characters_segmentation_training.ipynb

{
  "cells": [
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "1FQR3TDL1KEn"
      },
      "outputs": [],
      "source": [
        "import os\n",
        "import shutil"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "TfKa2tmW5fmK"
      },
      "outputs": [],
      "source": [
        "train_dir='/content/drive/MyDrive/symbol_segmentation/train/'\n",
        "val_dir='/content/drive/MyDrive/symbol_segmentation/valid/'\n",
        "test_dir='/content/drive/MyDrive/segmentation/test/'"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "ODZRXm4j5315",
        "outputId": "f88a26dc-117f-4c87-deae-fc19886c1b67"
      },
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "422\n"
          ]
        }
      ],
      "source": [
        "print(len([name for name in os.listdir(train_dir+'labels')]))"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "nRPoHjHX6IPz",
        "outputId": "0ba19dc6-e1a9-4836-a7c3-d0f6f034b8f0"
      },
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "50\n"
          ]
        }
      ],
      "source": [
        "print(len([name for name in os.listdir(val_dir+'labels')]))"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "hV9YUMct6PUs"
      },
      "outputs": [],
      "source": [
        "with open(f\"/content/characters_segmentation.yaml\", \"w+\") as file_:\n",
        "  file_.write(\n",
        "           f\"\"\"\n",
        "           train: {train_dir}\n",
        "           val: {val_dir}\n",
        "           test:  # test images (optional)\n",
        "           nc: 1\n",
        "           names: [\"letter\"]\n",
        "\n",
        "            \"\"\"\n",
        ")"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "NdqjvK1n6bSX",
        "outputId": "994c6c3f-63f5-4ee6-c801-0891279a6432"
      },
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Resolving deltas: 100% (10962/10962), done.\n"
          ]
        }
      ],
      "source": [
        "!git clone https://github.com/ultralytics/yolov5  # clone"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "VnT4AhfP6fP3"
      },
      "outputs": [],
      "source": [
        "!pip install -r /content/yolov5/requirements.txt"
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "!python /content/yolov5/train.py --img 360 --batch 32 --epochs 150 --data /content/characters_segmentation.yaml --weights 'yolov5m.pt' --cache"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "WSqNC5ZzxULz",
        "outputId": "d2ce9fc9-751e-490e-c605-bd61c6c80000"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "\u001b[34m\u001b[1mtrain: \u001b[0mweights=yolov5m.pt, cfg=, data=/content/characters_segmentation.yaml, hyp=yolov5/data/hyps/hyp.scratch-low.yaml, epochs=150, batch_size=32, imgsz=360, 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=yolov5/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",
            "\u001b[34m\u001b[1mgithub: \u001b[0mup to date with https://github.com/ultralytics/yolov5 ✅\n",
            "YOLOv5 🚀 v7.0-177-g89c3040 Python-3.10.11 torch-2.0.1+cu118 CUDA:0 (Tesla T4, 15102MiB)\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 yolov5/runs/train', view at http://localhost:6006/\n",
            "Downloading https://ultralytics.com/assets/Arial.ttf to /root/.config/Ultralytics/Arial.ttf...\n",
            "100% 755k/755k [00:00<00:00, 38.2MB/s]\n",
            "Downloading https://github.com/ultralytics/yolov5/releases/download/v7.0/yolov5m.pt to yolov5m.pt...\n",
            "100% 40.8M/40.8M [00:03<00:00, 13.4MB/s]\n",
            "\n",
            "Overriding model.yaml nc=80 with nc=1\n",
            "\n",
            "                 from  n    params  module                                  arguments                     \n",
            "  0                -1  1      5280  models.common.Conv                      [3, 48, 6, 2, 2]              \n",
            "  1                -1  1     41664  models.common.Conv                      [48, 96, 3, 2]                \n",
            "  2                -1  2     65280  models.common.C3                        [96, 96, 2]                   \n",
            "  3                -1  1    166272  models.common.Conv                      [96, 192, 3, 2]               \n",
            "  4                -1  4    444672  models.common.C3                        [192, 192, 4]                 \n",
            "  5                -1  1    664320  models.common.Conv                      [192, 384, 3, 2]              \n",
            "  6                -1  6   2512896  models.common.C3                        [384, 384, 6]                 \n",
            "  7                -1  1   2655744  models.common.Conv                      [384, 768, 3, 2]              \n",
            "  8                -1  2   4134912  models.common.C3                        [768, 768, 2]                 \n",
            "  9                -1  1   1476864  models.common.SPPF                      [768, 768, 5]                 \n",
            " 10                -1  1    295680  models.common.Conv                      [768, 384, 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  2   1182720  models.common.C3                        [768, 384, 2, False]          \n",
            " 14                -1  1     74112  models.common.Conv                      [384, 192, 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  2    296448  models.common.C3                        [384, 192, 2, False]          \n",
            " 18                -1  1    332160  models.common.Conv                      [192, 192, 3, 2]              \n",
            " 19          [-1, 14]  1         0  models.common.Concat                    [1]                           \n",
            " 20                -1  2   1035264  models.common.C3                        [384, 384, 2, False]          \n",
            " 21                -1  1   1327872  models.common.Conv                      [384, 384, 3, 2]              \n",
            " 22          [-1, 10]  1         0  models.common.Concat                    [1]                           \n",
            " 23                -1  2   4134912  models.common.C3                        [768, 768, 2, False]          \n",
            " 24      [17, 20, 23]  1     24246  models.yolo.Detect                      [1, [[10, 13, 16, 30, 33, 23], [30, 61, 62, 45, 59, 119], [116, 90, 156, 198, 373, 326]], [192, 384, 768]]\n",
            "Model summary: 291 layers, 20871318 parameters, 20871318 gradients, 48.2 GFLOPs\n",
            "\n",
            "Transferred 475/481 items from yolov5m.pt\n",
            "\u001b[34m\u001b[1mAMP: \u001b[0mchecks passed ✅\n",
            "WARNING ⚠️ --img-size 360 must be multiple of max stride 32, updating to 384\n",
            "\u001b[34m\u001b[1moptimizer:\u001b[0m SGD(lr=0.01) with parameter groups 79 weight(decay=0.0), 82 weight(decay=0.0005), 82 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/drive/MyDrive/symbol_segmentation/train/labels.cache... 421 images, 0 backgrounds, 0 corrupt: 100% 421/421 [00:00<?, ?it/s]\n",
            "\u001b[34m\u001b[1mtrain: \u001b[0mCaching images (0.2GB ram): 100% 421/421 [00:01<00:00, 220.28it/s]\n",
            "\u001b[34m\u001b[1mval: \u001b[0mScanning /content/drive/MyDrive/symbol_segmentation/valid/labels.cache... 50 images, 0 backgrounds, 0 corrupt: 100% 50/50 [00:00<?, ?it/s]\n",
            "\u001b[34m\u001b[1mval: \u001b[0mCaching images (0.0GB ram): 100% 50/50 [00:40<00:00,  1.24it/s]\n",
            "\n",
            "\u001b[34m\u001b[1mAutoAnchor: \u001b[0m5.44 anchors/target, 1.000 Best Possible Recall (BPR). Current anchors are a good fit to dataset ✅\n",
            "Plotting labels to yolov5/runs/train/exp/labels.jpg... \n",
            "Image sizes 384 train, 384 val\n",
            "Using 2 dataloader workers\n",
            "Logging results to \u001b[1myolov5/runs/train/exp\u001b[0m\n",
            "Starting training for 150 epochs...\n",
            "\n",
            "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
            "      0/149      4.41G     0.1181    0.04465          0        303        384:   0% 0/14 [00:01<?, ?it/s]WARNING ⚠️ TensorBoard graph visualization failure Sizes of tensors must match except in dimension 1. Expected size 24 but got size 23 for tensor number 1 in the list.\n",
            "      0/149      4.45G     0.1074     0.0563          0         41        384: 100% 14/14 [00:09<00:00,  1.49it/s]\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:01<00:00,  1.54s/it]\n",
            "                   all         50        271    0.00893      0.494     0.0225     0.0047\n",
            "\n",
            "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
            "      1/149      5.18G    0.08669    0.06274          0         35        384: 100% 14/14 [00:04<00:00,  2.89it/s]\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:00<00:00,  1.79it/s]\n",
            "                   all         50        271      0.173      0.731      0.328     0.0852\n",
            "\n",
            "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
            "      2/149      5.18G    0.07111     0.0503          0         50        384: 100% 14/14 [00:04<00:00,  3.40it/s]\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:00<00:00,  1.78it/s]\n",
            "                   all         50        271      0.391      0.738      0.584      0.165\n",
            "\n",
            "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
            "      3/149      5.18G    0.06733    0.04349          0         44        384: 100% 14/14 [00:05<00:00,  2.53it/s]\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:00<00:00,  1.30it/s]\n",
            "                   all         50        271      0.359      0.686      0.503      0.133\n",
            "\n",
            "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
            "      4/149      5.18G    0.07006    0.04009          0         45        384: 100% 14/14 [00:04<00:00,  3.50it/s]\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:00<00:00,  1.98it/s]\n",
            "                   all         50        271      0.261      0.694      0.282      0.137\n",
            "\n",
            "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
            "      5/149      5.18G    0.06825    0.03855          0         53        384: 100% 14/14 [00:04<00:00,  3.37it/s]\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:00<00:00,  1.37it/s]\n",
            "                   all         50        271      0.611      0.689       0.69       0.21\n",
            "\n",
            "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
            "      6/149      5.18G     0.0648    0.03853          0         48        384: 100% 14/14 [00:04<00:00,  3.49it/s]\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:00<00:00,  2.17it/s]\n",
            "                   all         50        271      0.565       0.69      0.687      0.239\n",
            "\n",
            "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
            "      7/149      5.18G    0.05973    0.03758          0         59        384: 100% 14/14 [00:04<00:00,  3.13it/s]\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:01<00:00,  1.16s/it]\n",
            "                   all         50        271       0.44      0.694      0.481     0.0964\n",
            "\n",
            "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
            "      8/149      5.18G    0.05469    0.03529          0         39        384: 100% 14/14 [00:03<00:00,  3.56it/s]\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:00<00:00,  1.99it/s]\n",
            "                   all         50        271      0.695      0.893      0.889       0.52\n",
            "\n",
            "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
            "      9/149      5.18G    0.05164     0.0336          0         39        384: 100% 14/14 [00:03<00:00,  3.53it/s]\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:00<00:00,  1.78it/s]\n",
            "                   all         50        271      0.926       0.93      0.917      0.341\n",
            "\n",
            "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
            "     10/149      5.18G    0.04845    0.03253          0         35        384: 100% 14/14 [00:04<00:00,  2.84it/s]\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:00<00:00,  1.61it/s]\n",
            "                   all         50        271      0.926      0.956      0.979      0.606\n",
            "\n",
            "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
            "     11/149      5.18G     0.0448    0.03023          0         41        384: 100% 14/14 [00:03<00:00,  3.56it/s]\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:00<00:00,  1.95it/s]\n",
            "                   all         50        271      0.916      0.948      0.927      0.295\n",
            "\n",
            "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
            "     12/149      5.18G     0.0444    0.03189          0         51        384: 100% 14/14 [00:04<00:00,  3.12it/s]\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:01<00:00,  1.15s/it]\n",
            "                   all         50        271      0.993      0.987      0.993      0.669\n",
            "\n",
            "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
            "     13/149      5.18G    0.04091     0.0311          0         45        384: 100% 14/14 [00:04<00:00,  3.45it/s]\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:00<00:00,  2.08it/s]\n",
            "                   all         50        271      0.988      0.993      0.994      0.661\n",
            "\n",
            "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
            "     14/149      5.18G     0.0408    0.03304          0         58        384: 100% 14/14 [00:03<00:00,  3.51it/s]\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:00<00:00,  1.78it/s]\n",
            "                   all         50        271      0.992      0.996      0.995       0.71\n",
            "\n",
            "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
            "     15/149      5.18G    0.04035    0.03179          0         49        384: 100% 14/14 [00:04<00:00,  3.01it/s]\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:00<00:00,  1.75it/s]\n",
            "                   all         50        271      0.986      0.996      0.994      0.634\n",
            "\n",
            "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
            "     16/149      5.18G    0.03949    0.03235          0         65        384: 100% 14/14 [00:03<00:00,  3.51it/s]\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:00<00:00,  2.28it/s]\n",
            "                   all         50        271      0.993      0.991      0.995      0.712\n",
            "\n",
            "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
            "     17/149      5.18G    0.03678    0.02937          0         43        384: 100% 14/14 [00:04<00:00,  3.16it/s]\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:01<00:00,  1.14s/it]\n",
            "                   all         50        271      0.992      0.993      0.995      0.662\n",
            "\n",
            "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
            "     18/149      5.18G    0.03657    0.02972          0         39        384: 100% 14/14 [00:03<00:00,  3.51it/s]\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:00<00:00,  2.10it/s]\n",
            "                   all         50        271      0.991      0.989      0.994      0.708\n",
            "\n",
            "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
            "     19/149      5.18G    0.03707    0.02859          0         58        384: 100% 14/14 [00:03<00:00,  3.50it/s]\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:00<00:00,  2.16it/s]\n",
            "                   all         50        271      0.997          1      0.995       0.72\n",
            "\n",
            "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
            "     20/149      5.18G    0.03615    0.03187          0         72        384: 100% 14/14 [00:05<00:00,  2.68it/s]\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:00<00:00,  1.84it/s]\n",
            "                   all         50        271          1      0.989      0.995      0.665\n",
            "\n",
            "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
            "     21/149      5.18G    0.03646    0.03031          0         55        384: 100% 14/14 [00:04<00:00,  3.48it/s]\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:00<00:00,  1.97it/s]\n",
            "                   all         50        271      0.993      0.997      0.995      0.716\n",
            "\n",
            "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
            "     22/149      5.18G    0.03503    0.02911          0         32        384: 100% 14/14 [00:04<00:00,  3.26it/s]\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:01<00:00,  1.04s/it]\n",
            "                   all         50        271      0.995      0.993      0.995      0.718\n",
            "\n",
            "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
            "     23/149      5.18G     0.0338     0.0279          0         55        384: 100% 14/14 [00:04<00:00,  3.32it/s]\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:00<00:00,  1.90it/s]\n",
            "                   all         50        271      0.996      0.992      0.995      0.734\n",
            "\n",
            "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
            "     24/149      5.18G    0.03302    0.02757          0         34        384: 100% 14/14 [00:04<00:00,  3.40it/s]\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:00<00:00,  2.33it/s]\n",
            "                   all         50        271          1      0.988      0.994      0.723\n",
            "\n",
            "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
            "     25/149      5.18G    0.03464    0.02737          0         37        384: 100% 14/14 [00:05<00:00,  2.74it/s]\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:00<00:00,  1.37it/s]\n",
            "                   all         50        271      0.998      0.985      0.993      0.653\n",
            "\n",
            "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
            "     26/149      5.18G    0.03281    0.02796          0         34        384: 100% 14/14 [00:04<00:00,  3.41it/s]\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:00<00:00,  1.94it/s]\n",
            "                   all         50        271       0.99      0.993      0.994      0.736\n",
            "\n",
            "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
            "     27/149      5.18G    0.03447    0.02768          0         35        384: 100% 14/14 [00:04<00:00,  3.27it/s]\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:01<00:00,  1.02s/it]\n",
            "                   all         50        271          1      0.984      0.994      0.702\n",
            "\n",
            "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
            "     28/149      5.18G    0.03166    0.02673          0         39        384: 100% 14/14 [00:04<00:00,  3.23it/s]\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:00<00:00,  2.10it/s]\n",
            "                   all         50        271          1      0.996      0.995       0.71\n",
            "\n",
            "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
            "     29/149      5.18G    0.03202    0.02833          0         33        384: 100% 14/14 [00:04<00:00,  3.34it/s]\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:00<00:00,  1.92it/s]\n",
            "                   all         50        271      0.999          1      0.995      0.693\n",
            "\n",
            "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
            "     30/149      5.18G    0.03125    0.02833          0         55        384: 100% 14/14 [00:05<00:00,  2.78it/s]\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:00<00:00,  1.02it/s]\n",
            "                   all         50        271      0.999          1      0.995      0.718\n",
            "\n",
            "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
            "     31/149      5.18G    0.03126    0.02733          0         56        384: 100% 14/14 [00:04<00:00,  3.38it/s]\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:00<00:00,  1.96it/s]\n",
            "                   all         50        271      0.999      0.989      0.995      0.736\n",
            "\n",
            "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
            "     32/149      5.18G    0.03134    0.02572          0         24        384: 100% 14/14 [00:04<00:00,  3.39it/s]\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:00<00:00,  1.70it/s]\n",
            "                   all         50        271          1      0.988      0.994      0.729\n",
            "\n",
            "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
            "     33/149      5.18G    0.03025    0.02714          0         57        384: 100% 14/14 [00:05<00:00,  2.79it/s]\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:00<00:00,  1.57it/s]\n",
            "                   all         50        271      0.996      0.993      0.995      0.742\n",
            "\n",
            "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
            "     34/149      5.18G    0.02986    0.02696          0         53        384: 100% 14/14 [00:04<00:00,  3.46it/s]\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:00<00:00,  2.23it/s]\n",
            "                   all         50        271          1      0.985      0.994      0.741\n",
            "\n",
            "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
            "     35/149      5.18G     0.0303     0.0273          0         56        384: 100% 14/14 [00:04<00:00,  3.10it/s]\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:01<00:00,  1.12s/it]\n",
            "                   all         50        271      0.996      0.983      0.994      0.736\n",
            "\n",
            "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
            "     36/149      5.18G    0.03061     0.0267          0         35        384: 100% 14/14 [00:04<00:00,  3.47it/s]\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:00<00:00,  2.15it/s]\n",
            "                   all         50        271      0.999      0.985      0.994      0.745\n",
            "\n",
            "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
            "     37/149      5.18G    0.02957    0.02697          0         47        384: 100% 14/14 [00:03<00:00,  3.57it/s]\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:00<00:00,  1.82it/s]\n",
            "                   all         50        271      0.999      0.985      0.994      0.765\n",
            "\n",
            "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
            "     38/149      5.18G    0.03136    0.02864          0         66        384: 100% 14/14 [00:04<00:00,  2.85it/s]\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:00<00:00,  2.02it/s]\n",
            "                   all         50        271          1      0.989      0.994      0.734\n",
            "\n",
            "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
            "     39/149      5.18G    0.02989    0.02562          0         32        384: 100% 14/14 [00:03<00:00,  3.52it/s]\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:00<00:00,  2.32it/s]\n",
            "                   all         50        271          1      0.987      0.995      0.753\n",
            "\n",
            "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
            "     40/149      5.18G    0.02948    0.02504          0         45        384: 100% 14/14 [00:04<00:00,  3.24it/s]\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:01<00:00,  1.11s/it]\n",
            "                   all         50        271          1      0.988      0.995      0.733\n",
            "\n",
            "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
            "     41/149      5.18G    0.02945    0.02594          0         44        384: 100% 14/14 [00:04<00:00,  3.36it/s]\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:00<00:00,  2.00it/s]\n",
            "                   all         50        271      0.999      0.985      0.995      0.767\n",
            "\n",
            "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
            "     42/149      5.18G    0.02849    0.02485          0         44        384: 100% 14/14 [00:04<00:00,  3.50it/s]\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:00<00:00,  2.14it/s]\n",
            "                   all         50        271      0.999      0.989      0.995      0.771\n",
            "\n",
            "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
            "     43/149      5.18G    0.02895    0.02578          0         35        384: 100% 14/14 [00:05<00:00,  2.61it/s]\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:00<00:00,  1.92it/s]\n",
            "                   all         50        271      0.999      0.985      0.994      0.754\n",
            "\n",
            "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
            "     44/149      5.18G    0.02926    0.02548          0         36        384: 100% 14/14 [00:03<00:00,  3.51it/s]\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:00<00:00,  2.08it/s]\n",
            "                   all         50        271          1      0.989      0.994      0.744\n",
            "\n",
            "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
            "     45/149      5.18G    0.02966    0.02623          0         60        384: 100% 14/14 [00:04<00:00,  3.27it/s]\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:00<00:00,  1.01it/s]\n",
            "                   all         50        271          1      0.985      0.994      0.769\n",
            "\n",
            "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
            "     46/149      5.18G    0.02908    0.02672          0         60        384: 100% 14/14 [00:04<00:00,  3.22it/s]\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:00<00:00,  2.18it/s]\n",
            "                   all         50        271      0.999      0.985      0.994      0.744\n",
            "\n",
            "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
            "     47/149      5.18G    0.02836    0.02525          0         57        384: 100% 14/14 [00:04<00:00,  3.45it/s]\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:00<00:00,  2.29it/s]\n",
            "                   all         50        271          1      0.992      0.995      0.754\n",
            "\n",
            "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
            "     48/149      5.18G    0.02777    0.02411          0         26        384: 100% 14/14 [00:04<00:00,  2.87it/s]\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:01<00:00,  1.03s/it]\n",
            "                   all         50        271      0.997      0.985      0.995      0.742\n",
            "\n",
            "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
            "     49/149      5.18G    0.02771    0.02554          0         73        384: 100% 14/14 [00:03<00:00,  3.53it/s]\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:00<00:00,  2.10it/s]\n",
            "                   all         50        271      0.999          1      0.995      0.764\n",
            "\n",
            "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
            "     50/149      5.18G    0.02904    0.02503          0         27        384: 100% 14/14 [00:03<00:00,  3.52it/s]\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:00<00:00,  2.11it/s]\n",
            "                   all         50        271          1      0.998      0.995      0.765\n",
            "\n",
            "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
            "     51/149      5.18G    0.02671    0.02334          0         31        384: 100% 14/14 [00:05<00:00,  2.74it/s]\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:00<00:00,  1.33it/s]\n",
            "                   all         50        271          1      0.988      0.995       0.76\n",
            "\n",
            "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
            "     52/149      5.18G    0.02751    0.02467          0         46        384: 100% 14/14 [00:03<00:00,  3.54it/s]\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:00<00:00,  1.95it/s]\n",
            "                   all         50        271      0.999      0.989      0.995      0.765\n",
            "\n",
            "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
            "     53/149      5.18G    0.02661    0.02377          0         44        384: 100% 14/14 [00:04<00:00,  3.33it/s]\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:01<00:00,  1.07s/it]\n",
            "                   all         50        271      0.997      0.993      0.995      0.778\n",
            "\n",
            "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
            "     54/149      5.18G    0.02728    0.02518          0         86        384: 100% 14/14 [00:04<00:00,  3.49it/s]\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:00<00:00,  2.10it/s]\n",
            "                   all         50        271      0.999      0.996      0.995      0.781\n",
            "\n",
            "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
            "     55/149      5.18G    0.02785    0.02607          0         45        384: 100% 14/14 [00:05<00:00,  2.60it/s]\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:00<00:00,  1.47it/s]\n",
            "                   all         50        271      0.999      0.996      0.995      0.772\n",
            "\n",
            "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
            "     56/149      5.18G    0.02724    0.02405          0         33        384: 100% 14/14 [00:04<00:00,  3.48it/s]\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:00<00:00,  1.94it/s]\n",
            "                   all         50        271      0.999          1      0.995      0.764\n",
            "\n",
            "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
            "     57/149      5.18G    0.02651    0.02567          0         47        384: 100% 14/14 [00:04<00:00,  3.43it/s]\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:00<00:00,  1.71it/s]\n",
            "                   all         50        271      0.999          1      0.995      0.746\n",
            "\n",
            "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
            "     58/149      5.18G    0.02656    0.02438          0         38        384: 100% 14/14 [00:04<00:00,  2.90it/s]\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:00<00:00,  1.67it/s]\n",
            "                   all         50        271          1      0.991      0.995      0.742\n",
            "\n",
            "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
            "     59/149      5.18G    0.02754    0.02473          0         53        384: 100% 14/14 [00:03<00:00,  3.58it/s]\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:00<00:00,  1.94it/s]\n",
            "                   all         50        271      0.999      0.993      0.995      0.766\n",
            "\n",
            "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
            "     60/149      5.18G     0.0265    0.02259          0         40        384: 100% 14/14 [00:04<00:00,  3.24it/s]\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:01<00:00,  1.05s/it]\n",
            "                   all         50        271      0.999      0.993      0.995      0.778\n",
            "\n",
            "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
            "     61/149      5.18G    0.02622    0.02429          0         47        384: 100% 14/14 [00:04<00:00,  3.35it/s]\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:00<00:00,  1.85it/s]\n",
            "                   all         50        271      0.999      0.996      0.995      0.781\n",
            "\n",
            "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
            "     62/149      5.18G    0.02728    0.02442          0         53        384: 100% 14/14 [00:04<00:00,  3.44it/s]\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:00<00:00,  2.05it/s]\n",
            "                   all         50        271          1      0.993      0.995      0.769\n",
            "\n",
            "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
            "     63/149      5.18G    0.02632    0.02452          0         38        384: 100% 14/14 [00:05<00:00,  2.48it/s]\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:00<00:00,  1.36it/s]\n",
            "                   all         50        271      0.998      0.993      0.995       0.74\n",
            "\n",
            "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
            "     64/149      5.18G    0.02548    0.02421          0         58        384: 100% 14/14 [00:04<00:00,  3.45it/s]\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:00<00:00,  2.25it/s]\n",
            "                   all         50        271          1      0.989      0.995      0.754\n",
            "\n",
            "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
            "     65/149      5.18G     0.0253    0.02418          0         75        384: 100% 14/14 [00:04<00:00,  3.37it/s]\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:00<00:00,  1.14it/s]\n",
            "                   all         50        271      0.999          1      0.995      0.772\n",
            "\n",
            "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
            "     66/149      5.18G    0.02498    0.02342          0         37        384: 100% 14/14 [00:04<00:00,  3.00it/s]\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:00<00:00,  1.93it/s]\n",
            "                   all         50        271      0.996      0.995      0.995      0.761\n",
            "\n",
            "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
            "     67/149      5.18G    0.02531    0.02246          0         47        384: 100% 14/14 [00:03<00:00,  3.52it/s]\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:00<00:00,  2.31it/s]\n",
            "                   all         50        271          1      0.992      0.995      0.761\n",
            "\n",
            "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
            "     68/149      5.18G    0.02573    0.02411          0         58        384: 100% 14/14 [00:04<00:00,  3.07it/s]\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:01<00:00,  1.07s/it]\n",
            "                   all         50        271          1      0.999      0.995      0.778\n",
            "\n",
            "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
            "     69/149      5.18G    0.02539    0.02303          0         50        384: 100% 14/14 [00:03<00:00,  3.53it/s]\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:00<00:00,  2.20it/s]\n",
            "                   all         50        271          1      0.988      0.995      0.775\n",
            "\n",
            "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
            "     70/149      5.18G     0.0247    0.02342          0         50        384: 100% 14/14 [00:03<00:00,  3.55it/s]\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:00<00:00,  2.05it/s]\n",
            "                   all         50        271          1      0.985      0.995      0.772\n",
            "\n",
            "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
            "     71/149      5.18G    0.02487    0.02368          0         27        384: 100% 14/14 [00:05<00:00,  2.64it/s]\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:00<00:00,  1.63it/s]\n",
            "                   all         50        271      0.999      0.989      0.995      0.762\n",
            "\n",
            "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
            "     72/149      5.18G     0.0251     0.0214          0         34        384: 100% 14/14 [00:03<00:00,  3.55it/s]\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:00<00:00,  2.05it/s]\n",
            "                   all         50        271          1      0.991      0.995       0.75\n",
            "\n",
            "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
            "     73/149      5.18G    0.02396    0.02204          0         25        384: 100% 14/14 [00:04<00:00,  3.47it/s]\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:00<00:00,  1.36it/s]\n",
            "                   all         50        271      0.995      0.993      0.995      0.753\n",
            "\n",
            "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
            "     74/149      5.18G    0.02439    0.02277          0         54        384: 100% 14/14 [00:04<00:00,  3.03it/s]\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:00<00:00,  1.94it/s]\n",
            "                   all         50        271          1          1      0.995      0.746\n",
            "\n",
            "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
            "     75/149      5.18G    0.02435     0.0222          0         51        384: 100% 14/14 [00:03<00:00,  3.52it/s]\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:00<00:00,  2.18it/s]\n",
            "                   all         50        271          1      0.996      0.995      0.781\n",
            "\n",
            "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
            "     76/149      5.18G    0.02471    0.02378          0         67        384: 100% 14/14 [00:04<00:00,  3.16it/s]\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:01<00:00,  1.15s/it]\n",
            "                   all         50        271      0.999          1      0.995      0.755\n",
            "\n",
            "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
            "     77/149      5.18G    0.02421    0.02147          0         29        384: 100% 14/14 [00:04<00:00,  3.40it/s]\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:00<00:00,  2.36it/s]\n",
            "                   all         50        271      0.999      0.989      0.995      0.773\n",
            "\n",
            "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
            "     78/149      5.18G    0.02451    0.02191          0         40        384: 100% 14/14 [00:03<00:00,  3.66it/s]\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:00<00:00,  1.89it/s]\n",
            "                   all         50        271          1      0.996      0.995      0.757\n",
            "\n",
            "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
            "     79/149      5.18G    0.02378    0.02197          0         41        384: 100% 14/14 [00:05<00:00,  2.72it/s]\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:00<00:00,  1.57it/s]\n",
            "                   all         50        271      0.999      0.993      0.995      0.759\n",
            "\n",
            "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
            "     80/149      5.18G    0.02341    0.02139          0         44        384: 100% 14/14 [00:03<00:00,  3.58it/s]\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:00<00:00,  2.20it/s]\n",
            "                   all         50        271      0.999      0.985      0.994      0.773\n",
            "\n",
            "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
            "     81/149      5.18G    0.02392    0.02249          0         45        384: 100% 14/14 [00:03<00:00,  3.57it/s]\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:00<00:00,  1.67it/s]\n",
            "                   all         50        271      0.999      0.985      0.994      0.763\n",
            "\n",
            "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
            "     82/149      5.18G    0.02344    0.02205          0         61        384: 100% 14/14 [00:04<00:00,  2.87it/s]\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:00<00:00,  2.02it/s]\n",
            "                   all         50        271      0.999      0.985      0.995      0.775\n",
            "\n",
            "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
            "     83/149      5.18G    0.02383    0.02082          0         27        384: 100% 14/14 [00:04<00:00,  3.49it/s]\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:00<00:00,  2.21it/s]\n",
            "                   all         50        271      0.999      0.985      0.994      0.757\n",
            "\n",
            "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
            "     84/149      5.18G     0.0234    0.02131          0         34        384: 100% 14/14 [00:04<00:00,  3.32it/s]\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:00<00:00,  1.05it/s]\n",
            "                   all         50        271      0.995      0.985      0.994      0.749\n",
            "\n",
            "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
            "     85/149      5.18G    0.02358    0.02191          0         66        384: 100% 14/14 [00:04<00:00,  3.19it/s]\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:00<00:00,  2.19it/s]\n",
            "                   all         50        271      0.999      0.985      0.995      0.758\n",
            "\n",
            "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
            "     86/149      5.18G    0.02299    0.02195          0         56        384: 100% 14/14 [00:04<00:00,  3.43it/s]\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:00<00:00,  2.12it/s]\n",
            "                   all         50        271          1      0.989      0.995      0.765\n",
            "\n",
            "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
            "     87/149      5.18G    0.02378    0.02197          0         47        384: 100% 14/14 [00:04<00:00,  2.89it/s]\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:01<00:00,  1.13s/it]\n",
            "                   all         50        271      0.996      0.987      0.994      0.772\n",
            "\n",
            "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
            "     88/149      5.18G    0.02281    0.02247          0         59        384: 100% 14/14 [00:03<00:00,  3.53it/s]\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:00<00:00,  2.29it/s]\n",
            "                   all         50        271      0.999      0.985      0.994      0.783\n",
            "\n",
            "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
            "     89/149      5.18G    0.02345     0.0217          0         43        384: 100% 14/14 [00:03<00:00,  3.55it/s]\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:00<00:00,  1.76it/s]\n",
            "                   all         50        271      0.999      0.993      0.995      0.778\n",
            "\n",
            "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
            "     90/149      5.18G    0.02333    0.02188          0         44        384: 100% 14/14 [00:04<00:00,  2.99it/s]\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:00<00:00,  1.75it/s]\n",
            "                   all         50        271          1      0.989      0.995      0.784\n",
            "\n",
            "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
            "     91/149      5.18G    0.02199    0.02096          0         43        384: 100% 14/14 [00:04<00:00,  3.43it/s]\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:00<00:00,  2.07it/s]\n",
            "                   all         50        271      0.999      0.993      0.995      0.786\n",
            "\n",
            "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
            "     92/149      5.18G    0.02233     0.0214          0         45        384: 100% 14/14 [00:04<00:00,  3.12it/s]\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:00<00:00,  1.05it/s]\n",
            "                   all         50        271      0.999      0.993      0.995      0.773\n",
            "\n",
            "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
            "     93/149      5.18G    0.02314    0.02255          0         51        384: 100% 14/14 [00:04<00:00,  3.43it/s]\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:00<00:00,  1.96it/s]\n",
            "                   all         50        271          1      0.996      0.995      0.764\n",
            "\n",
            "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
            "     94/149      5.18G    0.02303    0.02291          0         59        384: 100% 14/14 [00:04<00:00,  3.48it/s]\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:00<00:00,  2.19it/s]\n",
            "                   all         50        271      0.999      0.993      0.995      0.779\n",
            "\n",
            "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
            "     95/149      5.18G    0.02207    0.02055          0         43        384: 100% 14/14 [00:05<00:00,  2.74it/s]\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:00<00:00,  1.17it/s]\n",
            "                   all         50        271      0.999      0.993      0.995      0.768\n",
            "\n",
            "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
            "     96/149      5.18G    0.02203    0.02095          0         34        384: 100% 14/14 [00:04<00:00,  3.42it/s]\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:00<00:00,  2.11it/s]\n",
            "                   all         50        271          1      0.992      0.995      0.764\n",
            "\n",
            "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
            "     97/149      5.18G    0.02167    0.02045          0         29        384: 100% 14/14 [00:03<00:00,  3.55it/s]\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:00<00:00,  1.27it/s]\n",
            "                   all         50        271          1      0.992      0.995      0.781\n",
            "\n",
            "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
            "     98/149      5.18G    0.02203    0.02131          0         55        384: 100% 14/14 [00:04<00:00,  3.02it/s]\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:00<00:00,  1.62it/s]\n",
            "                   all         50        271          1      0.989      0.995      0.773\n",
            "\n",
            "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
            "     99/149      5.18G    0.02195    0.02048          0         38        384: 100% 14/14 [00:03<00:00,  3.60it/s]\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:00<00:00,  1.95it/s]\n",
            "                   all         50        271          1      0.989      0.995       0.77\n",
            "\n",
            "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
            "    100/149      5.18G    0.02227    0.02089          0         35        384: 100% 14/14 [00:04<00:00,  3.30it/s]\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:01<00:00,  1.07s/it]\n",
            "                   all         50        271      0.999      0.993      0.995      0.786\n",
            "\n",
            "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
            "    101/149      5.18G    0.02172    0.02052          0         45        384: 100% 14/14 [00:04<00:00,  3.37it/s]\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:00<00:00,  2.29it/s]\n",
            "                   all         50        271          1      0.996      0.995      0.762\n",
            "\n",
            "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
            "    102/149      5.18G     0.0223    0.01971          0         47        384: 100% 14/14 [00:03<00:00,  3.56it/s]\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:00<00:00,  2.19it/s]\n",
            "                   all         50        271      0.999      0.989      0.995      0.761\n",
            "\n",
            "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
            "    103/149      5.18G    0.02216    0.02133          0         66        384: 100% 14/14 [00:04<00:00,  3.05it/s]\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:01<00:00,  1.10s/it]\n",
            "                   all         50        271          1      0.996      0.995       0.77\n",
            "\n",
            "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
            "    104/149      5.18G    0.02135    0.01912          0         40        384: 100% 14/14 [00:04<00:00,  3.50it/s]\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:00<00:00,  2.22it/s]\n",
            "                   all         50        271          1      0.996      0.995      0.773\n",
            "\n",
            "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
            "    105/149      5.18G    0.02234    0.02085          0         32        384: 100% 14/14 [00:04<00:00,  3.50it/s]\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:00<00:00,  2.15it/s]\n",
            "                   all         50        271          1      0.996      0.995      0.767\n",
            "\n",
            "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
            "    106/149      5.18G    0.02155    0.01989          0         40        384: 100% 14/14 [00:05<00:00,  2.68it/s]\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:00<00:00,  1.77it/s]\n",
            "                   all         50        271      0.999      0.993      0.995      0.772\n",
            "\n",
            "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
            "    107/149      5.18G    0.02154    0.02058          0         52        384: 100% 14/14 [00:04<00:00,  3.43it/s]\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:00<00:00,  2.29it/s]\n",
            "                   all         50        271          1      0.993      0.995       0.78\n",
            "\n",
            "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
            "    108/149      5.18G    0.02099    0.02009          0         49        384: 100% 14/14 [00:04<00:00,  3.26it/s]\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:00<00:00,  1.07it/s]\n",
            "                   all         50        271          1      0.995      0.995       0.78\n",
            "\n",
            "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
            "    109/149      5.18G    0.02084    0.01986          0         27        384: 100% 14/14 [00:04<00:00,  3.25it/s]\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:00<00:00,  2.34it/s]\n",
            "                   all         50        271          1      0.999      0.995      0.785\n",
            "\n",
            "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
            "    110/149      5.18G    0.02132    0.02009          0         37        384: 100% 14/14 [00:03<00:00,  3.57it/s]\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:00<00:00,  2.40it/s]\n",
            "                   all         50        271      0.999      0.996      0.995      0.784\n",
            "\n",
            "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
            "    111/149      5.18G    0.02111    0.01944          0         66        384: 100% 14/14 [00:04<00:00,  3.10it/s]\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:01<00:00,  1.18s/it]\n",
            "                   all         50        271          1      0.996      0.995      0.783\n",
            "\n",
            "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
            "    112/149      5.18G      0.021    0.01971          0         59        384: 100% 14/14 [00:03<00:00,  3.54it/s]\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:00<00:00,  2.36it/s]\n",
            "                   all         50        271      0.999      0.993      0.995      0.759\n",
            "\n",
            "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
            "    113/149      5.18G    0.02163    0.02133          0         64        384: 100% 14/14 [00:03<00:00,  3.55it/s]\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:00<00:00,  2.13it/s]\n",
            "                   all         50        271          1      0.995      0.995       0.77\n",
            "\n",
            "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
            "    114/149      5.18G    0.02189    0.02077          0         46        384: 100% 14/14 [00:05<00:00,  2.79it/s]\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:00<00:00,  1.38it/s]\n",
            "                   all         50        271      0.999      0.993      0.995      0.777\n",
            "\n",
            "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
            "    115/149      5.18G    0.02082    0.01927          0         46        384: 100% 14/14 [00:03<00:00,  3.56it/s]\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:00<00:00,  2.01it/s]\n",
            "                   all         50        271          1      0.996      0.995      0.778\n",
            "\n",
            "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
            "    116/149      5.18G    0.02106    0.02091          0         53        384: 100% 14/14 [00:04<00:00,  3.31it/s]\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:00<00:00,  1.13it/s]\n",
            "                   all         50        271      0.999      0.993      0.995      0.784\n",
            "\n",
            "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
            "    117/149      5.18G    0.02071    0.01921          0         45        384: 100% 14/14 [00:04<00:00,  3.10it/s]\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:00<00:00,  1.95it/s]\n",
            "                   all         50        271      0.999      0.993      0.995      0.786\n",
            "\n",
            "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
            "    118/149      5.18G    0.02029     0.0189          0         52        384: 100% 14/14 [00:04<00:00,  3.44it/s]\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:00<00:00,  2.34it/s]\n",
            "                   all         50        271      0.999      0.996      0.995      0.781\n",
            "\n",
            "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
            "    119/149      5.18G    0.02056    0.02007          0         41        384: 100% 14/14 [00:05<00:00,  2.77it/s]\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:00<00:00,  1.07it/s]\n",
            "                   all         50        271          1      0.993      0.995      0.778\n",
            "\n",
            "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
            "    120/149      5.18G    0.02124    0.01982          0         51        384: 100% 14/14 [00:03<00:00,  3.51it/s]\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:00<00:00,  2.23it/s]\n",
            "                   all         50        271          1      0.989      0.995      0.776\n",
            "\n",
            "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
            "    121/149      5.18G    0.01996    0.01876          0         32        384: 100% 14/14 [00:04<00:00,  3.47it/s]\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:00<00:00,  1.70it/s]\n",
            "                   all         50        271      0.999      0.993      0.995       0.79\n",
            "\n",
            "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
            "    122/149      5.18G    0.02077    0.01971          0         54        384: 100% 14/14 [00:04<00:00,  3.02it/s]\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:00<00:00,  2.30it/s]\n",
            "                   all         50        271      0.999      0.996      0.995      0.797\n",
            "\n",
            "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
            "    123/149      5.18G     0.0203    0.01836          0         31        384: 100% 14/14 [00:03<00:00,  3.51it/s]\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:00<00:00,  2.35it/s]\n",
            "                   all         50        271          1      0.996      0.995       0.79\n",
            "\n",
            "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
            "    124/149      5.18G    0.02031    0.01914          0         35        384: 100% 14/14 [00:04<00:00,  2.91it/s]\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:00<00:00,  1.05it/s]\n",
            "                   all         50        271      0.999      0.996      0.995      0.783\n",
            "\n",
            "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
            "    125/149      5.18G    0.02099    0.02004          0         49        384: 100% 14/14 [00:04<00:00,  3.44it/s]\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:00<00:00,  2.18it/s]\n",
            "                   all         50        271          1      0.999      0.995      0.788\n",
            "\n",
            "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
            "    126/149      5.18G    0.02082    0.01966          0         30        384: 100% 14/14 [00:04<00:00,  3.46it/s]\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:00<00:00,  2.06it/s]\n",
            "                   all         50        271      0.999      0.993      0.995      0.786\n",
            "\n",
            "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
            "    127/149      5.18G    0.02065    0.01959          0         77        384: 100% 14/14 [00:05<00:00,  2.71it/s]\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:00<00:00,  1.48it/s]\n",
            "                   all         50        271      0.999      0.993      0.995      0.771\n",
            "\n",
            "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
            "    128/149      5.18G    0.01983    0.01903          0         38        384: 100% 14/14 [00:04<00:00,  3.38it/s]\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:00<00:00,  2.18it/s]\n",
            "                   all         50        271      0.999      0.993      0.995      0.776\n",
            "\n",
            "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
            "    129/149      5.18G    0.01985    0.01988          0         52        384: 100% 14/14 [00:04<00:00,  3.11it/s]\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:01<00:00,  1.08s/it]\n",
            "                   all         50        271          1      0.995      0.995      0.779\n",
            "\n",
            "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
            "    130/149      5.18G    0.02018    0.01945          0         62        384: 100% 14/14 [00:04<00:00,  3.45it/s]\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:00<00:00,  2.02it/s]\n",
            "                   all         50        271      0.999      0.996      0.995      0.791\n",
            "\n",
            "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
            "    131/149      5.18G    0.02013    0.01939          0         32        384: 100% 14/14 [00:04<00:00,  3.49it/s]\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:00<00:00,  2.21it/s]\n",
            "                   all         50        271      0.998          1      0.995      0.788\n",
            "\n",
            "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
            "    132/149      5.18G     0.0192    0.01759          0         42        384: 100% 14/14 [00:04<00:00,  2.83it/s]\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:00<00:00,  1.22it/s]\n",
            "                   all         50        271      0.999      0.993      0.995      0.776\n",
            "\n",
            "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
            "    133/149      5.18G    0.01961    0.01893          0         30        384: 100% 14/14 [00:03<00:00,  3.63it/s]\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:00<00:00,  2.12it/s]\n",
            "                   all         50        271          1      0.995      0.995      0.786\n",
            "\n",
            "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
            "    134/149      5.18G    0.01863    0.01768          0         31        384: 100% 14/14 [00:03<00:00,  3.58it/s]\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:00<00:00,  1.83it/s]\n",
            "                   all         50        271          1      0.996      0.995      0.783\n",
            "\n",
            "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
            "    135/149      5.18G     0.0199    0.01867          0         35        384: 100% 14/14 [00:04<00:00,  2.83it/s]\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:00<00:00,  1.61it/s]\n",
            "                   all         50        271          1      0.996      0.995      0.783\n",
            "\n",
            "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
            "    136/149      5.18G    0.02041    0.01942          0         42        384: 100% 14/14 [00:03<00:00,  3.52it/s]\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:00<00:00,  1.97it/s]\n",
            "                   all         50        271          1      0.996      0.995      0.782\n",
            "\n",
            "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
            "    137/149      5.18G    0.01976    0.01948          0         61        384: 100% 14/14 [00:04<00:00,  3.10it/s]\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:01<00:00,  1.13s/it]\n",
            "                   all         50        271      0.999      0.996      0.995      0.779\n",
            "\n",
            "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
            "    138/149      5.18G    0.01886    0.01859          0         42        384: 100% 14/14 [00:04<00:00,  3.31it/s]\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:00<00:00,  2.19it/s]\n",
            "                   all         50        271      0.999      0.996      0.995      0.787\n",
            "\n",
            "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
            "    139/149      5.18G    0.02001     0.0195          0         59        384: 100% 14/14 [00:04<00:00,  3.47it/s]\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:00<00:00,  2.33it/s]\n",
            "                   all         50        271          1      0.996      0.995      0.791\n",
            "\n",
            "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
            "    140/149      5.18G    0.01912    0.01786          0         54        384: 100% 14/14 [00:05<00:00,  2.64it/s]\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:00<00:00,  1.50it/s]\n",
            "                   all         50        271          1      0.996      0.995      0.784\n",
            "\n",
            "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
            "    141/149      5.18G       0.02    0.01869          0         53        384: 100% 14/14 [00:03<00:00,  3.59it/s]\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:00<00:00,  1.95it/s]\n",
            "                   all         50        271          1      0.996      0.995      0.782\n",
            "\n",
            "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
            "    142/149      5.18G    0.01982    0.01833          0         35        384: 100% 14/14 [00:04<00:00,  3.43it/s]\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:00<00:00,  1.63it/s]\n",
            "                   all         50        271      0.999      0.996      0.995      0.784\n",
            "\n",
            "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
            "    143/149      5.18G    0.01911    0.01786          0         43        384: 100% 14/14 [00:04<00:00,  2.95it/s]\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:00<00:00,  1.65it/s]\n",
            "                   all         50        271          1      0.996      0.995      0.782\n",
            "\n",
            "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
            "    144/149      5.18G    0.01952     0.0179          0         41        384: 100% 14/14 [00:03<00:00,  3.52it/s]\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:00<00:00,  2.05it/s]\n",
            "                   all         50        271      0.999      0.996      0.995      0.783\n",
            "\n",
            "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
            "    145/149      5.18G    0.01884    0.01815          0         40        384: 100% 14/14 [00:04<00:00,  3.32it/s]\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:01<00:00,  1.06s/it]\n",
            "                   all         50        271      0.999      0.996      0.995      0.781\n",
            "\n",
            "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
            "    146/149      5.18G    0.01895    0.01751          0         44        384: 100% 14/14 [00:04<00:00,  3.32it/s]\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:00<00:00,  2.14it/s]\n",
            "                   all         50        271      0.999      0.996      0.995      0.786\n",
            "\n",
            "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
            "    147/149      5.18G    0.01922    0.01827          0         44        384: 100% 14/14 [00:04<00:00,  3.41it/s]\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:00<00:00,  2.26it/s]\n",
            "                   all         50        271      0.999      0.996      0.995      0.784\n",
            "\n",
            "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
            "    148/149      5.18G    0.01914    0.01728          0         43        384: 100% 14/14 [00:05<00:00,  2.49it/s]\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:00<00:00,  1.63it/s]\n",
            "                   all         50        271      0.999      0.996      0.995      0.788\n",
            "\n",
            "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
            "    149/149      5.18G    0.01911    0.01906          0         59        384: 100% 14/14 [00:04<00:00,  3.48it/s]\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:00<00:00,  1.90it/s]\n",
            "                   all         50        271      0.999      0.996      0.995      0.781\n",
            "\n",
            "150 epochs completed in 0.243 hours.\n",
            "Optimizer stripped from yolov5/runs/train/exp/weights/last.pt, 42.1MB\n",
            "Optimizer stripped from yolov5/runs/train/exp/weights/best.pt, 42.1MB\n",
            "\n",
            "Validating yolov5/runs/train/exp/weights/best.pt...\n",
            "Fusing layers... \n",
            "Model summary: 212 layers, 20852934 parameters, 0 gradients, 47.9 GFLOPs\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:00<00:00,  1.69it/s]\n",
            "                   all         50        271      0.999      0.996      0.995      0.797\n",
            "Results saved to \u001b[1myolov5/runs/train/exp\u001b[0m\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "!zip -r /content/yolov5/runs/train/exp.zip  /content/yolov5/runs/train/exp"
      ],
      "metadata": {
        "id": "APL1oFVBMkuS"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [],
      "metadata": {
        "id": "oOS0ax69Mc7L"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "NHcUJx5w6mZw",
        "outputId": "6bf5b921-1385-4bd4-bbfe-1734728967ae"
      },
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "\u001b[34m\u001b[1mtrain: \u001b[0mweights=yolov5/yolov5s.pt, cfg=/content/yolov5/models/hub/yolov5s-transformer.yaml, data=/content/characters_segmentation.yaml, hyp=yolov5/data/hyps/hyp.scratch-low.yaml, epochs=150, batch_size=32, imgsz=360, 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=yolov5/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",
            "\u001b[34m\u001b[1mgithub: \u001b[0mup to date with https://github.com/ultralytics/yolov5 ✅\n",
            "YOLOv5 🚀 v7.0-177-g89c3040 Python-3.10.11 torch-2.0.1+cu118 CUDA:0 (Tesla T4, 15102MiB)\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 yolov5/runs/train', view at http://localhost:6006/\n",
            "Downloading https://github.com/ultralytics/yolov5/releases/download/v7.0/yolov5s.pt to yolov5/yolov5s.pt...\n",
            "100% 14.1M/14.1M [00:01<00:00, 9.30MB/s]\n",
            "\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   1182976  models.common.C3TR                      [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",
            "YOLOv5s-transformer summary: 217 layers, 7022582 parameters, 7022582 gradients, 15.7 GFLOPs\n",
            "\n",
            "Transferred 330/348 items from yolov5/yolov5s.pt\n",
            "\u001b[34m\u001b[1mAMP: \u001b[0mchecks passed ✅\n",
            "WARNING ⚠️ --img-size 360 must be multiple of max stride 32, updating to 384\n",
            "\u001b[34m\u001b[1moptimizer:\u001b[0m SGD(lr=0.01) with parameter groups 55 weight(decay=0.0), 67 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/drive/MyDrive/symbol_segmentation/train/labels.cache... 421 images, 0 backgrounds, 0 corrupt: 100% 421/421 [00:00<?, ?it/s]\n",
            "\u001b[34m\u001b[1mtrain: \u001b[0mCaching images (0.2GB ram): 100% 421/421 [00:01<00:00, 241.49it/s]\n",
            "\u001b[34m\u001b[1mval: \u001b[0mScanning /content/drive/MyDrive/symbol_segmentation/valid/labels.cache... 50 images, 0 backgrounds, 0 corrupt: 100% 50/50 [00:00<?, ?it/s]\n",
            "\u001b[34m\u001b[1mval: \u001b[0mCaching images (0.0GB ram): 100% 50/50 [00:01<00:00, 40.53it/s]\n",
            "\n",
            "\u001b[34m\u001b[1mAutoAnchor: \u001b[0m5.44 anchors/target, 1.000 Best Possible Recall (BPR). Current anchors are a good fit to dataset ✅\n",
            "Plotting labels to yolov5/runs/train/exp2/labels.jpg... \n",
            "Image sizes 384 train, 384 val\n",
            "Using 2 dataloader workers\n",
            "Logging results to \u001b[1myolov5/runs/train/exp2\u001b[0m\n",
            "Starting training for 150 epochs...\n",
            "\n",
            "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
            "      0/149      2.55G     0.1204    0.04894          0        303        384:   0% 0/14 [00:00<?, ?it/s]WARNING ⚠️ TensorBoard graph visualization failure Sizes of tensors must match except in dimension 1. Expected size 24 but got size 23 for tensor number 1 in the list.\n",
            "      0/149      2.59G     0.1105    0.05803          0         41        384: 100% 14/14 [00:07<00:00,  1.76it/s]\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:00<00:00,  1.29it/s]\n",
            "                   all         50        271      0.006      0.332    0.00401    0.00103\n",
            "\n",
            "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
            "      1/149      2.94G     0.0916    0.06395          0         35        384: 100% 14/14 [00:04<00:00,  2.94it/s]\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:00<00:00,  1.12it/s]\n",
            "                   all         50        271      0.516      0.373      0.389      0.108\n",
            "\n",
            "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
            "      2/149      2.94G    0.07505    0.05416          0         50        384: 100% 14/14 [00:03<00:00,  4.20it/s]\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:00<00:00,  1.52it/s]\n",
            "                   all         50        271      0.264      0.716      0.291     0.0962\n",
            "\n",
            "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
            "      3/149      2.96G    0.06988    0.04647          0         44        384: 100% 14/14 [00:03<00:00,  3.83it/s]\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:01<00:00,  1.08s/it]\n",
            "                   all         50        271       0.68      0.808      0.738      0.234\n",
            "\n",
            "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
            "      4/149      2.96G    0.06789    0.04171          0         45        384: 100% 14/14 [00:04<00:00,  3.39it/s]\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:00<00:00,  1.46it/s]\n",
            "                   all         50        271      0.439      0.716      0.485      0.208\n",
            "\n",
            "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
            "      5/149      2.96G    0.06729     0.0395          0         53        384: 100% 14/14 [00:03<00:00,  4.62it/s]\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:00<00:00,  1.52it/s]\n",
            "                   all         50        271      0.373      0.619      0.504      0.163\n",
            "\n",
            "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
            "      6/149      2.96G    0.06554    0.03933          0         48        384: 100% 14/14 [00:03<00:00,  4.58it/s]\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:01<00:00,  1.06s/it]\n",
            "                   all         50        271      0.529      0.697      0.688       0.28\n",
            "\n",
            "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
            "      7/149      2.96G    0.06111    0.03871          0         59        384: 100% 14/14 [00:04<00:00,  3.17it/s]\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:00<00:00,  1.36it/s]\n",
            "                   all         50        271      0.732      0.878      0.861       0.35\n",
            "\n",
            "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
            "      8/149      2.96G    0.05535    0.03681          0         39        384: 100% 14/14 [00:03<00:00,  4.54it/s]\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:00<00:00,  1.55it/s]\n",
            "                   all         50        271      0.652      0.911      0.867      0.425\n",
            "\n",
            "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
            "      9/149      2.96G    0.05264    0.03503          0         39        384: 100% 14/14 [00:03<00:00,  4.63it/s]\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:00<00:00,  1.55it/s]\n",
            "                   all         50        271       0.74      0.902      0.854      0.358\n",
            "\n",
            "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
            "     10/149      2.96G     0.0482    0.03481          0         35        384: 100% 14/14 [00:04<00:00,  2.88it/s]\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:00<00:00,  1.59it/s]\n",
            "                   all         50        271      0.877      0.941      0.951      0.453\n",
            "\n",
            "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
            "     11/149      2.96G    0.04572    0.03161          0         41        384: 100% 14/14 [00:03<00:00,  4.61it/s]\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:00<00:00,  1.53it/s]\n",
            "                   all         50        271      0.911      0.982       0.98      0.578\n",
            "\n",
            "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
            "     12/149      2.96G    0.04469    0.03375          0         51        384: 100% 14/14 [00:03<00:00,  4.53it/s]\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:00<00:00,  1.48it/s]\n",
            "                   all         50        271      0.933      0.948      0.961      0.582\n",
            "\n",
            "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
            "     13/149      2.96G    0.04415    0.03225          0         45        384: 100% 14/14 [00:04<00:00,  2.89it/s]\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:00<00:00,  1.19it/s]\n",
            "                   all         50        271      0.989      0.982      0.993      0.577\n",
            "\n",
            "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
            "     14/149      2.96G    0.04431    0.03445          0         58        384: 100% 14/14 [00:03<00:00,  4.37it/s]\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:00<00:00,  1.38it/s]\n",
            "                   all         50        271      0.996      0.984      0.995      0.613\n",
            "\n",
            "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
            "     15/149      2.96G    0.04164    0.03349          0         49        384: 100% 14/14 [00:03<00:00,  4.15it/s]\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:00<00:00,  1.31it/s]\n",
            "                   all         50        271      0.995      0.985      0.995      0.601\n",
            "\n",
            "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
            "     16/149      2.96G    0.04189    0.03414          0         65        384: 100% 14/14 [00:04<00:00,  2.81it/s]\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:00<00:00,  1.51it/s]\n",
            "                   all         50        271      0.985          1      0.995      0.555\n",
            "\n",
            "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
            "     17/149      2.96G    0.03917    0.03085          0         43        384: 100% 14/14 [00:03<00:00,  4.63it/s]\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:00<00:00,  1.45it/s]\n",
            "                   all         50        271      0.992      0.996      0.993      0.548\n",
            "\n",
            "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
            "     18/149      2.96G    0.03686    0.03246          0         39        384: 100% 14/14 [00:03<00:00,  4.52it/s]\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:00<00:00,  1.57it/s]\n",
            "                   all         50        271      0.993      0.989      0.994      0.495\n",
            "\n",
            "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
            "     19/149      2.96G     0.0378    0.03023          0         58        384: 100% 14/14 [00:04<00:00,  3.02it/s]\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:01<00:00,  1.07s/it]\n",
            "                   all         50        271      0.993      0.993      0.995      0.663\n",
            "\n",
            "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
            "     20/149      2.96G    0.03772    0.03268          0         72        384: 100% 14/14 [00:03<00:00,  4.26it/s]\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:00<00:00,  1.71it/s]\n",
            "                   all         50        271      0.982      0.982      0.982        0.5\n",
            "\n",
            "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
            "     21/149      2.96G    0.03842    0.03192          0         55        384: 100% 14/14 [00:03<00:00,  4.59it/s]\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:00<00:00,  1.57it/s]\n",
            "                   all         50        271       0.99      0.989      0.991      0.697\n",
            "\n",
            "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
            "     22/149      2.96G    0.03682    0.03086          0         32        384: 100% 14/14 [00:04<00:00,  3.25it/s]\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:01<00:00,  1.09s/it]\n",
            "                   all         50        271      0.991      0.989      0.994      0.687\n",
            "\n",
            "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
            "     23/149      2.96G    0.03581    0.02944          0         55        384: 100% 14/14 [00:03<00:00,  4.64it/s]\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:00<00:00,  1.65it/s]\n",
            "                   all         50        271      0.996      0.983      0.994      0.694\n",
            "\n",
            "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
            "     24/149      2.96G    0.03548    0.02891          0         34        384: 100% 14/14 [00:03<00:00,  4.53it/s]\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:00<00:00,  1.47it/s]\n",
            "                   all         50        271      0.993      0.994      0.995      0.711\n",
            "\n",
            "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
            "     25/149      2.96G    0.03611    0.02881          0         37        384: 100% 14/14 [00:04<00:00,  3.29it/s]\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:01<00:00,  1.19s/it]\n",
            "                   all         50        271          1      0.984      0.994      0.686\n",
            "\n",
            "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
            "     26/149      2.96G    0.03438    0.02986          0         34        384: 100% 14/14 [00:03<00:00,  3.95it/s]\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:00<00:00,  1.93it/s]\n",
            "                   all         50        271      0.994      0.985      0.995      0.736\n",
            "\n",
            "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
            "     27/149      2.96G    0.03591    0.02923          0         35        384: 100% 14/14 [00:03<00:00,  4.22it/s]\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:00<00:00,  1.38it/s]\n",
            "                   all         50        271      0.996      0.994      0.995      0.731\n",
            "\n",
            "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
            "     28/149      2.96G    0.03334    0.02867          0         39        384: 100% 14/14 [00:04<00:00,  3.29it/s]\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:01<00:00,  1.25s/it]\n",
            "                   all         50        271      0.996      0.995      0.995      0.725\n",
            "\n",
            "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
            "     29/149      2.96G    0.03423    0.03005          0         33        384: 100% 14/14 [00:03<00:00,  4.34it/s]\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:00<00:00,  1.52it/s]\n",
            "                   all         50        271      0.996      0.989      0.994      0.689\n",
            "\n",
            "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
            "     30/149      2.96G     0.0327    0.03008          0         55        384: 100% 14/14 [00:03<00:00,  4.43it/s]\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:00<00:00,  1.57it/s]\n",
            "                   all         50        271      0.993      0.989      0.995      0.725\n",
            "\n",
            "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
            "     31/149      2.96G    0.03241    0.02901          0         56        384: 100% 14/14 [00:03<00:00,  3.69it/s]\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:01<00:00,  1.05s/it]\n",
            "                   all         50        271      0.984      0.993      0.995      0.707\n",
            "\n",
            "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
            "     32/149      2.96G    0.03287    0.02754          0         24        384: 100% 14/14 [00:03<00:00,  3.78it/s]\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:00<00:00,  1.32it/s]\n",
            "                   all         50        271      0.999      0.989      0.995      0.722\n",
            "\n",
            "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
            "     33/149      2.96G    0.03245     0.0286          0         57        384: 100% 14/14 [00:02<00:00,  4.74it/s]\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:00<00:00,  1.31it/s]\n",
            "                   all         50        271      0.999      0.985      0.991      0.739\n",
            "\n",
            "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
            "     34/149      2.96G    0.03239    0.02841          0         53        384: 100% 14/14 [00:03<00:00,  4.35it/s]\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:01<00:00,  1.21s/it]\n",
            "                   all         50        271      0.999      0.985      0.994      0.643\n",
            "\n",
            "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
            "     35/149      2.96G    0.03262     0.0292          0         56        384: 100% 14/14 [00:04<00:00,  3.44it/s]\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:00<00:00,  1.22it/s]\n",
            "                   all         50        271      0.999      0.993      0.995      0.748\n",
            "\n",
            "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
            "     36/149      2.96G    0.03223    0.02888          0         35        384: 100% 14/14 [00:03<00:00,  4.33it/s]\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:00<00:00,  1.51it/s]\n",
            "                   all         50        271      0.999      0.985      0.995      0.727\n",
            "\n",
            "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
            "     37/149      2.96G     0.0315    0.02902          0         47        384: 100% 14/14 [00:04<00:00,  3.46it/s]\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:01<00:00,  1.28s/it]\n",
            "                   all         50        271      0.999      0.985      0.994      0.722\n",
            "\n",
            "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
            "     38/149      2.96G    0.03231    0.03002          0         66        384: 100% 14/14 [00:03<00:00,  4.00it/s]\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:00<00:00,  1.19it/s]\n",
            "                   all         50        271          1      0.992      0.995      0.703\n",
            "\n",
            "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
            "     39/149      2.96G    0.03224     0.0274          0         32        384: 100% 14/14 [00:03<00:00,  4.16it/s]\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:00<00:00,  1.47it/s]\n",
            "                   all         50        271          1      0.988      0.994      0.741\n",
            "\n",
            "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
            "     40/149      2.96G    0.03121    0.02653          0         45        384: 100% 14/14 [00:03<00:00,  3.51it/s]\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:01<00:00,  1.23s/it]\n",
            "                   all         50        271          1      0.995      0.995      0.755\n",
            "\n",
            "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
            "     41/149      2.96G    0.03174    0.02785          0         44        384: 100% 14/14 [00:03<00:00,  3.96it/s]\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:00<00:00,  1.55it/s]\n",
            "                   all         50        271      0.999      0.985      0.993      0.739\n",
            "\n",
            "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
            "     42/149      2.96G    0.03055    0.02653          0         44        384: 100% 14/14 [00:03<00:00,  4.52it/s]\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:00<00:00,  1.36it/s]\n",
            "                   all         50        271      0.997          1      0.995      0.756\n",
            "\n",
            "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
            "     43/149      2.96G    0.02962    0.02772          0         35        384: 100% 14/14 [00:03<00:00,  3.69it/s]\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:01<00:00,  1.14s/it]\n",
            "                   all         50        271      0.996      0.994      0.995      0.749\n",
            "\n",
            "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
            "     44/149      2.96G    0.03077    0.02711          0         36        384: 100% 14/14 [00:03<00:00,  4.01it/s]\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:00<00:00,  1.39it/s]\n",
            "                   all         50        271      0.993      0.995      0.995      0.762\n",
            "\n",
            "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
            "     45/149      2.96G    0.03172      0.028          0         60        384: 100% 14/14 [00:03<00:00,  4.55it/s]\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:00<00:00,  1.44it/s]\n",
            "                   all         50        271      0.999      0.985       0.99      0.744\n",
            "\n",
            "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
            "     46/149      2.96G    0.03071    0.02852          0         60        384: 100% 14/14 [00:03<00:00,  3.88it/s]\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:01<00:00,  1.05s/it]\n",
            "                   all         50        271      0.992      0.985      0.994      0.691\n",
            "\n",
            "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
            "     47/149      2.96G    0.03074    0.02706          0         57        384: 100% 14/14 [00:03<00:00,  3.56it/s]\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:00<00:00,  1.54it/s]\n",
            "                   all         50        271      0.996      0.979      0.994      0.716\n",
            "\n",
            "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
            "     48/149      2.96G    0.02911    0.02572          0         26        384: 100% 14/14 [00:03<00:00,  4.51it/s]\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:00<00:00,  1.53it/s]\n",
            "                   all         50        271      0.998      0.993      0.995      0.721\n",
            "\n",
            "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
            "     49/149      2.96G    0.03035    0.02764          0         73        384: 100% 14/14 [00:03<00:00,  4.30it/s]\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:01<00:00,  1.23s/it]\n",
            "                   all         50        271          1      0.988      0.995      0.736\n",
            "\n",
            "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
            "     50/149      2.96G    0.03055    0.02674          0         27        384: 100% 14/14 [00:04<00:00,  3.20it/s]\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:00<00:00,  1.56it/s]\n",
            "                   all         50        271          1      0.988      0.995      0.749\n",
            "\n",
            "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
            "     51/149      2.96G    0.02864    0.02528          0         31        384: 100% 14/14 [00:03<00:00,  4.43it/s]\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:00<00:00,  1.44it/s]\n",
            "                   all         50        271      0.996      0.996      0.995      0.746\n",
            "\n",
            "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
            "     52/149      2.96G    0.02925    0.02683          0         46        384: 100% 14/14 [00:03<00:00,  4.29it/s]\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:00<00:00,  1.00it/s]\n",
            "                   all         50        271      0.993      0.989      0.995      0.751\n",
            "\n",
            "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
            "     53/149      2.96G    0.02869    0.02558          0         44        384: 100% 14/14 [00:04<00:00,  3.10it/s]\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:00<00:00,  1.63it/s]\n",
            "                   all         50        271      0.999      0.996      0.995      0.738\n",
            "\n",
            "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
            "     54/149      2.96G    0.02967    0.02854          0         86        384: 100% 14/14 [00:02<00:00,  4.70it/s]\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:00<00:00,  1.30it/s]\n",
            "                   all         50        271      0.992      0.989      0.995      0.767\n",
            "\n",
            "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
            "     55/149      2.96G    0.03087    0.02784          0         45        384: 100% 14/14 [00:03<00:00,  4.37it/s]\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:00<00:00,  1.49it/s]\n",
            "                   all         50        271      0.993       0.98      0.994      0.732\n",
            "\n",
            "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
            "     56/149      2.96G    0.02894    0.02635          0         33        384: 100% 14/14 [00:04<00:00,  2.98it/s]\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:00<00:00,  1.39it/s]\n",
            "                   all         50        271      0.996      0.994      0.995      0.739\n",
            "\n",
            "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
            "     57/149      2.96G    0.02916    0.02836          0         47        384: 100% 14/14 [00:03<00:00,  4.56it/s]\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:00<00:00,  1.38it/s]\n",
            "                   all         50        271      0.993      0.998      0.995      0.771\n",
            "\n",
            "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
            "     58/149      2.96G    0.02847    0.02646          0         38        384: 100% 14/14 [00:03<00:00,  4.40it/s]\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:00<00:00,  1.65it/s]\n",
            "                   all         50        271      0.995      0.993      0.995      0.714\n",
            "\n",
            "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
            "     59/149      2.96G    0.02927    0.02674          0         53        384: 100% 14/14 [00:04<00:00,  2.89it/s]\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:00<00:00,  1.53it/s]\n",
            "                   all         50        271      0.996      0.992      0.995      0.738\n",
            "\n",
            "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
            "     60/149      2.96G    0.02823    0.02451          0         40        384: 100% 14/14 [00:02<00:00,  4.69it/s]\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:00<00:00,  1.52it/s]\n",
            "                   all         50        271      0.998      0.996      0.995      0.767\n",
            "\n",
            "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
            "     61/149      2.96G    0.02837    0.02642          0         47        384: 100% 14/14 [00:03<00:00,  4.20it/s]\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:00<00:00,  1.78it/s]\n",
            "                   all         50        271      0.995      0.985      0.989      0.752\n",
            "\n",
            "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
            "     62/149      2.96G    0.02907    0.02634          0         53        384: 100% 14/14 [00:05<00:00,  2.75it/s]\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:00<00:00,  1.30it/s]\n",
            "                   all         50        271      0.999      0.985      0.988      0.752\n",
            "\n",
            "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
            "     63/149      2.96G    0.02885    0.02712          0         38        384: 100% 14/14 [00:03<00:00,  4.39it/s]\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:00<00:00,  1.34it/s]\n",
            "                   all         50        271      0.999      0.985      0.994      0.721\n",
            "\n",
            "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
            "     64/149      2.96G    0.02734    0.02656          0         58        384: 100% 14/14 [00:03<00:00,  4.29it/s]\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:00<00:00,  1.52it/s]\n",
            "                   all         50        271          1      0.994      0.995      0.736\n",
            "\n",
            "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
            "     65/149      2.96G    0.02751     0.0265          0         75        384: 100% 14/14 [00:04<00:00,  2.92it/s]\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:01<00:00,  1.05s/it]\n",
            "                   all         50        271      0.996      0.991      0.995      0.749\n",
            "\n",
            "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
            "     66/149      2.96G    0.02735    0.02587          0         37        384: 100% 14/14 [00:03<00:00,  4.31it/s]\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:00<00:00,  1.62it/s]\n",
            "                   all         50        271      0.999      0.996      0.995      0.773\n",
            "\n",
            "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
            "     67/149      2.96G    0.02717    0.02449          0         47        384: 100% 14/14 [00:02<00:00,  4.72it/s]\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:00<00:00,  1.41it/s]\n",
            "                   all         50        271          1      0.995      0.995      0.755\n",
            "\n",
            "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
            "     68/149      2.96G    0.02773    0.02622          0         58        384: 100% 14/14 [00:04<00:00,  3.38it/s]\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:01<00:00,  1.23s/it]\n",
            "                   all         50        271      0.999      0.985      0.994      0.761\n",
            "\n",
            "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
            "     69/149      2.96G    0.02812     0.0256          0         50        384: 100% 14/14 [00:03<00:00,  4.42it/s]\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:00<00:00,  1.55it/s]\n",
            "                   all         50        271          1      0.988      0.994      0.766\n",
            "\n",
            "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
            "     70/149      2.96G    0.02648    0.02585          0         50        384: 100% 14/14 [00:03<00:00,  4.38it/s]\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:00<00:00,  1.51it/s]\n",
            "                   all         50        271          1      0.985      0.995      0.764\n",
            "\n",
            "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
            "     71/149      2.96G    0.02702    0.02585          0         27        384: 100% 14/14 [00:04<00:00,  3.25it/s]\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:01<00:00,  1.08s/it]\n",
            "                   all         50        271      0.999      0.985      0.994      0.748\n",
            "\n",
            "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
            "     72/149      2.96G    0.02737    0.02345          0         34        384: 100% 14/14 [00:03<00:00,  4.65it/s]\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:00<00:00,  1.35it/s]\n",
            "                   all         50        271          1      0.989      0.995      0.728\n",
            "\n",
            "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
            "     73/149      2.96G    0.02591    0.02404          0         25        384: 100% 14/14 [00:03<00:00,  4.42it/s]\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:00<00:00,  1.57it/s]\n",
            "                   all         50        271          1      0.985      0.993      0.725\n",
            "\n",
            "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
            "     74/149      2.96G    0.02612    0.02493          0         54        384: 100% 14/14 [00:03<00:00,  3.90it/s]\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:01<00:00,  1.17s/it]\n",
            "                   all         50        271      0.998      0.985      0.995      0.737\n",
            "\n",
            "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
            "     75/149      2.96G     0.0261    0.02458          0         51        384: 100% 14/14 [00:03<00:00,  3.69it/s]\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:00<00:00,  1.59it/s]\n",
            "                   all         50        271          1      0.992      0.995      0.742\n",
            "\n",
            "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
            "     76/149      2.96G    0.02695    0.02617          0         67        384: 100% 14/14 [00:03<00:00,  4.39it/s]\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:00<00:00,  1.42it/s]\n",
            "                   all         50        271      0.996          1      0.995      0.711\n",
            "\n",
            "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
            "     77/149      2.96G    0.02687    0.02368          0         29        384: 100% 14/14 [00:03<00:00,  4.18it/s]\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:01<00:00,  1.22s/it]\n",
            "                   all         50        271          1      0.996      0.995      0.759\n",
            "\n",
            "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
            "     78/149      2.96G    0.02688    0.02393          0         40        384: 100% 14/14 [00:04<00:00,  3.44it/s]\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:00<00:00,  1.38it/s]\n",
            "                   all         50        271      0.997      0.982      0.995      0.759\n",
            "\n",
            "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
            "     79/149      2.96G    0.02561    0.02396          0         41        384: 100% 14/14 [00:03<00:00,  4.52it/s]\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:00<00:00,  1.56it/s]\n",
            "                   all         50        271          1      0.988      0.995      0.739\n",
            "\n",
            "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
            "     80/149      2.96G    0.02561    0.02379          0         44        384: 100% 14/14 [00:03<00:00,  4.50it/s]\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:01<00:00,  1.08s/it]\n",
            "                   all         50        271      0.999      0.985      0.995      0.735\n",
            "\n",
            "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
            "     81/149      2.96G    0.02633    0.02494          0         45        384: 100% 14/14 [00:04<00:00,  3.10it/s]\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:00<00:00,  1.51it/s]\n",
            "                   all         50        271      0.996      0.984      0.994      0.762\n",
            "\n",
            "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
            "     82/149      2.96G     0.0253    0.02438          0         61        384: 100% 14/14 [00:03<00:00,  4.43it/s]\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:00<00:00,  1.65it/s]\n",
            "                   all         50        271          1      0.988      0.995      0.765\n",
            "\n",
            "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
            "     83/149      2.96G    0.02618    0.02293          0         27        384: 100% 14/14 [00:03<00:00,  4.39it/s]\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:00<00:00,  1.18it/s]\n",
            "                   all         50        271          1      0.991      0.995      0.714\n",
            "\n",
            "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
            "     84/149      2.96G     0.0255    0.02348          0         34        384: 100% 14/14 [00:04<00:00,  3.03it/s]\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:00<00:00,  1.50it/s]\n",
            "                   all         50        271          1      0.988      0.995      0.746\n",
            "\n",
            "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
            "     85/149      2.96G    0.02573    0.02418          0         66        384: 100% 14/14 [00:02<00:00,  4.67it/s]\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:00<00:00,  1.37it/s]\n",
            "                   all         50        271      0.999      0.985      0.995      0.758\n",
            "\n",
            "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
            "     86/149      2.96G    0.02531    0.02446          0         56        384: 100% 14/14 [00:03<00:00,  4.27it/s]\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:00<00:00,  1.41it/s]\n",
            "                   all         50        271      0.999      0.985      0.994      0.757\n",
            "\n",
            "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
            "     87/149      2.96G    0.02555    0.02391          0         47        384: 100% 14/14 [00:05<00:00,  2.73it/s]\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:00<00:00,  1.49it/s]\n",
            "                   all         50        271      0.999      0.985      0.994      0.766\n",
            "\n",
            "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
            "     88/149      2.96G    0.02486    0.02519          0         59        384: 100% 14/14 [00:03<00:00,  4.36it/s]\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:00<00:00,  1.46it/s]\n",
            "                   all         50        271      0.999      0.985      0.994      0.776\n",
            "\n",
            "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
            "     89/149      2.96G    0.02544    0.02427          0         43        384: 100% 14/14 [00:03<00:00,  4.13it/s]\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:00<00:00,  1.44it/s]\n",
            "                   all         50        271          1      0.989      0.995      0.764\n",
            "\n",
            "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
            "     90/149      2.96G      0.025    0.02394          0         44        384: 100% 14/14 [00:04<00:00,  2.83it/s]\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:00<00:00,  1.55it/s]\n",
            "                   all         50        271      0.999      0.985      0.994      0.777\n",
            "\n",
            "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
            "     91/149      2.96G    0.02459    0.02352          0         43        384: 100% 14/14 [00:03<00:00,  4.48it/s]\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:00<00:00,  1.52it/s]\n",
            "                   all         50        271      0.999      0.985      0.994      0.781\n",
            "\n",
            "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
            "     92/149      2.96G    0.02451    0.02375          0         45        384: 100% 14/14 [00:03<00:00,  4.44it/s]\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:00<00:00,  1.40it/s]\n",
            "                   all         50        271          1      0.985      0.994      0.766\n",
            "\n",
            "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
            "     93/149      2.96G    0.02535    0.02487          0         51        384: 100% 14/14 [00:04<00:00,  3.02it/s]\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:00<00:00,  1.58it/s]\n",
            "                   all         50        271      0.999      0.985      0.994       0.77\n",
            "\n",
            "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
            "     94/149      2.96G     0.0254    0.02545          0         59        384: 100% 14/14 [00:03<00:00,  4.62it/s]\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:00<00:00,  1.64it/s]\n",
            "                   all         50        271      0.999      0.985      0.994      0.764\n",
            "\n",
            "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
            "     95/149      2.96G    0.02421    0.02279          0         43        384: 100% 14/14 [00:03<00:00,  4.42it/s]\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:00<00:00,  1.54it/s]\n",
            "                   all         50        271      0.999      0.985      0.994      0.748\n",
            "\n",
            "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
            "     96/149      2.96G    0.02425    0.02342          0         34        384: 100% 14/14 [00:04<00:00,  2.86it/s]\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:00<00:00,  1.21it/s]\n",
            "                   all         50        271      0.999      0.982      0.994      0.738\n",
            "\n",
            "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
            "     97/149      2.96G    0.02423    0.02296          0         29        384: 100% 14/14 [00:03<00:00,  4.46it/s]\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:00<00:00,  1.49it/s]\n",
            "                   all         50        271          1      0.984      0.991      0.775\n",
            "\n",
            "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
            "     98/149      2.96G    0.02444      0.024          0         55        384: 100% 14/14 [00:03<00:00,  4.49it/s]\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:00<00:00,  1.29it/s]\n",
            "                   all         50        271      0.999      0.985      0.991      0.759\n",
            "\n",
            "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
            "     99/149      2.96G     0.0244    0.02295          0         38        384: 100% 14/14 [00:04<00:00,  2.91it/s]\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:01<00:00,  1.06s/it]\n",
            "                   all         50        271          1      0.985      0.995      0.768\n",
            "\n",
            "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
            "    100/149      2.96G    0.02486    0.02394          0         35        384: 100% 14/14 [00:03<00:00,  4.21it/s]\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:00<00:00,  1.57it/s]\n",
            "                   all         50        271      0.996      0.996      0.995       0.76\n",
            "\n",
            "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
            "    101/149      2.96G    0.02423    0.02316          0         45        384: 100% 14/14 [00:03<00:00,  4.55it/s]\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:00<00:00,  1.20it/s]\n",
            "                   all         50        271          1      0.989      0.995      0.762\n",
            "\n",
            "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
            "    102/149      2.96G    0.02469    0.02242          0         47        384: 100% 14/14 [00:04<00:00,  3.10it/s]\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:01<00:00,  1.29s/it]\n",
            "                   all         50        271      0.999      0.996      0.995      0.762\n",
            "\n",
            "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
            "    103/149      2.96G    0.02486    0.02427          0         66        384: 100% 14/14 [00:03<00:00,  4.33it/s]\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:00<00:00,  1.50it/s]\n",
            "                   all         50        271      0.997      0.993      0.995      0.769\n",
            "\n",
            "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
            "    104/149      2.96G    0.02355    0.02135          0         40        384: 100% 14/14 [00:03<00:00,  4.64it/s]\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:00<00:00,  1.57it/s]\n",
            "                   all         50        271      0.999      0.996      0.995      0.756\n",
            "\n",
            "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
            "    105/149      2.96G    0.02467    0.02383          0         32        384: 100% 14/14 [00:04<00:00,  3.50it/s]\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:01<00:00,  1.12s/it]\n",
            "                   all         50        271          1      0.993      0.995       0.77\n",
            "\n",
            "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
            "    106/149      2.96G    0.02401    0.02243          0         40        384: 100% 14/14 [00:03<00:00,  4.34it/s]\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:00<00:00,  1.44it/s]\n",
            "                   all         50        271      0.999      0.985      0.994      0.776\n",
            "\n",
            "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
            "    107/149      2.96G    0.02407    0.02337          0         52        384: 100% 14/14 [00:02<00:00,  4.68it/s]\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:00<00:00,  1.32it/s]\n",
            "                   all         50        271          1      0.992      0.995      0.775\n",
            "\n",
            "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
            "    108/149      2.96G    0.02347    0.02328          0         49        384: 100% 14/14 [00:03<00:00,  3.84it/s]\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:01<00:00,  1.20s/it]\n",
            "                   all         50        271          1      0.985      0.995      0.772\n",
            "\n",
            "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
            "    109/149      2.96G    0.02305    0.02242          0         27        384: 100% 14/14 [00:03<00:00,  3.83it/s]\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:00<00:00,  1.60it/s]\n",
            "                   all         50        271      0.999      0.985      0.995      0.772\n",
            "\n",
            "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
            "    110/149      2.96G    0.02379    0.02292          0         37        384: 100% 14/14 [00:03<00:00,  4.51it/s]\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:00<00:00,  1.65it/s]\n",
            "                   all         50        271          1      0.985      0.995      0.768\n",
            "\n",
            "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
            "    111/149      2.96G    0.02378    0.02228          0         66        384: 100% 14/14 [00:03<00:00,  4.55it/s]\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:01<00:00,  1.21s/it]\n",
            "                   all         50        271      0.999      0.985      0.994      0.762\n",
            "\n",
            "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
            "    112/149      2.96G    0.02366    0.02267          0         59        384: 100% 14/14 [00:04<00:00,  3.19it/s]\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:00<00:00,  1.46it/s]\n",
            "                   all         50        271      0.999      0.985      0.994      0.756\n",
            "\n",
            "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
            "    113/149      2.96G    0.02412    0.02458          0         64        384: 100% 14/14 [00:03<00:00,  4.41it/s]\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:00<00:00,  1.26it/s]\n",
            "                   all         50        271      0.999      0.985      0.994      0.764\n",
            "\n",
            "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
            "    114/149      2.96G    0.02448    0.02381          0         46        384: 100% 14/14 [00:03<00:00,  4.37it/s]\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:01<00:00,  1.00s/it]\n",
            "                   all         50        271      0.999      0.985      0.994       0.77\n",
            "\n",
            "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
            "    115/149      2.96G    0.02356     0.0223          0         46        384: 100% 14/14 [00:04<00:00,  3.00it/s]\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:00<00:00,  1.40it/s]\n",
            "                   all         50        271      0.998      0.985      0.994      0.759\n",
            "\n",
            "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
            "    116/149      2.96G    0.02387     0.0244          0         53        384: 100% 14/14 [00:03<00:00,  4.59it/s]\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:00<00:00,  1.17it/s]\n",
            "                   all         50        271      0.996      0.985      0.994      0.768\n",
            "\n",
            "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
            "    117/149      2.96G    0.02313    0.02186          0         45        384: 100% 14/14 [00:03<00:00,  4.51it/s]\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:00<00:00,  1.45it/s]\n",
            "                   all         50        271      0.999      0.985      0.994      0.775\n",
            "\n",
            "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
            "    118/149      2.96G    0.02307    0.02192          0         52        384: 100% 14/14 [00:04<00:00,  2.99it/s]\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:00<00:00,  1.44it/s]\n",
            "                   all         50        271      0.999      0.985      0.994      0.764\n",
            "\n",
            "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
            "    119/149      2.96G    0.02352    0.02322          0         41        384: 100% 14/14 [00:03<00:00,  4.57it/s]\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:00<00:00,  1.42it/s]\n",
            "                   all         50        271          1      0.988      0.995      0.767\n",
            "\n",
            "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
            "    120/149      2.96G    0.02384    0.02271          0         51        384: 100% 14/14 [00:03<00:00,  4.56it/s]\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:00<00:00,  1.59it/s]\n",
            "                   all         50        271      0.999      0.985      0.995      0.773\n",
            "\n",
            "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
            "    121/149      2.96G    0.02241     0.0213          0         32        384: 100% 14/14 [00:04<00:00,  2.97it/s]\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:00<00:00,  1.01it/s]\n",
            "                   all         50        271      0.996      0.988      0.995      0.777\n",
            "\n",
            "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
            "    122/149      2.96G    0.02369    0.02291          0         54        384: 100% 14/14 [00:03<00:00,  4.60it/s]\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:00<00:00,  1.55it/s]\n",
            "                   all         50        271      0.997      0.985      0.994      0.774\n",
            "\n",
            "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
            "    123/149      2.96G    0.02326    0.02167          0         31        384: 100% 14/14 [00:03<00:00,  4.60it/s]\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:00<00:00,  1.50it/s]\n",
            "                   all         50        271      0.998      0.985      0.994      0.776\n",
            "\n",
            "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
            "    124/149      2.96G     0.0231    0.02222          0         35        384: 100% 14/14 [00:04<00:00,  3.33it/s]\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:01<00:00,  1.24s/it]\n",
            "                   all         50        271      0.999      0.985      0.994      0.771\n",
            "\n",
            "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
            "    125/149      2.96G    0.02362    0.02307          0         49        384: 100% 14/14 [00:03<00:00,  4.35it/s]\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:00<00:00,  1.45it/s]\n",
            "                   all         50        271      0.999      0.985      0.994      0.768\n",
            "\n",
            "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
            "    126/149      2.96G     0.0236    0.02282          0         30        384: 100% 14/14 [00:03<00:00,  4.31it/s]\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:00<00:00,  1.56it/s]\n",
            "                   all         50        271      0.999      0.985      0.995       0.75\n",
            "\n",
            "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
            "    127/149      2.96G    0.02365    0.02267          0         77        384: 100% 14/14 [00:04<00:00,  3.47it/s]\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:01<00:00,  1.21s/it]\n",
            "                   all         50        271          1      0.985      0.995      0.759\n",
            "\n",
            "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
            "    128/149      2.96G     0.0227    0.02198          0         38        384: 100% 14/14 [00:03<00:00,  4.18it/s]\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:00<00:00,  1.53it/s]\n",
            "                   all         50        271      0.999      0.985      0.994      0.772\n",
            "\n",
            "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
            "    129/149      2.96G    0.02284    0.02296          0         52        384: 100% 14/14 [00:03<00:00,  4.39it/s]\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:00<00:00,  1.60it/s]\n",
            "                   all         50        271      0.999      0.985      0.994      0.771\n",
            "\n",
            "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
            "    130/149      2.96G    0.02294     0.0229          0         62        384: 100% 14/14 [00:03<00:00,  3.59it/s]\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:01<00:00,  1.16s/it]\n",
            "                   all         50        271      0.999      0.985      0.994       0.77\n",
            "\n",
            "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
            "    131/149      2.96G    0.02297    0.02284          0         32        384: 100% 14/14 [00:03<00:00,  4.03it/s]\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:00<00:00,  1.36it/s]\n",
            "                   all         50        271      0.998      0.985      0.994      0.776\n",
            "\n",
            "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
            "    132/149      2.96G    0.02169    0.02038          0         42        384: 100% 14/14 [00:03<00:00,  4.51it/s]\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:00<00:00,  1.49it/s]\n",
            "                   all         50        271      0.998      0.985      0.995      0.769\n",
            "\n",
            "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
            "    133/149      2.96G    0.02234    0.02201          0         30        384: 100% 14/14 [00:03<00:00,  3.87it/s]\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:01<00:00,  1.08s/it]\n",
            "                   all         50        271      0.999      0.985      0.994      0.778\n",
            "\n",
            "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
            "    134/149      2.96G    0.02155    0.02074          0         31        384: 100% 14/14 [00:03<00:00,  3.70it/s]\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:00<00:00,  1.66it/s]\n",
            "                   all         50        271      0.999      0.985      0.989      0.773\n",
            "\n",
            "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
            "    135/149      2.96G    0.02274     0.0218          0         35        384: 100% 14/14 [00:03<00:00,  4.49it/s]\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:00<00:00,  1.48it/s]\n",
            "                   all         50        271      0.999      0.985      0.994      0.771\n",
            "\n",
            "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
            "    136/149      2.96G    0.02323    0.02283          0         42        384: 100% 14/14 [00:03<00:00,  4.46it/s]\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:00<00:00,  1.01it/s]\n",
            "                   all         50        271      0.999      0.985      0.994      0.777\n",
            "\n",
            "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
            "    137/149      2.96G    0.02265    0.02287          0         61        384: 100% 14/14 [00:04<00:00,  3.09it/s]\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:00<00:00,  1.34it/s]\n",
            "                   all         50        271      0.999      0.985      0.994      0.773\n",
            "\n",
            "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
            "    138/149      2.96G    0.02156    0.02172          0         42        384: 100% 14/14 [00:03<00:00,  4.40it/s]\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:00<00:00,  1.25it/s]\n",
            "                   all         50        271      0.999      0.985      0.995      0.771\n",
            "\n",
            "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
            "    139/149      2.96G    0.02295    0.02334          0         59        384: 100% 14/14 [00:03<00:00,  4.40it/s]\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:00<00:00,  1.11it/s]\n",
            "                   all         50        271      0.999      0.985      0.995      0.776\n",
            "\n",
            "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
            "    140/149      2.96G    0.02194    0.02114          0         54        384: 100% 14/14 [00:04<00:00,  2.99it/s]\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:00<00:00,  1.54it/s]\n",
            "                   all         50        271          1      0.988      0.995      0.771\n",
            "\n",
            "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
            "    141/149      2.96G    0.02292    0.02239          0         53        384: 100% 14/14 [00:03<00:00,  4.36it/s]\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:00<00:00,  1.40it/s]\n",
            "                   all         50        271      0.999      0.985      0.995      0.769\n",
            "\n",
            "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
            "    142/149      2.96G    0.02273    0.02143          0         35        384: 100% 14/14 [00:03<00:00,  4.46it/s]\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:00<00:00,  1.55it/s]\n",
            "                   all         50        271      0.999      0.985      0.995       0.77\n",
            "\n",
            "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
            "    143/149      2.96G    0.02187    0.02097          0         43        384: 100% 14/14 [00:04<00:00,  2.98it/s]\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:00<00:00,  1.60it/s]\n",
            "                   all         50        271      0.999      0.985      0.994      0.776\n",
            "\n",
            "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
            "    144/149      2.96G    0.02255     0.0213          0         41        384: 100% 14/14 [00:03<00:00,  4.56it/s]\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:00<00:00,  1.40it/s]\n",
            "                   all         50        271      0.999      0.985      0.994      0.775\n",
            "\n",
            "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
            "    145/149      2.96G    0.02176    0.02149          0         40        384: 100% 14/14 [00:03<00:00,  4.62it/s]\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:00<00:00,  1.44it/s]\n",
            "                   all         50        271      0.999      0.985      0.994      0.772\n",
            "\n",
            "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
            "    146/149      2.96G    0.02189     0.0207          0         44        384: 100% 14/14 [00:04<00:00,  3.00it/s]\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:01<00:00,  1.05s/it]\n",
            "                   all         50        271      0.999      0.985      0.994      0.775\n",
            "\n",
            "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
            "    147/149      2.96G    0.02205    0.02161          0         44        384: 100% 14/14 [00:03<00:00,  4.46it/s]\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:00<00:00,  1.58it/s]\n",
            "                   all         50        271      0.999      0.985      0.994      0.781\n",
            "\n",
            "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
            "    148/149      2.96G    0.02216     0.0209          0         43        384: 100% 14/14 [00:03<00:00,  4.51it/s]\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:00<00:00,  1.50it/s]\n",
            "                   all         50        271      0.999      0.985      0.994      0.777\n",
            "\n",
            "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
            "    149/149      2.96G     0.0222    0.02249          0         59        384: 100% 14/14 [00:04<00:00,  2.94it/s]\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:01<00:00,  1.16s/it]\n",
            "                   all         50        271      0.999      0.985      0.994      0.774\n",
            "\n",
            "150 epochs completed in 0.203 hours.\n",
            "Optimizer stripped from yolov5/runs/train/exp2/weights/last.pt, 14.3MB\n",
            "Optimizer stripped from yolov5/runs/train/exp2/weights/best.pt, 14.3MB\n",
            "\n",
            "Validating yolov5/runs/train/exp2/weights/best.pt...\n",
            "Fusing layers... \n",
            "YOLOv5s-transformer summary: 162 layers, 7013590 parameters, 0 gradients, 15.5 GFLOPs\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:00<00:00,  1.98it/s]\n",
            "                   all         50        271      0.999      0.985      0.994      0.782\n",
            "Results saved to \u001b[1myolov5/runs/train/exp2\u001b[0m\n"
          ]
        }
      ],
      "source": [
        "!python /content/yolov5/train.py --img 360 --batch 32 --epochs 150 --data /content/characters_segmentation.yaml --cfg /content/yolov5/models/hub/yolov5s-transformer.yaml --cache"
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "!zip -r /content/yolov5/runs/train/exp2.zip  /content/yolov5/runs/train/exp2"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "kEbd1lgLd2yb",
        "outputId": "a604f180-0983-4bcd-90eb-0437eb0645a6"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "  adding: content/yolov5/runs/train/exp2/ (stored 0%)\n",
            "  adding: content/yolov5/runs/train/exp2/train_batch2.jpg (deflated 2%)\n",
            "  adding: content/yolov5/runs/train/exp2/val_batch0_pred.jpg (deflated 11%)\n",
            "  adding: content/yolov5/runs/train/exp2/weights/ (stored 0%)\n",
            "  adding: content/yolov5/runs/train/exp2/weights/.ipynb_checkpoints/ (stored 0%)\n",
            "  adding: content/yolov5/runs/train/exp2/opt.yaml (deflated 49%)\n",
            "  adding: content/yolov5/runs/train/exp2/confusion_matrix.png (deflated 42%)\n",
            "  adding: content/yolov5/runs/train/exp2/hyp.yaml (deflated 45%)\n",
            "  adding: content/yolov5/runs/train/exp2/train_batch0.jpg (deflated 3%)\n",
            "  adding: content/yolov5/runs/train/exp2/P_curve.png (deflated 23%)\n",
            "  adding: content/yolov5/runs/train/exp2/R_curve.png (deflated 19%)\n",
            "  adding: content/yolov5/runs/train/exp2/results.png (deflated 10%)\n",
            "  adding: content/yolov5/runs/train/exp2/F1_curve.png (deflated 18%)\n",
            "  adding: content/yolov5/runs/train/exp2/train_batch1.jpg (deflated 3%)\n",
            "  adding: content/yolov5/runs/train/exp2/PR_curve.png (deflated 30%)\n",
            "  adding: content/yolov5/runs/train/exp2/results.csv (deflated 86%)\n",
            "  adding: content/yolov5/runs/train/exp2/labels.jpg (deflated 27%)\n",
            "  adding: content/yolov5/runs/train/exp2/labels_correlogram.jpg (deflated 35%)\n",
            "  adding: content/yolov5/runs/train/exp2/val_batch0_labels.jpg (deflated 12%)\n",
            "  adding: content/yolov5/runs/train/exp2/events.out.tfevents.1686163896.ff3d243c8b6d.8265.0 (deflated 25%)\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "!python /content/yolov5/train.py --img 360 --batch 32 --epochs 150 --data /content/characters_segmentation.yaml --weight 'yolov5x.pt' --cache"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "59gt7mgUz7Vk",
        "outputId": "161e7b90-055b-489a-bd5d-85bce0f00d75"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "\u001b[34m\u001b[1mtrain: \u001b[0mweights=yolov5x.pt, cfg=, data=/content/characters_segmentation.yaml, hyp=yolov5/data/hyps/hyp.scratch-low.yaml, epochs=150, batch_size=32, imgsz=360, 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=yolov5/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",
            "\u001b[34m\u001b[1mgithub: \u001b[0mup to date with https://github.com/ultralytics/yolov5 ✅\n",
            "YOLOv5 🚀 v7.0-177-g89c3040 Python-3.10.11 torch-2.0.1+cu118 CUDA:0 (Tesla T4, 15102MiB)\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 yolov5/runs/train', view at http://localhost:6006/\n",
            "Downloading https://github.com/ultralytics/yolov5/releases/download/v7.0/yolov5x.pt to yolov5x.pt...\n",
            "100% 166M/166M [00:09<00:00, 17.9MB/s]\n",
            "\n",
            "Overriding model.yaml nc=80 with nc=1\n",
            "\n",
            "                 from  n    params  module                                  arguments                     \n",
            "  0                -1  1      8800  models.common.Conv                      [3, 80, 6, 2, 2]              \n",
            "  1                -1  1    115520  models.common.Conv                      [80, 160, 3, 2]               \n",
            "  2                -1  4    309120  models.common.C3                        [160, 160, 4]                 \n",
            "  3                -1  1    461440  models.common.Conv                      [160, 320, 3, 2]              \n",
            "  4                -1  8   2259200  models.common.C3                        [320, 320, 8]                 \n",
            "  5                -1  1   1844480  models.common.Conv                      [320, 640, 3, 2]              \n",
            "  6                -1 12  13125120  models.common.C3                        [640, 640, 12]                \n",
            "  7                -1  1   7375360  models.common.Conv                      [640, 1280, 3, 2]             \n",
            "  8                -1  4  19676160  models.common.C3                        [1280, 1280, 4]               \n",
            "  9                -1  1   4099840  models.common.SPPF                      [1280, 1280, 5]               \n",
            " 10                -1  1    820480  models.common.Conv                      [1280, 640, 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  4   5332480  models.common.C3                        [1280, 640, 4, False]         \n",
            " 14                -1  1    205440  models.common.Conv                      [640, 320, 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  4   1335040  models.common.C3                        [640, 320, 4, False]          \n",
            " 18                -1  1    922240  models.common.Conv                      [320, 320, 3, 2]              \n",
            " 19          [-1, 14]  1         0  models.common.Concat                    [1]                           \n",
            " 20                -1  4   4922880  models.common.C3                        [640, 640, 4, False]          \n",
            " 21                -1  1   3687680  models.common.Conv                      [640, 640, 3, 2]              \n",
            " 22          [-1, 10]  1         0  models.common.Concat                    [1]                           \n",
            " 23                -1  4  19676160  models.common.C3                        [1280, 1280, 4, False]        \n",
            " 24      [17, 20, 23]  1     40374  models.yolo.Detect                      [1, [[10, 13, 16, 30, 33, 23], [30, 61, 62, 45, 59, 119], [116, 90, 156, 198, 373, 326]], [320, 640, 1280]]\n",
            "Model summary: 445 layers, 86217814 parameters, 86217814 gradients, 204.6 GFLOPs\n",
            "\n",
            "Transferred 739/745 items from yolov5x.pt\n",
            "\u001b[34m\u001b[1mAMP: \u001b[0mchecks passed ✅\n",
            "WARNING ⚠️ --img-size 360 must be multiple of max stride 32, updating to 384\n",
            "\u001b[34m\u001b[1moptimizer:\u001b[0m SGD(lr=0.01) with parameter groups 123 weight(decay=0.0), 126 weight(decay=0.0005), 126 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/drive/MyDrive/symbol_segmentation/train/labels.cache... 421 images, 0 backgrounds, 0 corrupt: 100% 421/421 [00:00<?, ?it/s]\n",
            "\u001b[34m\u001b[1mtrain: \u001b[0mCaching images (0.2GB ram): 100% 421/421 [00:01<00:00, 243.45it/s]\n",
            "\u001b[34m\u001b[1mval: \u001b[0mScanning /content/drive/MyDrive/symbol_segmentation/valid/labels.cache... 50 images, 0 backgrounds, 0 corrupt: 100% 50/50 [00:00<?, ?it/s]\n",
            "\u001b[34m\u001b[1mval: \u001b[0mCaching images (0.0GB ram): 100% 50/50 [00:00<00:00, 52.75it/s]\n",
            "\n",
            "\u001b[34m\u001b[1mAutoAnchor: \u001b[0m5.44 anchors/target, 1.000 Best Possible Recall (BPR). Current anchors are a good fit to dataset ✅\n",
            "Plotting labels to yolov5/runs/train/exp3/labels.jpg... \n",
            "Image sizes 384 train, 384 val\n",
            "Using 2 dataloader workers\n",
            "Logging results to \u001b[1myolov5/runs/train/exp3\u001b[0m\n",
            "Starting training for 150 epochs...\n",
            "\n",
            "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
            "      0/149      10.3G     0.1168    0.04635          0        303        384:   0% 0/14 [00:01<?, ?it/s]WARNING ⚠️ TensorBoard graph visualization failure Sizes of tensors must match except in dimension 1. Expected size 24 but got size 23 for tensor number 1 in the list.\n",
            "      0/149      10.3G     0.1051    0.05963          0         41        384: 100% 14/14 [00:16<00:00,  1.18s/it]\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:00<00:00,  1.09it/s]\n",
            "                   all         50        271       0.01      0.554     0.0249    0.00472\n",
            "\n",
            "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
            "      1/149      11.5G    0.08204    0.06792          0         35        384: 100% 14/14 [00:10<00:00,  1.32it/s]\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:00<00:00,  1.18it/s]\n",
            "                   all         50        271      0.348      0.557      0.372     0.0966\n",
            "\n",
            "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
            "      2/149      11.5G    0.06942     0.0525          0         50        384: 100% 14/14 [00:10<00:00,  1.30it/s]\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:00<00:00,  1.24it/s]\n",
            "                   all         50        271      0.607      0.816      0.783      0.259\n",
            "\n",
            "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
            "      3/149      11.6G    0.06839     0.0443          0         44        384: 100% 14/14 [00:10<00:00,  1.33it/s]\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:00<00:00,  1.31it/s]\n",
            "                   all         50        271       0.62      0.733      0.726      0.226\n",
            "\n",
            "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
            "      4/149      11.6G    0.06774    0.04001          0         45        384: 100% 14/14 [00:10<00:00,  1.36it/s]\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:00<00:00,  1.32it/s]\n",
            "                   all         50        271      0.565      0.856      0.637      0.159\n",
            "\n",
            "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
            "      5/149      11.6G    0.06535    0.03781          0         53        384: 100% 14/14 [00:10<00:00,  1.36it/s]\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:00<00:00,  1.36it/s]\n",
            "                   all         50        271      0.545      0.727      0.663      0.188\n",
            "\n",
            "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
            "      6/149      11.6G    0.06423    0.03771          0         48        384: 100% 14/14 [00:10<00:00,  1.36it/s]\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:00<00:00,  1.33it/s]\n",
            "                   all         50        271       0.82      0.538      0.743      0.263\n",
            "\n",
            "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
            "      7/149      11.6G    0.05817    0.03625          0         59        384: 100% 14/14 [00:10<00:00,  1.35it/s]\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:00<00:00,  1.37it/s]\n",
            "                   all         50        271      0.781      0.959      0.925      0.563\n",
            "\n",
            "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
            "      8/149      11.6G    0.05348    0.03424          0         39        384: 100% 14/14 [00:10<00:00,  1.36it/s]\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:00<00:00,  1.16it/s]\n",
            "                   all         50        271      0.811      0.982      0.981      0.386\n",
            "\n",
            "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
            "      9/149      11.6G    0.04835    0.03248          0         39        384: 100% 14/14 [00:10<00:00,  1.32it/s]\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:00<00:00,  1.20it/s]\n",
            "                   all         50        271       0.82      0.944      0.921       0.61\n",
            "\n",
            "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
            "     10/149      11.6G    0.04658    0.03143          0         35        384: 100% 14/14 [00:10<00:00,  1.38it/s]\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:00<00:00,  1.43it/s]\n",
            "                   all         50        271      0.962      0.959      0.964      0.367\n",
            "\n",
            "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
            "     11/149      11.6G    0.04296    0.02915          0         41        384: 100% 14/14 [00:10<00:00,  1.35it/s]\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:00<00:00,  1.38it/s]\n",
            "                   all         50        271      0.953      0.982      0.982      0.648\n",
            "\n",
            "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
            "     12/149      11.6G    0.04117    0.03046          0         51        384: 100% 14/14 [00:10<00:00,  1.36it/s]\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:00<00:00,  1.25it/s]\n",
            "                   all         50        271      0.999      0.996      0.995      0.633\n",
            "\n",
            "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
            "     13/149      11.6G    0.03914    0.02931          0         45        384: 100% 14/14 [00:10<00:00,  1.36it/s]\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:00<00:00,  1.17it/s]\n",
            "                   all         50        271      0.992      0.996      0.995      0.709\n",
            "\n",
            "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
            "     14/149      11.6G    0.03977    0.03153          0         58        384: 100% 14/14 [00:10<00:00,  1.37it/s]\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:00<00:00,  1.40it/s]\n",
            "                   all         50        271      0.996          1      0.995      0.596\n",
            "\n",
            "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
            "     15/149      11.6G    0.03942    0.03058          0         49        384: 100% 14/14 [00:10<00:00,  1.36it/s]\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:00<00:00,  1.38it/s]\n",
            "                   all         50        271      0.999      0.996      0.995       0.68\n",
            "\n",
            "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
            "     16/149      11.6G    0.03797    0.03081          0         65        384: 100% 14/14 [00:10<00:00,  1.34it/s]\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:00<00:00,  1.40it/s]\n",
            "                   all         50        271      0.996      0.996      0.995      0.753\n",
            "\n",
            "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
            "     17/149      11.6G    0.03575    0.02842          0         43        384: 100% 14/14 [00:10<00:00,  1.37it/s]\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:00<00:00,  1.40it/s]\n",
            "                   all         50        271          1      0.996      0.995      0.724\n",
            "\n",
            "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
            "     18/149      11.6G    0.03512    0.02897          0         39        384: 100% 14/14 [00:10<00:00,  1.36it/s]\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:00<00:00,  1.41it/s]\n",
            "                   all         50        271      0.998          1      0.995      0.737\n",
            "\n",
            "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
            "     19/149      11.6G    0.03512    0.02774          0         58        384: 100% 14/14 [00:10<00:00,  1.35it/s]\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:00<00:00,  1.42it/s]\n",
            "                   all         50        271      0.999          1      0.995      0.718\n",
            "\n",
            "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
            "     20/149      11.6G    0.03567    0.03006          0         72        384: 100% 14/14 [00:10<00:00,  1.35it/s]\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:00<00:00,  1.41it/s]\n",
            "                   all         50        271      0.999          1      0.995       0.63\n",
            "\n",
            "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
            "     21/149      11.6G    0.03488    0.02858          0         55        384: 100% 14/14 [00:10<00:00,  1.34it/s]\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:00<00:00,  1.43it/s]\n",
            "                   all         50        271      0.995          1      0.995      0.698\n",
            "\n",
            "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
            "     22/149      11.6G     0.0344    0.02778          0         32        384: 100% 14/14 [00:10<00:00,  1.35it/s]\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:00<00:00,  1.42it/s]\n",
            "                   all         50        271      0.999          1      0.995      0.748\n",
            "\n",
            "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
            "     23/149      11.6G    0.03295    0.02677          0         55        384: 100% 14/14 [00:10<00:00,  1.34it/s]\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:00<00:00,  1.14it/s]\n",
            "                   all         50        271      0.999          1      0.995      0.742\n",
            "\n",
            "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
            "     24/149      11.6G    0.03284    0.02621          0         34        384: 100% 14/14 [00:10<00:00,  1.36it/s]\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:00<00:00,  1.40it/s]\n",
            "                   all         50        271      0.995      0.993      0.995      0.702\n",
            "\n",
            "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
            "     25/149      11.6G    0.03313    0.02648          0         37        384: 100% 14/14 [00:10<00:00,  1.36it/s]\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:00<00:00,  1.41it/s]\n",
            "                   all         50        271      0.999      0.985      0.994      0.673\n",
            "\n",
            "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
            "     26/149      11.6G    0.03178    0.02669          0         34        384: 100% 14/14 [00:10<00:00,  1.37it/s]\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:00<00:00,  1.37it/s]\n",
            "                   all         50        271      0.991          1      0.995      0.733\n",
            "\n",
            "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
            "     27/149      11.6G    0.03261    0.02622          0         35        384: 100% 14/14 [00:10<00:00,  1.34it/s]\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:00<00:00,  1.37it/s]\n",
            "                   all         50        271      0.992      0.993      0.995       0.75\n",
            "\n",
            "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
            "     28/149      11.6G    0.03055    0.02579          0         39        384: 100% 14/14 [00:10<00:00,  1.35it/s]\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:00<00:00,  1.40it/s]\n",
            "                   all         50        271      0.996      0.995      0.995      0.764\n",
            "\n",
            "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
            "     29/149      11.6G    0.03157    0.02684          0         33        384: 100% 14/14 [00:10<00:00,  1.38it/s]\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:00<00:00,  1.42it/s]\n",
            "                   all         50        271      0.996          1      0.995      0.757\n",
            "\n",
            "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
            "     30/149      11.6G    0.02984    0.02805          0         55        384: 100% 14/14 [00:10<00:00,  1.37it/s]\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:00<00:00,  1.40it/s]\n",
            "                   all         50        271      0.999          1      0.995      0.752\n",
            "\n",
            "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
            "     31/149      11.6G    0.03044    0.02638          0         56        384: 100% 14/14 [00:10<00:00,  1.35it/s]\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:00<00:00,  1.38it/s]\n",
            "                   all         50        271      0.999      0.993      0.995      0.784\n",
            "\n",
            "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
            "     32/149      11.6G    0.03033    0.02488          0         24        384: 100% 14/14 [00:10<00:00,  1.37it/s]\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:00<00:00,  1.39it/s]\n",
            "                   all         50        271          1      0.982      0.994      0.741\n",
            "\n",
            "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
            "     33/149      11.6G    0.02968    0.02544          0         57        384: 100% 14/14 [00:10<00:00,  1.35it/s]\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:00<00:00,  1.36it/s]\n",
            "                   all         50        271      0.999      0.993      0.995      0.757\n",
            "\n",
            "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
            "     34/149      11.6G    0.03011    0.02603          0         53        384: 100% 14/14 [00:10<00:00,  1.33it/s]\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:00<00:00,  1.35it/s]\n",
            "                   all         50        271      0.999      0.993      0.995      0.731\n",
            "\n",
            "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
            "     35/149      11.6G    0.03027    0.02613          0         56        384: 100% 14/14 [00:10<00:00,  1.34it/s]\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:00<00:00,  1.38it/s]\n",
            "                   all         50        271      0.998      0.993      0.995       0.75\n",
            "\n",
            "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
            "     36/149      11.6G    0.02951    0.02575          0         35        384: 100% 14/14 [00:10<00:00,  1.36it/s]\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:00<00:00,  1.39it/s]\n",
            "                   all         50        271      0.998      0.993      0.995      0.772\n",
            "\n",
            "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
            "     37/149      11.6G    0.02877    0.02588          0         47        384: 100% 14/14 [00:10<00:00,  1.37it/s]\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:00<00:00,  1.39it/s]\n",
            "                   all         50        271          1      0.999      0.995      0.778\n",
            "\n",
            "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
            "     38/149      11.6G    0.02979    0.02712          0         66        384: 100% 14/14 [00:10<00:00,  1.35it/s]\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:00<00:00,  1.40it/s]\n",
            "                   all         50        271          1      0.996      0.995      0.725\n",
            "\n",
            "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
            "     39/149      11.6G    0.02913    0.02454          0         32        384: 100% 14/14 [00:10<00:00,  1.35it/s]\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:00<00:00,  1.39it/s]\n",
            "                   all         50        271      0.996      0.993      0.995      0.723\n",
            "\n",
            "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
            "     40/149      11.6G    0.02811    0.02384          0         45        384: 100% 14/14 [00:10<00:00,  1.36it/s]\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:00<00:00,  1.22it/s]\n",
            "                   all         50        271      0.996      0.985       0.99      0.732\n",
            "\n",
            "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
            "     41/149      11.6G    0.02798      0.025          0         44        384: 100% 14/14 [00:10<00:00,  1.35it/s]\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:00<00:00,  1.38it/s]\n",
            "                   all         50        271          1      0.996      0.995      0.749\n",
            "\n",
            "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
            "     42/149      11.6G    0.02711    0.02348          0         44        384: 100% 14/14 [00:10<00:00,  1.33it/s]\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:00<00:00,  1.31it/s]\n",
            "                   all         50        271      0.998      0.993      0.995      0.764\n",
            "\n",
            "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
            "     43/149      11.6G    0.02813     0.0248          0         35        384: 100% 14/14 [00:10<00:00,  1.36it/s]\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:00<00:00,  1.39it/s]\n",
            "                   all         50        271      0.999      0.989      0.995      0.754\n",
            "\n",
            "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
            "     44/149      11.6G    0.02767    0.02398          0         36        384: 100% 14/14 [00:10<00:00,  1.37it/s]\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:00<00:00,  1.43it/s]\n",
            "                   all         50        271          1      0.989      0.995      0.763\n",
            "\n",
            "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
            "     45/149      11.6G    0.02832    0.02466          0         60        384: 100% 14/14 [00:10<00:00,  1.36it/s]\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:00<00:00,  1.37it/s]\n",
            "                   all         50        271          1      0.988      0.995      0.785\n",
            "\n",
            "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
            "     46/149      11.6G    0.02733    0.02484          0         60        384: 100% 14/14 [00:10<00:00,  1.35it/s]\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:00<00:00,  1.39it/s]\n",
            "                   all         50        271      0.999      0.985      0.994      0.741\n",
            "\n",
            "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
            "     47/149      11.6G    0.02758    0.02406          0         57        384: 100% 14/14 [00:10<00:00,  1.33it/s]\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:00<00:00,  1.40it/s]\n",
            "                   all         50        271      0.999      0.982      0.993      0.773\n",
            "\n",
            "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
            "     48/149      11.6G    0.02657    0.02265          0         26        384: 100% 14/14 [00:10<00:00,  1.34it/s]\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:00<00:00,  1.41it/s]\n",
            "                   all         50        271      0.999      0.985      0.994      0.777\n",
            "\n",
            "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
            "     49/149      11.6G    0.02711    0.02413          0         73        384: 100% 14/14 [00:10<00:00,  1.37it/s]\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:00<00:00,  1.40it/s]\n",
            "                   all         50        271      0.993      0.995      0.995      0.709\n",
            "\n",
            "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
            "     50/149      11.6G    0.02796    0.02351          0         27        384: 100% 14/14 [00:10<00:00,  1.36it/s]\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:00<00:00,  1.41it/s]\n",
            "                   all         50        271          1          1      0.995       0.77\n",
            "\n",
            "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
            "     51/149      11.6G    0.02511    0.02206          0         31        384: 100% 14/14 [00:10<00:00,  1.37it/s]\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:00<00:00,  1.13it/s]\n",
            "                   all         50        271      0.999          1      0.995      0.766\n",
            "\n",
            "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
            "     52/149      11.6G    0.02696    0.02402          0         46        384: 100% 14/14 [00:10<00:00,  1.36it/s]\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:00<00:00,  1.19it/s]\n",
            "                   all         50        271      0.999      0.989      0.995      0.755\n",
            "\n",
            "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
            "     53/149      11.6G     0.0254    0.02317          0         44        384: 100% 14/14 [00:10<00:00,  1.34it/s]\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:00<00:00,  1.13it/s]\n",
            "                   all         50        271      0.999      0.993      0.995      0.786\n",
            "\n",
            "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
            "     54/149      11.6G    0.02631    0.02421          0         86        384: 100% 14/14 [00:10<00:00,  1.36it/s]\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:00<00:00,  1.36it/s]\n",
            "                   all         50        271          1      0.996      0.995      0.787\n",
            "\n",
            "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
            "     55/149      11.6G    0.02764    0.02464          0         45        384: 100% 14/14 [00:10<00:00,  1.37it/s]\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:00<00:00,  1.35it/s]\n",
            "                   all         50        271      0.989       0.99      0.995      0.786\n",
            "\n",
            "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
            "     56/149      11.6G     0.0261    0.02282          0         33        384: 100% 14/14 [00:10<00:00,  1.34it/s]\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:00<00:00,  1.37it/s]\n",
            "                   all         50        271          1          1      0.995      0.783\n",
            "\n",
            "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
            "     57/149      11.6G    0.02505    0.02408          0         47        384: 100% 14/14 [00:10<00:00,  1.35it/s]\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:00<00:00,  1.36it/s]\n",
            "                   all         50        271      0.999          1      0.995      0.782\n",
            "\n",
            "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
            "     58/149      11.6G    0.02414    0.02256          0         38        384: 100% 14/14 [00:10<00:00,  1.35it/s]\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:00<00:00,  1.36it/s]\n",
            "                   all         50        271          1          1      0.995      0.764\n",
            "\n",
            "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
            "     59/149      11.6G    0.02579    0.02343          0         53        384: 100% 14/14 [00:10<00:00,  1.36it/s]\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:00<00:00,  1.41it/s]\n",
            "                   all         50        271          1      0.999      0.995      0.752\n",
            "\n",
            "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
            "     60/149      11.6G    0.02479    0.02117          0         40        384: 100% 14/14 [00:10<00:00,  1.36it/s]\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:00<00:00,  1.38it/s]\n",
            "                   all         50        271          1          1      0.995      0.757\n",
            "\n",
            "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
            "     61/149      11.6G    0.02488    0.02261          0         47        384: 100% 14/14 [00:10<00:00,  1.34it/s]\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:00<00:00,  1.37it/s]\n",
            "                   all         50        271          1          1      0.995      0.748\n",
            "\n",
            "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
            "     62/149      11.6G    0.02572     0.0228          0         53        384: 100% 14/14 [00:10<00:00,  1.34it/s]\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:00<00:00,  1.38it/s]\n",
            "                   all         50        271      0.999      0.985      0.994       0.74\n",
            "\n",
            "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
            "     63/149      11.6G    0.02524    0.02303          0         38        384: 100% 14/14 [00:10<00:00,  1.38it/s]\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:00<00:00,  1.39it/s]\n",
            "                   all         50        271          1      0.988      0.995      0.752\n",
            "\n",
            "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
            "     64/149      11.6G    0.02431    0.02262          0         58        384: 100% 14/14 [00:10<00:00,  1.37it/s]\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:00<00:00,  1.35it/s]\n",
            "                   all         50        271          1      0.988      0.995       0.76\n",
            "\n",
            "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
            "     65/149      11.6G    0.02394    0.02235          0         75        384: 100% 14/14 [00:10<00:00,  1.36it/s]\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:00<00:00,  1.38it/s]\n",
            "                   all         50        271          1      0.993      0.995      0.781\n",
            "\n",
            "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
            "     66/149      11.6G    0.02405    0.02196          0         37        384: 100% 14/14 [00:10<00:00,  1.37it/s]\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:00<00:00,  1.38it/s]\n",
            "                   all         50        271          1      0.989      0.995      0.777\n",
            "\n",
            "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
            "     67/149      11.6G    0.02363    0.02108          0         47        384: 100% 14/14 [00:10<00:00,  1.36it/s]\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:00<00:00,  1.38it/s]\n",
            "                   all         50        271      0.995      0.993      0.995      0.773\n",
            "\n",
            "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
            "     68/149      11.6G    0.02375    0.02218          0         58        384: 100% 14/14 [00:10<00:00,  1.36it/s]\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:00<00:00,  1.16it/s]\n",
            "                   all         50        271          1      0.996      0.995      0.772\n",
            "\n",
            "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
            "     69/149      11.6G    0.02451    0.02165          0         50        384: 100% 14/14 [00:10<00:00,  1.33it/s]\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:00<00:00,  1.15it/s]\n",
            "                   all         50        271          1      0.989      0.995      0.793\n",
            "\n",
            "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
            "     70/149      11.6G    0.02327    0.02164          0         50        384: 100% 14/14 [00:10<00:00,  1.34it/s]\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:00<00:00,  1.38it/s]\n",
            "                   all         50        271          1      0.992      0.995      0.785\n",
            "\n",
            "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
            "     71/149      11.6G     0.0236    0.02173          0         27        384: 100% 14/14 [00:10<00:00,  1.34it/s]\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:00<00:00,  1.38it/s]\n",
            "                   all         50        271      0.999          1      0.995      0.788\n",
            "\n",
            "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
            "     72/149      11.6G    0.02391     0.0199          0         34        384: 100% 14/14 [00:10<00:00,  1.35it/s]\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:00<00:00,  1.39it/s]\n",
            "                   all         50        271      0.999          1      0.995      0.774\n",
            "\n",
            "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
            "     73/149      11.6G    0.02285    0.02057          0         25        384: 100% 14/14 [00:10<00:00,  1.33it/s]\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:00<00:00,  1.40it/s]\n",
            "                   all         50        271          1          1      0.995      0.778\n",
            "\n",
            "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
            "     74/149      11.6G      0.023    0.02132          0         54        384: 100% 14/14 [00:10<00:00,  1.34it/s]\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:00<00:00,  1.15it/s]\n",
            "                   all         50        271          1          1      0.995      0.768\n",
            "\n",
            "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
            "     75/149      11.6G    0.02343    0.02068          0         51        384: 100% 14/14 [00:10<00:00,  1.35it/s]\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:00<00:00,  1.13it/s]\n",
            "                   all         50        271      0.999      0.993      0.995      0.768\n",
            "\n",
            "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
            "     76/149      11.6G    0.02289    0.02204          0         67        384: 100% 14/14 [00:10<00:00,  1.35it/s]\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:00<00:00,  1.19it/s]\n",
            "                   all         50        271          1      0.993      0.995      0.778\n",
            "\n",
            "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
            "     77/149      11.6G    0.02265    0.01986          0         29        384: 100% 14/14 [00:10<00:00,  1.34it/s]\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:00<00:00,  1.22it/s]\n",
            "                   all         50        271      0.996      0.996      0.995      0.789\n",
            "\n",
            "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
            "     78/149      11.6G    0.02314    0.02029          0         40        384: 100% 14/14 [00:10<00:00,  1.35it/s]\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:00<00:00,  1.19it/s]\n",
            "                   all         50        271          1      0.999      0.995      0.778\n",
            "\n",
            "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
            "     79/149      11.6G    0.02236    0.02024          0         41        384: 100% 14/14 [00:10<00:00,  1.35it/s]\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:00<00:00,  1.36it/s]\n",
            "                   all         50        271      0.999      0.996      0.995       0.77\n",
            "\n",
            "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
            "     80/149      11.6G    0.02206     0.0197          0         44        384: 100% 14/14 [00:10<00:00,  1.35it/s]\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:00<00:00,  1.39it/s]\n",
            "                   all         50        271          1      0.989      0.995      0.774\n",
            "\n",
            "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
            "     81/149      11.6G    0.02227    0.02072          0         45        384: 100% 14/14 [00:10<00:00,  1.34it/s]\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:00<00:00,  1.31it/s]\n",
            "                   all         50        271          1      0.988      0.995       0.78\n",
            "\n",
            "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
            "     82/149      11.6G     0.0221    0.02083          0         61        384: 100% 14/14 [00:10<00:00,  1.34it/s]\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:00<00:00,  1.33it/s]\n",
            "                   all         50        271      0.999          1      0.995      0.774\n",
            "\n",
            "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
            "     83/149      11.6G    0.02234    0.01919          0         27        384: 100% 14/14 [00:10<00:00,  1.35it/s]\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:00<00:00,  1.38it/s]\n",
            "                   all         50        271          1          1      0.995      0.755\n",
            "\n",
            "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
            "     84/149      11.6G    0.02204    0.01984          0         34        384: 100% 14/14 [00:10<00:00,  1.35it/s]\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:00<00:00,  1.39it/s]\n",
            "                   all         50        271          1      0.996      0.995      0.771\n",
            "\n",
            "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
            "     85/149      11.6G    0.02183    0.01989          0         66        384: 100% 14/14 [00:10<00:00,  1.36it/s]\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:00<00:00,  1.37it/s]\n",
            "                   all         50        271      0.999      0.996      0.995      0.764\n",
            "\n",
            "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
            "     86/149      11.6G    0.02173    0.02051          0         56        384: 100% 14/14 [00:10<00:00,  1.34it/s]\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:00<00:00,  1.36it/s]\n",
            "                   all         50        271      0.997      0.996      0.995       0.77\n",
            "\n",
            "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
            "     87/149      11.6G    0.02248    0.02023          0         47        384: 100% 14/14 [00:10<00:00,  1.34it/s]\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:00<00:00,  1.39it/s]\n",
            "                   all         50        271      0.999      0.996      0.995      0.762\n",
            "\n",
            "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
            "     88/149      11.6G    0.02161    0.02044          0         59        384: 100% 14/14 [00:10<00:00,  1.34it/s]\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:00<00:00,  1.40it/s]\n",
            "                   all         50        271      0.999      0.996      0.995       0.79\n",
            "\n",
            "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
            "     89/149      11.6G    0.02243    0.02047          0         43        384: 100% 14/14 [00:10<00:00,  1.36it/s]\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:00<00:00,  1.38it/s]\n",
            "                   all         50        271          1      0.996      0.995      0.779\n",
            "\n",
            "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
            "     90/149      11.6G    0.02176    0.02011          0         44        384: 100% 14/14 [00:10<00:00,  1.38it/s]\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:00<00:00,  1.37it/s]\n",
            "                   all         50        271          1      0.999      0.995      0.782\n",
            "\n",
            "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
            "     91/149      11.6G    0.02058    0.01932          0         43        384: 100% 14/14 [00:10<00:00,  1.37it/s]\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:00<00:00,  1.35it/s]\n",
            "                   all         50        271          1          1      0.995      0.784\n",
            "\n",
            "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
            "     92/149      11.6G    0.02043      0.019          0         45        384: 100% 14/14 [00:10<00:00,  1.34it/s]\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:00<00:00,  1.39it/s]\n",
            "                   all         50        271          1      0.988      0.995       0.77\n",
            "\n",
            "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
            "     93/149      11.6G    0.02184    0.02068          0         51        384: 100% 14/14 [00:10<00:00,  1.35it/s]\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:00<00:00,  1.38it/s]\n",
            "                   all         50        271      0.999      0.996      0.995      0.786\n",
            "\n",
            "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
            "     94/149      11.6G    0.02104    0.02057          0         59        384: 100% 14/14 [00:10<00:00,  1.35it/s]\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:00<00:00,  1.40it/s]\n",
            "                   all         50        271      0.999      0.996      0.995      0.794\n",
            "\n",
            "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
            "     95/149      11.6G    0.02029    0.01866          0         43        384: 100% 14/14 [00:10<00:00,  1.35it/s]\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:00<00:00,  1.13it/s]\n",
            "                   all         50        271          1      0.999      0.995      0.779\n",
            "\n",
            "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
            "     96/149      11.6G    0.02034    0.01896          0         34        384: 100% 14/14 [00:10<00:00,  1.35it/s]\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:00<00:00,  1.36it/s]\n",
            "                   all         50        271          1          1      0.995      0.757\n",
            "\n",
            "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
            "     97/149      11.6G       0.02    0.01852          0         29        384: 100% 14/14 [00:10<00:00,  1.32it/s]\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:00<00:00,  1.34it/s]\n",
            "                   all         50        271      0.999          1      0.995      0.782\n",
            "\n",
            "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
            "     98/149      11.6G    0.02051     0.0194          0         55        384: 100% 14/14 [00:10<00:00,  1.30it/s]\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:00<00:00,  1.41it/s]\n",
            "                   all         50        271          1      0.998      0.995       0.78\n",
            "\n",
            "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
            "     99/149      11.6G       0.02    0.01839          0         38        384: 100% 14/14 [00:10<00:00,  1.34it/s]\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:00<00:00,  1.40it/s]\n",
            "                   all         50        271          1          1      0.995      0.761\n",
            "\n",
            "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
            "    100/149      11.6G    0.02135    0.01919          0         35        384: 100% 14/14 [00:10<00:00,  1.35it/s]\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:00<00:00,  1.24it/s]\n",
            "                   all         50        271          1          1      0.995      0.786\n",
            "\n",
            "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
            "    101/149      11.6G    0.01996    0.01841          0         45        384: 100% 14/14 [00:10<00:00,  1.34it/s]\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:00<00:00,  1.17it/s]\n",
            "                   all         50        271          1      0.999      0.995      0.798\n",
            "\n",
            "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
            "    102/149      11.6G    0.02094    0.01813          0         47        384: 100% 14/14 [00:10<00:00,  1.36it/s]\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:00<00:00,  1.35it/s]\n",
            "                   all         50        271      0.999      0.996      0.995      0.773\n",
            "\n",
            "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
            "    103/149      11.6G    0.02039    0.01906          0         66        384: 100% 14/14 [00:10<00:00,  1.35it/s]\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:00<00:00,  1.39it/s]\n",
            "                   all         50        271          1          1      0.995      0.786\n",
            "\n",
            "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
            "    104/149      11.6G    0.01981    0.01741          0         40        384: 100% 14/14 [00:10<00:00,  1.34it/s]\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:00<00:00,  1.39it/s]\n",
            "                   all         50        271      0.999          1      0.995      0.791\n",
            "\n",
            "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
            "    105/149      11.6G    0.02068     0.0189          0         32        384: 100% 14/14 [00:10<00:00,  1.34it/s]\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:00<00:00,  1.18it/s]\n",
            "                   all         50        271          1          1      0.995      0.789\n",
            "\n",
            "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
            "    106/149      11.6G    0.01938    0.01753          0         40        384: 100% 14/14 [00:10<00:00,  1.35it/s]\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:00<00:00,  1.11it/s]\n",
            "                   all         50        271      0.999      0.996      0.995      0.793\n",
            "\n",
            "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
            "    107/149      11.6G    0.01964    0.01835          0         52        384: 100% 14/14 [00:10<00:00,  1.35it/s]\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:00<00:00,  1.26it/s]\n",
            "                   all         50        271      0.999      0.996      0.995      0.784\n",
            "\n",
            "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
            "    108/149      11.6G    0.01911    0.01828          0         49        384: 100% 14/14 [00:10<00:00,  1.37it/s]\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:00<00:00,  1.40it/s]\n",
            "                   all         50        271          1          1      0.995      0.784\n",
            "\n",
            "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
            "    109/149      11.6G    0.01921    0.01785          0         27        384: 100% 14/14 [00:10<00:00,  1.36it/s]\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:00<00:00,  1.42it/s]\n",
            "                   all         50        271      0.999          1      0.995      0.787\n",
            "\n",
            "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
            "    110/149      11.6G    0.01953    0.01816          0         37        384: 100% 14/14 [00:10<00:00,  1.37it/s]\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:00<00:00,  1.38it/s]\n",
            "                   all         50        271          1          1      0.995      0.767\n",
            "\n",
            "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
            "    111/149      11.6G    0.01922    0.01726          0         66        384: 100% 14/14 [00:10<00:00,  1.36it/s]\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:00<00:00,  1.39it/s]\n",
            "                   all         50        271          1          1      0.995      0.785\n",
            "\n",
            "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
            "    112/149      11.6G    0.01939    0.01762          0         59        384: 100% 14/14 [00:10<00:00,  1.33it/s]\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:00<00:00,  1.36it/s]\n",
            "                   all         50        271      0.999          1      0.995      0.769\n",
            "\n",
            "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
            "    113/149      11.6G    0.01996    0.01907          0         64        384: 100% 14/14 [00:10<00:00,  1.33it/s]\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:00<00:00,  1.34it/s]\n",
            "                   all         50        271      0.999          1      0.995      0.786\n",
            "\n",
            "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
            "    114/149      11.6G    0.01995    0.01857          0         46        384: 100% 14/14 [00:10<00:00,  1.34it/s]\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:00<00:00,  1.42it/s]\n",
            "                   all         50        271      0.999          1      0.995      0.795\n",
            "\n",
            "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
            "    115/149      11.6G    0.01905    0.01718          0         46        384: 100% 14/14 [00:10<00:00,  1.37it/s]\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:00<00:00,  1.39it/s]\n",
            "                   all         50        271      0.999      0.996      0.995      0.796\n",
            "\n",
            "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
            "    116/149      11.6G    0.01926     0.0189          0         53        384: 100% 14/14 [00:10<00:00,  1.36it/s]\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:00<00:00,  1.41it/s]\n",
            "                   all         50        271          1      0.994      0.995        0.8\n",
            "\n",
            "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
            "    117/149      11.6G    0.01866    0.01671          0         45        384: 100% 14/14 [00:10<00:00,  1.35it/s]\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:00<00:00,  1.36it/s]\n",
            "                   all         50        271          1          1      0.995      0.791\n",
            "\n",
            "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
            "    118/149      11.6G    0.01832    0.01672          0         52        384: 100% 14/14 [00:10<00:00,  1.32it/s]\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:00<00:00,  1.35it/s]\n",
            "                   all         50        271          1      0.996      0.995      0.791\n",
            "\n",
            "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
            "    119/149      11.6G    0.01896    0.01775          0         41        384: 100% 14/14 [00:10<00:00,  1.32it/s]\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:00<00:00,  1.37it/s]\n",
            "                   all         50        271          1      0.996      0.995      0.787\n",
            "\n",
            "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
            "    120/149      11.6G    0.01909    0.01751          0         51        384: 100% 14/14 [00:10<00:00,  1.35it/s]\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:00<00:00,  1.35it/s]\n",
            "                   all         50        271      0.999          1      0.995      0.785\n",
            "\n",
            "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
            "    121/149      11.6G    0.01795    0.01651          0         32        384: 100% 14/14 [00:10<00:00,  1.35it/s]\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:00<00:00,  1.36it/s]\n",
            "                   all         50        271      0.999          1      0.995      0.789\n",
            "\n",
            "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
            "    122/149      11.6G    0.01879    0.01733          0         54        384: 100% 14/14 [00:10<00:00,  1.36it/s]\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:00<00:00,  1.40it/s]\n",
            "                   all         50        271      0.999      0.996      0.995      0.799\n",
            "\n",
            "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
            "    123/149      11.6G    0.01834    0.01612          0         31        384: 100% 14/14 [00:10<00:00,  1.35it/s]\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:00<00:00,  1.38it/s]\n",
            "                   all         50        271      0.999      0.996      0.995      0.799\n",
            "\n",
            "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
            "    124/149      11.6G    0.01839    0.01708          0         35        384: 100% 14/14 [00:10<00:00,  1.34it/s]\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:00<00:00,  1.36it/s]\n",
            "                   all         50        271          1          1      0.995      0.794\n",
            "\n",
            "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
            "    125/149      11.6G     0.0189    0.01737          0         49        384: 100% 14/14 [00:10<00:00,  1.34it/s]\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:00<00:00,  1.38it/s]\n",
            "                   all         50        271          1          1      0.995      0.798\n",
            "\n",
            "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
            "    126/149      11.6G    0.01864    0.01729          0         30        384: 100% 14/14 [00:10<00:00,  1.36it/s]\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:00<00:00,  1.39it/s]\n",
            "                   all         50        271          1      0.999      0.995      0.788\n",
            "\n",
            "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
            "    127/149      11.6G    0.01856    0.01735          0         77        384: 100% 14/14 [00:10<00:00,  1.35it/s]\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:00<00:00,  1.37it/s]\n",
            "                   all         50        271          1          1      0.995      0.786\n",
            "\n",
            "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
            "    128/149      11.6G    0.01776    0.01645          0         38        384: 100% 14/14 [00:10<00:00,  1.33it/s]\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:00<00:00,  1.38it/s]\n",
            "                   all         50        271          1          1      0.995      0.795\n",
            "\n",
            "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
            "    129/149      11.6G    0.01768    0.01718          0         52        384: 100% 14/14 [00:10<00:00,  1.34it/s]\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:00<00:00,  1.38it/s]\n",
            "                   all         50        271          1      0.996      0.995      0.789\n",
            "\n",
            "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
            "    130/149      11.6G    0.01823    0.01679          0         62        384: 100% 14/14 [00:10<00:00,  1.34it/s]\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:00<00:00,  1.38it/s]\n",
            "                   all         50        271          1          1      0.995      0.788\n",
            "\n",
            "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
            "    131/149      11.6G    0.01822    0.01688          0         32        384: 100% 14/14 [00:10<00:00,  1.35it/s]\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:00<00:00,  1.41it/s]\n",
            "                   all         50        271          1          1      0.995       0.79\n",
            "\n",
            "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
            "    132/149      11.6G     0.0171    0.01514          0         42        384: 100% 14/14 [00:10<00:00,  1.35it/s]\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:00<00:00,  1.37it/s]\n",
            "                   all         50        271          1          1      0.995       0.78\n",
            "\n",
            "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
            "    133/149      11.6G    0.01738    0.01635          0         30        384: 100% 14/14 [00:10<00:00,  1.34it/s]\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:00<00:00,  1.37it/s]\n",
            "                   all         50        271          1          1      0.995      0.791\n",
            "\n",
            "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
            "    134/149      11.6G    0.01647     0.0151          0         31        384: 100% 14/14 [00:10<00:00,  1.34it/s]\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:00<00:00,  1.36it/s]\n",
            "                   all         50        271          1          1      0.995      0.798\n",
            "\n",
            "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
            "    135/149      11.6G    0.01792    0.01611          0         35        384: 100% 14/14 [00:10<00:00,  1.35it/s]\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:00<00:00,  1.40it/s]\n",
            "                   all         50        271          1          1      0.995      0.796\n",
            "\n",
            "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
            "    136/149      11.6G    0.01793    0.01643          0         42        384: 100% 14/14 [00:10<00:00,  1.36it/s]\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:00<00:00,  1.37it/s]\n",
            "                   all         50        271      0.999          1      0.995      0.799\n",
            "\n",
            "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
            "    137/149      11.6G    0.01745    0.01668          0         61        384: 100% 14/14 [00:10<00:00,  1.35it/s]\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:00<00:00,  1.39it/s]\n",
            "                   all         50        271      0.999          1      0.995      0.793\n",
            "\n",
            "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
            "    138/149      11.6G    0.01673    0.01603          0         42        384: 100% 14/14 [00:10<00:00,  1.34it/s]\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:00<00:00,  1.30it/s]\n",
            "                   all         50        271      0.999          1      0.995      0.793\n",
            "\n",
            "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
            "    139/149      11.6G    0.01784    0.01685          0         59        384: 100% 14/14 [00:10<00:00,  1.35it/s]\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:00<00:00,  1.16it/s]\n",
            "                   all         50        271      0.999          1      0.995      0.796\n",
            "\n",
            "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
            "    140/149      11.6G    0.01719    0.01553          0         54        384: 100% 14/14 [00:10<00:00,  1.36it/s]\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:00<00:00,  1.20it/s]\n",
            "                   all         50        271          1          1      0.995       0.79\n",
            "\n",
            "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
            "    141/149      11.6G    0.01789    0.01599          0         53        384: 100% 14/14 [00:10<00:00,  1.36it/s]\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:00<00:00,  1.42it/s]\n",
            "                   all         50        271          1          1      0.995      0.793\n",
            "\n",
            "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
            "    142/149      11.6G    0.01773    0.01577          0         35        384: 100% 14/14 [00:10<00:00,  1.35it/s]\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:00<00:00,  1.37it/s]\n",
            "                   all         50        271          1          1      0.995      0.794\n",
            "\n",
            "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
            "    143/149      11.6G    0.01699    0.01526          0         43        384: 100% 14/14 [00:10<00:00,  1.36it/s]\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:00<00:00,  1.39it/s]\n",
            "                   all         50        271      0.999          1      0.995      0.801\n",
            "\n",
            "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
            "    144/149      11.6G    0.01718    0.01513          0         41        384: 100% 14/14 [00:10<00:00,  1.38it/s]\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:00<00:00,  1.40it/s]\n",
            "                   all         50        271      0.999          1      0.995      0.789\n",
            "\n",
            "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
            "    145/149      11.6G    0.01654    0.01548          0         40        384: 100% 14/14 [00:10<00:00,  1.35it/s]\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:00<00:00,  1.19it/s]\n",
            "                   all         50        271          1          1      0.995      0.788\n",
            "\n",
            "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
            "    146/149      11.6G    0.01685    0.01488          0         44        384: 100% 14/14 [00:10<00:00,  1.35it/s]\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:00<00:00,  1.20it/s]\n",
            "                   all         50        271          1          1      0.995      0.795\n",
            "\n",
            "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
            "    147/149      11.6G    0.01698    0.01566          0         44        384: 100% 14/14 [00:10<00:00,  1.34it/s]\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:00<00:00,  1.19it/s]\n",
            "                   all         50        271          1          1      0.995      0.795\n",
            "\n",
            "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
            "    148/149      11.6G     0.0169    0.01464          0         43        384: 100% 14/14 [00:10<00:00,  1.36it/s]\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:00<00:00,  1.26it/s]\n",
            "                   all         50        271          1          1      0.995      0.792\n",
            "\n",
            "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
            "    149/149      11.6G    0.01675      0.016          0         59        384: 100% 14/14 [00:10<00:00,  1.36it/s]\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:00<00:00,  1.17it/s]\n",
            "                   all         50        271          1          1      0.995      0.789\n",
            "\n",
            "150 epochs completed in 0.639 hours.\n",
            "Optimizer stripped from yolov5/runs/train/exp3/weights/last.pt, 173.0MB\n",
            "Optimizer stripped from yolov5/runs/train/exp3/weights/best.pt, 173.0MB\n",
            "\n",
            "Validating yolov5/runs/train/exp3/weights/best.pt...\n",
            "Fusing layers... \n",
            "Model summary: 322 layers, 86173414 parameters, 0 gradients, 203.8 GFLOPs\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:00<00:00,  1.12it/s]\n",
            "                   all         50        271      0.999          1      0.995      0.801\n",
            "Results saved to \u001b[1myolov5/runs/train/exp3\u001b[0m\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "!python /content/yolov5/train.py --img 360 --batch 32 --epochs 150 --data /content/characters_segmentation.yaml --weight 'yolov5s.pt' --cache"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "Ok17hEL5egxz",
        "outputId": "c35de613-af76-43f9-9302-baca82ab7ccf"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "\u001b[34m\u001b[1mtrain: \u001b[0mweights=yolov5s.pt, cfg=, data=/content/characters_segmentation.yaml, hyp=yolov5/data/hyps/hyp.scratch-low.yaml, epochs=150, batch_size=32, imgsz=360, 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=yolov5/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",
            "\u001b[34m\u001b[1mgithub: \u001b[0mup to date with https://github.com/ultralytics/yolov5 ✅\n",
            "YOLOv5 🚀 v7.0-177-g89c3040 Python-3.10.11 torch-2.0.1+cu118 CUDA:0 (Tesla T4, 15102MiB)\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 yolov5/runs/train', view at http://localhost:6006/\n",
            "Downloading https://github.com/ultralytics/yolov5/releases/download/v7.0/yolov5s.pt to yolov5s.pt...\n",
            "100% 14.1M/14.1M [00:00<00:00, 357MB/s]\n",
            "\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",
            "WARNING ⚠️ --img-size 360 must be multiple of max stride 32, updating to 384\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/drive/MyDrive/symbol_segmentation/train/labels.cache... 421 images, 0 backgrounds, 0 corrupt: 100% 421/421 [00:00<?, ?it/s]\n",
            "\u001b[34m\u001b[1mtrain: \u001b[0mCaching images (0.2GB ram): 100% 421/421 [00:02<00:00, 177.70it/s]\n",
            "\u001b[34m\u001b[1mval: \u001b[0mScanning /content/drive/MyDrive/symbol_segmentation/valid/labels.cache... 50 images, 0 backgrounds, 0 corrupt: 100% 50/50 [00:00<?, ?it/s]\n",
            "\u001b[34m\u001b[1mval: \u001b[0mCaching images (0.0GB ram): 100% 50/50 [00:00<00:00, 57.81it/s]\n",
            "\n",
            "\u001b[34m\u001b[1mAutoAnchor: \u001b[0m5.44 anchors/target, 1.000 Best Possible Recall (BPR). Current anchors are a good fit to dataset ✅\n",
            "Plotting labels to yolov5/runs/train/exp4/labels.jpg... \n",
            "Image sizes 384 train, 384 val\n",
            "Using 2 dataloader workers\n",
            "Logging results to \u001b[1myolov5/runs/train/exp4\u001b[0m\n",
            "Starting training for 150 epochs...\n",
            "\n",
            "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
            "      0/149      2.47G     0.1267    0.03798          0        303        384:   0% 0/14 [00:00<?, ?it/s]WARNING ⚠️ TensorBoard graph visualization failure Sizes of tensors must match except in dimension 1. Expected size 24 but got size 23 for tensor number 1 in the list.\n",
            "      0/149      2.52G     0.1171    0.04716          0         41        384: 100% 14/14 [00:08<00:00,  1.60it/s]\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:00<00:00,  1.15it/s]\n",
            "                   all         50        271    0.00793      0.439     0.0129    0.00252\n",
            "\n",
            "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
            "      1/149      2.87G    0.09483    0.06126          0         35        384: 100% 14/14 [00:02<00:00,  4.68it/s]\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:00<00:00,  1.24it/s]\n",
            "                   all         50        271      0.153      0.347      0.122     0.0267\n",
            "\n",
            "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
            "      2/149      2.87G    0.07917    0.05463          0         50        384: 100% 14/14 [00:03<00:00,  4.64it/s]\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:00<00:00,  1.16it/s]\n",
            "                   all         50        271      0.377      0.705      0.434       0.14\n",
            "\n",
            "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
            "      3/149      2.88G    0.07102    0.04744          0         44        384: 100% 14/14 [00:04<00:00,  2.87it/s]\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:00<00:00,  1.39it/s]\n",
            "                   all         50        271      0.296       0.68      0.395       0.15\n",
            "\n",
            "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
            "      4/149      2.88G    0.06894    0.04256          0         45        384: 100% 14/14 [00:03<00:00,  4.64it/s]\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:00<00:00,  1.52it/s]\n",
            "                   all         50        271      0.327      0.488       0.38       0.11\n",
            "\n",
            "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
            "      5/149      2.88G    0.06976    0.03984          0         53        384: 100% 14/14 [00:02<00:00,  4.67it/s]\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:00<00:00,  1.44it/s]\n",
            "                   all         50        271      0.302      0.749      0.276     0.0617\n",
            "\n",
            "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
            "      6/149      2.88G    0.06804     0.0396          0         48        384: 100% 14/14 [00:04<00:00,  2.91it/s]\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:00<00:00,  1.03it/s]\n",
            "                   all         50        271      0.586      0.819      0.755       0.32\n",
            "\n",
            "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
            "      7/149      2.88G    0.06234    0.03827          0         59        384: 100% 14/14 [00:03<00:00,  4.44it/s]\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:00<00:00,  1.48it/s]\n",
            "                   all         50        271      0.623      0.775      0.768      0.267\n",
            "\n",
            "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
            "      8/149      2.88G    0.05927    0.03706          0         39        384: 100% 14/14 [00:03<00:00,  4.54it/s]\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:00<00:00,  1.34it/s]\n",
            "                   all         50        271      0.839      0.934      0.952      0.346\n",
            "\n",
            "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
            "      9/149      2.88G    0.05224    0.03496          0         39        384: 100% 14/14 [00:04<00:00,  3.25it/s]\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:01<00:00,  1.32s/it]\n",
            "                   all         50        271      0.531      0.884      0.759      0.401\n",
            "\n",
            "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
            "     10/149      2.88G     0.0503    0.03458          0         35        384: 100% 14/14 [00:03<00:00,  4.66it/s]\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:00<00:00,  1.49it/s]\n",
            "                   all         50        271      0.968      0.974      0.988      0.362\n",
            "\n",
            "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
            "     11/149      2.88G    0.04642    0.03173          0         41        384: 100% 14/14 [00:02<00:00,  4.79it/s]\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:00<00:00,  1.55it/s]\n",
            "                   all         50        271      0.974      0.985      0.994      0.599\n",
            "\n",
            "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
            "     12/149      2.88G    0.04638    0.03339          0         51        384: 100% 14/14 [00:04<00:00,  3.40it/s]\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:01<00:00,  1.12s/it]\n",
            "                   all         50        271      0.971      0.975      0.992      0.595\n",
            "\n",
            "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
            "     13/149      2.88G    0.04249    0.03323          0         45        384: 100% 14/14 [00:03<00:00,  4.61it/s]\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:00<00:00,  1.68it/s]\n",
            "                   all         50        271      0.992      0.993      0.993      0.541\n",
            "\n",
            "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
            "     14/149      2.88G    0.04371    0.03496          0         58        384: 100% 14/14 [00:03<00:00,  4.63it/s]\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:00<00:00,  1.68it/s]\n",
            "                   all         50        271      0.989      0.985      0.989      0.601\n",
            "\n",
            "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
            "     15/149      2.88G    0.04241    0.03357          0         49        384: 100% 14/14 [00:03<00:00,  3.85it/s]\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:01<00:00,  1.25s/it]\n",
            "                   all         50        271      0.995      0.982      0.987      0.562\n",
            "\n",
            "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
            "     16/149      2.88G    0.04106    0.03416          0         65        384: 100% 14/14 [00:03<00:00,  4.23it/s]\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:00<00:00,  1.59it/s]\n",
            "                   all         50        271      0.996      0.991      0.995      0.606\n",
            "\n",
            "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
            "     17/149      2.88G    0.03785    0.03146          0         43        384: 100% 14/14 [00:02<00:00,  4.73it/s]\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:00<00:00,  1.36it/s]\n",
            "                   all         50        271      0.995      0.982      0.991      0.575\n",
            "\n",
            "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
            "     18/149      2.88G    0.03806    0.03098          0         39        384: 100% 14/14 [00:03<00:00,  4.31it/s]\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:01<00:00,  1.25s/it]\n",
            "                   all         50        271      0.995      0.996      0.992      0.563\n",
            "\n",
            "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
            "     19/149      2.88G    0.03939    0.03005          0         58        384: 100% 14/14 [00:03<00:00,  3.52it/s]\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:00<00:00,  1.33it/s]\n",
            "                   all         50        271      0.996       0.99      0.995      0.668\n",
            "\n",
            "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
            "     20/149      2.88G    0.03787    0.03358          0         72        384: 100% 14/14 [00:03<00:00,  4.48it/s]\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:00<00:00,  1.43it/s]\n",
            "                   all         50        271      0.995      0.996      0.992      0.568\n",
            "\n",
            "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
            "     21/149      2.88G    0.03727    0.03181          0         55        384: 100% 14/14 [00:03<00:00,  4.61it/s]\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:01<00:00,  1.30s/it]\n",
            "                   all         50        271      0.986          1      0.993      0.707\n",
            "\n",
            "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
            "     22/149      2.88G     0.0371    0.03091          0         32        384: 100% 14/14 [00:04<00:00,  3.26it/s]\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:00<00:00,  1.49it/s]\n",
            "                   all         50        271      0.999      0.985      0.994      0.678\n",
            "\n",
            "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
            "     23/149      2.88G    0.03567    0.02916          0         55        384: 100% 14/14 [00:02<00:00,  4.80it/s]\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:00<00:00,  1.56it/s]\n",
            "                   all         50        271      0.998          1      0.995       0.65\n",
            "\n",
            "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
            "     24/149      2.88G    0.03515    0.02868          0         34        384: 100% 14/14 [00:02<00:00,  4.68it/s]\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:00<00:00,  1.16it/s]\n",
            "                   all         50        271      0.995          1      0.995      0.691\n",
            "\n",
            "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
            "     25/149      2.88G    0.03583    0.02856          0         37        384: 100% 14/14 [00:04<00:00,  3.07it/s]\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:00<00:00,  1.62it/s]\n",
            "                   all         50        271      0.996      0.995      0.994       0.67\n",
            "\n",
            "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
            "     26/149      2.88G    0.03429    0.02917          0         34        384: 100% 14/14 [00:03<00:00,  4.66it/s]\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:00<00:00,  1.46it/s]\n",
            "                   all         50        271      0.993          1      0.995      0.727\n",
            "\n",
            "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
            "     27/149      2.88G    0.03623    0.02932          0         35        384: 100% 14/14 [00:03<00:00,  4.58it/s]\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:00<00:00,  1.33it/s]\n",
            "                   all         50        271      0.989       0.99      0.993      0.675\n",
            "\n",
            "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
            "     28/149      2.88G    0.03455    0.02868          0         39        384: 100% 14/14 [00:04<00:00,  3.09it/s]\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:00<00:00,  1.12it/s]\n",
            "                   all         50        271      0.996      0.994      0.995      0.711\n",
            "\n",
            "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
            "     29/149      2.88G    0.03531    0.02988          0         33        384: 100% 14/14 [00:03<00:00,  4.64it/s]\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:00<00:00,  1.43it/s]\n",
            "                   all         50        271      0.994      0.985      0.995      0.653\n",
            "\n",
            "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
            "     30/149      2.88G    0.03368    0.03063          0         55        384: 100% 14/14 [00:03<00:00,  4.46it/s]\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:00<00:00,  1.50it/s]\n",
            "                   all         50        271      0.995          1      0.995       0.71\n",
            "\n",
            "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
            "     31/149      2.88G    0.03367    0.02926          0         56        384: 100% 14/14 [00:04<00:00,  3.11it/s]\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:01<00:00,  1.18s/it]\n",
            "                   all         50        271      0.996      0.998      0.995      0.723\n",
            "\n",
            "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
            "     32/149      2.88G    0.03234    0.02753          0         24        384: 100% 14/14 [00:02<00:00,  4.69it/s]\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:00<00:00,  1.19it/s]\n",
            "                   all         50        271      0.985      0.997      0.995      0.715\n",
            "\n",
            "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
            "     33/149      2.88G    0.03287    0.02843          0         57        384: 100% 14/14 [00:03<00:00,  4.63it/s]\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:00<00:00,  1.41it/s]\n",
            "                   all         50        271      0.999          1      0.995      0.722\n",
            "\n",
            "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
            "     34/149      2.88G    0.03173    0.02839          0         53        384: 100% 14/14 [00:03<00:00,  3.54it/s]\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:01<00:00,  1.31s/it]\n",
            "                   all         50        271      0.992      0.993      0.993      0.661\n",
            "\n",
            "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
            "     35/149      2.88G    0.03249    0.02894          0         56        384: 100% 14/14 [00:03<00:00,  4.46it/s]\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:00<00:00,  1.47it/s]\n",
            "                   all         50        271      0.995      0.996      0.995      0.718\n",
            "\n",
            "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
            "     36/149      2.88G    0.03228    0.02806          0         35        384: 100% 14/14 [00:02<00:00,  4.72it/s]\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:00<00:00,  1.44it/s]\n",
            "                   all         50        271      0.991      0.996      0.995      0.673\n",
            "\n",
            "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
            "     37/149      2.88G    0.03194    0.02895          0         47        384: 100% 14/14 [00:03<00:00,  4.05it/s]\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:01<00:00,  1.22s/it]\n",
            "                   all         50        271      0.999      0.996      0.995      0.734\n",
            "\n",
            "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
            "     38/149      2.88G    0.03245    0.03007          0         66        384: 100% 14/14 [00:03<00:00,  4.25it/s]\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:00<00:00,  1.45it/s]\n",
            "                   all         50        271          1      0.996      0.995      0.726\n",
            "\n",
            "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
            "     39/149      2.88G    0.03195    0.02743          0         32        384: 100% 14/14 [00:02<00:00,  4.81it/s]\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:00<00:00,  1.31it/s]\n",
            "                   all         50        271      0.996          1      0.995      0.746\n",
            "\n",
            "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
            "     40/149      2.88G    0.03062    0.02685          0         45        384: 100% 14/14 [00:03<00:00,  4.47it/s]\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:01<00:00,  1.20s/it]\n",
            "                   all         50        271      0.999      0.993      0.995      0.694\n",
            "\n",
            "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
            "     41/149      2.88G    0.03106    0.02801          0         44        384: 100% 14/14 [00:03<00:00,  3.82it/s]\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:00<00:00,  1.34it/s]\n",
            "                   all         50        271      0.996      0.985      0.995      0.709\n",
            "\n",
            "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
            "     42/149      2.88G    0.03059    0.02645          0         44        384: 100% 14/14 [00:03<00:00,  4.62it/s]\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:00<00:00,  1.47it/s]\n",
            "                   all         50        271      0.992          1      0.995      0.734\n",
            "\n",
            "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
            "     43/149      2.88G    0.03065    0.02786          0         35        384: 100% 14/14 [00:03<00:00,  4.50it/s]\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:00<00:00,  1.45it/s]\n",
            "                   all         50        271          1          1      0.995      0.742\n",
            "\n",
            "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
            "     44/149      2.88G    0.03099    0.02694          0         36        384: 100% 14/14 [00:04<00:00,  2.92it/s]\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:00<00:00,  1.47it/s]\n",
            "                   all         50        271      0.997          1      0.995      0.708\n",
            "\n",
            "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
            "     45/149      2.88G    0.03219    0.02788          0         60        384: 100% 14/14 [00:03<00:00,  4.56it/s]\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:00<00:00,  1.41it/s]\n",
            "                   all         50        271      0.999      0.993      0.995      0.749\n",
            "\n",
            "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
            "     46/149      2.88G     0.0306    0.02847          0         60        384: 100% 14/14 [00:03<00:00,  4.49it/s]\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:00<00:00,  1.38it/s]\n",
            "                   all         50        271          1      0.995      0.995      0.742\n",
            "\n",
            "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
            "     47/149      2.88G    0.03064    0.02692          0         57        384: 100% 14/14 [00:04<00:00,  2.84it/s]\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:00<00:00,  1.24it/s]\n",
            "                   all         50        271      0.998      0.985      0.994      0.716\n",
            "\n",
            "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
            "     48/149      2.88G    0.02918    0.02578          0         26        384: 100% 14/14 [00:02<00:00,  4.71it/s]\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:00<00:00,  1.40it/s]\n",
            "                   all         50        271          1      0.988      0.995      0.694\n",
            "\n",
            "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
            "     49/149      2.88G     0.0304    0.02755          0         73        384: 100% 14/14 [00:02<00:00,  4.87it/s]\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:00<00:00,  1.27it/s]\n",
            "                   all         50        271      0.995          1      0.995      0.724\n",
            "\n",
            "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
            "     50/149      2.88G    0.03045     0.0266          0         27        384: 100% 14/14 [00:04<00:00,  3.29it/s]\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:01<00:00,  1.23s/it]\n",
            "                   all         50        271      0.992          1      0.995      0.747\n",
            "\n",
            "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
            "     51/149      2.88G    0.02861     0.0251          0         31        384: 100% 14/14 [00:03<00:00,  4.62it/s]\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:00<00:00,  1.60it/s]\n",
            "                   all         50        271      0.988          1      0.995      0.757\n",
            "\n",
            "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
            "     52/149      2.88G    0.02931     0.0267          0         46        384: 100% 14/14 [00:02<00:00,  4.68it/s]\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:00<00:00,  1.47it/s]\n",
            "                   all         50        271      0.996      0.995      0.995      0.725\n",
            "\n",
            "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
            "     53/149      2.88G     0.0284    0.02548          0         44        384: 100% 14/14 [00:03<00:00,  3.88it/s]\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:01<00:00,  1.15s/it]\n",
            "                   all         50        271      0.996          1      0.995      0.736\n",
            "\n",
            "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
            "     54/149      2.88G    0.02894    0.02749          0         86        384: 100% 14/14 [00:03<00:00,  3.94it/s]\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:00<00:00,  1.44it/s]\n",
            "                   all         50        271      0.995      0.996      0.995      0.743\n",
            "\n",
            "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
            "     55/149      2.88G    0.03022    0.02764          0         45        384: 100% 14/14 [00:03<00:00,  4.57it/s]\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:00<00:00,  1.38it/s]\n",
            "                   all         50        271      0.999      0.996      0.995      0.707\n",
            "\n",
            "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
            "     56/149      2.88G     0.0288    0.02578          0         33        384: 100% 14/14 [00:03<00:00,  4.56it/s]\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:01<00:00,  1.26s/it]\n",
            "                   all         50        271      0.999          1      0.995      0.745\n",
            "\n",
            "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
            "     57/149      2.88G    0.02885    0.02774          0         47        384: 100% 14/14 [00:04<00:00,  3.37it/s]\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:00<00:00,  1.25it/s]\n",
            "                   all         50        271      0.995          1      0.995      0.752\n",
            "\n",
            "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
            "     58/149      2.88G     0.0283    0.02627          0         38        384: 100% 14/14 [00:03<00:00,  4.43it/s]\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:00<00:00,  1.43it/s]\n",
            "                   all         50        271      0.999      0.996      0.995      0.756\n",
            "\n",
            "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
            "     59/149      2.88G    0.02937    0.02657          0         53        384: 100% 14/14 [00:03<00:00,  4.45it/s]\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:01<00:00,  1.02s/it]\n",
            "                   all         50        271      0.999      0.996      0.995      0.749\n",
            "\n",
            "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
            "     60/149      2.88G    0.02839    0.02449          0         40        384: 100% 14/14 [00:04<00:00,  3.11it/s]\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:00<00:00,  1.28it/s]\n",
            "                   all         50        271          1      0.999      0.995      0.768\n",
            "\n",
            "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
            "     61/149      2.88G    0.02776    0.02582          0         47        384: 100% 14/14 [00:03<00:00,  4.54it/s]\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:00<00:00,  1.38it/s]\n",
            "                   all         50        271      0.993      0.996      0.995      0.767\n",
            "\n",
            "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
            "     62/149      2.88G     0.0289     0.0263          0         53        384: 100% 14/14 [00:02<00:00,  4.76it/s]\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:00<00:00,  1.07it/s]\n",
            "                   all         50        271      0.998      0.993      0.995      0.754\n",
            "\n",
            "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
            "     63/149      2.88G    0.02872    0.02684          0         38        384: 100% 14/14 [00:04<00:00,  3.03it/s]\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:00<00:00,  1.42it/s]\n",
            "                   all         50        271      0.995          1      0.995      0.719\n",
            "\n",
            "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
            "     64/149      2.88G     0.0271     0.0263          0         58        384: 100% 14/14 [00:02<00:00,  4.68it/s]\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:00<00:00,  1.51it/s]\n",
            "                   all         50        271      0.999          1      0.995      0.753\n",
            "\n",
            "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
            "     65/149      2.88G    0.02748    0.02633          0         75        384: 100% 14/14 [00:03<00:00,  4.62it/s]\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:00<00:00,  1.51it/s]\n",
            "                   all         50        271      0.993      0.996      0.995      0.768\n",
            "\n",
            "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
            "     66/149      2.88G    0.02699    0.02558          0         37        384: 100% 14/14 [00:04<00:00,  3.00it/s]\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:00<00:00,  1.05it/s]\n",
            "                   all         50        271      0.985      0.994      0.995      0.767\n",
            "\n",
            "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
            "     67/149      2.88G     0.0274    0.02438          0         47        384: 100% 14/14 [00:02<00:00,  4.79it/s]\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:00<00:00,  1.49it/s]\n",
            "                   all         50        271      0.999          1      0.995      0.766\n",
            "\n",
            "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
            "     68/149      2.88G    0.02795     0.0261          0         58        384: 100% 14/14 [00:03<00:00,  4.64it/s]\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:00<00:00,  1.42it/s]\n",
            "                   all         50        271      0.995          1      0.995      0.751\n",
            "\n",
            "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
            "     69/149      2.88G    0.02755    0.02519          0         50        384: 100% 14/14 [00:04<00:00,  3.31it/s]\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:01<00:00,  1.16s/it]\n",
            "                   all         50        271      0.995          1      0.995      0.761\n",
            "\n",
            "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
            "     70/149      2.88G    0.02677    0.02572          0         50        384: 100% 14/14 [00:03<00:00,  4.22it/s]\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:00<00:00,  1.32it/s]\n",
            "                   all         50        271      0.995      0.996      0.995      0.768\n",
            "\n",
            "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
            "     71/149      2.88G    0.02644    0.02543          0         27        384: 100% 14/14 [00:03<00:00,  4.46it/s]\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:00<00:00,  1.35it/s]\n",
            "                   all         50        271          1      0.999      0.995      0.762\n",
            "\n",
            "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
            "     72/149      2.88G    0.02743    0.02342          0         34        384: 100% 14/14 [00:04<00:00,  3.37it/s]\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:01<00:00,  1.14s/it]\n",
            "                   all         50        271          1      0.999      0.995      0.732\n",
            "\n",
            "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
            "     73/149      2.88G    0.02554    0.02382          0         25        384: 100% 14/14 [00:03<00:00,  4.29it/s]\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:00<00:00,  1.42it/s]\n",
            "                   all         50        271      0.996      0.993      0.995      0.747\n",
            "\n",
            "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
            "     74/149      2.88G    0.02623    0.02477          0         54        384: 100% 14/14 [00:02<00:00,  4.80it/s]\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:00<00:00,  1.46it/s]\n",
            "                   all         50        271      0.999          1      0.995      0.741\n",
            "\n",
            "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
            "     75/149      2.88G    0.02589    0.02448          0         51        384: 100% 14/14 [00:03<00:00,  4.35it/s]\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:01<00:00,  1.30s/it]\n",
            "                   all         50        271      0.999      0.996      0.995      0.755\n",
            "\n",
            "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
            "     76/149      2.88G    0.02662    0.02601          0         67        384: 100% 14/14 [00:03<00:00,  3.75it/s]\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:00<00:00,  1.63it/s]\n",
            "                   all         50        271      0.998          1      0.995      0.759\n",
            "\n",
            "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
            "     77/149      2.88G    0.02599    0.02334          0         29        384: 100% 14/14 [00:03<00:00,  4.63it/s]\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:00<00:00,  1.61it/s]\n",
            "                   all         50        271          1      0.999      0.995      0.776\n",
            "\n",
            "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
            "     78/149      2.88G    0.02654    0.02385          0         40        384: 100% 14/14 [00:02<00:00,  4.82it/s]\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:01<00:00,  1.28s/it]\n",
            "                   all         50        271          1          1      0.995       0.76\n",
            "\n",
            "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
            "     79/149      2.88G    0.02528    0.02371          0         41        384: 100% 14/14 [00:04<00:00,  3.36it/s]\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:00<00:00,  1.40it/s]\n",
            "                   all         50        271          1          1      0.995      0.746\n",
            "\n",
            "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
            "     80/149      2.88G     0.0255    0.02356          0         44        384: 100% 14/14 [00:02<00:00,  4.94it/s]\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:00<00:00,  1.31it/s]\n",
            "                   all         50        271      0.996      0.996      0.995      0.765\n",
            "\n",
            "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
            "     81/149      2.88G    0.02608    0.02481          0         45        384: 100% 14/14 [00:03<00:00,  4.53it/s]\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:00<00:00,  1.48it/s]\n",
            "                   all         50        271          1      0.998      0.995      0.754\n",
            "\n",
            "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
            "     82/149      2.88G    0.02521     0.0242          0         61        384: 100% 14/14 [00:04<00:00,  2.88it/s]\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:00<00:00,  1.18it/s]\n",
            "                   all         50        271      0.996      0.996      0.995       0.76\n",
            "\n",
            "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
            "     83/149      2.88G    0.02606      0.023          0         27        384: 100% 14/14 [00:03<00:00,  4.41it/s]\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:00<00:00,  1.40it/s]\n",
            "                   all         50        271      0.999      0.993      0.995      0.752\n",
            "\n",
            "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
            "     84/149      2.88G    0.02585     0.0235          0         34        384: 100% 14/14 [00:03<00:00,  4.29it/s]\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:00<00:00,  1.52it/s]\n",
            "                   all         50        271      0.998      0.996      0.995      0.765\n",
            "\n",
            "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
            "     85/149      2.88G    0.02578    0.02409          0         66        384: 100% 14/14 [00:04<00:00,  2.99it/s]\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:01<00:00,  1.11s/it]\n",
            "                   all         50        271      0.998      0.996      0.995      0.758\n",
            "\n",
            "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
            "     86/149      2.88G    0.02503    0.02414          0         56        384: 100% 14/14 [00:03<00:00,  4.22it/s]\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:00<00:00,  1.66it/s]\n",
            "                   all         50        271          1      0.999      0.995      0.754\n",
            "\n",
            "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
            "     87/149      2.88G    0.02531    0.02368          0         47        384: 100% 14/14 [00:03<00:00,  4.66it/s]\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:00<00:00,  1.34it/s]\n",
            "                   all         50        271      0.995      0.993      0.995      0.774\n",
            "\n",
            "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
            "     88/149      2.88G    0.02477    0.02503          0         59        384: 100% 14/14 [00:04<00:00,  3.37it/s]\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:01<00:00,  1.19s/it]\n",
            "                   all         50        271      0.996      0.996      0.995      0.758\n",
            "\n",
            "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
            "     89/149      2.88G    0.02536    0.02403          0         43        384: 100% 14/14 [00:03<00:00,  4.28it/s]\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:00<00:00,  1.57it/s]\n",
            "                   all         50        271      0.999          1      0.995      0.776\n",
            "\n",
            "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
            "     90/149      2.88G    0.02523    0.02383          0         44        384: 100% 14/14 [00:02<00:00,  4.69it/s]\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:00<00:00,  1.38it/s]\n",
            "                   all         50        271      0.999          1      0.995       0.77\n",
            "\n",
            "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
            "     91/149      2.88G    0.02432    0.02325          0         43        384: 100% 14/14 [00:03<00:00,  3.97it/s]\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:01<00:00,  1.20s/it]\n",
            "                   all         50        271      0.999          1      0.995      0.775\n",
            "\n",
            "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
            "     92/149      2.88G    0.02483    0.02369          0         45        384: 100% 14/14 [00:03<00:00,  4.13it/s]\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:00<00:00,  1.39it/s]\n",
            "                   all         50        271          1      0.997      0.995      0.774\n",
            "\n",
            "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
            "     93/149      2.88G     0.0254    0.02492          0         51        384: 100% 14/14 [00:02<00:00,  4.88it/s]\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:00<00:00,  1.41it/s]\n",
            "                   all         50        271      0.999          1      0.995      0.766\n",
            "\n",
            "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
            "     94/149      2.88G    0.02541    0.02538          0         59        384: 100% 14/14 [00:03<00:00,  4.29it/s]\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:01<00:00,  1.09s/it]\n",
            "                   all         50        271          1      0.988      0.995      0.762\n",
            "\n",
            "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
            "     95/149      2.88G    0.02401    0.02258          0         43        384: 100% 14/14 [00:04<00:00,  3.31it/s]\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:00<00:00,  1.56it/s]\n",
            "                   all         50        271          1      0.993      0.995      0.758\n",
            "\n",
            "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
            "     96/149      2.88G    0.02392    0.02326          0         34        384: 100% 14/14 [00:03<00:00,  4.50it/s]\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:00<00:00,  1.47it/s]\n",
            "                   all         50        271          1      0.993      0.995      0.736\n",
            "\n",
            "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
            "     97/149      2.88G    0.02395    0.02286          0         29        384: 100% 14/14 [00:03<00:00,  4.56it/s]\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:01<00:00,  1.12s/it]\n",
            "                   all         50        271      0.995      0.993      0.995      0.778\n",
            "\n",
            "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
            "     98/149      2.88G    0.02418    0.02385          0         55        384: 100% 14/14 [00:04<00:00,  3.20it/s]\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:00<00:00,  1.41it/s]\n",
            "                   all         50        271          1      0.997      0.995      0.755\n",
            "\n",
            "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
            "     99/149      2.88G     0.0239    0.02269          0         38        384: 100% 14/14 [00:02<00:00,  4.74it/s]\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:00<00:00,  1.45it/s]\n",
            "                   all         50        271      0.999          1      0.995      0.784\n",
            "\n",
            "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
            "    100/149      2.88G    0.02482    0.02382          0         35        384: 100% 14/14 [00:03<00:00,  4.53it/s]\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:00<00:00,  1.32it/s]\n",
            "                   all         50        271      0.999          1      0.995      0.778\n",
            "\n",
            "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
            "    101/149      2.88G    0.02408     0.0229          0         45        384: 100% 14/14 [00:04<00:00,  2.98it/s]\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:00<00:00,  1.41it/s]\n",
            "                   all         50        271      0.996      0.996      0.995      0.762\n",
            "\n",
            "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
            "    102/149      2.88G     0.0243    0.02219          0         47        384: 100% 14/14 [00:02<00:00,  4.86it/s]\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:00<00:00,  1.38it/s]\n",
            "                   all         50        271          1          1      0.995      0.772\n",
            "\n",
            "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
            "    103/149      2.88G    0.02481    0.02425          0         66        384: 100% 14/14 [00:02<00:00,  4.73it/s]\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:00<00:00,  1.42it/s]\n",
            "                   all         50        271          1          1      0.995      0.755\n",
            "\n",
            "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
            "    104/149      2.88G    0.02359    0.02138          0         40        384: 100% 14/14 [00:04<00:00,  3.42it/s]\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:01<00:00,  1.29s/it]\n",
            "                   all         50        271      0.999          1      0.995      0.768\n",
            "\n",
            "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
            "    105/149      2.88G    0.02463    0.02356          0         32        384: 100% 14/14 [00:03<00:00,  4.55it/s]\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:00<00:00,  1.51it/s]\n",
            "                   all         50        271      0.999          1      0.995      0.778\n",
            "\n",
            "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
            "    106/149      2.88G     0.0239    0.02225          0         40        384: 100% 14/14 [00:03<00:00,  4.56it/s]\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:00<00:00,  1.39it/s]\n",
            "                   all         50        271      0.998          1      0.995      0.782\n",
            "\n",
            "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
            "    107/149      2.88G    0.02394    0.02323          0         52        384: 100% 14/14 [00:04<00:00,  3.42it/s]\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:01<00:00,  1.30s/it]\n",
            "                   all         50        271      0.999          1      0.995      0.778\n",
            "\n",
            "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
            "    108/149      2.88G    0.02339    0.02324          0         49        384: 100% 14/14 [00:03<00:00,  4.31it/s]\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:00<00:00,  1.42it/s]\n",
            "                   all         50        271          1      0.999      0.995      0.781\n",
            "\n",
            "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
            "    109/149      2.88G    0.02308     0.0222          0         27        384: 100% 14/14 [00:02<00:00,  4.76it/s]\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:00<00:00,  1.18it/s]\n",
            "                   all         50        271      0.998          1      0.995       0.77\n",
            "\n",
            "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
            "    110/149      2.88G    0.02367    0.02274          0         37        384: 100% 14/14 [00:03<00:00,  3.94it/s]\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:01<00:00,  1.20s/it]\n",
            "                   all         50        271      0.999          1      0.995      0.779\n",
            "\n",
            "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
            "    111/149      2.88G    0.02351    0.02218          0         66        384: 100% 14/14 [00:03<00:00,  3.66it/s]\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:00<00:00,  1.42it/s]\n",
            "                   all         50        271      0.998      0.993      0.995      0.789\n",
            "\n",
            "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
            "    112/149      2.88G    0.02346    0.02261          0         59        384: 100% 14/14 [00:02<00:00,  4.81it/s]\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:00<00:00,  1.30it/s]\n",
            "                   all         50        271          1      0.998      0.995      0.758\n",
            "\n",
            "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
            "    113/149      2.88G    0.02428    0.02445          0         64        384: 100% 14/14 [00:03<00:00,  4.24it/s]\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:00<00:00,  1.01it/s]\n",
            "                   all         50        271      0.998          1      0.995      0.775\n",
            "\n",
            "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
            "    114/149      2.88G    0.02423    0.02349          0         46        384: 100% 14/14 [00:04<00:00,  3.41it/s]\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:00<00:00,  1.38it/s]\n",
            "                   all         50        271      0.995      0.996      0.995      0.778\n",
            "\n",
            "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
            "    115/149      2.88G    0.02337    0.02203          0         46        384: 100% 14/14 [00:02<00:00,  4.86it/s]\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:00<00:00,  1.25it/s]\n",
            "                   all         50        271      0.999          1      0.995       0.78\n",
            "\n",
            "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
            "    116/149      2.88G    0.02357    0.02422          0         53        384: 100% 14/14 [00:03<00:00,  4.55it/s]\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:00<00:00,  1.65it/s]\n",
            "                   all         50        271          1          1      0.995      0.778\n",
            "\n",
            "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
            "    117/149      2.88G    0.02276    0.02154          0         45        384: 100% 14/14 [00:04<00:00,  2.89it/s]\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:00<00:00,  1.44it/s]\n",
            "                   all         50        271          1          1      0.995      0.781\n",
            "\n",
            "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
            "    118/149      2.88G    0.02282    0.02164          0         52        384: 100% 14/14 [00:02<00:00,  4.67it/s]\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:00<00:00,  1.49it/s]\n",
            "                   all         50        271      0.999      0.993      0.995      0.769\n",
            "\n",
            "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
            "    119/149      2.88G     0.0234    0.02295          0         41        384: 100% 14/14 [00:02<00:00,  4.76it/s]\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:00<00:00,  1.45it/s]\n",
            "                   all         50        271      0.996      0.996      0.995      0.772\n",
            "\n",
            "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
            "    120/149      2.88G     0.0237    0.02247          0         51        384: 100% 14/14 [00:04<00:00,  3.17it/s]\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:01<00:00,  1.23s/it]\n",
            "                   all         50        271      0.999      0.996      0.995      0.781\n",
            "\n",
            "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
            "    121/149      2.88G    0.02239     0.0211          0         32        384: 100% 14/14 [00:03<00:00,  4.50it/s]\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:00<00:00,  1.40it/s]\n",
            "                   all         50        271          1      0.996      0.995       0.79\n",
            "\n",
            "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
            "    122/149      2.88G     0.0234    0.02272          0         54        384: 100% 14/14 [00:03<00:00,  4.48it/s]\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:00<00:00,  1.41it/s]\n",
            "                   all         50        271          1          1      0.995      0.773\n",
            "\n",
            "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
            "    123/149      2.88G     0.0232    0.02147          0         31        384: 100% 14/14 [00:04<00:00,  3.24it/s]\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:01<00:00,  1.20s/it]\n",
            "                   all         50        271      0.998      0.996      0.995      0.782\n",
            "\n",
            "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
            "    124/149      2.88G    0.02299      0.022          0         35        384: 100% 14/14 [00:03<00:00,  4.40it/s]\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:00<00:00,  1.56it/s]\n",
            "                   all         50        271      0.999          1      0.995      0.777\n",
            "\n",
            "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
            "    125/149      2.88G    0.02347    0.02284          0         49        384: 100% 14/14 [00:03<00:00,  4.59it/s]\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:00<00:00,  1.40it/s]\n",
            "                   all         50        271          1      0.991      0.995       0.78\n",
            "\n",
            "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
            "    126/149      2.88G    0.02361     0.0227          0         30        384: 100% 14/14 [00:03<00:00,  3.63it/s]\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:01<00:00,  1.08s/it]\n",
            "                   all         50        271      0.997          1      0.995      0.768\n",
            "\n",
            "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
            "    127/149      2.88G    0.02348    0.02257          0         77        384: 100% 14/14 [00:03<00:00,  4.17it/s]\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:00<00:00,  1.38it/s]\n",
            "                   all         50        271      0.999          1      0.995      0.768\n",
            "\n",
            "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
            "    128/149      2.88G    0.02251    0.02185          0         38        384: 100% 14/14 [00:02<00:00,  4.70it/s]\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:00<00:00,  1.24it/s]\n",
            "                   all         50        271          1      0.996      0.995      0.781\n",
            "\n",
            "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
            "    129/149      2.88G    0.02281    0.02279          0         52        384: 100% 14/14 [00:03<00:00,  4.56it/s]\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:01<00:00,  1.21s/it]\n",
            "                   all         50        271          1      0.992      0.995      0.779\n",
            "\n",
            "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
            "    130/149      2.88G    0.02282    0.02273          0         62        384: 100% 14/14 [00:03<00:00,  3.55it/s]\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:00<00:00,  1.47it/s]\n",
            "                   all         50        271      0.998      0.993      0.995      0.787\n",
            "\n",
            "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
            "    131/149      2.88G    0.02278    0.02257          0         32        384: 100% 14/14 [00:03<00:00,  4.50it/s]\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:00<00:00,  1.55it/s]\n",
            "                   all         50        271      0.999      0.996      0.995      0.781\n",
            "\n",
            "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
            "    132/149      2.88G    0.02164    0.02026          0         42        384: 100% 14/14 [00:02<00:00,  4.84it/s]\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:01<00:00,  1.09s/it]\n",
            "                   all         50        271      0.999      0.996      0.995      0.777\n",
            "\n",
            "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
            "    133/149      2.88G     0.0223    0.02178          0         30        384: 100% 14/14 [00:04<00:00,  3.05it/s]\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:00<00:00,  1.50it/s]\n",
            "                   all         50        271          1          1      0.995      0.785\n",
            "\n",
            "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
            "    134/149      2.88G    0.02135    0.02057          0         31        384: 100% 14/14 [00:03<00:00,  4.49it/s]\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:00<00:00,  1.42it/s]\n",
            "                   all         50        271      0.996      0.996      0.995      0.786\n",
            "\n",
            "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
            "    135/149      2.88G    0.02262    0.02164          0         35        384: 100% 14/14 [00:03<00:00,  4.43it/s]\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:00<00:00,  1.34it/s]\n",
            "                   all         50        271      0.999      0.993      0.995      0.775\n",
            "\n",
            "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
            "    136/149      2.88G    0.02314     0.0227          0         42        384: 100% 14/14 [00:04<00:00,  2.85it/s]\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:00<00:00,  1.11it/s]\n",
            "                   all         50        271      0.996      0.995      0.995      0.784\n",
            "\n",
            "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
            "    137/149      2.88G    0.02241    0.02244          0         61        384: 100% 14/14 [00:03<00:00,  4.56it/s]\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:00<00:00,  1.52it/s]\n",
            "                   all         50        271      0.998      0.993      0.995      0.784\n",
            "\n",
            "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
            "    138/149      2.88G    0.02147    0.02158          0         42        384: 100% 14/14 [00:03<00:00,  4.62it/s]\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:00<00:00,  1.31it/s]\n",
            "                   all         50        271      0.996      0.996      0.995      0.784\n",
            "\n",
            "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
            "    139/149      2.88G    0.02279      0.023          0         59        384: 100% 14/14 [00:04<00:00,  3.08it/s]\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:01<00:00,  1.16s/it]\n",
            "                   all         50        271          1      0.999      0.995      0.789\n",
            "\n",
            "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
            "    140/149      2.88G    0.02177    0.02098          0         54        384: 100% 14/14 [00:02<00:00,  4.69it/s]\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:00<00:00,  1.41it/s]\n",
            "                   all         50        271          1          1      0.995      0.782\n",
            "\n",
            "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
            "    141/149      2.88G    0.02265    0.02205          0         53        384: 100% 14/14 [00:03<00:00,  4.51it/s]\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:00<00:00,  1.56it/s]\n",
            "                   all         50        271          1      0.999      0.995      0.785\n",
            "\n",
            "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
            "    142/149      2.88G     0.0226    0.02133          0         35        384: 100% 14/14 [00:03<00:00,  3.65it/s]\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:01<00:00,  1.30s/it]\n",
            "                   all         50        271          1      0.999      0.995      0.779\n",
            "\n",
            "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
            "    143/149      2.88G     0.0219    0.02095          0         43        384: 100% 14/14 [00:03<00:00,  4.48it/s]\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:00<00:00,  1.38it/s]\n",
            "                   all         50        271          1      0.999      0.995      0.782\n",
            "\n",
            "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
            "    144/149      2.88G    0.02233    0.02093          0         41        384: 100% 14/14 [00:02<00:00,  4.71it/s]\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:00<00:00,  1.39it/s]\n",
            "                   all         50        271          1          1      0.995      0.781\n",
            "\n",
            "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
            "    145/149      2.88G    0.02164    0.02134          0         40        384: 100% 14/14 [00:03<00:00,  3.81it/s]\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:01<00:00,  1.10s/it]\n",
            "                   all         50        271      0.996      0.996      0.995      0.781\n",
            "\n",
            "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
            "    146/149      2.88G    0.02184    0.02054          0         44        384: 100% 14/14 [00:03<00:00,  3.72it/s]\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:00<00:00,  1.25it/s]\n",
            "                   all         50        271          1          1      0.995      0.779\n",
            "\n",
            "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
            "    147/149      2.88G    0.02189    0.02136          0         44        384: 100% 14/14 [00:03<00:00,  4.38it/s]\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:00<00:00,  1.59it/s]\n",
            "                   all         50        271          1          1      0.995      0.787\n",
            "\n",
            "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
            "    148/149      2.88G     0.0218    0.02048          0         43        384: 100% 14/14 [00:03<00:00,  4.18it/s]\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:01<00:00,  1.25s/it]\n",
            "                   all         50        271          1          1      0.995      0.778\n",
            "\n",
            "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
            "    149/149      2.88G    0.02208    0.02227          0         59        384: 100% 14/14 [00:03<00:00,  3.54it/s]\n",
            "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 1/1 [00:00<00:00,  1.32it/s]\n",
            "                   all         50        271          1          1      0.995      0.779\n",
            "\n",
            "150 epochs completed in 0.199 hours.\n",
            "Optimizer stripped from yolov5/runs/train/exp4/weights/last.pt, 14.3MB\n",
            "Optimizer stripped from yolov5/runs/train/exp4/weights/best.pt, 14.3MB\n",
            "\n",
            "Validating yolov5/runs/train/exp4/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,  2.00it/s]\n",
            "                   all         50        271          1      0.996      0.995      0.789\n",
            "Results saved to \u001b[1myolov5/runs/train/exp4\u001b[0m\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "!zip -r /content/yolov5/runs/train/exp3.zip  /content/yolov5/runs/train/exp3"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "KA7_qYcXdpGD",
        "outputId": "bf78201c-c20d-47e8-c8fb-df3c5bf65513"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "  adding: content/yolov5/runs/train/exp3/ (stored 0%)\n",
            "  adding: content/yolov5/runs/train/exp3/train_batch2.jpg (deflated 2%)\n",
            "  adding: content/yolov5/runs/train/exp3/val_batch0_pred.jpg (deflated 11%)\n",
            "  adding: content/yolov5/runs/train/exp3/weights/ (stored 0%)\n",
            "  adding: content/yolov5/runs/train/exp3/weights/.ipynb_checkpoints/ (stored 0%)\n",
            "  adding: content/yolov5/runs/train/exp3/opt.yaml (deflated 49%)\n",
            "  adding: content/yolov5/runs/train/exp3/confusion_matrix.png (deflated 42%)\n",
            "  adding: content/yolov5/runs/train/exp3/hyp.yaml (deflated 45%)\n",
            "  adding: content/yolov5/runs/train/exp3/train_batch0.jpg (deflated 3%)\n",
            "  adding: content/yolov5/runs/train/exp3/P_curve.png (deflated 23%)\n",
            "  adding: content/yolov5/runs/train/exp3/R_curve.png (deflated 20%)\n",
            "  adding: content/yolov5/runs/train/exp3/results.png (deflated 11%)\n",
            "  adding: content/yolov5/runs/train/exp3/F1_curve.png (deflated 18%)\n",
            "  adding: content/yolov5/runs/train/exp3/train_batch1.jpg (deflated 3%)\n",
            "  adding: content/yolov5/runs/train/exp3/PR_curve.png (deflated 30%)\n",
            "  adding: content/yolov5/runs/train/exp3/results.csv (deflated 87%)\n",
            "  adding: content/yolov5/runs/train/exp3/labels.jpg (deflated 27%)\n",
            "  adding: content/yolov5/runs/train/exp3/labels_correlogram.jpg (deflated 35%)\n",
            "  adding: content/yolov5/runs/train/exp3/val_batch0_labels.jpg (deflated 12%)\n",
            "  adding: content/yolov5/runs/train/exp3/events.out.tfevents.1686164671.ff3d243c8b6d.11511.0 (deflated 25%)\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "!mv /content/yolov5/runs/train/exp /content/drive/MyDrive/symbol_segmentation"
      ],
      "metadata": {
        "id": "_bxs3_XoIKrH"
      },
      "execution_count": null,
      "outputs": []
    }
  ],
  "metadata": {
    "accelerator": "GPU",
    "colab": {
      "provenance": []
    },
    "gpuClass": "standard",
    "kernelspec": {
      "display_name": "Python 3",
      "name": "python3"
    },
    "language_info": {
      "name": "python"
    }
  },
  "nbformat": 4,
  "nbformat_minor": 0
}