YOLOv5_Custom_Data.ipynb

{
  "cells": [
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "view-in-github",
        "colab_type": "text"
      },
      "source": [
        "<a href=\"https://colab.research.google.com/github/AmirMohammadiKarbalaei/YOLO5-Custom-data/blob/main/YOLOv5_Custom_Data.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "t6MPjfT5NrKQ"
      },
      "source": [
        "<div align=\"center\">\n",
        "\n",
        "  <a href=\"https://ultralytics.com/yolov5\" target=\"_blank\">\n",
        "    <img width=\"1024\", src=\"https://github.com/ultralytics/assets/raw/master/yolov5/v62/splash_notebook.png\"></a>\n",
        "\n",
        "\n",
        "<br>\n",
        "  <a href=\"https://bit.ly/yolov5-paperspace-notebook\"><img src=\"https://assets.paperspace.io/img/gradient-badge.svg\" alt=\"Run on Gradient\"></a>\n",
        "  <a href=\"https://colab.research.google.com/github/ultralytics/yolov5/blob/master/tutorial.ipynb\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"></a>\n",
        "  <a href=\"https://www.kaggle.com/ultralytics/yolov5\"><img src=\"https://kaggle.com/static/images/open-in-kaggle.svg\" alt=\"Open In Kaggle\"></a>\n",
        "<br>\n",
        "\n",
        "This <a href=\"https://github.com/ultralytics/yolov5\">YOLOv5</a> 🚀 notebook by <a href=\"https://ultralytics.com\">Ultralytics</a> presents simple train, validate and predict examples to help start your AI adventure.<br>See <a href=\"https://github.com/ultralytics/yolov5/issues/new/choose\">GitHub</a> for community support or <a href=\"https://ultralytics.com/contact\">contact us</a> for professional support.\n",
        "\n",
        "</div>"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "7mGmQbAO5pQb"
      },
      "source": [
        "# Setup\n",
        "\n",
        "Clone GitHub [repository](https://github.com/ultralytics/yolov5), install [dependencies](https://github.com/ultralytics/yolov5/blob/master/requirements.txt) and check PyTorch and GPU."
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "vzcWUgXt-OTM"
      },
      "outputs": [],
      "source": []
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "uyUsEn2mDJ8d"
      },
      "outputs": [],
      "source": [
        "!unzip -q /yolo5/content/Training_Data_ThumbsUp.zip"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "wbvMlHd_QwMG",
        "outputId": "20a14a9b-565c-4f83-94bd-d4de9c9ec11c",
        "colab": {
          "base_uri": "https://localhost:8080/"
        }
      },
      "outputs": [
        {
          "output_type": "stream",
          "name": "stderr",
          "text": [
            "YOLOv5 🚀 v6.2-225-g02b8a4c Python-3.7.15 torch-1.12.1+cu113 CUDA:0 (Tesla T4, 15110MiB)\n"
          ]
        },
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Setup complete ✅ (2 CPUs, 12.7 GB RAM, 22.6/78.2 GB disk)\n"
          ]
        }
      ],
      "source": [
        "!git clone https://github.com/ultralytics/yolov5  # clone\n",
        "%cd yolov5\n",
        "%pip install -qr requirements.txt  # install\n",
        "\n",
        "import torch\n",
        "import utils\n",
        "display = utils.notebook_init()  # checks"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "4JnkELT0cIJg"
      },
      "source": [
        "# 1. Detect\n",
        "\n",
        "`detect.py` runs YOLOv5 inference on a variety of sources, downloading models automatically from the [latest YOLOv5 release](https://github.com/ultralytics/yolov5/releases), and saving results to `runs/detect`. Example inference sources are:\n",
        "\n",
        "```shell\n",
        "python detect.py --source 0  # webcam\n",
        "                          img.jpg  # image \n",
        "                          vid.mp4  # video\n",
        "                          screen  # screenshot\n",
        "                          path/  # directory\n",
        "                          'path/*.jpg'  # glob\n",
        "                          'https://youtu.be/Zgi9g1ksQHc'  # YouTube\n",
        "                          'rtsp://example.com/media.mp4'  # RTSP, RTMP, HTTP stream\n",
        "```"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 5,
      "metadata": {
        "id": "zR9ZbuQCH7FX",
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "outputId": "b63ca147-da7a-40cf-898e-0dfbbbc3c405"
      },
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "\u001b[34m\u001b[1mdetect: \u001b[0mweights=['yolov5s.pt'], source=data/images, data=data/coco128.yaml, imgsz=[640, 640], conf_thres=0.25, iou_thres=0.45, max_det=1000, device=, view_img=False, save_txt=False, save_conf=False, save_crop=False, nosave=False, classes=None, agnostic_nms=False, augment=False, visualize=False, update=False, project=runs/detect, name=exp, exist_ok=False, line_thickness=3, hide_labels=False, hide_conf=False, half=False, dnn=False, vid_stride=1\n",
            "YOLOv5 🚀 v6.2-225-g02b8a4c Python-3.7.15 torch-1.12.1+cu113 CUDA:0 (Tesla T4, 15110MiB)\n",
            "\n",
            "Downloading https://github.com/ultralytics/yolov5/releases/download/v6.2/yolov5s.pt to yolov5s.pt...\n",
            "100% 14.1M/14.1M [00:00<00:00, 170MB/s]\n",
            "\n",
            "Fusing layers... \n",
            "YOLOv5s summary: 213 layers, 7225885 parameters, 0 gradients\n",
            "image 1/2 /content/yolov5/data/images/bus.jpg: 640x480 4 persons, 1 bus, 20.1ms\n",
            "image 2/2 /content/yolov5/data/images/zidane.jpg: 384x640 2 persons, 2 ties, 13.6ms\n",
            "Speed: 0.5ms pre-process, 16.8ms inference, 19.1ms NMS per image at shape (1, 3, 640, 640)\n",
            "Results saved to \u001b[1mruns/detect/exp\u001b[0m\n"
          ]
        }
      ],
      "source": [
        "!python detect.py --weights yolov5s.pt --img 640 --conf 0.25 --source data/images"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "0eq1SMWl6Sfn"
      },
      "source": [
        "# 2. Validate\n",
        "Validate a model's accuracy on the [COCO](https://cocodataset.org/#home) dataset's `val` or `test` splits. Models are downloaded automatically from the [latest YOLOv5 release](https://github.com/ultralytics/yolov5/releases). To show results by class use the `--verbose` flag."
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 6,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 49,
          "referenced_widgets": [
            "ac7a302301af428aab8db1fda72edc00",
            "45b7569650aa4f45bc20d28f5e7272bd",
            "e085cd2b6fe441129d4da4007f0f416a",
            "d2758ce58c214f57b24b61968c22b8f6",
            "85578c0ecc66416b9002d27ec39c84fd",
            "51342303db23404abcb84d4678e40447",
            "6c00473eaced454990fdc99aa2268d9c",
            "44fe617cff054fdf81c9e045e29fb17c",
            "1f7ee0d894a941ee9a2fd05b8e0e7bde",
            "c268a7fa61c24854ad4b12f02173af3a",
            "f366b6a3d5e9495c9b7fc18e1e741ca7"
          ]
        },
        "id": "WQPtK1QYVaD_",
        "outputId": "332cf5a7-f39b-4d0e-eefc-5bb65531e8b6"
      },
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "  0%|          | 0.00/780M [00:00<?, ?B/s]"
            ],
            "application/vnd.jupyter.widget-view+json": {
              "version_major": 2,
              "version_minor": 0,
              "model_id": "ac7a302301af428aab8db1fda72edc00"
            }
          },
          "metadata": {}
        }
      ],
      "source": [
        "# Download COCO val\n",
        "torch.hub.download_url_to_file('https://ultralytics.com/assets/coco2017val.zip', 'tmp.zip')  # download (780M - 5000 images)\n",
        "!unzip -q tmp.zip -d ../datasets && rm tmp.zip  # unzip"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 7,
      "metadata": {
        "id": "X58w8JLpMnjH",
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "outputId": "7b3c4cfb-4b4e-4fca-f2a5-bceea67b7bfd"
      },
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "\u001b[34m\u001b[1mval: \u001b[0mdata=/content/yolov5/data/coco.yaml, weights=['yolov5s.pt'], batch_size=32, imgsz=640, conf_thres=0.001, iou_thres=0.6, max_det=300, task=val, device=, workers=8, single_cls=False, augment=False, verbose=False, save_txt=False, save_hybrid=False, save_conf=False, save_json=True, project=runs/val, name=exp, exist_ok=False, half=True, dnn=False\n",
            "YOLOv5 🚀 v6.2-225-g02b8a4c Python-3.7.15 torch-1.12.1+cu113 CUDA:0 (Tesla T4, 15110MiB)\n",
            "\n",
            "Fusing layers... \n",
            "Traceback (most recent call last):\n",
            "  File \"val.py\", line 406, in <module>\n",
            "    main(opt)\n",
            "  File \"val.py\", line 379, in main\n",
            "    run(**vars(opt))\n",
            "  File \"/usr/local/lib/python3.7/dist-packages/torch/autograd/grad_mode.py\", line 27, in decorate_context\n",
            "    return func(*args, **kwargs)\n",
            "  File \"val.py\", line 142, in run\n",
            "    model = DetectMultiBackend(weights, device=device, dnn=dnn, data=data, fp16=half)\n",
            "  File \"/content/yolov5/models/common.py\", line 345, in __init__\n",
            "    model = attempt_load(weights if isinstance(weights, list) else w, device=device, inplace=True, fuse=fuse)\n",
            "  File \"/content/yolov5/models/experimental.py\", line 88, in attempt_load\n",
            "    model.append(ckpt.fuse().eval() if fuse and hasattr(ckpt, 'fuse') else ckpt.eval())  # model in eval mode\n",
            "  File \"/content/yolov5/models/yolo.py\", line 144, in fuse\n",
            "    m.conv = fuse_conv_and_bn(m.conv, m.bn)  # update conv\n",
            "  File \"/content/yolov5/utils/torch_utils.py\", line 261, in fuse_conv_and_bn\n",
            "    fusedconv.weight.copy_(torch.mm(w_bn, w_conv).view(fusedconv.weight.shape))\n",
            "KeyboardInterrupt\n"
          ]
        }
      ],
      "source": [
        "# Validate YOLOv5s on COCO val\n",
        "!python val.py --weights yolov5s.pt --data coco.yaml --img 640 --half"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "i3oKtE4g-aNn"
      },
      "outputs": [],
      "source": [
        "#@title Select YOLOv5 🚀 logger {run: 'auto'}\n",
        "logger = 'TensorBoard' #@param ['TensorBoard', 'Comet', 'ClearML']\n",
        "\n",
        "if logger == 'TensorBoard':\n",
        "  %load_ext tensorboard\n",
        "  %tensorboard --logdir runs/train\n",
        "elif logger == 'Comet':\n",
        "  %pip install -q comet_ml\n",
        "  import comet_ml; comet_ml.init()\n",
        "elif logger == 'ClearML':\n",
        "  %pip install -q clearml && clearml-init"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 14,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "1NcFxRcFdJ_O",
        "outputId": "48b14be2-8323-488e-a367-5db4643616a9"
      },
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "\u001b[34m\u001b[1mtrain: \u001b[0mweights=yolov5s.pt, cfg=, data=ThumbsUp.yaml, hyp=data/hyps/hyp.scratch-low.yaml, epochs=350, batch_size=16, imgsz=640, rect=False, resume=False, nosave=False, noval=False, noautoanchor=False, noplots=False, evolve=None, bucket=, cache=ram, image_weights=False, device=, multi_scale=False, single_cls=False, optimizer=SGD, sync_bn=False, workers=8, project=runs/train, name=exp, exist_ok=False, quad=False, cos_lr=False, label_smoothing=0.0, patience=100, freeze=[0], save_period=-1, seed=0, local_rank=-1, entity=None, upload_dataset=False, bbox_interval=-1, artifact_alias=latest\n",
            "remote: Enumerating objects: 11, done.\u001b[K\n",
            "remote: Counting objects: 100% (11/11), done.\u001b[K\n",
            "remote: Compressing objects: 100% (4/4), done.\u001b[K\n",
            "remote: Total 11 (delta 7), reused 11 (delta 7), pack-reused 0\u001b[K\n",
            "Unpacking objects: 100% (11/11), done.\n",
            "From https://github.com/ultralytics/yolov5\n",
            "   b40a724..b071c98  autocache  -> origin/autocache\n",
            "\u001b[34m\u001b[1mgithub: \u001b[0mup to date with https://github.com/ultralytics/yolov5 ✅\n",
            "YOLOv5 🚀 v6.2-225-g02b8a4c Python-3.7.15 torch-1.12.1+cu113 CUDA:0 (Tesla T4, 15110MiB)\n",
            "\n",
            "\u001b[34m\u001b[1mhyperparameters: \u001b[0mlr0=0.01, lrf=0.01, momentum=0.937, weight_decay=0.0005, warmup_epochs=3.0, warmup_momentum=0.8, warmup_bias_lr=0.1, box=0.05, cls=0.5, cls_pw=1.0, obj=1.0, 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=0.1, scale=0.5, shear=0.0, perspective=0.0, flipud=0.0, fliplr=0.5, mosaic=1.0, mixup=0.0, copy_paste=0.0\n",
            "\u001b[34m\u001b[1mClearML: \u001b[0mrun 'pip install clearml' to automatically track, visualize and remotely train YOLOv5 🚀 in ClearML\n",
            "\u001b[34m\u001b[1mComet: \u001b[0mrun 'pip install comet_ml' to automatically track and visualize YOLOv5 🚀 runs in Comet\n",
            "\u001b[34m\u001b[1mTensorBoard: \u001b[0mStart with 'tensorboard --logdir runs/train', view at http://localhost:6006/\n",
            "Overriding model.yaml nc=80 with nc=1\n",
            "\n",
            "                 from  n    params  module                                  arguments                     \n",
            "  0                -1  1      3520  models.common.Conv                      [3, 32, 6, 2, 2]              \n",
            "  1                -1  1     18560  models.common.Conv                      [32, 64, 3, 2]                \n",
            "  2                -1  1     18816  models.common.C3                        [64, 64, 1]                   \n",
            "  3                -1  1     73984  models.common.Conv                      [64, 128, 3, 2]               \n",
            "  4                -1  2    115712  models.common.C3                        [128, 128, 2]                 \n",
            "  5                -1  1    295424  models.common.Conv                      [128, 256, 3, 2]              \n",
            "  6                -1  3    625152  models.common.C3                        [256, 256, 3]                 \n",
            "  7                -1  1   1180672  models.common.Conv                      [256, 512, 3, 2]              \n",
            "  8                -1  1   1182720  models.common.C3                        [512, 512, 1]                 \n",
            "  9                -1  1    656896  models.common.SPPF                      [512, 512, 5]                 \n",
            " 10                -1  1    131584  models.common.Conv                      [512, 256, 1, 1]              \n",
            " 11                -1  1         0  torch.nn.modules.upsampling.Upsample    [None, 2, 'nearest']          \n",
            " 12           [-1, 6]  1         0  models.common.Concat                    [1]                           \n",
            " 13                -1  1    361984  models.common.C3                        [512, 256, 1, False]          \n",
            " 14                -1  1     33024  models.common.Conv                      [256, 128, 1, 1]              \n",
            " 15                -1  1         0  torch.nn.modules.upsampling.Upsample    [None, 2, 'nearest']          \n",
            " 16           [-1, 4]  1         0  models.common.Concat                    [1]                           \n",
            " 17                -1  1     90880  models.common.C3                        [256, 128, 1, False]          \n",
            " 18                -1  1    147712  models.common.Conv                      [128, 128, 3, 2]              \n",
            " 19          [-1, 14]  1         0  models.common.Concat                    [1]                           \n",
            " 20                -1  1    296448  models.common.C3                        [256, 256, 1, False]          \n",
            " 21                -1  1    590336  models.common.Conv                      [256, 256, 3, 2]              \n",
            " 22          [-1, 10]  1         0  models.common.Concat                    [1]                           \n",
            " 23                -1  1   1182720  models.common.C3                        [512, 512, 1, False]          \n",
            " 24      [17, 20, 23]  1     16182  models.yolo.Detect                      [1, [[10, 13, 16, 30, 33, 23], [30, 61, 62, 45, 59, 119], [116, 90, 156, 198, 373, 326]], [128, 256, 512]]\n",
            "Model summary: 214 layers, 7022326 parameters, 7022326 gradients, 15.9 GFLOPs\n",
            "\n",
            "Transferred 343/349 items from yolov5s.pt\n",
            "\u001b[34m\u001b[1mAMP: \u001b[0mchecks passed ✅\n",
            "\u001b[34m\u001b[1moptimizer:\u001b[0m SGD(lr=0.01) with parameter groups 57 weight(decay=0.0), 60 weight(decay=0.0005), 60 bias\n",
            "\u001b[34m\u001b[1malbumentations: \u001b[0mBlur(p=0.01, blur_limit=(3, 7)), MedianBlur(p=0.01, blur_limit=(3, 7)), ToGray(p=0.01), CLAHE(p=0.01, clip_limit=(1, 4.0), tile_grid_size=(8, 8))\n",
            "\u001b[34m\u001b[1mtrain: \u001b[0mScanning '/content/yolov5/Training_Data_ThumbsUp/labels/train.cache' images and labels... 10 found, 0 missing, 0 empty, 0 corrupt: 100% 10/10 [00:00<?, ?it/s]\n",
            "\u001b[34m\u001b[1mtrain: \u001b[0mCaching images (0.0GB ram): 100% 10/10 [00:00<00:00, 230.33it/s]\n",
            "\u001b[34m\u001b[1mval: \u001b[0mScanning '/content/yolov5/Training_Data_ThumbsUp/labels/val.cache' images and labels... 4 found, 0 missing, 0 empty, 0 corrupt: 100% 4/4 [00:00<?, ?it/s]\n",
            "\u001b[34m\u001b[1mval: \u001b[0mCaching images (0.0GB ram): 100% 4/4 [00:00<00:00, 75.87it/s]\n",
            "\n",
            "\u001b[34m\u001b[1mAutoAnchor: \u001b[0m4.00 anchors/target, 1.000 Best Possible Recall (BPR). Current anchors are a good fit to dataset ✅\n",
            "Plotting labels to runs/train/exp7/labels.jpg... \n",
            "Image sizes 640 train, 640 val\n",
            "Using 2 dataloader workers\n",
            "Logging results to \u001b[1mruns/train/exp7\u001b[0m\n",
            "Starting training for 350 epochs...\n",
            "\n",
            "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
            "      0/349      2.35G    0.07904    0.03063          0         17        640: 100% 1/1 [00:02<00:00,  2.97s/it]\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:00<00:00,  2.96it/s]\n",
            "                   all          4          4   0.000833       0.25    0.00939    0.00282\n",
            "\n",
            "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
            "      1/349      2.42G    0.08071    0.03128          0         17        640: 100% 1/1 [00:00<00:00,  5.08it/s]\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:00<00:00,  4.37it/s]\n",
            "                   all          4          4    0.00333          1     0.0287    0.00382\n",
            "\n",
            "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
            "      2/349      2.42G    0.07824    0.03182          0         19        640: 100% 1/1 [00:00<00:00,  5.66it/s]\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:00<00:00,  4.98it/s]\n",
            "                   all          4          4    0.00333          1     0.0151    0.00246\n",
            "\n",
            "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
            "      3/349      2.42G     0.1367    0.03265          0         21        640: 100% 1/1 [00:00<00:00,  5.20it/s]\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:00<00:00,  6.92it/s]\n",
            "                   all          4          4     0.0025       0.75    0.00892    0.00145\n",
            "\n",
            "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
            "      4/349      2.42G     0.1188    0.03046          0         17        640: 100% 1/1 [00:00<00:00,  5.38it/s]\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:00<00:00,  6.54it/s]\n",
            "                   all          4          4    0.00333          1     0.0326    0.00383\n",
            "\n",
            "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
            "      5/349      2.42G     0.1243    0.03098          0         19        640: 100% 1/1 [00:00<00:00,  5.59it/s]\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:00<00:00,  7.11it/s]\n",
            "                   all          4          4    0.00333          1     0.0382    0.00564\n",
            "\n",
            "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
            "      6/349      2.42G     0.1307    0.03094          0         19        640: 100% 1/1 [00:00<00:00,  5.78it/s]\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:00<00:00,  7.95it/s]\n",
            "                   all          4          4    0.00333          1     0.0426    0.00722\n",
            "\n",
            "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
            "      7/349      2.42G     0.1236    0.03188          0         22        640: 100% 1/1 [00:00<00:00,  6.12it/s]\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:00<00:00,  8.20it/s]\n",
            "                   all          4          4    0.00333          1     0.0341    0.00915\n",
            "\n",
            "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
            "      8/349      2.42G     0.1272    0.03248          0         22        640: 100% 1/1 [00:00<00:00,  6.09it/s]\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:00<00:00,  5.99it/s]\n",
            "                   all          4          4     0.0025       0.75     0.0269    0.00688\n",
            "\n",
            "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
            "      9/349      2.42G     0.1214    0.03274          0         23        640: 100% 1/1 [00:00<00:00,  5.74it/s]\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:00<00:00,  8.60it/s]\n",
            "                   all          4          4    0.00333          1      0.027    0.00604\n",
            "\n",
            "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
            "     10/349      2.42G     0.1161    0.02882          0         16        640: 100% 1/1 [00:00<00:00,  5.23it/s]\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:00<00:00,  7.46it/s]\n",
            "                   all          4          4    0.00333          1     0.0463     0.0106\n",
            "\n",
            "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
            "     11/349      2.42G     0.1204    0.03087          0         18        640: 100% 1/1 [00:00<00:00,  5.77it/s]\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:00<00:00,  8.81it/s]\n",
            "                   all          4          4    0.00333          1      0.025    0.00667\n",
            "\n",
            "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
            "     12/349      2.42G     0.1207     0.0299          0         19        640: 100% 1/1 [00:00<00:00,  5.43it/s]\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:00<00:00,  9.00it/s]\n",
            "                   all          4          4    0.00333          1     0.0298     0.0117\n",
            "\n",
            "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
            "     13/349      2.42G      0.112    0.02974          0         19        640: 100% 1/1 [00:00<00:00,  5.99it/s]\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:00<00:00,  8.90it/s]\n",
            "                   all          4          4    0.00333          1     0.0362     0.0137\n",
            "\n",
            "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
            "     14/349      2.42G     0.1052     0.0344          0         24        640: 100% 1/1 [00:00<00:00,  5.05it/s]\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:00<00:00, 10.00it/s]\n",
            "                   all          4          4    0.00333          1    0.00905    0.00294\n",
            "\n",
            "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
            "     15/349      2.42G     0.1019    0.03306          0         24        640: 100% 1/1 [00:00<00:00,  5.52it/s]\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:00<00:00, 10.67it/s]\n",
            "                   all          4          4    0.00333          1     0.0198    0.00406\n",
            "\n",
            "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
            "     16/349      2.42G      0.107    0.02657          0         14        640: 100% 1/1 [00:00<00:00,  5.54it/s]\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:00<00:00,  9.30it/s]\n",
            "                   all          4          4    0.00333          1     0.0161    0.00336\n",
            "\n",
            "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
            "     17/349      2.42G     0.1071    0.03258          0         24        640: 100% 1/1 [00:00<00:00,  5.44it/s]\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:00<00:00, 10.04it/s]\n",
            "                   all          4          4    0.00333          1     0.0161    0.00336\n",
            "\n",
            "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
            "     18/349      2.42G     0.0891    0.03041          0         18        640: 100% 1/1 [00:00<00:00,  4.94it/s]\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:00<00:00, 10.60it/s]\n",
            "                   all          4          4    0.00333          1     0.0244    0.00872\n",
            "\n",
            "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
            "     19/349      2.42G    0.09653    0.03341          0         25        640: 100% 1/1 [00:00<00:00,  6.73it/s]\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:00<00:00,  9.61it/s]\n",
            "                   all          4          4    0.00333          1     0.0244    0.00872\n",
            "\n",
            "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
            "     20/349      2.42G     0.1044    0.03296          0         25        640: 100% 1/1 [00:00<00:00,  5.09it/s]\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:00<00:00, 10.54it/s]\n",
            "                   all          4          4    0.00333          1     0.0987     0.0255\n",
            "\n",
            "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
            "     21/349      2.42G    0.09271    0.03113          0         22        640: 100% 1/1 [00:00<00:00,  6.89it/s]\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:00<00:00,  9.01it/s]\n",
            "                   all          4          4    0.00333          1     0.0987     0.0255\n",
            "\n",
            "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
            "     22/349      2.42G    0.08329    0.03091          0         20        640: 100% 1/1 [00:00<00:00,  4.65it/s]\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:00<00:00, 11.38it/s]\n",
            "                   all          4          4     0.0025       0.75      0.125     0.0218\n",
            "\n",
            "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
            "     23/349      2.42G    0.08144    0.02989          0         19        640: 100% 1/1 [00:00<00:00,  6.14it/s]\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:00<00:00,  9.35it/s]\n",
            "                   all          4          4     0.0025       0.75      0.125     0.0218\n",
            "\n",
            "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
            "     24/349      2.42G    0.06054    0.03063          0         19        640: 100% 1/1 [00:00<00:00,  5.90it/s]\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:00<00:00, 12.46it/s]\n",
            "                   all          4          4    0.00333          1      0.114     0.0321\n",
            "\n",
            "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
            "     25/349      2.42G    0.06209    0.02856          0         19        640: 100% 1/1 [00:00<00:00,  6.75it/s]\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:00<00:00,  9.49it/s]\n",
            "                   all          4          4    0.00333          1      0.114     0.0321\n",
            "\n",
            "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
            "     26/349      2.42G    0.05887    0.02884          0         18        640: 100% 1/1 [00:00<00:00,  5.33it/s]\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:00<00:00, 13.39it/s]\n",
            "                   all          4          4    0.00333          1      0.103     0.0427\n",
            "\n",
            "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
            "     27/349      2.42G    0.08877    0.03449          0         26        640: 100% 1/1 [00:00<00:00,  5.67it/s]\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:00<00:00, 11.97it/s]\n",
            "                   all          4          4    0.00333          1      0.103     0.0427\n",
            "\n",
            "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
            "     28/349      2.42G    0.08797    0.03387          0         24        640: 100% 1/1 [00:00<00:00,  4.90it/s]\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:00<00:00, 14.43it/s]\n",
            "                   all          4          4    0.00333          1      0.279      0.108\n",
            "\n",
            "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
            "     29/349      2.42G    0.07828    0.02512          0         14        640: 100% 1/1 [00:00<00:00,  7.12it/s]\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:00<00:00,  9.59it/s]\n",
            "                   all          4          4    0.00333          1      0.279      0.108\n",
            "\n",
            "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
            "     30/349      2.42G    0.07915     0.0304          0         20        640: 100% 1/1 [00:00<00:00,  4.84it/s]\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:00<00:00, 14.29it/s]\n",
            "                   all          4          4     0.0025       0.75      0.152     0.0537\n",
            "\n",
            "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
            "     31/349      2.42G    0.07855     0.0292          0         19        640: 100% 1/1 [00:00<00:00,  6.20it/s]\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:00<00:00, 10.97it/s]\n",
            "                   all          4          4     0.0025       0.75      0.152     0.0537\n",
            "\n",
            "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
            "     32/349      2.42G    0.08842    0.02964          0         20        640: 100% 1/1 [00:00<00:00,  5.30it/s]\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:00<00:00, 13.84it/s]\n",
            "                   all          4          4    0.00333          1      0.172     0.0599\n",
            "\n",
            "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
            "     33/349      2.42G    0.06631    0.02853          0         17        640: 100% 1/1 [00:00<00:00,  7.58it/s]\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:00<00:00, 11.31it/s]\n",
            "                   all          4          4    0.00333          1      0.172     0.0599\n",
            "\n",
            "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
            "     34/349      2.42G    0.07725     0.0323          0         23        640: 100% 1/1 [00:00<00:00,  5.64it/s]\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:00<00:00, 12.34it/s]\n",
            "                   all          4          4    0.00333          1       0.12     0.0293\n",
            "\n",
            "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
            "     35/349      2.42G    0.07829    0.02418          0         15        640: 100% 1/1 [00:00<00:00,  6.17it/s]\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:00<00:00, 12.18it/s]\n",
            "                   all          4          4    0.00333          1       0.12     0.0293\n",
            "\n",
            "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
            "     36/349      2.42G    0.07358    0.02987          0         20        640: 100% 1/1 [00:00<00:00,  4.85it/s]\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:00<00:00, 13.46it/s]\n",
            "                   all          4          4    0.00923          1      0.266     0.0806\n",
            "\n",
            "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
            "     37/349      2.42G    0.07231    0.03146          0         22        640: 100% 1/1 [00:00<00:00,  5.94it/s]\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:00<00:00, 11.84it/s]\n",
            "                   all          4          4    0.00923          1      0.266     0.0806\n",
            "\n",
            "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
            "     38/349      2.42G     0.0475    0.02556          0         15        640: 100% 1/1 [00:00<00:00,  5.41it/s]\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:00<00:00, 15.01it/s]\n",
            "                   all          4          4     0.0255       0.75      0.427      0.105\n",
            "\n",
            "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
            "     39/349      2.42G    0.06615    0.02813          0         18        640: 100% 1/1 [00:00<00:00,  5.75it/s]\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:00<00:00, 11.13it/s]\n",
            "                   all          4          4     0.0255       0.75      0.427      0.105\n",
            "\n",
            "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
            "     40/349      2.42G    0.04837    0.02526          0         17        640: 100% 1/1 [00:00<00:00,  5.18it/s]\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:00<00:00, 12.80it/s]\n",
            "                   all          4          4     0.0167          1      0.308     0.0863\n",
            "\n",
            "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
            "     41/349      2.42G    0.08344     0.0251          0         20        640: 100% 1/1 [00:00<00:00,  6.15it/s]\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:00<00:00, 12.10it/s]\n",
            "                   all          4          4     0.0167          1      0.308     0.0863\n",
            "\n",
            "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
            "     42/349      2.42G    0.07585    0.02778          0         20        640: 100% 1/1 [00:00<00:00,  5.80it/s]\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:00<00:00, 11.50it/s]\n",
            "                   all          4          4    0.00753          1      0.322      0.131\n",
            "\n",
            "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
            "     43/349      2.42G    0.06247    0.03005          0         22        640: 100% 1/1 [00:00<00:00,  6.15it/s]\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:00<00:00, 11.26it/s]\n",
            "                   all          4          4    0.00753          1      0.322      0.131\n",
            "\n",
            "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
            "     44/349      2.42G    0.06392    0.03178          0         23        640: 100% 1/1 [00:00<00:00,  5.69it/s]\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:00<00:00, 15.12it/s]\n",
            "                   all          4          4     0.0367          1      0.393      0.115\n",
            "\n",
            "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
            "     45/349      2.42G    0.06942    0.02962          0         22        640: 100% 1/1 [00:00<00:00,  5.94it/s]\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:00<00:00, 13.00it/s]\n",
            "                   all          4          4     0.0367          1      0.393      0.115\n",
            "\n",
            "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
            "     46/349      2.42G     0.0765     0.0271          0         20        640: 100% 1/1 [00:00<00:00,  5.77it/s]\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:00<00:00, 12.80it/s]\n",
            "                   all          4          4     0.0594          1      0.546      0.236\n",
            "\n",
            "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
            "     47/349      2.42G    0.04116    0.03228          0         22        640: 100% 1/1 [00:00<00:00,  6.66it/s]\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:00<00:00, 12.08it/s]\n",
            "                   all          4          4     0.0594          1      0.546      0.236\n",
            "\n",
            "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
            "     48/349      2.42G     0.0533    0.02295          0         14        640: 100% 1/1 [00:00<00:00,  2.95it/s]\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:00<00:00,  9.35it/s]\n",
            "                   all          4          4      0.207          1      0.523      0.194\n",
            "\n",
            "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
            "     49/349      2.42G    0.06138    0.02855          0         21        640: 100% 1/1 [00:00<00:00,  3.01it/s]\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:00<00:00,  6.87it/s]\n",
            "                   all          4          4      0.207          1      0.523      0.194\n",
            "\n",
            "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
            "     50/349      2.42G    0.04493    0.02382          0         17        640: 100% 1/1 [00:00<00:00,  2.51it/s]\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:00<00:00,  9.83it/s]\n",
            "                   all          4          4      0.143        0.5       0.59      0.166\n",
            "\n",
            "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
            "     51/349      2.42G    0.06782    0.02973          0         24        640: 100% 1/1 [00:00<00:00,  3.76it/s]\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:00<00:00,  6.36it/s]\n",
            "                   all          4          4      0.143        0.5       0.59      0.166\n",
            "\n",
            "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
            "     52/349      2.42G     0.0651     0.0267          0         21        640: 100% 1/1 [00:00<00:00,  3.26it/s]\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:00<00:00, 12.43it/s]\n",
            "                   all          4          4      0.143        0.5       0.59      0.166\n",
            "\n",
            "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
            "     53/349      2.42G    0.06364    0.02849          0         21        640: 100% 1/1 [00:00<00:00,  4.83it/s]\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:00<00:00, 16.15it/s]\n",
            "                   all          4          4      0.309        0.5      0.433      0.146\n",
            "\n",
            "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
            "     54/349      2.42G    0.07021    0.02138          0         16        640: 100% 1/1 [00:00<00:00,  6.25it/s]\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:00<00:00, 15.02it/s]\n",
            "                   all          4          4      0.309        0.5      0.433      0.146\n",
            "\n",
            "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
            "     55/349      2.42G    0.07522    0.02735          0         21        640: 100% 1/1 [00:00<00:00,  5.65it/s]\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:00<00:00, 13.13it/s]\n",
            "                   all          4          4      0.309        0.5      0.433      0.146\n",
            "\n",
            "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
            "     56/349      2.42G    0.07355    0.02636          0         20        640: 100% 1/1 [00:00<00:00,  5.43it/s]\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:00<00:00, 15.45it/s]\n",
            "                   all          4          4      0.272       0.75      0.795      0.261\n",
            "\n",
            "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
            "     57/349      2.42G    0.06843    0.03209          0         26        640: 100% 1/1 [00:00<00:00,  7.20it/s]\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:00<00:00, 13.24it/s]\n",
            "                   all          4          4      0.272       0.75      0.795      0.261\n",
            "\n",
            "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
            "     58/349      2.42G    0.05691    0.02776          0         20        640: 100% 1/1 [00:00<00:00,  6.29it/s]\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:00<00:00, 12.05it/s]\n",
            "                   all          4          4      0.272       0.75      0.795      0.261\n",
            "\n",
            "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
            "     59/349      2.42G     0.0456    0.02156          0         16        640: 100% 1/1 [00:00<00:00,  5.04it/s]\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:00<00:00, 16.62it/s]\n",
            "                   all          4          4      0.419      0.908      0.591      0.192\n",
            "\n",
            "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
            "     60/349      2.42G    0.05643    0.02222          0         17        640: 100% 1/1 [00:00<00:00,  7.22it/s]\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:00<00:00, 11.43it/s]\n",
            "                   all          4          4      0.419      0.908      0.591      0.192\n",
            "\n",
            "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
            "     61/349      2.42G    0.03922    0.02132          0         13        640: 100% 1/1 [00:00<00:00,  6.54it/s]\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:00<00:00, 13.19it/s]\n",
            "                   all          4          4      0.419      0.908      0.591      0.192\n",
            "\n",
            "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
            "     62/349      2.42G    0.06454    0.02453          0         19        640: 100% 1/1 [00:00<00:00,  4.72it/s]\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:00<00:00, 15.99it/s]\n",
            "                   all          4          4      0.466       0.75      0.697      0.221\n",
            "\n",
            "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
            "     63/349      2.42G    0.05885    0.02218          0         15        640: 100% 1/1 [00:00<00:00,  7.45it/s]\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:00<00:00, 13.87it/s]\n",
            "                   all          4          4      0.466       0.75      0.697      0.221\n",
            "\n",
            "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
            "     64/349      2.42G    0.07168    0.02635          0         24        640: 100% 1/1 [00:00<00:00,  5.75it/s]\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:00<00:00, 13.19it/s]\n",
            "                   all          4          4      0.466       0.75      0.697      0.221\n",
            "\n",
            "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
            "     65/349      2.42G    0.06242    0.02459          0         19        640: 100% 1/1 [00:00<00:00,  5.20it/s]\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:00<00:00, 17.05it/s]\n",
            "                   all          4          4      0.695        0.5      0.724      0.342\n",
            "\n",
            "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
            "     66/349      2.42G     0.0666    0.02205          0         17        640: 100% 1/1 [00:00<00:00,  6.54it/s]\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:00<00:00, 16.27it/s]\n",
            "                   all          4          4      0.695        0.5      0.724      0.342\n",
            "\n",
            "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
            "     67/349      2.42G    0.03955    0.02651          0         20        640: 100% 1/1 [00:00<00:00,  7.95it/s]\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:00<00:00, 12.53it/s]\n",
            "                   all          4          4      0.695        0.5      0.724      0.342\n",
            "\n",
            "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
            "     68/349      2.42G    0.04156    0.01662          0         11        640: 100% 1/1 [00:00<00:00,  5.05it/s]\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:00<00:00, 13.30it/s]\n",
            "                   all          4          4      0.472          1       0.62      0.241\n",
            "\n",
            "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
            "     69/349      2.42G    0.06794     0.0247          0         21        640: 100% 1/1 [00:00<00:00,  6.95it/s]\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:00<00:00, 14.38it/s]\n",
            "                   all          4          4      0.472          1       0.62      0.241\n",
            "\n",
            "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
            "     70/349      2.42G    0.04195    0.02111          0         15        640: 100% 1/1 [00:00<00:00,  6.69it/s]\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:00<00:00, 14.17it/s]\n",
            "                   all          4          4      0.472          1       0.62      0.241\n",
            "\n",
            "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
            "     71/349      2.42G    0.07662    0.02166          0         17        640: 100% 1/1 [00:00<00:00,  5.32it/s]\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:00<00:00, 15.29it/s]\n",
            "                   all          4          4      0.575       0.75      0.788      0.309\n",
            "\n",
            "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
            "     72/349      2.42G    0.04049    0.02275          0         20        640: 100% 1/1 [00:00<00:00,  7.05it/s]\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:00<00:00, 13.40it/s]\n",
            "                   all          4          4      0.575       0.75      0.788      0.309\n",
            "\n",
            "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
            "     73/349      2.42G    0.07373    0.02399          0         21        640: 100% 1/1 [00:00<00:00,  5.98it/s]\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:00<00:00, 13.30it/s]\n",
            "                   all          4          4      0.575       0.75      0.788      0.309\n",
            "\n",
            "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
            "     74/349      2.42G    0.05774    0.02466          0         22        640: 100% 1/1 [00:00<00:00,  4.66it/s]\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:00<00:00, 17.12it/s]\n",
            "                   all          4          4      0.558       0.75      0.662      0.287\n",
            "\n",
            "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
            "     75/349      2.42G     0.0667    0.02438          0         21        640: 100% 1/1 [00:00<00:00,  6.04it/s]\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:00<00:00, 12.03it/s]\n",
            "                   all          4          4      0.558       0.75      0.662      0.287\n",
            "\n",
            "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
            "     76/349      2.42G    0.07906    0.02553          0         26        640: 100% 1/1 [00:00<00:00,  5.94it/s]\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:00<00:00, 14.18it/s]\n",
            "                   all          4          4      0.558       0.75      0.662      0.287\n",
            "\n",
            "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
            "     77/349      2.42G    0.06953    0.02493          0         23        640: 100% 1/1 [00:00<00:00,  5.58it/s]\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:00<00:00, 16.40it/s]\n",
            "                   all          4          4       0.55       0.75      0.731      0.272\n",
            "\n",
            "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
            "     78/349      2.42G    0.06342    0.02442          0         20        640: 100% 1/1 [00:00<00:00,  6.67it/s]\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:00<00:00, 13.16it/s]\n",
            "                   all          4          4       0.55       0.75      0.731      0.272\n",
            "\n",
            "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
            "     79/349      2.42G     0.0664    0.02332          0         19        640: 100% 1/1 [00:00<00:00,  5.54it/s]\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:00<00:00, 13.10it/s]\n",
            "                   all          4          4       0.55       0.75      0.731      0.272\n",
            "\n",
            "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
            "     80/349      2.42G    0.06066    0.02339          0         19        640: 100% 1/1 [00:00<00:00,  5.75it/s]\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:00<00:00, 16.32it/s]\n",
            "                   all          4          4      0.781        0.5      0.773      0.233\n",
            "\n",
            "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
            "     81/349      2.42G     0.0677    0.02819          0         27        640: 100% 1/1 [00:00<00:00,  6.31it/s]\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:00<00:00, 14.30it/s]\n",
            "                   all          4          4      0.781        0.5      0.773      0.233\n",
            "\n",
            "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
            "     82/349      2.42G    0.03723    0.02122          0         18        640: 100% 1/1 [00:00<00:00,  7.69it/s]\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:00<00:00, 13.02it/s]\n",
            "                   all          4          4      0.781        0.5      0.773      0.233\n",
            "\n",
            "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
            "     83/349      2.42G    0.06575    0.01699          0         13        640: 100% 1/1 [00:00<00:00,  4.64it/s]\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:00<00:00, 13.31it/s]\n",
            "                   all          4          4      0.576        0.5      0.788      0.272\n",
            "\n",
            "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
            "     84/349      2.42G    0.03355    0.02034          0         17        640: 100% 1/1 [00:00<00:00,  6.56it/s]\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:00<00:00, 14.37it/s]\n",
            "                   all          4          4      0.576        0.5      0.788      0.272\n",
            "\n",
            "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
            "     85/349      2.42G    0.07217    0.02331          0         21        640: 100% 1/1 [00:00<00:00,  6.54it/s]\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:00<00:00, 14.68it/s]\n",
            "                   all          4          4      0.576        0.5      0.788      0.272\n",
            "\n",
            "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
            "     86/349      2.42G    0.06906    0.02071          0         18        640: 100% 1/1 [00:00<00:00,  5.72it/s]\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:00<00:00, 12.76it/s]\n",
            "                   all          4          4      0.576        0.5      0.788      0.272\n",
            "\n",
            "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
            "     87/349      2.42G    0.08601    0.02349          0         20        640: 100% 1/1 [00:00<00:00,  5.60it/s]\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:00<00:00, 18.90it/s]\n",
            "                   all          4          4      0.886        0.5      0.695       0.15\n",
            "\n",
            "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
            "     88/349      2.42G    0.07567    0.02617          0         25        640: 100% 1/1 [00:00<00:00,  6.03it/s]\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:00<00:00, 11.69it/s]\n",
            "                   all          4          4      0.886        0.5      0.695       0.15\n",
            "\n",
            "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
            "     89/349      2.42G    0.07539    0.02078          0         20        640: 100% 1/1 [00:00<00:00,  7.12it/s]\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:00<00:00, 14.36it/s]\n",
            "                   all          4          4      0.886        0.5      0.695       0.15\n",
            "\n",
            "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
            "     90/349      2.42G    0.07544    0.02548          0         22        640: 100% 1/1 [00:00<00:00,  5.89it/s]\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:00<00:00, 14.16it/s]\n",
            "                   all          4          4      0.886        0.5      0.695       0.15\n",
            "\n",
            "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
            "     91/349      2.42G    0.07215    0.02296          0         22        640: 100% 1/1 [00:00<00:00,  4.75it/s]\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:00<00:00, 14.62it/s]\n",
            "                   all          4          4      0.712       0.75      0.836      0.381\n",
            "\n",
            "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
            "     92/349      2.42G    0.06997    0.02245          0         22        640: 100% 1/1 [00:00<00:00,  6.66it/s]\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:00<00:00, 13.24it/s]\n",
            "                   all          4          4      0.712       0.75      0.836      0.381\n",
            "\n",
            "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
            "     93/349      2.42G    0.03522    0.02152          0         18        640: 100% 1/1 [00:00<00:00,  5.77it/s]\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:00<00:00, 14.05it/s]\n",
            "                   all          4          4      0.712       0.75      0.836      0.381\n",
            "\n",
            "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
            "     94/349      2.42G    0.06604    0.02208          0         19        640: 100% 1/1 [00:00<00:00,  6.63it/s]\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:00<00:00, 14.22it/s]\n",
            "                   all          4          4      0.712       0.75      0.836      0.381\n",
            "\n",
            "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
            "     95/349      2.42G    0.06561    0.02577          0         25        640: 100% 1/1 [00:00<00:00,  5.85it/s]\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:00<00:00, 15.70it/s]\n",
            "                   all          4          4      0.789       0.75      0.845       0.29\n",
            "\n",
            "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
            "     96/349      2.42G    0.07337    0.02309          0         24        640: 100% 1/1 [00:00<00:00,  6.70it/s]\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:00<00:00, 15.11it/s]\n",
            "                   all          4          4      0.789       0.75      0.845       0.29\n",
            "\n",
            "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
            "     97/349      2.42G    0.03299    0.01891          0         16        640: 100% 1/1 [00:00<00:00,  6.53it/s]\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:00<00:00, 14.19it/s]\n",
            "                   all          4          4      0.789       0.75      0.845       0.29\n",
            "\n",
            "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
            "     98/349      2.42G    0.07147    0.02396          0         22        640: 100% 1/1 [00:00<00:00,  7.18it/s]\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:00<00:00, 15.28it/s]\n",
            "                   all          4          4      0.789       0.75      0.845       0.29\n",
            "\n",
            "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
            "     99/349      2.42G    0.04808    0.02223          0         18        640: 100% 1/1 [00:00<00:00,  4.66it/s]\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:00<00:00, 16.79it/s]\n",
            "                   all          4          4      0.586       0.75      0.825      0.455\n",
            "\n",
            "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
            "    100/349      2.42G    0.03559    0.02035          0         19        640: 100% 1/1 [00:00<00:00,  5.74it/s]\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:00<00:00, 15.93it/s]\n",
            "                   all          4          4      0.586       0.75      0.825      0.455\n",
            "\n",
            "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
            "    101/349      2.42G    0.07648    0.01925          0         18        640: 100% 1/1 [00:00<00:00,  7.47it/s]\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:00<00:00,  8.85it/s]\n",
            "                   all          4          4      0.586       0.75      0.825      0.455\n",
            "\n",
            "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
            "    102/349      2.42G    0.03171    0.01747          0         15        640: 100% 1/1 [00:00<00:00,  6.89it/s]\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:00<00:00, 14.42it/s]\n",
            "                   all          4          4      0.586       0.75      0.825      0.455\n",
            "\n",
            "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
            "    103/349      2.42G    0.03257    0.01972          0         17        640: 100% 1/1 [00:00<00:00,  5.31it/s]\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:00<00:00, 17.37it/s]\n",
            "                   all          4          4      0.523      0.829      0.825      0.358\n",
            "\n",
            "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
            "    104/349      2.42G    0.06515    0.02319          0         24        640: 100% 1/1 [00:00<00:00,  6.24it/s]\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:00<00:00, 15.16it/s]\n",
            "                   all          4          4      0.523      0.829      0.825      0.358\n",
            "\n",
            "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
            "    105/349      2.42G    0.06339     0.0205          0         20        640: 100% 1/1 [00:00<00:00,  6.13it/s]\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:00<00:00, 14.20it/s]\n",
            "                   all          4          4      0.523      0.829      0.825      0.358\n",
            "\n",
            "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
            "    106/349      2.42G    0.06447    0.01795          0         16        640: 100% 1/1 [00:00<00:00,  6.07it/s]\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:00<00:00, 15.84it/s]\n",
            "                   all          4          4      0.523      0.829      0.825      0.358\n",
            "\n",
            "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
            "    107/349      2.42G    0.07495    0.02149          0         21        640: 100% 1/1 [00:00<00:00,  5.25it/s]\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:00<00:00, 17.06it/s]\n",
            "                   all          4          4      0.777      0.885      0.895      0.359\n",
            "\n",
            "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
            "    108/349      2.42G    0.03212    0.02055          0         19        640: 100% 1/1 [00:00<00:00,  6.66it/s]\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:00<00:00, 15.89it/s]\n",
            "                   all          4          4      0.777      0.885      0.895      0.359\n",
            "\n",
            "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
            "    109/349      2.42G    0.06964     0.0195          0         19        640: 100% 1/1 [00:00<00:00,  7.31it/s]\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:00<00:00, 14.26it/s]\n",
            "                   all          4          4      0.777      0.885      0.895      0.359\n",
            "\n",
            "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
            "    110/349      2.42G    0.06384     0.0235          0         23        640: 100% 1/1 [00:00<00:00,  7.31it/s]\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:00<00:00, 14.85it/s]\n",
            "                   all          4          4      0.777      0.885      0.895      0.359\n",
            "\n",
            "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
            "    111/349      2.42G    0.06418    0.02028          0         20        640: 100% 1/1 [00:00<00:00,  5.82it/s]\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:00<00:00, 18.37it/s]\n",
            "                   all          4          4      0.555      0.637      0.624       0.36\n",
            "\n",
            "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
            "    112/349      2.42G    0.05876    0.01978          0         19        640: 100% 1/1 [00:00<00:00,  5.77it/s]\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:00<00:00, 16.09it/s]\n",
            "                   all          4          4      0.555      0.637      0.624       0.36\n",
            "\n",
            "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
            "    113/349      2.42G    0.03662    0.01272          0         10        640: 100% 1/1 [00:00<00:00,  6.37it/s]\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:00<00:00, 12.78it/s]\n",
            "                   all          4          4      0.555      0.637      0.624       0.36\n",
            "\n",
            "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
            "    114/349      2.42G    0.03529    0.02084          0         21        640: 100% 1/1 [00:00<00:00,  6.39it/s]\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:00<00:00, 17.13it/s]\n",
            "                   all          4          4      0.555      0.637      0.624       0.36\n",
            "\n",
            "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
            "    115/349      2.42G    0.07476    0.02027          0         21        640: 100% 1/1 [00:00<00:00,  5.13it/s]\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:00<00:00, 14.61it/s]\n",
            "                   all          4          4       0.84        0.5      0.712      0.362\n",
            "\n",
            "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
            "    116/349      2.42G    0.05892    0.02099          0         21        640: 100% 1/1 [00:00<00:00,  6.67it/s]\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:00<00:00, 16.27it/s]\n",
            "                   all          4          4       0.84        0.5      0.712      0.362\n",
            "\n",
            "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
            "    117/349      2.42G    0.06339    0.02138          0         21        640: 100% 1/1 [00:00<00:00,  5.68it/s]\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:00<00:00, 15.63it/s]\n",
            "                   all          4          4       0.84        0.5      0.712      0.362\n",
            "\n",
            "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
            "    118/349      2.42G    0.02928    0.02007          0         21        640: 100% 1/1 [00:00<00:00,  6.01it/s]\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:00<00:00, 13.68it/s]\n",
            "                   all          4          4       0.84        0.5      0.712      0.362\n",
            "\n",
            "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
            "    119/349      2.42G     0.0459    0.01927          0         22        640: 100% 1/1 [00:00<00:00,  5.34it/s]\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:00<00:00, 17.46it/s]\n",
            "                   all          4          4      0.815        0.5      0.605      0.272\n",
            "\n",
            "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
            "    120/349      2.42G    0.03554    0.01606          0         16        640: 100% 1/1 [00:00<00:00,  7.58it/s]\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:00<00:00, 13.33it/s]\n",
            "                   all          4          4      0.815        0.5      0.605      0.272\n",
            "\n",
            "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
            "    121/349      2.42G    0.05363    0.01701          0         17        640: 100% 1/1 [00:00<00:00,  6.45it/s]\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:00<00:00, 13.63it/s]\n",
            "                   all          4          4      0.815        0.5      0.605      0.272\n",
            "\n",
            "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
            "    122/349      2.42G    0.06733    0.02002          0         20        640: 100% 1/1 [00:00<00:00,  6.83it/s]\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:00<00:00, 13.89it/s]\n",
            "                   all          4          4      0.815        0.5      0.605      0.272\n",
            "\n",
            "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
            "    123/349      2.42G    0.06025    0.01911          0         20        640: 100% 1/1 [00:00<00:00,  5.63it/s]\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:00<00:00, 18.97it/s]\n",
            "                   all          4          4      0.687       0.56      0.738      0.294\n",
            "\n",
            "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
            "    124/349      2.42G    0.03208    0.01829          0         20        640: 100% 1/1 [00:00<00:00,  5.95it/s]\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:00<00:00, 12.38it/s]\n",
            "                   all          4          4      0.687       0.56      0.738      0.294\n",
            "\n",
            "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
            "    125/349      2.42G    0.06583    0.01954          0         19        640: 100% 1/1 [00:00<00:00,  6.28it/s]\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:00<00:00, 15.27it/s]\n",
            "                   all          4          4      0.687       0.56      0.738      0.294\n",
            "\n",
            "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
            "    126/349      2.42G    0.07509    0.01773          0         21        640: 100% 1/1 [00:00<00:00,  6.61it/s]\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:00<00:00, 15.07it/s]\n",
            "                   all          4          4      0.687       0.56      0.738      0.294\n",
            "\n",
            "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
            "    127/349      2.42G    0.06614    0.02254          0         27        640: 100% 1/1 [00:00<00:00,  4.69it/s]\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:00<00:00, 19.19it/s]\n",
            "                   all          4          4      0.925        0.5      0.658      0.257\n",
            "\n",
            "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
            "    128/349      2.42G    0.05088    0.01998          0         20        640: 100% 1/1 [00:00<00:00,  6.98it/s]\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:00<00:00, 13.76it/s]\n",
            "                   all          4          4      0.925        0.5      0.658      0.257\n",
            "\n",
            "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
            "    129/349      2.42G    0.05459    0.02206          0         24        640: 100% 1/1 [00:00<00:00,  6.02it/s]\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:00<00:00, 13.94it/s]\n",
            "                   all          4          4      0.925        0.5      0.658      0.257\n",
            "\n",
            "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
            "    130/349      2.42G    0.03231    0.01635          0         15        640: 100% 1/1 [00:00<00:00,  6.78it/s]\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:00<00:00, 15.86it/s]\n",
            "                   all          4          4      0.925        0.5      0.658      0.257\n",
            "\n",
            "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
            "    131/349      2.42G    0.05041    0.01814          0         16        640: 100% 1/1 [00:00<00:00,  5.60it/s]\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:00<00:00, 19.56it/s]\n",
            "                   all          4          4      0.732      0.696        0.7      0.309\n",
            "\n",
            "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
            "    132/349      2.42G    0.05918    0.01734          0         19        640: 100% 1/1 [00:00<00:00,  7.14it/s]\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:00<00:00, 11.13it/s]\n",
            "                   all          4          4      0.732      0.696        0.7      0.309\n",
            "\n",
            "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
            "    133/349      2.42G    0.04619     0.0189          0         19        640: 100% 1/1 [00:00<00:00,  5.61it/s]\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:00<00:00, 14.78it/s]\n",
            "                   all          4          4      0.732      0.696        0.7      0.309\n",
            "\n",
            "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
            "    134/349      2.42G    0.07393    0.01502          0         16        640: 100% 1/1 [00:00<00:00,  6.96it/s]\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:00<00:00, 12.64it/s]\n",
            "                   all          4          4      0.732      0.696        0.7      0.309\n",
            "\n",
            "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
            "    135/349      2.42G    0.06515    0.01467          0         15        640: 100% 1/1 [00:00<00:00,  5.12it/s]\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:00<00:00, 16.38it/s]\n",
            "                   all          4          4      0.497       0.75      0.675      0.288\n",
            "\n",
            "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
            "    136/349      2.42G    0.05956    0.02381          0         27        640: 100% 1/1 [00:00<00:00,  5.83it/s]\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:00<00:00, 14.73it/s]\n",
            "                   all          4          4      0.497       0.75      0.675      0.288\n",
            "\n",
            "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
            "    137/349      2.42G    0.03257    0.01695          0         17        640: 100% 1/1 [00:00<00:00,  6.46it/s]\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:00<00:00, 12.29it/s]\n",
            "                   all          4          4      0.497       0.75      0.675      0.288\n",
            "\n",
            "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
            "    138/349      2.42G    0.06765    0.01863          0         21        640: 100% 1/1 [00:00<00:00,  6.09it/s]\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:00<00:00, 13.53it/s]\n",
            "                   all          4          4      0.497       0.75      0.675      0.288\n",
            "\n",
            "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
            "    139/349      2.42G    0.06173    0.01874          0         21        640: 100% 1/1 [00:00<00:00,  5.27it/s]\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:00<00:00, 17.89it/s]\n",
            "                   all          4          4      0.733      0.699      0.695      0.323\n",
            "\n",
            "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
            "    140/349      2.42G    0.06241    0.01845          0         20        640: 100% 1/1 [00:00<00:00,  7.23it/s]\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:00<00:00, 14.53it/s]\n",
            "                   all          4          4      0.733      0.699      0.695      0.323\n",
            "\n",
            "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
            "    141/349      2.42G    0.06335    0.01942          0         22        640: 100% 1/1 [00:00<00:00,  6.76it/s]\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:00<00:00, 14.61it/s]\n",
            "                   all          4          4      0.733      0.699      0.695      0.323\n",
            "\n",
            "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
            "    142/349      2.42G    0.05585    0.01876          0         20        640: 100% 1/1 [00:00<00:00,  7.32it/s]\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:00<00:00, 14.55it/s]\n",
            "                   all          4          4      0.733      0.699      0.695      0.323\n",
            "\n",
            "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
            "    143/349      2.42G    0.05409    0.02319          0         27        640: 100% 1/1 [00:00<00:00,  5.32it/s]\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:00<00:00, 19.46it/s]\n",
            "                   all          4          4      0.849        0.5      0.665      0.298\n",
            "\n",
            "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
            "    144/349      2.42G    0.04554    0.02077          0         24        640: 100% 1/1 [00:00<00:00,  6.23it/s]\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:00<00:00, 12.55it/s]\n",
            "                   all          4          4      0.849        0.5      0.665      0.298\n",
            "\n",
            "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
            "    145/349      2.42G    0.05438    0.01943          0         22        640: 100% 1/1 [00:00<00:00,  6.41it/s]\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:00<00:00, 14.62it/s]\n",
            "                   all          4          4      0.849        0.5      0.665      0.298\n",
            "\n",
            "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
            "    146/349      2.42G    0.06295    0.01884          0         23        640: 100% 1/1 [00:00<00:00,  6.19it/s]\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:00<00:00, 14.95it/s]\n",
            "                   all          4          4      0.849        0.5      0.665      0.298\n",
            "\n",
            "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
            "    147/349      2.42G    0.06226    0.01903          0         20        640: 100% 1/1 [00:00<00:00,  5.43it/s]\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:00<00:00, 16.65it/s]\n",
            "                   all          4          4      0.645       0.75      0.773      0.375\n",
            "\n",
            "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
            "    148/349      2.42G    0.05283    0.02042          0         25        640: 100% 1/1 [00:00<00:00,  6.29it/s]\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:00<00:00, 16.83it/s]\n",
            "                   all          4          4      0.645       0.75      0.773      0.375\n",
            "\n",
            "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
            "    149/349      2.42G    0.03033    0.01529          0         16        640: 100% 1/1 [00:00<00:00,  5.62it/s]\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:00<00:00, 15.53it/s]\n",
            "                   all          4          4      0.645       0.75      0.773      0.375\n",
            "\n",
            "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
            "    150/349      2.42G    0.03122    0.01654          0         18        640: 100% 1/1 [00:00<00:00,  7.80it/s]\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:00<00:00, 14.85it/s]\n",
            "                   all          4          4      0.645       0.75      0.773      0.375\n",
            "\n",
            "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
            "    151/349      2.42G    0.06104    0.01961          0         21        640: 100% 1/1 [00:00<00:00,  5.08it/s]\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:00<00:00, 17.87it/s]\n",
            "                   all          4          4      0.765       0.75      0.785      0.196\n",
            "\n",
            "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
            "    152/349      2.42G    0.06336    0.02027          0         24        640: 100% 1/1 [00:00<00:00,  6.52it/s]\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:00<00:00, 11.85it/s]\n",
            "                   all          4          4      0.765       0.75      0.785      0.196\n",
            "\n",
            "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
            "    153/349      2.42G    0.07108    0.01845          0         23        640: 100% 1/1 [00:00<00:00,  6.23it/s]\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:00<00:00, 19.91it/s]\n",
            "                   all          4          4      0.765       0.75      0.785      0.196\n",
            "\n",
            "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
            "    154/349      2.42G    0.05107     0.0167          0         18        640: 100% 1/1 [00:00<00:00,  6.13it/s]\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:00<00:00, 13.49it/s]\n",
            "                   all          4          4      0.765       0.75      0.785      0.196\n",
            "\n",
            "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
            "    155/349      2.42G    0.06948    0.01648          0         20        640: 100% 1/1 [00:00<00:00,  5.68it/s]\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:00<00:00, 19.04it/s]\n",
            "                   all          4          4      0.924       0.75      0.945      0.491\n",
            "\n",
            "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
            "    156/349      2.42G    0.02845    0.01764          0         22        640: 100% 1/1 [00:00<00:00,  6.90it/s]\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:00<00:00, 15.69it/s]\n",
            "                   all          4          4      0.924       0.75      0.945      0.491\n",
            "\n",
            "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
            "    157/349      2.42G    0.06723    0.01467          0         16        640: 100% 1/1 [00:00<00:00,  6.78it/s]\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:00<00:00, 14.91it/s]\n",
            "                   all          4          4      0.924       0.75      0.945      0.491\n",
            "\n",
            "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
            "    158/349      2.42G    0.04111    0.01964          0         23        640: 100% 1/1 [00:00<00:00,  6.68it/s]\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:00<00:00, 15.95it/s]\n",
            "                   all          4          4      0.924       0.75      0.945      0.491\n",
            "\n",
            "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
            "    159/349      2.42G    0.04166    0.01676          0         18        640: 100% 1/1 [00:00<00:00,  5.62it/s]\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:00<00:00, 20.04it/s]\n",
            "                   all          4          4      0.735       0.75      0.888      0.341\n",
            "\n",
            "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
            "    160/349      2.42G    0.04137    0.01723          0         17        640: 100% 1/1 [00:00<00:00,  5.51it/s]\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:00<00:00, 13.77it/s]\n",
            "                   all          4          4      0.735       0.75      0.888      0.341\n",
            "\n",
            "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
            "    161/349      2.42G    0.06985    0.01925          0         22        640: 100% 1/1 [00:00<00:00,  6.48it/s]\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:00<00:00, 11.49it/s]\n",
            "                   all          4          4      0.735       0.75      0.888      0.341\n",
            "\n",
            "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
            "    162/349      2.42G    0.04299    0.01682          0         21        640: 100% 1/1 [00:00<00:00,  5.99it/s]\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:00<00:00, 15.03it/s]\n",
            "                   all          4          4      0.735       0.75      0.888      0.341\n",
            "\n",
            "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
            "    163/349      2.42G    0.07377    0.01271          0         13        640: 100% 1/1 [00:00<00:00,  5.09it/s]\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:00<00:00, 17.56it/s]\n",
            "                   all          4          4      0.887       0.75      0.822      0.416\n",
            "\n",
            "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
            "    164/349      2.42G    0.06336    0.02029          0         26        640: 100% 1/1 [00:00<00:00,  4.95it/s]\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:00<00:00, 14.88it/s]\n",
            "                   all          4          4      0.887       0.75      0.822      0.416\n",
            "\n",
            "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
            "    165/349      2.42G    0.05956    0.01831          0         21        640: 100% 1/1 [00:00<00:00,  6.50it/s]\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:00<00:00, 13.97it/s]\n",
            "                   all          4          4      0.887       0.75      0.822      0.416\n",
            "\n",
            "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
            "    166/349      2.42G    0.04863    0.02192          0         24        640: 100% 1/1 [00:00<00:00,  7.41it/s]\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:00<00:00, 15.20it/s]\n",
            "                   all          4          4      0.887       0.75      0.822      0.416\n",
            "\n",
            "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
            "    167/349      2.42G    0.05547     0.0188          0         21        640: 100% 1/1 [00:00<00:00,  5.32it/s]\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:00<00:00, 17.66it/s]\n",
            "                   all          4          4          1       0.72      0.888      0.553\n",
            "\n",
            "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
            "    168/349      2.42G    0.05265    0.02396          0         27        640: 100% 1/1 [00:00<00:00,  6.06it/s]\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:00<00:00, 17.85it/s]\n",
            "                   all          4          4          1       0.72      0.888      0.553\n",
            "\n",
            "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
            "    169/349      2.42G    0.04909    0.01965          0         23        640: 100% 1/1 [00:00<00:00,  5.98it/s]\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:00<00:00, 18.27it/s]\n",
            "                   all          4          4          1       0.72      0.888      0.553\n",
            "\n",
            "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
            "    170/349      2.42G    0.06189    0.01372          0         14        640: 100% 1/1 [00:00<00:00,  6.56it/s]\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:00<00:00, 13.51it/s]\n",
            "                   all          4          4          1       0.72      0.888      0.553\n",
            "\n",
            "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
            "    171/349      2.42G    0.05945    0.01762          0         20        640: 100% 1/1 [00:00<00:00,  4.94it/s]\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:00<00:00, 19.68it/s]\n",
            "                   all          4          4          1       0.74       0.87      0.391\n",
            "\n",
            "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
            "    172/349      2.42G    0.04852    0.01555          0         18        640: 100% 1/1 [00:00<00:00,  6.27it/s]\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:00<00:00, 17.03it/s]\n",
            "                   all          4          4          1       0.74       0.87      0.391\n",
            "\n",
            "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
            "    173/349      2.42G    0.05071    0.02098          0         23        640: 100% 1/1 [00:00<00:00,  6.41it/s]\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:00<00:00, 15.93it/s]\n",
            "                   all          4          4          1       0.74       0.87      0.391\n",
            "\n",
            "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
            "    174/349      2.42G    0.04713    0.02073          0         21        640: 100% 1/1 [00:00<00:00,  6.32it/s]\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:00<00:00, 15.58it/s]\n",
            "                   all          4          4          1       0.74       0.87      0.391\n",
            "\n",
            "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
            "    175/349      2.42G    0.05328    0.01561          0         17        640: 100% 1/1 [00:00<00:00,  5.28it/s]\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:00<00:00, 17.07it/s]\n",
            "                   all          4          4      0.759          1      0.945      0.586\n",
            "\n",
            "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
            "    176/349      2.42G    0.02949    0.01433          0         15        640: 100% 1/1 [00:00<00:00,  6.67it/s]\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:00<00:00, 13.84it/s]\n",
            "                   all          4          4      0.759          1      0.945      0.586\n",
            "\n",
            "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
            "    177/349      2.42G    0.04173    0.01432          0         14        640: 100% 1/1 [00:00<00:00,  5.47it/s]\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:00<00:00, 12.86it/s]\n",
            "                   all          4          4      0.759          1      0.945      0.586\n",
            "\n",
            "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
            "    178/349      2.42G    0.02492    0.01708          0         19        640: 100% 1/1 [00:00<00:00,  6.97it/s]\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:00<00:00, 14.52it/s]\n",
            "                   all          4          4      0.759          1      0.945      0.586\n",
            "\n",
            "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
            "    179/349      2.42G    0.02985    0.01885          0         22        640: 100% 1/1 [00:00<00:00,  4.88it/s]\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:00<00:00, 16.21it/s]\n",
            "                   all          4          4      0.756      0.782      0.945      0.438\n",
            "\n",
            "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
            "    180/349      2.42G    0.07006    0.01483          0         18        640: 100% 1/1 [00:00<00:00,  7.00it/s]\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:00<00:00, 14.20it/s]\n",
            "                   all          4          4      0.756      0.782      0.945      0.438\n",
            "\n",
            "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
            "    181/349      2.42G    0.04615    0.01978          0         25        640: 100% 1/1 [00:00<00:00,  5.48it/s]\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:00<00:00, 13.85it/s]\n",
            "                   all          4          4      0.756      0.782      0.945      0.438\n",
            "\n",
            "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
            "    182/349      2.42G    0.05126    0.01986          0         26        640: 100% 1/1 [00:00<00:00,  6.67it/s]\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:00<00:00, 15.32it/s]\n",
            "                   all          4          4      0.756      0.782      0.945      0.438\n",
            "\n",
            "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
            "    183/349      2.42G    0.06458    0.01879          0         25        640: 100% 1/1 [00:00<00:00,  5.03it/s]\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:00<00:00, 19.96it/s]\n",
            "                   all          4          4      0.958          1      0.995      0.687\n",
            "\n",
            "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
            "    184/349      2.42G    0.04623    0.01773          0         23        640: 100% 1/1 [00:00<00:00,  5.56it/s]\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:00<00:00, 14.28it/s]\n",
            "                   all          4          4      0.958          1      0.995      0.687\n",
            "\n",
            "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
            "    185/349      2.42G    0.05806    0.01578          0         20        640: 100% 1/1 [00:00<00:00,  6.67it/s]\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:00<00:00, 14.29it/s]\n",
            "                   all          4          4      0.958          1      0.995      0.687\n",
            "\n",
            "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
            "    186/349      2.42G    0.06734    0.01755          0         21        640: 100% 1/1 [00:00<00:00,  6.21it/s]\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:00<00:00, 14.62it/s]\n",
            "                   all          4          4      0.958          1      0.995      0.687\n",
            "\n",
            "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
            "    187/349      2.42G     0.0478    0.02026          0         22        640: 100% 1/1 [00:00<00:00,  5.12it/s]\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:00<00:00, 16.82it/s]\n",
            "                   all          4          4      0.968          1      0.995      0.512\n",
            "\n",
            "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
            "    188/349      2.42G    0.06298    0.01541          0         21        640: 100% 1/1 [00:00<00:00,  7.10it/s]\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:00<00:00, 12.90it/s]\n",
            "                   all          4          4      0.968          1      0.995      0.512\n",
            "\n",
            "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
            "    189/349      2.42G    0.07194    0.01204          0         15        640: 100% 1/1 [00:00<00:00,  5.92it/s]\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:00<00:00, 13.07it/s]\n",
            "                   all          4          4      0.968          1      0.995      0.512\n",
            "\n",
            "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
            "    190/349      2.42G    0.05638    0.01915          0         23        640: 100% 1/1 [00:00<00:00,  6.09it/s]\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:00<00:00, 18.32it/s]\n",
            "                   all          4          4      0.968          1      0.995      0.512\n",
            "\n",
            "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
            "    191/349      2.42G    0.04812    0.01435          0         17        640: 100% 1/1 [00:00<00:00,  5.23it/s]\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:00<00:00, 20.53it/s]\n",
            "                   all          4          4      0.947          1      0.995      0.498\n",
            "\n",
            "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
            "    192/349      2.42G    0.02384    0.01362          0         16        640: 100% 1/1 [00:00<00:00,  5.18it/s]\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:00<00:00, 17.51it/s]\n",
            "                   all          4          4      0.947          1      0.995      0.498\n",
            "\n",
            "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
            "    193/349      2.42G    0.02673    0.01365          0         17        640: 100% 1/1 [00:00<00:00,  6.23it/s]\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:00<00:00, 14.03it/s]\n",
            "                   all          4          4      0.947          1      0.995      0.498\n",
            "\n",
            "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
            "    194/349      2.42G    0.04982    0.01693          0         21        640: 100% 1/1 [00:00<00:00,  6.40it/s]\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:00<00:00, 14.61it/s]\n",
            "                   all          4          4      0.947          1      0.995      0.498\n",
            "\n",
            "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
            "    195/349      2.42G    0.05597    0.01358          0         17        640: 100% 1/1 [00:00<00:00,  5.13it/s]\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:00<00:00, 19.11it/s]\n",
            "                   all          4          4      0.965          1      0.995      0.554\n",
            "\n",
            "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
            "    196/349      2.42G    0.02634    0.01721          0         22        640: 100% 1/1 [00:00<00:00,  5.97it/s]\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:00<00:00, 16.18it/s]\n",
            "                   all          4          4      0.965          1      0.995      0.554\n",
            "\n",
            "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
            "    197/349      2.42G    0.04821    0.01565          0         20        640: 100% 1/1 [00:00<00:00,  5.96it/s]\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:00<00:00, 12.13it/s]\n",
            "                   all          4          4      0.965          1      0.995      0.554\n",
            "\n",
            "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
            "    198/349      2.42G    0.02785     0.0151          0         21        640: 100% 1/1 [00:00<00:00,  5.94it/s]\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:00<00:00, 17.05it/s]\n",
            "                   all          4          4      0.965          1      0.995      0.554\n",
            "\n",
            "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
            "    199/349      2.42G    0.04707    0.01554          0         18        640: 100% 1/1 [00:00<00:00,  5.45it/s]\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:00<00:00, 15.19it/s]\n",
            "                   all          4          4      0.917          1      0.995      0.473\n",
            "\n",
            "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
            "    200/349      2.42G    0.05577    0.01565          0         23        640: 100% 1/1 [00:00<00:00,  7.12it/s]\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:00<00:00, 15.90it/s]\n",
            "                   all          4          4      0.917          1      0.995      0.473\n",
            "\n",
            "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
            "    201/349      2.42G    0.04637    0.01608          0         23        640: 100% 1/1 [00:00<00:00,  6.16it/s]\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:00<00:00, 15.18it/s]\n",
            "                   all          4          4      0.917          1      0.995      0.473\n",
            "\n",
            "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
            "    202/349      2.42G    0.03862    0.01551          0         20        640: 100% 1/1 [00:00<00:00,  6.07it/s]\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:00<00:00, 16.30it/s]\n",
            "                   all          4          4      0.917          1      0.995      0.473\n",
            "\n",
            "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
            "    203/349      2.42G    0.04848    0.01962          0         25        640: 100% 1/1 [00:00<00:00,  5.58it/s]\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:00<00:00, 18.89it/s]\n",
            "                   all          4          4      0.904          1      0.995      0.369\n",
            "\n",
            "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
            "    204/349      2.42G    0.03833    0.01262          0         13        640: 100% 1/1 [00:00<00:00,  7.19it/s]\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:00<00:00, 15.44it/s]\n",
            "                   all          4          4      0.904          1      0.995      0.369\n",
            "\n",
            "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
            "    205/349      2.42G    0.05533    0.01874          0         26        640: 100% 1/1 [00:00<00:00,  7.16it/s]\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:00<00:00, 15.15it/s]\n",
            "                   all          4          4      0.904          1      0.995      0.369\n",
            "\n",
            "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
            "    206/349      2.42G    0.04607    0.01704          0         23        640: 100% 1/1 [00:00<00:00,  6.79it/s]\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:00<00:00, 15.71it/s]\n",
            "                   all          4          4      0.904          1      0.995      0.369\n",
            "\n",
            "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
            "    207/349      2.42G    0.05201     0.0162          0         21        640: 100% 1/1 [00:00<00:00,  5.01it/s]\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:00<00:00, 19.52it/s]\n",
            "                   all          4          4       0.98          1      0.995      0.522\n",
            "\n",
            "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
            "    208/349      2.42G     0.0428    0.01915          0         26        640: 100% 1/1 [00:00<00:00,  5.15it/s]\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:00<00:00, 17.77it/s]\n",
            "                   all          4          4       0.98          1      0.995      0.522\n",
            "\n",
            "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
            "    209/349      2.42G    0.04835    0.01272          0         19        640: 100% 1/1 [00:00<00:00,  6.50it/s]\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:00<00:00, 14.18it/s]\n",
            "                   all          4          4       0.98          1      0.995      0.522\n",
            "\n",
            "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
            "    210/349      2.42G    0.04024    0.01555          0         22        640: 100% 1/1 [00:00<00:00,  5.59it/s]\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:00<00:00, 18.13it/s]\n",
            "                   all          4          4       0.98          1      0.995      0.522\n",
            "\n",
            "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
            "    211/349      2.42G    0.04108    0.01387          0         17        640: 100% 1/1 [00:00<00:00,  5.35it/s]\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:00<00:00, 19.25it/s]\n",
            "                   all          4          4      0.965          1      0.995      0.472\n",
            "\n",
            "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
            "    212/349      2.42G    0.02665    0.01895          0         25        640: 100% 1/1 [00:00<00:00,  7.71it/s]\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:00<00:00, 14.88it/s]\n",
            "                   all          4          4      0.965          1      0.995      0.472\n",
            "\n",
            "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
            "    213/349      2.42G    0.04121     0.0124          0         15        640: 100% 1/1 [00:00<00:00,  6.28it/s]\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:00<00:00, 15.72it/s]\n",
            "                   all          4          4      0.965          1      0.995      0.472\n",
            "\n",
            "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
            "    214/349      2.42G    0.03896    0.01365          0         18        640: 100% 1/1 [00:00<00:00,  7.27it/s]\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:00<00:00, 12.26it/s]\n",
            "                   all          4          4      0.965          1      0.995      0.472\n",
            "\n",
            "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
            "    215/349      2.42G    0.05336    0.01705          0         20        640: 100% 1/1 [00:00<00:00,  4.94it/s]\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:00<00:00, 14.83it/s]\n",
            "                   all          4          4      0.776          1      0.895      0.522\n",
            "\n",
            "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
            "    216/349      2.42G     0.0482    0.01372          0         20        640: 100% 1/1 [00:00<00:00,  5.59it/s]\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:00<00:00, 14.58it/s]\n",
            "                   all          4          4      0.776          1      0.895      0.522\n",
            "\n",
            "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
            "    217/349      2.42G     0.0523    0.01645          0         22        640: 100% 1/1 [00:00<00:00,  6.14it/s]\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:00<00:00, 17.70it/s]\n",
            "                   all          4          4      0.776          1      0.895      0.522\n",
            "\n",
            "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
            "    218/349      2.42G    0.02512    0.01459          0         20        640: 100% 1/1 [00:00<00:00,  6.23it/s]\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:00<00:00, 14.01it/s]\n",
            "                   all          4          4      0.776          1      0.895      0.522\n",
            "\n",
            "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
            "    219/349      2.42G     0.0275    0.01176          0         16        640: 100% 1/1 [00:00<00:00,  4.33it/s]\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:00<00:00, 19.22it/s]\n",
            "                   all          4          4      0.952          1      0.995      0.395\n",
            "\n",
            "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
            "    220/349      2.42G     0.0543    0.01618          0         20        640: 100% 1/1 [00:00<00:00,  4.44it/s]\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:00<00:00, 17.50it/s]\n",
            "                   all          4          4      0.952          1      0.995      0.395\n",
            "\n",
            "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
            "    221/349      2.42G    0.03617    0.01466          0         20        640: 100% 1/1 [00:00<00:00,  7.03it/s]\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:00<00:00, 15.94it/s]\n",
            "                   all          4          4      0.952          1      0.995      0.395\n",
            "\n",
            "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
            "    222/349      2.42G    0.05049    0.01459          0         18        640: 100% 1/1 [00:00<00:00,  7.26it/s]\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:00<00:00, 13.35it/s]\n",
            "                   all          4          4      0.952          1      0.995      0.395\n",
            "\n",
            "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
            "    223/349      2.42G    0.02695    0.01152          0         15        640: 100% 1/1 [00:00<00:00,  5.22it/s]\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:00<00:00, 18.85it/s]\n",
            "                   all          4          4      0.977          1      0.995        0.5\n",
            "\n",
            "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
            "    224/349      2.42G    0.05967    0.01468          0         18        640: 100% 1/1 [00:00<00:00,  6.71it/s]\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:00<00:00, 10.64it/s]\n",
            "                   all          4          4      0.977          1      0.995        0.5\n",
            "\n",
            "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
            "    225/349      2.42G    0.04561    0.01813          0         26        640: 100% 1/1 [00:00<00:00,  7.15it/s]\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:00<00:00, 14.54it/s]\n",
            "                   all          4          4      0.977          1      0.995        0.5\n",
            "\n",
            "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
            "    226/349      2.42G    0.05628    0.01545          0         24        640: 100% 1/1 [00:00<00:00,  6.27it/s]\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:00<00:00, 13.39it/s]\n",
            "                   all          4          4      0.977          1      0.995        0.5\n",
            "\n",
            "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
            "    227/349      2.42G       0.04    0.01396          0         20        640: 100% 1/1 [00:00<00:00,  5.38it/s]\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:00<00:00, 18.99it/s]\n",
            "                   all          4          4      0.979          1      0.995      0.561\n",
            "\n",
            "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
            "    228/349      2.42G    0.05257    0.01698          0         22        640: 100% 1/1 [00:00<00:00,  6.49it/s]\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:00<00:00, 16.10it/s]\n",
            "                   all          4          4      0.979          1      0.995      0.561\n",
            "\n",
            "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
            "    229/349      2.42G    0.05921    0.01493          0         23        640: 100% 1/1 [00:00<00:00,  6.96it/s]\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:00<00:00, 13.35it/s]\n",
            "                   all          4          4      0.979          1      0.995      0.561\n",
            "\n",
            "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
            "    230/349      2.42G    0.05372    0.01669          0         22        640: 100% 1/1 [00:00<00:00,  6.63it/s]\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:00<00:00,  9.66it/s]\n",
            "                   all          4          4      0.979          1      0.995      0.561\n",
            "\n",
            "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
            "    231/349      2.42G    0.02297      0.015          0         20        640: 100% 1/1 [00:00<00:00,  4.82it/s]\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:00<00:00, 17.20it/s]\n",
            "                   all          4          4      0.974          1      0.995      0.503\n",
            "\n",
            "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
            "    232/349      2.42G    0.05499    0.01451          0         18        640: 100% 1/1 [00:00<00:00,  6.35it/s]\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:00<00:00, 16.35it/s]\n",
            "                   all          4          4      0.974          1      0.995      0.503\n",
            "\n",
            "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
            "    233/349      2.42G    0.04475    0.01406          0         20        640: 100% 1/1 [00:00<00:00,  6.29it/s]\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:00<00:00, 12.10it/s]\n",
            "                   all          4          4      0.974          1      0.995      0.503\n",
            "\n",
            "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
            "    234/349      2.42G    0.04632    0.01335          0         19        640: 100% 1/1 [00:00<00:00,  7.46it/s]\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:00<00:00, 13.45it/s]\n",
            "                   all          4          4      0.974          1      0.995      0.503\n",
            "\n",
            "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
            "    235/349      2.42G    0.05144    0.01667          0         25        640: 100% 1/1 [00:00<00:00,  5.28it/s]\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:00<00:00, 20.46it/s]\n",
            "                   all          4          4      0.982          1      0.995      0.567\n",
            "\n",
            "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
            "    236/349      2.42G    0.02196    0.01185          0         17        640: 100% 1/1 [00:00<00:00,  7.19it/s]\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:00<00:00, 13.29it/s]\n",
            "                   all          4          4      0.982          1      0.995      0.567\n",
            "\n",
            "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
            "    237/349      2.42G    0.04844     0.0168          0         23        640: 100% 1/1 [00:00<00:00,  6.14it/s]\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:00<00:00, 15.88it/s]\n",
            "                   all          4          4      0.982          1      0.995      0.567\n",
            "\n",
            "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
            "    238/349      2.42G    0.05125     0.0136          0         15        640: 100% 1/1 [00:00<00:00,  6.06it/s]\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:00<00:00, 16.21it/s]\n",
            "                   all          4          4      0.982          1      0.995      0.567\n",
            "\n",
            "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
            "    239/349      2.42G    0.04607    0.01537          0         19        640: 100% 1/1 [00:00<00:00,  5.03it/s]\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:00<00:00, 19.72it/s]\n",
            "                   all          4          4      0.982          1      0.995      0.663\n",
            "\n",
            "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
            "    240/349      2.42G    0.04518    0.01634          0         24        640: 100% 1/1 [00:00<00:00,  7.24it/s]\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:00<00:00, 16.60it/s]\n",
            "                   all          4          4      0.982          1      0.995      0.663\n",
            "\n",
            "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
            "    241/349      2.42G    0.04231     0.0133          0         17        640: 100% 1/1 [00:00<00:00,  6.88it/s]\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:00<00:00, 15.17it/s]\n",
            "                   all          4          4      0.982          1      0.995      0.663\n",
            "\n",
            "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
            "    242/349      2.42G    0.04757    0.01178          0         19        640: 100% 1/1 [00:00<00:00,  6.99it/s]\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:00<00:00, 11.01it/s]\n",
            "                   all          4          4      0.982          1      0.995      0.663\n",
            "\n",
            "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
            "    243/349      2.42G    0.02139    0.01351          0         21        640: 100% 1/1 [00:00<00:00,  5.71it/s]\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:00<00:00, 20.74it/s]\n",
            "                   all          4          4      0.984          1      0.995      0.597\n",
            "\n",
            "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
            "    244/349      2.42G    0.02421    0.01191          0         15        640: 100% 1/1 [00:00<00:00,  6.51it/s]\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:00<00:00, 10.88it/s]\n",
            "                   all          4          4      0.984          1      0.995      0.597\n",
            "\n",
            "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
            "    245/349      2.42G    0.04973    0.01384          0         18        640: 100% 1/1 [00:00<00:00,  6.30it/s]\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:00<00:00, 13.49it/s]\n",
            "                   all          4          4      0.984          1      0.995      0.597\n",
            "\n",
            "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
            "    246/349      2.42G    0.04308    0.01653          0         21        640: 100% 1/1 [00:00<00:00,  6.79it/s]\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:00<00:00, 15.38it/s]\n",
            "                   all          4          4      0.984          1      0.995      0.597\n",
            "\n",
            "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
            "    247/349      2.42G    0.05125    0.01172          0         15        640: 100% 1/1 [00:00<00:00,  5.30it/s]\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:00<00:00, 18.73it/s]\n",
            "                   all          4          4      0.988          1      0.995      0.575\n",
            "\n",
            "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
            "    248/349      2.42G    0.03992    0.01237          0         17        640: 100% 1/1 [00:00<00:00,  6.68it/s]\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:00<00:00, 15.07it/s]\n",
            "                   all          4          4      0.988          1      0.995      0.575\n",
            "\n",
            "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
            "    249/349      2.42G    0.04691    0.01093          0         15        640: 100% 1/1 [00:00<00:00,  6.26it/s]\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:00<00:00, 12.75it/s]\n",
            "                   all          4          4      0.988          1      0.995      0.575\n",
            "\n",
            "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
            "    250/349      2.42G    0.03144    0.01016          0         14        640: 100% 1/1 [00:00<00:00,  6.99it/s]\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:00<00:00, 17.80it/s]\n",
            "                   all          4          4      0.988          1      0.995      0.575\n",
            "\n",
            "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
            "    251/349      2.42G    0.06223    0.01439          0         21        640: 100% 1/1 [00:00<00:00,  4.77it/s]\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:00<00:00, 16.80it/s]\n",
            "                   all          4          4      0.987          1      0.995      0.621\n",
            "\n",
            "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
            "    252/349      2.42G    0.05844    0.01447          0         19        640: 100% 1/1 [00:00<00:00,  7.01it/s]\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:00<00:00, 15.17it/s]\n",
            "                   all          4          4      0.987          1      0.995      0.621\n",
            "\n",
            "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
            "    253/349      2.42G    0.04272    0.01168          0         18        640: 100% 1/1 [00:00<00:00,  6.16it/s]\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:00<00:00, 15.29it/s]\n",
            "                   all          4          4      0.987          1      0.995      0.621\n",
            "\n",
            "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
            "    254/349      2.42G    0.02395    0.01049          0         13        640: 100% 1/1 [00:00<00:00,  7.02it/s]\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:00<00:00, 12.57it/s]\n",
            "                   all          4          4      0.987          1      0.995      0.621\n",
            "\n",
            "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
            "    255/349      2.42G    0.04915    0.01862          0         25        640: 100% 1/1 [00:00<00:00,  5.08it/s]\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:00<00:00, 20.81it/s]\n",
            "                   all          4          4      0.987          1      0.995      0.642\n",
            "\n",
            "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
            "    256/349      2.42G    0.06853    0.01326          0         20        640: 100% 1/1 [00:00<00:00,  5.72it/s]\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:00<00:00, 12.12it/s]\n",
            "                   all          4          4      0.987          1      0.995      0.642\n",
            "\n",
            "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
            "    257/349      2.42G     0.0491    0.01868          0         26        640: 100% 1/1 [00:00<00:00,  6.23it/s]\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:00<00:00, 16.92it/s]\n",
            "                   all          4          4      0.987          1      0.995      0.642\n",
            "\n",
            "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
            "    258/349      2.42G    0.04323    0.01222          0         18        640: 100% 1/1 [00:00<00:00,  6.43it/s]\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:00<00:00, 13.88it/s]\n",
            "                   all          4          4      0.987          1      0.995      0.642\n",
            "\n",
            "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
            "    259/349      2.42G    0.02241   0.009777          0         15        640: 100% 1/1 [00:00<00:00,  5.50it/s]\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:00<00:00, 15.66it/s]\n",
            "                   all          4          4      0.988          1      0.995      0.543\n",
            "\n",
            "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
            "    260/349      2.42G     0.0504    0.01313          0         18        640: 100% 1/1 [00:00<00:00,  6.80it/s]\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:00<00:00, 13.70it/s]\n",
            "                   all          4          4      0.988          1      0.995      0.543\n",
            "\n",
            "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
            "    261/349      2.42G    0.04326    0.01478          0         23        640: 100% 1/1 [00:00<00:00,  5.96it/s]\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:00<00:00, 17.21it/s]\n",
            "                   all          4          4      0.988          1      0.995      0.543\n",
            "\n",
            "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
            "    262/349      2.42G    0.04641    0.01329          0         19        640: 100% 1/1 [00:00<00:00,  6.38it/s]\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:00<00:00, 14.68it/s]\n",
            "                   all          4          4      0.988          1      0.995      0.543\n",
            "\n",
            "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
            "    263/349      2.42G    0.05295    0.01314          0         19        640: 100% 1/1 [00:00<00:00,  5.35it/s]\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:00<00:00, 21.05it/s]\n",
            "                   all          4          4      0.988          1      0.995      0.646\n",
            "\n",
            "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
            "    264/349      2.42G    0.04012    0.01586          0         20        640: 100% 1/1 [00:00<00:00,  6.27it/s]\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:00<00:00, 17.75it/s]\n",
            "                   all          4          4      0.988          1      0.995      0.646\n",
            "\n",
            "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
            "    265/349      2.42G    0.03564    0.01217          0         17        640: 100% 1/1 [00:00<00:00,  5.59it/s]\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:00<00:00, 17.91it/s]\n",
            "                   all          4          4      0.988          1      0.995      0.646\n",
            "\n",
            "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
            "    266/349      2.42G    0.04658    0.01932          0         27        640: 100% 1/1 [00:00<00:00,  7.00it/s]\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:00<00:00, 13.38it/s]\n",
            "                   all          4          4      0.988          1      0.995      0.646\n",
            "\n",
            "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
            "    267/349      2.42G    0.02066    0.01299          0         22        640: 100% 1/1 [00:00<00:00,  5.49it/s]\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:00<00:00, 19.03it/s]\n",
            "                   all          4          4      0.987          1      0.995      0.675\n",
            "\n",
            "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
            "    268/349      2.42G    0.02294    0.01234          0         19        640: 100% 1/1 [00:00<00:00,  6.47it/s]\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:00<00:00, 14.61it/s]\n",
            "                   all          4          4      0.987          1      0.995      0.675\n",
            "\n",
            "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
            "    269/349      2.42G    0.05043     0.0153          0         21        640: 100% 1/1 [00:00<00:00,  6.17it/s]\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:00<00:00, 11.25it/s]\n",
            "                   all          4          4      0.987          1      0.995      0.675\n",
            "\n",
            "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
            "    270/349      2.42G    0.03855     0.0125          0         19        640: 100% 1/1 [00:00<00:00,  5.89it/s]\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:00<00:00, 14.91it/s]\n",
            "                   all          4          4      0.987          1      0.995      0.675\n",
            "\n",
            "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
            "    271/349      2.42G    0.04087     0.0141          0         19        640: 100% 1/1 [00:00<00:00,  4.90it/s]\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:00<00:00, 16.99it/s]\n",
            "                   all          4          4      0.982          1      0.995      0.703\n",
            "\n",
            "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
            "    272/349      2.42G    0.04992    0.01568          0         23        640: 100% 1/1 [00:00<00:00,  6.40it/s]\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:00<00:00, 14.05it/s]\n",
            "                   all          4          4      0.982          1      0.995      0.703\n",
            "\n",
            "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
            "    273/349      2.42G    0.04133    0.01565          0         26        640: 100% 1/1 [00:00<00:00,  7.70it/s]\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:00<00:00,  9.46it/s]\n",
            "                   all          4          4      0.982          1      0.995      0.703\n",
            "\n",
            "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
            "    274/349      2.42G    0.04891     0.0129          0         20        640: 100% 1/1 [00:00<00:00,  6.62it/s]\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:00<00:00, 16.53it/s]\n",
            "                   all          4          4      0.982          1      0.995      0.703\n",
            "\n",
            "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
            "    275/349      2.42G    0.04531    0.01433          0         22        640: 100% 1/1 [00:00<00:00,  5.15it/s]\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:00<00:00, 14.49it/s]\n",
            "                   all          4          4      0.988          1      0.995      0.713\n",
            "\n",
            "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
            "    276/349      2.42G    0.04574    0.01274          0         19        640: 100% 1/1 [00:00<00:00,  5.73it/s]\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:00<00:00, 15.94it/s]\n",
            "                   all          4          4      0.988          1      0.995      0.713\n",
            "\n",
            "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
            "    277/349      2.42G    0.01982    0.01094          0         17        640: 100% 1/1 [00:00<00:00,  6.59it/s]\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:00<00:00, 16.41it/s]\n",
            "                   all          4          4      0.988          1      0.995      0.713\n",
            "\n",
            "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
            "    278/349      2.42G    0.03174    0.01533          0         22        640: 100% 1/1 [00:00<00:00,  5.82it/s]\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:00<00:00, 15.69it/s]\n",
            "                   all          4          4      0.988          1      0.995      0.713\n",
            "\n",
            "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
            "    279/349      2.42G    0.04784    0.01721          0         22        640: 100% 1/1 [00:00<00:00,  4.20it/s]\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:00<00:00, 18.39it/s]\n",
            "                   all          4          4      0.988          1      0.995      0.719\n",
            "\n",
            "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
            "    280/349      2.42G    0.02379    0.01011          0         15        640: 100% 1/1 [00:00<00:00,  5.73it/s]\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:00<00:00, 13.67it/s]\n",
            "                   all          4          4      0.988          1      0.995      0.719\n",
            "\n",
            "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
            "    281/349      2.42G    0.03046    0.01168          0         18        640: 100% 1/1 [00:00<00:00,  7.57it/s]\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:00<00:00, 12.89it/s]\n",
            "                   all          4          4      0.988          1      0.995      0.719\n",
            "\n",
            "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
            "    282/349      2.42G    0.04702     0.0133          0         21        640: 100% 1/1 [00:00<00:00,  6.12it/s]\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:00<00:00, 15.77it/s]\n",
            "                   all          4          4      0.988          1      0.995      0.719\n",
            "\n",
            "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
            "    283/349      2.42G    0.04446    0.01183          0         17        640: 100% 1/1 [00:00<00:00,  5.82it/s]\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:00<00:00, 18.86it/s]\n",
            "                   all          4          4      0.987          1      0.995      0.694\n",
            "\n",
            "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
            "    284/349      2.42G    0.04296    0.01173          0         17        640: 100% 1/1 [00:00<00:00,  7.03it/s]\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:00<00:00, 16.96it/s]\n",
            "                   all          4          4      0.987          1      0.995      0.694\n",
            "\n",
            "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
            "    285/349      2.42G    0.02906    0.01368          0         23        640: 100% 1/1 [00:00<00:00,  5.56it/s]\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:00<00:00, 15.56it/s]\n",
            "                   all          4          4      0.987          1      0.995      0.694\n",
            "\n",
            "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
            "    286/349      2.42G     0.0447    0.01301          0         19        640: 100% 1/1 [00:00<00:00,  6.98it/s]\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:00<00:00, 12.62it/s]\n",
            "                   all          4          4      0.987          1      0.995      0.694\n",
            "\n",
            "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
            "    287/349      2.42G    0.04022     0.0129          0         23        640: 100% 1/1 [00:00<00:00,  4.89it/s]\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:00<00:00, 19.85it/s]\n",
            "                   all          4          4      0.987          1      0.995      0.694\n",
            "\n",
            "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
            "    288/349      2.42G    0.04216    0.01225          0         19        640: 100% 1/1 [00:00<00:00,  6.82it/s]\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:00<00:00, 14.81it/s]\n",
            "                   all          4          4      0.987          1      0.995      0.694\n",
            "\n",
            "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
            "    289/349      2.42G    0.04474    0.01499          0         23        640: 100% 1/1 [00:00<00:00,  5.87it/s]\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:00<00:00, 16.57it/s]\n",
            "                   all          4          4      0.987          1      0.995      0.694\n",
            "\n",
            "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
            "    290/349      2.42G    0.02084    0.01191          0         20        640: 100% 1/1 [00:00<00:00,  7.52it/s]\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:00<00:00, 15.73it/s]\n",
            "                   all          4          4      0.987          1      0.995      0.694\n",
            "\n",
            "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
            "    291/349      2.42G    0.03746   0.009568          0         13        640: 100% 1/1 [00:00<00:00,  5.19it/s]\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:00<00:00, 17.67it/s]\n",
            "                   all          4          4      0.987          1      0.995      0.671\n",
            "\n",
            "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
            "    292/349      2.42G    0.02156    0.01373          0         24        640: 100% 1/1 [00:00<00:00,  7.20it/s]\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:00<00:00, 16.00it/s]\n",
            "                   all          4          4      0.987          1      0.995      0.671\n",
            "\n",
            "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
            "    293/349      2.42G    0.01949    0.01242          0         19        640: 100% 1/1 [00:00<00:00,  5.99it/s]\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:00<00:00, 14.10it/s]\n",
            "                   all          4          4      0.987          1      0.995      0.671\n",
            "\n",
            "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
            "    294/349      2.42G    0.03772    0.01137          0         17        640: 100% 1/1 [00:00<00:00,  5.99it/s]\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:00<00:00, 13.80it/s]\n",
            "                   all          4          4      0.987          1      0.995      0.671\n",
            "\n",
            "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
            "    295/349      2.42G    0.03224    0.01239          0         17        640: 100% 1/1 [00:00<00:00,  5.16it/s]\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:00<00:00, 21.53it/s]\n",
            "                   all          4          4      0.987          1      0.995      0.719\n",
            "\n",
            "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
            "    296/349      2.42G    0.05198    0.01511          0         26        640: 100% 1/1 [00:00<00:00,  6.31it/s]\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:00<00:00, 20.53it/s]\n",
            "                   all          4          4      0.987          1      0.995      0.719\n",
            "\n",
            "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
            "    297/349      2.42G    0.02215    0.01434          0         21        640: 100% 1/1 [00:00<00:00,  6.41it/s]\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:00<00:00, 15.83it/s]\n",
            "                   all          4          4      0.987          1      0.995      0.719\n",
            "\n",
            "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
            "    298/349      2.42G    0.04604    0.01295          0         21        640: 100% 1/1 [00:00<00:00,  6.22it/s]\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:00<00:00, 16.45it/s]\n",
            "                   all          4          4      0.987          1      0.995      0.719\n",
            "\n",
            "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
            "    299/349      2.42G    0.04181     0.0128          0         18        640: 100% 1/1 [00:00<00:00,  4.70it/s]\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:00<00:00, 18.53it/s]\n",
            "                   all          4          4      0.987          1      0.995      0.663\n",
            "\n",
            "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
            "    300/349      2.42G    0.03882    0.01284          0         19        640: 100% 1/1 [00:00<00:00,  6.24it/s]\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:00<00:00, 19.55it/s]\n",
            "                   all          4          4      0.987          1      0.995      0.663\n",
            "\n",
            "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
            "    301/349      2.42G    0.02476    0.01235          0         16        640: 100% 1/1 [00:00<00:00,  6.53it/s]\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:00<00:00, 15.82it/s]\n",
            "                   all          4          4      0.987          1      0.995      0.663\n",
            "\n",
            "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
            "    302/349      2.42G    0.02673    0.01116          0         19        640: 100% 1/1 [00:00<00:00,  6.19it/s]\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:00<00:00, 15.05it/s]\n",
            "                   all          4          4      0.987          1      0.995      0.663\n",
            "\n",
            "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
            "    303/349      2.42G    0.04328    0.01619          0         24        640: 100% 1/1 [00:00<00:00,  4.58it/s]\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:00<00:00, 18.67it/s]\n",
            "                   all          4          4      0.987          1      0.995      0.719\n",
            "\n",
            "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
            "    304/349      2.42G    0.04784    0.01513          0         20        640: 100% 1/1 [00:00<00:00,  5.93it/s]\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:00<00:00, 15.42it/s]\n",
            "                   all          4          4      0.987          1      0.995      0.719\n",
            "\n",
            "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
            "    305/349      2.42G    0.03538    0.01446          0         21        640: 100% 1/1 [00:00<00:00,  5.75it/s]\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:00<00:00, 15.40it/s]\n",
            "                   all          4          4      0.987          1      0.995      0.719\n",
            "\n",
            "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
            "    306/349      2.42G     0.0431    0.01025          0         17        640: 100% 1/1 [00:00<00:00,  6.52it/s]\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:00<00:00, 16.50it/s]\n",
            "                   all          4          4      0.987          1      0.995      0.719\n",
            "\n",
            "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
            "    307/349      2.42G    0.03933    0.01595          0         24        640: 100% 1/1 [00:00<00:00,  5.22it/s]\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:00<00:00, 19.91it/s]\n",
            "                   all          4          4      0.986          1      0.995      0.694\n",
            "\n",
            "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
            "    308/349      2.42G     0.0298    0.01485          0         26        640: 100% 1/1 [00:00<00:00,  5.78it/s]\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:00<00:00, 14.16it/s]\n",
            "                   all          4          4      0.986          1      0.995      0.694\n",
            "\n",
            "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
            "    309/349      2.42G     0.0495    0.01524          0         24        640: 100% 1/1 [00:00<00:00,  7.35it/s]\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:00<00:00, 13.96it/s]\n",
            "                   all          4          4      0.986          1      0.995      0.694\n",
            "\n",
            "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
            "    310/349      2.42G     0.0374    0.01271          0         20        640: 100% 1/1 [00:00<00:00,  5.59it/s]\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:00<00:00, 15.49it/s]\n",
            "                   all          4          4      0.986          1      0.995      0.694\n",
            "\n",
            "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
            "    311/349      2.42G    0.01824    0.01194          0         20        640: 100% 1/1 [00:00<00:00,  5.16it/s]\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:00<00:00, 20.98it/s]\n",
            "                   all          4          4      0.986          1      0.995      0.702\n",
            "\n",
            "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
            "    312/349      2.42G    0.01461    0.01107          0         17        640: 100% 1/1 [00:00<00:00,  6.49it/s]\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:00<00:00, 16.23it/s]\n",
            "                   all          4          4      0.986          1      0.995      0.702\n",
            "\n",
            "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
            "    313/349      2.42G    0.01689    0.01228          0         21        640: 100% 1/1 [00:00<00:00,  6.34it/s]\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:00<00:00, 15.48it/s]\n",
            "                   all          4          4      0.986          1      0.995      0.702\n",
            "\n",
            "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
            "    314/349      2.42G    0.03629    0.01111          0         17        640: 100% 1/1 [00:00<00:00,  6.68it/s]\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:00<00:00, 19.96it/s]\n",
            "                   all          4          4      0.986          1      0.995      0.702\n",
            "\n",
            "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
            "    315/349      2.42G    0.01612    0.01215          0         22        640: 100% 1/1 [00:00<00:00,  5.05it/s]\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:00<00:00, 20.19it/s]\n",
            "                   all          4          4      0.986          1      0.995      0.634\n",
            "\n",
            "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
            "    316/349      2.42G    0.04819    0.01195          0         18        640: 100% 1/1 [00:00<00:00,  6.66it/s]\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:00<00:00, 14.08it/s]\n",
            "                   all          4          4      0.986          1      0.995      0.634\n",
            "\n",
            "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
            "    317/349      2.42G    0.04271    0.01254          0         18        640: 100% 1/1 [00:00<00:00,  6.51it/s]\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:00<00:00, 14.43it/s]\n",
            "                   all          4          4      0.986          1      0.995      0.634\n",
            "\n",
            "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
            "    318/349      2.42G    0.04253     0.0141          0         22        640: 100% 1/1 [00:00<00:00,  6.84it/s]\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:00<00:00, 17.46it/s]\n",
            "                   all          4          4      0.986          1      0.995      0.634\n",
            "\n",
            "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
            "    319/349      2.42G    0.04418    0.01322          0         20        640: 100% 1/1 [00:00<00:00,  4.41it/s]\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:00<00:00, 18.24it/s]\n",
            "                   all          4          4      0.986          1      0.995      0.634\n",
            "\n",
            "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
            "    320/349      2.42G    0.03194    0.01008          0         14        640: 100% 1/1 [00:00<00:00,  6.23it/s]\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:00<00:00, 14.20it/s]\n",
            "                   all          4          4      0.986          1      0.995      0.634\n",
            "\n",
            "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
            "    321/349      2.42G    0.04224    0.01253          0         19        640: 100% 1/1 [00:00<00:00,  6.59it/s]\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:00<00:00, 16.99it/s]\n",
            "                   all          4          4      0.986          1      0.995      0.634\n",
            "\n",
            "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
            "    322/349      2.42G    0.01901    0.01223          0         19        640: 100% 1/1 [00:00<00:00,  6.26it/s]\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:00<00:00, 14.53it/s]\n",
            "                   all          4          4      0.986          1      0.995      0.634\n",
            "\n",
            "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
            "    323/349      2.42G    0.03773    0.01292          0         22        640: 100% 1/1 [00:00<00:00,  5.48it/s]\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:00<00:00, 21.27it/s]\n",
            "                   all          4          4      0.986          1      0.995      0.678\n",
            "\n",
            "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
            "    324/349      2.42G    0.03659    0.01474          0         21        640: 100% 1/1 [00:00<00:00,  5.56it/s]\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:00<00:00, 20.26it/s]\n",
            "                   all          4          4      0.986          1      0.995      0.678\n",
            "\n",
            "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
            "    325/349      2.42G    0.03781    0.01306          0         19        640: 100% 1/1 [00:00<00:00,  7.44it/s]\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:00<00:00, 15.34it/s]\n",
            "                   all          4          4      0.986          1      0.995      0.678\n",
            "\n",
            "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
            "    326/349      2.42G    0.02911    0.01021          0         16        640: 100% 1/1 [00:00<00:00,  6.60it/s]\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:00<00:00, 12.17it/s]\n",
            "                   all          4          4      0.986          1      0.995      0.678\n",
            "\n",
            "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
            "    327/349      2.42G    0.04788    0.01631          0         21        640: 100% 1/1 [00:00<00:00,  5.40it/s]\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:00<00:00, 20.87it/s]\n",
            "                   all          4          4      0.985          1      0.995      0.671\n",
            "\n",
            "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
            "    328/349      2.42G    0.03708    0.01014          0         17        640: 100% 1/1 [00:00<00:00,  5.36it/s]\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:00<00:00, 12.72it/s]\n",
            "                   all          4          4      0.985          1      0.995      0.671\n",
            "\n",
            "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
            "    329/349      2.42G    0.03348    0.01409          0         22        640: 100% 1/1 [00:00<00:00,  6.50it/s]\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:00<00:00, 18.22it/s]\n",
            "                   all          4          4      0.985          1      0.995      0.671\n",
            "\n",
            "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
            "    330/349      2.42G    0.04744    0.01412          0         21        640: 100% 1/1 [00:00<00:00,  6.79it/s]\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:00<00:00, 15.20it/s]\n",
            "                   all          4          4      0.985          1      0.995      0.671\n",
            "\n",
            "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
            "    331/349      2.42G    0.02714     0.0133          0         19        640: 100% 1/1 [00:00<00:00,  5.00it/s]\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:00<00:00, 18.04it/s]\n",
            "                   all          4          4      0.985          1      0.995      0.622\n",
            "\n",
            "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
            "    332/349      2.42G    0.03851   0.009547          0         16        640: 100% 1/1 [00:00<00:00,  7.09it/s]\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:00<00:00, 17.29it/s]\n",
            "                   all          4          4      0.985          1      0.995      0.622\n",
            "\n",
            "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
            "    333/349      2.42G    0.04081     0.0121          0         21        640: 100% 1/1 [00:00<00:00,  6.32it/s]\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:00<00:00, 14.08it/s]\n",
            "                   all          4          4      0.985          1      0.995      0.622\n",
            "\n",
            "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
            "    334/349      2.42G    0.02768    0.01458          0         25        640: 100% 1/1 [00:00<00:00,  6.29it/s]\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:00<00:00, 14.96it/s]\n",
            "                   all          4          4      0.985          1      0.995      0.622\n",
            "\n",
            "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
            "    335/349      2.42G     0.0434    0.01034          0         15        640: 100% 1/1 [00:00<00:00,  5.00it/s]\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:00<00:00, 15.58it/s]\n",
            "                   all          4          4      0.985          1      0.995      0.584\n",
            "\n",
            "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
            "    336/349      2.42G    0.03633    0.01045          0         18        640: 100% 1/1 [00:00<00:00,  6.79it/s]\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:00<00:00, 14.27it/s]\n",
            "                   all          4          4      0.985          1      0.995      0.584\n",
            "\n",
            "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
            "    337/349      2.42G    0.03637    0.01213          0         20        640: 100% 1/1 [00:00<00:00,  5.94it/s]\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:00<00:00, 14.13it/s]\n",
            "                   all          4          4      0.985          1      0.995      0.584\n",
            "\n",
            "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
            "    338/349      2.42G    0.05719    0.01253          0         19        640: 100% 1/1 [00:00<00:00,  6.90it/s]\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:00<00:00, 13.65it/s]\n",
            "                   all          4          4      0.985          1      0.995      0.584\n",
            "\n",
            "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
            "    339/349      2.42G    0.04553   0.009699          0         15        640: 100% 1/1 [00:00<00:00,  5.14it/s]\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:00<00:00, 20.99it/s]\n",
            "                   all          4          4      0.986          1      0.995      0.584\n",
            "\n",
            "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
            "    340/349      2.42G    0.02827     0.0136          0         22        640: 100% 1/1 [00:00<00:00,  6.45it/s]\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:00<00:00, 14.64it/s]\n",
            "                   all          4          4      0.986          1      0.995      0.584\n",
            "\n",
            "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
            "    341/349      2.42G    0.04083    0.01552          0         21        640: 100% 1/1 [00:00<00:00,  6.48it/s]\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:00<00:00, 16.23it/s]\n",
            "                   all          4          4      0.986          1      0.995      0.584\n",
            "\n",
            "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
            "    342/349      2.42G    0.04561    0.01289          0         21        640: 100% 1/1 [00:00<00:00,  6.08it/s]\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:00<00:00, 16.73it/s]\n",
            "                   all          4          4      0.986          1      0.995      0.584\n",
            "\n",
            "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
            "    343/349      2.42G    0.05008    0.01794          0         26        640: 100% 1/1 [00:00<00:00,  4.86it/s]\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:00<00:00, 17.19it/s]\n",
            "                   all          4          4      0.986          1      0.995      0.615\n",
            "\n",
            "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
            "    344/349      2.42G    0.04133    0.01181          0         16        640: 100% 1/1 [00:00<00:00,  7.28it/s]\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:00<00:00, 12.76it/s]\n",
            "                   all          4          4      0.986          1      0.995      0.615\n",
            "\n",
            "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
            "    345/349      2.42G    0.03714    0.01276          0         18        640: 100% 1/1 [00:00<00:00,  6.26it/s]\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:00<00:00, 10.67it/s]\n",
            "                   all          4          4      0.986          1      0.995      0.615\n",
            "\n",
            "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
            "    346/349      2.42G    0.04747    0.01181          0         16        640: 100% 1/1 [00:00<00:00,  6.08it/s]\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:00<00:00, 13.80it/s]\n",
            "                   all          4          4      0.986          1      0.995      0.615\n",
            "\n",
            "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
            "    347/349      2.42G    0.04465    0.01673          0         25        640: 100% 1/1 [00:00<00:00,  4.62it/s]\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:00<00:00, 20.84it/s]\n",
            "                   all          4          4      0.986          1      0.995      0.627\n",
            "\n",
            "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
            "    348/349      2.42G    0.03353    0.01337          0         22        640: 100% 1/1 [00:00<00:00,  6.33it/s]\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:00<00:00, 12.98it/s]\n",
            "                   all          4          4      0.986          1      0.995      0.627\n",
            "\n",
            "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
            "    349/349      2.42G    0.03322    0.01542          0         24        640: 100% 1/1 [00:00<00:00,  6.51it/s]\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:00<00:00, 17.82it/s]\n",
            "                   all          4          4      0.986          1      0.995      0.627\n",
            "\n",
            "350 epochs completed in 0.062 hours.\n",
            "Optimizer stripped from runs/train/exp7/weights/last.pt, 14.4MB\n",
            "Optimizer stripped from runs/train/exp7/weights/best.pt, 14.4MB\n",
            "\n",
            "Validating runs/train/exp7/weights/best.pt...\n",
            "Fusing layers... \n",
            "Model summary: 157 layers, 7012822 parameters, 0 gradients, 15.8 GFLOPs\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:00<00:00, 17.33it/s]\n",
            "                   all          4          4      0.987          1      0.995      0.719\n",
            "Results saved to \u001b[1mruns/train/exp7\u001b[0m\n"
          ]
        }
      ],
      "source": [
        "# Train YOLOv5s on COCO128 for 3 epochs\n",
        "!python train.py --img 640 --batch 16 --epochs 350 --data ThumbsUp.yaml --weights yolov5s.pt --cache"
      ]
    },
    {
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      "metadata": {
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      },
      "source": [
        "# Environments\n",
        "\n",
        "YOLOv5 may be run in any of the following up-to-date verified environments (with all dependencies including [CUDA](https://developer.nvidia.com/cuda)/[CUDNN](https://developer.nvidia.com/cudnn), [Python](https://www.python.org/) and [PyTorch](https://pytorch.org/) preinstalled):\n",
        "\n",
        "- **Notebooks** with free GPU: <a href=\"https://bit.ly/yolov5-paperspace-notebook\"><img src=\"https://assets.paperspace.io/img/gradient-badge.svg\" alt=\"Run on Gradient\"></a> <a href=\"https://colab.research.google.com/github/ultralytics/yolov5/blob/master/tutorial.ipynb\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"></a> <a href=\"https://www.kaggle.com/ultralytics/yolov5\"><img src=\"https://kaggle.com/static/images/open-in-kaggle.svg\" alt=\"Open In Kaggle\"></a>\n",
        "- **Google Cloud** Deep Learning VM. See [GCP Quickstart Guide](https://github.com/ultralytics/yolov5/wiki/GCP-Quickstart)\n",
        "- **Amazon** Deep Learning AMI. See [AWS Quickstart Guide](https://github.com/ultralytics/yolov5/wiki/AWS-Quickstart)\n",
        "- **Docker Image**. See [Docker Quickstart Guide](https://github.com/ultralytics/yolov5/wiki/Docker-Quickstart) <a href=\"https://hub.docker.com/r/ultralytics/yolov5\"><img src=\"https://img.shields.io/docker/pulls/ultralytics/yolov5?logo=docker\" alt=\"Docker Pulls\"></a>\n"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "6Qu7Iesl0p54"
      },
      "source": [
        "# Status\n",
        "\n",
        "![YOLOv5 CI](https://github.com/ultralytics/yolov5/actions/workflows/ci-testing.yml/badge.svg)\n",
        "\n",
        "If this badge is green, all [YOLOv5 GitHub Actions](https://github.com/ultralytics/yolov5/actions) Continuous Integration (CI) tests are currently passing. CI tests verify correct operation of YOLOv5 training ([train.py](https://github.com/ultralytics/yolov5/blob/master/train.py)), testing ([val.py](https://github.com/ultralytics/yolov5/blob/master/val.py)), inference ([detect.py](https://github.com/ultralytics/yolov5/blob/master/detect.py)) and export ([export.py](https://github.com/ultralytics/yolov5/blob/master/export.py)) on macOS, Windows, and Ubuntu every 24 hours and on every commit.\n"
      ]
    }
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