Yolov5 - Personalized dataset/part 1 - Real-Time Hello Detection - Training.ipynb

{
  "cells": [
    {
      "cell_type": "markdown",
      "metadata": {},
      "source": [
        "# ***Hello* Real-Time Detection** 🤟\n",
        "## **Part 1 - Training**"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "9LK6qpJ1YTMl"
      },
      "source": [
        "## **0.** Settings"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 1,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "NGf8tDbwaYpS",
        "outputId": "cb85e46f-c6ba-44e4-c4da-05f2e6bb197e"
      },
      "outputs": [
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "Mounted at /content/drive\n"
          ]
        }
      ],
      "source": [
        "from google.colab import drive\n",
        "drive.mount('/content/drive')"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "_JerpkbMbCAm",
        "outputId": "17effdd9-fcdd-4e21-8795-5ba584271764"
      },
      "outputs": [],
      "source": [
        "# Install Yolov5\n",
        "!git clone https://github.com/ultralytics/yolov5\n",
        "%cd ./yolov5\n",
        "!pip install -r requirements.txt"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 3,
      "metadata": {
        "id": "glvwqucmbN6W"
      },
      "outputs": [],
      "source": [
        "from IPython.display import Image, display\n",
        "import torch\n",
        "import glob\n",
        "\n",
        "# Fix a seed for PyTorch\n",
        "torch.manual_seed(4200);\n",
        "\n",
        "## ===========================\n",
        "##   GPU\n",
        "## ===========================\n",
        "\n",
        "gpu = True\n",
        "\n",
        "if gpu == True:\n",
        "    device = torch.device('cuda')\n",
        "else:\n",
        "    device = torch.device('cpu')"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "fsLsUPeyYXkz"
      },
      "source": [
        "## **1.** Dataset"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 13,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "Ku4Om02VcKzA",
        "outputId": "c8551ed5-689e-4c66-f62f-2ce342742974"
      },
      "outputs": [
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "train: /content/drive/MyDrive/ASL/PAULO/images\n",
            "val: /content/drive/MyDrive/ASL/PAULO/images\n",
            "\n",
            "nc: 4\n",
            "names: ['E', 'H', 'L', 'O']\n"
          ]
        }
      ],
      "source": [
        "# I imported my dataset into Colab, in the folder 'PAULO'\n",
        "!more /content/drive/MyDrive/ASL/PAULO/data.yaml\n",
        "\n",
        "# The dataset contains 5 images for each of the following 4 classes: ['E', 'H', 'L', 'O']"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "4zYZUa5LYarp"
      },
      "source": [
        "## **2.** Training"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 14,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "IdHwm4TWcVRx",
        "outputId": "73531b33-2702-4d86-fa73-9cc38717749c"
      },
      "outputs": [
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "\u001b[34m\u001b[1mtrain: \u001b[0mweights=yolov5s.pt, cfg=, data=/content/drive/MyDrive/ASL/PAULO/data.yaml, hyp=data/hyps/hyp.scratch-low.yaml, epochs=500, batch_size=64, imgsz=448, rect=False, resume=False, nosave=False, noval=False, noautoanchor=False, noplots=False, evolve=None, bucket=, cache=None, image_weights=False, device=, multi_scale=False, single_cls=False, optimizer=SGD, sync_bn=False, workers=8, project=runs/train, name=exp, exist_ok=False, quad=False, cos_lr=False, label_smoothing=0.0, patience=100, freeze=[0], save_period=-1, seed=0, local_rank=-1, entity=None, upload_dataset=False, bbox_interval=-1, artifact_alias=latest\n",
            "\u001b[34m\u001b[1mgithub: \u001b[0mup to date with https://github.com/ultralytics/yolov5 ✅\n",
            "YOLOv5 🚀 v6.1-307-g92e47b8 Python-3.7.13 torch-1.12.0+cu113 CUDA:0 (Tesla T4, 15110MiB)\n",
            "\n",
            "\u001b[34m\u001b[1mhyperparameters: \u001b[0mlr0=0.01, lrf=0.01, momentum=0.937, weight_decay=0.0005, warmup_epochs=3.0, warmup_momentum=0.8, warmup_bias_lr=0.1, box=0.05, cls=0.5, cls_pw=1.0, obj=1.0, obj_pw=1.0, iou_t=0.2, anchor_t=4.0, fl_gamma=0.0, hsv_h=0.015, hsv_s=0.7, hsv_v=0.4, degrees=0.0, translate=0.1, scale=0.5, shear=0.0, perspective=0.0, flipud=0.0, fliplr=0.5, mosaic=1.0, mixup=0.0, copy_paste=0.0\n",
            "\u001b[34m\u001b[1mWeights & Biases: \u001b[0mrun 'pip install wandb' to automatically track and visualize YOLOv5 🚀 runs (RECOMMENDED)\n",
            "\u001b[34m\u001b[1mTensorBoard: \u001b[0mStart with 'tensorboard --logdir 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, 132MB/s]\n",
            "Downloading https://github.com/ultralytics/yolov5/releases/download/v6.1/yolov5s.pt to yolov5s.pt...\n",
            "100% 14.1M/14.1M [00:00<00:00, 268MB/s]\n",
            "\n",
            "Overriding model.yaml nc=80 with nc=4\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     24273  models.yolo.Detect                      [4, [[10, 13, 16, 30, 33, 23], [30, 61, 62, 45, 59, 119], [116, 90, 156, 198, 373, 326]], [128, 256, 512]]\n",
            "Model summary: 270 layers, 7030417 parameters, 7030417 gradients, 16.0 GFLOPs\n",
            "\n",
            "Transferred 343/349 items from yolov5s.pt\n",
            "\u001b[34m\u001b[1mAMP: \u001b[0mchecks passed ✅\n",
            "Scaled weight_decay = 0.0005\n",
            "\u001b[34m\u001b[1moptimizer:\u001b[0m SGD with parameter groups 57 weight (no decay), 60 weight, 60 bias\n",
            "\u001b[34m\u001b[1malbumentations: \u001b[0mversion 1.0.3 required by YOLOv5, but version 0.1.12 is currently installed\n",
            "\u001b[34m\u001b[1mtrain: \u001b[0mScanning '/content/drive/MyDrive/ASL/PAULO/labels' images and labels...20 found, 0 missing, 0 empty, 0 corrupt: 100% 20/20 [00:36<00:00,  1.83s/it]\n",
            "\u001b[34m\u001b[1mtrain: \u001b[0mNew cache created: /content/drive/MyDrive/ASL/PAULO/labels.cache\n",
            "\u001b[34m\u001b[1mval: \u001b[0mScanning '/content/drive/MyDrive/ASL/PAULO/labels.cache' images and labels... 20 found, 0 missing, 0 empty, 0 corrupt: 100% 20/20 [00:00<?, ?it/s]\n",
            "Plotting labels to runs/train/exp4/labels.jpg... \n",
            "\n",
            "\u001b[34m\u001b[1mAutoAnchor: \u001b[0m5.30 anchors/target, 1.000 Best Possible Recall (BPR). Current anchors are a good fit to dataset ✅\n",
            "Image sizes 448 train, 448 val\n",
            "Using 2 dataloader workers\n",
            "Logging results to \u001b[1mruns/train/exp4\u001b[0m\n",
            "Starting training for 500 epochs...\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls    labels  img_size\n",
            "     0/499     2.37G    0.1212   0.01998   0.05096        45       448: 100% 1/1 [00:03<00:00,  3.23s/it]\n",
            "               Class     Images     Labels          P          R     mAP@.5 mAP@.5:.95: 100% 1/1 [00:01<00:00,  1.46s/it]\n",
            "                 all         20         20    0.00175       0.55    0.00437   0.000842\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls    labels  img_size\n",
            "     1/499     2.44G    0.1207   0.02027   0.05052        45       448: 100% 1/1 [00:00<00:00,  4.98it/s]\n",
            "               Class     Images     Labels          P          R     mAP@.5 mAP@.5:.95: 100% 1/1 [00:00<00:00,  2.54it/s]\n",
            "                 all         20         20    0.00189        0.6     0.0105    0.00167\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls    labels  img_size\n",
            "     2/499     2.44G    0.1194   0.02075   0.04977        45       448: 100% 1/1 [00:00<00:00,  3.75it/s]\n",
            "               Class     Images     Labels          P          R     mAP@.5 mAP@.5:.95: 100% 1/1 [00:00<00:00,  1.73it/s]\n",
            "                 all         20         20    0.00204       0.65     0.0113    0.00182\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls    labels  img_size\n",
            "     3/499     2.44G    0.1224   0.02036   0.04877        44       448: 100% 1/1 [00:00<00:00,  3.84it/s]\n",
            "               Class     Images     Labels          P          R     mAP@.5 mAP@.5:.95: 100% 1/1 [00:00<00:00,  2.38it/s]\n",
            "                 all         20         20    0.00175       0.55      0.011    0.00188\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls    labels  img_size\n",
            "     4/499     2.44G    0.1169   0.02029   0.04765        41       448: 100% 1/1 [00:00<00:00,  3.83it/s]\n",
            "               Class     Images     Labels          P          R     mAP@.5 mAP@.5:.95: 100% 1/1 [00:00<00:00,  3.61it/s]\n",
            "                 all         20         20    0.00175       0.55     0.0113    0.00202\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls    labels  img_size\n",
            "     5/499     2.44G    0.1161   0.02057   0.05117        41       448: 100% 1/1 [00:00<00:00,  3.56it/s]\n",
            "               Class     Images     Labels          P          R     mAP@.5 mAP@.5:.95: 100% 1/1 [00:00<00:00,  2.64it/s]\n",
            "                 all         20         20    0.00208       0.65     0.0106    0.00246\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls    labels  img_size\n",
            "     6/499     2.44G    0.1126   0.02416   0.04675        52       448: 100% 1/1 [00:00<00:00,  4.92it/s]\n",
            "               Class     Images     Labels          P          R     mAP@.5 mAP@.5:.95: 100% 1/1 [00:00<00:00,  2.55it/s]\n",
            "                 all         20         20    0.00193        0.6    0.00593    0.00147\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls    labels  img_size\n",
            "     7/499     2.44G    0.1117   0.02221   0.04682        46       448: 100% 1/1 [00:00<00:00,  4.06it/s]\n",
            "               Class     Images     Labels          P          R     mAP@.5 mAP@.5:.95: 100% 1/1 [00:00<00:00,  3.32it/s]\n",
            "                 all         20         20    0.00193        0.6    0.00804    0.00225\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls    labels  img_size\n",
            "     8/499     2.44G    0.1054    0.0226   0.05067        42       448: 100% 1/1 [00:00<00:00,  3.62it/s]\n",
            "               Class     Images     Labels          P          R     mAP@.5 mAP@.5:.95: 100% 1/1 [00:00<00:00,  2.57it/s]\n",
            "                 all         20         20    0.00267       0.75     0.0367     0.0126\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls    labels  img_size\n",
            "     9/499     2.44G    0.1016   0.02467   0.04583        46       448: 100% 1/1 [00:00<00:00,  4.37it/s]\n",
            "               Class     Images     Labels          P          R     mAP@.5 mAP@.5:.95: 100% 1/1 [00:00<00:00,  2.64it/s]\n",
            "                 all         20         20    0.00257       0.75     0.0218     0.0125\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls    labels  img_size\n",
            "    10/499     2.44G    0.1012   0.02256   0.04723        41       448: 100% 1/1 [00:00<00:00,  3.71it/s]\n",
            "               Class     Images     Labels          P          R     mAP@.5 mAP@.5:.95: 100% 1/1 [00:00<00:00,  2.27it/s]\n",
            "                 all         20         20    0.00257       0.75    0.00636    0.00267\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls    labels  img_size\n",
            "    11/499     2.44G   0.09285   0.02629   0.04641        47       448: 100% 1/1 [00:00<00:00,  3.62it/s]\n",
            "               Class     Images     Labels          P          R     mAP@.5 mAP@.5:.95: 100% 1/1 [00:00<00:00,  2.18it/s]\n",
            "                 all         20         20     0.0025        0.7     0.0067      0.002\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls    labels  img_size\n",
            "    12/499     2.44G   0.09079   0.02476    0.0467        41       448: 100% 1/1 [00:00<00:00,  3.14it/s]\n",
            "               Class     Images     Labels          P          R     mAP@.5 mAP@.5:.95: 100% 1/1 [00:00<00:00,  2.48it/s]\n",
            "                 all         20         20    0.00263       0.75    0.00824    0.00249\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls    labels  img_size\n",
            "    13/499     2.44G   0.08925   0.02247   0.04333        35       448: 100% 1/1 [00:00<00:00,  3.85it/s]\n",
            "               Class     Images     Labels          P          R     mAP@.5 mAP@.5:.95: 100% 1/1 [00:00<00:00,  3.45it/s]\n",
            "                 all         20         20    0.00286        0.8     0.0264    0.00559\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls    labels  img_size\n",
            "    14/499     2.44G   0.08823   0.02701   0.04134        44       448: 100% 1/1 [00:00<00:00,  4.00it/s]\n",
            "               Class     Images     Labels          P          R     mAP@.5 mAP@.5:.95: 100% 1/1 [00:00<00:00,  3.66it/s]\n",
            "                 all         20         20    0.00247        0.7     0.0571     0.0227\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls    labels  img_size\n",
            "    15/499     2.44G   0.08416   0.03166   0.04602        51       448: 100% 1/1 [00:00<00:00,  6.20it/s]\n",
            "               Class     Images     Labels          P          R     mAP@.5 mAP@.5:.95: 100% 1/1 [00:00<00:00,  2.79it/s]\n",
            "                 all         20         20    0.00245        0.7     0.0338     0.0153\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls    labels  img_size\n",
            "    16/499     2.44G   0.08573   0.02599   0.04411        45       448: 100% 1/1 [00:00<00:00,  3.74it/s]\n",
            "               Class     Images     Labels          P          R     mAP@.5 mAP@.5:.95: 100% 1/1 [00:00<00:00,  3.52it/s]\n",
            "                 all         20         20    0.00277       0.75      0.031     0.0119\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls    labels  img_size\n",
            "    17/499     2.44G   0.08396   0.02511   0.04373        41       448: 100% 1/1 [00:00<00:00,  4.43it/s]\n",
            "               Class     Images     Labels          P          R     mAP@.5 mAP@.5:.95: 100% 1/1 [00:00<00:00,  3.69it/s]\n",
            "                 all         20         20     0.0032        0.9     0.0604     0.0196\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls    labels  img_size\n",
            "    18/499     2.44G   0.07974   0.03625   0.04253        59       448: 100% 1/1 [00:00<00:00,  3.33it/s]\n",
            "               Class     Images     Labels          P          R     mAP@.5 mAP@.5:.95: 100% 1/1 [00:00<00:00,  2.63it/s]\n",
            "                 all         20         20    0.00345       0.95     0.0493     0.0164\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls    labels  img_size\n",
            "    19/499     2.44G   0.07939   0.03413   0.04256        55       448: 100% 1/1 [00:00<00:00,  5.07it/s]\n",
            "               Class     Images     Labels          P          R     mAP@.5 mAP@.5:.95: 100% 1/1 [00:00<00:00,  2.78it/s]\n",
            "                 all         20         20    0.00381          1      0.086     0.0225\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls    labels  img_size\n",
            "    20/499     2.44G   0.07538   0.02973   0.04044        45       448: 100% 1/1 [00:00<00:00,  4.19it/s]\n",
            "               Class     Images     Labels          P          R     mAP@.5 mAP@.5:.95: 100% 1/1 [00:00<00:00,  2.86it/s]\n",
            "                 all         20         20     0.0041          1      0.138     0.0411\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls    labels  img_size\n",
            "    21/499     2.44G   0.07472   0.02916   0.03977        45       448: 100% 1/1 [00:00<00:00,  4.43it/s]\n",
            "               Class     Images     Labels          P          R     mAP@.5 mAP@.5:.95: 100% 1/1 [00:00<00:00,  3.04it/s]\n",
            "                 all         20         20    0.00399          1       0.28      0.092\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls    labels  img_size\n",
            "    22/499     2.44G   0.07002   0.03229   0.03863        52       448: 100% 1/1 [00:00<00:00,  5.53it/s]\n",
            "               Class     Images     Labels          P          R     mAP@.5 mAP@.5:.95: 100% 1/1 [00:00<00:00,  3.89it/s]\n",
            "                 all         20         20     0.0039          1      0.226     0.0829\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls    labels  img_size\n",
            "    23/499     2.44G   0.07103   0.02551   0.04081        41       448: 100% 1/1 [00:00<00:00,  5.22it/s]\n",
            "               Class     Images     Labels          P          R     mAP@.5 mAP@.5:.95: 100% 1/1 [00:00<00:00,  2.61it/s]\n",
            "                 all         20         20    0.00368          1      0.204     0.0923\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls    labels  img_size\n",
            "    24/499     2.44G    0.0689   0.02523   0.03826        39       448: 100% 1/1 [00:00<00:00,  3.76it/s]\n",
            "               Class     Images     Labels          P          R     mAP@.5 mAP@.5:.95: 100% 1/1 [00:00<00:00,  2.79it/s]\n",
            "                 all         20         20    0.00357          1      0.293      0.112\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls    labels  img_size\n",
            "    25/499     2.44G   0.06788   0.03226   0.03771        50       448: 100% 1/1 [00:00<00:00,  4.70it/s]\n",
            "               Class     Images     Labels          P          R     mAP@.5 mAP@.5:.95: 100% 1/1 [00:00<00:00,  3.39it/s]\n",
            "                 all         20         20     0.0769       0.95      0.293      0.137\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls    labels  img_size\n",
            "    26/499     2.44G   0.06521   0.03352   0.03717        53       448: 100% 1/1 [00:00<00:00,  3.85it/s]\n",
            "               Class     Images     Labels          P          R     mAP@.5 mAP@.5:.95: 100% 1/1 [00:00<00:00,  2.59it/s]\n",
            "                 all         20         20      0.313      0.464      0.451      0.179\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls    labels  img_size\n",
            "    27/499     2.44G    0.0625   0.02966   0.03564        46       448: 100% 1/1 [00:00<00:00,  4.81it/s]\n",
            "               Class     Images     Labels          P          R     mAP@.5 mAP@.5:.95: 100% 1/1 [00:00<00:00,  3.26it/s]\n",
            "                 all         20         20      0.242        0.2      0.276     0.0706\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls    labels  img_size\n",
            "    28/499     2.44G   0.06161   0.03167   0.03505        49       448: 100% 1/1 [00:00<00:00,  2.12it/s]\n",
            "               Class     Images     Labels          P          R     mAP@.5 mAP@.5:.95: 100% 1/1 [00:00<00:00,  2.76it/s]\n",
            "                 all         20         20     0.0959       0.45       0.22     0.0603\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls    labels  img_size\n",
            "    29/499     2.44G   0.06725    0.0298   0.03595        47       448: 100% 1/1 [00:00<00:00,  2.50it/s]\n",
            "               Class     Images     Labels          P          R     mAP@.5 mAP@.5:.95: 100% 1/1 [00:00<00:00,  4.76it/s]\n",
            "                 all         20         20      0.599      0.322      0.534      0.138\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls    labels  img_size\n",
            "    30/499     2.44G   0.06279   0.02806   0.03511        47       448: 100% 1/1 [00:00<00:00,  1.43it/s]\n",
            "               Class     Images     Labels          P          R     mAP@.5 mAP@.5:.95: 100% 1/1 [00:00<00:00,  3.13it/s]\n",
            "                 all         20         20      0.139       0.25      0.212     0.0591\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls    labels  img_size\n",
            "    31/499     2.44G   0.06377   0.02373   0.03534        42       448: 100% 1/1 [00:00<00:00,  3.79it/s]\n",
            "               Class     Images     Labels          P          R     mAP@.5 mAP@.5:.95: 100% 1/1 [00:00<00:00,  3.18it/s]\n",
            "                 all         20         20      0.271       0.45      0.356        0.1\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls    labels  img_size\n",
            "    32/499     2.44G   0.06652   0.02564   0.03506        43       448: 100% 1/1 [00:00<00:00,  2.90it/s]\n",
            "               Class     Images     Labels          P          R     mAP@.5 mAP@.5:.95: 100% 1/1 [00:00<00:00,  3.11it/s]\n",
            "                 all         20         20      0.428        0.2      0.313     0.0975\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls    labels  img_size\n",
            "    33/499     2.44G   0.05987   0.02391   0.03408        38       448: 100% 1/1 [00:00<00:00,  2.30it/s]\n",
            "               Class     Images     Labels          P          R     mAP@.5 mAP@.5:.95: 100% 1/1 [00:00<00:00,  2.64it/s]\n",
            "                 all         20         20      0.612      0.559      0.381      0.125\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls    labels  img_size\n",
            "    34/499     2.44G   0.06071   0.02942   0.03526        50       448: 100% 1/1 [00:00<00:00,  3.62it/s]\n",
            "               Class     Images     Labels          P          R     mAP@.5 mAP@.5:.95: 100% 1/1 [00:00<00:00,  2.72it/s]\n",
            "                 all         20         20      0.427      0.354      0.417      0.122\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls    labels  img_size\n",
            "    35/499     2.44G   0.05886    0.0304   0.03241        51       448: 100% 1/1 [00:00<00:00,  2.64it/s]\n",
            "               Class     Images     Labels          P          R     mAP@.5 mAP@.5:.95: 100% 1/1 [00:00<00:00,  3.00it/s]\n",
            "                 all         20         20       0.12       0.35      0.256      0.115\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls    labels  img_size\n",
            "    36/499     2.44G    0.0614   0.02269   0.03206        42       448: 100% 1/1 [00:00<00:00,  4.96it/s]\n",
            "               Class     Images     Labels          P          R     mAP@.5 mAP@.5:.95: 100% 1/1 [00:00<00:00,  2.98it/s]\n",
            "                 all         20         20      0.503      0.575      0.467      0.138\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls    labels  img_size\n",
            "    37/499     2.44G    0.0664   0.02212   0.03517        40       448: 100% 1/1 [00:00<00:00,  1.66it/s]\n",
            "               Class     Images     Labels          P          R     mAP@.5 mAP@.5:.95: 100% 1/1 [00:00<00:00,  3.18it/s]\n",
            "                 all         20         20        0.6      0.736      0.618      0.212\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls    labels  img_size\n",
            "    38/499     2.44G   0.05719   0.03423   0.03293        59       448: 100% 1/1 [00:00<00:00,  4.78it/s]\n",
            "               Class     Images     Labels          P          R     mAP@.5 mAP@.5:.95: 100% 1/1 [00:00<00:00,  4.49it/s]\n",
            "                 all         20         20      0.161       0.25      0.191     0.0399\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls    labels  img_size\n",
            "    39/499     2.44G   0.05875   0.02642   0.02713        48       448: 100% 1/1 [00:00<00:00,  1.87it/s]\n",
            "               Class     Images     Labels          P          R     mAP@.5 mAP@.5:.95: 100% 1/1 [00:00<00:00,  4.05it/s]\n",
            "                 all         20         20      0.431        0.7      0.706      0.189\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls    labels  img_size\n",
            "    40/499     2.44G   0.05451   0.02408   0.03108        41       448: 100% 1/1 [00:00<00:00,  4.73it/s]\n",
            "               Class     Images     Labels          P          R     mAP@.5 mAP@.5:.95: 100% 1/1 [00:00<00:00,  4.44it/s]\n",
            "                 all         20         20      0.444       0.85      0.609      0.185\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls    labels  img_size\n",
            "    41/499     2.44G   0.05846   0.02422   0.02848        45       448: 100% 1/1 [00:00<00:00,  1.46it/s]\n",
            "               Class     Images     Labels          P          R     mAP@.5 mAP@.5:.95: 100% 1/1 [00:00<00:00,  3.61it/s]\n",
            "                 all         20         20      0.542        0.6      0.509      0.186\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls    labels  img_size\n",
            "    42/499     2.44G   0.05847   0.02184   0.03262        42       448: 100% 1/1 [00:00<00:00,  3.54it/s]\n",
            "               Class     Images     Labels          P          R     mAP@.5 mAP@.5:.95: 100% 1/1 [00:00<00:00,  2.78it/s]\n",
            "                 all         20         20      0.549      0.597      0.546      0.185\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls    labels  img_size\n",
            "    43/499     2.44G   0.05292   0.02249   0.03148        41       448: 100% 1/1 [00:00<00:00,  1.53it/s]\n",
            "               Class     Images     Labels          P          R     mAP@.5 mAP@.5:.95: 100% 1/1 [00:00<00:00,  2.59it/s]\n",
            "                 all         20         20      0.445      0.623      0.636      0.237\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls    labels  img_size\n",
            "    44/499     2.44G   0.06416   0.02372   0.02969        48       448: 100% 1/1 [00:00<00:00,  5.07it/s]\n",
            "               Class     Images     Labels          P          R     mAP@.5 mAP@.5:.95: 100% 1/1 [00:00<00:00,  4.40it/s]\n",
            "                 all         20         20      0.249      0.582      0.529       0.19\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls    labels  img_size\n",
            "    45/499     2.44G   0.05464   0.02111   0.02881        41       448: 100% 1/1 [00:00<00:00,  2.27it/s]\n",
            "               Class     Images     Labels          P          R     mAP@.5 mAP@.5:.95: 100% 1/1 [00:00<00:00,  2.76it/s]\n",
            "                 all         20         20      0.662      0.663      0.761       0.29\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls    labels  img_size\n",
            "    46/499     2.44G   0.05647   0.02608   0.02677        51       448: 100% 1/1 [00:00<00:00,  5.10it/s]\n",
            "               Class     Images     Labels          P          R     mAP@.5 mAP@.5:.95: 100% 1/1 [00:00<00:00,  2.77it/s]\n",
            "                 all         20         20      0.846       0.45      0.706      0.292\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls    labels  img_size\n",
            "    47/499     2.44G    0.0531   0.02184    0.0251        43       448: 100% 1/1 [00:00<00:00,  5.56it/s]\n",
            "               Class     Images     Labels          P          R     mAP@.5 mAP@.5:.95: 100% 1/1 [00:00<00:00,  3.36it/s]\n",
            "                 all         20         20      0.804      0.633      0.723      0.268\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls    labels  img_size\n",
            "    48/499     2.44G   0.05472   0.02243   0.02573        49       448: 100% 1/1 [00:00<00:00,  3.89it/s]\n",
            "               Class     Images     Labels          P          R     mAP@.5 mAP@.5:.95: 100% 1/1 [00:00<00:00,  3.31it/s]\n",
            "                 all         20         20      0.506      0.636      0.566      0.238\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls    labels  img_size\n",
            "    49/499     2.44G   0.05706   0.01945   0.02617        40       448: 100% 1/1 [00:00<00:00,  2.22it/s]\n",
            "               Class     Images     Labels          P          R     mAP@.5 mAP@.5:.95: 100% 1/1 [00:00<00:00,  3.63it/s]\n",
            "                 all         20         20      0.633        0.5      0.624      0.155\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls    labels  img_size\n",
            "    50/499     2.44G   0.06596    0.0245   0.02569        55       448: 100% 1/1 [00:00<00:00,  2.71it/s]\n",
            "               Class     Images     Labels          P          R     mAP@.5 mAP@.5:.95: 100% 1/1 [00:00<00:00,  2.99it/s]\n",
            "                 all         20         20      0.807        0.6      0.782       0.35\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls    labels  img_size\n",
            "    51/499     2.44G   0.05108   0.02165     0.025        44       448: 100% 1/1 [00:00<00:00,  2.73it/s]\n",
            "               Class     Images     Labels          P          R     mAP@.5 mAP@.5:.95: 100% 1/1 [00:00<00:00,  2.80it/s]\n",
            "                 all         20         20      0.582      0.483       0.59      0.261\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls    labels  img_size\n",
            "    52/499     2.44G    0.0503   0.02532   0.01983        55       448: 100% 1/1 [00:00<00:00,  5.10it/s]\n",
            "               Class     Images     Labels          P          R     mAP@.5 mAP@.5:.95: 100% 1/1 [00:00<00:00,  2.99it/s]\n",
            "                 all         20         20      0.632      0.591      0.634      0.231\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls    labels  img_size\n",
            "    53/499     2.44G    0.0547   0.01795   0.02117        41       448: 100% 1/1 [00:00<00:00,  1.53it/s]\n",
            "               Class     Images     Labels          P          R     mAP@.5 mAP@.5:.95: 100% 1/1 [00:00<00:00,  4.49it/s]\n",
            "                 all         20         20       0.65      0.581      0.601      0.237\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls    labels  img_size\n",
            "    54/499     2.44G   0.05339   0.02151   0.01982        47       448: 100% 1/1 [00:00<00:00,  3.74it/s]\n",
            "               Class     Images     Labels          P          R     mAP@.5 mAP@.5:.95: 100% 1/1 [00:00<00:00,  4.62it/s]\n",
            "                 all         20         20      0.502      0.596      0.482      0.123\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls    labels  img_size\n",
            "    55/499     2.44G   0.06169   0.01877   0.02101        45       448: 100% 1/1 [00:00<00:00,  1.24it/s]\n",
            "               Class     Images     Labels          P          R     mAP@.5 mAP@.5:.95: 100% 1/1 [00:00<00:00,  2.69it/s]\n",
            "                 all         20         20      0.611      0.548      0.483      0.199\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls    labels  img_size\n",
            "    56/499     2.44G   0.05606   0.01661   0.02192        37       448: 100% 1/1 [00:00<00:00,  3.63it/s]\n",
            "               Class     Images     Labels          P          R     mAP@.5 mAP@.5:.95: 100% 1/1 [00:00<00:00,  1.90it/s]\n",
            "                 all         20         20      0.307        0.9      0.547      0.259\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls    labels  img_size\n",
            "    57/499     2.44G   0.05784   0.01674   0.02358        36       448: 100% 1/1 [00:01<00:00,  1.47s/it]\n",
            "               Class     Images     Labels          P          R     mAP@.5 mAP@.5:.95: 100% 1/1 [00:00<00:00,  2.91it/s]\n",
            "                 all         20         20      0.712       0.65      0.715       0.31\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls    labels  img_size\n",
            "    58/499     2.44G    0.0581   0.02082   0.02003        51       448: 100% 1/1 [00:00<00:00,  4.47it/s]\n",
            "               Class     Images     Labels          P          R     mAP@.5 mAP@.5:.95: 100% 1/1 [00:00<00:00,  2.76it/s]\n",
            "                 all         20         20      0.328       0.95      0.564       0.26\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls    labels  img_size\n",
            "    59/499     2.44G   0.05218   0.01544   0.02225        36       448: 100% 1/1 [00:00<00:00,  1.50it/s]\n",
            "               Class     Images     Labels          P          R     mAP@.5 mAP@.5:.95: 100% 1/1 [00:00<00:00,  2.72it/s]\n",
            "                 all         20         20      0.377        0.9      0.717      0.316\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls    labels  img_size\n",
            "    60/499     2.44G   0.05403   0.01555   0.01891        38       448: 100% 1/1 [00:00<00:00,  4.37it/s]\n",
            "               Class     Images     Labels          P          R     mAP@.5 mAP@.5:.95: 100% 1/1 [00:00<00:00,  4.24it/s]\n",
            "                 all         20         20      0.346      0.959      0.649      0.255\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls    labels  img_size\n",
            "    61/499     2.44G   0.05073   0.01864   0.02201        44       448: 100% 1/1 [00:00<00:00,  1.13it/s]\n",
            "               Class     Images     Labels          P          R     mAP@.5 mAP@.5:.95: 100% 1/1 [00:00<00:00,  2.67it/s]\n",
            "                 all         20         20       0.36       0.95      0.673      0.301\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls    labels  img_size\n",
            "    62/499     2.44G   0.05088   0.01787   0.01918        45       448: 100% 1/1 [00:00<00:00,  3.11it/s]\n",
            "               Class     Images     Labels          P          R     mAP@.5 mAP@.5:.95: 100% 1/1 [00:00<00:00,  2.55it/s]\n",
            "                 all         20         20      0.268       0.85      0.518      0.185\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls    labels  img_size\n",
            "    63/499     2.44G   0.05623   0.01616   0.01999        39       448: 100% 1/1 [00:00<00:00,  1.71it/s]\n",
            "               Class     Images     Labels          P          R     mAP@.5 mAP@.5:.95: 100% 1/1 [00:00<00:00,  3.23it/s]\n",
            "                 all         20         20      0.405       0.95      0.771      0.262\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls    labels  img_size\n",
            "    64/499     2.44G   0.04918   0.01595   0.01734        39       448: 100% 1/1 [00:00<00:00,  3.60it/s]\n",
            "               Class     Images     Labels          P          R     mAP@.5 mAP@.5:.95: 100% 1/1 [00:00<00:00,  4.04it/s]\n",
            "                 all         20         20      0.596       0.65      0.694      0.333\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls    labels  img_size\n",
            "    65/499     2.44G   0.05483    0.0187    0.0182        49       448: 100% 1/1 [00:00<00:00,  2.80it/s]\n",
            "               Class     Images     Labels          P          R     mAP@.5 mAP@.5:.95: 100% 1/1 [00:00<00:00,  4.11it/s]\n",
            "                 all         20         20      0.368       0.85      0.634      0.237\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls    labels  img_size\n",
            "    66/499     2.44G   0.04878   0.01436   0.01518        39       448: 100% 1/1 [00:00<00:00,  3.12it/s]\n",
            "               Class     Images     Labels          P          R     mAP@.5 mAP@.5:.95: 100% 1/1 [00:00<00:00,  3.24it/s]\n",
            "                 all         20         20      0.476       0.82      0.809      0.273\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls    labels  img_size\n",
            "    67/499     2.44G   0.05268   0.02073   0.01689        55       448: 100% 1/1 [00:00<00:00,  1.38it/s]\n",
            "               Class     Images     Labels          P          R     mAP@.5 mAP@.5:.95: 100% 1/1 [00:00<00:00,  2.99it/s]\n",
            "                 all         20         20      0.574      0.828      0.675      0.302\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls    labels  img_size\n",
            "    68/499     2.44G   0.05637   0.01524   0.01632        45       448: 100% 1/1 [00:00<00:00,  4.26it/s]\n",
            "               Class     Images     Labels          P          R     mAP@.5 mAP@.5:.95: 100% 1/1 [00:00<00:00,  2.99it/s]\n",
            "                 all         20         20      0.559       0.85      0.697      0.298\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls    labels  img_size\n",
            "    69/499     2.44G   0.05716   0.01629   0.01511        44       448: 100% 1/1 [00:00<00:00,  1.51it/s]\n",
            "               Class     Images     Labels          P          R     mAP@.5 mAP@.5:.95: 100% 1/1 [00:00<00:00,  2.63it/s]\n",
            "                 all         20         20      0.438      0.758      0.636      0.183\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls    labels  img_size\n",
            "    70/499     2.44G   0.06237   0.01519   0.01352        45       448: 100% 1/1 [00:00<00:00,  4.20it/s]\n",
            "               Class     Images     Labels          P          R     mAP@.5 mAP@.5:.95: 100% 1/1 [00:00<00:00,  3.16it/s]\n",
            "                 all         20         20      0.462      0.863      0.663      0.294\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls    labels  img_size\n",
            "    71/499     2.44G   0.05179   0.01855   0.01502        51       448: 100% 1/1 [00:00<00:00,  1.97it/s]\n",
            "               Class     Images     Labels          P          R     mAP@.5 mAP@.5:.95: 100% 1/1 [00:00<00:00,  3.83it/s]\n",
            "                 all         20         20       0.53      0.798      0.726      0.293\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls    labels  img_size\n",
            "    72/499     2.44G   0.05985   0.01714   0.01568        49       448: 100% 1/1 [00:00<00:00,  3.21it/s]\n",
            "               Class     Images     Labels          P          R     mAP@.5 mAP@.5:.95: 100% 1/1 [00:00<00:00,  3.24it/s]\n",
            "                 all         20         20      0.396      0.789      0.636       0.28\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls    labels  img_size\n",
            "    73/499     2.44G   0.04762   0.01697   0.01569        44       448: 100% 1/1 [00:00<00:00,  1.48it/s]\n",
            "               Class     Images     Labels          P          R     mAP@.5 mAP@.5:.95: 100% 1/1 [00:00<00:00,  3.11it/s]\n",
            "                 all         20         20      0.474       0.75      0.793       0.37\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls    labels  img_size\n",
            "    74/499     2.44G   0.05676    0.0159   0.01375        47       448: 100% 1/1 [00:00<00:00,  3.78it/s]\n",
            "               Class     Images     Labels          P          R     mAP@.5 mAP@.5:.95: 100% 1/1 [00:00<00:00,  3.56it/s]\n",
            "                 all         20         20      0.565        0.7      0.624      0.223\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls    labels  img_size\n",
            "    75/499     2.44G   0.05578   0.01431   0.01547        43       448: 100% 1/1 [00:00<00:00,  2.88it/s]\n",
            "               Class     Images     Labels          P          R     mAP@.5 mAP@.5:.95: 100% 1/1 [00:00<00:00,  2.75it/s]\n",
            "                 all         20         20      0.517      0.877      0.719      0.278\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls    labels  img_size\n",
            "    76/499     2.44G   0.05211   0.01398   0.01172        41       448: 100% 1/1 [00:00<00:00,  3.56it/s]\n",
            "               Class     Images     Labels          P          R     mAP@.5 mAP@.5:.95: 100% 1/1 [00:00<00:00,  3.11it/s]\n",
            "                 all         20         20      0.708      0.776      0.798      0.294\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls    labels  img_size\n",
            "    77/499     2.44G   0.05185   0.01744   0.01295        48       448: 100% 1/1 [00:00<00:00,  2.29it/s]\n",
            "               Class     Images     Labels          P          R     mAP@.5 mAP@.5:.95: 100% 1/1 [00:00<00:00,  2.85it/s]\n",
            "                 all         20         20      0.425       0.75      0.624      0.242\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls    labels  img_size\n",
            "    78/499     2.44G   0.05254   0.01242   0.01355        36       448: 100% 1/1 [00:00<00:00,  5.28it/s]\n",
            "               Class     Images     Labels          P          R     mAP@.5 mAP@.5:.95: 100% 1/1 [00:00<00:00,  2.54it/s]\n",
            "                 all         20         20      0.533        0.9      0.714      0.261\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls    labels  img_size\n",
            "    79/499     2.44G    0.0555   0.01384   0.01337        41       448: 100% 1/1 [00:00<00:00,  1.82it/s]\n",
            "               Class     Images     Labels          P          R     mAP@.5 mAP@.5:.95: 100% 1/1 [00:00<00:00,  2.86it/s]\n",
            "                 all         20         20      0.561        0.7      0.773      0.337\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls    labels  img_size\n",
            "    80/499     2.44G   0.05165   0.01627   0.01272        48       448: 100% 1/1 [00:00<00:00,  3.63it/s]\n",
            "               Class     Images     Labels          P          R     mAP@.5 mAP@.5:.95: 100% 1/1 [00:00<00:00,  2.90it/s]\n",
            "                 all         20         20      0.482      0.754      0.673       0.35\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls    labels  img_size\n",
            "    81/499     2.44G   0.04831   0.01351   0.01444        40       448: 100% 1/1 [00:00<00:00,  3.08it/s]\n",
            "               Class     Images     Labels          P          R     mAP@.5 mAP@.5:.95: 100% 1/1 [00:00<00:00,  5.06it/s]\n",
            "                 all         20         20      0.513      0.691      0.571       0.18\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls    labels  img_size\n",
            "    82/499     2.44G   0.05436    0.0148   0.01237        47       448: 100% 1/1 [00:00<00:00,  3.21it/s]\n",
            "               Class     Images     Labels          P          R     mAP@.5 mAP@.5:.95: 100% 1/1 [00:00<00:00,  3.33it/s]\n",
            "                 all         20         20      0.478       0.66      0.588      0.257\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls    labels  img_size\n",
            "    83/499     2.44G   0.04886    0.0142  0.008965        43       448: 100% 1/1 [00:00<00:00,  1.22it/s]\n",
            "               Class     Images     Labels          P          R     mAP@.5 mAP@.5:.95: 100% 1/1 [00:00<00:00,  4.37it/s]\n",
            "                 all         20         20      0.392      0.523      0.513      0.202\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls    labels  img_size\n",
            "    84/499     2.44G   0.04721   0.01246   0.01079        38       448: 100% 1/1 [00:00<00:00,  3.21it/s]\n",
            "               Class     Images     Labels          P          R     mAP@.5 mAP@.5:.95: 100% 1/1 [00:00<00:00,  3.73it/s]\n",
            "                 all         20         20       0.46      0.626      0.572      0.253\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls    labels  img_size\n",
            "    85/499     2.44G   0.04609   0.01492    0.0111        46       448: 100% 1/1 [00:01<00:00,  1.08s/it]\n",
            "               Class     Images     Labels          P          R     mAP@.5 mAP@.5:.95: 100% 1/1 [00:00<00:00,  2.92it/s]\n",
            "                 all         20         20      0.555      0.646      0.548      0.217\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls    labels  img_size\n",
            "    86/499     2.44G   0.05034   0.01399   0.01152        47       448: 100% 1/1 [00:00<00:00,  4.52it/s]\n",
            "               Class     Images     Labels          P          R     mAP@.5 mAP@.5:.95: 100% 1/1 [00:00<00:00,  3.45it/s]\n",
            "                 all         20         20      0.553        0.6       0.65      0.249\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls    labels  img_size\n",
            "    87/499     2.44G   0.05356   0.01455  0.009522        50       448: 100% 1/1 [00:00<00:00,  1.25it/s]\n",
            "               Class     Images     Labels          P          R     mAP@.5 mAP@.5:.95: 100% 1/1 [00:00<00:00,  3.80it/s]\n",
            "                 all         20         20      0.444      0.693      0.684      0.298\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls    labels  img_size\n",
            "    88/499     2.44G   0.05421   0.01477  0.009111        48       448: 100% 1/1 [00:00<00:00,  3.11it/s]\n",
            "               Class     Images     Labels          P          R     mAP@.5 mAP@.5:.95: 100% 1/1 [00:00<00:00,  3.19it/s]\n",
            "                 all         20         20      0.502      0.811      0.716      0.329\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls    labels  img_size\n",
            "    89/499     2.44G   0.05305   0.01382  0.007128        48       448: 100% 1/1 [00:00<00:00,  3.57it/s]\n",
            "               Class     Images     Labels          P          R     mAP@.5 mAP@.5:.95: 100% 1/1 [00:00<00:00,  2.88it/s]\n",
            "                 all         20         20      0.329       0.85      0.439      0.141\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls    labels  img_size\n",
            "    90/499     2.44G   0.05934   0.01516    0.0106        52       448: 100% 1/1 [00:00<00:00,  4.54it/s]\n",
            "               Class     Images     Labels          P          R     mAP@.5 mAP@.5:.95: 100% 1/1 [00:00<00:00,  4.65it/s]\n",
            "                 all         20         20      0.679      0.761      0.836      0.311\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls    labels  img_size\n",
            "    91/499     2.44G   0.04727   0.01277   0.01179        45       448: 100% 1/1 [00:00<00:00,  1.35it/s]\n",
            "               Class     Images     Labels          P          R     mAP@.5 mAP@.5:.95: 100% 1/1 [00:00<00:00,  3.88it/s]\n",
            "                 all         20         20      0.435      0.865      0.796      0.329\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls    labels  img_size\n",
            "    92/499     2.44G   0.04701   0.01212  0.009036        39       448: 100% 1/1 [00:00<00:00,  3.59it/s]\n",
            "               Class     Images     Labels          P          R     mAP@.5 mAP@.5:.95: 100% 1/1 [00:00<00:00,  3.12it/s]\n",
            "                 all         20         20      0.509      0.894       0.84      0.295\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls    labels  img_size\n",
            "    93/499     2.44G   0.05957    0.0134   0.00844        47       448: 100% 1/1 [00:00<00:00,  1.24it/s]\n",
            "               Class     Images     Labels          P          R     mAP@.5 mAP@.5:.95: 100% 1/1 [00:00<00:00,  3.20it/s]\n",
            "                 all         20         20      0.365      0.913      0.737      0.325\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls    labels  img_size\n",
            "    94/499     2.44G   0.05393   0.01222   0.01067        43       448: 100% 1/1 [00:00<00:00,  3.99it/s]\n",
            "               Class     Images     Labels          P          R     mAP@.5 mAP@.5:.95: 100% 1/1 [00:00<00:00,  2.94it/s]\n",
            "                 all         20         20      0.615       0.95       0.86      0.477\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls    labels  img_size\n",
            "    95/499     2.44G   0.04597    0.0116  0.008914        39       448: 100% 1/1 [00:00<00:00,  3.25it/s]\n",
            "               Class     Images     Labels          P          R     mAP@.5 mAP@.5:.95: 100% 1/1 [00:00<00:00,  2.83it/s]\n",
            "                 all         20         20      0.637       0.88      0.743       0.37\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls    labels  img_size\n",
            "    96/499     2.44G    0.0461   0.01494  0.009034        48       448: 100% 1/1 [00:00<00:00,  5.31it/s]\n",
            "               Class     Images     Labels          P          R     mAP@.5 mAP@.5:.95: 100% 1/1 [00:00<00:00,  3.53it/s]\n",
            "                 all         20         20      0.509       0.75      0.655      0.315\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls    labels  img_size\n",
            "    97/499     2.44G   0.05574   0.01411  0.008193        46       448: 100% 1/1 [00:00<00:00,  1.61it/s]\n",
            "               Class     Images     Labels          P          R     mAP@.5 mAP@.5:.95: 100% 1/1 [00:00<00:00,  4.68it/s]\n",
            "                 all         20         20      0.614      0.713      0.686      0.288\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls    labels  img_size\n",
            "    98/499     2.44G   0.04837   0.01675  0.007417        56       448: 100% 1/1 [00:00<00:00,  3.94it/s]\n",
            "               Class     Images     Labels          P          R     mAP@.5 mAP@.5:.95: 100% 1/1 [00:00<00:00,  3.10it/s]\n",
            "                 all         20         20      0.551      0.878      0.713      0.396\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls    labels  img_size\n",
            "    99/499     2.44G   0.04273   0.01477  0.006565        50       448: 100% 1/1 [00:00<00:00,  1.45it/s]\n",
            "               Class     Images     Labels          P          R     mAP@.5 mAP@.5:.95: 100% 1/1 [00:00<00:00,  2.96it/s]\n",
            "                 all         20         20      0.762      0.736      0.753       0.33\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls    labels  img_size\n",
            "   100/499     2.44G   0.05028   0.01159  0.006914        43       448: 100% 1/1 [00:00<00:00,  3.72it/s]\n",
            "               Class     Images     Labels          P          R     mAP@.5 mAP@.5:.95: 100% 1/1 [00:00<00:00,  3.13it/s]\n",
            "                 all         20         20      0.567      0.896      0.795      0.404\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls    labels  img_size\n",
            "   101/499     2.44G   0.04566   0.01468  0.006549        56       448: 100% 1/1 [00:00<00:00,  1.50it/s]\n",
            "               Class     Images     Labels          P          R     mAP@.5 mAP@.5:.95: 100% 1/1 [00:00<00:00,  3.03it/s]\n",
            "                 all         20         20      0.543      0.866      0.804      0.348\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls    labels  img_size\n",
            "   102/499     2.44G   0.04941   0.01408  0.009604        50       448: 100% 1/1 [00:00<00:00,  6.33it/s]\n",
            "               Class     Images     Labels          P          R     mAP@.5 mAP@.5:.95: 100% 1/1 [00:00<00:00,  3.30it/s]\n",
            "                 all         20         20      0.663        0.8       0.82        0.4\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls    labels  img_size\n",
            "   103/499     2.44G   0.05187    0.0119   0.00539        44       448: 100% 1/1 [00:00<00:00,  1.45it/s]\n",
            "               Class     Images     Labels          P          R     mAP@.5 mAP@.5:.95: 100% 1/1 [00:00<00:00,  3.29it/s]\n",
            "                 all         20         20      0.711      0.721      0.727      0.279\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls    labels  img_size\n",
            "   104/499     2.44G   0.04663   0.01175  0.009649        45       448: 100% 1/1 [00:00<00:00,  5.19it/s]\n",
            "               Class     Images     Labels          P          R     mAP@.5 mAP@.5:.95: 100% 1/1 [00:00<00:00,  3.37it/s]\n",
            "                 all         20         20      0.716      0.716       0.76      0.376\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls    labels  img_size\n",
            "   105/499     2.44G   0.04332   0.01028  0.007233        40       448: 100% 1/1 [00:00<00:00,  3.05it/s]\n",
            "               Class     Images     Labels          P          R     mAP@.5 mAP@.5:.95: 100% 1/1 [00:00<00:00,  2.87it/s]\n",
            "                 all         20         20      0.664      0.793      0.781      0.439\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls    labels  img_size\n",
            "   106/499     2.44G   0.04264   0.01134  0.007283        41       448: 100% 1/1 [00:00<00:00,  3.79it/s]\n",
            "               Class     Images     Labels          P          R     mAP@.5 mAP@.5:.95: 100% 1/1 [00:00<00:00,  3.62it/s]\n",
            "                 all         20         20      0.739      0.868      0.874      0.521\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls    labels  img_size\n",
            "   107/499     2.44G   0.03828   0.01159  0.009334        43       448: 100% 1/1 [00:00<00:00,  2.48it/s]\n",
            "               Class     Images     Labels          P          R     mAP@.5 mAP@.5:.95: 100% 1/1 [00:00<00:00,  2.64it/s]\n",
            "                 all         20         20       0.56        0.9      0.703      0.395\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls    labels  img_size\n",
            "   108/499     2.44G   0.04453    0.0129  0.005464        50       448: 100% 1/1 [00:00<00:00,  5.34it/s]\n",
            "               Class     Images     Labels          P          R     mAP@.5 mAP@.5:.95: 100% 1/1 [00:00<00:00,  4.90it/s]\n",
            "                 all         20         20      0.629      0.813      0.801      0.398\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls    labels  img_size\n",
            "   109/499     2.44G   0.03931   0.01194   0.00585        45       448: 100% 1/1 [00:00<00:00,  1.09it/s]\n",
            "               Class     Images     Labels          P          R     mAP@.5 mAP@.5:.95: 100% 1/1 [00:00<00:00,  4.47it/s]\n",
            "                 all         20         20      0.587        0.7      0.805      0.404\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls    labels  img_size\n",
            "   110/499     2.44G   0.04345   0.01087  0.008657        37       448: 100% 1/1 [00:00<00:00,  3.59it/s]\n",
            "               Class     Images     Labels          P          R     mAP@.5 mAP@.5:.95: 100% 1/1 [00:00<00:00,  3.18it/s]\n",
            "                 all         20         20      0.634      0.989      0.908      0.501\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls    labels  img_size\n",
            "   111/499     2.44G   0.03717   0.01189  0.006272        45       448: 100% 1/1 [00:00<00:00,  1.39it/s]\n",
            "               Class     Images     Labels          P          R     mAP@.5 mAP@.5:.95: 100% 1/1 [00:00<00:00,  2.63it/s]\n",
            "                 all         20         20      0.675      0.806      0.885      0.522\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls    labels  img_size\n",
            "   112/499     2.44G   0.04298  0.008757  0.007226        35       448: 100% 1/1 [00:00<00:00,  4.65it/s]\n",
            "               Class     Images     Labels          P          R     mAP@.5 mAP@.5:.95: 100% 1/1 [00:00<00:00,  3.04it/s]\n",
            "                 all         20         20      0.637      0.975      0.893      0.495\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls    labels  img_size\n",
            "   113/499     2.44G   0.04201   0.01168   0.00607        44       448: 100% 1/1 [00:00<00:00,  2.70it/s]\n",
            "               Class     Images     Labels          P          R     mAP@.5 mAP@.5:.95: 100% 1/1 [00:00<00:00,  4.49it/s]\n",
            "                 all         20         20      0.735        0.7      0.847      0.463\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls    labels  img_size\n",
            "   114/499     2.44G   0.04185  0.008499   0.00719        32       448: 100% 1/1 [00:00<00:00,  4.33it/s]\n",
            "               Class     Images     Labels          P          R     mAP@.5 mAP@.5:.95: 100% 1/1 [00:00<00:00,  2.85it/s]\n",
            "                 all         20         20      0.623      0.653      0.835      0.415\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls    labels  img_size\n",
            "   115/499     2.44G   0.04816   0.01062   0.01217        42       448: 100% 1/1 [00:00<00:00,  2.30it/s]\n",
            "               Class     Images     Labels          P          R     mAP@.5 mAP@.5:.95: 100% 1/1 [00:00<00:00,  2.74it/s]\n",
            "                 all         20         20      0.665        0.6      0.604      0.289\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls    labels  img_size\n",
            "   116/499     2.44G   0.05108   0.01286  0.008885        50       448: 100% 1/1 [00:00<00:00,  4.85it/s]\n",
            "               Class     Images     Labels          P          R     mAP@.5 mAP@.5:.95: 100% 1/1 [00:00<00:00,  2.93it/s]\n",
            "                 all         20         20      0.749      0.566      0.695      0.331\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls    labels  img_size\n",
            "   117/499     2.44G   0.04936   0.01413    0.0117        51       448: 100% 1/1 [00:00<00:00,  1.78it/s]\n",
            "               Class     Images     Labels          P          R     mAP@.5 mAP@.5:.95: 100% 1/1 [00:00<00:00,  3.48it/s]\n",
            "                 all         20         20      0.743       0.45      0.656      0.386\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls    labels  img_size\n",
            "   118/499     2.44G   0.04023  0.009137   0.01012        33       448: 100% 1/1 [00:00<00:00,  4.51it/s]\n",
            "               Class     Images     Labels          P          R     mAP@.5 mAP@.5:.95: 100% 1/1 [00:00<00:00,  4.00it/s]\n",
            "                 all         20         20      0.674      0.774      0.819      0.468\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls    labels  img_size\n",
            "   119/499     2.44G   0.03657    0.0113  0.007556        39       448: 100% 1/1 [00:00<00:00,  1.37it/s]\n",
            "               Class     Images     Labels          P          R     mAP@.5 mAP@.5:.95: 100% 1/1 [00:00<00:00,  2.56it/s]\n",
            "                 all         20         20      0.667      0.865      0.824      0.395\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls    labels  img_size\n",
            "   120/499     2.44G   0.03617  0.009809  0.007398        38       448: 100% 1/1 [00:00<00:00,  3.70it/s]\n",
            "               Class     Images     Labels          P          R     mAP@.5 mAP@.5:.95: 100% 1/1 [00:00<00:00,  3.17it/s]\n",
            "                 all         20         20      0.642      0.773      0.838      0.445\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls    labels  img_size\n",
            "   121/499     2.44G   0.03559   0.01106  0.007362        47       448: 100% 1/1 [00:00<00:00,  1.51it/s]\n",
            "               Class     Images     Labels          P          R     mAP@.5 mAP@.5:.95: 100% 1/1 [00:00<00:00,  3.86it/s]\n",
            "                 all         20         20      0.555      0.763      0.792      0.404\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls    labels  img_size\n",
            "   122/499     2.44G   0.03675   0.01232  0.007104        51       448: 100% 1/1 [00:00<00:00,  4.31it/s]\n",
            "               Class     Images     Labels          P          R     mAP@.5 mAP@.5:.95: 100% 1/1 [00:00<00:00,  4.83it/s]\n",
            "                 all         20         20      0.558        0.9      0.761      0.472\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls    labels  img_size\n",
            "   123/499     2.44G   0.04307   0.01029  0.008336        39       448: 100% 1/1 [00:00<00:00,  1.79it/s]\n",
            "               Class     Images     Labels          P          R     mAP@.5 mAP@.5:.95: 100% 1/1 [00:00<00:00,  2.90it/s]\n",
            "                 all         20         20      0.773      0.942      0.951      0.436\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls    labels  img_size\n",
            "   124/499     2.44G   0.04449   0.01056   0.00806        41       448: 100% 1/1 [00:00<00:00,  4.39it/s]\n",
            "               Class     Images     Labels          P          R     mAP@.5 mAP@.5:.95: 100% 1/1 [00:00<00:00,  4.02it/s]\n",
            "                 all         20         20      0.752      0.913      0.903      0.481\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls    labels  img_size\n",
            "   125/499     2.44G   0.03597  0.009226  0.006753        38       448: 100% 1/1 [00:00<00:00,  1.61it/s]\n",
            "               Class     Images     Labels          P          R     mAP@.5 mAP@.5:.95: 100% 1/1 [00:00<00:00,  3.25it/s]\n",
            "                 all         20         20      0.825        0.9      0.905      0.481\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls    labels  img_size\n",
            "   126/499     2.44G   0.03622   0.01066  0.005274        46       448: 100% 1/1 [00:00<00:00,  4.11it/s]\n",
            "               Class     Images     Labels          P          R     mAP@.5 mAP@.5:.95: 100% 1/1 [00:00<00:00,  2.86it/s]\n",
            "                 all         20         20      0.491      0.858      0.733      0.417\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls    labels  img_size\n",
            "   127/499     2.44G   0.04189   0.01119  0.004696        46       448: 100% 1/1 [00:00<00:00,  2.06it/s]\n",
            "               Class     Images     Labels          P          R     mAP@.5 mAP@.5:.95: 100% 1/1 [00:00<00:00,  2.95it/s]\n",
            "                 all         20         20      0.807      0.914      0.966      0.472\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls    labels  img_size\n",
            "   128/499     2.44G    0.0428  0.008116   0.01278        31       448: 100% 1/1 [00:00<00:00,  3.35it/s]\n",
            "               Class     Images     Labels          P          R     mAP@.5 mAP@.5:.95: 100% 1/1 [00:00<00:00,  4.10it/s]\n",
            "                 all         20         20      0.707      0.901      0.938      0.508\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls    labels  img_size\n",
            "   129/499     2.44G   0.03737  0.009706  0.006802        44       448: 100% 1/1 [00:00<00:00,  1.67it/s]\n",
            "               Class     Images     Labels          P          R     mAP@.5 mAP@.5:.95: 100% 1/1 [00:00<00:00,  3.24it/s]\n",
            "                 all         20         20      0.509      0.946      0.724      0.403\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls    labels  img_size\n",
            "   130/499     2.44G   0.04204   0.01562  0.008123        57       448: 100% 1/1 [00:00<00:00,  4.31it/s]\n",
            "               Class     Images     Labels          P          R     mAP@.5 mAP@.5:.95: 100% 1/1 [00:00<00:00,  3.74it/s]\n",
            "                 all         20         20      0.862      0.878      0.938      0.545\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls    labels  img_size\n",
            "   131/499     2.44G    0.0373   0.01022  0.006707        40       448: 100% 1/1 [00:00<00:00,  3.57it/s]\n",
            "               Class     Images     Labels          P          R     mAP@.5 mAP@.5:.95: 100% 1/1 [00:00<00:00,  2.77it/s]\n",
            "                 all         20         20        0.7      0.996      0.863      0.554\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls    labels  img_size\n",
            "   132/499     2.44G   0.03497   0.01154  0.004421        52       448: 100% 1/1 [00:00<00:00,  3.84it/s]\n",
            "               Class     Images     Labels          P          R     mAP@.5 mAP@.5:.95: 100% 1/1 [00:00<00:00,  2.86it/s]\n",
            "                 all         20         20      0.902      0.997      0.966       0.52\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls    labels  img_size\n",
            "   133/499     2.44G   0.03378  0.008486  0.004696        36       448: 100% 1/1 [00:00<00:00,  2.61it/s]\n",
            "               Class     Images     Labels          P          R     mAP@.5 mAP@.5:.95: 100% 1/1 [00:00<00:00,  2.94it/s]\n",
            "                 all         20         20      0.739          1      0.935      0.554\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls    labels  img_size\n",
            "   134/499     2.44G   0.03582  0.009904  0.008197        42       448: 100% 1/1 [00:00<00:00,  4.89it/s]\n",
            "               Class     Images     Labels          P          R     mAP@.5 mAP@.5:.95: 100% 1/1 [00:00<00:00,  2.91it/s]\n",
            "                 all         20         20      0.713          1      0.934      0.523\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls    labels  img_size\n",
            "   135/499     2.44G   0.03627   0.01182  0.006135        52       448: 100% 1/1 [00:00<00:00,  3.84it/s]\n",
            "               Class     Images     Labels          P          R     mAP@.5 mAP@.5:.95: 100% 1/1 [00:00<00:00,  3.35it/s]\n",
            "                 all         20         20      0.631          1      0.927      0.535\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls    labels  img_size\n",
            "   136/499     2.44G   0.03438    0.0112  0.006503        47       448: 100% 1/1 [00:00<00:00,  3.65it/s]\n",
            "               Class     Images     Labels          P          R     mAP@.5 mAP@.5:.95: 100% 1/1 [00:00<00:00,  3.17it/s]\n",
            "                 all         20         20      0.844        0.9      0.952       0.62\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls    labels  img_size\n",
            "   137/499     2.44G   0.03591   0.01051  0.005838        48       448: 100% 1/1 [00:00<00:00,  2.02it/s]\n",
            "               Class     Images     Labels          P          R     mAP@.5 mAP@.5:.95: 100% 1/1 [00:00<00:00,  2.68it/s]\n",
            "                 all         20         20      0.815      0.934      0.926      0.597\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls    labels  img_size\n",
            "   138/499     2.44G   0.03522   0.01006  0.003821        44       448: 100% 1/1 [00:00<00:00,  2.26it/s]\n",
            "               Class     Images     Labels          P          R     mAP@.5 mAP@.5:.95: 100% 1/1 [00:00<00:00,  3.15it/s]\n",
            "                 all         20         20      0.878      0.906      0.966      0.573\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls    labels  img_size\n",
            "   139/499     2.44G   0.03788   0.01138  0.007055        47       448: 100% 1/1 [00:00<00:00,  1.77it/s]\n",
            "               Class     Images     Labels          P          R     mAP@.5 mAP@.5:.95: 100% 1/1 [00:00<00:00,  2.90it/s]\n",
            "                 all         20         20      0.666      0.883      0.843      0.514\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls    labels  img_size\n",
            "   140/499     2.44G   0.03655  0.009201  0.006017        43       448: 100% 1/1 [00:00<00:00,  4.61it/s]\n",
            "               Class     Images     Labels          P          R     mAP@.5 mAP@.5:.95: 100% 1/1 [00:00<00:00,  4.38it/s]\n",
            "                 all         20         20      0.811      0.936      0.978      0.603\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls    labels  img_size\n",
            "   141/499     2.44G   0.03236  0.009526   0.00469        41       448: 100% 1/1 [00:00<00:00,  1.43it/s]\n",
            "               Class     Images     Labels          P          R     mAP@.5 mAP@.5:.95: 100% 1/1 [00:00<00:00,  1.89it/s]\n",
            "                 all         20         20      0.813          1      0.954      0.695\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls    labels  img_size\n",
            "   142/499     2.44G   0.02962   0.01172  0.004924        50       448: 100% 1/1 [00:00<00:00,  2.05it/s]\n",
            "               Class     Images     Labels          P          R     mAP@.5 mAP@.5:.95: 100% 1/1 [00:00<00:00,  1.64it/s]\n",
            "                 all         20         20       0.79      0.961      0.952      0.641\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls    labels  img_size\n",
            "   143/499     2.44G   0.03657   0.01086  0.009571        43       448: 100% 1/1 [00:00<00:00,  3.25it/s]\n",
            "               Class     Images     Labels          P          R     mAP@.5 mAP@.5:.95: 100% 1/1 [00:00<00:00,  2.92it/s]\n",
            "                 all         20         20      0.738      0.974      0.944      0.536\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls    labels  img_size\n",
            "   144/499     2.44G   0.03449   0.01013  0.004906        46       448: 100% 1/1 [00:00<00:00,  5.75it/s]\n",
            "               Class     Images     Labels          P          R     mAP@.5 mAP@.5:.95: 100% 1/1 [00:00<00:00,  2.72it/s]\n",
            "                 all         20         20      0.808      0.966      0.937      0.637\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls    labels  img_size\n",
            "   145/499     2.44G   0.02903    0.0105  0.005812        45       448: 100% 1/1 [00:00<00:00,  1.34it/s]\n",
            "               Class     Images     Labels          P          R     mAP@.5 mAP@.5:.95: 100% 1/1 [00:00<00:00,  2.95it/s]\n",
            "                 all         20         20      0.821      0.998      0.956      0.659\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls    labels  img_size\n",
            "   146/499     2.44G   0.03098  0.009911  0.005563        42       448: 100% 1/1 [00:00<00:00,  3.27it/s]\n",
            "               Class     Images     Labels          P          R     mAP@.5 mAP@.5:.95: 100% 1/1 [00:00<00:00,  2.72it/s]\n",
            "                 all         20         20      0.782          1      0.919      0.575\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls    labels  img_size\n",
            "   147/499     2.44G   0.03484   0.01007  0.004516        39       448: 100% 1/1 [00:00<00:00,  4.09it/s]\n",
            "               Class     Images     Labels          P          R     mAP@.5 mAP@.5:.95: 100% 1/1 [00:00<00:00,  2.92it/s]\n",
            "                 all         20         20      0.885          1      0.995      0.633\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls    labels  img_size\n",
            "   148/499     2.44G   0.03486   0.01131  0.004338        50       448: 100% 1/1 [00:00<00:00,  4.02it/s]\n",
            "               Class     Images     Labels          P          R     mAP@.5 mAP@.5:.95: 100% 1/1 [00:00<00:00,  3.21it/s]\n",
            "                 all         20         20      0.861      0.965      0.995        0.6\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls    labels  img_size\n",
            "   149/499     2.44G   0.03815   0.01242  0.005908        53       448: 100% 1/1 [00:00<00:00,  2.71it/s]\n",
            "               Class     Images     Labels          P          R     mAP@.5 mAP@.5:.95: 100% 1/1 [00:00<00:00,  2.62it/s]\n",
            "                 all         20         20      0.807          1      0.956       0.59\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls    labels  img_size\n",
            "   150/499     2.44G   0.03379   0.00937  0.006172        40       448: 100% 1/1 [00:00<00:00,  3.21it/s]\n",
            "               Class     Images     Labels          P          R     mAP@.5 mAP@.5:.95: 100% 1/1 [00:00<00:00,  2.84it/s]\n",
            "                 all         20         20      0.752      0.989      0.964      0.663\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls    labels  img_size\n",
            "   151/499     2.44G   0.03106   0.01158  0.004178        52       448: 100% 1/1 [00:00<00:00,  1.75it/s]\n",
            "               Class     Images     Labels          P          R     mAP@.5 mAP@.5:.95: 100% 1/1 [00:00<00:00,  3.20it/s]\n",
            "                 all         20         20      0.871      0.952      0.962       0.71\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls    labels  img_size\n",
            "   152/499     2.44G   0.03366   0.01028  0.007221        46       448: 100% 1/1 [00:00<00:00,  4.96it/s]\n",
            "               Class     Images     Labels          P          R     mAP@.5 mAP@.5:.95: 100% 1/1 [00:00<00:00,  3.02it/s]\n",
            "                 all         20         20      0.734       0.95      0.911      0.532\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls    labels  img_size\n",
            "   153/499     2.44G   0.03677  0.009192  0.004622        41       448: 100% 1/1 [00:00<00:00,  2.93it/s]\n",
            "               Class     Images     Labels          P          R     mAP@.5 mAP@.5:.95: 100% 1/1 [00:00<00:00,  2.69it/s]\n",
            "                 all         20         20      0.936      0.967      0.987      0.766\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls    labels  img_size\n",
            "   154/499     2.44G   0.03004   0.01158  0.003856        51       448: 100% 1/1 [00:00<00:00,  4.05it/s]\n",
            "               Class     Images     Labels          P          R     mAP@.5 mAP@.5:.95: 100% 1/1 [00:00<00:00,  3.27it/s]\n",
            "                 all         20         20      0.808      0.963      0.954      0.654\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls    labels  img_size\n",
            "   155/499     2.44G   0.02922   0.01035  0.004631        46       448: 100% 1/1 [00:00<00:00,  3.63it/s]\n",
            "               Class     Images     Labels          P          R     mAP@.5 mAP@.5:.95: 100% 1/1 [00:00<00:00,  3.11it/s]\n",
            "                 all         20         20      0.938      0.978      0.987       0.72\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls    labels  img_size\n",
            "   156/499     2.44G   0.02737   0.01058  0.005563        43       448: 100% 1/1 [00:00<00:00,  4.15it/s]\n",
            "               Class     Images     Labels          P          R     mAP@.5 mAP@.5:.95: 100% 1/1 [00:00<00:00,  4.16it/s]\n",
            "                 all         20         20      0.896      0.984      0.995      0.656\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls    labels  img_size\n",
            "   157/499     2.44G   0.03294  0.008605  0.006392        38       448: 100% 1/1 [00:00<00:00,  3.03it/s]\n",
            "               Class     Images     Labels          P          R     mAP@.5 mAP@.5:.95: 100% 1/1 [00:00<00:00,  4.01it/s]\n",
            "                 all         20         20       0.95          1      0.995      0.629\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls    labels  img_size\n",
            "   158/499     2.44G   0.02969  0.008034  0.003135        37       448: 100% 1/1 [00:00<00:00,  4.18it/s]\n",
            "               Class     Images     Labels          P          R     mAP@.5 mAP@.5:.95: 100% 1/1 [00:00<00:00,  3.07it/s]\n",
            "                 all         20         20      0.744      0.989      0.901      0.605\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls    labels  img_size\n",
            "   159/499     2.44G   0.03402  0.008465  0.004671        43       448: 100% 1/1 [00:00<00:00,  1.49it/s]\n",
            "               Class     Images     Labels          P          R     mAP@.5 mAP@.5:.95: 100% 1/1 [00:00<00:00,  2.91it/s]\n",
            "                 all         20         20      0.919      0.999      0.987      0.661\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls    labels  img_size\n",
            "   160/499     2.44G   0.03193  0.007907  0.003479        38       448: 100% 1/1 [00:00<00:00,  5.05it/s]\n",
            "               Class     Images     Labels          P          R     mAP@.5 mAP@.5:.95: 100% 1/1 [00:00<00:00,  3.49it/s]\n",
            "                 all         20         20      0.909          1      0.961      0.614\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls    labels  img_size\n",
            "   161/499     2.44G   0.03028   0.00738  0.009584        32       448: 100% 1/1 [00:00<00:00,  1.27it/s]\n",
            "               Class     Images     Labels          P          R     mAP@.5 mAP@.5:.95: 100% 1/1 [00:00<00:00,  2.99it/s]\n",
            "                 all         20         20      0.969      0.997      0.995      0.742\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls    labels  img_size\n",
            "   162/499     2.44G   0.03333  0.009052  0.009382        44       448: 100% 1/1 [00:00<00:00,  3.05it/s]\n",
            "               Class     Images     Labels          P          R     mAP@.5 mAP@.5:.95: 100% 1/1 [00:00<00:00,  3.92it/s]\n",
            "                 all         20         20      0.902      0.987       0.97      0.557\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls    labels  img_size\n",
            "   163/499     2.44G   0.03362  0.009471  0.005094        44       448: 100% 1/1 [00:00<00:00,  1.55it/s]\n",
            "               Class     Images     Labels          P          R     mAP@.5 mAP@.5:.95: 100% 1/1 [00:00<00:00,  2.86it/s]\n",
            "                 all         20         20       0.97          1      0.995       0.69\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls    labels  img_size\n",
            "   164/499     2.44G   0.02972  0.009141  0.006593        40       448: 100% 1/1 [00:00<00:00,  3.88it/s]\n",
            "               Class     Images     Labels          P          R     mAP@.5 mAP@.5:.95: 100% 1/1 [00:00<00:00,  2.50it/s]\n",
            "                 all         20         20      0.871          1      0.995      0.703\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls    labels  img_size\n",
            "   165/499     2.44G   0.03315   0.01066  0.005812        42       448: 100% 1/1 [00:00<00:00,  2.67it/s]\n",
            "               Class     Images     Labels          P          R     mAP@.5 mAP@.5:.95: 100% 1/1 [00:00<00:00,  2.90it/s]\n",
            "                 all         20         20      0.879      0.988      0.995      0.674\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls    labels  img_size\n",
            "   166/499     2.44G   0.02877  0.009605  0.003911        46       448: 100% 1/1 [00:00<00:00,  4.48it/s]\n",
            "               Class     Images     Labels          P          R     mAP@.5 mAP@.5:.95: 100% 1/1 [00:00<00:00,  3.61it/s]\n",
            "                 all         20         20       0.94      0.936      0.987      0.672\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls    labels  img_size\n",
            "   167/499     2.44G   0.02893  0.008763  0.004348        45       448: 100% 1/1 [00:00<00:00,  1.64it/s]\n",
            "               Class     Images     Labels          P          R     mAP@.5 mAP@.5:.95: 100% 1/1 [00:00<00:00,  2.70it/s]\n",
            "                 all         20         20      0.866      0.777      0.858      0.469\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls    labels  img_size\n",
            "   168/499     2.44G   0.03041   0.01078  0.003921        46       448: 100% 1/1 [00:00<00:00,  3.27it/s]\n",
            "               Class     Images     Labels          P          R     mAP@.5 mAP@.5:.95: 100% 1/1 [00:00<00:00,  2.97it/s]\n",
            "                 all         20         20       0.68      0.718      0.719      0.415\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls    labels  img_size\n",
            "   169/499     2.44G   0.03411   0.01169  0.006395        47       448: 100% 1/1 [00:00<00:00,  1.92it/s]\n",
            "               Class     Images     Labels          P          R     mAP@.5 mAP@.5:.95: 100% 1/1 [00:00<00:00,  3.92it/s]\n",
            "                 all         20         20      0.807      0.689      0.753       0.37\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls    labels  img_size\n",
            "   170/499     2.44G   0.03574   0.01017  0.007878        48       448: 100% 1/1 [00:00<00:00,  2.92it/s]\n",
            "               Class     Images     Labels          P          R     mAP@.5 mAP@.5:.95: 100% 1/1 [00:00<00:00,  2.94it/s]\n",
            "                 all         20         20      0.825      0.776      0.781      0.444\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls    labels  img_size\n",
            "   171/499     2.44G   0.02968  0.009342  0.005033        43       448: 100% 1/1 [00:00<00:00,  2.12it/s]\n",
            "               Class     Images     Labels          P          R     mAP@.5 mAP@.5:.95: 100% 1/1 [00:00<00:00,  4.04it/s]\n",
            "                 all         20         20      0.853      0.699      0.754      0.426\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls    labels  img_size\n",
            "   172/499     2.44G    0.0335    0.0106  0.004924        49       448: 100% 1/1 [00:00<00:00,  3.28it/s]\n",
            "               Class     Images     Labels          P          R     mAP@.5 mAP@.5:.95: 100% 1/1 [00:00<00:00,  2.60it/s]\n",
            "                 all         20         20      0.828      0.832      0.845      0.512\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls    labels  img_size\n",
            "   173/499     2.44G   0.03274   0.01109  0.004297        51       448: 100% 1/1 [00:00<00:00,  2.45it/s]\n",
            "               Class     Images     Labels          P          R     mAP@.5 mAP@.5:.95: 100% 1/1 [00:00<00:00,  3.00it/s]\n",
            "                 all         20         20       0.97      0.955      0.995      0.684\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls    labels  img_size\n",
            "   174/499     2.44G   0.03194  0.009298  0.002616        39       448: 100% 1/1 [00:00<00:00,  4.08it/s]\n",
            "               Class     Images     Labels          P          R     mAP@.5 mAP@.5:.95: 100% 1/1 [00:00<00:00,  4.85it/s]\n",
            "                 all         20         20      0.976          1      0.995      0.674\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls    labels  img_size\n",
            "   175/499     2.44G   0.03094  0.007879  0.004868        33       448: 100% 1/1 [00:00<00:00,  1.52it/s]\n",
            "               Class     Images     Labels          P          R     mAP@.5 mAP@.5:.95: 100% 1/1 [00:00<00:00,  4.08it/s]\n",
            "                 all         20         20      0.937      0.989      0.995       0.68\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls    labels  img_size\n",
            "   176/499     2.44G    0.0255  0.009809  0.003614        45       448: 100% 1/1 [00:00<00:00,  3.24it/s]\n",
            "               Class     Images     Labels          P          R     mAP@.5 mAP@.5:.95: 100% 1/1 [00:00<00:00,  2.67it/s]\n",
            "                 all         20         20      0.981      0.968      0.995      0.683\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls    labels  img_size\n",
            "   177/499     2.44G   0.02888   0.01024  0.004533        46       448: 100% 1/1 [00:00<00:00,  1.44it/s]\n",
            "               Class     Images     Labels          P          R     mAP@.5 mAP@.5:.95: 100% 1/1 [00:00<00:00,  2.95it/s]\n",
            "                 all         20         20      0.883      0.964      0.995      0.619\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls    labels  img_size\n",
            "   178/499     2.44G   0.02884  0.009042  0.003453        43       448: 100% 1/1 [00:00<00:00,  5.63it/s]\n",
            "               Class     Images     Labels          P          R     mAP@.5 mAP@.5:.95: 100% 1/1 [00:00<00:00,  3.63it/s]\n",
            "                 all         20         20      0.981      0.965      0.995      0.688\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls    labels  img_size\n",
            "   179/499     2.44G   0.02634   0.01102  0.003769        49       448: 100% 1/1 [00:00<00:00,  1.35it/s]\n",
            "               Class     Images     Labels          P          R     mAP@.5 mAP@.5:.95: 100% 1/1 [00:00<00:00,  3.64it/s]\n",
            "                 all         20         20      0.899      0.985      0.995      0.758\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls    labels  img_size\n",
            "   180/499     2.44G   0.02293   0.00812  0.003095        43       448: 100% 1/1 [00:00<00:00,  5.19it/s]\n",
            "               Class     Images     Labels          P          R     mAP@.5 mAP@.5:.95: 100% 1/1 [00:00<00:00,  2.88it/s]\n",
            "                 all         20         20      0.891          1      0.995      0.724\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls    labels  img_size\n",
            "   181/499     2.44G   0.03483  0.008477  0.004314        42       448: 100% 1/1 [00:00<00:00,  1.87it/s]\n",
            "               Class     Images     Labels          P          R     mAP@.5 mAP@.5:.95: 100% 1/1 [00:00<00:00,  2.94it/s]\n",
            "                 all         20         20      0.943          1      0.995      0.752\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls    labels  img_size\n",
            "   182/499     2.44G   0.02487  0.007251  0.003763        36       448: 100% 1/1 [00:00<00:00,  5.00it/s]\n",
            "               Class     Images     Labels          P          R     mAP@.5 mAP@.5:.95: 100% 1/1 [00:00<00:00,  2.68it/s]\n",
            "                 all         20         20      0.944          1      0.995      0.646\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls    labels  img_size\n",
            "   183/499     2.44G   0.03184  0.009467  0.002845        45       448: 100% 1/1 [00:00<00:00,  1.34it/s]\n",
            "               Class     Images     Labels          P          R     mAP@.5 mAP@.5:.95: 100% 1/1 [00:00<00:00,  6.61it/s]\n",
            "                 all         20         20      0.984          1      0.995      0.656\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls    labels  img_size\n",
            "   184/499     2.44G   0.02925  0.008909  0.004561        46       448: 100% 1/1 [00:00<00:00,  3.72it/s]\n",
            "               Class     Images     Labels          P          R     mAP@.5 mAP@.5:.95: 100% 1/1 [00:00<00:00,  3.32it/s]\n",
            "                 all         20         20      0.944          1      0.995      0.678\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls    labels  img_size\n",
            "   185/499     2.44G   0.03026  0.008969  0.003817        40       448: 100% 1/1 [00:00<00:00,  1.08it/s]\n",
            "               Class     Images     Labels          P          R     mAP@.5 mAP@.5:.95: 100% 1/1 [00:00<00:00,  2.64it/s]\n",
            "                 all         20         20       0.98          1      0.995      0.753\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls    labels  img_size\n",
            "   186/499     2.44G   0.02589  0.008385  0.003017        40       448: 100% 1/1 [00:00<00:00,  5.71it/s]\n",
            "               Class     Images     Labels          P          R     mAP@.5 mAP@.5:.95: 100% 1/1 [00:00<00:00,  3.50it/s]\n",
            "                 all         20         20      0.943          1      0.995      0.729\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls    labels  img_size\n",
            "   187/499     2.44G    0.0254  0.009142  0.004693        48       448: 100% 1/1 [00:00<00:00,  1.64it/s]\n",
            "               Class     Images     Labels          P          R     mAP@.5 mAP@.5:.95: 100% 1/1 [00:00<00:00,  3.01it/s]\n",
            "                 all         20         20       0.98          1      0.995      0.751\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls    labels  img_size\n",
            "   188/499     2.44G   0.02756  0.008125  0.002296        43       448: 100% 1/1 [00:00<00:00,  3.71it/s]\n",
            "               Class     Images     Labels          P          R     mAP@.5 mAP@.5:.95: 100% 1/1 [00:00<00:00,  2.78it/s]\n",
            "                 all         20         20      0.983          1      0.995      0.699\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls    labels  img_size\n",
            "   189/499     2.44G   0.02846   0.01163  0.005698        54       448: 100% 1/1 [00:00<00:00,  2.49it/s]\n",
            "               Class     Images     Labels          P          R     mAP@.5 mAP@.5:.95: 100% 1/1 [00:00<00:00,  2.47it/s]\n",
            "                 all         20         20      0.985          1      0.995      0.758\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls    labels  img_size\n",
            "   190/499     2.44G   0.02732  0.008206  0.007038        39       448: 100% 1/1 [00:00<00:00,  3.95it/s]\n",
            "               Class     Images     Labels          P          R     mAP@.5 mAP@.5:.95: 100% 1/1 [00:00<00:00,  4.09it/s]\n",
            "                 all         20         20      0.974      0.995      0.995      0.782\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls    labels  img_size\n",
            "   191/499     2.44G    0.0251   0.01039  0.003261        48       448: 100% 1/1 [00:00<00:00,  3.53it/s]\n",
            "               Class     Images     Labels          P          R     mAP@.5 mAP@.5:.95: 100% 1/1 [00:00<00:00,  4.98it/s]\n",
            "                 all         20         20      0.866      0.931      0.953      0.663\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls    labels  img_size\n",
            "   192/499     2.44G    0.0278  0.009595  0.003986        45       448: 100% 1/1 [00:00<00:00,  3.61it/s]\n",
            "               Class     Images     Labels          P          R     mAP@.5 mAP@.5:.95: 100% 1/1 [00:00<00:00,  2.87it/s]\n",
            "                 all         20         20      0.675      0.979      0.796      0.544\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls    labels  img_size\n",
            "   193/499     2.44G   0.02491  0.007238  0.007646        36       448: 100% 1/1 [00:00<00:00,  1.72it/s]\n",
            "               Class     Images     Labels          P          R     mAP@.5 mAP@.5:.95: 100% 1/1 [00:00<00:00,  3.57it/s]\n",
            "                 all         20         20      0.602       0.75      0.713      0.398\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls    labels  img_size\n",
            "   194/499     2.44G   0.02547  0.008524   0.00624        42       448: 100% 1/1 [00:00<00:00,  4.24it/s]\n",
            "               Class     Images     Labels          P          R     mAP@.5 mAP@.5:.95: 100% 1/1 [00:00<00:00,  3.28it/s]\n",
            "                 all         20         20      0.684       0.67      0.654      0.354\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls    labels  img_size\n",
            "   195/499     2.44G   0.02812   0.01018  0.006229        50       448: 100% 1/1 [00:00<00:00,  1.30it/s]\n",
            "               Class     Images     Labels          P          R     mAP@.5 mAP@.5:.95: 100% 1/1 [00:00<00:00,  4.50it/s]\n",
            "                 all         20         20      0.628      0.706      0.657      0.354\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls    labels  img_size\n",
            "   196/499     2.44G   0.02728  0.008988  0.002777        45       448: 100% 1/1 [00:00<00:00,  3.57it/s]\n",
            "               Class     Images     Labels          P          R     mAP@.5 mAP@.5:.95: 100% 1/1 [00:00<00:00,  3.15it/s]\n",
            "                 all         20         20      0.671      0.641      0.598      0.295\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls    labels  img_size\n",
            "   197/499     2.44G    0.0266   0.01015  0.005334        53       448: 100% 1/1 [00:00<00:00,  2.11it/s]\n",
            "               Class     Images     Labels          P          R     mAP@.5 mAP@.5:.95: 100% 1/1 [00:00<00:00,  3.14it/s]\n",
            "                 all         20         20      0.662      0.737      0.723       0.38\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls    labels  img_size\n",
            "   198/499     2.44G   0.02619   0.01022  0.003824        48       448: 100% 1/1 [00:00<00:00,  4.06it/s]\n",
            "               Class     Images     Labels          P          R     mAP@.5 mAP@.5:.95: 100% 1/1 [00:00<00:00,  2.93it/s]\n",
            "                 all         20         20      0.854      0.625      0.815      0.505\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls    labels  img_size\n",
            "   199/499     2.44G   0.02735  0.008354  0.005684        42       448: 100% 1/1 [00:00<00:00,  1.41it/s]\n",
            "               Class     Images     Labels          P          R     mAP@.5 mAP@.5:.95: 100% 1/1 [00:00<00:00,  4.21it/s]\n",
            "                 all         20         20      0.744        0.8      0.782      0.461\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls    labels  img_size\n",
            "   200/499     2.44G   0.02583   0.00769  0.007643        39       448: 100% 1/1 [00:00<00:00,  3.48it/s]\n",
            "               Class     Images     Labels          P          R     mAP@.5 mAP@.5:.95: 100% 1/1 [00:00<00:00,  2.91it/s]\n",
            "                 all         20         20      0.873      0.827      0.924      0.557\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls    labels  img_size\n",
            "   201/499     2.44G   0.02557  0.007621  0.004383        37       448: 100% 1/1 [00:00<00:00,  1.66it/s]\n",
            "               Class     Images     Labels          P          R     mAP@.5 mAP@.5:.95: 100% 1/1 [00:00<00:00,  3.11it/s]\n",
            "                 all         20         20      0.923      0.922      0.958      0.605\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls    labels  img_size\n",
            "   202/499     2.44G   0.02173  0.008928  0.004126        51       448: 100% 1/1 [00:00<00:00,  4.93it/s]\n",
            "               Class     Images     Labels          P          R     mAP@.5 mAP@.5:.95: 100% 1/1 [00:00<00:00,  2.88it/s]\n",
            "                 all         20         20      0.932      0.944      0.958      0.677\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls    labels  img_size\n",
            "   203/499     2.44G   0.02589  0.008009  0.002898        43       448: 100% 1/1 [00:00<00:00,  1.31it/s]\n",
            "               Class     Images     Labels          P          R     mAP@.5 mAP@.5:.95: 100% 1/1 [00:00<00:00,  3.52it/s]\n",
            "                 all         20         20      0.787      0.941      0.948      0.702\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls    labels  img_size\n",
            "   204/499     2.44G   0.02823  0.007972  0.007926        41       448: 100% 1/1 [00:00<00:00,  4.59it/s]\n",
            "               Class     Images     Labels          P          R     mAP@.5 mAP@.5:.95: 100% 1/1 [00:00<00:00,  3.94it/s]\n",
            "                 all         20         20      0.906      0.947      0.981      0.689\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls    labels  img_size\n",
            "   205/499     2.44G   0.02536  0.008498  0.004842        40       448: 100% 1/1 [00:00<00:00,  1.57it/s]\n",
            "               Class     Images     Labels          P          R     mAP@.5 mAP@.5:.95: 100% 1/1 [00:00<00:00,  2.78it/s]\n",
            "                 all         20         20      0.933      0.953      0.995      0.704\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls    labels  img_size\n",
            "   206/499     2.44G   0.02326  0.009944  0.002972        49       448: 100% 1/1 [00:00<00:00,  3.77it/s]\n",
            "               Class     Images     Labels          P          R     mAP@.5 mAP@.5:.95: 100% 1/1 [00:00<00:00,  2.98it/s]\n",
            "                 all         20         20      0.947      0.953      0.995       0.71\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls    labels  img_size\n",
            "   207/499     2.44G   0.02507   0.01008  0.004384        49       448: 100% 1/1 [00:00<00:00,  1.66it/s]\n",
            "               Class     Images     Labels          P          R     mAP@.5 mAP@.5:.95: 100% 1/1 [00:00<00:00,  4.03it/s]\n",
            "                 all         20         20      0.969      0.954      0.995       0.65\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls    labels  img_size\n",
            "   208/499     2.44G   0.02812  0.009163  0.003181        45       448: 100% 1/1 [00:00<00:00,  3.21it/s]\n",
            "               Class     Images     Labels          P          R     mAP@.5 mAP@.5:.95: 100% 1/1 [00:00<00:00,  3.55it/s]\n",
            "                 all         20         20      0.975       0.95      0.987      0.709\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls    labels  img_size\n",
            "   209/499     2.44G   0.02519  0.008794  0.006051        37       448: 100% 1/1 [00:00<00:00,  1.13it/s]\n",
            "               Class     Images     Labels          P          R     mAP@.5 mAP@.5:.95: 100% 1/1 [00:00<00:00,  2.90it/s]\n",
            "                 all         20         20      0.985      0.954      0.995       0.77\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls    labels  img_size\n",
            "   210/499     2.44G    0.0254   0.01127  0.002734        58       448: 100% 1/1 [00:00<00:00,  4.46it/s]\n",
            "               Class     Images     Labels          P          R     mAP@.5 mAP@.5:.95: 100% 1/1 [00:00<00:00,  3.33it/s]\n",
            "                 all         20         20      0.988      0.954      0.995      0.749\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls    labels  img_size\n",
            "   211/499     2.44G   0.02721   0.01063  0.002726        54       448: 100% 1/1 [00:00<00:00,  1.33it/s]\n",
            "               Class     Images     Labels          P          R     mAP@.5 mAP@.5:.95: 100% 1/1 [00:00<00:00,  4.06it/s]\n",
            "                 all         20         20      0.952      0.954      0.995      0.744\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls    labels  img_size\n",
            "   212/499     2.44G    0.0254   0.01054  0.003605        52       448: 100% 1/1 [00:00<00:00,  3.68it/s]\n",
            "               Class     Images     Labels          P          R     mAP@.5 mAP@.5:.95: 100% 1/1 [00:00<00:00,  2.86it/s]\n",
            "                 all         20         20       0.96      0.967      0.995      0.748\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls    labels  img_size\n",
            "   213/499     2.44G   0.02549   0.01014  0.003254        50       448: 100% 1/1 [00:00<00:00,  2.48it/s]\n",
            "               Class     Images     Labels          P          R     mAP@.5 mAP@.5:.95: 100% 1/1 [00:00<00:00,  2.88it/s]\n",
            "                 all         20         20       0.95          1      0.995      0.706\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls    labels  img_size\n",
            "   214/499     2.44G   0.02904  0.009341  0.004821        45       448: 100% 1/1 [00:00<00:00,  4.20it/s]\n",
            "               Class     Images     Labels          P          R     mAP@.5 mAP@.5:.95: 100% 1/1 [00:00<00:00,  2.88it/s]\n",
            "                 all         20         20      0.983          1      0.995      0.732\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls    labels  img_size\n",
            "   215/499     2.44G   0.02987  0.007844  0.005264        41       448: 100% 1/1 [00:00<00:00,  1.71it/s]\n",
            "               Class     Images     Labels          P          R     mAP@.5 mAP@.5:.95: 100% 1/1 [00:00<00:00,  3.12it/s]\n",
            "                 all         20         20      0.985          1      0.995      0.651\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls    labels  img_size\n",
            "   216/499     2.44G   0.02745  0.006922    0.0023        36       448: 100% 1/1 [00:00<00:00,  4.82it/s]\n",
            "               Class     Images     Labels          P          R     mAP@.5 mAP@.5:.95: 100% 1/1 [00:00<00:00,  3.43it/s]\n",
            "                 all         20         20      0.987          1      0.995      0.739\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls    labels  img_size\n",
            "   217/499     2.44G   0.03194   0.00996   0.00423        47       448: 100% 1/1 [00:00<00:00,  1.29it/s]\n",
            "               Class     Images     Labels          P          R     mAP@.5 mAP@.5:.95: 100% 1/1 [00:00<00:00,  4.04it/s]\n",
            "                 all         20         20      0.982          1      0.995      0.812\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls    labels  img_size\n",
            "   218/499     2.44G    0.0236  0.008388    0.0052        45       448: 100% 1/1 [00:00<00:00,  3.95it/s]\n",
            "               Class     Images     Labels          P          R     mAP@.5 mAP@.5:.95: 100% 1/1 [00:00<00:00,  3.23it/s]\n",
            "                 all         20         20      0.986          1      0.995      0.792\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls    labels  img_size\n",
            "   219/499     2.44G   0.02784  0.006255  0.003221        32       448: 100% 1/1 [00:00<00:00,  1.39it/s]\n",
            "               Class     Images     Labels          P          R     mAP@.5 mAP@.5:.95: 100% 1/1 [00:00<00:00,  2.80it/s]\n",
            "                 all         20         20      0.977          1      0.995      0.724\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls    labels  img_size\n",
            "   220/499     2.44G   0.03239  0.009828  0.003115        44       448: 100% 1/1 [00:00<00:00,  5.34it/s]\n",
            "               Class     Images     Labels          P          R     mAP@.5 mAP@.5:.95: 100% 1/1 [00:00<00:00,  2.99it/s]\n",
            "                 all         20         20      0.934          1      0.995      0.778\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls    labels  img_size\n",
            "   221/499     2.44G    0.0273  0.009447  0.002778        51       448: 100% 1/1 [00:00<00:00,  2.20it/s]\n",
            "               Class     Images     Labels          P          R     mAP@.5 mAP@.5:.95: 100% 1/1 [00:00<00:00,  2.95it/s]\n",
            "                 all         20         20      0.947          1      0.995      0.761\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls    labels  img_size\n",
            "   222/499     2.44G   0.02408  0.009205  0.002583        50       448: 100% 1/1 [00:00<00:00,  4.15it/s]\n",
            "               Class     Images     Labels          P          R     mAP@.5 mAP@.5:.95: 100% 1/1 [00:00<00:00,  4.16it/s]\n",
            "                 all         20         20      0.937          1      0.995       0.72\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls    labels  img_size\n",
            "   223/499     2.44G   0.02703  0.008111  0.003372        44       448: 100% 1/1 [00:00<00:00,  1.23it/s]\n",
            "               Class     Images     Labels          P          R     mAP@.5 mAP@.5:.95: 100% 1/1 [00:00<00:00,  3.92it/s]\n",
            "                 all         20         20      0.982          1      0.995      0.796\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls    labels  img_size\n",
            "   224/499     2.44G   0.02492  0.006968  0.004122        37       448: 100% 1/1 [00:00<00:00,  3.86it/s]\n",
            "               Class     Images     Labels          P          R     mAP@.5 mAP@.5:.95: 100% 1/1 [00:00<00:00,  2.51it/s]\n",
            "                 all         20         20      0.963      0.997      0.995      0.765\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls    labels  img_size\n",
            "   225/499     2.44G   0.02572  0.009576  0.006279        48       448: 100% 1/1 [00:00<00:00,  1.19it/s]\n",
            "               Class     Images     Labels          P          R     mAP@.5 mAP@.5:.95: 100% 1/1 [00:00<00:00,  2.97it/s]\n",
            "                 all         20         20      0.983          1      0.995      0.813\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls    labels  img_size\n",
            "   226/499     2.44G   0.02168  0.008941  0.002175        45       448: 100% 1/1 [00:00<00:00,  4.27it/s]\n",
            "               Class     Images     Labels          P          R     mAP@.5 mAP@.5:.95: 100% 1/1 [00:00<00:00,  3.56it/s]\n",
            "                 all         20         20      0.981          1      0.995      0.792\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls    labels  img_size\n",
            "   227/499     2.44G   0.02152  0.006759  0.002023        41       448: 100% 1/1 [00:00<00:00,  1.88it/s]\n",
            "               Class     Images     Labels          P          R     mAP@.5 mAP@.5:.95: 100% 1/1 [00:00<00:00,  1.84it/s]\n",
            "                 all         20         20       0.98          1      0.995      0.819\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls    labels  img_size\n",
            "   228/499     2.44G   0.02731  0.008025  0.002896        42       448: 100% 1/1 [00:00<00:00,  3.00it/s]\n",
            "               Class     Images     Labels          P          R     mAP@.5 mAP@.5:.95: 100% 1/1 [00:00<00:00,  1.92it/s]\n",
            "                 all         20         20      0.979          1      0.995      0.847\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls    labels  img_size\n",
            "   229/499     2.44G   0.02345  0.008497  0.003155        43       448: 100% 1/1 [00:00<00:00,  3.13it/s]\n",
            "               Class     Images     Labels          P          R     mAP@.5 mAP@.5:.95: 100% 1/1 [00:00<00:00,  3.07it/s]\n",
            "                 all         20         20      0.979          1      0.995      0.801\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls    labels  img_size\n",
            "   230/499     2.44G   0.02322  0.007661  0.004261        42       448: 100% 1/1 [00:00<00:00,  4.28it/s]\n",
            "               Class     Images     Labels          P          R     mAP@.5 mAP@.5:.95: 100% 1/1 [00:00<00:00,  2.87it/s]\n",
            "                 all         20         20      0.975          1      0.995      0.843\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls    labels  img_size\n",
            "   231/499     2.44G   0.02034  0.007571  0.002271        45       448: 100% 1/1 [00:00<00:00,  2.66it/s]\n",
            "               Class     Images     Labels          P          R     mAP@.5 mAP@.5:.95: 100% 1/1 [00:00<00:00,  2.92it/s]\n",
            "                 all         20         20      0.968      0.995      0.995       0.78\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls    labels  img_size\n",
            "   232/499     2.44G   0.02437  0.007401  0.003182        42       448: 100% 1/1 [00:00<00:00,  3.67it/s]\n",
            "               Class     Images     Labels          P          R     mAP@.5 mAP@.5:.95: 100% 1/1 [00:00<00:00,  4.82it/s]\n",
            "                 all         20         20      0.971      0.996      0.995      0.819\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls    labels  img_size\n",
            "   233/499     2.44G    0.0226  0.008199  0.003865        45       448: 100% 1/1 [00:00<00:00,  1.03it/s]\n",
            "               Class     Images     Labels          P          R     mAP@.5 mAP@.5:.95: 100% 1/1 [00:00<00:00,  3.08it/s]\n",
            "                 all         20         20      0.972      0.998      0.995      0.767\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls    labels  img_size\n",
            "   234/499     2.44G   0.02758  0.007184  0.005185        38       448: 100% 1/1 [00:00<00:00,  5.43it/s]\n",
            "               Class     Images     Labels          P          R     mAP@.5 mAP@.5:.95: 100% 1/1 [00:00<00:00,  2.96it/s]\n",
            "                 all         20         20      0.967      0.995      0.995      0.729\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls    labels  img_size\n",
            "   235/499     2.44G   0.02329  0.008441  0.002862        45       448: 100% 1/1 [00:00<00:00,  1.34it/s]\n",
            "               Class     Images     Labels          P          R     mAP@.5 mAP@.5:.95: 100% 1/1 [00:00<00:00,  3.32it/s]\n",
            "                 all         20         20      0.967      0.993      0.995      0.825\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls    labels  img_size\n",
            "   236/499     2.44G   0.02397  0.008157  0.003051        42       448: 100% 1/1 [00:00<00:00,  4.61it/s]\n",
            "               Class     Images     Labels          P          R     mAP@.5 mAP@.5:.95: 100% 1/1 [00:00<00:00,  4.37it/s]\n",
            "                 all         20         20       0.97      0.995      0.995      0.804\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls    labels  img_size\n",
            "   237/499     2.44G   0.02302  0.008093  0.002396        40       448: 100% 1/1 [00:00<00:00,  1.40it/s]\n",
            "               Class     Images     Labels          P          R     mAP@.5 mAP@.5:.95: 100% 1/1 [00:00<00:00,  4.18it/s]\n",
            "                 all         20         20       0.97      0.996      0.995      0.755\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls    labels  img_size\n",
            "   238/499     2.44G   0.02369  0.006901  0.003882        42       448: 100% 1/1 [00:00<00:00,  4.39it/s]\n",
            "               Class     Images     Labels          P          R     mAP@.5 mAP@.5:.95: 100% 1/1 [00:00<00:00,  3.89it/s]\n",
            "                 all         20         20      0.968       0.95      0.987      0.827\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls    labels  img_size\n",
            "   239/499     2.44G   0.02502  0.007782  0.002394        39       448: 100% 1/1 [00:00<00:00,  1.38it/s]\n",
            "               Class     Images     Labels          P          R     mAP@.5 mAP@.5:.95: 100% 1/1 [00:00<00:00,  3.24it/s]\n",
            "                 all         20         20      0.979      0.998      0.995      0.766\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls    labels  img_size\n",
            "   240/499     2.44G   0.02236  0.009283  0.002673        50       448: 100% 1/1 [00:00<00:00,  4.52it/s]\n",
            "               Class     Images     Labels          P          R     mAP@.5 mAP@.5:.95: 100% 1/1 [00:00<00:00,  2.85it/s]\n",
            "                 all         20         20      0.979      0.998      0.995      0.811\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls    labels  img_size\n",
            "   241/499     2.44G   0.02446  0.007443  0.006238        41       448: 100% 1/1 [00:00<00:00,  1.10it/s]\n",
            "               Class     Images     Labels          P          R     mAP@.5 mAP@.5:.95: 100% 1/1 [00:00<00:00,  3.44it/s]\n",
            "                 all         20         20       0.98      0.998      0.995      0.765\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls    labels  img_size\n",
            "   242/499     2.44G   0.02109  0.007786  0.004507        38       448: 100% 1/1 [00:00<00:00,  3.58it/s]\n",
            "               Class     Images     Labels          P          R     mAP@.5 mAP@.5:.95: 100% 1/1 [00:00<00:00,  6.22it/s]\n",
            "                 all         20         20      0.978      0.994      0.995      0.759\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls    labels  img_size\n",
            "   243/499     2.44G   0.02333  0.007808  0.003386        44       448: 100% 1/1 [00:00<00:00,  1.09it/s]\n",
            "               Class     Images     Labels          P          R     mAP@.5 mAP@.5:.95: 100% 1/1 [00:00<00:00,  2.89it/s]\n",
            "                 all         20         20       0.98      0.996      0.995      0.812\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls    labels  img_size\n",
            "   244/499     2.44G   0.02182  0.009171  0.002085        52       448: 100% 1/1 [00:00<00:00,  3.69it/s]\n",
            "               Class     Images     Labels          P          R     mAP@.5 mAP@.5:.95: 100% 1/1 [00:00<00:00,  3.86it/s]\n",
            "                 all         20         20      0.981      0.997      0.995      0.783\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls    labels  img_size\n",
            "   245/499     2.44G    0.0256   0.01017  0.002552        52       448: 100% 1/1 [00:00<00:00,  1.56it/s]\n",
            "               Class     Images     Labels          P          R     mAP@.5 mAP@.5:.95: 100% 1/1 [00:00<00:00,  3.36it/s]\n",
            "                 all         20         20      0.982      0.997      0.995      0.779\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls    labels  img_size\n",
            "   246/499     2.44G   0.02292  0.007604  0.003035        40       448: 100% 1/1 [00:00<00:00,  3.99it/s]\n",
            "               Class     Images     Labels          P          R     mAP@.5 mAP@.5:.95: 100% 1/1 [00:00<00:00,  3.14it/s]\n",
            "                 all         20         20      0.984          1      0.995      0.834\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls    labels  img_size\n",
            "   247/499     2.44G   0.01988  0.008106  0.001847        47       448: 100% 1/1 [00:00<00:00,  2.17it/s]\n",
            "               Class     Images     Labels          P          R     mAP@.5 mAP@.5:.95: 100% 1/1 [00:00<00:00,  3.56it/s]\n",
            "                 all         20         20      0.983          1      0.995      0.839\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls    labels  img_size\n",
            "   248/499     2.44G   0.02457  0.008094  0.005302        48       448: 100% 1/1 [00:00<00:00,  4.20it/s]\n",
            "               Class     Images     Labels          P          R     mAP@.5 mAP@.5:.95: 100% 1/1 [00:00<00:00,  3.16it/s]\n",
            "                 all         20         20      0.981          1      0.995      0.826\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls    labels  img_size\n",
            "   249/499     2.44G   0.02112  0.008718   0.00246        45       448: 100% 1/1 [00:00<00:00,  1.30it/s]\n",
            "               Class     Images     Labels          P          R     mAP@.5 mAP@.5:.95: 100% 1/1 [00:00<00:00,  2.97it/s]\n",
            "                 all         20         20      0.984          1      0.995      0.813\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls    labels  img_size\n",
            "   250/499     2.44G   0.02151  0.008473  0.002907        47       448: 100% 1/1 [00:00<00:00,  2.94it/s]\n",
            "               Class     Images     Labels          P          R     mAP@.5 mAP@.5:.95: 100% 1/1 [00:00<00:00,  3.80it/s]\n",
            "                 all         20         20      0.986          1      0.995      0.838\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls    labels  img_size\n",
            "   251/499     2.44G   0.02005  0.008271  0.003124        44       448: 100% 1/1 [00:00<00:00,  1.55it/s]\n",
            "               Class     Images     Labels          P          R     mAP@.5 mAP@.5:.95: 100% 1/1 [00:00<00:00,  2.94it/s]\n",
            "                 all         20         20      0.987          1      0.995      0.779\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls    labels  img_size\n",
            "   252/499     2.44G   0.02302  0.008484  0.004861        49       448: 100% 1/1 [00:00<00:00,  5.61it/s]\n",
            "               Class     Images     Labels          P          R     mAP@.5 mAP@.5:.95: 100% 1/1 [00:00<00:00,  2.85it/s]\n",
            "                 all         20         20      0.988          1      0.995      0.788\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls    labels  img_size\n",
            "   253/499     2.44G    0.0223  0.008542  0.004845        47       448: 100% 1/1 [00:00<00:00,  1.55it/s]\n",
            "               Class     Images     Labels          P          R     mAP@.5 mAP@.5:.95: 100% 1/1 [00:00<00:00,  3.47it/s]\n",
            "                 all         20         20      0.953          1      0.995      0.795\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls    labels  img_size\n",
            "   254/499     2.44G   0.02225    0.0068  0.005235        38       448: 100% 1/1 [00:00<00:00,  3.87it/s]\n",
            "               Class     Images     Labels          P          R     mAP@.5 mAP@.5:.95: 100% 1/1 [00:00<00:00,  2.88it/s]\n",
            "                 all         20         20      0.988          1      0.995      0.782\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls    labels  img_size\n",
            "   255/499     2.44G   0.02057  0.007751  0.002892        45       448: 100% 1/1 [00:00<00:00,  1.76it/s]\n",
            "               Class     Images     Labels          P          R     mAP@.5 mAP@.5:.95: 100% 1/1 [00:00<00:00,  3.04it/s]\n",
            "                 all         20         20      0.987          1      0.995       0.71\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls    labels  img_size\n",
            "   256/499     2.44G   0.02157  0.008244  0.002947        43       448: 100% 1/1 [00:00<00:00,  4.63it/s]\n",
            "               Class     Images     Labels          P          R     mAP@.5 mAP@.5:.95: 100% 1/1 [00:00<00:00,  3.40it/s]\n",
            "                 all         20         20      0.987          1      0.995      0.779\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls    labels  img_size\n",
            "   257/499     2.44G   0.01974  0.006369  0.002227        40       448: 100% 1/1 [00:00<00:00,  1.46it/s]\n",
            "               Class     Images     Labels          P          R     mAP@.5 mAP@.5:.95: 100% 1/1 [00:00<00:00,  3.99it/s]\n",
            "                 all         20         20      0.987          1      0.995      0.794\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls    labels  img_size\n",
            "   258/499     2.44G   0.02487  0.008222    0.0022        42       448: 100% 1/1 [00:00<00:00,  3.35it/s]\n",
            "               Class     Images     Labels          P          R     mAP@.5 mAP@.5:.95: 100% 1/1 [00:00<00:00,  4.45it/s]\n",
            "                 all         20         20      0.986          1      0.995      0.838\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls    labels  img_size\n",
            "   259/499     2.44G   0.01853  0.006903  0.002096        42       448: 100% 1/1 [00:00<00:00,  1.45it/s]\n",
            "               Class     Images     Labels          P          R     mAP@.5 mAP@.5:.95: 100% 1/1 [00:00<00:00,  3.15it/s]\n",
            "                 all         20         20      0.987          1      0.995      0.778\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls    labels  img_size\n",
            "   260/499     2.44G   0.02208  0.007857  0.002892        46       448: 100% 1/1 [00:00<00:00,  4.32it/s]\n",
            "               Class     Images     Labels          P          R     mAP@.5 mAP@.5:.95: 100% 1/1 [00:00<00:00,  3.11it/s]\n",
            "                 all         20         20      0.986          1      0.995        0.8\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls    labels  img_size\n",
            "   261/499     2.44G   0.01855  0.008325  0.002008        51       448: 100% 1/1 [00:00<00:00,  1.52it/s]\n",
            "               Class     Images     Labels          P          R     mAP@.5 mAP@.5:.95: 100% 1/1 [00:00<00:00,  2.50it/s]\n",
            "                 all         20         20      0.986          1      0.995      0.811\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls    labels  img_size\n",
            "   262/499     2.44G   0.02196  0.007827  0.002425        44       448: 100% 1/1 [00:00<00:00,  3.75it/s]\n",
            "               Class     Images     Labels          P          R     mAP@.5 mAP@.5:.95: 100% 1/1 [00:00<00:00,  3.08it/s]\n",
            "                 all         20         20      0.986          1      0.995       0.82\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls    labels  img_size\n",
            "   263/499     2.44G   0.02493  0.006222  0.005573        34       448: 100% 1/1 [00:00<00:00,  2.62it/s]\n",
            "               Class     Images     Labels          P          R     mAP@.5 mAP@.5:.95: 100% 1/1 [00:00<00:00,  2.83it/s]\n",
            "                 all         20         20      0.986          1      0.995      0.688\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls    labels  img_size\n",
            "   264/499     2.44G   0.02674  0.007881  0.002065        44       448: 100% 1/1 [00:00<00:00,  4.18it/s]\n",
            "               Class     Images     Labels          P          R     mAP@.5 mAP@.5:.95: 100% 1/1 [00:00<00:00,  3.49it/s]\n",
            "                 all         20         20      0.987          1      0.995      0.754\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls    labels  img_size\n",
            "   265/499     2.44G   0.02383  0.007005  0.003188        40       448: 100% 1/1 [00:00<00:00,  1.69it/s]\n",
            "               Class     Images     Labels          P          R     mAP@.5 mAP@.5:.95: 100% 1/1 [00:00<00:00,  3.23it/s]\n",
            "                 all         20         20      0.987          1      0.995      0.712\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls    labels  img_size\n",
            "   266/499     2.44G   0.02062  0.008529  0.001864        46       448: 100% 1/1 [00:00<00:00,  3.22it/s]\n",
            "               Class     Images     Labels          P          R     mAP@.5 mAP@.5:.95: 100% 1/1 [00:00<00:00,  4.14it/s]\n",
            "                 all         20         20      0.987          1      0.995      0.834\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls    labels  img_size\n",
            "   267/499     2.44G   0.02214   0.00721  0.002531        42       448: 100% 1/1 [00:00<00:00,  1.18it/s]\n",
            "               Class     Images     Labels          P          R     mAP@.5 mAP@.5:.95: 100% 1/1 [00:00<00:00,  2.91it/s]\n",
            "                 all         20         20      0.986          1      0.995      0.809\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls    labels  img_size\n",
            "   268/499     2.44G   0.02227  0.006998  0.003437        41       448: 100% 1/1 [00:00<00:00,  3.60it/s]\n",
            "               Class     Images     Labels          P          R     mAP@.5 mAP@.5:.95: 100% 1/1 [00:00<00:00,  2.85it/s]\n",
            "                 all         20         20      0.987          1      0.995      0.881\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls    labels  img_size\n",
            "   269/499     2.44G   0.02535   0.00743  0.002898        39       448: 100% 1/1 [00:00<00:00,  2.62it/s]\n",
            "               Class     Images     Labels          P          R     mAP@.5 mAP@.5:.95: 100% 1/1 [00:00<00:00,  3.18it/s]\n",
            "                 all         20         20      0.987          1      0.995      0.834\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls    labels  img_size\n",
            "   270/499     2.44G   0.02283  0.008678  0.001918        47       448: 100% 1/1 [00:00<00:00,  3.63it/s]\n",
            "               Class     Images     Labels          P          R     mAP@.5 mAP@.5:.95: 100% 1/1 [00:00<00:00,  2.45it/s]\n",
            "                 all         20         20      0.987          1      0.995       0.86\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls    labels  img_size\n",
            "   271/499     2.44G   0.02201  0.007594  0.002212        39       448: 100% 1/1 [00:00<00:00,  3.50it/s]\n",
            "               Class     Images     Labels          P          R     mAP@.5 mAP@.5:.95: 100% 1/1 [00:00<00:00,  2.90it/s]\n",
            "                 all         20         20      0.987          1      0.995      0.867\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls    labels  img_size\n",
            "   272/499     2.44G   0.02367  0.008789  0.002579        53       448: 100% 1/1 [00:00<00:00,  3.73it/s]\n",
            "               Class     Images     Labels          P          R     mAP@.5 mAP@.5:.95: 100% 1/1 [00:00<00:00,  3.42it/s]\n",
            "                 all         20         20      0.987          1      0.995      0.854\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls    labels  img_size\n",
            "   273/499     2.44G   0.02319  0.008893  0.001887        51       448: 100% 1/1 [00:00<00:00,  1.46it/s]\n",
            "               Class     Images     Labels          P          R     mAP@.5 mAP@.5:.95: 100% 1/1 [00:00<00:00,  3.23it/s]\n",
            "                 all         20         20      0.987          1      0.995      0.873\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls    labels  img_size\n",
            "   274/499     2.44G   0.02173  0.007168  0.002046        43       448: 100% 1/1 [00:00<00:00,  4.33it/s]\n",
            "               Class     Images     Labels          P          R     mAP@.5 mAP@.5:.95: 100% 1/1 [00:00<00:00,  3.40it/s]\n",
            "                 all         20         20      0.986          1      0.995      0.876\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls    labels  img_size\n",
            "   275/499     2.44G   0.02465   0.00605  0.003902        33       448: 100% 1/1 [00:00<00:00,  1.56it/s]\n",
            "               Class     Images     Labels          P          R     mAP@.5 mAP@.5:.95: 100% 1/1 [00:00<00:00,  2.76it/s]\n",
            "                 all         20         20      0.985          1      0.995      0.863\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls    labels  img_size\n",
            "   276/499     2.44G   0.01656  0.006707  0.001635        43       448: 100% 1/1 [00:00<00:00,  4.25it/s]\n",
            "               Class     Images     Labels          P          R     mAP@.5 mAP@.5:.95: 100% 1/1 [00:00<00:00,  2.72it/s]\n",
            "                 all         20         20      0.984          1      0.995      0.865\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls    labels  img_size\n",
            "   277/499     2.44G   0.01938  0.008169  0.003086        48       448: 100% 1/1 [00:00<00:00,  2.01it/s]\n",
            "               Class     Images     Labels          P          R     mAP@.5 mAP@.5:.95: 100% 1/1 [00:00<00:00,  2.63it/s]\n",
            "                 all         20         20      0.984          1      0.995      0.873\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls    labels  img_size\n",
            "   278/499     2.44G   0.02096  0.006807  0.002751        41       448: 100% 1/1 [00:00<00:00,  4.87it/s]\n",
            "               Class     Images     Labels          P          R     mAP@.5 mAP@.5:.95: 100% 1/1 [00:00<00:00,  3.43it/s]\n",
            "                 all         20         20      0.984          1      0.995      0.818\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls    labels  img_size\n",
            "   279/499     2.44G   0.02119  0.007278  0.001595        41       448: 100% 1/1 [00:00<00:00,  2.19it/s]\n",
            "               Class     Images     Labels          P          R     mAP@.5 mAP@.5:.95: 100% 1/1 [00:00<00:00,  3.28it/s]\n",
            "                 all         20         20      0.985          1      0.995      0.835\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls    labels  img_size\n",
            "   280/499     2.44G   0.02009  0.006458  0.001709        43       448: 100% 1/1 [00:00<00:00,  3.12it/s]\n",
            "               Class     Images     Labels          P          R     mAP@.5 mAP@.5:.95: 100% 1/1 [00:00<00:00,  2.80it/s]\n",
            "                 all         20         20      0.986          1      0.995      0.852\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls    labels  img_size\n",
            "   281/499     2.44G   0.02363  0.007721  0.002405        47       448: 100% 1/1 [00:00<00:00,  1.56it/s]\n",
            "               Class     Images     Labels          P          R     mAP@.5 mAP@.5:.95: 100% 1/1 [00:00<00:00,  3.49it/s]\n",
            "                 all         20         20      0.987          1      0.995      0.804\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls    labels  img_size\n",
            "   282/499     2.44G   0.02533  0.007176  0.002041        40       448: 100% 1/1 [00:00<00:00,  3.26it/s]\n",
            "               Class     Images     Labels          P          R     mAP@.5 mAP@.5:.95: 100% 1/1 [00:00<00:00,  2.33it/s]\n",
            "                 all         20         20      0.987          1      0.995      0.823\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls    labels  img_size\n",
            "   283/499     2.44G   0.02403  0.007727  0.002921        47       448: 100% 1/1 [00:00<00:00,  1.91it/s]\n",
            "               Class     Images     Labels          P          R     mAP@.5 mAP@.5:.95: 100% 1/1 [00:00<00:00,  3.03it/s]\n",
            "                 all         20         20      0.987          1      0.995      0.796\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls    labels  img_size\n",
            "   284/499     2.44G   0.02389  0.008631  0.001975        50       448: 100% 1/1 [00:00<00:00,  3.38it/s]\n",
            "               Class     Images     Labels          P          R     mAP@.5 mAP@.5:.95: 100% 1/1 [00:00<00:00,  2.72it/s]\n",
            "                 all         20         20      0.987          1      0.995      0.814\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls    labels  img_size\n",
            "   285/499     2.44G   0.02199  0.008135  0.003339        39       448: 100% 1/1 [00:00<00:00,  1.24it/s]\n",
            "               Class     Images     Labels          P          R     mAP@.5 mAP@.5:.95: 100% 1/1 [00:00<00:00,  3.04it/s]\n",
            "                 all         20         20      0.986          1      0.995      0.826\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls    labels  img_size\n",
            "   286/499     2.44G   0.01785  0.007474  0.001604        43       448: 100% 1/1 [00:00<00:00,  4.18it/s]\n",
            "               Class     Images     Labels          P          R     mAP@.5 mAP@.5:.95: 100% 1/1 [00:00<00:00,  3.22it/s]\n",
            "                 all         20         20      0.986          1      0.995      0.866\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls    labels  img_size\n",
            "   287/499     2.44G   0.01952    0.0092  0.003192        53       448: 100% 1/1 [00:00<00:00,  2.03it/s]\n",
            "               Class     Images     Labels          P          R     mAP@.5 mAP@.5:.95: 100% 1/1 [00:00<00:00,  4.22it/s]\n",
            "                 all         20         20      0.985          1      0.995      0.815\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls    labels  img_size\n",
            "   288/499     2.44G   0.02185  0.007384  0.001881        44       448: 100% 1/1 [00:00<00:00,  3.91it/s]\n",
            "               Class     Images     Labels          P          R     mAP@.5 mAP@.5:.95: 100% 1/1 [00:00<00:00,  2.79it/s]\n",
            "                 all         20         20      0.986          1      0.995      0.889\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls    labels  img_size\n",
            "   289/499     2.44G   0.01678  0.005877  0.002335        38       448: 100% 1/1 [00:00<00:00,  2.96it/s]\n",
            "               Class     Images     Labels          P          R     mAP@.5 mAP@.5:.95: 100% 1/1 [00:00<00:00,  2.92it/s]\n",
            "                 all         20         20      0.986          1      0.995      0.828\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls    labels  img_size\n",
            "   290/499     2.44G   0.02073  0.006808   0.00172        37       448: 100% 1/1 [00:00<00:00,  4.45it/s]\n",
            "               Class     Images     Labels          P          R     mAP@.5 mAP@.5:.95: 100% 1/1 [00:00<00:00,  2.65it/s]\n",
            "                 all         20         20      0.986          1      0.995      0.843\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls    labels  img_size\n",
            "   291/499     2.44G   0.02191  0.007576  0.002217        48       448: 100% 1/1 [00:00<00:00,  1.77it/s]\n",
            "               Class     Images     Labels          P          R     mAP@.5 mAP@.5:.95: 100% 1/1 [00:00<00:00,  3.32it/s]\n",
            "                 all         20         20      0.985          1      0.995      0.812\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls    labels  img_size\n",
            "   292/499     2.44G   0.02259  0.008102  0.002319        49       448: 100% 1/1 [00:00<00:00,  4.26it/s]\n",
            "               Class     Images     Labels          P          R     mAP@.5 mAP@.5:.95: 100% 1/1 [00:00<00:00,  3.09it/s]\n",
            "                 all         20         20      0.987          1      0.995      0.845\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls    labels  img_size\n",
            "   293/499     2.44G   0.02059  0.007948  0.001829        45       448: 100% 1/1 [00:00<00:00,  1.67it/s]\n",
            "               Class     Images     Labels          P          R     mAP@.5 mAP@.5:.95: 100% 1/1 [00:00<00:00,  3.19it/s]\n",
            "                 all         20         20      0.986          1      0.995       0.88\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls    labels  img_size\n",
            "   294/499     2.44G   0.01972   0.00698  0.001578        39       448: 100% 1/1 [00:00<00:00,  3.52it/s]\n",
            "               Class     Images     Labels          P          R     mAP@.5 mAP@.5:.95: 100% 1/1 [00:00<00:00,  3.24it/s]\n",
            "                 all         20         20      0.986          1      0.995      0.866\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls    labels  img_size\n",
            "   295/499     2.44G   0.01803  0.007186  0.001711        45       448: 100% 1/1 [00:00<00:00,  1.32it/s]\n",
            "               Class     Images     Labels          P          R     mAP@.5 mAP@.5:.95: 100% 1/1 [00:00<00:00,  3.16it/s]\n",
            "                 all         20         20      0.986          1      0.995       0.89\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls    labels  img_size\n",
            "   296/499     2.44G   0.01567  0.008488  0.001637        50       448: 100% 1/1 [00:00<00:00,  3.83it/s]\n",
            "               Class     Images     Labels          P          R     mAP@.5 mAP@.5:.95: 100% 1/1 [00:00<00:00,  2.79it/s]\n",
            "                 all         20         20      0.987          1      0.995      0.867\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls    labels  img_size\n",
            "   297/499     2.44G    0.0181  0.006579  0.001898        41       448: 100% 1/1 [00:00<00:00,  3.93it/s]\n",
            "               Class     Images     Labels          P          R     mAP@.5 mAP@.5:.95: 100% 1/1 [00:00<00:00,  2.88it/s]\n",
            "                 all         20         20      0.987          1      0.995      0.871\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls    labels  img_size\n",
            "   298/499     2.44G   0.01882  0.008171  0.001885        50       448: 100% 1/1 [00:00<00:00,  3.99it/s]\n",
            "               Class     Images     Labels          P          R     mAP@.5 mAP@.5:.95: 100% 1/1 [00:00<00:00,  3.04it/s]\n",
            "                 all         20         20      0.987          1      0.995      0.862\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls    labels  img_size\n",
            "   299/499     2.44G   0.02057  0.005939  0.002294        38       448: 100% 1/1 [00:00<00:00,  2.00it/s]\n",
            "               Class     Images     Labels          P          R     mAP@.5 mAP@.5:.95: 100% 1/1 [00:00<00:00,  2.72it/s]\n",
            "                 all         20         20      0.987          1      0.995      0.867\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls    labels  img_size\n",
            "   300/499     2.44G   0.01806  0.004529  0.005252        31       448: 100% 1/1 [00:00<00:00,  3.63it/s]\n",
            "               Class     Images     Labels          P          R     mAP@.5 mAP@.5:.95: 100% 1/1 [00:00<00:00,  5.11it/s]\n",
            "                 all         20         20      0.988          1      0.995      0.852\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls    labels  img_size\n",
            "   301/499     2.44G   0.02238  0.008515  0.001681        46       448: 100% 1/1 [00:00<00:00,  1.47it/s]\n",
            "               Class     Images     Labels          P          R     mAP@.5 mAP@.5:.95: 100% 1/1 [00:00<00:00,  3.46it/s]\n",
            "                 all         20         20      0.988          1      0.995      0.871\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls    labels  img_size\n",
            "   302/499     2.44G   0.02213  0.007829   0.00304        46       448: 100% 1/1 [00:00<00:00,  3.57it/s]\n",
            "               Class     Images     Labels          P          R     mAP@.5 mAP@.5:.95: 100% 1/1 [00:00<00:00,  3.07it/s]\n",
            "                 all         20         20      0.989          1      0.995      0.893\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls    labels  img_size\n",
            "   303/499     2.44G   0.02276  0.008286  0.002479        43       448: 100% 1/1 [00:00<00:00,  4.70it/s]\n",
            "               Class     Images     Labels          P          R     mAP@.5 mAP@.5:.95: 100% 1/1 [00:00<00:00,  5.59it/s]\n",
            "                 all         20         20      0.989          1      0.995      0.839\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls    labels  img_size\n",
            "   304/499     2.44G   0.01946  0.008559  0.002695        54       448: 100% 1/1 [00:00<00:00,  3.24it/s]\n",
            "               Class     Images     Labels          P          R     mAP@.5 mAP@.5:.95: 100% 1/1 [00:00<00:00,  3.48it/s]\n",
            "                 all         20         20      0.989          1      0.995       0.91\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls    labels  img_size\n",
            "   305/499     2.44G   0.01633  0.005128   0.00176        35       448: 100% 1/1 [00:00<00:00,  1.81it/s]\n",
            "               Class     Images     Labels          P          R     mAP@.5 mAP@.5:.95: 100% 1/1 [00:00<00:00,  2.82it/s]\n",
            "                 all         20         20      0.949          1      0.995      0.819\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls    labels  img_size\n",
            "   306/499     2.44G   0.02058  0.008982  0.003797        48       448: 100% 1/1 [00:00<00:00,  4.05it/s]\n",
            "               Class     Images     Labels          P          R     mAP@.5 mAP@.5:.95: 100% 1/1 [00:00<00:00,  2.89it/s]\n",
            "                 all         20         20      0.948          1      0.995      0.866\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls    labels  img_size\n",
            "   307/499     2.44G   0.02169  0.007781  0.001625        47       448: 100% 1/1 [00:00<00:00,  1.45it/s]\n",
            "               Class     Images     Labels          P          R     mAP@.5 mAP@.5:.95: 100% 1/1 [00:00<00:00,  6.36it/s]\n",
            "                 all         20         20      0.988          1      0.995      0.832\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls    labels  img_size\n",
            "   308/499     2.44G   0.01628  0.006125  0.002056        38       448: 100% 1/1 [00:00<00:00,  3.10it/s]\n",
            "               Class     Images     Labels          P          R     mAP@.5 mAP@.5:.95: 100% 1/1 [00:00<00:00,  2.44it/s]\n",
            "                 all         20         20      0.987          1      0.995      0.843\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls    labels  img_size\n",
            "   309/499     2.44G   0.01989  0.006689  0.001848        40       448: 100% 1/1 [00:00<00:00,  1.38it/s]\n",
            "               Class     Images     Labels          P          R     mAP@.5 mAP@.5:.95: 100% 1/1 [00:00<00:00,  4.05it/s]\n",
            "                 all         20         20      0.987          1      0.995      0.872\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls    labels  img_size\n",
            "   310/499     2.44G   0.02115  0.008237  0.001792        48       448: 100% 1/1 [00:00<00:00,  3.19it/s]\n",
            "               Class     Images     Labels          P          R     mAP@.5 mAP@.5:.95: 100% 1/1 [00:00<00:00,  3.31it/s]\n",
            "                 all         20         20      0.987          1      0.995      0.797\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls    labels  img_size\n",
            "   311/499     2.44G   0.02029  0.007516  0.001493        44       448: 100% 1/1 [00:00<00:00,  2.84it/s]\n",
            "               Class     Images     Labels          P          R     mAP@.5 mAP@.5:.95: 100% 1/1 [00:00<00:00,  3.85it/s]\n",
            "                 all         20         20      0.985          1      0.995      0.834\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls    labels  img_size\n",
            "   312/499     2.44G   0.02071  0.007511  0.002304        46       448: 100% 1/1 [00:00<00:00,  5.14it/s]\n",
            "               Class     Images     Labels          P          R     mAP@.5 mAP@.5:.95: 100% 1/1 [00:00<00:00,  2.88it/s]\n",
            "                 all         20         20      0.985          1      0.995      0.884\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls    labels  img_size\n",
            "   313/499     2.44G   0.01856  0.008477  0.001781        58       448: 100% 1/1 [00:01<00:00,  1.41s/it]\n",
            "               Class     Images     Labels          P          R     mAP@.5 mAP@.5:.95: 100% 1/1 [00:00<00:00,  2.24it/s]\n",
            "                 all         20         20      0.985          1      0.995      0.887\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls    labels  img_size\n",
            "   314/499     2.44G   0.01915  0.006526  0.001658        40       448: 100% 1/1 [00:00<00:00,  2.54it/s]\n",
            "               Class     Images     Labels          P          R     mAP@.5 mAP@.5:.95: 100% 1/1 [00:00<00:00,  2.43it/s]\n",
            "                 all         20         20      0.984          1      0.995      0.883\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls    labels  img_size\n",
            "   315/499     2.44G   0.01885  0.007501  0.003231        46       448: 100% 1/1 [00:00<00:00,  1.25it/s]\n",
            "               Class     Images     Labels          P          R     mAP@.5 mAP@.5:.95: 100% 1/1 [00:00<00:00,  3.68it/s]\n",
            "                 all         20         20      0.984          1      0.995      0.883\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls    labels  img_size\n",
            "   316/499     2.44G   0.01667  0.006765  0.001944        39       448: 100% 1/1 [00:00<00:00,  3.13it/s]\n",
            "               Class     Images     Labels          P          R     mAP@.5 mAP@.5:.95: 100% 1/1 [00:00<00:00,  2.84it/s]\n",
            "                 all         20         20      0.984          1      0.995      0.875\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls    labels  img_size\n",
            "   317/499     2.44G   0.01876  0.008026  0.003384        48       448: 100% 1/1 [00:00<00:00,  1.45it/s]\n",
            "               Class     Images     Labels          P          R     mAP@.5 mAP@.5:.95: 100% 1/1 [00:00<00:00,  4.16it/s]\n",
            "                 all         20         20      0.985          1      0.995      0.905\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls    labels  img_size\n",
            "   318/499     2.44G   0.02311   0.00691  0.002087        42       448: 100% 1/1 [00:00<00:00,  3.02it/s]\n",
            "               Class     Images     Labels          P          R     mAP@.5 mAP@.5:.95: 100% 1/1 [00:00<00:00,  2.96it/s]\n",
            "                 all         20         20      0.986          1      0.995      0.875\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls    labels  img_size\n",
            "   319/499     2.44G   0.01691    0.0054  0.001333        37       448: 100% 1/1 [00:00<00:00,  1.37it/s]\n",
            "               Class     Images     Labels          P          R     mAP@.5 mAP@.5:.95: 100% 1/1 [00:00<00:00,  3.48it/s]\n",
            "                 all         20         20      0.986          1      0.995      0.878\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls    labels  img_size\n",
            "   320/499     2.44G   0.01738   0.00603   0.00661        41       448: 100% 1/1 [00:00<00:00,  4.64it/s]\n",
            "               Class     Images     Labels          P          R     mAP@.5 mAP@.5:.95: 100% 1/1 [00:00<00:00,  3.39it/s]\n",
            "                 all         20         20      0.987          1      0.995      0.908\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls    labels  img_size\n",
            "   321/499     2.44G    0.0194  0.007285  0.001462        44       448: 100% 1/1 [00:00<00:00,  1.63it/s]\n",
            "               Class     Images     Labels          P          R     mAP@.5 mAP@.5:.95: 100% 1/1 [00:00<00:00,  2.90it/s]\n",
            "                 all         20         20      0.987          1      0.995      0.887\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls    labels  img_size\n",
            "   322/499     2.44G   0.01566   0.00697  0.003104        48       448: 100% 1/1 [00:00<00:00,  4.03it/s]\n",
            "               Class     Images     Labels          P          R     mAP@.5 mAP@.5:.95: 100% 1/1 [00:00<00:00,  3.64it/s]\n",
            "                 all         20         20      0.987          1      0.995      0.881\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls    labels  img_size\n",
            "   323/499     2.44G    0.0172  0.007041  0.001918        48       448: 100% 1/1 [00:00<00:00,  1.49it/s]\n",
            "               Class     Images     Labels          P          R     mAP@.5 mAP@.5:.95: 100% 1/1 [00:00<00:00,  3.17it/s]\n",
            "                 all         20         20      0.988          1      0.995      0.865\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls    labels  img_size\n",
            "   324/499     2.44G   0.01592  0.005947   0.00143        40       448: 100% 1/1 [00:00<00:00,  3.21it/s]\n",
            "               Class     Images     Labels          P          R     mAP@.5 mAP@.5:.95: 100% 1/1 [00:00<00:00,  3.81it/s]\n",
            "                 all         20         20      0.988          1      0.995      0.898\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls    labels  img_size\n",
            "   325/499     2.44G   0.01772   0.00775  0.003097        50       448: 100% 1/1 [00:00<00:00,  1.55it/s]\n",
            "               Class     Images     Labels          P          R     mAP@.5 mAP@.5:.95: 100% 1/1 [00:00<00:00,  3.43it/s]\n",
            "                 all         20         20      0.988          1      0.995      0.909\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls    labels  img_size\n",
            "   326/499     2.44G   0.02437  0.006547   0.00228        35       448: 100% 1/1 [00:00<00:00,  3.22it/s]\n",
            "               Class     Images     Labels          P          R     mAP@.5 mAP@.5:.95: 100% 1/1 [00:00<00:00,  2.94it/s]\n",
            "                 all         20         20      0.988          1      0.995      0.849\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls    labels  img_size\n",
            "   327/499     2.44G   0.01858  0.006987  0.001701        45       448: 100% 1/1 [00:00<00:00,  1.54it/s]\n",
            "               Class     Images     Labels          P          R     mAP@.5 mAP@.5:.95: 100% 1/1 [00:00<00:00,  4.45it/s]\n",
            "                 all         20         20      0.988          1      0.995      0.847\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls    labels  img_size\n",
            "   328/499     2.44G   0.01959  0.007377  0.001557        45       448: 100% 1/1 [00:00<00:00,  4.42it/s]\n",
            "               Class     Images     Labels          P          R     mAP@.5 mAP@.5:.95: 100% 1/1 [00:00<00:00,  3.52it/s]\n",
            "                 all         20         20      0.988          1      0.995      0.847\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls    labels  img_size\n",
            "   329/499     2.44G   0.01861  0.006828  0.001461        40       448: 100% 1/1 [00:00<00:00,  1.79it/s]\n",
            "               Class     Images     Labels          P          R     mAP@.5 mAP@.5:.95: 100% 1/1 [00:00<00:00,  2.91it/s]\n",
            "                 all         20         20      0.988          1      0.995      0.861\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls    labels  img_size\n",
            "   330/499     2.44G   0.01747  0.005936  0.002332        38       448: 100% 1/1 [00:00<00:00,  3.61it/s]\n",
            "               Class     Images     Labels          P          R     mAP@.5 mAP@.5:.95: 100% 1/1 [00:00<00:00,  3.11it/s]\n",
            "                 all         20         20      0.987          1      0.995      0.881\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls    labels  img_size\n",
            "   331/499     2.44G   0.02055  0.008736  0.001789        46       448: 100% 1/1 [00:00<00:00,  2.05it/s]\n",
            "               Class     Images     Labels          P          R     mAP@.5 mAP@.5:.95: 100% 1/1 [00:00<00:00,  2.87it/s]\n",
            "                 all         20         20      0.988          1      0.995      0.908\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls    labels  img_size\n",
            "   332/499     2.44G    0.0188  0.007003   0.00319        49       448: 100% 1/1 [00:00<00:00,  3.51it/s]\n",
            "               Class     Images     Labels          P          R     mAP@.5 mAP@.5:.95: 100% 1/1 [00:00<00:00,  2.83it/s]\n",
            "                 all         20         20      0.988          1      0.995      0.908\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls    labels  img_size\n",
            "   333/499     2.44G   0.01702  0.008563  0.001627        52       448: 100% 1/1 [00:00<00:00,  2.04it/s]\n",
            "               Class     Images     Labels          P          R     mAP@.5 mAP@.5:.95: 100% 1/1 [00:00<00:00,  3.30it/s]\n",
            "                 all         20         20      0.988          1      0.995      0.886\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls    labels  img_size\n",
            "   334/499     2.44G   0.02224  0.006128  0.001946        34       448: 100% 1/1 [00:00<00:00,  4.84it/s]\n",
            "               Class     Images     Labels          P          R     mAP@.5 mAP@.5:.95: 100% 1/1 [00:00<00:00,  3.79it/s]\n",
            "                 all         20         20      0.988          1      0.995      0.886\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls    labels  img_size\n",
            "   335/499     2.44G   0.01985  0.006813  0.002923        44       448: 100% 1/1 [00:00<00:00,  1.26it/s]\n",
            "               Class     Images     Labels          P          R     mAP@.5 mAP@.5:.95: 100% 1/1 [00:00<00:00,  3.10it/s]\n",
            "                 all         20         20      0.989          1      0.995       0.88\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls    labels  img_size\n",
            "   336/499     2.44G   0.01572  0.006093  0.001544        37       448: 100% 1/1 [00:00<00:00,  3.45it/s]\n",
            "               Class     Images     Labels          P          R     mAP@.5 mAP@.5:.95: 100% 1/1 [00:00<00:00,  4.30it/s]\n",
            "                 all         20         20      0.988          1      0.995      0.905\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls    labels  img_size\n",
            "   337/499     2.44G   0.01936  0.007917  0.001762        47       448: 100% 1/1 [00:00<00:00,  2.48it/s]\n",
            "               Class     Images     Labels          P          R     mAP@.5 mAP@.5:.95: 100% 1/1 [00:00<00:00,  3.03it/s]\n",
            "                 all         20         20      0.988          1      0.995      0.898\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls    labels  img_size\n",
            "   338/499     2.44G   0.01693  0.006602  0.003238        43       448: 100% 1/1 [00:00<00:00,  4.38it/s]\n",
            "               Class     Images     Labels          P          R     mAP@.5 mAP@.5:.95: 100% 1/1 [00:00<00:00,  2.91it/s]\n",
            "                 all         20         20      0.987          1      0.995       0.87\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls    labels  img_size\n",
            "   339/499     2.44G   0.01583  0.005297  0.001198        40       448: 100% 1/1 [00:00<00:00,  1.85it/s]\n",
            "               Class     Images     Labels          P          R     mAP@.5 mAP@.5:.95: 100% 1/1 [00:00<00:00,  3.03it/s]\n",
            "                 all         20         20      0.987          1      0.995      0.901\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls    labels  img_size\n",
            "   340/499     2.44G   0.01572  0.007117  0.001347        44       448: 100% 1/1 [00:00<00:00,  4.64it/s]\n",
            "               Class     Images     Labels          P          R     mAP@.5 mAP@.5:.95: 100% 1/1 [00:00<00:00,  2.50it/s]\n",
            "                 all         20         20      0.987          1      0.995       0.88\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls    labels  img_size\n",
            "   341/499     2.44G   0.01613  0.007157   0.00154        45       448: 100% 1/1 [00:00<00:00,  2.31it/s]\n",
            "               Class     Images     Labels          P          R     mAP@.5 mAP@.5:.95: 100% 1/1 [00:00<00:00,  4.47it/s]\n",
            "                 all         20         20      0.987          1      0.995      0.906\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls    labels  img_size\n",
            "   342/499     2.44G   0.01373  0.008734  0.001288        51       448: 100% 1/1 [00:00<00:00,  3.18it/s]\n",
            "               Class     Images     Labels          P          R     mAP@.5 mAP@.5:.95: 100% 1/1 [00:00<00:00,  4.47it/s]\n",
            "                 all         20         20      0.987          1      0.995      0.903\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls    labels  img_size\n",
            "   343/499     2.44G   0.01543   0.00613  0.001726        41       448: 100% 1/1 [00:00<00:00,  1.02it/s]\n",
            "               Class     Images     Labels          P          R     mAP@.5 mAP@.5:.95: 100% 1/1 [00:00<00:00,  2.65it/s]\n",
            "                 all         20         20      0.987          1      0.995      0.906\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls    labels  img_size\n",
            "   344/499     2.44G   0.01962  0.008822  0.002044        46       448: 100% 1/1 [00:00<00:00,  4.03it/s]\n",
            "               Class     Images     Labels          P          R     mAP@.5 mAP@.5:.95: 100% 1/1 [00:00<00:00,  3.58it/s]\n",
            "                 all         20         20      0.988          1      0.995      0.918\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls    labels  img_size\n",
            "   345/499     2.44G   0.01534   0.00561  0.001334        38       448: 100% 1/1 [00:00<00:00,  3.46it/s]\n",
            "               Class     Images     Labels          P          R     mAP@.5 mAP@.5:.95: 100% 1/1 [00:00<00:00,  2.58it/s]\n",
            "                 all         20         20      0.988          1      0.995      0.904\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls    labels  img_size\n",
            "   346/499     2.44G   0.01861  0.008012  0.001494        48       448: 100% 1/1 [00:00<00:00,  4.23it/s]\n",
            "               Class     Images     Labels          P          R     mAP@.5 mAP@.5:.95: 100% 1/1 [00:00<00:00,  3.56it/s]\n",
            "                 all         20         20      0.989          1      0.995      0.901\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls    labels  img_size\n",
            "   347/499     2.44G   0.01415  0.004546  0.001222        33       448: 100% 1/1 [00:00<00:00,  2.46it/s]\n",
            "               Class     Images     Labels          P          R     mAP@.5 mAP@.5:.95: 100% 1/1 [00:00<00:00,  2.71it/s]\n",
            "                 all         20         20      0.989          1      0.995      0.835\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls    labels  img_size\n",
            "   348/499     2.44G   0.01851  0.007051  0.001566        40       448: 100% 1/1 [00:00<00:00,  4.52it/s]\n",
            "               Class     Images     Labels          P          R     mAP@.5 mAP@.5:.95: 100% 1/1 [00:00<00:00,  3.19it/s]\n",
            "                 all         20         20      0.989          1      0.995      0.896\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls    labels  img_size\n",
            "   349/499     2.44G   0.01948  0.008015  0.001522        44       448: 100% 1/1 [00:00<00:00,  1.69it/s]\n",
            "               Class     Images     Labels          P          R     mAP@.5 mAP@.5:.95: 100% 1/1 [00:00<00:00,  2.49it/s]\n",
            "                 all         20         20      0.989          1      0.995      0.885\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls    labels  img_size\n",
            "   350/499     2.44G   0.01669  0.008396  0.001651        51       448: 100% 1/1 [00:00<00:00,  3.56it/s]\n",
            "               Class     Images     Labels          P          R     mAP@.5 mAP@.5:.95: 100% 1/1 [00:00<00:00,  2.83it/s]\n",
            "                 all         20         20      0.989          1      0.995       0.88\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls    labels  img_size\n",
            "   351/499     2.44G   0.01504  0.006488    0.0038        41       448: 100% 1/1 [00:00<00:00,  1.75it/s]\n",
            "               Class     Images     Labels          P          R     mAP@.5 mAP@.5:.95: 100% 1/1 [00:00<00:00,  4.20it/s]\n",
            "                 all         20         20      0.988          1      0.995      0.899\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls    labels  img_size\n",
            "   352/499     2.44G   0.01694  0.005128  0.001407        36       448: 100% 1/1 [00:00<00:00,  4.41it/s]\n",
            "               Class     Images     Labels          P          R     mAP@.5 mAP@.5:.95: 100% 1/1 [00:00<00:00,  2.90it/s]\n",
            "                 all         20         20      0.988          1      0.995      0.884\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls    labels  img_size\n",
            "   353/499     2.44G   0.01728  0.008371  0.001824        49       448: 100% 1/1 [00:00<00:00,  2.31it/s]\n",
            "               Class     Images     Labels          P          R     mAP@.5 mAP@.5:.95: 100% 1/1 [00:00<00:00,  4.52it/s]\n",
            "                 all         20         20      0.988          1      0.995      0.872\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls    labels  img_size\n",
            "   354/499     2.44G   0.01949  0.006391  0.003761        39       448: 100% 1/1 [00:00<00:00,  3.91it/s]\n",
            "               Class     Images     Labels          P          R     mAP@.5 mAP@.5:.95: 100% 1/1 [00:00<00:00,  2.75it/s]\n",
            "                 all         20         20      0.987          1      0.995      0.894\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls    labels  img_size\n",
            "   355/499     2.44G   0.01535  0.004777  0.001096        31       448: 100% 1/1 [00:00<00:00,  1.33it/s]\n",
            "               Class     Images     Labels          P          R     mAP@.5 mAP@.5:.95: 100% 1/1 [00:00<00:00,  4.32it/s]\n",
            "                 all         20         20      0.987          1      0.995      0.898\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls    labels  img_size\n",
            "   356/499     2.44G   0.01823  0.006389  0.001404        36       448: 100% 1/1 [00:00<00:00,  3.66it/s]\n",
            "               Class     Images     Labels          P          R     mAP@.5 mAP@.5:.95: 100% 1/1 [00:00<00:00,  2.81it/s]\n",
            "                 all         20         20      0.988          1      0.995      0.922\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls    labels  img_size\n",
            "   357/499     2.44G   0.01506  0.007813  0.001308        55       448: 100% 1/1 [00:00<00:00,  2.71it/s]\n",
            "               Class     Images     Labels          P          R     mAP@.5 mAP@.5:.95: 100% 1/1 [00:00<00:00,  3.80it/s]\n",
            "                 all         20         20      0.988          1      0.995      0.865\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls    labels  img_size\n",
            "   358/499     2.44G   0.01963  0.005927  0.001316        37       448: 100% 1/1 [00:00<00:00,  3.69it/s]\n",
            "               Class     Images     Labels          P          R     mAP@.5 mAP@.5:.95: 100% 1/1 [00:00<00:00,  4.83it/s]\n",
            "                 all         20         20      0.988          1      0.995      0.896\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls    labels  img_size\n",
            "   359/499     2.44G   0.01536  0.006462  0.001139        46       448: 100% 1/1 [00:00<00:00,  1.38it/s]\n",
            "               Class     Images     Labels          P          R     mAP@.5 mAP@.5:.95: 100% 1/1 [00:00<00:00,  3.93it/s]\n",
            "                 all         20         20      0.989          1      0.995      0.901\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls    labels  img_size\n",
            "   360/499     2.44G   0.01622  0.008814   0.00128        55       448: 100% 1/1 [00:00<00:00,  4.49it/s]\n",
            "               Class     Images     Labels          P          R     mAP@.5 mAP@.5:.95: 100% 1/1 [00:00<00:00,  2.74it/s]\n",
            "                 all         20         20      0.989          1      0.995      0.899\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls    labels  img_size\n",
            "   361/499     2.44G    0.0144  0.007365   0.00204        49       448: 100% 1/1 [00:00<00:00,  1.70it/s]\n",
            "               Class     Images     Labels          P          R     mAP@.5 mAP@.5:.95: 100% 1/1 [00:00<00:00,  4.33it/s]\n",
            "                 all         20         20      0.989          1      0.995      0.908\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls    labels  img_size\n",
            "   362/499     2.44G    0.0147  0.007868  0.001266        57       448: 100% 1/1 [00:00<00:00,  3.39it/s]\n",
            "               Class     Images     Labels          P          R     mAP@.5 mAP@.5:.95: 100% 1/1 [00:00<00:00,  3.58it/s]\n",
            "                 all         20         20      0.989          1      0.995      0.904\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls    labels  img_size\n",
            "   363/499     2.44G   0.01963  0.006108  0.001416        37       448: 100% 1/1 [00:00<00:00,  1.63it/s]\n",
            "               Class     Images     Labels          P          R     mAP@.5 mAP@.5:.95: 100% 1/1 [00:00<00:00,  3.97it/s]\n",
            "                 all         20         20      0.988          1      0.995      0.888\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls    labels  img_size\n",
            "   364/499     2.44G   0.01794   0.00647  0.001372        43       448: 100% 1/1 [00:00<00:00,  3.99it/s]\n",
            "               Class     Images     Labels          P          R     mAP@.5 mAP@.5:.95: 100% 1/1 [00:00<00:00,  2.94it/s]\n",
            "                 all         20         20      0.988          1      0.995       0.91\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls    labels  img_size\n",
            "   365/499     2.44G   0.01652  0.006863  0.001432        46       448: 100% 1/1 [00:00<00:00,  1.19it/s]\n",
            "               Class     Images     Labels          P          R     mAP@.5 mAP@.5:.95: 100% 1/1 [00:00<00:00,  3.11it/s]\n",
            "                 all         20         20      0.988          1      0.995      0.932\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls    labels  img_size\n",
            "   366/499     2.44G   0.01598  0.005651  0.001692        39       448: 100% 1/1 [00:00<00:00,  3.96it/s]\n",
            "               Class     Images     Labels          P          R     mAP@.5 mAP@.5:.95: 100% 1/1 [00:00<00:00,  2.89it/s]\n",
            "                 all         20         20      0.989          1      0.995      0.902\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls    labels  img_size\n",
            "   367/499     2.44G   0.01698  0.006369  0.001247        41       448: 100% 1/1 [00:00<00:00,  2.22it/s]\n",
            "               Class     Images     Labels          P          R     mAP@.5 mAP@.5:.95: 100% 1/1 [00:00<00:00,  4.27it/s]\n",
            "                 all         20         20      0.989          1      0.995      0.936\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls    labels  img_size\n",
            "   368/499     2.44G   0.01712  0.007841  0.001203        44       448: 100% 1/1 [00:00<00:00,  3.38it/s]\n",
            "               Class     Images     Labels          P          R     mAP@.5 mAP@.5:.95: 100% 1/1 [00:00<00:00,  3.23it/s]\n",
            "                 all         20         20      0.988          1      0.995      0.898\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls    labels  img_size\n",
            "   369/499     2.44G   0.02061  0.007468   0.00304        47       448: 100% 1/1 [00:00<00:00,  4.84it/s]\n",
            "               Class     Images     Labels          P          R     mAP@.5 mAP@.5:.95: 100% 1/1 [00:00<00:00,  2.99it/s]\n",
            "                 all         20         20      0.988          1      0.995      0.912\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls    labels  img_size\n",
            "   370/499     2.44G   0.01501  0.007382  0.001721        50       448: 100% 1/1 [00:00<00:00,  5.69it/s]\n",
            "               Class     Images     Labels          P          R     mAP@.5 mAP@.5:.95: 100% 1/1 [00:00<00:00,  3.21it/s]\n",
            "                 all         20         20      0.988          1      0.995      0.902\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls    labels  img_size\n",
            "   371/499     2.44G   0.01782  0.005726  0.001165        42       448: 100% 1/1 [00:00<00:00,  2.11it/s]\n",
            "               Class     Images     Labels          P          R     mAP@.5 mAP@.5:.95: 100% 1/1 [00:00<00:00,  3.47it/s]\n",
            "                 all         20         20      0.988          1      0.995      0.924\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls    labels  img_size\n",
            "   372/499     2.44G   0.01487  0.006262  0.001545        44       448: 100% 1/1 [00:00<00:00,  3.83it/s]\n",
            "               Class     Images     Labels          P          R     mAP@.5 mAP@.5:.95: 100% 1/1 [00:00<00:00,  3.02it/s]\n",
            "                 all         20         20      0.988          1      0.995      0.942\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls    labels  img_size\n",
            "   373/499     2.44G   0.01471  0.005385  0.001132        41       448: 100% 1/1 [00:00<00:00,  3.51it/s]\n",
            "               Class     Images     Labels          P          R     mAP@.5 mAP@.5:.95: 100% 1/1 [00:00<00:00,  3.23it/s]\n",
            "                 all         20         20      0.988          1      0.995      0.916\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls    labels  img_size\n",
            "   374/499     2.44G   0.01552  0.006247  0.001121        44       448: 100% 1/1 [00:00<00:00,  5.26it/s]\n",
            "               Class     Images     Labels          P          R     mAP@.5 mAP@.5:.95: 100% 1/1 [00:00<00:00,  4.54it/s]\n",
            "                 all         20         20      0.989          1      0.995      0.917\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls    labels  img_size\n",
            "   375/499     2.44G    0.0159  0.005315  0.001281        36       448: 100% 1/1 [00:00<00:00,  1.13it/s]\n",
            "               Class     Images     Labels          P          R     mAP@.5 mAP@.5:.95: 100% 1/1 [00:00<00:00,  3.50it/s]\n",
            "                 all         20         20       0.99          1      0.995      0.914\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls    labels  img_size\n",
            "   376/499     2.44G   0.01592  0.005835  0.001154        42       448: 100% 1/1 [00:00<00:00,  3.19it/s]\n",
            "               Class     Images     Labels          P          R     mAP@.5 mAP@.5:.95: 100% 1/1 [00:00<00:00,  4.67it/s]\n",
            "                 all         20         20       0.99          1      0.995       0.91\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls    labels  img_size\n",
            "   377/499     2.44G   0.01598  0.006681  0.001368        43       448: 100% 1/1 [00:00<00:00,  3.14it/s]\n",
            "               Class     Images     Labels          P          R     mAP@.5 mAP@.5:.95: 100% 1/1 [00:00<00:00,  4.60it/s]\n",
            "                 all         20         20       0.99          1      0.995      0.907\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls    labels  img_size\n",
            "   378/499     2.44G   0.01516  0.006264  0.001035        47       448: 100% 1/1 [00:00<00:00,  3.18it/s]\n",
            "               Class     Images     Labels          P          R     mAP@.5 mAP@.5:.95: 100% 1/1 [00:00<00:00,  3.28it/s]\n",
            "                 all         20         20       0.99          1      0.995       0.92\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls    labels  img_size\n",
            "   379/499     2.44G   0.01435  0.005703  0.001068        45       448: 100% 1/1 [00:00<00:00,  1.12it/s]\n",
            "               Class     Images     Labels          P          R     mAP@.5 mAP@.5:.95: 100% 1/1 [00:00<00:00,  3.57it/s]\n",
            "                 all         20         20      0.989          1      0.995      0.929\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls    labels  img_size\n",
            "   380/499     2.44G   0.01298  0.006362  0.001159        44       448: 100% 1/1 [00:00<00:00,  6.23it/s]\n",
            "               Class     Images     Labels          P          R     mAP@.5 mAP@.5:.95: 100% 1/1 [00:00<00:00,  3.34it/s]\n",
            "                 all         20         20      0.989          1      0.995      0.897\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls    labels  img_size\n",
            "   381/499     2.44G   0.01405  0.008234  0.001133        48       448: 100% 1/1 [00:00<00:00,  1.38it/s]\n",
            "               Class     Images     Labels          P          R     mAP@.5 mAP@.5:.95: 100% 1/1 [00:00<00:00,  2.78it/s]\n",
            "                 all         20         20      0.988          1      0.995      0.907\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls    labels  img_size\n",
            "   382/499     2.44G   0.01426  0.005902 0.0009847        44       448: 100% 1/1 [00:00<00:00,  3.84it/s]\n",
            "               Class     Images     Labels          P          R     mAP@.5 mAP@.5:.95: 100% 1/1 [00:00<00:00,  3.13it/s]\n",
            "                 all         20         20      0.987          1      0.995      0.892\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls    labels  img_size\n",
            "   383/499     2.44G   0.01598  0.006772  0.001886        44       448: 100% 1/1 [00:00<00:00,  1.73it/s]\n",
            "               Class     Images     Labels          P          R     mAP@.5 mAP@.5:.95: 100% 1/1 [00:00<00:00,  4.11it/s]\n",
            "                 all         20         20      0.987          1      0.995      0.902\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls    labels  img_size\n",
            "   384/499     2.44G   0.01563  0.005141  0.001419        34       448: 100% 1/1 [00:00<00:00,  4.08it/s]\n",
            "               Class     Images     Labels          P          R     mAP@.5 mAP@.5:.95: 100% 1/1 [00:00<00:00,  2.69it/s]\n",
            "                 all         20         20      0.986          1      0.995      0.894\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls    labels  img_size\n",
            "   385/499     2.44G   0.01493  0.005549  0.001318        39       448: 100% 1/1 [00:00<00:00,  1.49it/s]\n",
            "               Class     Images     Labels          P          R     mAP@.5 mAP@.5:.95: 100% 1/1 [00:00<00:00,  2.70it/s]\n",
            "                 all         20         20      0.987          1      0.995      0.937\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls    labels  img_size\n",
            "   386/499     2.44G   0.01623  0.006158  0.001353        43       448: 100% 1/1 [00:00<00:00,  3.73it/s]\n",
            "               Class     Images     Labels          P          R     mAP@.5 mAP@.5:.95: 100% 1/1 [00:00<00:00,  5.17it/s]\n",
            "                 all         20         20      0.987          1      0.995      0.916\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls    labels  img_size\n",
            "   387/499     2.44G   0.01468  0.006032  0.001026        45       448: 100% 1/1 [00:00<00:00,  1.40it/s]\n",
            "               Class     Images     Labels          P          R     mAP@.5 mAP@.5:.95: 100% 1/1 [00:00<00:00,  2.73it/s]\n",
            "                 all         20         20      0.987          1      0.995      0.917\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls    labels  img_size\n",
            "   388/499     2.44G   0.01436   0.00756  0.001552        50       448: 100% 1/1 [00:00<00:00,  4.77it/s]\n",
            "               Class     Images     Labels          P          R     mAP@.5 mAP@.5:.95: 100% 1/1 [00:00<00:00,  4.38it/s]\n",
            "                 all         20         20      0.987          1      0.995      0.918\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls    labels  img_size\n",
            "   389/499     2.44G   0.01446  0.006333  0.002419        45       448: 100% 1/1 [00:00<00:00,  1.24it/s]\n",
            "               Class     Images     Labels          P          R     mAP@.5 mAP@.5:.95: 100% 1/1 [00:00<00:00,  3.74it/s]\n",
            "                 all         20         20      0.987          1      0.995      0.921\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls    labels  img_size\n",
            "   390/499     2.44G   0.01487  0.007369   0.00133        50       448: 100% 1/1 [00:00<00:00,  4.92it/s]\n",
            "               Class     Images     Labels          P          R     mAP@.5 mAP@.5:.95: 100% 1/1 [00:00<00:00,  3.26it/s]\n",
            "                 all         20         20      0.987          1      0.995      0.954\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls    labels  img_size\n",
            "   391/499     2.44G   0.01452  0.005014  0.001552        40       448: 100% 1/1 [00:00<00:00,  3.20it/s]\n",
            "               Class     Images     Labels          P          R     mAP@.5 mAP@.5:.95: 100% 1/1 [00:00<00:00,  2.79it/s]\n",
            "                 all         20         20      0.987          1      0.995      0.919\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls    labels  img_size\n",
            "   392/499     2.44G   0.01392  0.005146 0.0008974        43       448: 100% 1/1 [00:00<00:00,  4.08it/s]\n",
            "               Class     Images     Labels          P          R     mAP@.5 mAP@.5:.95: 100% 1/1 [00:00<00:00,  3.58it/s]\n",
            "                 all         20         20      0.987          1      0.995      0.925\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls    labels  img_size\n",
            "   393/499     2.44G   0.01803  0.007875  0.002679        47       448: 100% 1/1 [00:00<00:00,  1.69it/s]\n",
            "               Class     Images     Labels          P          R     mAP@.5 mAP@.5:.95: 100% 1/1 [00:00<00:00,  2.77it/s]\n",
            "                 all         20         20      0.988          1      0.995      0.935\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls    labels  img_size\n",
            "   394/499     2.44G   0.01387  0.006893  0.002021        44       448: 100% 1/1 [00:00<00:00,  4.91it/s]\n",
            "               Class     Images     Labels          P          R     mAP@.5 mAP@.5:.95: 100% 1/1 [00:00<00:00,  3.15it/s]\n",
            "                 all         20         20      0.988          1      0.995      0.923\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls    labels  img_size\n",
            "   395/499     2.44G   0.01397  0.006098  0.001214        44       448: 100% 1/1 [00:00<00:00,  1.75it/s]\n",
            "               Class     Images     Labels          P          R     mAP@.5 mAP@.5:.95: 100% 1/1 [00:00<00:00,  3.02it/s]\n",
            "                 all         20         20      0.988          1      0.995      0.943\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls    labels  img_size\n",
            "   396/499     2.44G   0.01454  0.006749  0.001765        48       448: 100% 1/1 [00:00<00:00,  3.32it/s]\n",
            "               Class     Images     Labels          P          R     mAP@.5 mAP@.5:.95: 100% 1/1 [00:00<00:00,  2.63it/s]\n",
            "                 all         20         20      0.988          1      0.995      0.952\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls    labels  img_size\n",
            "   397/499     2.44G   0.01407  0.006294   0.00106        46       448: 100% 1/1 [00:01<00:00,  1.11s/it]\n",
            "               Class     Images     Labels          P          R     mAP@.5 mAP@.5:.95: 100% 1/1 [00:00<00:00,  1.49it/s]\n",
            "                 all         20         20      0.989          1      0.995      0.954\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls    labels  img_size\n",
            "   398/499     2.44G   0.01508  0.006153  0.001248        41       448: 100% 1/1 [00:00<00:00,  5.20it/s]\n",
            "               Class     Images     Labels          P          R     mAP@.5 mAP@.5:.95: 100% 1/1 [00:00<00:00,  2.74it/s]\n",
            "                 all         20         20      0.989          1      0.995      0.945\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls    labels  img_size\n",
            "   399/499     2.44G   0.01334  0.007661   0.00108        49       448: 100% 1/1 [00:00<00:00,  1.37it/s]\n",
            "               Class     Images     Labels          P          R     mAP@.5 mAP@.5:.95: 100% 1/1 [00:00<00:00,  3.14it/s]\n",
            "                 all         20         20      0.989          1      0.995      0.931\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls    labels  img_size\n",
            "   400/499     2.44G   0.01154  0.005994  0.002822        43       448: 100% 1/1 [00:00<00:00,  3.76it/s]\n",
            "               Class     Images     Labels          P          R     mAP@.5 mAP@.5:.95: 100% 1/1 [00:00<00:00,  3.84it/s]\n",
            "                 all         20         20      0.989          1      0.995      0.934\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls    labels  img_size\n",
            "   401/499     2.44G   0.01627  0.005462  0.001673        35       448: 100% 1/1 [00:00<00:00,  1.50it/s]\n",
            "               Class     Images     Labels          P          R     mAP@.5 mAP@.5:.95: 100% 1/1 [00:00<00:00,  3.15it/s]\n",
            "                 all         20         20      0.989          1      0.995      0.956\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls    labels  img_size\n",
            "   402/499     2.44G   0.01392  0.007344  0.003638        46       448: 100% 1/1 [00:00<00:00,  4.83it/s]\n",
            "               Class     Images     Labels          P          R     mAP@.5 mAP@.5:.95: 100% 1/1 [00:00<00:00,  4.08it/s]\n",
            "                 all         20         20      0.989          1      0.995      0.939\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls    labels  img_size\n",
            "   403/499     2.44G   0.01243  0.006237  0.002651        43       448: 100% 1/1 [00:00<00:00,  1.53it/s]\n",
            "               Class     Images     Labels          P          R     mAP@.5 mAP@.5:.95: 100% 1/1 [00:00<00:00,  3.80it/s]\n",
            "                 all         20         20      0.989          1      0.995      0.947\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls    labels  img_size\n",
            "   404/499     2.44G   0.01543  0.005455  0.001295        35       448: 100% 1/1 [00:00<00:00,  4.09it/s]\n",
            "               Class     Images     Labels          P          R     mAP@.5 mAP@.5:.95: 100% 1/1 [00:00<00:00,  4.87it/s]\n",
            "                 all         20         20      0.989          1      0.995      0.947\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls    labels  img_size\n",
            "   405/499     2.44G   0.01388  0.006165  0.001335        44       448: 100% 1/1 [00:00<00:00,  1.31it/s]\n",
            "               Class     Images     Labels          P          R     mAP@.5 mAP@.5:.95: 100% 1/1 [00:00<00:00,  3.01it/s]\n",
            "                 all         20         20      0.989          1      0.995      0.952\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls    labels  img_size\n",
            "   406/499     2.44G   0.01079   0.00563 0.0009118        43       448: 100% 1/1 [00:00<00:00,  4.15it/s]\n",
            "               Class     Images     Labels          P          R     mAP@.5 mAP@.5:.95: 100% 1/1 [00:00<00:00,  3.13it/s]\n",
            "                 all         20         20      0.989          1      0.995      0.941\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls    labels  img_size\n",
            "   407/499     2.44G   0.01273  0.006221   0.00103        47       448: 100% 1/1 [00:00<00:00,  1.19it/s]\n",
            "               Class     Images     Labels          P          R     mAP@.5 mAP@.5:.95: 100% 1/1 [00:00<00:00,  4.33it/s]\n",
            "                 all         20         20      0.989          1      0.995      0.936\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls    labels  img_size\n",
            "   408/499     2.44G   0.01204  0.006479  0.001026        47       448: 100% 1/1 [00:00<00:00,  4.11it/s]\n",
            "               Class     Images     Labels          P          R     mAP@.5 mAP@.5:.95: 100% 1/1 [00:00<00:00,  3.15it/s]\n",
            "                 all         20         20       0.99          1      0.995      0.919\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls    labels  img_size\n",
            "   409/499     2.44G   0.01413    0.0065 0.0008719        48       448: 100% 1/1 [00:00<00:00,  1.19it/s]\n",
            "               Class     Images     Labels          P          R     mAP@.5 mAP@.5:.95: 100% 1/1 [00:00<00:00,  3.78it/s]\n",
            "                 all         20         20       0.99          1      0.995      0.942\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls    labels  img_size\n",
            "   410/499     2.44G   0.01537  0.005175  0.001359        35       448: 100% 1/1 [00:00<00:00,  3.52it/s]\n",
            "               Class     Images     Labels          P          R     mAP@.5 mAP@.5:.95: 100% 1/1 [00:00<00:00,  2.63it/s]\n",
            "                 all         20         20       0.99          1      0.995      0.935\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls    labels  img_size\n",
            "   411/499     2.44G   0.01415  0.006009 0.0009964        41       448: 100% 1/1 [00:00<00:00,  2.37it/s]\n",
            "               Class     Images     Labels          P          R     mAP@.5 mAP@.5:.95: 100% 1/1 [00:00<00:00,  2.82it/s]\n",
            "                 all         20         20       0.99          1      0.995      0.937\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls    labels  img_size\n",
            "   412/499     2.44G   0.01204  0.005759 0.0009872        45       448: 100% 1/1 [00:00<00:00,  4.32it/s]\n",
            "               Class     Images     Labels          P          R     mAP@.5 mAP@.5:.95: 100% 1/1 [00:00<00:00,  2.54it/s]\n",
            "                 all         20         20       0.99          1      0.995      0.938\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls    labels  img_size\n",
            "   413/499     2.44G   0.01264  0.005911  0.001513        43       448: 100% 1/1 [00:00<00:00,  1.64it/s]\n",
            "               Class     Images     Labels          P          R     mAP@.5 mAP@.5:.95: 100% 1/1 [00:00<00:00,  3.91it/s]\n",
            "                 all         20         20       0.99          1      0.995      0.941\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls    labels  img_size\n",
            "   414/499     2.44G   0.01539   0.00679  0.002067        45       448: 100% 1/1 [00:00<00:00,  4.87it/s]\n",
            "               Class     Images     Labels          P          R     mAP@.5 mAP@.5:.95: 100% 1/1 [00:00<00:00,  3.12it/s]\n",
            "                 all         20         20       0.99          1      0.995      0.945\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls    labels  img_size\n",
            "   415/499     2.44G   0.01205  0.005355 0.0008768        40       448: 100% 1/1 [00:00<00:00,  1.62it/s]\n",
            "               Class     Images     Labels          P          R     mAP@.5 mAP@.5:.95: 100% 1/1 [00:00<00:00,  2.74it/s]\n",
            "                 all         20         20       0.99          1      0.995      0.943\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls    labels  img_size\n",
            "   416/499     2.44G   0.01333  0.006321  0.001716        45       448: 100% 1/1 [00:00<00:00,  3.09it/s]\n",
            "               Class     Images     Labels          P          R     mAP@.5 mAP@.5:.95: 100% 1/1 [00:00<00:00,  2.98it/s]\n",
            "                 all         20         20       0.99          1      0.995      0.963\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls    labels  img_size\n",
            "   417/499     2.44G   0.01317  0.007294  0.001054        45       448: 100% 1/1 [00:00<00:00,  2.95it/s]\n",
            "               Class     Images     Labels          P          R     mAP@.5 mAP@.5:.95: 100% 1/1 [00:00<00:00,  2.61it/s]\n",
            "                 all         20         20       0.99          1      0.995      0.954\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls    labels  img_size\n",
            "   418/499     2.44G     0.013  0.005285  0.001285        41       448: 100% 1/1 [00:00<00:00,  4.03it/s]\n",
            "               Class     Images     Labels          P          R     mAP@.5 mAP@.5:.95: 100% 1/1 [00:00<00:00,  3.38it/s]\n",
            "                 all         20         20       0.99          1      0.995      0.954\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls    labels  img_size\n",
            "   419/499     2.44G     0.015  0.004777  0.001133        35       448: 100% 1/1 [00:00<00:00,  1.89it/s]\n",
            "               Class     Images     Labels          P          R     mAP@.5 mAP@.5:.95: 100% 1/1 [00:00<00:00,  3.61it/s]\n",
            "                 all         20         20       0.99          1      0.995      0.949\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls    labels  img_size\n",
            "   420/499     2.44G   0.01156   0.00522 0.0008439        43       448: 100% 1/1 [00:00<00:00,  3.25it/s]\n",
            "               Class     Images     Labels          P          R     mAP@.5 mAP@.5:.95: 100% 1/1 [00:00<00:00,  2.64it/s]\n",
            "                 all         20         20       0.99          1      0.995       0.96\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls    labels  img_size\n",
            "   421/499     2.44G   0.01588  0.006827  0.001501        44       448: 100% 1/1 [00:00<00:00,  1.57it/s]\n",
            "               Class     Images     Labels          P          R     mAP@.5 mAP@.5:.95: 100% 1/1 [00:00<00:00,  6.50it/s]\n",
            "                 all         20         20       0.99          1      0.995      0.902\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls    labels  img_size\n",
            "   422/499     2.44G   0.01621  0.006349  0.002864        45       448: 100% 1/1 [00:00<00:00,  2.94it/s]\n",
            "               Class     Images     Labels          P          R     mAP@.5 mAP@.5:.95: 100% 1/1 [00:00<00:00,  2.50it/s]\n",
            "                 all         20         20       0.99          1      0.995      0.928\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls    labels  img_size\n",
            "   423/499     2.44G   0.01168  0.005519  0.001036        40       448: 100% 1/1 [00:00<00:00,  1.38it/s]\n",
            "               Class     Images     Labels          P          R     mAP@.5 mAP@.5:.95: 100% 1/1 [00:00<00:00,  2.70it/s]\n",
            "                 all         20         20       0.99          1      0.995      0.939\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls    labels  img_size\n",
            "   424/499     2.44G   0.01026  0.004136  0.001387        35       448: 100% 1/1 [00:00<00:00,  3.91it/s]\n",
            "               Class     Images     Labels          P          R     mAP@.5 mAP@.5:.95: 100% 1/1 [00:00<00:00,  2.68it/s]\n",
            "                 all         20         20       0.99          1      0.995      0.932\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls    labels  img_size\n",
            "   425/499     2.44G   0.01359  0.007206 0.0007703        51       448: 100% 1/1 [00:00<00:00,  1.96it/s]\n",
            "               Class     Images     Labels          P          R     mAP@.5 mAP@.5:.95: 100% 1/1 [00:00<00:00,  2.59it/s]\n",
            "                 all         20         20       0.99          1      0.995      0.932\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls    labels  img_size\n",
            "   426/499     2.44G   0.01645  0.006756  0.001368        45       448: 100% 1/1 [00:00<00:00,  3.72it/s]\n",
            "               Class     Images     Labels          P          R     mAP@.5 mAP@.5:.95: 100% 1/1 [00:00<00:00,  2.84it/s]\n",
            "                 all         20         20       0.99          1      0.995      0.935\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls    labels  img_size\n",
            "   427/499     2.44G   0.01294  0.006129  0.001656        45       448: 100% 1/1 [00:00<00:00,  1.46it/s]\n",
            "               Class     Images     Labels          P          R     mAP@.5 mAP@.5:.95: 100% 1/1 [00:00<00:00,  3.72it/s]\n",
            "                 all         20         20       0.99          1      0.995      0.926\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls    labels  img_size\n",
            "   428/499     2.44G   0.01326  0.005396 0.0008343        41       448: 100% 1/1 [00:00<00:00,  3.28it/s]\n",
            "               Class     Images     Labels          P          R     mAP@.5 mAP@.5:.95: 100% 1/1 [00:00<00:00,  2.73it/s]\n",
            "                 all         20         20       0.99          1      0.995      0.925\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls    labels  img_size\n",
            "   429/499     2.44G   0.01076  0.005482 0.0008328        43       448: 100% 1/1 [00:00<00:00,  1.30it/s]\n",
            "               Class     Images     Labels          P          R     mAP@.5 mAP@.5:.95: 100% 1/1 [00:00<00:00,  2.94it/s]\n",
            "                 all         20         20       0.99          1      0.995      0.947\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls    labels  img_size\n",
            "   430/499     2.44G   0.01183  0.006312 0.0007976        44       448: 100% 1/1 [00:00<00:00,  4.82it/s]\n",
            "               Class     Images     Labels          P          R     mAP@.5 mAP@.5:.95: 100% 1/1 [00:00<00:00,  2.75it/s]\n",
            "                 all         20         20       0.99          1      0.995      0.927\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls    labels  img_size\n",
            "   431/499     2.44G    0.0134  0.005808  0.001067        40       448: 100% 1/1 [00:00<00:00,  1.64it/s]\n",
            "               Class     Images     Labels          P          R     mAP@.5 mAP@.5:.95: 100% 1/1 [00:00<00:00,  3.51it/s]\n",
            "                 all         20         20       0.99          1      0.995       0.93\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls    labels  img_size\n",
            "   432/499     2.44G   0.01164  0.005662 0.0009076        43       448: 100% 1/1 [00:00<00:00,  3.92it/s]\n",
            "               Class     Images     Labels          P          R     mAP@.5 mAP@.5:.95: 100% 1/1 [00:00<00:00,  2.89it/s]\n",
            "                 all         20         20       0.99          1      0.995      0.938\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls    labels  img_size\n",
            "   433/499     2.44G   0.01142  0.005162  0.001136        44       448: 100% 1/1 [00:00<00:00,  1.53it/s]\n",
            "               Class     Images     Labels          P          R     mAP@.5 mAP@.5:.95: 100% 1/1 [00:00<00:00,  2.41it/s]\n",
            "                 all         20         20       0.99          1      0.995      0.961\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls    labels  img_size\n",
            "   434/499     2.44G   0.01268  0.005798  0.002765        43       448: 100% 1/1 [00:00<00:00,  3.91it/s]\n",
            "               Class     Images     Labels          P          R     mAP@.5 mAP@.5:.95: 100% 1/1 [00:00<00:00,  2.84it/s]\n",
            "                 all         20         20       0.99          1      0.995      0.954\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls    labels  img_size\n",
            "   435/499     2.44G   0.01457  0.005922 0.0008189        43       448: 100% 1/1 [00:00<00:00,  3.49it/s]\n",
            "               Class     Images     Labels          P          R     mAP@.5 mAP@.5:.95: 100% 1/1 [00:00<00:00,  2.93it/s]\n",
            "                 all         20         20       0.99          1      0.995      0.938\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls    labels  img_size\n",
            "   436/499     2.44G   0.01308  0.007166   0.00196        52       448: 100% 1/1 [00:00<00:00,  4.38it/s]\n",
            "               Class     Images     Labels          P          R     mAP@.5 mAP@.5:.95: 100% 1/1 [00:00<00:00,  3.11it/s]\n",
            "                 all         20         20       0.99          1      0.995      0.931\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls    labels  img_size\n",
            "   437/499     2.44G   0.01204   0.00545  0.002725        44       448: 100% 1/1 [00:00<00:00,  1.81it/s]\n",
            "               Class     Images     Labels          P          R     mAP@.5 mAP@.5:.95: 100% 1/1 [00:00<00:00,  4.12it/s]\n",
            "                 all         20         20      0.989          1      0.995      0.946\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls    labels  img_size\n",
            "   438/499     2.44G   0.01266  0.006094  0.002581        41       448: 100% 1/1 [00:00<00:00,  3.36it/s]\n",
            "               Class     Images     Labels          P          R     mAP@.5 mAP@.5:.95: 100% 1/1 [00:00<00:00,  3.01it/s]\n",
            "                 all         20         20      0.989          1      0.995      0.947\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls    labels  img_size\n",
            "   439/499     2.44G   0.01198  0.007476  0.002323        52       448: 100% 1/1 [00:00<00:00,  1.36it/s]\n",
            "               Class     Images     Labels          P          R     mAP@.5 mAP@.5:.95: 100% 1/1 [00:00<00:00,  3.73it/s]\n",
            "                 all         20         20      0.989          1      0.995      0.944\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls    labels  img_size\n",
            "   440/499     2.44G   0.01163  0.005772 0.0008716        45       448: 100% 1/1 [00:00<00:00,  3.11it/s]\n",
            "               Class     Images     Labels          P          R     mAP@.5 mAP@.5:.95: 100% 1/1 [00:00<00:00,  2.87it/s]\n",
            "                 all         20         20      0.989          1      0.995      0.951\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls    labels  img_size\n",
            "   441/499     2.44G   0.01099   0.00612 0.0008786        49       448: 100% 1/1 [00:00<00:00,  1.50it/s]\n",
            "               Class     Images     Labels          P          R     mAP@.5 mAP@.5:.95: 100% 1/1 [00:00<00:00,  3.33it/s]\n",
            "                 all         20         20      0.989          1      0.995      0.925\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls    labels  img_size\n",
            "   442/499     2.44G   0.01037  0.005509 0.0008441        45       448: 100% 1/1 [00:00<00:00,  3.92it/s]\n",
            "               Class     Images     Labels          P          R     mAP@.5 mAP@.5:.95: 100% 1/1 [00:00<00:00,  3.01it/s]\n",
            "                 all         20         20      0.989          1      0.995       0.94\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls    labels  img_size\n",
            "   443/499     2.44G   0.01267   0.00601  0.001154        49       448: 100% 1/1 [00:00<00:00,  2.77it/s]\n",
            "               Class     Images     Labels          P          R     mAP@.5 mAP@.5:.95: 100% 1/1 [00:00<00:00,  2.66it/s]\n",
            "                 all         20         20      0.989          1      0.995      0.954\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls    labels  img_size\n",
            "   444/499     2.44G   0.01257  0.005498  0.001492        41       448: 100% 1/1 [00:00<00:00,  3.90it/s]\n",
            "               Class     Images     Labels          P          R     mAP@.5 mAP@.5:.95: 100% 1/1 [00:00<00:00,  4.15it/s]\n",
            "                 all         20         20      0.988          1      0.995      0.963\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls    labels  img_size\n",
            "   445/499     2.44G   0.01294  0.004886 0.0008599        36       448: 100% 1/1 [00:00<00:00,  3.04it/s]\n",
            "               Class     Images     Labels          P          R     mAP@.5 mAP@.5:.95: 100% 1/1 [00:00<00:00,  2.82it/s]\n",
            "                 all         20         20      0.988          1      0.995      0.946\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls    labels  img_size\n",
            "   446/499     2.44G   0.01325  0.008113  0.001051        51       448: 100% 1/1 [00:00<00:00,  5.31it/s]\n",
            "               Class     Images     Labels          P          R     mAP@.5 mAP@.5:.95: 100% 1/1 [00:00<00:00,  3.45it/s]\n",
            "                 all         20         20      0.988          1      0.995      0.955\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls    labels  img_size\n",
            "   447/499     2.44G   0.01215  0.006538 0.0009251        50       448: 100% 1/1 [00:00<00:00,  1.59it/s]\n",
            "               Class     Images     Labels          P          R     mAP@.5 mAP@.5:.95: 100% 1/1 [00:00<00:00,  4.25it/s]\n",
            "                 all         20         20      0.988          1      0.995      0.945\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls    labels  img_size\n",
            "   448/499     2.44G   0.01229  0.005668 0.0009474        43       448: 100% 1/1 [00:00<00:00,  3.96it/s]\n",
            "               Class     Images     Labels          P          R     mAP@.5 mAP@.5:.95: 100% 1/1 [00:00<00:00,  2.89it/s]\n",
            "                 all         20         20      0.988          1      0.995      0.962\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls    labels  img_size\n",
            "   449/499     2.44G    0.0124  0.005779  0.001219        45       448: 100% 1/1 [00:00<00:00,  1.72it/s]\n",
            "               Class     Images     Labels          P          R     mAP@.5 mAP@.5:.95: 100% 1/1 [00:00<00:00,  2.77it/s]\n",
            "                 all         20         20      0.988          1      0.995      0.951\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls    labels  img_size\n",
            "   450/499     2.44G   0.01156  0.005849  0.001525        42       448: 100% 1/1 [00:00<00:00,  4.14it/s]\n",
            "               Class     Images     Labels          P          R     mAP@.5 mAP@.5:.95: 100% 1/1 [00:00<00:00,  4.41it/s]\n",
            "                 all         20         20      0.988          1      0.995      0.952\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls    labels  img_size\n",
            "   451/499     2.44G   0.01254  0.006393  0.002311        45       448: 100% 1/1 [00:00<00:00,  1.59it/s]\n",
            "               Class     Images     Labels          P          R     mAP@.5 mAP@.5:.95: 100% 1/1 [00:00<00:00,  5.21it/s]\n",
            "                 all         20         20      0.988          1      0.995       0.95\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls    labels  img_size\n",
            "   452/499     2.44G   0.01507  0.005852  0.001285        43       448: 100% 1/1 [00:00<00:00,  3.05it/s]\n",
            "               Class     Images     Labels          P          R     mAP@.5 mAP@.5:.95: 100% 1/1 [00:00<00:00,  3.77it/s]\n",
            "                 all         20         20      0.988          1      0.995      0.951\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls    labels  img_size\n",
            "   453/499     2.44G     0.011  0.005516 0.0008886        44       448: 100% 1/1 [00:00<00:00,  1.22it/s]\n",
            "               Class     Images     Labels          P          R     mAP@.5 mAP@.5:.95: 100% 1/1 [00:00<00:00,  3.35it/s]\n",
            "                 all         20         20      0.988          1      0.995      0.949\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls    labels  img_size\n",
            "   454/499     2.44G    0.0124  0.006252 0.0008322        42       448: 100% 1/1 [00:00<00:00,  3.39it/s]\n",
            "               Class     Images     Labels          P          R     mAP@.5 mAP@.5:.95: 100% 1/1 [00:00<00:00,  2.65it/s]\n",
            "                 all         20         20      0.989          1      0.995      0.942\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls    labels  img_size\n",
            "   455/499     2.44G     0.012  0.006428 0.0008016        45       448: 100% 1/1 [00:00<00:00,  1.27it/s]\n",
            "               Class     Images     Labels          P          R     mAP@.5 mAP@.5:.95: 100% 1/1 [00:00<00:00,  2.99it/s]\n",
            "                 all         20         20      0.989          1      0.995       0.95\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls    labels  img_size\n",
            "   456/499     2.44G   0.01273   0.00611  0.001108        43       448: 100% 1/1 [00:00<00:00,  4.13it/s]\n",
            "               Class     Images     Labels          P          R     mAP@.5 mAP@.5:.95: 100% 1/1 [00:00<00:00,  2.75it/s]\n",
            "                 all         20         20      0.989          1      0.995      0.945\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls    labels  img_size\n",
            "   457/499     2.44G   0.01056   0.00455 0.0008172        39       448: 100% 1/1 [00:00<00:00,  1.64it/s]\n",
            "               Class     Images     Labels          P          R     mAP@.5 mAP@.5:.95: 100% 1/1 [00:00<00:00,  3.16it/s]\n",
            "                 all         20         20      0.989          1      0.995      0.944\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls    labels  img_size\n",
            "   458/499     2.44G    0.0117  0.005846  0.001198        44       448: 100% 1/1 [00:00<00:00,  4.26it/s]\n",
            "               Class     Images     Labels          P          R     mAP@.5 mAP@.5:.95: 100% 1/1 [00:00<00:00,  4.87it/s]\n",
            "                 all         20         20      0.989          1      0.995      0.953\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls    labels  img_size\n",
            "   459/499     2.44G   0.01249  0.007616 0.0008216        53       448: 100% 1/1 [00:00<00:00,  1.54it/s]\n",
            "               Class     Images     Labels          P          R     mAP@.5 mAP@.5:.95: 100% 1/1 [00:00<00:00,  2.63it/s]\n",
            "                 all         20         20      0.989          1      0.995      0.948\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls    labels  img_size\n",
            "   460/499     2.44G   0.01031  0.005829 0.0007225        45       448: 100% 1/1 [00:00<00:00,  3.84it/s]\n",
            "               Class     Images     Labels          P          R     mAP@.5 mAP@.5:.95: 100% 1/1 [00:00<00:00,  2.51it/s]\n",
            "                 all         20         20      0.989          1      0.995       0.95\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls    labels  img_size\n",
            "   461/499     2.44G   0.01123   0.00539 0.0007993        43       448: 100% 1/1 [00:00<00:00,  2.11it/s]\n",
            "               Class     Images     Labels          P          R     mAP@.5 mAP@.5:.95: 100% 1/1 [00:00<00:00,  2.99it/s]\n",
            "                 all         20         20      0.989          1      0.995      0.957\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls    labels  img_size\n",
            "   462/499     2.44G   0.01258  0.006694  0.001691        48       448: 100% 1/1 [00:00<00:00,  4.86it/s]\n",
            "               Class     Images     Labels          P          R     mAP@.5 mAP@.5:.95: 100% 1/1 [00:00<00:00,  2.99it/s]\n",
            "                 all         20         20       0.99          1      0.995      0.962\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls    labels  img_size\n",
            "   463/499     2.44G   0.01301  0.006303  0.001153        45       448: 100% 1/1 [00:00<00:00,  1.40it/s]\n",
            "               Class     Images     Labels          P          R     mAP@.5 mAP@.5:.95: 100% 1/1 [00:00<00:00,  3.10it/s]\n",
            "                 all         20         20       0.99          1      0.995      0.966\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls    labels  img_size\n",
            "   464/499     2.44G   0.01104  0.003626   0.00062        33       448: 100% 1/1 [00:00<00:00,  4.33it/s]\n",
            "               Class     Images     Labels          P          R     mAP@.5 mAP@.5:.95: 100% 1/1 [00:00<00:00,  2.83it/s]\n",
            "                 all         20         20       0.99          1      0.995      0.968\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls    labels  img_size\n",
            "   465/499     2.44G   0.01266  0.006459 0.0006842        46       448: 100% 1/1 [00:00<00:00,  2.90it/s]\n",
            "               Class     Images     Labels          P          R     mAP@.5 mAP@.5:.95: 100% 1/1 [00:00<00:00,  2.79it/s]\n",
            "                 all         20         20       0.99          1      0.995      0.964\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls    labels  img_size\n",
            "   466/499     2.44G   0.01134   0.00598  0.001124        44       448: 100% 1/1 [00:00<00:00,  3.08it/s]\n",
            "               Class     Images     Labels          P          R     mAP@.5 mAP@.5:.95: 100% 1/1 [00:00<00:00,  2.59it/s]\n",
            "                 all         20         20       0.99          1      0.995      0.958\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls    labels  img_size\n",
            "   467/499     2.44G    0.0127  0.005257  0.001091        41       448: 100% 1/1 [00:00<00:00,  1.33it/s]\n",
            "               Class     Images     Labels          P          R     mAP@.5 mAP@.5:.95: 100% 1/1 [00:00<00:00,  3.91it/s]\n",
            "                 all         20         20       0.99          1      0.995      0.956\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls    labels  img_size\n",
            "   468/499     2.44G   0.01189  0.006061 0.0008308        48       448: 100% 1/1 [00:00<00:00,  3.87it/s]\n",
            "               Class     Images     Labels          P          R     mAP@.5 mAP@.5:.95: 100% 1/1 [00:00<00:00,  3.89it/s]\n",
            "                 all         20         20       0.99          1      0.995      0.966\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls    labels  img_size\n",
            "   469/499     2.44G   0.01063  0.006497 0.0009845        48       448: 100% 1/1 [00:00<00:00,  1.97it/s]\n",
            "               Class     Images     Labels          P          R     mAP@.5 mAP@.5:.95: 100% 1/1 [00:00<00:00,  2.66it/s]\n",
            "                 all         20         20       0.99          1      0.995      0.984\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls    labels  img_size\n",
            "   470/499     2.44G   0.01453  0.006328 0.0008361        45       448: 100% 1/1 [00:00<00:00,  4.19it/s]\n",
            "               Class     Images     Labels          P          R     mAP@.5 mAP@.5:.95: 100% 1/1 [00:00<00:00,  2.78it/s]\n",
            "                 all         20         20      0.989          1      0.995      0.979\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls    labels  img_size\n",
            "   471/499     2.44G  0.009993  0.004462 0.0006976        38       448: 100% 1/1 [00:00<00:00,  5.60it/s]\n",
            "               Class     Images     Labels          P          R     mAP@.5 mAP@.5:.95: 100% 1/1 [00:00<00:00,  3.42it/s]\n",
            "                 all         20         20       0.99          1      0.995       0.98\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls    labels  img_size\n",
            "   472/499     2.44G  0.009821  0.005183 0.0007347        43       448: 100% 1/1 [00:00<00:00,  3.80it/s]\n",
            "               Class     Images     Labels          P          R     mAP@.5 mAP@.5:.95: 100% 1/1 [00:00<00:00,  2.63it/s]\n",
            "                 all         20         20       0.99          1      0.995      0.964\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls    labels  img_size\n",
            "   473/499     2.44G  0.009342   0.00599 0.0007245        51       448: 100% 1/1 [00:00<00:00,  1.57it/s]\n",
            "               Class     Images     Labels          P          R     mAP@.5 mAP@.5:.95: 100% 1/1 [00:00<00:00,  2.92it/s]\n",
            "                 all         20         20       0.99          1      0.995       0.97\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls    labels  img_size\n",
            "   474/499     2.44G   0.01328  0.005835 0.0009999        41       448: 100% 1/1 [00:00<00:00,  4.00it/s]\n",
            "               Class     Images     Labels          P          R     mAP@.5 mAP@.5:.95: 100% 1/1 [00:00<00:00,  2.43it/s]\n",
            "                 all         20         20       0.99          1      0.995      0.979\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls    labels  img_size\n",
            "   475/499     2.44G  0.009467  0.006203 0.0008323        48       448: 100% 1/1 [00:00<00:00,  1.74it/s]\n",
            "               Class     Images     Labels          P          R     mAP@.5 mAP@.5:.95: 100% 1/1 [00:00<00:00,  2.79it/s]\n",
            "                 all         20         20       0.99          1      0.995      0.979\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls    labels  img_size\n",
            "   476/499     2.44G   0.01045  0.006402  0.000713        48       448: 100% 1/1 [00:00<00:00,  4.16it/s]\n",
            "               Class     Images     Labels          P          R     mAP@.5 mAP@.5:.95: 100% 1/1 [00:00<00:00,  2.59it/s]\n",
            "                 all         20         20       0.99          1      0.995      0.984\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls    labels  img_size\n",
            "   477/499     2.44G   0.01116  0.003878  0.001359        38       448: 100% 1/1 [00:00<00:00,  2.78it/s]\n",
            "               Class     Images     Labels          P          R     mAP@.5 mAP@.5:.95: 100% 1/1 [00:00<00:00,  3.26it/s]\n",
            "                 all         20         20       0.99          1      0.995      0.984\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls    labels  img_size\n",
            "   478/499     2.44G   0.01264  0.005666  0.001241        49       448: 100% 1/1 [00:00<00:00,  4.45it/s]\n",
            "               Class     Images     Labels          P          R     mAP@.5 mAP@.5:.95: 100% 1/1 [00:00<00:00,  3.01it/s]\n",
            "                 all         20         20       0.99          1      0.995      0.979\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls    labels  img_size\n",
            "   479/499     2.44G   0.01172  0.004878 0.0008059        38       448: 100% 1/1 [00:00<00:00,  1.24it/s]\n",
            "               Class     Images     Labels          P          R     mAP@.5 mAP@.5:.95: 100% 1/1 [00:00<00:00,  2.47it/s]\n",
            "                 all         20         20       0.99          1      0.995      0.979\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls    labels  img_size\n",
            "   480/499     2.44G    0.0117  0.007086 0.0007689        50       448: 100% 1/1 [00:00<00:00,  1.99it/s]\n",
            "               Class     Images     Labels          P          R     mAP@.5 mAP@.5:.95: 100% 1/1 [00:00<00:00,  1.66it/s]\n",
            "                 all         20         20      0.989          1      0.995      0.979\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls    labels  img_size\n",
            "   481/499     2.44G   0.01005  0.005757 0.0006269        45       448: 100% 1/1 [00:01<00:00,  1.05s/it]\n",
            "               Class     Images     Labels          P          R     mAP@.5 mAP@.5:.95: 100% 1/1 [00:00<00:00,  3.26it/s]\n",
            "                 all         20         20      0.989          1      0.995      0.973\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls    labels  img_size\n",
            "   482/499     2.44G   0.01408  0.005231  0.001429        35       448: 100% 1/1 [00:00<00:00,  3.33it/s]\n",
            "               Class     Images     Labels          P          R     mAP@.5 mAP@.5:.95: 100% 1/1 [00:00<00:00,  3.70it/s]\n",
            "                 all         20         20      0.989          1      0.995      0.964\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls    labels  img_size\n",
            "   483/499     2.44G   0.01269  0.006128  0.001562        49       448: 100% 1/1 [00:00<00:00,  1.34it/s]\n",
            "               Class     Images     Labels          P          R     mAP@.5 mAP@.5:.95: 100% 1/1 [00:00<00:00,  2.89it/s]\n",
            "                 all         20         20      0.989          1      0.995      0.979\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls    labels  img_size\n",
            "   484/499     2.44G  0.009277  0.005578  0.000601        47       448: 100% 1/1 [00:00<00:00,  3.40it/s]\n",
            "               Class     Images     Labels          P          R     mAP@.5 mAP@.5:.95: 100% 1/1 [00:00<00:00,  2.70it/s]\n",
            "                 all         20         20      0.989          1      0.995      0.984\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls    labels  img_size\n",
            "   485/499     2.44G  0.009688  0.005566 0.0007381        45       448: 100% 1/1 [00:00<00:00,  4.26it/s]\n",
            "               Class     Images     Labels          P          R     mAP@.5 mAP@.5:.95: 100% 1/1 [00:00<00:00,  2.71it/s]\n",
            "                 all         20         20      0.989          1      0.995      0.983\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls    labels  img_size\n",
            "   486/499     2.44G    0.0109  0.005152 0.0009152        43       448: 100% 1/1 [00:00<00:00,  3.17it/s]\n",
            "               Class     Images     Labels          P          R     mAP@.5 mAP@.5:.95: 100% 1/1 [00:00<00:00,  2.52it/s]\n",
            "                 all         20         20      0.989          1      0.995      0.983\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls    labels  img_size\n",
            "   487/499     2.44G   0.01204  0.006061  0.001813        50       448: 100% 1/1 [00:00<00:00,  2.34it/s]\n",
            "               Class     Images     Labels          P          R     mAP@.5 mAP@.5:.95: 100% 1/1 [00:00<00:00,  4.04it/s]\n",
            "                 all         20         20      0.989          1      0.995      0.983\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls    labels  img_size\n",
            "   488/499     2.44G   0.01052  0.004969 0.0006409        39       448: 100% 1/1 [00:00<00:00,  4.54it/s]\n",
            "               Class     Images     Labels          P          R     mAP@.5 mAP@.5:.95: 100% 1/1 [00:00<00:00,  2.99it/s]\n",
            "                 all         20         20      0.989          1      0.995      0.983\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls    labels  img_size\n",
            "   489/499     2.44G   0.01116  0.006648 0.0009133        54       448: 100% 1/1 [00:00<00:00,  1.39it/s]\n",
            "               Class     Images     Labels          P          R     mAP@.5 mAP@.5:.95: 100% 1/1 [00:00<00:00,  2.30it/s]\n",
            "                 all         20         20      0.989          1      0.995      0.974\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls    labels  img_size\n",
            "   490/499     2.44G   0.01004  0.004998 0.0006844        38       448: 100% 1/1 [00:00<00:00,  5.19it/s]\n",
            "               Class     Images     Labels          P          R     mAP@.5 mAP@.5:.95: 100% 1/1 [00:00<00:00,  3.75it/s]\n",
            "                 all         20         20      0.989          1      0.995      0.983\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls    labels  img_size\n",
            "   491/499     2.44G  0.008076   0.00481 0.0005386        47       448: 100% 1/1 [00:00<00:00,  2.06it/s]\n",
            "               Class     Images     Labels          P          R     mAP@.5 mAP@.5:.95: 100% 1/1 [00:00<00:00,  3.17it/s]\n",
            "                 all         20         20      0.989          1      0.995      0.969\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls    labels  img_size\n",
            "   492/499     2.44G   0.01324  0.006734  0.002334        48       448: 100% 1/1 [00:00<00:00,  3.32it/s]\n",
            "               Class     Images     Labels          P          R     mAP@.5 mAP@.5:.95: 100% 1/1 [00:00<00:00,  3.38it/s]\n",
            "                 all         20         20      0.989          1      0.995      0.981\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls    labels  img_size\n",
            "   493/499     2.44G   0.01189  0.005731  0.000782        44       448: 100% 1/1 [00:00<00:00,  2.82it/s]\n",
            "               Class     Images     Labels          P          R     mAP@.5 mAP@.5:.95: 100% 1/1 [00:00<00:00,  2.52it/s]\n",
            "                 all         20         20      0.989          1      0.995      0.981\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls    labels  img_size\n",
            "   494/499     2.44G   0.01103  0.005476  0.001423        49       448: 100% 1/1 [00:00<00:00,  4.84it/s]\n",
            "               Class     Images     Labels          P          R     mAP@.5 mAP@.5:.95: 100% 1/1 [00:00<00:00,  3.19it/s]\n",
            "                 all         20         20      0.989          1      0.995      0.983\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls    labels  img_size\n",
            "   495/499     2.44G  0.008937  0.004544 0.0007037        42       448: 100% 1/1 [00:00<00:00,  1.77it/s]\n",
            "               Class     Images     Labels          P          R     mAP@.5 mAP@.5:.95: 100% 1/1 [00:00<00:00,  3.65it/s]\n",
            "                 all         20         20      0.989          1      0.995      0.983\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls    labels  img_size\n",
            "   496/499     2.44G   0.01105  0.005585 0.0009499        43       448: 100% 1/1 [00:00<00:00,  4.16it/s]\n",
            "               Class     Images     Labels          P          R     mAP@.5 mAP@.5:.95: 100% 1/1 [00:00<00:00,  2.67it/s]\n",
            "                 all         20         20      0.989          1      0.995      0.976\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls    labels  img_size\n",
            "   497/499     2.44G   0.01039  0.006888  0.003658        57       448: 100% 1/1 [00:00<00:00,  1.85it/s]\n",
            "               Class     Images     Labels          P          R     mAP@.5 mAP@.5:.95: 100% 1/1 [00:00<00:00,  2.44it/s]\n",
            "                 all         20         20      0.989          1      0.995      0.976\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls    labels  img_size\n",
            "   498/499     2.44G  0.008557  0.004907 0.0005861        47       448: 100% 1/1 [00:00<00:00,  5.04it/s]\n",
            "               Class     Images     Labels          P          R     mAP@.5 mAP@.5:.95: 100% 1/1 [00:00<00:00,  3.48it/s]\n",
            "                 all         20         20      0.989          1      0.995      0.976\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls    labels  img_size\n",
            "   499/499     2.44G   0.01094  0.006237  0.001313        46       448: 100% 1/1 [00:00<00:00,  1.58it/s]\n",
            "               Class     Images     Labels          P          R     mAP@.5 mAP@.5:.95: 100% 1/1 [00:00<00:00,  3.25it/s]\n",
            "                 all         20         20      0.989          1      0.995      0.978\n",
            "\n",
            "500 epochs completed in 0.239 hours.\n",
            "Optimizer stripped from runs/train/exp4/weights/last.pt, 14.3MB\n",
            "Optimizer stripped from runs/train/exp4/weights/best.pt, 14.3MB\n",
            "\n",
            "Validating runs/train/exp4/weights/best.pt...\n",
            "Fusing layers... \n",
            "Model summary: 213 layers, 7020913 parameters, 0 gradients, 15.8 GFLOPs\n",
            "               Class     Images     Labels          P          R     mAP@.5 mAP@.5:.95: 100% 1/1 [00:00<00:00,  2.82it/s]\n",
            "                 all         20         20      0.989          1      0.995      0.984\n",
            "                   E         20          5      0.991          1      0.995      0.969\n",
            "                   H         20          5       0.99          1      0.995      0.995\n",
            "                   L         20          5      0.988          1      0.995      0.995\n",
            "                   O         20          5      0.988          1      0.995      0.977\n",
            "Results saved to \u001b[1mruns/train/exp4\u001b[0m\n"
          ]
        }
      ],
      "source": [
        "!python /content/yolov5/train.py --img 448 --batch 64 --epochs 500 --data /content/drive/MyDrive/ASL/PAULO/data.yaml --weights yolov5s.pt --workers 8"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "DPFVMyJDY6CZ"
      },
      "source": [
        "## **3.** Export"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "_WqW9CfRYrm2",
        "outputId": "e8420de5-9017-4374-9837-df3fd48af8a5"
      },
      "outputs": [],
      "source": [
        "# Zip the YOLOv5 folder in order to download it\n",
        "!zip -r /content/yolov5.zip /content/yolov5\n",
        "\n",
        "# and download manually:\n",
        "#   * 'README.robotflow.txt'\n",
        "#   * 'data.yaml'\n",
        "#   * 'yolov5.zip'\n",
        "#   * 'yolov5s.pt'\n",
        "#   * this notebook"
      ]
    }
  ],
  "metadata": {
    "accelerator": "GPU",
    "colab": {
      "collapsed_sections": [
        "9LK6qpJ1YTMl"
      ],
      "name": "PAULO.ipynb",
      "provenance": []
    },
    "gpuClass": "standard",
    "kernelspec": {
      "display_name": "Python 3.9.10 64-bit (system)",
      "language": "python",
      "name": "python3"
    },
    "language_info": {
      "name": "python",
      "version": "3.9.10"
    },
    "vscode": {
      "interpreter": {
        "hash": "9805bccb659ffcb6952b8b29440036fac091f8170d71a5a402ad9a8f2988209f"
      }
    }
  },
  "nbformat": 4,
  "nbformat_minor": 0
}