/149     5.45G   0.02975   0.01557  0.006493   0.05181       324       640: 100% 8/8 [00:23<00:00,  2.95s/it]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 1/1 [00:00<00:00,  1.94it/s]\n",
            "                 all          25          64       0.789       0.685       0.781       0.471\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "    26/149     5.45G    0.0298   0.01679  0.005946   0.05254       291       640: 100% 8/8 [00:28<00:00,  3.57s/it]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 1/1 [00:00<00:00,  3.18it/s]\n",
            "                 all          25          64       0.905       0.671       0.805       0.397\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "    27/149     5.45G    0.0291   0.01558  0.005328      0.05       314       640: 100% 8/8 [00:26<00:00,  3.37s/it]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 1/1 [00:00<00:00,  1.42it/s]\n",
            "                 all          25          64       0.869       0.816       0.854       0.558\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "    28/149     5.45G   0.02854   0.01594  0.005144   0.04963       267       640: 100% 8/8 [00:26<00:00,  3.32s/it]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 1/1 [00:00<00:00,  2.17it/s]\n",
            "                 all          25          64       0.841       0.843       0.876       0.523\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "    29/149     5.45G   0.02929   0.01507  0.004479   0.04884       347       640: 100% 8/8 [00:24<00:00,  3.11s/it]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 1/1 [00:00<00:00,  3.19it/s]\n",
            "                 all          25          64       0.793       0.752       0.827       0.489\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "    30/149     5.45G   0.03097   0.01484  0.004957   0.05076       220       640: 100% 8/8 [00:23<00:00,  2.90s/it]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 1/1 [00:00<00:00,  2.57it/s]\n",
            "                 all          25          64       0.792       0.789       0.839       0.526\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "    31/149     5.45G    0.0295   0.01531  0.004969   0.04978       276       640: 100% 8/8 [00:24<00:00,  3.02s/it]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 1/1 [00:00<00:00,  2.56it/s]\n",
            "                 all          25          64        0.74        0.75       0.828        0.43\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "    32/149     5.45G   0.02916   0.01452  0.004612   0.04829       255       640: 100% 8/8 [00:21<00:00,  2.68s/it]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 1/1 [00:00<00:00,  1.44it/s]\n",
            "                 all          25          64       0.843       0.908       0.906       0.589\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "    33/149     5.45G   0.02893   0.01608  0.005346   0.05036       231       640: 100% 8/8 [00:29<00:00,  3.69s/it]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 1/1 [00:00<00:00,  2.59it/s]\n",
            "                 all          25          64       0.803       0.909       0.899       0.541\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "    34/149     5.45G   0.02876   0.01438  0.005392   0.04854       319       640: 100% 8/8 [00:24<00:00,  3.02s/it]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 1/1 [00:00<00:00,  1.76it/s]\n",
            "                 all          25          64        0.91       0.824       0.906       0.548\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "    35/149     5.45G   0.02842   0.01552  0.005369   0.04931       343       640: 100% 8/8 [00:26<00:00,  3.34s/it]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 1/1 [00:00<00:00,  2.85it/s]\n",
            "                 all          25          64       0.664       0.787       0.772       0.455\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "    36/149     5.45G   0.02781   0.01533  0.005491   0.04863       286       640: 100% 8/8 [00:26<00:00,  3.29s/it]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 1/1 [00:00<00:00,  2.51it/s]\n",
            "                 all          25          64       0.955       0.694       0.868       0.505\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "    37/149     5.45G   0.02809   0.01513  0.005118   0.04834       246       640: 100% 8/8 [00:24<00:00,  3.11s/it]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 1/1 [00:00<00:00,  2.07it/s]\n",
            "                 all          25          64       0.622       0.748        0.72        0.37\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "    38/149     5.45G   0.02775   0.01506  0.004844   0.04765       228       640: 100% 8/8 [00:22<00:00,  2.86s/it]\n",
            "               Class      Images      Labels           P           R      mAP@.5  mAP@.5:.95: 100% 1/1 [00:00<00:00,  1.48it/s]\n",
            "                 all          25          64       0.741       0.796       0.826       0.507\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "    39/149     5.45G   0.02751    0.0156  0.004624   0.04774       321       640:  38% 3/8 [00:09<00:16,  3.21s/it]"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "from google.colab import drive\n",
        "drive.mount('/content/drive')"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "Ln7ES0EMyOXS",
        "outputId": "34e1365f-3ca4-451e-986d-2485d9076592"
      },
      "execution_count": 1,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Mounted at /content/drive\n"
          ]
        }
      ]
    }
  ]
}