20240921-transfer-learning-swimming.ipynb

{
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            "outputs": [],
            "source": [
                "# !pip install ultralytics --verbose"
            ]
        },
        {
            "cell_type": "code",
            "execution_count": null,
            "metadata": {
                "execution": {
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                    "shell.execute_reply.started": "2024-09-21T12:22:14.392721Z"
                },
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            },
            "outputs": [],
            "source": [
                "# !wget https://github.com/ultralytics/assets/releases/download/v8.2.0/yolov8n.pt"
            ]
        },
        {
            "cell_type": "code",
            "execution_count": 15,
            "metadata": {
                "execution": {
                    "iopub.execute_input": "2024-09-21T12:51:39.108549Z",
                    "iopub.status.busy": "2024-09-21T12:51:39.108116Z",
                    "iopub.status.idle": "2024-09-21T12:51:39.113014Z",
                    "shell.execute_reply": "2024-09-21T12:51:39.112048Z",
                    "shell.execute_reply.started": "2024-09-21T12:51:39.108498Z"
                },
                "trusted": true
            },
            "outputs": [],
            "source": [
                "from ultralytics import YOLO\n"
            ]
        },
        {
            "cell_type": "code",
            "execution_count": 16,
            "metadata": {
                "execution": {
                    "iopub.execute_input": "2024-09-21T12:51:41.668767Z",
                    "iopub.status.busy": "2024-09-21T12:51:41.668118Z",
                    "iopub.status.idle": "2024-09-21T12:51:41.729070Z",
                    "shell.execute_reply": "2024-09-21T12:51:41.728081Z",
                    "shell.execute_reply.started": "2024-09-21T12:51:41.668725Z"
                },
                "trusted": true
            },
            "outputs": [
                {
                    "name": "stdout",
                    "output_type": "stream",
                    "text": [
                        "Downloading https://github.com/ultralytics/assets/releases/download/v8.2.0/yolov10n.pt to 'yolov10n.pt'...\n"
                    ]
                },
                {
                    "name": "stderr",
                    "output_type": "stream",
                    "text": [
                        "100%|██████████| 5.59M/5.59M [00:00<00:00, 13.4MB/s]\n"
                    ]
                },
                {
                    "data": {
                        "text/plain": [
                            "'NVIDIA GeForce RTX 4060 Laptop GPU'"
                        ]
                    },
                    "execution_count": 16,
                    "metadata": {},
                    "output_type": "execute_result"
                }
            ],
            "source": [
                "from torch import cuda\n",
                "import torch\n",
                "\n",
                "model = YOLO(\"yolov10n.pt\")\n",
                "torch.cuda.get_device_name(0)"
            ]
        },
        {
            "cell_type": "code",
            "execution_count": 17,
            "metadata": {
                "execution": {
                    "iopub.execute_input": "2024-09-21T12:51:52.772733Z",
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                    "iopub.status.idle": "2024-09-21T12:51:52.777099Z",
                    "shell.execute_reply": "2024-09-21T12:51:52.776114Z",
                    "shell.execute_reply.started": "2024-09-21T12:51:52.772695Z"
                },
                "trusted": true
            },
            "outputs": [],
            "source": [
                "dataset_path = r\"C:\\Users\\arman\\Downloads\\TEAM_YODO\\datasets\\swimmers.v5i.yolov8\\data.yaml\"\n"
            ]
        },
        {
            "cell_type": "code",
            "execution_count": 18,
            "metadata": {
                "execution": {
                    "iopub.execute_input": "2024-09-21T12:51:55.431697Z",
                    "iopub.status.busy": "2024-09-21T12:51:55.431246Z",
                    "iopub.status.idle": "2024-09-21T12:51:55.436236Z",
                    "shell.execute_reply": "2024-09-21T12:51:55.435261Z",
                    "shell.execute_reply.started": "2024-09-21T12:51:55.431656Z"
                },
                "trusted": true
            },
            "outputs": [],
            "source": [
                "import os\n",
                "os.environ[\"WANDB_DISABLED\"] = \"true\""
            ]
        },
        {
            "cell_type": "code",
            "execution_count": 19,
            "metadata": {
                "execution": {
                    "iopub.execute_input": "2024-09-21T12:52:04.285425Z",
                    "iopub.status.busy": "2024-09-21T12:52:04.284995Z"
                },
                "trusted": true
            },
            "outputs": [
                {
                    "name": "stdout",
                    "output_type": "stream",
                    "text": [
                        "Ultralytics YOLOv8.2.98  Python-3.12.6 torch-2.4.1+cu124 CUDA:0 (NVIDIA GeForce RTX 4060 Laptop GPU, 8188MiB)\n",
                        "\u001b[34m\u001b[1mengine\\trainer: \u001b[0mtask=detect, mode=train, model=yolov10n.pt, data=C:\\Users\\arman\\Downloads\\TEAM_YODO\\datasets\\swimmers.v5i.yolov8\\data.yaml, epochs=100, time=None, patience=100, batch=32, imgsz=640, save=True, save_period=-1, cache=False, device=cuda:0, workers=8, project=None, name=swimming_recognition_model3, exist_ok=False, pretrained=True, optimizer=auto, verbose=True, seed=0, deterministic=True, single_cls=False, rect=False, cos_lr=False, close_mosaic=10, resume=False, amp=True, fraction=1.0, profile=False, freeze=None, multi_scale=False, overlap_mask=True, mask_ratio=4, dropout=0.0, val=True, split=val, save_json=False, save_hybrid=False, conf=None, iou=0.7, max_det=300, half=False, dnn=False, plots=True, source=None, vid_stride=1, stream_buffer=False, visualize=False, augment=False, agnostic_nms=False, classes=None, retina_masks=False, embed=None, show=False, save_frames=False, save_txt=False, save_conf=False, save_crop=False, show_labels=True, show_conf=True, show_boxes=True, line_width=None, format=torchscript, keras=False, optimize=False, int8=False, dynamic=False, simplify=False, opset=None, workspace=4, nms=False, lr0=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=7.5, cls=0.5, dfl=1.5, pose=12.0, kobj=1.0, label_smoothing=0.0, nbs=64, 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, bgr=0.0, mosaic=1.0, mixup=0.0, copy_paste=0.0, auto_augment=randaugment, erasing=0.4, crop_fraction=1.0, cfg=None, tracker=botsort.yaml, save_dir=runs\\detect\\swimming_recognition_model3\n",
                        "Overriding model.yaml nc=80 with nc=2\n",
                        "\n",
                        "                   from  n    params  module                                       arguments                     \n",
                        "  0                  -1  1       464  ultralytics.nn.modules.conv.Conv             [3, 16, 3, 2]                 \n",
                        "  1                  -1  1      4672  ultralytics.nn.modules.conv.Conv             [16, 32, 3, 2]                \n",
                        "  2                  -1  1      7360  ultralytics.nn.modules.block.C2f             [32, 32, 1, True]             \n",
                        "  3                  -1  1     18560  ultralytics.nn.modules.conv.Conv             [32, 64, 3, 2]                \n",
                        "  4                  -1  2     49664  ultralytics.nn.modules.block.C2f             [64, 64, 2, True]             \n",
                        "  5                  -1  1      9856  ultralytics.nn.modules.block.SCDown          [64, 128, 3, 2]               \n",
                        "  6                  -1  2    197632  ultralytics.nn.modules.block.C2f             [128, 128, 2, True]           \n",
                        "  7                  -1  1     36096  ultralytics.nn.modules.block.SCDown          [128, 256, 3, 2]              \n",
                        "  8                  -1  1    460288  ultralytics.nn.modules.block.C2f             [256, 256, 1, True]           \n",
                        "  9                  -1  1    164608  ultralytics.nn.modules.block.SPPF            [256, 256, 5]                 \n",
                        " 10                  -1  1    249728  ultralytics.nn.modules.block.PSA             [256, 256]                    \n",
                        " 11                  -1  1         0  torch.nn.modules.upsampling.Upsample         [None, 2, 'nearest']          \n",
                        " 12             [-1, 6]  1         0  ultralytics.nn.modules.conv.Concat           [1]                           \n",
                        " 13                  -1  1    148224  ultralytics.nn.modules.block.C2f             [384, 128, 1]                 \n",
                        " 14                  -1  1         0  torch.nn.modules.upsampling.Upsample         [None, 2, 'nearest']          \n",
                        " 15             [-1, 4]  1         0  ultralytics.nn.modules.conv.Concat           [1]                           \n",
                        " 16                  -1  1     37248  ultralytics.nn.modules.block.C2f             [192, 64, 1]                  \n",
                        " 17                  -1  1     36992  ultralytics.nn.modules.conv.Conv             [64, 64, 3, 2]                \n",
                        " 18            [-1, 13]  1         0  ultralytics.nn.modules.conv.Concat           [1]                           \n",
                        " 19                  -1  1    123648  ultralytics.nn.modules.block.C2f             [192, 128, 1]                 \n",
                        " 20                  -1  1     18048  ultralytics.nn.modules.block.SCDown          [128, 128, 3, 2]              \n",
                        " 21            [-1, 10]  1         0  ultralytics.nn.modules.conv.Concat           [1]                           \n",
                        " 22                  -1  1    282624  ultralytics.nn.modules.block.C2fCIB          [384, 256, 1, True, True]     \n",
                        " 23        [16, 19, 22]  1    862108  ultralytics.nn.modules.head.v10Detect        [2, [64, 128, 256]]           \n",
                        "YOLOv10n summary: 385 layers, 2,707,820 parameters, 2,707,804 gradients, 8.4 GFLOPs\n",
                        "\n",
                        "Transferred 493/595 items from pretrained weights\n",
                        "Freezing layer 'model.23.dfl.conv.weight'\n",
                        "\u001b[34m\u001b[1mAMP: \u001b[0mrunning Automatic Mixed Precision (AMP) checks with YOLOv8n...\n",
                        "Downloading https://github.com/ultralytics/assets/releases/download/v8.2.0/yolov8n.pt to 'yolov8n.pt'...\n"
                    ]
                },
                {
                    "name": "stderr",
                    "output_type": "stream",
                    "text": [
                        "100%|██████████| 6.25M/6.25M [00:00<00:00, 14.3MB/s]\n"
                    ]
                },
                {
                    "name": "stdout",
                    "output_type": "stream",
                    "text": [
                        "\u001b[34m\u001b[1mAMP: \u001b[0mchecks passed \n"
                    ]
                },
                {
                    "name": "stderr",
                    "output_type": "stream",
                    "text": [
                        "\u001b[34m\u001b[1mtrain: \u001b[0mScanning C:\\Users\\arman\\Downloads\\Team_Yodo\\datasets\\swimmers.v5i.yolov8\\train\\labels... 942 images, 579 backgrounds, 0 corrupt: 100%|██████████| 942/942 [00:00<00:00, 3036.11it/s]"
                    ]
                },
                {
                    "name": "stdout",
                    "output_type": "stream",
                    "text": [
                        "\u001b[34m\u001b[1mtrain: \u001b[0mNew cache created: C:\\Users\\arman\\Downloads\\Team_Yodo\\datasets\\swimmers.v5i.yolov8\\train\\labels.cache\n"
                    ]
                },
                {
                    "name": "stderr",
                    "output_type": "stream",
                    "text": [
                        "\n",
                        "\u001b[34m\u001b[1mval: \u001b[0mScanning C:\\Users\\arman\\Downloads\\Team_Yodo\\datasets\\swimmers.v5i.yolov8\\valid\\labels... 86 images, 58 backgrounds, 0 corrupt: 100%|██████████| 86/86 [00:00<00:00, 1599.51it/s]"
                    ]
                },
                {
                    "name": "stdout",
                    "output_type": "stream",
                    "text": [
                        "\u001b[34m\u001b[1mval: \u001b[0mNew cache created: C:\\Users\\arman\\Downloads\\Team_Yodo\\datasets\\swimmers.v5i.yolov8\\valid\\labels.cache\n"
                    ]
                },
                {
                    "name": "stderr",
                    "output_type": "stream",
                    "text": [
                        "\n"
                    ]
                },
                {
                    "name": "stdout",
                    "output_type": "stream",
                    "text": [
                        "Plotting labels to runs\\detect\\swimming_recognition_model3\\labels.jpg... \n",
                        "\u001b[34m\u001b[1moptimizer:\u001b[0m 'optimizer=auto' found, ignoring 'lr0=0.01' and 'momentum=0.937' and determining best 'optimizer', 'lr0' and 'momentum' automatically... \n",
                        "\u001b[34m\u001b[1moptimizer:\u001b[0m AdamW(lr=0.001667, momentum=0.9) with parameter groups 95 weight(decay=0.0), 108 weight(decay=0.0005), 107 bias(decay=0.0)\n",
                        "Image sizes 640 train, 640 val\n",
                        "Using 8 dataloader workers\n",
                        "Logging results to \u001b[1mruns\\detect\\swimming_recognition_model3\u001b[0m\n",
                        "Starting training for 100 epochs...\n",
                        "\n",
                        "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
                    ]
                },
                {
                    "name": "stderr",
                    "output_type": "stream",
                    "text": [
                        "      1/100      8.52G      5.424      8.822      2.586        102        640: 100%|██████████| 30/30 [00:29<00:00,  1.02it/s]\n",
                        "                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|██████████| 2/2 [00:01<00:00,  1.30it/s]"
                    ]
                },
                {
                    "name": "stdout",
                    "output_type": "stream",
                    "text": [
                        "                   all         86        609   0.000237    0.00741   0.000196   5.17e-05\n"
                    ]
                },
                {
                    "name": "stderr",
                    "output_type": "stream",
                    "text": [
                        "\n"
                    ]
                },
                {
                    "name": "stdout",
                    "output_type": "stream",
                    "text": [
                        "\n",
                        "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
                    ]
                },
                {
                    "name": "stderr",
                    "output_type": "stream",
                    "text": [
                        "      2/100       7.9G      5.013      5.881      2.473        174        640: 100%|██████████| 30/30 [00:12<00:00,  2.50it/s]\n",
                        "                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|██████████| 2/2 [00:03<00:00,  1.83s/it]"
                    ]
                },
                {
                    "name": "stdout",
                    "output_type": "stream",
                    "text": [
                        "                   all         86        609   7.45e-05    0.00386   3.76e-05   1.13e-05\n"
                    ]
                },
                {
                    "name": "stderr",
                    "output_type": "stream",
                    "text": [
                        "\n"
                    ]
                },
                {
                    "name": "stdout",
                    "output_type": "stream",
                    "text": [
                        "\n",
                        "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
                    ]
                },
                {
                    "name": "stderr",
                    "output_type": "stream",
                    "text": [
                        "      3/100      7.29G      4.922      5.212      2.447        158        640: 100%|██████████| 30/30 [00:11<00:00,  2.60it/s]\n",
                        "                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|██████████| 2/2 [00:00<00:00,  3.27it/s]"
                    ]
                },
                {
                    "name": "stdout",
                    "output_type": "stream",
                    "text": [
                        "                   all         86        609     0.0339      0.197     0.0276    0.00573\n"
                    ]
                },
                {
                    "name": "stderr",
                    "output_type": "stream",
                    "text": [
                        "\n"
                    ]
                },
                {
                    "name": "stdout",
                    "output_type": "stream",
                    "text": [
                        "\n",
                        "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
                    ]
                },
                {
                    "name": "stderr",
                    "output_type": "stream",
                    "text": [
                        "      4/100      7.05G      4.867      4.753      2.474        132        640: 100%|██████████| 30/30 [00:11<00:00,  2.70it/s]\n",
                        "                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|██████████| 2/2 [00:00<00:00,  3.22it/s]\n"
                    ]
                },
                {
                    "name": "stdout",
                    "output_type": "stream",
                    "text": [
                        "                   all         86        609       0.41     0.0892       0.16     0.0467\n",
                        "\n",
                        "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
                    ]
                },
                {
                    "name": "stderr",
                    "output_type": "stream",
                    "text": [
                        "      5/100       7.5G      4.899        4.4      2.502        135        640: 100%|██████████| 30/30 [00:11<00:00,  2.64it/s]\n",
                        "                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|██████████| 2/2 [00:00<00:00,  3.26it/s]"
                    ]
                },
                {
                    "name": "stdout",
                    "output_type": "stream",
                    "text": [
                        "                   all         86        609      0.377      0.471      0.333        0.1\n"
                    ]
                },
                {
                    "name": "stderr",
                    "output_type": "stream",
                    "text": [
                        "\n"
                    ]
                },
                {
                    "name": "stdout",
                    "output_type": "stream",
                    "text": [
                        "\n",
                        "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
                    ]
                },
                {
                    "name": "stderr",
                    "output_type": "stream",
                    "text": [
                        "      6/100      7.88G      4.846      4.269      2.484         44        640: 100%|██████████| 30/30 [00:11<00:00,  2.65it/s]\n",
                        "                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|██████████| 2/2 [00:03<00:00,  1.76s/it]"
                    ]
                },
                {
                    "name": "stdout",
                    "output_type": "stream",
                    "text": [
                        "                   all         86        609      0.255       0.37      0.165     0.0439\n"
                    ]
                },
                {
                    "name": "stderr",
                    "output_type": "stream",
                    "text": [
                        "\n"
                    ]
                },
                {
                    "name": "stdout",
                    "output_type": "stream",
                    "text": [
                        "\n",
                        "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
                    ]
                },
                {
                    "name": "stderr",
                    "output_type": "stream",
                    "text": [
                        "      7/100       7.6G      4.816      3.924      2.426         81        640: 100%|██████████| 30/30 [00:13<00:00,  2.15it/s]\n",
                        "                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|██████████| 2/2 [00:00<00:00,  2.31it/s]"
                    ]
                },
                {
                    "name": "stdout",
                    "output_type": "stream",
                    "text": [
                        "                   all         86        609      0.315      0.391      0.249     0.0848\n"
                    ]
                },
                {
                    "name": "stderr",
                    "output_type": "stream",
                    "text": [
                        "\n"
                    ]
                },
                {
                    "name": "stdout",
                    "output_type": "stream",
                    "text": [
                        "\n",
                        "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
                    ]
                },
                {
                    "name": "stderr",
                    "output_type": "stream",
                    "text": [
                        "      8/100      7.98G      4.715       3.69      2.447        152        640: 100%|██████████| 30/30 [00:14<00:00,  2.13it/s]\n",
                        "                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|██████████| 2/2 [00:05<00:00,  2.70s/it]"
                    ]
                },
                {
                    "name": "stdout",
                    "output_type": "stream",
                    "text": [
                        "                   all         86        609      0.372      0.396      0.293     0.0813\n"
                    ]
                },
                {
                    "name": "stderr",
                    "output_type": "stream",
                    "text": [
                        "\n"
                    ]
                },
                {
                    "name": "stdout",
                    "output_type": "stream",
                    "text": [
                        "\n",
                        "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
                    ]
                },
                {
                    "name": "stderr",
                    "output_type": "stream",
                    "text": [
                        "      9/100      7.77G      4.678      3.515      2.419        164        640: 100%|██████████| 30/30 [00:14<00:00,  2.06it/s]\n",
                        "                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|██████████| 2/2 [00:01<00:00,  1.31it/s]"
                    ]
                },
                {
                    "name": "stdout",
                    "output_type": "stream",
                    "text": [
                        "                   all         86        609      0.349      0.416      0.296      0.092\n"
                    ]
                },
                {
                    "name": "stderr",
                    "output_type": "stream",
                    "text": [
                        "\n"
                    ]
                },
                {
                    "name": "stdout",
                    "output_type": "stream",
                    "text": [
                        "\n",
                        "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
                    ]
                },
                {
                    "name": "stderr",
                    "output_type": "stream",
                    "text": [
                        "     10/100      7.83G      4.692      3.438      2.455        148        640: 100%|██████████| 30/30 [00:14<00:00,  2.11it/s]\n",
                        "                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|██████████| 2/2 [00:00<00:00,  2.93it/s]"
                    ]
                },
                {
                    "name": "stdout",
                    "output_type": "stream",
                    "text": [
                        "                   all         86        609      0.414      0.434      0.353       0.11\n"
                    ]
                },
                {
                    "name": "stderr",
                    "output_type": "stream",
                    "text": [
                        "\n"
                    ]
                },
                {
                    "name": "stdout",
                    "output_type": "stream",
                    "text": [
                        "\n",
                        "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
                    ]
                },
                {
                    "name": "stderr",
                    "output_type": "stream",
                    "text": [
                        "     11/100      7.63G      4.636       3.24      2.378         83        640: 100%|██████████| 30/30 [00:13<00:00,  2.28it/s]\n",
                        "                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|██████████| 2/2 [00:01<00:00,  1.06it/s]"
                    ]
                },
                {
                    "name": "stdout",
                    "output_type": "stream",
                    "text": [
                        "                   all         86        609        0.4      0.505      0.387      0.129\n"
                    ]
                },
                {
                    "name": "stderr",
                    "output_type": "stream",
                    "text": [
                        "\n"
                    ]
                },
                {
                    "name": "stdout",
                    "output_type": "stream",
                    "text": [
                        "\n",
                        "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
                    ]
                },
                {
                    "name": "stderr",
                    "output_type": "stream",
                    "text": [
                        "     12/100      7.42G      4.634      3.318      2.394        163        640: 100%|██████████| 30/30 [00:13<00:00,  2.30it/s]\n",
                        "                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|██████████| 2/2 [00:01<00:00,  1.91it/s]"
                    ]
                },
                {
                    "name": "stdout",
                    "output_type": "stream",
                    "text": [
                        "                   all         86        609      0.435      0.479      0.373      0.121\n"
                    ]
                },
                {
                    "name": "stderr",
                    "output_type": "stream",
                    "text": [
                        "\n"
                    ]
                },
                {
                    "name": "stdout",
                    "output_type": "stream",
                    "text": [
                        "\n",
                        "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
                    ]
                },
                {
                    "name": "stderr",
                    "output_type": "stream",
                    "text": [
                        "     13/100      7.86G      4.618      3.242      2.385        161        640: 100%|██████████| 30/30 [00:13<00:00,  2.26it/s]\n",
                        "                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|██████████| 2/2 [00:03<00:00,  1.88s/it]"
                    ]
                },
                {
                    "name": "stdout",
                    "output_type": "stream",
                    "text": [
                        "                   all         86        609       0.52      0.467      0.458      0.151\n"
                    ]
                },
                {
                    "name": "stderr",
                    "output_type": "stream",
                    "text": [
                        "\n"
                    ]
                },
                {
                    "name": "stdout",
                    "output_type": "stream",
                    "text": [
                        "\n",
                        "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
                    ]
                },
                {
                    "name": "stderr",
                    "output_type": "stream",
                    "text": [
                        "     14/100      8.43G      4.588      3.206       2.36         44        640: 100%|██████████| 30/30 [00:14<00:00,  2.01it/s]\n",
                        "                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|██████████| 2/2 [00:00<00:00,  2.95it/s]"
                    ]
                },
                {
                    "name": "stdout",
                    "output_type": "stream",
                    "text": [
                        "                   all         86        609      0.458      0.488      0.443       0.15\n"
                    ]
                },
                {
                    "name": "stderr",
                    "output_type": "stream",
                    "text": [
                        "\n"
                    ]
                },
                {
                    "name": "stdout",
                    "output_type": "stream",
                    "text": [
                        "\n",
                        "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
                    ]
                },
                {
                    "name": "stderr",
                    "output_type": "stream",
                    "text": [
                        "     15/100         8G      4.485      3.105      2.355        110        640: 100%|██████████| 30/30 [00:12<00:00,  2.43it/s]\n",
                        "                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|██████████| 2/2 [00:00<00:00,  2.44it/s]"
                    ]
                },
                {
                    "name": "stdout",
                    "output_type": "stream",
                    "text": [
                        "                   all         86        609       0.48       0.51       0.48      0.163\n"
                    ]
                },
                {
                    "name": "stderr",
                    "output_type": "stream",
                    "text": [
                        "\n"
                    ]
                },
                {
                    "name": "stdout",
                    "output_type": "stream",
                    "text": [
                        "\n",
                        "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
                    ]
                },
                {
                    "name": "stderr",
                    "output_type": "stream",
                    "text": [
                        "     16/100      7.89G      4.482      3.103      2.372         61        640: 100%|██████████| 30/30 [00:12<00:00,  2.46it/s]\n",
                        "                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|██████████| 2/2 [00:03<00:00,  1.71s/it]"
                    ]
                },
                {
                    "name": "stdout",
                    "output_type": "stream",
                    "text": [
                        "                   all         86        609      0.417      0.475      0.358       0.11\n"
                    ]
                },
                {
                    "name": "stderr",
                    "output_type": "stream",
                    "text": [
                        "\n"
                    ]
                },
                {
                    "name": "stdout",
                    "output_type": "stream",
                    "text": [
                        "\n",
                        "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
                    ]
                },
                {
                    "name": "stderr",
                    "output_type": "stream",
                    "text": [
                        "     17/100      7.23G      4.533      3.077      2.385        236        640: 100%|██████████| 30/30 [00:11<00:00,  2.60it/s]\n",
                        "                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|██████████| 2/2 [00:00<00:00,  2.85it/s]"
                    ]
                },
                {
                    "name": "stdout",
                    "output_type": "stream",
                    "text": [
                        "                   all         86        609      0.495      0.524      0.473      0.167\n"
                    ]
                },
                {
                    "name": "stderr",
                    "output_type": "stream",
                    "text": [
                        "\n"
                    ]
                },
                {
                    "name": "stdout",
                    "output_type": "stream",
                    "text": [
                        "\n",
                        "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
                    ]
                },
                {
                    "name": "stderr",
                    "output_type": "stream",
                    "text": [
                        "     18/100      8.03G      4.568      3.063      2.353        143        640: 100%|██████████| 30/30 [00:12<00:00,  2.43it/s]\n",
                        "                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|██████████| 2/2 [00:00<00:00,  3.25it/s]"
                    ]
                },
                {
                    "name": "stdout",
                    "output_type": "stream",
                    "text": [
                        "                   all         86        609       0.46      0.502      0.465      0.165\n"
                    ]
                },
                {
                    "name": "stderr",
                    "output_type": "stream",
                    "text": [
                        "\n"
                    ]
                },
                {
                    "name": "stdout",
                    "output_type": "stream",
                    "text": [
                        "\n",
                        "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
                    ]
                },
                {
                    "name": "stderr",
                    "output_type": "stream",
                    "text": [
                        "     19/100      7.42G      4.521      3.098      2.355         79        640: 100%|██████████| 30/30 [00:12<00:00,  2.43it/s]\n",
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                    ]
                },
                {
                    "name": "stdout",
                    "output_type": "stream",
                    "text": [
                        "                   all         86        609      0.489      0.509      0.453      0.159\n",
                        "\n",
                        "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
                    ]
                },
                {
                    "name": "stderr",
                    "output_type": "stream",
                    "text": [
                        "     20/100      7.82G      4.483      2.972      2.353        243        640: 100%|██████████| 30/30 [00:12<00:00,  2.41it/s]\n",
                        "                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|██████████| 2/2 [00:03<00:00,  1.82s/it]"
                    ]
                },
                {
                    "name": "stdout",
                    "output_type": "stream",
                    "text": [
                        "                   all         86        609      0.448        0.5      0.419      0.141\n"
                    ]
                },
                {
                    "name": "stderr",
                    "output_type": "stream",
                    "text": [
                        "\n"
                    ]
                },
                {
                    "name": "stdout",
                    "output_type": "stream",
                    "text": [
                        "\n",
                        "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
                    ]
                },
                {
                    "name": "stderr",
                    "output_type": "stream",
                    "text": [
                        "     21/100      7.31G      4.465      3.007      2.361         45        640: 100%|██████████| 30/30 [00:13<00:00,  2.24it/s]\n",
                        "                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|██████████| 2/2 [00:00<00:00,  2.79it/s]"
                    ]
                },
                {
                    "name": "stdout",
                    "output_type": "stream",
                    "text": [
                        "                   all         86        609       0.45      0.433      0.423      0.141\n"
                    ]
                },
                {
                    "name": "stderr",
                    "output_type": "stream",
                    "text": [
                        "\n"
                    ]
                },
                {
                    "name": "stdout",
                    "output_type": "stream",
                    "text": [
                        "\n",
                        "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
                    ]
                },
                {
                    "name": "stderr",
                    "output_type": "stream",
                    "text": [
                        "     22/100      7.38G      4.432      2.921      2.339        288        640: 100%|██████████| 30/30 [00:12<00:00,  2.31it/s]\n",
                        "                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|██████████| 2/2 [00:00<00:00,  2.24it/s]"
                    ]
                },
                {
                    "name": "stdout",
                    "output_type": "stream",
                    "text": [
                        "                   all         86        609       0.46      0.478      0.389       0.13\n"
                    ]
                },
                {
                    "name": "stderr",
                    "output_type": "stream",
                    "text": [
                        "\n"
                    ]
                },
                {
                    "name": "stdout",
                    "output_type": "stream",
                    "text": [
                        "\n",
                        "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
                    ]
                },
                {
                    "name": "stderr",
                    "output_type": "stream",
                    "text": [
                        "     23/100      7.62G      4.467          3      2.334        158        640: 100%|██████████| 30/30 [00:12<00:00,  2.44it/s]\n",
                        "                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|██████████| 2/2 [00:01<00:00,  1.20it/s]"
                    ]
                },
                {
                    "name": "stdout",
                    "output_type": "stream",
                    "text": [
                        "                   all         86        609      0.497      0.548      0.488      0.185\n"
                    ]
                },
                {
                    "name": "stderr",
                    "output_type": "stream",
                    "text": [
                        "\n"
                    ]
                },
                {
                    "name": "stdout",
                    "output_type": "stream",
                    "text": [
                        "\n",
                        "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
                    ]
                },
                {
                    "name": "stderr",
                    "output_type": "stream",
                    "text": [
                        "     24/100       7.1G       4.47      2.936      2.329         77        640: 100%|██████████| 30/30 [00:11<00:00,  2.61it/s]\n",
                        "                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|██████████| 2/2 [00:00<00:00,  3.09it/s]"
                    ]
                },
                {
                    "name": "stdout",
                    "output_type": "stream",
                    "text": [
                        "                   all         86        609       0.49      0.466      0.449      0.177\n"
                    ]
                },
                {
                    "name": "stderr",
                    "output_type": "stream",
                    "text": [
                        "\n"
                    ]
                },
                {
                    "name": "stdout",
                    "output_type": "stream",
                    "text": [
                        "\n",
                        "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
                    ]
                },
                {
                    "name": "stderr",
                    "output_type": "stream",
                    "text": [
                        "     25/100      7.73G      4.411      2.883      2.302        164        640: 100%|██████████| 30/30 [00:12<00:00,  2.40it/s]\n",
                        "                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|██████████| 2/2 [00:00<00:00,  3.09it/s]"
                    ]
                },
                {
                    "name": "stdout",
                    "output_type": "stream",
                    "text": [
                        "                   all         86        609      0.537      0.534      0.522      0.197\n"
                    ]
                },
                {
                    "name": "stderr",
                    "output_type": "stream",
                    "text": [
                        "\n"
                    ]
                },
                {
                    "name": "stdout",
                    "output_type": "stream",
                    "text": [
                        "\n",
                        "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
                    ]
                },
                {
                    "name": "stderr",
                    "output_type": "stream",
                    "text": [
                        "     26/100       7.3G      4.336      2.793      2.291         96        640: 100%|██████████| 30/30 [00:11<00:00,  2.57it/s]\n",
                        "                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|██████████| 2/2 [00:00<00:00,  3.13it/s]"
                    ]
                },
                {
                    "name": "stdout",
                    "output_type": "stream",
                    "text": [
                        "                   all         86        609      0.506      0.515      0.506      0.193\n"
                    ]
                },
                {
                    "name": "stderr",
                    "output_type": "stream",
                    "text": [
                        "\n"
                    ]
                },
                {
                    "name": "stdout",
                    "output_type": "stream",
                    "text": [
                        "\n",
                        "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
                    ]
                },
                {
                    "name": "stderr",
                    "output_type": "stream",
                    "text": [
                        "     27/100      7.82G      4.343      2.747      2.276         33        640: 100%|██████████| 30/30 [00:11<00:00,  2.53it/s]\n",
                        "                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|██████████| 2/2 [00:03<00:00,  1.65s/it]"
                    ]
                },
                {
                    "name": "stdout",
                    "output_type": "stream",
                    "text": [
                        "                   all         86        609      0.496      0.525       0.47      0.166\n"
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                },
                {
                    "name": "stderr",
                    "output_type": "stream",
                    "text": [
                        "\n"
                    ]
                },
                {
                    "name": "stdout",
                    "output_type": "stream",
                    "text": [
                        "\n",
                        "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
                    ]
                },
                {
                    "name": "stderr",
                    "output_type": "stream",
                    "text": [
                        "     28/100      8.08G      4.387      2.807      2.302        221        640: 100%|██████████| 30/30 [00:12<00:00,  2.43it/s]\n",
                        "                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|██████████| 2/2 [00:04<00:00,  2.28s/it]"
                    ]
                },
                {
                    "name": "stdout",
                    "output_type": "stream",
                    "text": [
                        "                   all         86        609       0.54       0.52       0.49      0.168\n"
                    ]
                },
                {
                    "name": "stderr",
                    "output_type": "stream",
                    "text": [
                        "\n"
                    ]
                },
                {
                    "name": "stdout",
                    "output_type": "stream",
                    "text": [
                        "\n",
                        "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
                    ]
                },
                {
                    "name": "stderr",
                    "output_type": "stream",
                    "text": [
                        "     29/100      7.39G      4.336      2.787      2.297         99        640: 100%|██████████| 30/30 [00:11<00:00,  2.57it/s]\n",
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                    ]
                },
                {
                    "name": "stdout",
                    "output_type": "stream",
                    "text": [
                        "                   all         86        609      0.584      0.569      0.564      0.216\n"
                    ]
                },
                {
                    "name": "stderr",
                    "output_type": "stream",
                    "text": [
                        "\n"
                    ]
                },
                {
                    "name": "stdout",
                    "output_type": "stream",
                    "text": [
                        "\n",
                        "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
                    ]
                },
                {
                    "name": "stderr",
                    "output_type": "stream",
                    "text": [
                        "     30/100      9.06G       4.39      2.736      2.299        281        640: 100%|██████████| 30/30 [00:16<00:00,  1.82it/s]\n",
                        "                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|██████████| 2/2 [00:03<00:00,  1.56s/it]"
                    ]
                },
                {
                    "name": "stdout",
                    "output_type": "stream",
                    "text": [
                        "                   all         86        609      0.475      0.474       0.45       0.14\n"
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                {
                    "name": "stderr",
                    "output_type": "stream",
                    "text": [
                        "\n"
                    ]
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                {
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                    "output_type": "stream",
                    "text": [
                        "\n",
                        "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
                    ]
                },
                {
                    "name": "stderr",
                    "output_type": "stream",
                    "text": [
                        "     31/100      7.65G      4.303      2.673      2.273        202        640: 100%|██████████| 30/30 [00:11<00:00,  2.51it/s]\n",
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                    ]
                },
                {
                    "name": "stdout",
                    "output_type": "stream",
                    "text": [
                        "                   all         86        609      0.548      0.503      0.497      0.175\n"
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                {
                    "name": "stderr",
                    "output_type": "stream",
                    "text": [
                        "\n"
                    ]
                },
                {
                    "name": "stdout",
                    "output_type": "stream",
                    "text": [
                        "\n",
                        "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
                    ]
                },
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                    "name": "stderr",
                    "output_type": "stream",
                    "text": [
                        "     32/100      7.43G      4.327      2.708       2.28         89        640: 100%|██████████| 30/30 [00:11<00:00,  2.55it/s]\n",
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                    ]
                },
                {
                    "name": "stdout",
                    "output_type": "stream",
                    "text": [
                        "                   all         86        609      0.532      0.565      0.519       0.19\n"
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                    "name": "stderr",
                    "output_type": "stream",
                    "text": [
                        "\n"
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                {
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                    "text": [
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                    ]
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                        "     33/100      8.08G      4.323      2.728      2.297        118        640: 100%|██████████| 30/30 [00:11<00:00,  2.57it/s]\n",
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                    ]
                },
                {
                    "name": "stdout",
                    "output_type": "stream",
                    "text": [
                        "                   all         86        609      0.518       0.54       0.51      0.198\n"
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                    "output_type": "stream",
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                    "text": [
                        "\n",
                        "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
                    ]
                },
                {
                    "name": "stderr",
                    "output_type": "stream",
                    "text": [
                        "     34/100      6.75G      4.315      2.705      2.275         69        640: 100%|██████████| 30/30 [00:12<00:00,  2.38it/s]\n",
                        "                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|██████████| 2/2 [00:00<00:00,  3.19it/s]"
                    ]
                },
                {
                    "name": "stdout",
                    "output_type": "stream",
                    "text": [
                        "                   all         86        609      0.574      0.502      0.507      0.195\n"
                    ]
                },
                {
                    "name": "stderr",
                    "output_type": "stream",
                    "text": [
                        "\n"
                    ]
                },
                {
                    "name": "stdout",
                    "output_type": "stream",
                    "text": [
                        "\n",
                        "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
                    ]
                },
                {
                    "name": "stderr",
                    "output_type": "stream",
                    "text": [
                        "     35/100       7.5G      4.273      2.742      2.275        150        640: 100%|██████████| 30/30 [00:11<00:00,  2.62it/s]\n",
                        "                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|██████████| 2/2 [00:00<00:00,  3.04it/s]"
                    ]
                },
                {
                    "name": "stdout",
                    "output_type": "stream",
                    "text": [
                        "                   all         86        609      0.535      0.522      0.521      0.187\n"
                    ]
                },
                {
                    "name": "stderr",
                    "output_type": "stream",
                    "text": [
                        "\n"
                    ]
                },
                {
                    "name": "stdout",
                    "output_type": "stream",
                    "text": [
                        "\n",
                        "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
                    ]
                },
                {
                    "name": "stderr",
                    "output_type": "stream",
                    "text": [
                        "     36/100       6.6G      4.225      2.652      2.246        175        640: 100%|██████████| 30/30 [00:12<00:00,  2.50it/s]\n",
                        "                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|██████████| 2/2 [00:00<00:00,  2.85it/s]"
                    ]
                },
                {
                    "name": "stdout",
                    "output_type": "stream",
                    "text": [
                        "                   all         86        609      0.603      0.531      0.554      0.213\n"
                    ]
                },
                {
                    "name": "stderr",
                    "output_type": "stream",
                    "text": [
                        "\n"
                    ]
                },
                {
                    "name": "stdout",
                    "output_type": "stream",
                    "text": [
                        "\n",
                        "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
                    ]
                },
                {
                    "name": "stderr",
                    "output_type": "stream",
                    "text": [
                        "     37/100      6.97G      4.244      2.631      2.269        162        640: 100%|██████████| 30/30 [00:11<00:00,  2.59it/s]\n",
                        "                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|██████████| 2/2 [00:00<00:00,  2.95it/s]"
                    ]
                },
                {
                    "name": "stdout",
                    "output_type": "stream",
                    "text": [
                        "                   all         86        609      0.552        0.5      0.522      0.191\n"
                    ]
                },
                {
                    "name": "stderr",
                    "output_type": "stream",
                    "text": [
                        "\n"
                    ]
                },
                {
                    "name": "stdout",
                    "output_type": "stream",
                    "text": [
                        "\n",
                        "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
                    ]
                },
                {
                    "name": "stderr",
                    "output_type": "stream",
                    "text": [
                        "     38/100      7.53G       4.25      2.637      2.269        115        640: 100%|██████████| 30/30 [00:11<00:00,  2.58it/s]\n",
                        "                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|██████████| 2/2 [00:01<00:00,  1.60it/s]\n"
                    ]
                },
                {
                    "name": "stdout",
                    "output_type": "stream",
                    "text": [
                        "                   all         86        609      0.535      0.582      0.546      0.209\n",
                        "\n",
                        "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
                    ]
                },
                {
                    "name": "stderr",
                    "output_type": "stream",
                    "text": [
                        "     39/100      8.21G      4.214      2.644      2.241         65        640: 100%|██████████| 30/30 [00:13<00:00,  2.29it/s]\n",
                        "                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|██████████| 2/2 [00:05<00:00,  2.67s/it]"
                    ]
                },
                {
                    "name": "stdout",
                    "output_type": "stream",
                    "text": [
                        "                   all         86        609      0.567      0.569      0.573      0.224\n"
                    ]
                },
                {
                    "name": "stderr",
                    "output_type": "stream",
                    "text": [
                        "\n"
                    ]
                },
                {
                    "name": "stdout",
                    "output_type": "stream",
                    "text": [
                        "\n",
                        "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
                    ]
                },
                {
                    "name": "stderr",
                    "output_type": "stream",
                    "text": [
                        "     40/100      8.09G      4.164      2.566       2.22         88        640: 100%|██████████| 30/30 [00:13<00:00,  2.16it/s]\n",
                        "                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|██████████| 2/2 [00:00<00:00,  2.93it/s]"
                    ]
                },
                {
                    "name": "stdout",
                    "output_type": "stream",
                    "text": [
                        "                   all         86        609      0.583      0.561      0.563      0.219\n"
                    ]
                },
                {
                    "name": "stderr",
                    "output_type": "stream",
                    "text": [
                        "\n"
                    ]
                },
                {
                    "name": "stdout",
                    "output_type": "stream",
                    "text": [
                        "\n",
                        "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
                    ]
                },
                {
                    "name": "stderr",
                    "output_type": "stream",
                    "text": [
                        "     41/100      7.55G      4.221      2.548      2.237         39        640: 100%|██████████| 30/30 [00:14<00:00,  2.10it/s]\n",
                        "                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|██████████| 2/2 [00:01<00:00,  1.47it/s]"
                    ]
                },
                {
                    "name": "stdout",
                    "output_type": "stream",
                    "text": [
                        "                   all         86        609      0.575      0.529      0.524      0.176\n"
                    ]
                },
                {
                    "name": "stderr",
                    "output_type": "stream",
                    "text": [
                        "\n"
                    ]
                },
                {
                    "name": "stdout",
                    "output_type": "stream",
                    "text": [
                        "\n",
                        "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
                    ]
                },
                {
                    "name": "stderr",
                    "output_type": "stream",
                    "text": [
                        "     42/100      7.94G      4.283      2.597      2.265        220        640: 100%|██████████| 30/30 [00:11<00:00,  2.53it/s]\n",
                        "                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|██████████| 2/2 [00:00<00:00,  3.37it/s]"
                    ]
                },
                {
                    "name": "stdout",
                    "output_type": "stream",
                    "text": [
                        "                   all         86        609      0.557        0.5       0.51      0.181\n"
                    ]
                },
                {
                    "name": "stderr",
                    "output_type": "stream",
                    "text": [
                        "\n"
                    ]
                },
                {
                    "name": "stdout",
                    "output_type": "stream",
                    "text": [
                        "\n",
                        "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
                    ]
                },
                {
                    "name": "stderr",
                    "output_type": "stream",
                    "text": [
                        "     43/100      7.53G      4.203      2.543      2.256        168        640: 100%|██████████| 30/30 [00:12<00:00,  2.48it/s]\n",
                        "                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|██████████| 2/2 [00:01<00:00,  1.53it/s]"
                    ]
                },
                {
                    "name": "stdout",
                    "output_type": "stream",
                    "text": [
                        "                   all         86        609      0.601      0.572      0.583      0.228\n"
                    ]
                },
                {
                    "name": "stderr",
                    "output_type": "stream",
                    "text": [
                        "\n"
                    ]
                },
                {
                    "name": "stdout",
                    "output_type": "stream",
                    "text": [
                        "\n",
                        "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
                    ]
                },
                {
                    "name": "stderr",
                    "output_type": "stream",
                    "text": [
                        "     44/100      7.92G      4.228      2.529      2.232        148        640: 100%|██████████| 30/30 [00:11<00:00,  2.58it/s]\n",
                        "                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|██████████| 2/2 [00:03<00:00,  1.99s/it]"
                    ]
                },
                {
                    "name": "stdout",
                    "output_type": "stream",
                    "text": [
                        "                   all         86        609       0.54      0.577      0.537      0.198\n"
                    ]
                },
                {
                    "name": "stderr",
                    "output_type": "stream",
                    "text": [
                        "\n"
                    ]
                },
                {
                    "name": "stdout",
                    "output_type": "stream",
                    "text": [
                        "\n",
                        "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
                    ]
                },
                {
                    "name": "stderr",
                    "output_type": "stream",
                    "text": [
                        "     45/100      7.89G      4.123      2.478      2.211         93        640: 100%|██████████| 30/30 [00:12<00:00,  2.49it/s]\n",
                        "                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|██████████| 2/2 [00:04<00:00,  2.01s/it]"
                    ]
                },
                {
                    "name": "stdout",
                    "output_type": "stream",
                    "text": [
                        "                   all         86        609      0.579      0.585      0.557      0.214\n"
                    ]
                },
                {
                    "name": "stderr",
                    "output_type": "stream",
                    "text": [
                        "\n"
                    ]
                },
                {
                    "name": "stdout",
                    "output_type": "stream",
                    "text": [
                        "\n",
                        "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
                    ]
                },
                {
                    "name": "stderr",
                    "output_type": "stream",
                    "text": [
                        "     46/100      8.73G      4.061      2.432      2.188         77        640: 100%|██████████| 30/30 [00:16<00:00,  1.87it/s]\n",
                        "                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|██████████| 2/2 [00:03<00:00,  1.91s/it]"
                    ]
                },
                {
                    "name": "stdout",
                    "output_type": "stream",
                    "text": [
                        "                   all         86        609      0.575      0.458       0.48      0.173\n"
                    ]
                },
                {
                    "name": "stderr",
                    "output_type": "stream",
                    "text": [
                        "\n"
                    ]
                },
                {
                    "name": "stdout",
                    "output_type": "stream",
                    "text": [
                        "\n",
                        "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
                    ]
                },
                {
                    "name": "stderr",
                    "output_type": "stream",
                    "text": [
                        "     47/100      7.72G      4.157       2.46      2.211        112        640: 100%|██████████| 30/30 [00:12<00:00,  2.32it/s]\n",
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                    ]
                },
                {
                    "name": "stdout",
                    "output_type": "stream",
                    "text": [
                        "                   all         86        609      0.591      0.557      0.537      0.201\n"
                    ]
                },
                {
                    "name": "stderr",
                    "output_type": "stream",
                    "text": [
                        "\n"
                    ]
                },
                {
                    "name": "stdout",
                    "output_type": "stream",
                    "text": [
                        "\n",
                        "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
                    ]
                },
                {
                    "name": "stderr",
                    "output_type": "stream",
                    "text": [
                        "     48/100      8.17G      4.143      2.501      2.231         62        640: 100%|██████████| 30/30 [00:11<00:00,  2.51it/s]\n",
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                    ]
                },
                {
                    "name": "stdout",
                    "output_type": "stream",
                    "text": [
                        "                   all         86        609      0.608      0.542      0.562      0.221\n"
                    ]
                },
                {
                    "name": "stderr",
                    "output_type": "stream",
                    "text": [
                        "\n"
                    ]
                },
                {
                    "name": "stdout",
                    "output_type": "stream",
                    "text": [
                        "\n",
                        "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
                    ]
                },
                {
                    "name": "stderr",
                    "output_type": "stream",
                    "text": [
                        "     49/100      7.91G      4.088        2.4      2.216         67        640: 100%|██████████| 30/30 [00:11<00:00,  2.50it/s]\n",
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                    ]
                },
                {
                    "name": "stdout",
                    "output_type": "stream",
                    "text": [
                        "                   all         86        609      0.591      0.566      0.578      0.228\n"
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                {
                    "name": "stderr",
                    "output_type": "stream",
                    "text": [
                        "\n"
                    ]
                },
                {
                    "name": "stdout",
                    "output_type": "stream",
                    "text": [
                        "\n",
                        "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
                    ]
                },
                {
                    "name": "stderr",
                    "output_type": "stream",
                    "text": [
                        "     50/100       7.3G      4.196      2.463       2.21         66        640: 100%|██████████| 30/30 [00:11<00:00,  2.57it/s]\n",
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                    ]
                },
                {
                    "name": "stdout",
                    "output_type": "stream",
                    "text": [
                        "                   all         86        609       0.59      0.565      0.577      0.221\n"
                    ]
                },
                {
                    "name": "stderr",
                    "output_type": "stream",
                    "text": [
                        "\n"
                    ]
                },
                {
                    "name": "stdout",
                    "output_type": "stream",
                    "text": [
                        "\n",
                        "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
                    ]
                },
                {
                    "name": "stderr",
                    "output_type": "stream",
                    "text": [
                        "     51/100      7.34G      4.147      2.408      2.209        112        640: 100%|██████████| 30/30 [00:11<00:00,  2.59it/s]\n",
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                    ]
                },
                {
                    "name": "stdout",
                    "output_type": "stream",
                    "text": [
                        "                   all         86        609      0.631      0.596      0.586      0.233\n"
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                },
                {
                    "name": "stderr",
                    "output_type": "stream",
                    "text": [
                        "\n"
                    ]
                },
                {
                    "name": "stdout",
                    "output_type": "stream",
                    "text": [
                        "\n",
                        "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
                    ]
                },
                {
                    "name": "stderr",
                    "output_type": "stream",
                    "text": [
                        "     52/100      7.81G      4.072       2.41      2.204        202        640: 100%|██████████| 30/30 [00:11<00:00,  2.58it/s]\n",
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                    ]
                },
                {
                    "name": "stdout",
                    "output_type": "stream",
                    "text": [
                        "                   all         86        609      0.606      0.531      0.558      0.213\n"
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                {
                    "name": "stderr",
                    "output_type": "stream",
                    "text": [
                        "\n"
                    ]
                },
                {
                    "name": "stdout",
                    "output_type": "stream",
                    "text": [
                        "\n",
                        "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
                    ]
                },
                {
                    "name": "stderr",
                    "output_type": "stream",
                    "text": [
                        "     53/100       7.4G      4.064      2.403      2.183         69        640: 100%|██████████| 30/30 [00:11<00:00,  2.60it/s]\n",
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                    ]
                },
                {
                    "name": "stdout",
                    "output_type": "stream",
                    "text": [
                        "                   all         86        609      0.609      0.541      0.562      0.216\n"
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                {
                    "name": "stderr",
                    "output_type": "stream",
                    "text": [
                        "\n"
                    ]
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                {
                    "name": "stdout",
                    "output_type": "stream",
                    "text": [
                        "\n",
                        "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
                    ]
                },
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                    "name": "stderr",
                    "output_type": "stream",
                    "text": [
                        "     54/100      7.66G      4.077      2.394      2.207         51        640: 100%|██████████| 30/30 [00:11<00:00,  2.56it/s]\n",
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                    ]
                },
                {
                    "name": "stdout",
                    "output_type": "stream",
                    "text": [
                        "                   all         86        609      0.603      0.569      0.573       0.22\n"
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                {
                    "name": "stderr",
                    "output_type": "stream",
                    "text": [
                        "\n"
                    ]
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                {
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                    "output_type": "stream",
                    "text": [
                        "\n",
                        "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
                    ]
                },
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                    "output_type": "stream",
                    "text": [
                        "     55/100      7.65G      4.014      2.363      2.181        278        640: 100%|██████████| 30/30 [00:11<00:00,  2.64it/s]\n",
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                    ]
                },
                {
                    "name": "stdout",
                    "output_type": "stream",
                    "text": [
                        "                   all         86        609       0.61       0.54      0.542      0.201\n"
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                {
                    "name": "stderr",
                    "output_type": "stream",
                    "text": [
                        "\n"
                    ]
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                    "name": "stdout",
                    "output_type": "stream",
                    "text": [
                        "\n",
                        "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
                    ]
                },
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                    "name": "stderr",
                    "output_type": "stream",
                    "text": [
                        "     56/100      7.07G      4.023       2.37        2.2        216        640: 100%|██████████| 30/30 [00:11<00:00,  2.64it/s]\n",
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                    ]
                },
                {
                    "name": "stdout",
                    "output_type": "stream",
                    "text": [
                        "                   all         86        609      0.559       0.56      0.549      0.203\n"
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                {
                    "name": "stderr",
                    "output_type": "stream",
                    "text": [
                        "\n"
                    ]
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                    "output_type": "stream",
                    "text": [
                        "\n",
                        "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
                    ]
                },
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                    "output_type": "stream",
                    "text": [
                        "     57/100       8.3G      4.075      2.341       2.16        184        640: 100%|██████████| 30/30 [00:13<00:00,  2.25it/s]\n",
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                    ]
                },
                {
                    "name": "stdout",
                    "output_type": "stream",
                    "text": [
                        "                   all         86        609      0.635      0.574      0.588      0.232\n"
                    ]
                },
                {
                    "name": "stderr",
                    "output_type": "stream",
                    "text": [
                        "\n"
                    ]
                },
                {
                    "name": "stdout",
                    "output_type": "stream",
                    "text": [
                        "\n",
                        "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
                    ]
                },
                {
                    "name": "stderr",
                    "output_type": "stream",
                    "text": [
                        "     58/100      8.53G      4.043      2.333      2.173        191        640: 100%|██████████| 30/30 [00:16<00:00,  1.87it/s]\n",
                        "                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|██████████| 2/2 [00:03<00:00,  1.69s/it]"
                    ]
                },
                {
                    "name": "stdout",
                    "output_type": "stream",
                    "text": [
                        "                   all         86        609      0.601      0.558       0.58      0.233\n"
                    ]
                },
                {
                    "name": "stderr",
                    "output_type": "stream",
                    "text": [
                        "\n"
                    ]
                },
                {
                    "name": "stdout",
                    "output_type": "stream",
                    "text": [
                        "\n",
                        "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
                    ]
                },
                {
                    "name": "stderr",
                    "output_type": "stream",
                    "text": [
                        "     59/100      7.74G      4.033      2.306       2.17        373        640: 100%|██████████| 30/30 [00:12<00:00,  2.37it/s]\n",
                        "                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|██████████| 2/2 [00:00<00:00,  2.08it/s]"
                    ]
                },
                {
                    "name": "stdout",
                    "output_type": "stream",
                    "text": [
                        "                   all         86        609      0.593      0.587      0.586      0.226\n"
                    ]
                },
                {
                    "name": "stderr",
                    "output_type": "stream",
                    "text": [
                        "\n"
                    ]
                },
                {
                    "name": "stdout",
                    "output_type": "stream",
                    "text": [
                        "\n",
                        "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
                    ]
                },
                {
                    "name": "stderr",
                    "output_type": "stream",
                    "text": [
                        "     60/100      7.08G      3.935      2.267      2.147        108        640: 100%|██████████| 30/30 [00:19<00:00,  1.54it/s]\n",
                        "                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|██████████| 2/2 [00:01<00:00,  1.24it/s]"
                    ]
                },
                {
                    "name": "stdout",
                    "output_type": "stream",
                    "text": [
                        "                   all         86        609      0.631      0.579      0.593      0.243\n"
                    ]
                },
                {
                    "name": "stderr",
                    "output_type": "stream",
                    "text": [
                        "\n"
                    ]
                },
                {
                    "name": "stdout",
                    "output_type": "stream",
                    "text": [
                        "\n",
                        "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
                    ]
                },
                {
                    "name": "stderr",
                    "output_type": "stream",
                    "text": [
                        "     61/100      7.39G      3.968      2.307      2.164        177        640: 100%|██████████| 30/30 [00:19<00:00,  1.56it/s]\n",
                        "                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|██████████| 2/2 [00:01<00:00,  1.87it/s]"
                    ]
                },
                {
                    "name": "stdout",
                    "output_type": "stream",
                    "text": [
                        "                   all         86        609      0.616      0.529      0.551      0.216\n"
                    ]
                },
                {
                    "name": "stderr",
                    "output_type": "stream",
                    "text": [
                        "\n"
                    ]
                },
                {
                    "name": "stdout",
                    "output_type": "stream",
                    "text": [
                        "\n",
                        "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
                    ]
                },
                {
                    "name": "stderr",
                    "output_type": "stream",
                    "text": [
                        "     62/100      7.83G      3.996      2.309       2.16        165        640: 100%|██████████| 30/30 [00:16<00:00,  1.87it/s]\n",
                        "                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|██████████| 2/2 [00:00<00:00,  3.25it/s]"
                    ]
                },
                {
                    "name": "stdout",
                    "output_type": "stream",
                    "text": [
                        "                   all         86        609      0.618      0.523       0.57      0.217\n"
                    ]
                },
                {
                    "name": "stderr",
                    "output_type": "stream",
                    "text": [
                        "\n"
                    ]
                },
                {
                    "name": "stdout",
                    "output_type": "stream",
                    "text": [
                        "\n",
                        "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
                    ]
                },
                {
                    "name": "stderr",
                    "output_type": "stream",
                    "text": [
                        "     63/100      7.65G      3.975      2.287      2.145         71        640: 100%|██████████| 30/30 [00:13<00:00,  2.20it/s]\n",
                        "                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|██████████| 2/2 [00:00<00:00,  2.14it/s]"
                    ]
                },
                {
                    "name": "stdout",
                    "output_type": "stream",
                    "text": [
                        "                   all         86        609      0.622      0.578      0.588      0.227\n"
                    ]
                },
                {
                    "name": "stderr",
                    "output_type": "stream",
                    "text": [
                        "\n"
                    ]
                },
                {
                    "name": "stdout",
                    "output_type": "stream",
                    "text": [
                        "\n",
                        "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
                    ]
                },
                {
                    "name": "stderr",
                    "output_type": "stream",
                    "text": [
                        "     64/100      7.88G      3.914      2.266      2.136        121        640: 100%|██████████| 30/30 [00:18<00:00,  1.61it/s]\n",
                        "                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|██████████| 2/2 [00:04<00:00,  2.50s/it]"
                    ]
                },
                {
                    "name": "stdout",
                    "output_type": "stream",
                    "text": [
                        "                   all         86        609      0.635      0.592      0.597      0.233\n"
                    ]
                },
                {
                    "name": "stderr",
                    "output_type": "stream",
                    "text": [
                        "\n"
                    ]
                },
                {
                    "name": "stdout",
                    "output_type": "stream",
                    "text": [
                        "\n",
                        "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
                    ]
                },
                {
                    "name": "stderr",
                    "output_type": "stream",
                    "text": [
                        "     65/100      7.19G      3.868       2.22      2.132        197        640: 100%|██████████| 30/30 [00:11<00:00,  2.51it/s]\n",
                        "                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|██████████| 2/2 [00:01<00:00,  1.86it/s]"
                    ]
                },
                {
                    "name": "stdout",
                    "output_type": "stream",
                    "text": [
                        "                   all         86        609       0.63      0.567      0.579      0.234\n"
                    ]
                },
                {
                    "name": "stderr",
                    "output_type": "stream",
                    "text": [
                        "\n"
                    ]
                },
                {
                    "name": "stdout",
                    "output_type": "stream",
                    "text": [
                        "\n",
                        "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
                    ]
                },
                {
                    "name": "stderr",
                    "output_type": "stream",
                    "text": [
                        "     66/100      8.03G       3.94      2.227      2.145        157        640: 100%|██████████| 30/30 [00:19<00:00,  1.56it/s]\n",
                        "                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|██████████| 2/2 [00:05<00:00,  2.71s/it]"
                    ]
                },
                {
                    "name": "stdout",
                    "output_type": "stream",
                    "text": [
                        "                   all         86        609      0.651      0.599      0.607      0.238\n"
                    ]
                },
                {
                    "name": "stderr",
                    "output_type": "stream",
                    "text": [
                        "\n"
                    ]
                },
                {
                    "name": "stdout",
                    "output_type": "stream",
                    "text": [
                        "\n",
                        "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
                    ]
                },
                {
                    "name": "stderr",
                    "output_type": "stream",
                    "text": [
                        "     67/100      7.58G      3.886      2.237      2.117         35        640: 100%|██████████| 30/30 [00:14<00:00,  2.03it/s]\n",
                        "                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|██████████| 2/2 [00:02<00:00,  1.44s/it]"
                    ]
                },
                {
                    "name": "stdout",
                    "output_type": "stream",
                    "text": [
                        "                   all         86        609      0.631      0.597      0.606      0.233\n"
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                },
                {
                    "name": "stderr",
                    "output_type": "stream",
                    "text": [
                        "\n"
                    ]
                },
                {
                    "name": "stdout",
                    "output_type": "stream",
                    "text": [
                        "\n",
                        "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
                    ]
                },
                {
                    "name": "stderr",
                    "output_type": "stream",
                    "text": [
                        "     68/100      6.92G      3.871      2.204      2.142         98        640: 100%|██████████| 30/30 [00:16<00:00,  1.82it/s]\n",
                        "                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|██████████| 2/2 [00:01<00:00,  1.79it/s]"
                    ]
                },
                {
                    "name": "stdout",
                    "output_type": "stream",
                    "text": [
                        "                   all         86        609      0.602      0.559      0.532       0.19\n"
                    ]
                },
                {
                    "name": "stderr",
                    "output_type": "stream",
                    "text": [
                        "\n"
                    ]
                },
                {
                    "name": "stdout",
                    "output_type": "stream",
                    "text": [
                        "\n",
                        "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
                    ]
                },
                {
                    "name": "stderr",
                    "output_type": "stream",
                    "text": [
                        "     69/100      7.03G      3.791      2.171      2.127         78        640: 100%|██████████| 30/30 [00:20<00:00,  1.48it/s]\n",
                        "                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|██████████| 2/2 [00:00<00:00,  3.10it/s]"
                    ]
                },
                {
                    "name": "stdout",
                    "output_type": "stream",
                    "text": [
                        "                   all         86        609      0.632      0.554      0.559      0.193\n"
                    ]
                },
                {
                    "name": "stderr",
                    "output_type": "stream",
                    "text": [
                        "\n"
                    ]
                },
                {
                    "name": "stdout",
                    "output_type": "stream",
                    "text": [
                        "\n",
                        "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
                    ]
                },
                {
                    "name": "stderr",
                    "output_type": "stream",
                    "text": [
                        "     70/100      7.16G       3.87       2.21      2.123        272        640: 100%|██████████| 30/30 [00:13<00:00,  2.17it/s]\n",
                        "                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|██████████| 2/2 [00:01<00:00,  1.35it/s]"
                    ]
                },
                {
                    "name": "stdout",
                    "output_type": "stream",
                    "text": [
                        "                   all         86        609      0.627      0.569      0.593      0.244\n"
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                },
                {
                    "name": "stderr",
                    "output_type": "stream",
                    "text": [
                        "\n"
                    ]
                },
                {
                    "name": "stdout",
                    "output_type": "stream",
                    "text": [
                        "\n",
                        "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
                    ]
                },
                {
                    "name": "stderr",
                    "output_type": "stream",
                    "text": [
                        "     71/100      7.71G      3.881      2.174      2.117        155        640: 100%|██████████| 30/30 [00:16<00:00,  1.86it/s]\n",
                        "                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|██████████| 2/2 [00:02<00:00,  1.38s/it]"
                    ]
                },
                {
                    "name": "stdout",
                    "output_type": "stream",
                    "text": [
                        "                   all         86        609      0.609      0.574      0.595      0.244\n"
                    ]
                },
                {
                    "name": "stderr",
                    "output_type": "stream",
                    "text": [
                        "\n"
                    ]
                },
                {
                    "name": "stdout",
                    "output_type": "stream",
                    "text": [
                        "\n",
                        "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
                    ]
                },
                {
                    "name": "stderr",
                    "output_type": "stream",
                    "text": [
                        "     72/100      8.45G      3.902      2.158      2.108        199        640: 100%|██████████| 30/30 [00:19<00:00,  1.50it/s]\n",
                        "                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|██████████| 2/2 [00:02<00:00,  1.32s/it]"
                    ]
                },
                {
                    "name": "stdout",
                    "output_type": "stream",
                    "text": [
                        "                   all         86        609      0.619       0.59      0.615      0.242\n"
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                },
                {
                    "name": "stderr",
                    "output_type": "stream",
                    "text": [
                        "\n"
                    ]
                },
                {
                    "name": "stdout",
                    "output_type": "stream",
                    "text": [
                        "\n",
                        "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
                    ]
                },
                {
                    "name": "stderr",
                    "output_type": "stream",
                    "text": [
                        "     73/100       7.9G      3.795      2.139      2.103        126        640: 100%|██████████| 30/30 [00:16<00:00,  1.81it/s]\n",
                        "                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|██████████| 2/2 [00:04<00:00,  2.08s/it]"
                    ]
                },
                {
                    "name": "stdout",
                    "output_type": "stream",
                    "text": [
                        "                   all         86        609      0.638      0.581      0.598      0.245\n"
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                },
                {
                    "name": "stderr",
                    "output_type": "stream",
                    "text": [
                        "\n"
                    ]
                },
                {
                    "name": "stdout",
                    "output_type": "stream",
                    "text": [
                        "\n",
                        "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
                    ]
                },
                {
                    "name": "stderr",
                    "output_type": "stream",
                    "text": [
                        "     74/100      7.57G      3.835      2.127      2.125        111        640: 100%|██████████| 30/30 [00:18<00:00,  1.61it/s]\n",
                        "                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|██████████| 2/2 [00:02<00:00,  1.21s/it]"
                    ]
                },
                {
                    "name": "stdout",
                    "output_type": "stream",
                    "text": [
                        "                   all         86        609      0.631      0.558      0.593      0.235\n"
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                {
                    "name": "stderr",
                    "output_type": "stream",
                    "text": [
                        "\n"
                    ]
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                {
                    "name": "stdout",
                    "output_type": "stream",
                    "text": [
                        "\n",
                        "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
                    ]
                },
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                    "name": "stderr",
                    "output_type": "stream",
                    "text": [
                        "     75/100      7.29G      3.796      2.152      2.123         92        640: 100%|██████████| 30/30 [00:18<00:00,  1.60it/s]\n",
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                    ]
                },
                {
                    "name": "stdout",
                    "output_type": "stream",
                    "text": [
                        "                   all         86        609      0.624      0.628      0.615       0.25\n"
                    ]
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                {
                    "name": "stderr",
                    "output_type": "stream",
                    "text": [
                        "\n"
                    ]
                },
                {
                    "name": "stdout",
                    "output_type": "stream",
                    "text": [
                        "\n",
                        "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
                    ]
                },
                {
                    "name": "stderr",
                    "output_type": "stream",
                    "text": [
                        "     76/100      7.11G      3.855      2.159      2.129         91        640: 100%|██████████| 30/30 [00:18<00:00,  1.62it/s]\n",
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                    ]
                },
                {
                    "name": "stdout",
                    "output_type": "stream",
                    "text": [
                        "                   all         86        609      0.616      0.577      0.597      0.238\n"
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                {
                    "name": "stderr",
                    "output_type": "stream",
                    "text": [
                        "\n"
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                {
                    "name": "stdout",
                    "output_type": "stream",
                    "text": [
                        "\n",
                        "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
                    ]
                },
                {
                    "name": "stderr",
                    "output_type": "stream",
                    "text": [
                        "     77/100      7.83G      3.764      2.095      2.075         90        640: 100%|██████████| 30/30 [00:18<00:00,  1.59it/s]\n",
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                    ]
                },
                {
                    "name": "stdout",
                    "output_type": "stream",
                    "text": [
                        "                   all         86        609      0.698      0.597      0.628      0.253\n"
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                {
                    "name": "stderr",
                    "output_type": "stream",
                    "text": [
                        "\n"
                    ]
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                {
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                    "output_type": "stream",
                    "text": [
                        "\n",
                        "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
                    ]
                },
                {
                    "name": "stderr",
                    "output_type": "stream",
                    "text": [
                        "     78/100      7.31G      3.764      2.107      2.088        172        640: 100%|██████████| 30/30 [00:18<00:00,  1.60it/s]\n",
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                    ]
                },
                {
                    "name": "stdout",
                    "output_type": "stream",
                    "text": [
                        "                   all         86        609      0.585      0.529      0.536      0.198\n"
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                {
                    "name": "stderr",
                    "output_type": "stream",
                    "text": [
                        "\n"
                    ]
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                {
                    "name": "stdout",
                    "output_type": "stream",
                    "text": [
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                        "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
                    ]
                },
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                    "name": "stderr",
                    "output_type": "stream",
                    "text": [
                        "     79/100      7.47G       3.77      2.094      2.094        164        640: 100%|██████████| 30/30 [00:12<00:00,  2.37it/s]\n",
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                    ]
                },
                {
                    "name": "stdout",
                    "output_type": "stream",
                    "text": [
                        "                   all         86        609      0.606      0.608      0.598      0.243\n",
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                        "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
                    ]
                },
                {
                    "name": "stderr",
                    "output_type": "stream",
                    "text": [
                        "     80/100      7.29G      3.686      2.043      2.058        183        640: 100%|██████████| 30/30 [00:13<00:00,  2.17it/s]\n",
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                    ]
                },
                {
                    "name": "stdout",
                    "output_type": "stream",
                    "text": [
                        "                   all         86        609      0.636      0.606      0.628      0.252\n"
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                {
                    "name": "stderr",
                    "output_type": "stream",
                    "text": [
                        "\n"
                    ]
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                {
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                    "output_type": "stream",
                    "text": [
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                        "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
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                },
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                    "text": [
                        "     81/100      7.49G      3.742      2.043      2.081         76        640: 100%|██████████| 30/30 [00:12<00:00,  2.33it/s]\n",
                        "                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|██████████| 2/2 [00:01<00:00,  1.21it/s]"
                    ]
                },
                {
                    "name": "stdout",
                    "output_type": "stream",
                    "text": [
                        "                   all         86        609      0.634       0.62       0.61      0.239\n"
                    ]
                },
                {
                    "name": "stderr",
                    "output_type": "stream",
                    "text": [
                        "\n"
                    ]
                },
                {
                    "name": "stdout",
                    "output_type": "stream",
                    "text": [
                        "\n",
                        "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
                    ]
                },
                {
                    "name": "stderr",
                    "output_type": "stream",
                    "text": [
                        "     82/100      7.39G      3.744      2.088      2.087         60        640: 100%|██████████| 30/30 [00:13<00:00,  2.27it/s]\n",
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                    ]
                },
                {
                    "name": "stdout",
                    "output_type": "stream",
                    "text": [
                        "                   all         86        609      0.629      0.621      0.607      0.254\n"
                    ]
                },
                {
                    "name": "stderr",
                    "output_type": "stream",
                    "text": [
                        "\n"
                    ]
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                {
                    "name": "stdout",
                    "output_type": "stream",
                    "text": [
                        "\n",
                        "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
                    ]
                },
                {
                    "name": "stderr",
                    "output_type": "stream",
                    "text": [
                        "     83/100      7.52G      3.694      2.061      2.055        107        640: 100%|██████████| 30/30 [00:13<00:00,  2.20it/s]\n",
                        "                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|██████████| 2/2 [00:02<00:00,  1.11s/it]"
                    ]
                },
                {
                    "name": "stdout",
                    "output_type": "stream",
                    "text": [
                        "                   all         86        609      0.642      0.594      0.615      0.244\n"
                    ]
                },
                {
                    "name": "stderr",
                    "output_type": "stream",
                    "text": [
                        "\n"
                    ]
                },
                {
                    "name": "stdout",
                    "output_type": "stream",
                    "text": [
                        "\n",
                        "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
                    ]
                },
                {
                    "name": "stderr",
                    "output_type": "stream",
                    "text": [
                        "     84/100      7.63G      3.717      2.054      2.098         81        640: 100%|██████████| 30/30 [00:12<00:00,  2.35it/s]\n",
                        "                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|██████████| 2/2 [00:02<00:00,  1.31s/it]"
                    ]
                },
                {
                    "name": "stdout",
                    "output_type": "stream",
                    "text": [
                        "                   all         86        609      0.609      0.596        0.6      0.243\n"
                    ]
                },
                {
                    "name": "stderr",
                    "output_type": "stream",
                    "text": [
                        "\n"
                    ]
                },
                {
                    "name": "stdout",
                    "output_type": "stream",
                    "text": [
                        "\n",
                        "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
                    ]
                },
                {
                    "name": "stderr",
                    "output_type": "stream",
                    "text": [
                        "     85/100      7.86G      3.668      2.029      2.049        172        640: 100%|██████████| 30/30 [00:11<00:00,  2.67it/s]\n",
                        "                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|██████████| 2/2 [00:03<00:00,  1.84s/it]"
                    ]
                },
                {
                    "name": "stdout",
                    "output_type": "stream",
                    "text": [
                        "                   all         86        609      0.632      0.604      0.613      0.239\n"
                    ]
                },
                {
                    "name": "stderr",
                    "output_type": "stream",
                    "text": [
                        "\n"
                    ]
                },
                {
                    "name": "stdout",
                    "output_type": "stream",
                    "text": [
                        "\n",
                        "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
                    ]
                },
                {
                    "name": "stderr",
                    "output_type": "stream",
                    "text": [
                        "     86/100      7.83G      3.684      2.018      2.063        185        640: 100%|██████████| 30/30 [00:11<00:00,  2.64it/s]\n",
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                    ]
                },
                {
                    "name": "stdout",
                    "output_type": "stream",
                    "text": [
                        "                   all         86        609      0.607      0.625      0.612      0.245\n"
                    ]
                },
                {
                    "name": "stderr",
                    "output_type": "stream",
                    "text": [
                        "\n"
                    ]
                },
                {
                    "name": "stdout",
                    "output_type": "stream",
                    "text": [
                        "\n",
                        "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
                    ]
                },
                {
                    "name": "stderr",
                    "output_type": "stream",
                    "text": [
                        "     87/100      7.76G      3.724       2.04      2.061        211        640: 100%|██████████| 30/30 [00:11<00:00,  2.57it/s]\n",
                        "                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|██████████| 2/2 [00:00<00:00,  3.43it/s]"
                    ]
                },
                {
                    "name": "stdout",
                    "output_type": "stream",
                    "text": [
                        "                   all         86        609      0.632      0.602      0.617      0.247\n"
                    ]
                },
                {
                    "name": "stderr",
                    "output_type": "stream",
                    "text": [
                        "\n"
                    ]
                },
                {
                    "name": "stdout",
                    "output_type": "stream",
                    "text": [
                        "\n",
                        "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
                    ]
                },
                {
                    "name": "stderr",
                    "output_type": "stream",
                    "text": [
                        "     88/100       7.6G      3.646      2.001      2.048         67        640: 100%|██████████| 30/30 [00:11<00:00,  2.59it/s]\n",
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                    ]
                },
                {
                    "name": "stdout",
                    "output_type": "stream",
                    "text": [
                        "                   all         86        609       0.63      0.599      0.623      0.255\n"
                    ]
                },
                {
                    "name": "stderr",
                    "output_type": "stream",
                    "text": [
                        "\n"
                    ]
                },
                {
                    "name": "stdout",
                    "output_type": "stream",
                    "text": [
                        "\n",
                        "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
                    ]
                },
                {
                    "name": "stderr",
                    "output_type": "stream",
                    "text": [
                        "     89/100      7.16G      3.649      1.981      2.056         80        640: 100%|██████████| 30/30 [00:11<00:00,  2.57it/s]\n",
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                    ]
                },
                {
                    "name": "stdout",
                    "output_type": "stream",
                    "text": [
                        "                   all         86        609      0.667      0.626      0.634      0.256\n"
                    ]
                },
                {
                    "name": "stderr",
                    "output_type": "stream",
                    "text": [
                        "\n"
                    ]
                },
                {
                    "name": "stdout",
                    "output_type": "stream",
                    "text": [
                        "\n",
                        "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
                    ]
                },
                {
                    "name": "stderr",
                    "output_type": "stream",
                    "text": [
                        "     90/100      6.94G      3.616      1.987      2.055        126        640: 100%|██████████| 30/30 [00:11<00:00,  2.60it/s]\n",
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                    ]
                },
                {
                    "name": "stdout",
                    "output_type": "stream",
                    "text": [
                        "                   all         86        609      0.654      0.596      0.628      0.251\n"
                    ]
                },
                {
                    "name": "stderr",
                    "output_type": "stream",
                    "text": [
                        "\n"
                    ]
                },
                {
                    "name": "stdout",
                    "output_type": "stream",
                    "text": [
                        "Closing dataloader mosaic\n",
                        "\n",
                        "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
                    ]
                },
                {
                    "name": "stderr",
                    "output_type": "stream",
                    "text": [
                        "     91/100      7.05G      3.584      1.991      2.129        161        640: 100%|██████████| 30/30 [00:10<00:00,  2.75it/s]\n",
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                    ]
                },
                {
                    "name": "stdout",
                    "output_type": "stream",
                    "text": [
                        "                   all         86        609      0.638      0.616      0.638      0.262\n"
                    ]
                },
                {
                    "name": "stderr",
                    "output_type": "stream",
                    "text": [
                        "\n"
                    ]
                },
                {
                    "name": "stdout",
                    "output_type": "stream",
                    "text": [
                        "\n",
                        "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
                    ]
                },
                {
                    "name": "stderr",
                    "output_type": "stream",
                    "text": [
                        "     92/100      7.41G      3.531      1.924      2.116         59        640: 100%|██████████| 30/30 [00:10<00:00,  2.86it/s]\n",
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                    ]
                },
                {
                    "name": "stdout",
                    "output_type": "stream",
                    "text": [
                        "                   all         86        609      0.662      0.589       0.62      0.245\n"
                    ]
                },
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                    "output_type": "stream",
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                        "\n"
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                {
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                    "text": [
                        "\n",
                        "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
                    ]
                },
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                    "name": "stderr",
                    "output_type": "stream",
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                        "     93/100      7.11G      3.488      1.929      2.075        179        640: 100%|██████████| 30/30 [00:10<00:00,  2.90it/s]\n",
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                    ]
                },
                {
                    "name": "stdout",
                    "output_type": "stream",
                    "text": [
                        "                   all         86        609      0.641      0.614      0.615      0.254\n"
                    ]
                },
                {
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                    "output_type": "stream",
                    "text": [
                        "\n"
                    ]
                },
                {
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                    "output_type": "stream",
                    "text": [
                        "\n",
                        "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
                    ]
                },
                {
                    "name": "stderr",
                    "output_type": "stream",
                    "text": [
                        "     94/100      6.82G      3.502      1.936      2.103        136        640: 100%|██████████| 30/30 [00:10<00:00,  2.86it/s]\n",
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                    ]
                },
                {
                    "name": "stdout",
                    "output_type": "stream",
                    "text": [
                        "                   all         86        609      0.624      0.638      0.623      0.257\n"
                    ]
                },
                {
                    "name": "stderr",
                    "output_type": "stream",
                    "text": [
                        "\n"
                    ]
                },
                {
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                    "output_type": "stream",
                    "text": [
                        "\n",
                        "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
                    ]
                },
                {
                    "name": "stderr",
                    "output_type": "stream",
                    "text": [
                        "     95/100      7.32G      3.505      1.919      2.088        154        640: 100%|██████████| 30/30 [00:10<00:00,  2.83it/s]\n",
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                    ]
                },
                {
                    "name": "stdout",
                    "output_type": "stream",
                    "text": [
                        "                   all         86        609      0.627      0.629      0.624      0.253\n"
                    ]
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                {
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                    "output_type": "stream",
                    "text": [
                        "\n"
                    ]
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                {
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                    "output_type": "stream",
                    "text": [
                        "\n",
                        "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
                    ]
                },
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                    "text": [
                        "     96/100      6.79G      3.484      1.878      2.068        125        640: 100%|██████████| 30/30 [00:11<00:00,  2.70it/s]\n",
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                    ]
                },
                {
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                        "                   all         86        609      0.639      0.607      0.621      0.252\n"
                    ]
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                        "\n"
                    ]
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                {
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                        "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
                    ]
                },
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                        "     97/100      7.23G      3.398      1.884      2.067        172        640: 100%|██████████| 30/30 [00:11<00:00,  2.61it/s]\n",
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                    ]
                },
                {
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                        "                   all         86        609      0.628      0.613      0.615      0.243\n"
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                    "output_type": "stream",
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                    ]
                },
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                        "     98/100      7.78G      3.481      1.886      2.071        140        640: 100%|██████████| 30/30 [00:11<00:00,  2.72it/s]\n",
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                    ]
                },
                {
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                    "text": [
                        "                   all         86        609      0.623      0.628      0.617      0.249\n"
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                    "output_type": "stream",
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                        "\n"
                    ]
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                {
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                    "output_type": "stream",
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                        "\n",
                        "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
                    ]
                },
                {
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                    "output_type": "stream",
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                        "     99/100      7.07G      3.417      1.875      2.057         52        640: 100%|██████████| 30/30 [00:11<00:00,  2.65it/s]\n",
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                    ]
                },
                {
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                        "                   all         86        609      0.618      0.611      0.608      0.251\n"
                    ]
                },
                {
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                    "output_type": "stream",
                    "text": [
                        "\n"
                    ]
                },
                {
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                    "output_type": "stream",
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                        "\n",
                        "      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size\n"
                    ]
                },
                {
                    "name": "stderr",
                    "output_type": "stream",
                    "text": [
                        "    100/100      7.19G      3.428      1.883      2.056        119        640: 100%|██████████| 30/30 [00:11<00:00,  2.72it/s]\n",
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                    ]
                },
                {
                    "name": "stdout",
                    "output_type": "stream",
                    "text": [
                        "                   all         86        609      0.643      0.632      0.628      0.255\n"
                    ]
                },
                {
                    "name": "stderr",
                    "output_type": "stream",
                    "text": [
                        "\n"
                    ]
                },
                {
                    "name": "stdout",
                    "output_type": "stream",
                    "text": [
                        "\n",
                        "100 epochs completed in 0.453 hours.\n",
                        "Optimizer stripped from runs\\detect\\swimming_recognition_model3\\weights\\last.pt, 5.8MB\n",
                        "Optimizer stripped from runs\\detect\\swimming_recognition_model3\\weights\\best.pt, 5.8MB\n",
                        "\n",
                        "Validating runs\\detect\\swimming_recognition_model3\\weights\\best.pt...\n",
                        "Ultralytics YOLOv8.2.98  Python-3.12.6 torch-2.4.1+cu124 CUDA:0 (NVIDIA GeForce RTX 4060 Laptop GPU, 8188MiB)\n",
                        "YOLOv10n summary (fused): 285 layers, 2,695,196 parameters, 0 gradients, 8.2 GFLOPs\n"
                    ]
                },
                {
                    "name": "stderr",
                    "output_type": "stream",
                    "text": [
                        "                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|██████████| 2/2 [00:00<00:00,  3.72it/s]\n"
                    ]
                },
                {
                    "name": "stdout",
                    "output_type": "stream",
                    "text": [
                        "                   all         86        609      0.641       0.61      0.635      0.261\n",
                        "                 human         26        389       0.61      0.671      0.665      0.274\n",
                        "               swimmer         24        220      0.672       0.55      0.605      0.249\n",
                        "Speed: 0.2ms preprocess, 2.1ms inference, 0.0ms loss, 0.1ms postprocess per image\n",
                        "Results saved to \u001b[1mruns\\detect\\swimming_recognition_model3\u001b[0m\n"
                    ]
                },
                {
                    "data": {
                        "text/plain": [
                            "ultralytics.utils.metrics.DetMetrics object with attributes:\n",
                            "\n",
                            "ap_class_index: array([0, 1])\n",
                            "box: ultralytics.utils.metrics.Metric object\n",
                            "confusion_matrix: <ultralytics.utils.metrics.ConfusionMatrix object at 0x00000163A9CC85F0>\n",
                            "curves: ['Precision-Recall(B)', 'F1-Confidence(B)', 'Precision-Confidence(B)', 'Recall-Confidence(B)']\n",
                            "curves_results: [[array([          0,    0.001001,    0.002002,    0.003003,    0.004004,    0.005005,    0.006006,    0.007007,    0.008008,    0.009009,     0.01001,    0.011011,    0.012012,    0.013013,    0.014014,    0.015015,    0.016016,    0.017017,    0.018018,    0.019019,     0.02002,    0.021021,    0.022022,    0.023023,\n",
                            "          0.024024,    0.025025,    0.026026,    0.027027,    0.028028,    0.029029,     0.03003,    0.031031,    0.032032,    0.033033,    0.034034,    0.035035,    0.036036,    0.037037,    0.038038,    0.039039,     0.04004,    0.041041,    0.042042,    0.043043,    0.044044,    0.045045,    0.046046,    0.047047,\n",
                            "          0.048048,    0.049049,     0.05005,    0.051051,    0.052052,    0.053053,    0.054054,    0.055055,    0.056056,    0.057057,    0.058058,    0.059059,     0.06006,    0.061061,    0.062062,    0.063063,    0.064064,    0.065065,    0.066066,    0.067067,    0.068068,    0.069069,     0.07007,    0.071071,\n",
                            "          0.072072,    0.073073,    0.074074,    0.075075,    0.076076,    0.077077,    0.078078,    0.079079,     0.08008,    0.081081,    0.082082,    0.083083,    0.084084,    0.085085,    0.086086,    0.087087,    0.088088,    0.089089,     0.09009,    0.091091,    0.092092,    0.093093,    0.094094,    0.095095,\n",
                            "          0.096096,    0.097097,    0.098098,    0.099099,      0.1001,      0.1011,      0.1021,      0.1031,      0.1041,     0.10511,     0.10611,     0.10711,     0.10811,     0.10911,     0.11011,     0.11111,     0.11211,     0.11311,     0.11411,     0.11512,     0.11612,     0.11712,     0.11812,     0.11912,\n",
                            "           0.12012,     0.12112,     0.12212,     0.12312,     0.12412,     0.12513,     0.12613,     0.12713,     0.12813,     0.12913,     0.13013,     0.13113,     0.13213,     0.13313,     0.13413,     0.13514,     0.13614,     0.13714,     0.13814,     0.13914,     0.14014,     0.14114,     0.14214,     0.14314,\n",
                            "           0.14414,     0.14515,     0.14615,     0.14715,     0.14815,     0.14915,     0.15015,     0.15115,     0.15215,     0.15315,     0.15415,     0.15516,     0.15616,     0.15716,     0.15816,     0.15916,     0.16016,     0.16116,     0.16216,     0.16316,     0.16416,     0.16517,     0.16617,     0.16717,\n",
                            "           0.16817,     0.16917,     0.17017,     0.17117,     0.17217,     0.17317,     0.17417,     0.17518,     0.17618,     0.17718,     0.17818,     0.17918,     0.18018,     0.18118,     0.18218,     0.18318,     0.18418,     0.18519,     0.18619,     0.18719,     0.18819,     0.18919,     0.19019,     0.19119,\n",
                            "           0.19219,     0.19319,     0.19419,      0.1952,      0.1962,      0.1972,      0.1982,      0.1992,      0.2002,      0.2012,      0.2022,      0.2032,      0.2042,     0.20521,     0.20621,     0.20721,     0.20821,     0.20921,     0.21021,     0.21121,     0.21221,     0.21321,     0.21421,     0.21522,\n",
                            "           0.21622,     0.21722,     0.21822,     0.21922,     0.22022,     0.22122,     0.22222,     0.22322,     0.22422,     0.22523,     0.22623,     0.22723,     0.22823,     0.22923,     0.23023,     0.23123,     0.23223,     0.23323,     0.23423,     0.23524,     0.23624,     0.23724,     0.23824,     0.23924,\n",
                            "           0.24024,     0.24124,     0.24224,     0.24324,     0.24424,     0.24525,     0.24625,     0.24725,     0.24825,     0.24925,     0.25025,     0.25125,     0.25225,     0.25325,     0.25425,     0.25526,     0.25626,     0.25726,     0.25826,     0.25926,     0.26026,     0.26126,     0.26226,     0.26326,\n",
                            "           0.26426,     0.26527,     0.26627,     0.26727,     0.26827,     0.26927,     0.27027,     0.27127,     0.27227,     0.27327,     0.27427,     0.27528,     0.27628,     0.27728,     0.27828,     0.27928,     0.28028,     0.28128,     0.28228,     0.28328,     0.28428,     0.28529,     0.28629,     0.28729,\n",
                            "           0.28829,     0.28929,     0.29029,     0.29129,     0.29229,     0.29329,     0.29429,      0.2953,      0.2963,      0.2973,      0.2983,      0.2993,      0.3003,      0.3013,      0.3023,      0.3033,      0.3043,     0.30531,     0.30631,     0.30731,     0.30831,     0.30931,     0.31031,     0.31131,\n",
                            "           0.31231,     0.31331,     0.31431,     0.31532,     0.31632,     0.31732,     0.31832,     0.31932,     0.32032,     0.32132,     0.32232,     0.32332,     0.32432,     0.32533,     0.32633,     0.32733,     0.32833,     0.32933,     0.33033,     0.33133,     0.33233,     0.33333,     0.33433,     0.33534,\n",
                            "           0.33634,     0.33734,     0.33834,     0.33934,     0.34034,     0.34134,     0.34234,     0.34334,     0.34434,     0.34535,     0.34635,     0.34735,     0.34835,     0.34935,     0.35035,     0.35135,     0.35235,     0.35335,     0.35435,     0.35536,     0.35636,     0.35736,     0.35836,     0.35936,\n",
                            "           0.36036,     0.36136,     0.36236,     0.36336,     0.36436,     0.36537,     0.36637,     0.36737,     0.36837,     0.36937,     0.37037,     0.37137,     0.37237,     0.37337,     0.37437,     0.37538,     0.37638,     0.37738,     0.37838,     0.37938,     0.38038,     0.38138,     0.38238,     0.38338,\n",
                            "           0.38438,     0.38539,     0.38639,     0.38739,     0.38839,     0.38939,     0.39039,     0.39139,     0.39239,     0.39339,     0.39439,      0.3954,      0.3964,      0.3974,      0.3984,      0.3994,      0.4004,      0.4014,      0.4024,      0.4034,      0.4044,     0.40541,     0.40641,     0.40741,\n",
                            "           0.40841,     0.40941,     0.41041,     0.41141,     0.41241,     0.41341,     0.41441,     0.41542,     0.41642,     0.41742,     0.41842,     0.41942,     0.42042,     0.42142,     0.42242,     0.42342,     0.42442,     0.42543,     0.42643,     0.42743,     0.42843,     0.42943,     0.43043,     0.43143,\n",
                            "           0.43243,     0.43343,     0.43443,     0.43544,     0.43644,     0.43744,     0.43844,     0.43944,     0.44044,     0.44144,     0.44244,     0.44344,     0.44444,     0.44545,     0.44645,     0.44745,     0.44845,     0.44945,     0.45045,     0.45145,     0.45245,     0.45345,     0.45445,     0.45546,\n",
                            "           0.45646,     0.45746,     0.45846,     0.45946,     0.46046,     0.46146,     0.46246,     0.46346,     0.46446,     0.46547,     0.46647,     0.46747,     0.46847,     0.46947,     0.47047,     0.47147,     0.47247,     0.47347,     0.47447,     0.47548,     0.47648,     0.47748,     0.47848,     0.47948,\n",
                            "           0.48048,     0.48148,     0.48248,     0.48348,     0.48448,     0.48549,     0.48649,     0.48749,     0.48849,     0.48949,     0.49049,     0.49149,     0.49249,     0.49349,     0.49449,      0.4955,      0.4965,      0.4975,      0.4985,      0.4995,      0.5005,      0.5015,      0.5025,      0.5035,\n",
                            "            0.5045,     0.50551,     0.50651,     0.50751,     0.50851,     0.50951,     0.51051,     0.51151,     0.51251,     0.51351,     0.51451,     0.51552,     0.51652,     0.51752,     0.51852,     0.51952,     0.52052,     0.52152,     0.52252,     0.52352,     0.52452,     0.52553,     0.52653,     0.52753,\n",
                            "           0.52853,     0.52953,     0.53053,     0.53153,     0.53253,     0.53353,     0.53453,     0.53554,     0.53654,     0.53754,     0.53854,     0.53954,     0.54054,     0.54154,     0.54254,     0.54354,     0.54454,     0.54555,     0.54655,     0.54755,     0.54855,     0.54955,     0.55055,     0.55155,\n",
                            "           0.55255,     0.55355,     0.55455,     0.55556,     0.55656,     0.55756,     0.55856,     0.55956,     0.56056,     0.56156,     0.56256,     0.56356,     0.56456,     0.56557,     0.56657,     0.56757,     0.56857,     0.56957,     0.57057,     0.57157,     0.57257,     0.57357,     0.57457,     0.57558,\n",
                            "           0.57658,     0.57758,     0.57858,     0.57958,     0.58058,     0.58158,     0.58258,     0.58358,     0.58458,     0.58559,     0.58659,     0.58759,     0.58859,     0.58959,     0.59059,     0.59159,     0.59259,     0.59359,     0.59459,      0.5956,      0.5966,      0.5976,      0.5986,      0.5996,\n",
                            "            0.6006,      0.6016,      0.6026,      0.6036,      0.6046,     0.60561,     0.60661,     0.60761,     0.60861,     0.60961,     0.61061,     0.61161,     0.61261,     0.61361,     0.61461,     0.61562,     0.61662,     0.61762,     0.61862,     0.61962,     0.62062,     0.62162,     0.62262,     0.62362,\n",
                            "           0.62462,     0.62563,     0.62663,     0.62763,     0.62863,     0.62963,     0.63063,     0.63163,     0.63263,     0.63363,     0.63463,     0.63564,     0.63664,     0.63764,     0.63864,     0.63964,     0.64064,     0.64164,     0.64264,     0.64364,     0.64464,     0.64565,     0.64665,     0.64765,\n",
                            "           0.64865,     0.64965,     0.65065,     0.65165,     0.65265,     0.65365,     0.65465,     0.65566,     0.65666,     0.65766,     0.65866,     0.65966,     0.66066,     0.66166,     0.66266,     0.66366,     0.66466,     0.66567,     0.66667,     0.66767,     0.66867,     0.66967,     0.67067,     0.67167,\n",
                            "           0.67267,     0.67367,     0.67467,     0.67568,     0.67668,     0.67768,     0.67868,     0.67968,     0.68068,     0.68168,     0.68268,     0.68368,     0.68468,     0.68569,     0.68669,     0.68769,     0.68869,     0.68969,     0.69069,     0.69169,     0.69269,     0.69369,     0.69469,      0.6957,\n",
                            "            0.6967,      0.6977,      0.6987,      0.6997,      0.7007,      0.7017,      0.7027,      0.7037,      0.7047,     0.70571,     0.70671,     0.70771,     0.70871,     0.70971,     0.71071,     0.71171,     0.71271,     0.71371,     0.71471,     0.71572,     0.71672,     0.71772,     0.71872,     0.71972,\n",
                            "           0.72072,     0.72172,     0.72272,     0.72372,     0.72472,     0.72573,     0.72673,     0.72773,     0.72873,     0.72973,     0.73073,     0.73173,     0.73273,     0.73373,     0.73473,     0.73574,     0.73674,     0.73774,     0.73874,     0.73974,     0.74074,     0.74174,     0.74274,     0.74374,\n",
                            "           0.74474,     0.74575,     0.74675,     0.74775,     0.74875,     0.74975,     0.75075,     0.75175,     0.75275,     0.75375,     0.75475,     0.75576,     0.75676,     0.75776,     0.75876,     0.75976,     0.76076,     0.76176,     0.76276,     0.76376,     0.76476,     0.76577,     0.76677,     0.76777,\n",
                            "           0.76877,     0.76977,     0.77077,     0.77177,     0.77277,     0.77377,     0.77477,     0.77578,     0.77678,     0.77778,     0.77878,     0.77978,     0.78078,     0.78178,     0.78278,     0.78378,     0.78478,     0.78579,     0.78679,     0.78779,     0.78879,     0.78979,     0.79079,     0.79179,\n",
                            "           0.79279,     0.79379,     0.79479,      0.7958,      0.7968,      0.7978,      0.7988,      0.7998,      0.8008,      0.8018,      0.8028,      0.8038,      0.8048,     0.80581,     0.80681,     0.80781,     0.80881,     0.80981,     0.81081,     0.81181,     0.81281,     0.81381,     0.81481,     0.81582,\n",
                            "           0.81682,     0.81782,     0.81882,     0.81982,     0.82082,     0.82182,     0.82282,     0.82382,     0.82482,     0.82583,     0.82683,     0.82783,     0.82883,     0.82983,     0.83083,     0.83183,     0.83283,     0.83383,     0.83483,     0.83584,     0.83684,     0.83784,     0.83884,     0.83984,\n",
                            "           0.84084,     0.84184,     0.84284,     0.84384,     0.84484,     0.84585,     0.84685,     0.84785,     0.84885,     0.84985,     0.85085,     0.85185,     0.85285,     0.85385,     0.85485,     0.85586,     0.85686,     0.85786,     0.85886,     0.85986,     0.86086,     0.86186,     0.86286,     0.86386,\n",
                            "           0.86486,     0.86587,     0.86687,     0.86787,     0.86887,     0.86987,     0.87087,     0.87187,     0.87287,     0.87387,     0.87487,     0.87588,     0.87688,     0.87788,     0.87888,     0.87988,     0.88088,     0.88188,     0.88288,     0.88388,     0.88488,     0.88589,     0.88689,     0.88789,\n",
                            "           0.88889,     0.88989,     0.89089,     0.89189,     0.89289,     0.89389,     0.89489,      0.8959,      0.8969,      0.8979,      0.8989,      0.8999,      0.9009,      0.9019,      0.9029,      0.9039,      0.9049,     0.90591,     0.90691,     0.90791,     0.90891,     0.90991,     0.91091,     0.91191,\n",
                            "           0.91291,     0.91391,     0.91491,     0.91592,     0.91692,     0.91792,     0.91892,     0.91992,     0.92092,     0.92192,     0.92292,     0.92392,     0.92492,     0.92593,     0.92693,     0.92793,     0.92893,     0.92993,     0.93093,     0.93193,     0.93293,     0.93393,     0.93493,     0.93594,\n",
                            "           0.93694,     0.93794,     0.93894,     0.93994,     0.94094,     0.94194,     0.94294,     0.94394,     0.94494,     0.94595,     0.94695,     0.94795,     0.94895,     0.94995,     0.95095,     0.95195,     0.95295,     0.95395,     0.95495,     0.95596,     0.95696,     0.95796,     0.95896,     0.95996,\n",
                            "           0.96096,     0.96196,     0.96296,     0.96396,     0.96496,     0.96597,     0.96697,     0.96797,     0.96897,     0.96997,     0.97097,     0.97197,     0.97297,     0.97397,     0.97497,     0.97598,     0.97698,     0.97798,     0.97898,     0.97998,     0.98098,     0.98198,     0.98298,     0.98398,\n",
                            "           0.98498,     0.98599,     0.98699,     0.98799,     0.98899,     0.98999,     0.99099,     0.99199,     0.99299,     0.99399,     0.99499,       0.996,       0.997,       0.998,       0.999,           1]), array([[          1,           1,           1, ...,   0.0026764,   0.0013382,           0],\n",
                            "       [          1,           1,           1, ...,   0.0011433,  0.00057165,           0]]), 'Recall', 'Precision'], [array([          0,    0.001001,    0.002002,    0.003003,    0.004004,    0.005005,    0.006006,    0.007007,    0.008008,    0.009009,     0.01001,    0.011011,    0.012012,    0.013013,    0.014014,    0.015015,    0.016016,    0.017017,    0.018018,    0.019019,     0.02002,    0.021021,    0.022022,    0.023023,\n",
                            "          0.024024,    0.025025,    0.026026,    0.027027,    0.028028,    0.029029,     0.03003,    0.031031,    0.032032,    0.033033,    0.034034,    0.035035,    0.036036,    0.037037,    0.038038,    0.039039,     0.04004,    0.041041,    0.042042,    0.043043,    0.044044,    0.045045,    0.046046,    0.047047,\n",
                            "          0.048048,    0.049049,     0.05005,    0.051051,    0.052052,    0.053053,    0.054054,    0.055055,    0.056056,    0.057057,    0.058058,    0.059059,     0.06006,    0.061061,    0.062062,    0.063063,    0.064064,    0.065065,    0.066066,    0.067067,    0.068068,    0.069069,     0.07007,    0.071071,\n",
                            "          0.072072,    0.073073,    0.074074,    0.075075,    0.076076,    0.077077,    0.078078,    0.079079,     0.08008,    0.081081,    0.082082,    0.083083,    0.084084,    0.085085,    0.086086,    0.087087,    0.088088,    0.089089,     0.09009,    0.091091,    0.092092,    0.093093,    0.094094,    0.095095,\n",
                            "          0.096096,    0.097097,    0.098098,    0.099099,      0.1001,      0.1011,      0.1021,      0.1031,      0.1041,     0.10511,     0.10611,     0.10711,     0.10811,     0.10911,     0.11011,     0.11111,     0.11211,     0.11311,     0.11411,     0.11512,     0.11612,     0.11712,     0.11812,     0.11912,\n",
                            "           0.12012,     0.12112,     0.12212,     0.12312,     0.12412,     0.12513,     0.12613,     0.12713,     0.12813,     0.12913,     0.13013,     0.13113,     0.13213,     0.13313,     0.13413,     0.13514,     0.13614,     0.13714,     0.13814,     0.13914,     0.14014,     0.14114,     0.14214,     0.14314,\n",
                            "           0.14414,     0.14515,     0.14615,     0.14715,     0.14815,     0.14915,     0.15015,     0.15115,     0.15215,     0.15315,     0.15415,     0.15516,     0.15616,     0.15716,     0.15816,     0.15916,     0.16016,     0.16116,     0.16216,     0.16316,     0.16416,     0.16517,     0.16617,     0.16717,\n",
                            "           0.16817,     0.16917,     0.17017,     0.17117,     0.17217,     0.17317,     0.17417,     0.17518,     0.17618,     0.17718,     0.17818,     0.17918,     0.18018,     0.18118,     0.18218,     0.18318,     0.18418,     0.18519,     0.18619,     0.18719,     0.18819,     0.18919,     0.19019,     0.19119,\n",
                            "           0.19219,     0.19319,     0.19419,      0.1952,      0.1962,      0.1972,      0.1982,      0.1992,      0.2002,      0.2012,      0.2022,      0.2032,      0.2042,     0.20521,     0.20621,     0.20721,     0.20821,     0.20921,     0.21021,     0.21121,     0.21221,     0.21321,     0.21421,     0.21522,\n",
                            "           0.21622,     0.21722,     0.21822,     0.21922,     0.22022,     0.22122,     0.22222,     0.22322,     0.22422,     0.22523,     0.22623,     0.22723,     0.22823,     0.22923,     0.23023,     0.23123,     0.23223,     0.23323,     0.23423,     0.23524,     0.23624,     0.23724,     0.23824,     0.23924,\n",
                            "           0.24024,     0.24124,     0.24224,     0.24324,     0.24424,     0.24525,     0.24625,     0.24725,     0.24825,     0.24925,     0.25025,     0.25125,     0.25225,     0.25325,     0.25425,     0.25526,     0.25626,     0.25726,     0.25826,     0.25926,     0.26026,     0.26126,     0.26226,     0.26326,\n",
                            "           0.26426,     0.26527,     0.26627,     0.26727,     0.26827,     0.26927,     0.27027,     0.27127,     0.27227,     0.27327,     0.27427,     0.27528,     0.27628,     0.27728,     0.27828,     0.27928,     0.28028,     0.28128,     0.28228,     0.28328,     0.28428,     0.28529,     0.28629,     0.28729,\n",
                            "           0.28829,     0.28929,     0.29029,     0.29129,     0.29229,     0.29329,     0.29429,      0.2953,      0.2963,      0.2973,      0.2983,      0.2993,      0.3003,      0.3013,      0.3023,      0.3033,      0.3043,     0.30531,     0.30631,     0.30731,     0.30831,     0.30931,     0.31031,     0.31131,\n",
                            "           0.31231,     0.31331,     0.31431,     0.31532,     0.31632,     0.31732,     0.31832,     0.31932,     0.32032,     0.32132,     0.32232,     0.32332,     0.32432,     0.32533,     0.32633,     0.32733,     0.32833,     0.32933,     0.33033,     0.33133,     0.33233,     0.33333,     0.33433,     0.33534,\n",
                            "           0.33634,     0.33734,     0.33834,     0.33934,     0.34034,     0.34134,     0.34234,     0.34334,     0.34434,     0.34535,     0.34635,     0.34735,     0.34835,     0.34935,     0.35035,     0.35135,     0.35235,     0.35335,     0.35435,     0.35536,     0.35636,     0.35736,     0.35836,     0.35936,\n",
                            "           0.36036,     0.36136,     0.36236,     0.36336,     0.36436,     0.36537,     0.36637,     0.36737,     0.36837,     0.36937,     0.37037,     0.37137,     0.37237,     0.37337,     0.37437,     0.37538,     0.37638,     0.37738,     0.37838,     0.37938,     0.38038,     0.38138,     0.38238,     0.38338,\n",
                            "           0.38438,     0.38539,     0.38639,     0.38739,     0.38839,     0.38939,     0.39039,     0.39139,     0.39239,     0.39339,     0.39439,      0.3954,      0.3964,      0.3974,      0.3984,      0.3994,      0.4004,      0.4014,      0.4024,      0.4034,      0.4044,     0.40541,     0.40641,     0.40741,\n",
                            "           0.40841,     0.40941,     0.41041,     0.41141,     0.41241,     0.41341,     0.41441,     0.41542,     0.41642,     0.41742,     0.41842,     0.41942,     0.42042,     0.42142,     0.42242,     0.42342,     0.42442,     0.42543,     0.42643,     0.42743,     0.42843,     0.42943,     0.43043,     0.43143,\n",
                            "           0.43243,     0.43343,     0.43443,     0.43544,     0.43644,     0.43744,     0.43844,     0.43944,     0.44044,     0.44144,     0.44244,     0.44344,     0.44444,     0.44545,     0.44645,     0.44745,     0.44845,     0.44945,     0.45045,     0.45145,     0.45245,     0.45345,     0.45445,     0.45546,\n",
                            "           0.45646,     0.45746,     0.45846,     0.45946,     0.46046,     0.46146,     0.46246,     0.46346,     0.46446,     0.46547,     0.46647,     0.46747,     0.46847,     0.46947,     0.47047,     0.47147,     0.47247,     0.47347,     0.47447,     0.47548,     0.47648,     0.47748,     0.47848,     0.47948,\n",
                            "           0.48048,     0.48148,     0.48248,     0.48348,     0.48448,     0.48549,     0.48649,     0.48749,     0.48849,     0.48949,     0.49049,     0.49149,     0.49249,     0.49349,     0.49449,      0.4955,      0.4965,      0.4975,      0.4985,      0.4995,      0.5005,      0.5015,      0.5025,      0.5035,\n",
                            "            0.5045,     0.50551,     0.50651,     0.50751,     0.50851,     0.50951,     0.51051,     0.51151,     0.51251,     0.51351,     0.51451,     0.51552,     0.51652,     0.51752,     0.51852,     0.51952,     0.52052,     0.52152,     0.52252,     0.52352,     0.52452,     0.52553,     0.52653,     0.52753,\n",
                            "           0.52853,     0.52953,     0.53053,     0.53153,     0.53253,     0.53353,     0.53453,     0.53554,     0.53654,     0.53754,     0.53854,     0.53954,     0.54054,     0.54154,     0.54254,     0.54354,     0.54454,     0.54555,     0.54655,     0.54755,     0.54855,     0.54955,     0.55055,     0.55155,\n",
                            "           0.55255,     0.55355,     0.55455,     0.55556,     0.55656,     0.55756,     0.55856,     0.55956,     0.56056,     0.56156,     0.56256,     0.56356,     0.56456,     0.56557,     0.56657,     0.56757,     0.56857,     0.56957,     0.57057,     0.57157,     0.57257,     0.57357,     0.57457,     0.57558,\n",
                            "           0.57658,     0.57758,     0.57858,     0.57958,     0.58058,     0.58158,     0.58258,     0.58358,     0.58458,     0.58559,     0.58659,     0.58759,     0.58859,     0.58959,     0.59059,     0.59159,     0.59259,     0.59359,     0.59459,      0.5956,      0.5966,      0.5976,      0.5986,      0.5996,\n",
                            "            0.6006,      0.6016,      0.6026,      0.6036,      0.6046,     0.60561,     0.60661,     0.60761,     0.60861,     0.60961,     0.61061,     0.61161,     0.61261,     0.61361,     0.61461,     0.61562,     0.61662,     0.61762,     0.61862,     0.61962,     0.62062,     0.62162,     0.62262,     0.62362,\n",
                            "           0.62462,     0.62563,     0.62663,     0.62763,     0.62863,     0.62963,     0.63063,     0.63163,     0.63263,     0.63363,     0.63463,     0.63564,     0.63664,     0.63764,     0.63864,     0.63964,     0.64064,     0.64164,     0.64264,     0.64364,     0.64464,     0.64565,     0.64665,     0.64765,\n",
                            "           0.64865,     0.64965,     0.65065,     0.65165,     0.65265,     0.65365,     0.65465,     0.65566,     0.65666,     0.65766,     0.65866,     0.65966,     0.66066,     0.66166,     0.66266,     0.66366,     0.66466,     0.66567,     0.66667,     0.66767,     0.66867,     0.66967,     0.67067,     0.67167,\n",
                            "           0.67267,     0.67367,     0.67467,     0.67568,     0.67668,     0.67768,     0.67868,     0.67968,     0.68068,     0.68168,     0.68268,     0.68368,     0.68468,     0.68569,     0.68669,     0.68769,     0.68869,     0.68969,     0.69069,     0.69169,     0.69269,     0.69369,     0.69469,      0.6957,\n",
                            "            0.6967,      0.6977,      0.6987,      0.6997,      0.7007,      0.7017,      0.7027,      0.7037,      0.7047,     0.70571,     0.70671,     0.70771,     0.70871,     0.70971,     0.71071,     0.71171,     0.71271,     0.71371,     0.71471,     0.71572,     0.71672,     0.71772,     0.71872,     0.71972,\n",
                            "           0.72072,     0.72172,     0.72272,     0.72372,     0.72472,     0.72573,     0.72673,     0.72773,     0.72873,     0.72973,     0.73073,     0.73173,     0.73273,     0.73373,     0.73473,     0.73574,     0.73674,     0.73774,     0.73874,     0.73974,     0.74074,     0.74174,     0.74274,     0.74374,\n",
                            "           0.74474,     0.74575,     0.74675,     0.74775,     0.74875,     0.74975,     0.75075,     0.75175,     0.75275,     0.75375,     0.75475,     0.75576,     0.75676,     0.75776,     0.75876,     0.75976,     0.76076,     0.76176,     0.76276,     0.76376,     0.76476,     0.76577,     0.76677,     0.76777,\n",
                            "           0.76877,     0.76977,     0.77077,     0.77177,     0.77277,     0.77377,     0.77477,     0.77578,     0.77678,     0.77778,     0.77878,     0.77978,     0.78078,     0.78178,     0.78278,     0.78378,     0.78478,     0.78579,     0.78679,     0.78779,     0.78879,     0.78979,     0.79079,     0.79179,\n",
                            "           0.79279,     0.79379,     0.79479,      0.7958,      0.7968,      0.7978,      0.7988,      0.7998,      0.8008,      0.8018,      0.8028,      0.8038,      0.8048,     0.80581,     0.80681,     0.80781,     0.80881,     0.80981,     0.81081,     0.81181,     0.81281,     0.81381,     0.81481,     0.81582,\n",
                            "           0.81682,     0.81782,     0.81882,     0.81982,     0.82082,     0.82182,     0.82282,     0.82382,     0.82482,     0.82583,     0.82683,     0.82783,     0.82883,     0.82983,     0.83083,     0.83183,     0.83283,     0.83383,     0.83483,     0.83584,     0.83684,     0.83784,     0.83884,     0.83984,\n",
                            "           0.84084,     0.84184,     0.84284,     0.84384,     0.84484,     0.84585,     0.84685,     0.84785,     0.84885,     0.84985,     0.85085,     0.85185,     0.85285,     0.85385,     0.85485,     0.85586,     0.85686,     0.85786,     0.85886,     0.85986,     0.86086,     0.86186,     0.86286,     0.86386,\n",
                            "           0.86486,     0.86587,     0.86687,     0.86787,     0.86887,     0.86987,     0.87087,     0.87187,     0.87287,     0.87387,     0.87487,     0.87588,     0.87688,     0.87788,     0.87888,     0.87988,     0.88088,     0.88188,     0.88288,     0.88388,     0.88488,     0.88589,     0.88689,     0.88789,\n",
                            "           0.88889,     0.88989,     0.89089,     0.89189,     0.89289,     0.89389,     0.89489,      0.8959,      0.8969,      0.8979,      0.8989,      0.8999,      0.9009,      0.9019,      0.9029,      0.9039,      0.9049,     0.90591,     0.90691,     0.90791,     0.90891,     0.90991,     0.91091,     0.91191,\n",
                            "           0.91291,     0.91391,     0.91491,     0.91592,     0.91692,     0.91792,     0.91892,     0.91992,     0.92092,     0.92192,     0.92292,     0.92392,     0.92492,     0.92593,     0.92693,     0.92793,     0.92893,     0.92993,     0.93093,     0.93193,     0.93293,     0.93393,     0.93493,     0.93594,\n",
                            "           0.93694,     0.93794,     0.93894,     0.93994,     0.94094,     0.94194,     0.94294,     0.94394,     0.94494,     0.94595,     0.94695,     0.94795,     0.94895,     0.94995,     0.95095,     0.95195,     0.95295,     0.95395,     0.95495,     0.95596,     0.95696,     0.95796,     0.95896,     0.95996,\n",
                            "           0.96096,     0.96196,     0.96296,     0.96396,     0.96496,     0.96597,     0.96697,     0.96797,     0.96897,     0.96997,     0.97097,     0.97197,     0.97297,     0.97397,     0.97497,     0.97598,     0.97698,     0.97798,     0.97898,     0.97998,     0.98098,     0.98198,     0.98298,     0.98398,\n",
                            "           0.98498,     0.98599,     0.98699,     0.98799,     0.98899,     0.98999,     0.99099,     0.99199,     0.99299,     0.99399,     0.99499,       0.996,       0.997,       0.998,       0.999,           1]), array([[    0.21248,     0.21249,     0.23819, ...,           0,           0,           0],\n",
                            "       [    0.21123,     0.21124,     0.24296, ...,           0,           0,           0]]), 'Confidence', 'F1'], [array([          0,    0.001001,    0.002002,    0.003003,    0.004004,    0.005005,    0.006006,    0.007007,    0.008008,    0.009009,     0.01001,    0.011011,    0.012012,    0.013013,    0.014014,    0.015015,    0.016016,    0.017017,    0.018018,    0.019019,     0.02002,    0.021021,    0.022022,    0.023023,\n",
                            "          0.024024,    0.025025,    0.026026,    0.027027,    0.028028,    0.029029,     0.03003,    0.031031,    0.032032,    0.033033,    0.034034,    0.035035,    0.036036,    0.037037,    0.038038,    0.039039,     0.04004,    0.041041,    0.042042,    0.043043,    0.044044,    0.045045,    0.046046,    0.047047,\n",
                            "          0.048048,    0.049049,     0.05005,    0.051051,    0.052052,    0.053053,    0.054054,    0.055055,    0.056056,    0.057057,    0.058058,    0.059059,     0.06006,    0.061061,    0.062062,    0.063063,    0.064064,    0.065065,    0.066066,    0.067067,    0.068068,    0.069069,     0.07007,    0.071071,\n",
                            "          0.072072,    0.073073,    0.074074,    0.075075,    0.076076,    0.077077,    0.078078,    0.079079,     0.08008,    0.081081,    0.082082,    0.083083,    0.084084,    0.085085,    0.086086,    0.087087,    0.088088,    0.089089,     0.09009,    0.091091,    0.092092,    0.093093,    0.094094,    0.095095,\n",
                            "          0.096096,    0.097097,    0.098098,    0.099099,      0.1001,      0.1011,      0.1021,      0.1031,      0.1041,     0.10511,     0.10611,     0.10711,     0.10811,     0.10911,     0.11011,     0.11111,     0.11211,     0.11311,     0.11411,     0.11512,     0.11612,     0.11712,     0.11812,     0.11912,\n",
                            "           0.12012,     0.12112,     0.12212,     0.12312,     0.12412,     0.12513,     0.12613,     0.12713,     0.12813,     0.12913,     0.13013,     0.13113,     0.13213,     0.13313,     0.13413,     0.13514,     0.13614,     0.13714,     0.13814,     0.13914,     0.14014,     0.14114,     0.14214,     0.14314,\n",
                            "           0.14414,     0.14515,     0.14615,     0.14715,     0.14815,     0.14915,     0.15015,     0.15115,     0.15215,     0.15315,     0.15415,     0.15516,     0.15616,     0.15716,     0.15816,     0.15916,     0.16016,     0.16116,     0.16216,     0.16316,     0.16416,     0.16517,     0.16617,     0.16717,\n",
                            "           0.16817,     0.16917,     0.17017,     0.17117,     0.17217,     0.17317,     0.17417,     0.17518,     0.17618,     0.17718,     0.17818,     0.17918,     0.18018,     0.18118,     0.18218,     0.18318,     0.18418,     0.18519,     0.18619,     0.18719,     0.18819,     0.18919,     0.19019,     0.19119,\n",
                            "           0.19219,     0.19319,     0.19419,      0.1952,      0.1962,      0.1972,      0.1982,      0.1992,      0.2002,      0.2012,      0.2022,      0.2032,      0.2042,     0.20521,     0.20621,     0.20721,     0.20821,     0.20921,     0.21021,     0.21121,     0.21221,     0.21321,     0.21421,     0.21522,\n",
                            "           0.21622,     0.21722,     0.21822,     0.21922,     0.22022,     0.22122,     0.22222,     0.22322,     0.22422,     0.22523,     0.22623,     0.22723,     0.22823,     0.22923,     0.23023,     0.23123,     0.23223,     0.23323,     0.23423,     0.23524,     0.23624,     0.23724,     0.23824,     0.23924,\n",
                            "           0.24024,     0.24124,     0.24224,     0.24324,     0.24424,     0.24525,     0.24625,     0.24725,     0.24825,     0.24925,     0.25025,     0.25125,     0.25225,     0.25325,     0.25425,     0.25526,     0.25626,     0.25726,     0.25826,     0.25926,     0.26026,     0.26126,     0.26226,     0.26326,\n",
                            "           0.26426,     0.26527,     0.26627,     0.26727,     0.26827,     0.26927,     0.27027,     0.27127,     0.27227,     0.27327,     0.27427,     0.27528,     0.27628,     0.27728,     0.27828,     0.27928,     0.28028,     0.28128,     0.28228,     0.28328,     0.28428,     0.28529,     0.28629,     0.28729,\n",
                            "           0.28829,     0.28929,     0.29029,     0.29129,     0.29229,     0.29329,     0.29429,      0.2953,      0.2963,      0.2973,      0.2983,      0.2993,      0.3003,      0.3013,      0.3023,      0.3033,      0.3043,     0.30531,     0.30631,     0.30731,     0.30831,     0.30931,     0.31031,     0.31131,\n",
                            "           0.31231,     0.31331,     0.31431,     0.31532,     0.31632,     0.31732,     0.31832,     0.31932,     0.32032,     0.32132,     0.32232,     0.32332,     0.32432,     0.32533,     0.32633,     0.32733,     0.32833,     0.32933,     0.33033,     0.33133,     0.33233,     0.33333,     0.33433,     0.33534,\n",
                            "           0.33634,     0.33734,     0.33834,     0.33934,     0.34034,     0.34134,     0.34234,     0.34334,     0.34434,     0.34535,     0.34635,     0.34735,     0.34835,     0.34935,     0.35035,     0.35135,     0.35235,     0.35335,     0.35435,     0.35536,     0.35636,     0.35736,     0.35836,     0.35936,\n",
                            "           0.36036,     0.36136,     0.36236,     0.36336,     0.36436,     0.36537,     0.36637,     0.36737,     0.36837,     0.36937,     0.37037,     0.37137,     0.37237,     0.37337,     0.37437,     0.37538,     0.37638,     0.37738,     0.37838,     0.37938,     0.38038,     0.38138,     0.38238,     0.38338,\n",
                            "           0.38438,     0.38539,     0.38639,     0.38739,     0.38839,     0.38939,     0.39039,     0.39139,     0.39239,     0.39339,     0.39439,      0.3954,      0.3964,      0.3974,      0.3984,      0.3994,      0.4004,      0.4014,      0.4024,      0.4034,      0.4044,     0.40541,     0.40641,     0.40741,\n",
                            "           0.40841,     0.40941,     0.41041,     0.41141,     0.41241,     0.41341,     0.41441,     0.41542,     0.41642,     0.41742,     0.41842,     0.41942,     0.42042,     0.42142,     0.42242,     0.42342,     0.42442,     0.42543,     0.42643,     0.42743,     0.42843,     0.42943,     0.43043,     0.43143,\n",
                            "           0.43243,     0.43343,     0.43443,     0.43544,     0.43644,     0.43744,     0.43844,     0.43944,     0.44044,     0.44144,     0.44244,     0.44344,     0.44444,     0.44545,     0.44645,     0.44745,     0.44845,     0.44945,     0.45045,     0.45145,     0.45245,     0.45345,     0.45445,     0.45546,\n",
                            "           0.45646,     0.45746,     0.45846,     0.45946,     0.46046,     0.46146,     0.46246,     0.46346,     0.46446,     0.46547,     0.46647,     0.46747,     0.46847,     0.46947,     0.47047,     0.47147,     0.47247,     0.47347,     0.47447,     0.47548,     0.47648,     0.47748,     0.47848,     0.47948,\n",
                            "           0.48048,     0.48148,     0.48248,     0.48348,     0.48448,     0.48549,     0.48649,     0.48749,     0.48849,     0.48949,     0.49049,     0.49149,     0.49249,     0.49349,     0.49449,      0.4955,      0.4965,      0.4975,      0.4985,      0.4995,      0.5005,      0.5015,      0.5025,      0.5035,\n",
                            "            0.5045,     0.50551,     0.50651,     0.50751,     0.50851,     0.50951,     0.51051,     0.51151,     0.51251,     0.51351,     0.51451,     0.51552,     0.51652,     0.51752,     0.51852,     0.51952,     0.52052,     0.52152,     0.52252,     0.52352,     0.52452,     0.52553,     0.52653,     0.52753,\n",
                            "           0.52853,     0.52953,     0.53053,     0.53153,     0.53253,     0.53353,     0.53453,     0.53554,     0.53654,     0.53754,     0.53854,     0.53954,     0.54054,     0.54154,     0.54254,     0.54354,     0.54454,     0.54555,     0.54655,     0.54755,     0.54855,     0.54955,     0.55055,     0.55155,\n",
                            "           0.55255,     0.55355,     0.55455,     0.55556,     0.55656,     0.55756,     0.55856,     0.55956,     0.56056,     0.56156,     0.56256,     0.56356,     0.56456,     0.56557,     0.56657,     0.56757,     0.56857,     0.56957,     0.57057,     0.57157,     0.57257,     0.57357,     0.57457,     0.57558,\n",
                            "           0.57658,     0.57758,     0.57858,     0.57958,     0.58058,     0.58158,     0.58258,     0.58358,     0.58458,     0.58559,     0.58659,     0.58759,     0.58859,     0.58959,     0.59059,     0.59159,     0.59259,     0.59359,     0.59459,      0.5956,      0.5966,      0.5976,      0.5986,      0.5996,\n",
                            "            0.6006,      0.6016,      0.6026,      0.6036,      0.6046,     0.60561,     0.60661,     0.60761,     0.60861,     0.60961,     0.61061,     0.61161,     0.61261,     0.61361,     0.61461,     0.61562,     0.61662,     0.61762,     0.61862,     0.61962,     0.62062,     0.62162,     0.62262,     0.62362,\n",
                            "           0.62462,     0.62563,     0.62663,     0.62763,     0.62863,     0.62963,     0.63063,     0.63163,     0.63263,     0.63363,     0.63463,     0.63564,     0.63664,     0.63764,     0.63864,     0.63964,     0.64064,     0.64164,     0.64264,     0.64364,     0.64464,     0.64565,     0.64665,     0.64765,\n",
                            "           0.64865,     0.64965,     0.65065,     0.65165,     0.65265,     0.65365,     0.65465,     0.65566,     0.65666,     0.65766,     0.65866,     0.65966,     0.66066,     0.66166,     0.66266,     0.66366,     0.66466,     0.66567,     0.66667,     0.66767,     0.66867,     0.66967,     0.67067,     0.67167,\n",
                            "           0.67267,     0.67367,     0.67467,     0.67568,     0.67668,     0.67768,     0.67868,     0.67968,     0.68068,     0.68168,     0.68268,     0.68368,     0.68468,     0.68569,     0.68669,     0.68769,     0.68869,     0.68969,     0.69069,     0.69169,     0.69269,     0.69369,     0.69469,      0.6957,\n",
                            "            0.6967,      0.6977,      0.6987,      0.6997,      0.7007,      0.7017,      0.7027,      0.7037,      0.7047,     0.70571,     0.70671,     0.70771,     0.70871,     0.70971,     0.71071,     0.71171,     0.71271,     0.71371,     0.71471,     0.71572,     0.71672,     0.71772,     0.71872,     0.71972,\n",
                            "           0.72072,     0.72172,     0.72272,     0.72372,     0.72472,     0.72573,     0.72673,     0.72773,     0.72873,     0.72973,     0.73073,     0.73173,     0.73273,     0.73373,     0.73473,     0.73574,     0.73674,     0.73774,     0.73874,     0.73974,     0.74074,     0.74174,     0.74274,     0.74374,\n",
                            "           0.74474,     0.74575,     0.74675,     0.74775,     0.74875,     0.74975,     0.75075,     0.75175,     0.75275,     0.75375,     0.75475,     0.75576,     0.75676,     0.75776,     0.75876,     0.75976,     0.76076,     0.76176,     0.76276,     0.76376,     0.76476,     0.76577,     0.76677,     0.76777,\n",
                            "           0.76877,     0.76977,     0.77077,     0.77177,     0.77277,     0.77377,     0.77477,     0.77578,     0.77678,     0.77778,     0.77878,     0.77978,     0.78078,     0.78178,     0.78278,     0.78378,     0.78478,     0.78579,     0.78679,     0.78779,     0.78879,     0.78979,     0.79079,     0.79179,\n",
                            "           0.79279,     0.79379,     0.79479,      0.7958,      0.7968,      0.7978,      0.7988,      0.7998,      0.8008,      0.8018,      0.8028,      0.8038,      0.8048,     0.80581,     0.80681,     0.80781,     0.80881,     0.80981,     0.81081,     0.81181,     0.81281,     0.81381,     0.81481,     0.81582,\n",
                            "           0.81682,     0.81782,     0.81882,     0.81982,     0.82082,     0.82182,     0.82282,     0.82382,     0.82482,     0.82583,     0.82683,     0.82783,     0.82883,     0.82983,     0.83083,     0.83183,     0.83283,     0.83383,     0.83483,     0.83584,     0.83684,     0.83784,     0.83884,     0.83984,\n",
                            "           0.84084,     0.84184,     0.84284,     0.84384,     0.84484,     0.84585,     0.84685,     0.84785,     0.84885,     0.84985,     0.85085,     0.85185,     0.85285,     0.85385,     0.85485,     0.85586,     0.85686,     0.85786,     0.85886,     0.85986,     0.86086,     0.86186,     0.86286,     0.86386,\n",
                            "           0.86486,     0.86587,     0.86687,     0.86787,     0.86887,     0.86987,     0.87087,     0.87187,     0.87287,     0.87387,     0.87487,     0.87588,     0.87688,     0.87788,     0.87888,     0.87988,     0.88088,     0.88188,     0.88288,     0.88388,     0.88488,     0.88589,     0.88689,     0.88789,\n",
                            "           0.88889,     0.88989,     0.89089,     0.89189,     0.89289,     0.89389,     0.89489,      0.8959,      0.8969,      0.8979,      0.8989,      0.8999,      0.9009,      0.9019,      0.9029,      0.9039,      0.9049,     0.90591,     0.90691,     0.90791,     0.90891,     0.90991,     0.91091,     0.91191,\n",
                            "           0.91291,     0.91391,     0.91491,     0.91592,     0.91692,     0.91792,     0.91892,     0.91992,     0.92092,     0.92192,     0.92292,     0.92392,     0.92492,     0.92593,     0.92693,     0.92793,     0.92893,     0.92993,     0.93093,     0.93193,     0.93293,     0.93393,     0.93493,     0.93594,\n",
                            "           0.93694,     0.93794,     0.93894,     0.93994,     0.94094,     0.94194,     0.94294,     0.94394,     0.94494,     0.94595,     0.94695,     0.94795,     0.94895,     0.94995,     0.95095,     0.95195,     0.95295,     0.95395,     0.95495,     0.95596,     0.95696,     0.95796,     0.95896,     0.95996,\n",
                            "           0.96096,     0.96196,     0.96296,     0.96396,     0.96496,     0.96597,     0.96697,     0.96797,     0.96897,     0.96997,     0.97097,     0.97197,     0.97297,     0.97397,     0.97497,     0.97598,     0.97698,     0.97798,     0.97898,     0.97998,     0.98098,     0.98198,     0.98298,     0.98398,\n",
                            "           0.98498,     0.98599,     0.98699,     0.98799,     0.98899,     0.98999,     0.99099,     0.99199,     0.99299,     0.99399,     0.99499,       0.996,       0.997,       0.998,       0.999,           1]), array([[    0.12029,     0.12029,     0.13708, ...,           1,           1,           1],\n",
                            "       [      0.122,     0.12201,     0.14368, ...,           1,           1,           1]]), 'Confidence', 'Precision'], [array([          0,    0.001001,    0.002002,    0.003003,    0.004004,    0.005005,    0.006006,    0.007007,    0.008008,    0.009009,     0.01001,    0.011011,    0.012012,    0.013013,    0.014014,    0.015015,    0.016016,    0.017017,    0.018018,    0.019019,     0.02002,    0.021021,    0.022022,    0.023023,\n",
                            "          0.024024,    0.025025,    0.026026,    0.027027,    0.028028,    0.029029,     0.03003,    0.031031,    0.032032,    0.033033,    0.034034,    0.035035,    0.036036,    0.037037,    0.038038,    0.039039,     0.04004,    0.041041,    0.042042,    0.043043,    0.044044,    0.045045,    0.046046,    0.047047,\n",
                            "          0.048048,    0.049049,     0.05005,    0.051051,    0.052052,    0.053053,    0.054054,    0.055055,    0.056056,    0.057057,    0.058058,    0.059059,     0.06006,    0.061061,    0.062062,    0.063063,    0.064064,    0.065065,    0.066066,    0.067067,    0.068068,    0.069069,     0.07007,    0.071071,\n",
                            "          0.072072,    0.073073,    0.074074,    0.075075,    0.076076,    0.077077,    0.078078,    0.079079,     0.08008,    0.081081,    0.082082,    0.083083,    0.084084,    0.085085,    0.086086,    0.087087,    0.088088,    0.089089,     0.09009,    0.091091,    0.092092,    0.093093,    0.094094,    0.095095,\n",
                            "          0.096096,    0.097097,    0.098098,    0.099099,      0.1001,      0.1011,      0.1021,      0.1031,      0.1041,     0.10511,     0.10611,     0.10711,     0.10811,     0.10911,     0.11011,     0.11111,     0.11211,     0.11311,     0.11411,     0.11512,     0.11612,     0.11712,     0.11812,     0.11912,\n",
                            "           0.12012,     0.12112,     0.12212,     0.12312,     0.12412,     0.12513,     0.12613,     0.12713,     0.12813,     0.12913,     0.13013,     0.13113,     0.13213,     0.13313,     0.13413,     0.13514,     0.13614,     0.13714,     0.13814,     0.13914,     0.14014,     0.14114,     0.14214,     0.14314,\n",
                            "           0.14414,     0.14515,     0.14615,     0.14715,     0.14815,     0.14915,     0.15015,     0.15115,     0.15215,     0.15315,     0.15415,     0.15516,     0.15616,     0.15716,     0.15816,     0.15916,     0.16016,     0.16116,     0.16216,     0.16316,     0.16416,     0.16517,     0.16617,     0.16717,\n",
                            "           0.16817,     0.16917,     0.17017,     0.17117,     0.17217,     0.17317,     0.17417,     0.17518,     0.17618,     0.17718,     0.17818,     0.17918,     0.18018,     0.18118,     0.18218,     0.18318,     0.18418,     0.18519,     0.18619,     0.18719,     0.18819,     0.18919,     0.19019,     0.19119,\n",
                            "           0.19219,     0.19319,     0.19419,      0.1952,      0.1962,      0.1972,      0.1982,      0.1992,      0.2002,      0.2012,      0.2022,      0.2032,      0.2042,     0.20521,     0.20621,     0.20721,     0.20821,     0.20921,     0.21021,     0.21121,     0.21221,     0.21321,     0.21421,     0.21522,\n",
                            "           0.21622,     0.21722,     0.21822,     0.21922,     0.22022,     0.22122,     0.22222,     0.22322,     0.22422,     0.22523,     0.22623,     0.22723,     0.22823,     0.22923,     0.23023,     0.23123,     0.23223,     0.23323,     0.23423,     0.23524,     0.23624,     0.23724,     0.23824,     0.23924,\n",
                            "           0.24024,     0.24124,     0.24224,     0.24324,     0.24424,     0.24525,     0.24625,     0.24725,     0.24825,     0.24925,     0.25025,     0.25125,     0.25225,     0.25325,     0.25425,     0.25526,     0.25626,     0.25726,     0.25826,     0.25926,     0.26026,     0.26126,     0.26226,     0.26326,\n",
                            "           0.26426,     0.26527,     0.26627,     0.26727,     0.26827,     0.26927,     0.27027,     0.27127,     0.27227,     0.27327,     0.27427,     0.27528,     0.27628,     0.27728,     0.27828,     0.27928,     0.28028,     0.28128,     0.28228,     0.28328,     0.28428,     0.28529,     0.28629,     0.28729,\n",
                            "           0.28829,     0.28929,     0.29029,     0.29129,     0.29229,     0.29329,     0.29429,      0.2953,      0.2963,      0.2973,      0.2983,      0.2993,      0.3003,      0.3013,      0.3023,      0.3033,      0.3043,     0.30531,     0.30631,     0.30731,     0.30831,     0.30931,     0.31031,     0.31131,\n",
                            "           0.31231,     0.31331,     0.31431,     0.31532,     0.31632,     0.31732,     0.31832,     0.31932,     0.32032,     0.32132,     0.32232,     0.32332,     0.32432,     0.32533,     0.32633,     0.32733,     0.32833,     0.32933,     0.33033,     0.33133,     0.33233,     0.33333,     0.33433,     0.33534,\n",
                            "           0.33634,     0.33734,     0.33834,     0.33934,     0.34034,     0.34134,     0.34234,     0.34334,     0.34434,     0.34535,     0.34635,     0.34735,     0.34835,     0.34935,     0.35035,     0.35135,     0.35235,     0.35335,     0.35435,     0.35536,     0.35636,     0.35736,     0.35836,     0.35936,\n",
                            "           0.36036,     0.36136,     0.36236,     0.36336,     0.36436,     0.36537,     0.36637,     0.36737,     0.36837,     0.36937,     0.37037,     0.37137,     0.37237,     0.37337,     0.37437,     0.37538,     0.37638,     0.37738,     0.37838,     0.37938,     0.38038,     0.38138,     0.38238,     0.38338,\n",
                            "           0.38438,     0.38539,     0.38639,     0.38739,     0.38839,     0.38939,     0.39039,     0.39139,     0.39239,     0.39339,     0.39439,      0.3954,      0.3964,      0.3974,      0.3984,      0.3994,      0.4004,      0.4014,      0.4024,      0.4034,      0.4044,     0.40541,     0.40641,     0.40741,\n",
                            "           0.40841,     0.40941,     0.41041,     0.41141,     0.41241,     0.41341,     0.41441,     0.41542,     0.41642,     0.41742,     0.41842,     0.41942,     0.42042,     0.42142,     0.42242,     0.42342,     0.42442,     0.42543,     0.42643,     0.42743,     0.42843,     0.42943,     0.43043,     0.43143,\n",
                            "           0.43243,     0.43343,     0.43443,     0.43544,     0.43644,     0.43744,     0.43844,     0.43944,     0.44044,     0.44144,     0.44244,     0.44344,     0.44444,     0.44545,     0.44645,     0.44745,     0.44845,     0.44945,     0.45045,     0.45145,     0.45245,     0.45345,     0.45445,     0.45546,\n",
                            "           0.45646,     0.45746,     0.45846,     0.45946,     0.46046,     0.46146,     0.46246,     0.46346,     0.46446,     0.46547,     0.46647,     0.46747,     0.46847,     0.46947,     0.47047,     0.47147,     0.47247,     0.47347,     0.47447,     0.47548,     0.47648,     0.47748,     0.47848,     0.47948,\n",
                            "           0.48048,     0.48148,     0.48248,     0.48348,     0.48448,     0.48549,     0.48649,     0.48749,     0.48849,     0.48949,     0.49049,     0.49149,     0.49249,     0.49349,     0.49449,      0.4955,      0.4965,      0.4975,      0.4985,      0.4995,      0.5005,      0.5015,      0.5025,      0.5035,\n",
                            "            0.5045,     0.50551,     0.50651,     0.50751,     0.50851,     0.50951,     0.51051,     0.51151,     0.51251,     0.51351,     0.51451,     0.51552,     0.51652,     0.51752,     0.51852,     0.51952,     0.52052,     0.52152,     0.52252,     0.52352,     0.52452,     0.52553,     0.52653,     0.52753,\n",
                            "           0.52853,     0.52953,     0.53053,     0.53153,     0.53253,     0.53353,     0.53453,     0.53554,     0.53654,     0.53754,     0.53854,     0.53954,     0.54054,     0.54154,     0.54254,     0.54354,     0.54454,     0.54555,     0.54655,     0.54755,     0.54855,     0.54955,     0.55055,     0.55155,\n",
                            "           0.55255,     0.55355,     0.55455,     0.55556,     0.55656,     0.55756,     0.55856,     0.55956,     0.56056,     0.56156,     0.56256,     0.56356,     0.56456,     0.56557,     0.56657,     0.56757,     0.56857,     0.56957,     0.57057,     0.57157,     0.57257,     0.57357,     0.57457,     0.57558,\n",
                            "           0.57658,     0.57758,     0.57858,     0.57958,     0.58058,     0.58158,     0.58258,     0.58358,     0.58458,     0.58559,     0.58659,     0.58759,     0.58859,     0.58959,     0.59059,     0.59159,     0.59259,     0.59359,     0.59459,      0.5956,      0.5966,      0.5976,      0.5986,      0.5996,\n",
                            "            0.6006,      0.6016,      0.6026,      0.6036,      0.6046,     0.60561,     0.60661,     0.60761,     0.60861,     0.60961,     0.61061,     0.61161,     0.61261,     0.61361,     0.61461,     0.61562,     0.61662,     0.61762,     0.61862,     0.61962,     0.62062,     0.62162,     0.62262,     0.62362,\n",
                            "           0.62462,     0.62563,     0.62663,     0.62763,     0.62863,     0.62963,     0.63063,     0.63163,     0.63263,     0.63363,     0.63463,     0.63564,     0.63664,     0.63764,     0.63864,     0.63964,     0.64064,     0.64164,     0.64264,     0.64364,     0.64464,     0.64565,     0.64665,     0.64765,\n",
                            "           0.64865,     0.64965,     0.65065,     0.65165,     0.65265,     0.65365,     0.65465,     0.65566,     0.65666,     0.65766,     0.65866,     0.65966,     0.66066,     0.66166,     0.66266,     0.66366,     0.66466,     0.66567,     0.66667,     0.66767,     0.66867,     0.66967,     0.67067,     0.67167,\n",
                            "           0.67267,     0.67367,     0.67467,     0.67568,     0.67668,     0.67768,     0.67868,     0.67968,     0.68068,     0.68168,     0.68268,     0.68368,     0.68468,     0.68569,     0.68669,     0.68769,     0.68869,     0.68969,     0.69069,     0.69169,     0.69269,     0.69369,     0.69469,      0.6957,\n",
                            "            0.6967,      0.6977,      0.6987,      0.6997,      0.7007,      0.7017,      0.7027,      0.7037,      0.7047,     0.70571,     0.70671,     0.70771,     0.70871,     0.70971,     0.71071,     0.71171,     0.71271,     0.71371,     0.71471,     0.71572,     0.71672,     0.71772,     0.71872,     0.71972,\n",
                            "           0.72072,     0.72172,     0.72272,     0.72372,     0.72472,     0.72573,     0.72673,     0.72773,     0.72873,     0.72973,     0.73073,     0.73173,     0.73273,     0.73373,     0.73473,     0.73574,     0.73674,     0.73774,     0.73874,     0.73974,     0.74074,     0.74174,     0.74274,     0.74374,\n",
                            "           0.74474,     0.74575,     0.74675,     0.74775,     0.74875,     0.74975,     0.75075,     0.75175,     0.75275,     0.75375,     0.75475,     0.75576,     0.75676,     0.75776,     0.75876,     0.75976,     0.76076,     0.76176,     0.76276,     0.76376,     0.76476,     0.76577,     0.76677,     0.76777,\n",
                            "           0.76877,     0.76977,     0.77077,     0.77177,     0.77277,     0.77377,     0.77477,     0.77578,     0.77678,     0.77778,     0.77878,     0.77978,     0.78078,     0.78178,     0.78278,     0.78378,     0.78478,     0.78579,     0.78679,     0.78779,     0.78879,     0.78979,     0.79079,     0.79179,\n",
                            "           0.79279,     0.79379,     0.79479,      0.7958,      0.7968,      0.7978,      0.7988,      0.7998,      0.8008,      0.8018,      0.8028,      0.8038,      0.8048,     0.80581,     0.80681,     0.80781,     0.80881,     0.80981,     0.81081,     0.81181,     0.81281,     0.81381,     0.81481,     0.81582,\n",
                            "           0.81682,     0.81782,     0.81882,     0.81982,     0.82082,     0.82182,     0.82282,     0.82382,     0.82482,     0.82583,     0.82683,     0.82783,     0.82883,     0.82983,     0.83083,     0.83183,     0.83283,     0.83383,     0.83483,     0.83584,     0.83684,     0.83784,     0.83884,     0.83984,\n",
                            "           0.84084,     0.84184,     0.84284,     0.84384,     0.84484,     0.84585,     0.84685,     0.84785,     0.84885,     0.84985,     0.85085,     0.85185,     0.85285,     0.85385,     0.85485,     0.85586,     0.85686,     0.85786,     0.85886,     0.85986,     0.86086,     0.86186,     0.86286,     0.86386,\n",
                            "           0.86486,     0.86587,     0.86687,     0.86787,     0.86887,     0.86987,     0.87087,     0.87187,     0.87287,     0.87387,     0.87487,     0.87588,     0.87688,     0.87788,     0.87888,     0.87988,     0.88088,     0.88188,     0.88288,     0.88388,     0.88488,     0.88589,     0.88689,     0.88789,\n",
                            "           0.88889,     0.88989,     0.89089,     0.89189,     0.89289,     0.89389,     0.89489,      0.8959,      0.8969,      0.8979,      0.8989,      0.8999,      0.9009,      0.9019,      0.9029,      0.9039,      0.9049,     0.90591,     0.90691,     0.90791,     0.90891,     0.90991,     0.91091,     0.91191,\n",
                            "           0.91291,     0.91391,     0.91491,     0.91592,     0.91692,     0.91792,     0.91892,     0.91992,     0.92092,     0.92192,     0.92292,     0.92392,     0.92492,     0.92593,     0.92693,     0.92793,     0.92893,     0.92993,     0.93093,     0.93193,     0.93293,     0.93393,     0.93493,     0.93594,\n",
                            "           0.93694,     0.93794,     0.93894,     0.93994,     0.94094,     0.94194,     0.94294,     0.94394,     0.94494,     0.94595,     0.94695,     0.94795,     0.94895,     0.94995,     0.95095,     0.95195,     0.95295,     0.95395,     0.95495,     0.95596,     0.95696,     0.95796,     0.95896,     0.95996,\n",
                            "           0.96096,     0.96196,     0.96296,     0.96396,     0.96496,     0.96597,     0.96697,     0.96797,     0.96897,     0.96997,     0.97097,     0.97197,     0.97297,     0.97397,     0.97497,     0.97598,     0.97698,     0.97798,     0.97898,     0.97998,     0.98098,     0.98198,     0.98298,     0.98398,\n",
                            "           0.98498,     0.98599,     0.98699,     0.98799,     0.98899,     0.98999,     0.99099,     0.99199,     0.99299,     0.99399,     0.99499,       0.996,       0.997,       0.998,       0.999,           1]), array([[    0.91003,     0.91003,     0.90746, ...,           0,           0,           0],\n",
                            "       [    0.78636,     0.78636,     0.78636, ...,           0,           0,           0]]), 'Confidence', 'Recall']]\n",
                            "fitness: 0.29864553444214237\n",
                            "keys: ['metrics/precision(B)', 'metrics/recall(B)', 'metrics/mAP50(B)', 'metrics/mAP50-95(B)']\n",
                            "maps: array([    0.27373,     0.24881])\n",
                            "names: {0: 'human', 1: 'swimmer'}\n",
                            "plot: True\n",
                            "results_dict: {'metrics/precision(B)': 0.6405885520486723, 'metrics/recall(B)': 0.6104755784061697, 'metrics/mAP50(B)': 0.6350468652905572, 'metrics/mAP50-95(B)': 0.2612676087923185, 'fitness': 0.29864553444214237}\n",
                            "save_dir: WindowsPath('runs/detect/swimming_recognition_model3')\n",
                            "speed: {'preprocess': 0.22707429043082306, 'inference': 2.130613770595817, 'loss': 0.0, 'postprocess': 0.1399101212967274}\n",
                            "task: 'detect'"
                        ]
                    },
                    "execution_count": 19,
                    "metadata": {},
                    "output_type": "execute_result"
                }
            ],
            "source": [
                "model.train(\n",
                "    data=dataset_path,  # Path to the dataset\n",
                "    epochs=100,          # Number of epochs to train\n",
                "    batch=32,           # Batch size\n",
                "    imgsz=640,          # Image size\n",
                "    name=\"swimming_recognition_model\",  # Name of the training run\n",
                "    device='cuda:0'\n",
                ")"
            ]
        },
        {
            "cell_type": "code",
            "execution_count": 20,
            "metadata": {
                "execution": {
                    "iopub.execute_input": "2024-09-21T12:36:13.054017Z",
                    "iopub.status.busy": "2024-09-21T12:36:13.053600Z",
                    "iopub.status.idle": "2024-09-21T12:36:13.331161Z",
                    "shell.execute_reply": "2024-09-21T12:36:13.329836Z",
                    "shell.execute_reply.started": "2024-09-21T12:36:13.053980Z"
                },
                "trusted": true
            },
            "outputs": [],
            "source": [
                "model.save(\"models/yolo_v8_own_data_swimming_recognition_v5_model_100_epoch_relabelled.pt\")"
            ]
        },
        {
            "cell_type": "code",
            "execution_count": 21,
            "metadata": {},
            "outputs": [
                {
                    "name": "stdout",
                    "output_type": "stream",
                    "text": [
                        "\n",
                        "image 1/1 c:\\Users\\arman\\Downloads\\Team_Yodo\\0029.jpg: 384x640 4 humans, 2 swimmers, 17.9ms\n",
                        "Speed: 2.5ms preprocess, 17.9ms inference, 0.0ms postprocess per image at shape (1, 3, 384, 640)\n"
                    ]
                }
            ],
            "source": [
                "results = model(\"0029.jpg\")[0]\n",
                "results.show()"
            ]
        },
        {
            "cell_type": "code",
            "execution_count": 22,
            "metadata": {},
            "outputs": [
                {
                    "name": "stdout",
                    "output_type": "stream",
                    "text": [
                        "\n",
                        "image 1/1 c:\\Users\\arman\\Downloads\\Team_Yodo\\Screenshot 2024-09-22 130210.png: 320x640 2 humans, 1 swimmer, 26.3ms\n",
                        "Speed: 3.7ms preprocess, 26.3ms inference, 1.0ms postprocess per image at shape (1, 3, 320, 640)\n"
                    ]
                }
            ],
            "source": [
                "model.conf = 0.05\n",
                "results = model(\"Screenshot 2024-09-22 130210.png\")[0]\n",
                "results.show()"
            ]
        },
        {
            "cell_type": "code",
            "execution_count": 24,
            "metadata": {},
            "outputs": [
                {
                    "name": "stdout",
                    "output_type": "stream",
                    "text": [
                        "\n",
                        "image 1/1 c:\\Users\\arman\\Downloads\\Team_Yodo\\Screenshot 2024-09-22 130210.png: 320x640 2 humans, 1 swimmer, 20.0ms\n",
                        "Speed: 4.0ms preprocess, 20.0ms inference, 1.0ms postprocess per image at shape (1, 3, 320, 640)\n"
                    ]
                }
            ],
            "source": [
                "base_model = YOLO(\"models/yolov8n.pt\")\n",
                "result = model(\"Screenshot 2024-09-22 130210.png\")[0]\n",
                "result.show()"
            ]
        },
        {
            "cell_type": "code",
            "execution_count": null,
            "metadata": {},
            "outputs": [],
            "source": []
        }
    ],
    "metadata": {
        "kaggle": {
            "accelerator": "gpu",
            "dataSources": [
                {
                    "datasetId": 5743298,
                    "sourceId": 9449224,
                    "sourceType": "datasetVersion"
                },
                {
                    "datasetId": 5743442,
                    "sourceId": 9449404,
                    "sourceType": "datasetVersion"
                }
            ],
            "dockerImageVersionId": 30762,
            "isGpuEnabled": true,
            "isInternetEnabled": true,
            "language": "python",
            "sourceType": "notebook"
        },
        "kernelspec": {
            "display_name": "Python 3",
            "language": "python",
            "name": "python3"
        },
        "language_info": {
            "codemirror_mode": {
                "name": "ipython",
                "version": 3
            },
            "file_extension": ".py",
            "mimetype": "text/x-python",
            "name": "python",
            "nbconvert_exporter": "python",
            "pygments_lexer": "ipython3",
            "version": "3.12.6"
        }
    },
    "nbformat": 4,
    "nbformat_minor": 4
}