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New https://pypi.org/project/ultralytics/8.1.19 available 😃 Update with 'pip install -U ultralytics'
Ultralytics YOLOv8.1.13 🚀 Python-3.8.18 torch-2.1.1+cu121 CUDA:0 (NVIDIA A100 80GB PCIe, 81050MiB)
[34m[1mengine/trainer: [0mtask=detect, mode=train, model=yolov8m.pt, data=custom.yaml, epochs=50, time=None, patience=50, batch=16, imgsz=640, save=True, save_period=-1, cache=False, device=None, workers=8, project=None, name=train9, 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, 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/train9
Overriding model.yaml nc=80 with nc=1
from n params module arguments
0 -1 1 1392 ultralytics.nn.modules.conv.Conv [3, 48, 3, 2]
1 -1 1 41664 ultralytics.nn.modules.conv.Conv [48, 96, 3, 2]
2 -1 2 111360 ultralytics.nn.modules.block.C2f [96, 96, 2, True]
3 -1 1 166272 ultralytics.nn.modules.conv.Conv [96, 192, 3, 2]
4 -1 4 813312 ultralytics.nn.modules.block.C2f [192, 192, 4, True]
5 -1 1 664320 ultralytics.nn.modules.conv.Conv [192, 384, 3, 2]
6 -1 4 3248640 ultralytics.nn.modules.block.C2f [384, 384, 4, True]
7 -1 1 1991808 ultralytics.nn.modules.conv.Conv [384, 576, 3, 2]
8 -1 2 3985920 ultralytics.nn.modules.block.C2f [576, 576, 2, True]
9 -1 1 831168 ultralytics.nn.modules.block.SPPF [576, 576, 5]
10 -1 1 0 torch.nn.modules.upsampling.Upsample [None, 2, 'nearest']
11 [-1, 6] 1 0 ultralytics.nn.modules.conv.Concat [1]
12 -1 2 1993728 ultralytics.nn.modules.block.C2f [960, 384, 2]
13 -1 1 0 torch.nn.modules.upsampling.Upsample [None, 2, 'nearest']
14 [-1, 4] 1 0 ultralytics.nn.modules.conv.Concat [1]
15 -1 2 517632 ultralytics.nn.modules.block.C2f [576, 192, 2]
16 -1 1 332160 ultralytics.nn.modules.conv.Conv [192, 192, 3, 2]
17 [-1, 12] 1 0 ultralytics.nn.modules.conv.Concat [1]
18 -1 2 1846272 ultralytics.nn.modules.block.C2f [576, 384, 2]
19 -1 1 1327872 ultralytics.nn.modules.conv.Conv [384, 384, 3, 2]
20 [-1, 9] 1 0 ultralytics.nn.modules.conv.Concat [1]
21 -1 2 4207104 ultralytics.nn.modules.block.C2f [960, 576, 2]
22 [15, 18, 21] 1 3776275 ultralytics.nn.modules.head.Detect [1, [192, 384, 576]]
Model summary: 295 layers, 25856899 parameters, 25856883 gradients, 79.1 GFLOPs
Transferred 469/475 items from pretrained weights
wandb: Currently logged in as: fin-jason20. Use `wandb login --relogin` to force relogin
wandb: Tracking run with wandb version 0.16.3
wandb: Run data is saved locally in /scratch/gilbreth/jpfinley/ultralytics/wandb/run-20240228_212346-5iyl73ry
wandb: Run `wandb offline` to turn off syncing.
wandb: Syncing run train9
wandb: ⭐️ View project at https://wandb.ai/fin-jason20/YOLOv8
wandb: 🚀 View run at https://wandb.ai/fin-jason20/YOLOv8/runs/5iyl73ry
Freezing layer 'model.22.dfl.conv.weight'
[34m[1mAMP: [0mrunning Automatic Mixed Precision (AMP) checks with YOLOv8n...
[34m[1mAMP: [0mchecks passed ✅
[34m[1mtrain: [0mScanning /scratch/gilbreth/jpfinley/ultralytics/datasets/astro/train/labels.cache... 128 images, 0 backgrounds, 0 corrupt: 100%|██████████| 128/128 [00:00<?, ?it/s][34m[1mtrain: [0mScanning /scratch/gilbreth/jpfinley/ultralytics/datasets/astro/train/labels.cache... 128 images, 0 backgrounds, 0 corrupt: 100%|██████████| 128/128 [00:00<?, ?it/s]
[34m[1mval: [0mScanning /scratch/gilbreth/jpfinley/ultralytics/datasets/astro/valid/labels.cache... 28 images, 0 backgrounds, 0 corrupt: 100%|██████████| 28/28 [00:00<?, ?it/s][34m[1mval: [0mScanning /scratch/gilbreth/jpfinley/ultralytics/datasets/astro/valid/labels.cache... 28 images, 0 backgrounds, 0 corrupt: 100%|██████████| 28/28 [00:00<?, ?it/s]
Plotting labels to runs/detect/train9/labels.jpg...
[34m[1moptimizer:[0m 'optimizer=auto' found, ignoring 'lr0=0.01' and 'momentum=0.937' and determining best 'optimizer', 'lr0' and 'momentum' automatically...
[34m[1moptimizer:[0m AdamW(lr=0.002, momentum=0.9) with parameter groups 77 weight(decay=0.0), 84 weight(decay=0.0005), 83 bias(decay=0.0)
Image sizes 640 train, 640 val
Using 8 dataloader workers
Logging results to [1mruns/detect/train9[0m
Starting training for 50 epochs...
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
0%| | 0/8 [00:00<?, ?it/s] 1/50 7.16G 3.265 3.8 2.647 370 640: 0%| | 0/8 [00:00<?, ?it/s] 1/50 7.16G 3.265 3.8 2.647 370 640: 12%|█▎ | 1/8 [00:00<00:05, 1.40it/s] 1/50 7.16G 3.348 3.94 2.718 331 640: 12%|█▎ | 1/8 [00:01<00:05, 1.40it/s] 1/50 7.16G 3.348 3.94 2.718 331 640: 25%|██▌ | 2/8 [00:01<00:02, 2.02it/s] 1/50 7.16G 3.396 3.939 2.815 342 640: 25%|██▌ | 2/8 [00:01<00:02, 2.02it/s] 1/50 7.16G 3.396 3.939 2.815 342 640: 38%|███▊ | 3/8 [00:01<00:02, 2.40it/s] 1/50 7.16G 3.423 3.925 2.833 294 640: 38%|███▊ | 3/8 [00:01<00:02, 2.40it/s] 1/50 7.16G 3.423 3.925 2.833 294 640: 50%|█████ | 4/8 [00:01<00:01, 2.64it/s] 1/50 7.16G 3.416 3.919 2.821 374 640: 50%|█████ | 4/8 [00:01<00:01, 2.64it/s] 1/50 7.16G 3.416 3.919 2.821 374 640: 62%|██████▎ | 5/8 [00:01<00:00, 3.48it/s] 1/50 7.16G 3.433 3.916 2.822 381 640: 62%|██████▎ | 5/8 [00:01<00:00, 3.48it/s] 1/50 7.16G 3.433 3.916 2.822 381 640: 75%|███████▌ | 6/8 [00:01<00:00, 4.31it/s] 1/50 7.16G 3.417 3.898 2.815 354 640: 75%|███████▌ | 6/8 [00:02<00:00, 4.31it/s] 1/50 7.16G 3.417 3.898 2.815 354 640: 88%|████████▊ | 7/8 [00:02<00:00, 5.06it/s] 1/50 7.16G 3.406 3.899 2.808 333 640: 88%|████████▊ | 7/8 [00:02<00:00, 5.06it/s] 1/50 7.16G 3.406 3.899 2.808 333 640: 100%|██████████| 8/8 [00:02<00:00, 5.12it/s] 1/50 7.16G 3.406 3.899 2.808 333 640: 100%|██████████| 8/8 [00:02<00:00, 3.53it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 0%| | 0/1 [00:00<?, ?it/s] Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 1/1 [00:00<00:00, 4.92it/s] Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 1/1 [00:00<00:00, 4.91it/s] all 28 504 0.0167 0.278 0.0191 0.00522
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
0%| | 0/8 [00:00<?, ?it/s] 2/50 7.47G 2.919 3.412 2.56 242 640: 0%| | 0/8 [00:00<?, ?it/s] 2/50 7.47G 2.919 3.412 2.56 242 640: 12%|█▎ | 1/8 [00:00<00:01, 4.59it/s] 2/50 7.47G 3.026 3.477 2.54 401 640: 12%|█▎ | 1/8 [00:00<00:01, 4.59it/s] 2/50 7.47G 3.026 3.477 2.54 401 640: 25%|██▌ | 2/8 [00:00<00:00, 6.10it/s] 2/50 7.47G 2.993 3.359 2.518 330 640: 25%|██▌ | 2/8 [00:00<00:00, 6.10it/s] 2/50 7.47G 2.993 3.359 2.518 330 640: 38%|███▊ | 3/8 [00:00<00:00, 6.87it/s] 2/50 7.47G 2.98 3.281 2.522 326 640: 38%|███▊ | 3/8 [00:00<00:00, 6.87it/s] 2/50 7.47G 2.98 3.281 2.522 326 640: 50%|█████ | 4/8 [00:00<00:00, 7.19it/s] 2/50 7.47G 2.86 3.185 2.43 332 640: 50%|█████ | 4/8 [00:00<00:00, 7.19it/s] 2/50 7.47G 2.86 3.185 2.43 332 640: 62%|██████▎ | 5/8 [00:00<00:00, 7.43it/s] 2/50 7.47G 2.764 3.087 2.368 343 640: 62%|██████▎ | 5/8 [00:00<00:00, 7.43it/s] 2/50 7.47G 2.764 3.087 2.368 343 640: 75%|███████▌ | 6/8 [00:00<00:00, 7.58it/s] 2/50 7.47G 2.678 2.955 2.3 380 640: 75%|███████▌ | 6/8 [00:00<00:00, 7.58it/s] 2/50 7.47G 2.678 2.955 2.3 380 640: 88%|████████▊ | 7/8 [00:00<00:00, 7.62it/s] 2/50 7.47G 2.598 2.85 2.255 373 640: 88%|████████▊ | 7/8 [00:01<00:00, 7.62it/s] 2/50 7.47G 2.598 2.85 2.255 373 640: 100%|██████████| 8/8 [00:01<00:00, 7.68it/s] 2/50 7.47G 2.598 2.85 2.255 373 640: 100%|██████████| 8/8 [00:01<00:00, 7.22it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 0%| | 0/1 [00:00<?, ?it/s] Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 1/1 [00:00<00:00, 7.96it/s] Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 1/1 [00:00<00:00, 7.93it/s] all 28 504 0.428 0.474 0.358 0.132
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
0%| | 0/8 [00:00<?, ?it/s] 3/50 7.36G 2.108 1.924 1.955 353 640: 0%| | 0/8 [00:00<?, ?it/s] 3/50 7.36G 2.108 1.924 1.955 353 640: 12%|█▎ | 1/8 [00:00<00:01, 4.65it/s] 3/50 7.36G 1.993 1.956 1.929 277 640: 12%|█▎ | 1/8 [00:00<00:01, 4.65it/s] 3/50 7.36G 1.993 1.956 1.929 277 640: 25%|██▌ | 2/8 [00:00<00:00, 6.65it/s] 3/50 7.37G 1.973 1.978 1.905 342 640: 25%|██▌ | 2/8 [00:00<00:00, 6.65it/s] 3/50 7.37G 1.973 1.978 1.905 342 640: 38%|███▊ | 3/8 [00:00<00:00, 7.10it/s] 3/50 7.37G 1.983 2.044 1.878 292 640: 38%|███▊ | 3/8 [00:00<00:00, 7.10it/s] 3/50 7.37G 1.983 2.044 1.878 292 640: 50%|█████ | 4/8 [00:00<00:00, 7.81it/s] 3/50 7.37G 1.997 2.06 1.866 340 640: 50%|█████ | 4/8 [00:00<00:00, 7.81it/s] 3/50 7.37G 1.997 2.06 1.866 340 640: 62%|██████▎ | 5/8 [00:00<00:00, 7.78it/s] 3/50 7.37G 1.978 2.007 1.845 411 640: 62%|██████▎ | 5/8 [00:00<00:00, 7.78it/s] 3/50 7.37G 1.978 2.007 1.845 411 640: 75%|███████▌ | 6/8 [00:00<00:00, 8.15it/s] 3/50 7.37G 1.97 1.986 1.834 308 640: 75%|███████▌ | 6/8 [00:00<00:00, 8.15it/s] 3/50 7.37G 1.97 1.986 1.834 308 640: 88%|████████▊ | 7/8 [00:00<00:00, 8.02it/s] 3/50 7.37G 1.949 1.96 1.814 391 640: 88%|████████▊ | 7/8 [00:01<00:00, 8.02it/s] 3/50 7.37G 1.949 1.96 1.814 391 640: 100%|██████████| 8/8 [00:01<00:00, 8.32it/s] 3/50 7.37G 1.949 1.96 1.814 391 640: 100%|██████████| 8/8 [00:01<00:00, 7.70it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 0%| | 0/1 [00:00<?, ?it/s] Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 1/1 [00:00<00:00, 7.96it/s] Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 1/1 [00:00<00:00, 7.94it/s] all 28 504 0.38 0.629 0.348 0.115
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
0%| | 0/8 [00:00<?, ?it/s] 4/50 7.33G 1.863 1.871 1.739 308 640: 0%| | 0/8 [00:00<?, ?it/s] 4/50 7.33G 1.863 1.871 1.739 308 640: 12%|█▎ | 1/8 [00:00<00:01, 5.05it/s] 4/50 7.33G 1.823 1.847 1.729 266 640: 12%|█▎ | 1/8 [00:00<00:01, 5.05it/s] 4/50 7.33G 1.823 1.847 1.729 266 640: 25%|██▌ | 2/8 [00:00<00:00, 6.85it/s] 4/50 7.34G 1.828 1.812 1.734 329 640: 25%|██▌ | 2/8 [00:00<00:00, 6.85it/s] 4/50 7.34G 1.828 1.812 1.734 329 640: 38%|███▊ | 3/8 [00:00<00:00, 7.07it/s] 4/50 7.34G 1.828 1.818 1.717 344 640: 38%|███▊ | 3/8 [00:00<00:00, 7.07it/s] 4/50 7.34G 1.828 1.818 1.717 344 640: 50%|█████ | 4/8 [00:00<00:00, 7.69it/s] 4/50 7.34G 1.831 1.798 1.717 364 640: 50%|█████ | 4/8 [00:00<00:00, 7.69it/s] 4/50 7.34G 1.831 1.798 1.717 364 640: 62%|██████▎ | 5/8 [00:00<00:00, 7.49it/s] 4/50 7.34G 1.836 1.767 1.712 403 640: 62%|██████▎ | 5/8 [00:00<00:00, 7.49it/s] 4/50 7.34G 1.836 1.767 1.712 403 640: 75%|███████▌ | 6/8 [00:00<00:00, 8.01it/s] 4/50 7.34G 1.841 1.754 1.719 328 640: 75%|███████▌ | 6/8 [00:00<00:00, 8.01it/s] 4/50 7.34G 1.841 1.754 1.719 328 640: 88%|████████▊ | 7/8 [00:00<00:00, 7.93it/s] 4/50 7.34G 1.839 1.72 1.712 384 640: 88%|████████▊ | 7/8 [00:01<00:00, 7.93it/s] 4/50 7.34G 1.839 1.72 1.712 384 640: 100%|██████████| 8/8 [00:01<00:00, 8.31it/s] 4/50 7.34G 1.839 1.72 1.712 384 640: 100%|██████████| 8/8 [00:01<00:00, 7.69it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 0%| | 0/1 [00:00<?, ?it/s] Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 1/1 [00:00<00:00, 7.99it/s] Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 1/1 [00:00<00:00, 7.94it/s] all 28 504 0.641 0.429 0.481 0.18
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
0%| | 0/8 [00:00<?, ?it/s] 5/50 7.37G 1.873 1.574 1.754 367 640: 0%| | 0/8 [00:00<?, ?it/s] 5/50 7.37G 1.873 1.574 1.754 367 640: 12%|█▎ | 1/8 [00:00<00:01, 5.16it/s] 5/50 7.37G 1.883 1.541 1.716 385 640: 12%|█▎ | 1/8 [00:00<00:01, 5.16it/s] 5/50 7.37G 1.883 1.541 1.716 385 640: 25%|██▌ | 2/8 [00:00<00:00, 6.95it/s] 5/50 7.38G 1.895 1.549 1.73 291 640: 25%|██▌ | 2/8 [00:00<00:00, 6.95it/s] 5/50 7.38G 1.895 1.549 1.73 291 640: 38%|███▊ | 3/8 [00:00<00:00, 7.10it/s] 5/50 7.38G 1.89 1.532 1.698 451 640: 38%|███▊ | 3/8 [00:00<00:00, 7.10it/s] 5/50 7.38G 1.89 1.532 1.698 451 640: 50%|█████ | 4/8 [00:00<00:00, 7.78it/s] 5/50 7.38G 1.889 1.552 1.698 272 640: 50%|█████ | 4/8 [00:00<00:00, 7.78it/s] 5/50 7.38G 1.889 1.552 1.698 272 640: 62%|██████▎ | 5/8 [00:00<00:00, 7.70it/s] 5/50 7.38G 1.914 1.568 1.721 330 640: 62%|██████▎ | 5/8 [00:00<00:00, 7.70it/s] 5/50 7.38G 1.914 1.568 1.721 330 640: 75%|███████▌ | 6/8 [00:00<00:00, 8.14it/s] 5/50 7.38G 1.908 1.559 1.716 384 640: 75%|███████▌ | 6/8 [00:00<00:00, 8.14it/s] 5/50 7.38G 1.908 1.559 1.716 384 640: 88%|████████▊ | 7/8 [00:00<00:00, 7.98it/s] 5/50 7.38G 1.903 1.551 1.712 353 640: 88%|████████▊ | 7/8 [00:01<00:00, 7.98it/s] 5/50 7.38G 1.903 1.551 1.712 353 640: 100%|██████████| 8/8 [00:01<00:00, 8.31it/s] 5/50 7.38G 1.903 1.551 1.712 353 640: 100%|██████████| 8/8 [00:01<00:00, 7.76it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 0%| | 0/1 [00:00<?, ?it/s] Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 1/1 [00:00<00:00, 8.52it/s] Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 1/1 [00:00<00:00, 8.50it/s] all 28 504 0.452 0.528 0.452 0.177
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
0%| | 0/8 [00:00<?, ?it/s] 6/50 7.38G 1.87 1.615 1.755 248 640: 0%| | 0/8 [00:00<?, ?it/s] 6/50 7.38G 1.87 1.615 1.755 248 640: 12%|█▎ | 1/8 [00:00<00:01, 5.75it/s] 6/50 7.38G 1.959 1.684 1.8 254 640: 12%|█▎ | 1/8 [00:00<00:01, 5.75it/s] 6/50 7.38G 1.959 1.684 1.8 254 640: 25%|██▌ | 2/8 [00:00<00:00, 7.35it/s] 6/50 7.39G 2.002 1.749 1.786 422 640: 25%|██▌ | 2/8 [00:00<00:00, 7.35it/s] 6/50 7.39G 2.002 1.749 1.786 422 640: 38%|███▊ | 3/8 [00:00<00:00, 7.34it/s] 6/50 7.39G 1.982 1.703 1.788 351 640: 38%|███▊ | 3/8 [00:00<00:00, 7.34it/s] 6/50 7.39G 1.982 1.703 1.788 351 640: 50%|█████ | 4/8 [00:00<00:00, 7.89it/s] 6/50 7.39G 1.957 1.675 1.775 424 640: 50%|█████ | 4/8 [00:00<00:00, 7.89it/s] 6/50 7.39G 1.957 1.675 1.775 424 640: 62%|██████▎ | 5/8 [00:00<00:00, 7.61it/s] 6/50 7.39G 1.955 1.671 1.778 320 640: 62%|██████▎ | 5/8 [00:00<00:00, 7.61it/s] 6/50 7.39G 1.955 1.671 1.778 320 640: 75%|███████▌ | 6/8 [00:00<00:00, 8.08it/s] 6/50 7.39G 1.945 1.646 1.772 372 640: 75%|███████▌ | 6/8 [00:00<00:00, 8.08it/s] 6/50 7.39G 1.945 1.646 1.772 372 640: 88%|████████▊ | 7/8 [00:00<00:00, 8.05it/s] 6/50 7.39G 1.939 1.631 1.77 426 640: 88%|████████▊ | 7/8 [00:01<00:00, 8.05it/s] 6/50 7.39G 1.939 1.631 1.77 426 640: 100%|██████████| 8/8 [00:01<00:00, 8.42it/s] 6/50 7.39G 1.939 1.631 1.77 426 640: 100%|██████████| 8/8 [00:01<00:00, 7.90it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 0%| | 0/1 [00:00<?, ?it/s] Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 1/1 [00:00<00:00, 5.88it/s] Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 1/1 [00:00<00:00, 5.86it/s] all 28 504 0.0144 0.234 0.00892 0.00276
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
0%| | 0/8 [00:00<?, ?it/s] 7/50 7.37G 1.816 1.72 1.833 253 640: 0%| | 0/8 [00:00<?, ?it/s] 7/50 7.37G 1.816 1.72 1.833 253 640: 12%|█▎ | 1/8 [00:00<00:01, 5.74it/s] 7/50 7.37G 1.881 1.743 1.818 333 640: 12%|█▎ | 1/8 [00:00<00:01, 5.74it/s] 7/50 7.37G 1.881 1.743 1.818 333 640: 25%|██▌ | 2/8 [00:00<00:00, 7.51it/s] 7/50 7.39G 1.869 1.75 1.795 337 640: 25%|██▌ | 2/8 [00:00<00:00, 7.51it/s] 7/50 7.39G 1.869 1.75 1.795 337 640: 38%|███▊ | 3/8 [00:00<00:00, 7.57it/s] 7/50 7.39G 1.846 1.719 1.767 376 640: 38%|███▊ | 3/8 [00:00<00:00, 7.57it/s] 7/50 7.39G 1.846 1.719 1.767 376 640: 50%|█████ | 4/8 [00:00<00:00, 8.13it/s] 7/50 7.39G 1.834 1.717 1.742 463 640: 50%|█████ | 4/8 [00:00<00:00, 8.13it/s] 7/50 7.39G 1.834 1.717 1.742 463 640: 62%|██████▎ | 5/8 [00:00<00:00, 8.38it/s] 7/50 7.39G 1.821 1.705 1.731 357 640: 62%|██████▎ | 5/8 [00:00<00:00, 8.38it/s] 7/50 7.39G 1.821 1.705 1.731 357 640: 75%|███████▌ | 6/8 [00:00<00:00, 8.13it/s] 7/50 7.39G 1.819 1.696 1.74 318 640: 75%|███████▌ | 6/8 [00:00<00:00, 8.13it/s] 7/50 7.39G 1.819 1.696 1.74 318 640: 88%|████████▊ | 7/8 [00:00<00:00, 8.44it/s] 7/50 7.39G 1.816 1.67 1.733 422 640: 88%|████████▊ | 7/8 [00:00<00:00, 8.44it/s] 7/50 7.39G 1.816 1.67 1.733 422 640: 100%|██████████| 8/8 [00:00<00:00, 8.54it/s] 7/50 7.39G 1.816 1.67 1.733 422 640: 100%|██████████| 8/8 [00:00<00:00, 8.12it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 0%| | 0/1 [00:00<?, ?it/s] Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 1/1 [00:00<00:00, 8.27it/s] Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 1/1 [00:00<00:00, 8.25it/s] all 28 504 0.0142 0.236 0.0098 0.0034
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
0%| | 0/8 [00:00<?, ?it/s] 8/50 7.34G 1.756 1.585 1.665 329 640: 0%| | 0/8 [00:00<?, ?it/s] 8/50 7.34G 1.756 1.585 1.665 329 640: 12%|█▎ | 1/8 [00:00<00:01, 4.16it/s] 8/50 7.34G 1.803 1.591 1.687 323 640: 12%|█▎ | 1/8 [00:00<00:01, 4.16it/s] 8/50 7.34G 1.803 1.591 1.687 323 640: 25%|██▌ | 2/8 [00:00<00:00, 6.17it/s] 8/50 7.35G 1.821 1.578 1.677 386 640: 25%|██▌ | 2/8 [00:00<00:00, 6.17it/s] 8/50 7.35G 1.821 1.578 1.677 386 640: 38%|███▊ | 3/8 [00:00<00:00, 7.17it/s] 8/50 7.35G 1.827 1.557 1.68 354 640: 38%|███▊ | 3/8 [00:00<00:00, 7.17it/s] 8/50 7.35G 1.827 1.557 1.68 354 640: 50%|█████ | 4/8 [00:00<00:00, 7.36it/s] 8/50 7.35G 1.817 1.542 1.675 326 640: 50%|█████ | 4/8 [00:00<00:00, 7.36it/s] 8/50 7.35G 1.817 1.542 1.675 326 640: 62%|██████▎ | 5/8 [00:00<00:00, 7.90it/s] 8/50 7.35G 1.819 1.525 1.678 368 640: 62%|██████▎ | 5/8 [00:00<00:00, 7.90it/s] 8/50 7.35G 1.819 1.525 1.678 368 640: 75%|███████▌ | 6/8 [00:00<00:00, 8.23it/s] 8/50 7.35G 1.814 1.522 1.684 307 640: 75%|███████▌ | 6/8 [00:00<00:00, 8.23it/s] 8/50 7.35G 1.814 1.522 1.684 307 640: 88%|████████▊ | 7/8 [00:00<00:00, 8.04it/s] 8/50 7.35G 1.819 1.517 1.683 340 640: 88%|████████▊ | 7/8 [00:01<00:00, 8.04it/s] 8/50 7.35G 1.819 1.517 1.683 340 640: 100%|██████████| 8/8 [00:01<00:00, 8.36it/s] 8/50 7.35G 1.819 1.517 1.683 340 640: 100%|██████████| 8/8 [00:01<00:00, 7.60it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 0%| | 0/1 [00:00<?, ?it/s] Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 1/1 [00:00<00:00, 8.29it/s] Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 1/1 [00:00<00:00, 8.26it/s] all 28 504 0.0155 0.234 0.0101 0.00302
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
0%| | 0/8 [00:00<?, ?it/s] 9/50 7.44G 1.824 1.462 1.694 356 640: 0%| | 0/8 [00:00<?, ?it/s] 9/50 7.44G 1.824 1.462 1.694 356 640: 12%|█▎ | 1/8 [00:00<00:01, 5.27it/s] 9/50 7.46G 1.863 1.495 1.685 417 640: 12%|█▎ | 1/8 [00:00<00:01, 5.27it/s] 9/50 7.46G 1.863 1.495 1.685 417 640: 25%|██▌ | 2/8 [00:00<00:00, 6.58it/s] 9/50 7.46G 1.875 1.474 1.665 422 640: 25%|██▌ | 2/8 [00:00<00:00, 6.58it/s] 9/50 7.46G 1.875 1.474 1.665 422 640: 38%|███▊ | 3/8 [00:00<00:00, 7.55it/s] 9/50 7.46G 1.873 1.461 1.671 300 640: 38%|███▊ | 3/8 [00:00<00:00, 7.55it/s] 9/50 7.46G 1.873 1.461 1.671 300 640: 50%|█████ | 4/8 [00:00<00:00, 8.00it/s] 9/50 7.46G 1.886 1.448 1.663 437 640: 50%|█████ | 4/8 [00:00<00:00, 8.00it/s] 9/50 7.46G 1.886 1.448 1.663 437 640: 62%|██████▎ | 5/8 [00:00<00:00, 7.86it/s] 9/50 7.46G 1.896 1.46 1.675 365 640: 62%|██████▎ | 5/8 [00:00<00:00, 7.86it/s] 9/50 7.46G 1.896 1.46 1.675 365 640: 75%|███████▌ | 6/8 [00:00<00:00, 8.20it/s] 9/50 7.46G 1.899 1.47 1.69 326 640: 75%|███████▌ | 6/8 [00:00<00:00, 8.20it/s] 9/50 7.46G 1.899 1.47 1.69 326 640: 88%|████████▊ | 7/8 [00:00<00:00, 8.43it/s] 9/50 7.46G 1.899 1.473 1.693 351 640: 88%|████████▊ | 7/8 [00:01<00:00, 8.43it/s] 9/50 7.46G 1.899 1.473 1.693 351 640: 100%|██████████| 8/8 [00:01<00:00, 8.08it/s] 9/50 7.46G 1.899 1.473 1.693 351 640: 100%|██████████| 8/8 [00:01<00:00, 7.78it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 0%| | 0/1 [00:00<?, ?it/s] Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 1/1 [00:00<00:00, 8.93it/s] Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 1/1 [00:00<00:00, 8.91it/s] all 28 504 0.119 0.405 0.0855 0.0344
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
0%| | 0/8 [00:00<?, ?it/s] 10/50 7.37G 1.946 1.401 1.707 331 640: 0%| | 0/8 [00:00<?, ?it/s] 10/50 7.37G 1.946 1.401 1.707 331 640: 12%|█▎ | 1/8 [00:00<00:01, 5.04it/s] 10/50 7.38G 1.905 1.444 1.706 331 640: 12%|█▎ | 1/8 [00:00<00:01, 5.04it/s] 10/50 7.38G 1.905 1.444 1.706 331 640: 25%|██▌ | 2/8 [00:00<00:00, 6.84it/s] 10/50 7.38G 1.913 1.44 1.705 336 640: 25%|██▌ | 2/8 [00:00<00:00, 6.84it/s] 10/50 7.38G 1.913 1.44 1.705 336 640: 38%|███▊ | 3/8 [00:00<00:00, 7.07it/s] 10/50 7.38G 1.868 1.461 1.68 340 640: 38%|███▊ | 3/8 [00:00<00:00, 7.07it/s] 10/50 7.38G 1.868 1.461 1.68 340 640: 50%|█████ | 4/8 [00:00<00:00, 7.80it/s] 10/50 7.38G 1.863 1.473 1.671 350 640: 50%|█████ | 4/8 [00:00<00:00, 7.80it/s] 10/50 7.38G 1.863 1.473 1.671 350 640: 62%|██████▎ | 5/8 [00:00<00:00, 8.19it/s] 10/50 7.38G 1.848 1.482 1.674 278 640: 62%|██████▎ | 5/8 [00:00<00:00, 8.19it/s] 10/50 7.38G 1.848 1.482 1.674 278 640: 75%|███████▌ | 6/8 [00:00<00:00, 7.96it/s] 10/50 7.38G 1.843 1.494 1.691 246 640: 75%|███████▌ | 6/8 [00:00<00:00, 7.96it/s] 10/50 7.38G 1.843 1.494 1.691 246 640: 88%|████████▊ | 7/8 [00:00<00:00, 8.38it/s] 10/50 7.38G 1.844 1.511 1.688 259 640: 88%|████████▊ | 7/8 [00:01<00:00, 8.38it/s] 10/50 7.38G 1.844 1.511 1.688 259 640: 100%|██████████| 8/8 [00:01<00:00, 8.58it/s] 10/50 7.38G 1.844 1.511 1.688 259 640: 100%|██████████| 8/8 [00:01<00:00, 7.90it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 0%| | 0/1 [00:00<?, ?it/s] Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 1/1 [00:00<00:00, 7.34it/s] Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 1/1 [00:00<00:00, 7.32it/s] all 28 504 0.0132 0.188 0.008 0.0021
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
0%| | 0/8 [00:00<?, ?it/s] 11/50 7.39G 1.795 1.482 1.676 308 640: 0%| | 0/8 [00:00<?, ?it/s] 11/50 7.39G 1.795 1.482 1.676 308 640: 12%|█▎ | 1/8 [00:00<00:01, 5.33it/s] 11/50 7.39G 1.819 1.439 1.676 410 640: 12%|█▎ | 1/8 [00:00<00:01, 5.33it/s] 11/50 7.39G 1.819 1.439 1.676 410 640: 25%|██▌ | 2/8 [00:00<00:00, 7.03it/s] 11/50 7.4G 1.821 1.43 1.658 471 640: 25%|██▌ | 2/8 [00:00<00:00, 7.03it/s] 11/50 7.4G 1.821 1.43 1.658 471 640: 38%|███▊ | 3/8 [00:00<00:00, 7.80it/s] 11/50 7.4G 1.795 1.425 1.654 318 640: 38%|███▊ | 3/8 [00:00<00:00, 7.80it/s] 11/50 7.4G 1.795 1.425 1.654 318 640: 50%|█████ | 4/8 [00:00<00:00, 7.48it/s] 11/50 7.4G 1.785 1.402 1.656 398 640: 50%|█████ | 4/8 [00:00<00:00, 7.48it/s] 11/50 7.4G 1.785 1.402 1.656 398 640: 62%|██████▎ | 5/8 [00:00<00:00, 8.00it/s] 11/50 7.4G 1.794 1.385 1.665 411 640: 62%|██████▎ | 5/8 [00:00<00:00, 8.00it/s] 11/50 7.4G 1.794 1.385 1.665 411 640: 75%|███████▌ | 6/8 [00:00<00:00, 8.32it/s] 11/50 7.4G 1.793 1.398 1.664 353 640: 75%|███████▌ | 6/8 [00:00<00:00, 8.32it/s] 11/50 7.4G 1.793 1.398 1.664 353 640: 88%|████████▊ | 7/8 [00:00<00:00, 8.64it/s] 11/50 7.4G 1.788 1.406 1.674 350 640: 88%|████████▊ | 7/8 [00:01<00:00, 8.64it/s] 11/50 7.4G 1.788 1.406 1.674 350 640: 100%|██████████| 8/8 [00:01<00:00, 8.29it/s] 11/50 7.4G 1.788 1.406 1.674 350 640: 100%|██████████| 8/8 [00:01<00:00, 7.92it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 0%| | 0/1 [00:00<?, ?it/s] Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 1/1 [00:00<00:00, 5.98it/s] Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 1/1 [00:00<00:00, 5.96it/s] all 28 504 0.0175 0.29 0.0113 0.00365
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
0%| | 0/8 [00:00<?, ?it/s] 12/50 7.31G 1.779 1.475 1.76 307 640: 0%| | 0/8 [00:00<?, ?it/s] 12/50 7.31G 1.779 1.475 1.76 307 640: 12%|█▎ | 1/8 [00:00<00:01, 5.16it/s] 12/50 7.32G 1.787 1.462 1.704 323 640: 12%|█▎ | 1/8 [00:00<00:01, 5.16it/s] 12/50 7.32G 1.787 1.462 1.704 323 640: 25%|██▌ | 2/8 [00:00<00:00, 6.91it/s] 12/50 7.32G 1.789 1.404 1.669 454 640: 25%|██▌ | 2/8 [00:00<00:00, 6.91it/s] 12/50 7.32G 1.789 1.404 1.669 454 640: 38%|███▊ | 3/8 [00:00<00:00, 7.75it/s] 12/50 7.32G 1.812 1.405 1.677 374 640: 38%|███▊ | 3/8 [00:00<00:00, 7.75it/s] 12/50 7.32G 1.812 1.405 1.677 374 640: 50%|█████ | 4/8 [00:00<00:00, 7.44it/s] 12/50 7.32G 1.826 1.418 1.69 336 640: 50%|█████ | 4/8 [00:00<00:00, 7.44it/s] 12/50 7.32G 1.826 1.418 1.69 336 640: 62%|██████▎ | 5/8 [00:00<00:00, 8.04it/s] 12/50 7.32G 1.812 1.442 1.681 309 640: 62%|██████▎ | 5/8 [00:00<00:00, 8.04it/s] 12/50 7.32G 1.812 1.442 1.681 309 640: 75%|███████▌ | 6/8 [00:00<00:00, 8.39it/s] 12/50 7.32G 1.814 1.463 1.693 262 640: 75%|███████▌ | 6/8 [00:00<00:00, 8.39it/s] 12/50 7.32G 1.814 1.463 1.693 262 640: 88%|████████▊ | 7/8 [00:00<00:00, 8.60it/s] 12/50 7.32G 1.813 1.465 1.688 342 640: 88%|████████▊ | 7/8 [00:01<00:00, 8.60it/s] 12/50 7.32G 1.813 1.465 1.688 342 640: 100%|██████████| 8/8 [00:01<00:00, 8.25it/s] 12/50 7.32G 1.813 1.465 1.688 342 640: 100%|██████████| 8/8 [00:01<00:00, 7.88it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 0%| | 0/1 [00:00<?, ?it/s] Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 1/1 [00:00<00:00, 7.49it/s] Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 1/1 [00:00<00:00, 7.47it/s] all 28 504 0.0137 0.228 0.00843 0.0026
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
0%| | 0/8 [00:00<?, ?it/s] 13/50 7.4G 1.837 1.439 1.624 358 640: 0%| | 0/8 [00:00<?, ?it/s] 13/50 7.4G 1.837 1.439 1.624 358 640: 12%|█▎ | 1/8 [00:00<00:01, 5.15it/s] 13/50 7.41G 1.796 1.451 1.628 406 640: 12%|█▎ | 1/8 [00:00<00:01, 5.15it/s] 13/50 7.41G 1.796 1.451 1.628 406 640: 25%|██▌ | 2/8 [00:00<00:00, 6.91it/s] 13/50 7.41G 1.789 1.441 1.635 318 640: 25%|██▌ | 2/8 [00:00<00:00, 6.91it/s] 13/50 7.41G 1.789 1.441 1.635 318 640: 38%|███▊ | 3/8 [00:00<00:00, 7.75it/s] 13/50 7.41G 1.808 1.447 1.646 343 640: 38%|███▊ | 3/8 [00:00<00:00, 7.75it/s] 13/50 7.41G 1.808 1.447 1.646 343 640: 50%|█████ | 4/8 [00:00<00:00, 4.67it/s] 13/50 7.41G 1.804 1.45 1.648 372 640: 50%|█████ | 4/8 [00:00<00:00, 4.67it/s] 13/50 7.41G 1.804 1.45 1.648 372 640: 62%|██████▎ | 5/8 [00:00<00:00, 5.72it/s] 13/50 7.41G 1.797 1.455 1.66 280 640: 62%|██████▎ | 5/8 [00:00<00:00, 5.72it/s] 13/50 7.41G 1.797 1.455 1.66 280 640: 75%|███████▌ | 6/8 [00:00<00:00, 6.54it/s] 13/50 7.41G 1.779 1.444 1.662 320 640: 75%|███████▌ | 6/8 [00:01<00:00, 6.54it/s] 13/50 7.41G 1.779 1.444 1.662 320 640: 88%|████████▊ | 7/8 [00:01<00:00, 7.19it/s] 13/50 7.41G 1.778 1.435 1.655 405 640: 88%|████████▊ | 7/8 [00:01<00:00, 7.19it/s] 13/50 7.41G 1.778 1.435 1.655 405 640: 100%|██████████| 8/8 [00:01<00:00, 7.33it/s] 13/50 7.41G 1.778 1.435 1.655 405 640: 100%|██████████| 8/8 [00:01<00:00, 6.58it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 0%| | 0/1 [00:00<?, ?it/s] Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 1/1 [00:00<00:00, 7.36it/s] Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 1/1 [00:00<00:00, 7.33it/s] all 28 504 0.494 0.403 0.437 0.186
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
0%| | 0/8 [00:00<?, ?it/s] 14/50 7.4G 1.785 1.346 1.725 310 640: 0%| | 0/8 [00:00<?, ?it/s] 14/50 7.4G 1.785 1.346 1.725 310 640: 12%|█▎ | 1/8 [00:00<00:01, 5.27it/s] 14/50 7.41G 1.741 1.405 1.695 257 640: 12%|█▎ | 1/8 [00:00<00:01, 5.27it/s] 14/50 7.41G 1.741 1.405 1.695 257 640: 25%|██▌ | 2/8 [00:00<00:00, 7.03it/s] 14/50 7.41G 1.728 1.362 1.666 376 640: 25%|██▌ | 2/8 [00:00<00:00, 7.03it/s] 14/50 7.41G 1.728 1.362 1.666 376 640: 38%|███▊ | 3/8 [00:00<00:00, 7.82it/s] 14/50 7.41G 1.724 1.358 1.665 361 640: 38%|███▊ | 3/8 [00:00<00:00, 7.82it/s] 14/50 7.41G 1.724 1.358 1.665 361 640: 50%|█████ | 4/8 [00:00<00:00, 7.61it/s] 14/50 7.41G 1.735 1.382 1.66 286 640: 50%|█████ | 4/8 [00:00<00:00, 7.61it/s] 14/50 7.41G 1.735 1.382 1.66 286 640: 62%|██████▎ | 5/8 [00:00<00:00, 8.23it/s] 14/50 7.41G 1.734 1.38 1.664 314 640: 62%|██████▎ | 5/8 [00:00<00:00, 8.23it/s] 14/50 7.41G 1.734 1.38 1.664 314 640: 75%|███████▌ | 6/8 [00:00<00:00, 8.51it/s] 14/50 7.41G 1.729 1.373 1.655 341 640: 75%|███████▌ | 6/8 [00:00<00:00, 8.51it/s] 14/50 7.41G 1.729 1.373 1.655 341 640: 88%|████████▊ | 7/8 [00:00<00:00, 8.76it/s] 14/50 7.41G 1.735 1.363 1.649 352 640: 88%|████████▊ | 7/8 [00:00<00:00, 8.76it/s] 14/50 7.41G 1.735 1.363 1.649 352 640: 100%|██████████| 8/8 [00:00<00:00, 8.37it/s] 14/50 7.41G 1.735 1.363 1.649 352 640: 100%|██████████| 8/8 [00:00<00:00, 8.01it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 0%| | 0/1 [00:00<?, ?it/s] Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 1/1 [00:00<00:00, 7.74it/s] Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 1/1 [00:00<00:00, 7.71it/s] all 28 504 0.308 0.431 0.268 0.108
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
0%| | 0/8 [00:00<?, ?it/s] 15/50 7.38G 1.662 1.23 1.522 392 640: 0%| | 0/8 [00:00<?, ?it/s] 15/50 7.38G 1.662 1.23 1.522 392 640: 12%|█▎ | 1/8 [00:00<00:01, 5.06it/s] 15/50 7.39G 1.721 1.276 1.541 436 640: 12%|█▎ | 1/8 [00:00<00:01, 5.06it/s] 15/50 7.39G 1.721 1.276 1.541 436 640: 25%|██▌ | 2/8 [00:00<00:00, 6.88it/s] 15/50 7.39G 1.709 1.295 1.541 346 640: 25%|██▌ | 2/8 [00:00<00:00, 6.88it/s] 15/50 7.39G 1.709 1.295 1.541 346 640: 38%|███▊ | 3/8 [00:00<00:00, 7.78it/s] 15/50 7.39G 1.728 1.31 1.577 352 640: 38%|███▊ | 3/8 [00:00<00:00, 7.78it/s] 15/50 7.39G 1.728 1.31 1.577 352 640: 50%|█████ | 4/8 [00:00<00:00, 7.70it/s] 15/50 7.39G 1.744 1.311 1.602 323 640: 50%|█████ | 4/8 [00:00<00:00, 7.70it/s] 15/50 7.39G 1.744 1.311 1.602 323 640: 62%|██████▎ | 5/8 [00:00<00:00, 8.31it/s] 15/50 7.39G 1.767 1.318 1.623 295 640: 62%|██████▎ | 5/8 [00:00<00:00, 8.31it/s] 15/50 7.39G 1.767 1.318 1.623 295 640: 75%|███████▌ | 6/8 [00:00<00:00, 8.62it/s] 15/50 7.39G 1.778 1.317 1.641 311 640: 75%|███████▌ | 6/8 [00:00<00:00, 8.62it/s] 15/50 7.39G 1.778 1.317 1.641 311 640: 88%|████████▊ | 7/8 [00:00<00:00, 8.79it/s] 15/50 7.39G 1.783 1.315 1.651 323 640: 88%|████████▊ | 7/8 [00:00<00:00, 8.79it/s] 15/50 7.39G 1.783 1.315 1.651 323 640: 100%|██████████| 8/8 [00:00<00:00, 8.52it/s] 15/50 7.39G 1.783 1.315 1.651 323 640: 100%|██████████| 8/8 [00:00<00:00, 8.06it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 0%| | 0/1 [00:00<?, ?it/s] Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 1/1 [00:00<00:00, 8.51it/s] Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 1/1 [00:00<00:00, 8.49it/s] all 28 504 0.636 0.657 0.682 0.324
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
0%| | 0/8 [00:00<?, ?it/s] 16/50 7.38G 1.685 1.282 1.615 295 640: 0%| | 0/8 [00:00<?, ?it/s] 16/50 7.38G 1.685 1.282 1.615 295 640: 12%|█▎ | 1/8 [00:00<00:01, 5.00it/s] 16/50 7.4G 1.76 1.305 1.623 382 640: 12%|█▎ | 1/8 [00:00<00:01, 5.00it/s] 16/50 7.4G 1.76 1.305 1.623 382 640: 25%|██▌ | 2/8 [00:00<00:00, 6.77it/s] 16/50 7.4G 1.732 1.271 1.622 363 640: 25%|██▌ | 2/8 [00:00<00:00, 6.77it/s] 16/50 7.4G 1.732 1.271 1.622 363 640: 38%|███▊ | 3/8 [00:00<00:00, 7.60it/s] 16/50 7.4G 1.758 1.291 1.614 373 640: 38%|███▊ | 3/8 [00:00<00:00, 7.60it/s] 16/50 7.4G 1.758 1.291 1.614 373 640: 50%|█████ | 4/8 [00:00<00:00, 7.42it/s] 16/50 7.4G 1.759 1.285 1.615 395 640: 50%|█████ | 4/8 [00:00<00:00, 7.42it/s] 16/50 7.4G 1.759 1.285 1.615 395 640: 62%|██████▎ | 5/8 [00:00<00:00, 8.05it/s] 16/50 7.4G 1.763 1.281 1.618 301 640: 62%|██████▎ | 5/8 [00:00<00:00, 8.05it/s] 16/50 7.4G 1.763 1.281 1.618 301 640: 75%|███████▌ | 6/8 [00:00<00:00, 8.33it/s] 16/50 7.4G 1.771 1.287 1.612 510 640: 75%|███████▌ | 6/8 [00:00<00:00, 8.33it/s] 16/50 7.4G 1.771 1.287 1.612 510 640: 88%|████████▊ | 7/8 [00:00<00:00, 8.48it/s] 16/50 7.4G 1.781 1.293 1.624 282 640: 88%|████████▊ | 7/8 [00:01<00:00, 8.48it/s] 16/50 7.4G 1.781 1.293 1.624 282 640: 100%|██████████| 8/8 [00:01<00:00, 8.11it/s] 16/50 7.4G 1.781 1.293 1.624 282 640: 100%|██████████| 8/8 [00:01<00:00, 7.77it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 0%| | 0/1 [00:00<?, ?it/s] Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 1/1 [00:00<00:00, 8.75it/s] Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 1/1 [00:00<00:00, 8.74it/s] all 28 504 0.627 0.696 0.685 0.278
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
0%| | 0/8 [00:00<?, ?it/s] 17/50 7.39G 1.792 1.284 1.621 304 640: 0%| | 0/8 [00:00<?, ?it/s] 17/50 7.39G 1.792 1.284 1.621 304 640: 12%|█▎ | 1/8 [00:00<00:01, 5.01it/s] 17/50 7.4G 1.773 1.265 1.626 407 640: 12%|█▎ | 1/8 [00:00<00:01, 5.01it/s] 17/50 7.4G 1.773 1.265 1.626 407 640: 25%|██▌ | 2/8 [00:00<00:00, 6.77it/s] 17/50 7.4G 1.81 1.295 1.642 373 640: 25%|██▌ | 2/8 [00:00<00:00, 6.77it/s] 17/50 7.4G 1.81 1.295 1.642 373 640: 38%|███▊ | 3/8 [00:00<00:00, 7.61it/s] 17/50 7.4G 1.825 1.313 1.662 287 640: 38%|███▊ | 3/8 [00:00<00:00, 7.61it/s] 17/50 7.4G 1.825 1.313 1.662 287 640: 50%|█████ | 4/8 [00:00<00:00, 7.54it/s] 17/50 7.4G 1.776 1.302 1.629 353 640: 50%|█████ | 4/8 [00:00<00:00, 7.54it/s] 17/50 7.4G 1.776 1.302 1.629 353 640: 62%|██████▎ | 5/8 [00:00<00:00, 8.17it/s] 17/50 7.4G 1.762 1.293 1.614 395 640: 62%|██████▎ | 5/8 [00:00<00:00, 8.17it/s] 17/50 7.4G 1.762 1.293 1.614 395 640: 75%|███████▌ | 6/8 [00:00<00:00, 8.44it/s] 17/50 7.4G 1.744 1.278 1.609 380 640: 75%|███████▌ | 6/8 [00:00<00:00, 8.44it/s] 17/50 7.4G 1.744 1.278 1.609 380 640: 88%|████████▊ | 7/8 [00:00<00:00, 8.59it/s] 17/50 7.4G 1.738 1.272 1.597 482 640: 88%|████████▊ | 7/8 [00:01<00:00, 8.59it/s] 17/50 7.4G 1.738 1.272 1.597 482 640: 100%|██████████| 8/8 [00:01<00:00, 8.16it/s] 17/50 7.4G 1.738 1.272 1.597 482 640: 100%|██████████| 8/8 [00:01<00:00, 7.84it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 0%| | 0/1 [00:00<?, ?it/s] Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 1/1 [00:00<00:00, 8.09it/s] Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 1/1 [00:00<00:00, 8.06it/s] all 28 504 0.399 0.335 0.29 0.114
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
0%| | 0/8 [00:00<?, ?it/s] 18/50 7.43G 1.843 1.263 1.646 452 640: 0%| | 0/8 [00:00<?, ?it/s] 18/50 7.43G 1.843 1.263 1.646 452 640: 12%|█▎ | 1/8 [00:00<00:01, 4.95it/s] 18/50 7.44G 1.811 1.398 1.673 263 640: 12%|█▎ | 1/8 [00:00<00:01, 4.95it/s] 18/50 7.44G 1.811 1.398 1.673 263 640: 25%|██▌ | 2/8 [00:00<00:00, 6.78it/s] 18/50 7.44G 1.805 1.351 1.659 374 640: 25%|██▌ | 2/8 [00:00<00:00, 6.78it/s] 18/50 7.44G 1.805 1.351 1.659 374 640: 38%|███▊ | 3/8 [00:00<00:00, 7.63it/s] 18/50 7.44G 1.794 1.361 1.66 315 640: 38%|███▊ | 3/8 [00:00<00:00, 7.63it/s] 18/50 7.44G 1.794 1.361 1.66 315 640: 50%|█████ | 4/8 [00:00<00:00, 7.54it/s] 18/50 7.44G 1.778 1.346 1.656 297 640: 50%|█████ | 4/8 [00:00<00:00, 7.54it/s] 18/50 7.44G 1.778 1.346 1.656 297 640: 62%|██████▎ | 5/8 [00:00<00:00, 8.14it/s] 18/50 7.44G 1.776 1.337 1.648 394 640: 62%|██████▎ | 5/8 [00:00<00:00, 8.14it/s] 18/50 7.44G 1.776 1.337 1.648 394 640: 75%|███████▌ | 6/8 [00:00<00:00, 8.40it/s] 18/50 7.44G 1.777 1.334 1.654 326 640: 75%|███████▌ | 6/8 [00:00<00:00, 8.40it/s] 18/50 7.44G 1.777 1.334 1.654 326 640: 88%|████████▊ | 7/8 [00:00<00:00, 8.57it/s] 18/50 7.44G 1.761 1.326 1.643 336 640: 88%|████████▊ | 7/8 [00:01<00:00, 8.57it/s] 18/50 7.44G 1.761 1.326 1.643 336 640: 100%|██████████| 8/8 [00:01<00:00, 8.17it/s] 18/50 7.44G 1.761 1.326 1.643 336 640: 100%|██████████| 8/8 [00:01<00:00, 7.83it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 0%| | 0/1 [00:00<?, ?it/s] Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 1/1 [00:00<00:00, 8.13it/s] Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 1/1 [00:00<00:00, 8.11it/s] all 28 504 0.565 0.518 0.562 0.251
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
0%| | 0/8 [00:00<?, ?it/s] 19/50 7.29G 1.775 1.312 1.704 272 640: 0%| | 0/8 [00:00<?, ?it/s] 19/50 7.29G 1.775 1.312 1.704 272 640: 12%|█▎ | 1/8 [00:00<00:01, 4.97it/s] 19/50 7.3G 1.721 1.259 1.627 357 640: 12%|█▎ | 1/8 [00:00<00:01, 4.97it/s] 19/50 7.3G 1.721 1.259 1.627 357 640: 25%|██▌ | 2/8 [00:00<00:00, 6.79it/s] 19/50 7.3G 1.758 1.264 1.647 311 640: 25%|██▌ | 2/8 [00:00<00:00, 6.79it/s] 19/50 7.3G 1.758 1.264 1.647 311 640: 38%|███▊ | 3/8 [00:00<00:00, 7.64it/s] 19/50 7.3G 1.76 1.264 1.641 339 640: 38%|███▊ | 3/8 [00:00<00:00, 7.64it/s] 19/50 7.3G 1.76 1.264 1.641 339 640: 50%|█████ | 4/8 [00:00<00:00, 7.49it/s] 19/50 7.3G 1.758 1.269 1.653 271 640: 50%|█████ | 4/8 [00:00<00:00, 7.49it/s] 19/50 7.3G 1.758 1.269 1.653 271 640: 62%|██████▎ | 5/8 [00:00<00:00, 8.05it/s] 19/50 7.3G 1.737 1.266 1.635 350 640: 62%|██████▎ | 5/8 [00:00<00:00, 8.05it/s] 19/50 7.3G 1.737 1.266 1.635 350 640: 75%|███████▌ | 6/8 [00:00<00:00, 8.38it/s] 19/50 7.3G 1.732 1.27 1.632 386 640: 75%|███████▌ | 6/8 [00:00<00:00, 8.38it/s] 19/50 7.3G 1.732 1.27 1.632 386 640: 88%|████████▊ | 7/8 [00:00<00:00, 8.54it/s] 19/50 7.3G 1.724 1.277 1.629 355 640: 88%|████████▊ | 7/8 [00:01<00:00, 8.54it/s] 19/50 7.3G 1.724 1.277 1.629 355 640: 100%|██████████| 8/8 [00:01<00:00, 8.07it/s] 19/50 7.3G 1.724 1.277 1.629 355 640: 100%|██████████| 8/8 [00:01<00:00, 7.78it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 0%| | 0/1 [00:00<?, ?it/s] Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 1/1 [00:00<00:00, 8.75it/s] Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 1/1 [00:00<00:00, 8.74it/s] all 28 504 0.565 0.655 0.65 0.289
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
0%| | 0/8 [00:00<?, ?it/s] 20/50 7.37G 1.74 1.214 1.636 356 640: 0%| | 0/8 [00:00<?, ?it/s] 20/50 7.37G 1.74 1.214 1.636 356 640: 12%|█▎ | 1/8 [00:00<00:01, 4.86it/s] 20/50 7.38G 1.725 1.227 1.623 370 640: 12%|█▎ | 1/8 [00:00<00:01, 4.86it/s] 20/50 7.38G 1.725 1.227 1.623 370 640: 25%|██▌ | 2/8 [00:00<00:00, 6.65it/s] 20/50 7.38G 1.721 1.239 1.602 389 640: 25%|██▌ | 2/8 [00:00<00:00, 6.65it/s] 20/50 7.38G 1.721 1.239 1.602 389 640: 38%|███▊ | 3/8 [00:00<00:00, 7.52it/s] 20/50 7.38G 1.721 1.228 1.612 326 640: 38%|███▊ | 3/8 [00:00<00:00, 7.52it/s] 20/50 7.38G 1.721 1.228 1.612 326 640: 50%|█████ | 4/8 [00:00<00:00, 7.51it/s] 20/50 7.38G 1.702 1.224 1.605 331 640: 50%|█████ | 4/8 [00:00<00:00, 7.51it/s] 20/50 7.38G 1.702 1.224 1.605 331 640: 62%|██████▎ | 5/8 [00:00<00:00, 8.11it/s] 20/50 7.38G 1.705 1.24 1.604 305 640: 62%|██████▎ | 5/8 [00:00<00:00, 8.11it/s] 20/50 7.38G 1.705 1.24 1.604 305 640: 75%|███████▌ | 6/8 [00:00<00:00, 8.38it/s] 20/50 7.38G 1.688 1.233 1.599 318 640: 75%|███████▌ | 6/8 [00:00<00:00, 8.38it/s] 20/50 7.38G 1.688 1.233 1.599 318 640: 88%|████████▊ | 7/8 [00:00<00:00, 8.59it/s] 20/50 7.38G 1.71 1.243 1.601 304 640: 88%|████████▊ | 7/8 [00:01<00:00, 8.59it/s] 20/50 7.38G 1.71 1.243 1.601 304 640: 100%|██████████| 8/8 [00:01<00:00, 8.16it/s] 20/50 7.38G 1.71 1.243 1.601 304 640: 100%|██████████| 8/8 [00:01<00:00, 7.79it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 0%| | 0/1 [00:00<?, ?it/s] Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 1/1 [00:00<00:00, 8.75it/s] Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 1/1 [00:00<00:00, 8.74it/s] all 28 504 0.35 0.518 0.361 0.135
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
0%| | 0/8 [00:00<?, ?it/s] 21/50 7.39G 1.631 1.142 1.527 352 640: 0%| | 0/8 [00:00<?, ?it/s] 21/50 7.39G 1.631 1.142 1.527 352 640: 12%|█▎ | 1/8 [00:00<00:01, 5.05it/s] 21/50 7.41G 1.691 1.292 1.609 252 640: 12%|█▎ | 1/8 [00:00<00:01, 5.05it/s] 21/50 7.41G 1.691 1.292 1.609 252 640: 25%|██▌ | 2/8 [00:00<00:00, 6.80it/s] 21/50 7.41G 1.675 1.232 1.564 423 640: 25%|██▌ | 2/8 [00:00<00:00, 6.80it/s] 21/50 7.41G 1.675 1.232 1.564 423 640: 38%|███▊ | 3/8 [00:00<00:00, 7.68it/s] 21/50 7.41G 1.672 1.23 1.569 303 640: 38%|███▊ | 3/8 [00:00<00:00, 7.68it/s] 21/50 7.41G 1.672 1.23 1.569 303 640: 50%|█████ | 4/8 [00:00<00:00, 7.55it/s] 21/50 7.41G 1.663 1.211 1.563 367 640: 50%|█████ | 4/8 [00:00<00:00, 7.55it/s] 21/50 7.41G 1.663 1.211 1.563 367 640: 62%|██████▎ | 5/8 [00:00<00:00, 8.15it/s] 21/50 7.41G 1.66 1.209 1.573 319 640: 62%|██████▎ | 5/8 [00:00<00:00, 8.15it/s] 21/50 7.41G 1.66 1.209 1.573 319 640: 75%|███████▌ | 6/8 [00:00<00:00, 8.46it/s] 21/50 7.41G 1.665 1.22 1.582 274 640: 75%|███████▌ | 6/8 [00:00<00:00, 8.46it/s] 21/50 7.41G 1.665 1.22 1.582 274 640: 88%|████████▊ | 7/8 [00:00<00:00, 8.66it/s] 21/50 7.41G 1.671 1.221 1.583 371 640: 88%|████████▊ | 7/8 [00:01<00:00, 8.66it/s] 21/50 7.41G 1.671 1.221 1.583 371 640: 100%|██████████| 8/8 [00:01<00:00, 8.25it/s] 21/50 7.41G 1.671 1.221 1.583 371 640: 100%|██████████| 8/8 [00:01<00:00, 7.89it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 0%| | 0/1 [00:00<?, ?it/s] Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 1/1 [00:00<00:00, 8.49it/s] Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 1/1 [00:00<00:00, 8.48it/s] all 28 504 0.517 0.611 0.592 0.26
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
0%| | 0/8 [00:00<?, ?it/s] 22/50 7.39G 1.652 1.197 1.579 312 640: 0%| | 0/8 [00:00<?, ?it/s] 22/50 7.39G 1.652 1.197 1.579 312 640: 12%|█▎ | 1/8 [00:00<00:01, 4.98it/s] 22/50 7.41G 1.626 1.223 1.591 272 640: 12%|█▎ | 1/8 [00:00<00:01, 4.98it/s] 22/50 7.41G 1.626 1.223 1.591 272 640: 25%|██▌ | 2/8 [00:00<00:00, 6.87it/s] 22/50 7.41G 1.593 1.197 1.569 312 640: 25%|██▌ | 2/8 [00:00<00:00, 6.87it/s] 22/50 7.41G 1.593 1.197 1.569 312 640: 38%|███▊ | 3/8 [00:00<00:00, 7.73it/s] 22/50 7.41G 1.605 1.197 1.564 390 640: 38%|███▊ | 3/8 [00:00<00:00, 7.73it/s] 22/50 7.41G 1.605 1.197 1.564 390 640: 50%|█████ | 4/8 [00:00<00:00, 7.63it/s] 22/50 7.41G 1.616 1.195 1.564 375 640: 50%|█████ | 4/8 [00:00<00:00, 7.63it/s] 22/50 7.41G 1.616 1.195 1.564 375 640: 62%|██████▎ | 5/8 [00:00<00:00, 8.20it/s] 22/50 7.41G 1.64 1.196 1.567 357 640: 62%|██████▎ | 5/8 [00:00<00:00, 8.20it/s] 22/50 7.41G 1.64 1.196 1.567 357 640: 75%|███████▌ | 6/8 [00:00<00:00, 8.48it/s] 22/50 7.41G 1.636 1.188 1.563 357 640: 75%|███████▌ | 6/8 [00:00<00:00, 8.48it/s] 22/50 7.41G 1.636 1.188 1.563 357 640: 88%|████████▊ | 7/8 [00:00<00:00, 8.62it/s] 22/50 7.41G 1.639 1.191 1.56 362 640: 88%|████████▊ | 7/8 [00:01<00:00, 8.62it/s] 22/50 7.41G 1.639 1.191 1.56 362 640: 100%|██████████| 8/8 [00:01<00:00, 8.17it/s] 22/50 7.41G 1.639 1.191 1.56 362 640: 100%|██████████| 8/8 [00:01<00:00, 7.87it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 0%| | 0/1 [00:00<?, ?it/s] Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 1/1 [00:00<00:00, 8.66it/s] Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 1/1 [00:00<00:00, 8.64it/s] all 28 504 0.655 0.641 0.716 0.346
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
0%| | 0/8 [00:00<?, ?it/s] 23/50 7.38G 1.525 1.154 1.438 346 640: 0%| | 0/8 [00:00<?, ?it/s] 23/50 7.38G 1.525 1.154 1.438 346 640: 12%|█▎ | 1/8 [00:00<00:01, 5.07it/s] 23/50 7.39G 1.568 1.14 1.471 369 640: 12%|█▎ | 1/8 [00:00<00:01, 5.07it/s] 23/50 7.39G 1.568 1.14 1.471 369 640: 25%|██▌ | 2/8 [00:00<00:00, 6.91it/s] 23/50 7.39G 1.558 1.129 1.461 354 640: 25%|██▌ | 2/8 [00:00<00:00, 6.91it/s] 23/50 7.39G 1.558 1.129 1.461 354 640: 38%|███▊ | 3/8 [00:00<00:00, 7.75it/s] 23/50 7.39G 1.571 1.138 1.479 304 640: 38%|███▊ | 3/8 [00:00<00:00, 7.75it/s] 23/50 7.39G 1.571 1.138 1.479 304 640: 50%|█████ | 4/8 [00:00<00:00, 7.71it/s] 23/50 7.39G 1.566 1.119 1.47 457 640: 50%|█████ | 4/8 [00:00<00:00, 7.71it/s] 23/50 7.39G 1.566 1.119 1.47 457 640: 62%|██████▎ | 5/8 [00:00<00:00, 8.26it/s] 23/50 7.39G 1.576 1.125 1.486 325 640: 62%|██████▎ | 5/8 [00:00<00:00, 8.26it/s] 23/50 7.39G 1.576 1.125 1.486 325 640: 75%|███████▌ | 6/8 [00:00<00:00, 8.53it/s] 23/50 7.39G 1.595 1.137 1.495 336 640: 75%|███████▌ | 6/8 [00:00<00:00, 8.53it/s] 23/50 7.39G 1.595 1.137 1.495 336 640: 88%|████████▊ | 7/8 [00:00<00:00, 8.61it/s] 23/50 7.39G 1.597 1.131 1.494 429 640: 88%|████████▊ | 7/8 [00:01<00:00, 8.61it/s] 23/50 7.39G 1.597 1.131 1.494 429 640: 100%|██████████| 8/8 [00:01<00:00, 8.21it/s] 23/50 7.39G 1.597 1.131 1.494 429 640: 100%|██████████| 8/8 [00:01<00:00, 7.92it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 0%| | 0/1 [00:00<?, ?it/s] Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 1/1 [00:00<00:00, 8.73it/s] Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 1/1 [00:00<00:00, 8.71it/s] all 28 504 0.694 0.726 0.795 0.414
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
0%| | 0/8 [00:00<?, ?it/s] 24/50 7.43G 1.629 1.163 1.492 379 640: 0%| | 0/8 [00:00<?, ?it/s] 24/50 7.43G 1.629 1.163 1.492 379 640: 12%|█▎ | 1/8 [00:00<00:01, 5.02it/s] 24/50 7.44G 1.605 1.15 1.527 347 640: 12%|█▎ | 1/8 [00:00<00:01, 5.02it/s] 24/50 7.44G 1.605 1.15 1.527 347 640: 25%|██▌ | 2/8 [00:00<00:00, 6.83it/s] 24/50 7.44G 1.578 1.113 1.5 410 640: 25%|██▌ | 2/8 [00:00<00:00, 6.83it/s] 24/50 7.44G 1.578 1.113 1.5 410 640: 38%|███▊ | 3/8 [00:00<00:00, 7.65it/s] 24/50 7.44G 1.569 1.143 1.504 310 640: 38%|███▊ | 3/8 [00:00<00:00, 7.65it/s] 24/50 7.44G 1.569 1.143 1.504 310 640: 50%|█████ | 4/8 [00:00<00:00, 7.62it/s] 24/50 7.44G 1.581 1.131 1.514 345 640: 50%|█████ | 4/8 [00:00<00:00, 7.62it/s] 24/50 7.44G 1.581 1.131 1.514 345 640: 62%|██████▎ | 5/8 [00:00<00:00, 8.20it/s] 24/50 7.44G 1.592 1.122 1.507 404 640: 62%|██████▎ | 5/8 [00:00<00:00, 8.20it/s] 24/50 7.44G 1.592 1.122 1.507 404 640: 75%|███████▌ | 6/8 [00:00<00:00, 8.49it/s] 24/50 7.44G 1.632 1.162 1.537 232 640: 75%|███████▌ | 6/8 [00:00<00:00, 8.49it/s] 24/50 7.44G 1.632 1.162 1.537 232 640: 88%|████████▊ | 7/8 [00:00<00:00, 8.66it/s] 24/50 7.44G 1.63 1.157 1.538 361 640: 88%|████████▊ | 7/8 [00:01<00:00, 8.66it/s] 24/50 7.44G 1.63 1.157 1.538 361 640: 100%|██████████| 8/8 [00:01<00:00, 8.26it/s] 24/50 7.44G 1.63 1.157 1.538 361 640: 100%|██████████| 8/8 [00:01<00:00, 7.91it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 0%| | 0/1 [00:00<?, ?it/s] Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 1/1 [00:00<00:00, 9.12it/s] Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 1/1 [00:00<00:00, 9.10it/s] all 28 504 0.766 0.773 0.839 0.481
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
0%| | 0/8 [00:00<?, ?it/s] 25/50 7.38G 1.716 1.154 1.651 296 640: 0%| | 0/8 [00:00<?, ?it/s] 25/50 7.38G 1.716 1.154 1.651 296 640: 12%|█▎ | 1/8 [00:00<00:01, 3.62it/s] 25/50 7.39G 1.593 1.097 1.553 354 640: 12%|█▎ | 1/8 [00:00<00:01, 3.62it/s] 25/50 7.39G 1.593 1.097 1.553 354 640: 25%|██▌ | 2/8 [00:00<00:01, 5.59it/s] 25/50 7.39G 1.602 1.105 1.562 320 640: 25%|██▌ | 2/8 [00:00<00:01, 5.59it/s] 25/50 7.39G 1.602 1.105 1.562 320 640: 38%|███▊ | 3/8 [00:00<00:00, 6.73it/s] 25/50 7.39G 1.618 1.115 1.568 304 640: 38%|███▊ | 3/8 [00:00<00:00, 6.73it/s] 25/50 7.39G 1.618 1.115 1.568 304 640: 50%|█████ | 4/8 [00:00<00:00, 6.96it/s] 25/50 7.39G 1.624 1.143 1.562 300 640: 50%|█████ | 4/8 [00:00<00:00, 6.96it/s] 25/50 7.39G 1.624 1.143 1.562 300 640: 62%|██████▎ | 5/8 [00:00<00:00, 7.69it/s] 25/50 7.39G 1.632 1.142 1.561 350 640: 62%|██████▎ | 5/8 [00:00<00:00, 7.69it/s] 25/50 7.39G 1.632 1.142 1.561 350 640: 75%|███████▌ | 6/8 [00:00<00:00, 8.10it/s] 25/50 7.39G 1.637 1.146 1.555 387 640: 75%|███████▌ | 6/8 [00:00<00:00, 8.10it/s] 25/50 7.39G 1.637 1.146 1.555 387 640: 88%|████████▊ | 7/8 [00:00<00:00, 8.39it/s] 25/50 7.39G 1.624 1.142 1.54 412 640: 88%|████████▊ | 7/8 [00:01<00:00, 8.39it/s] 25/50 7.39G 1.624 1.142 1.54 412 640: 100%|██████████| 8/8 [00:01<00:00, 8.04it/s] 25/50 7.39G 1.624 1.142 1.54 412 640: 100%|██████████| 8/8 [00:01<00:00, 7.28it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 0%| | 0/1 [00:00<?, ?it/s] Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 1/1 [00:00<00:00, 9.01it/s] Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 1/1 [00:00<00:00, 8.99it/s] all 28 504 0.756 0.766 0.833 0.468
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
0%| | 0/8 [00:00<?, ?it/s] 26/50 7.42G 1.573 1.097 1.518 317 640: 0%| | 0/8 [00:00<?, ?it/s] 26/50 7.42G 1.573 1.097 1.518 317 640: 12%|█▎ | 1/8 [00:00<00:01, 5.01it/s] 26/50 7.43G 1.543 1.088 1.492 363 640: 12%|█▎ | 1/8 [00:00<00:01, 5.01it/s] 26/50 7.43G 1.543 1.088 1.492 363 640: 25%|██▌ | 2/8 [00:00<00:00, 6.77it/s] 26/50 7.43G 1.538 1.109 1.506 268 640: 25%|██▌ | 2/8 [00:00<00:00, 6.77it/s] 26/50 7.43G 1.538 1.109 1.506 268 640: 38%|███▊ | 3/8 [00:00<00:00, 7.65it/s] 26/50 7.43G 1.543 1.117 1.495 459 640: 38%|███▊ | 3/8 [00:00<00:00, 7.65it/s] 26/50 7.43G 1.543 1.117 1.495 459 640: 50%|█████ | 4/8 [00:00<00:00, 7.58it/s] 26/50 7.43G 1.544 1.116 1.495 297 640: 50%|█████ | 4/8 [00:00<00:00, 7.58it/s] 26/50 7.43G 1.544 1.116 1.495 297 640: 62%|██████▎ | 5/8 [00:00<00:00, 8.19it/s] 26/50 7.43G 1.535 1.119 1.488 316 640: 62%|██████▎ | 5/8 [00:00<00:00, 8.19it/s] 26/50 7.43G 1.535 1.119 1.488 316 640: 75%|███████▌ | 6/8 [00:00<00:00, 8.44it/s] 26/50 7.43G 1.534 1.116 1.491 301 640: 75%|███████▌ | 6/8 [00:00<00:00, 8.44it/s] 26/50 7.43G 1.534 1.116 1.491 301 640: 88%|████████▊ | 7/8 [00:00<00:00, 8.64it/s] 26/50 7.43G 1.538 1.117 1.489 362 640: 88%|████████▊ | 7/8 [00:01<00:00, 8.64it/s] 26/50 7.43G 1.538 1.117 1.489 362 640: 100%|██████████| 8/8 [00:01<00:00, 8.19it/s] 26/50 7.43G 1.538 1.117 1.489 362 640: 100%|██████████| 8/8 [00:01<00:00, 7.86it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 0%| | 0/1 [00:00<?, ?it/s] Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 1/1 [00:00<00:00, 9.03it/s] Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 1/1 [00:00<00:00, 9.00it/s] all 28 504 0.753 0.734 0.826 0.478
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
0%| | 0/8 [00:00<?, ?it/s] 27/50 7.39G 1.527 1.066 1.504 367 640: 0%| | 0/8 [00:00<?, ?it/s] 27/50 7.39G 1.527 1.066 1.504 367 640: 12%|█▎ | 1/8 [00:00<00:01, 5.10it/s] 27/50 7.4G 1.546 1.132 1.549 282 640: 12%|█▎ | 1/8 [00:00<00:01, 5.10it/s] 27/50 7.4G 1.546 1.132 1.549 282 640: 25%|██▌ | 2/8 [00:00<00:00, 6.90it/s] 27/50 7.4G 1.517 1.127 1.523 313 640: 25%|██▌ | 2/8 [00:00<00:00, 6.90it/s] 27/50 7.4G 1.517 1.127 1.523 313 640: 38%|███▊ | 3/8 [00:00<00:00, 7.78it/s] 27/50 7.4G 1.519 1.121 1.509 327 640: 38%|███▊ | 3/8 [00:00<00:00, 7.78it/s] 27/50 7.4G 1.519 1.121 1.509 327 640: 50%|█████ | 4/8 [00:00<00:00, 7.56it/s] 27/50 7.4G 1.548 1.107 1.519 356 640: 50%|█████ | 4/8 [00:00<00:00, 7.56it/s] 27/50 7.4G 1.548 1.107 1.519 356 640: 62%|██████▎ | 5/8 [00:00<00:00, 8.14it/s] 27/50 7.4G 1.554 1.1 1.516 407 640: 62%|██████▎ | 5/8 [00:00<00:00, 8.14it/s] 27/50 7.4G 1.554 1.1 1.516 407 640: 75%|███████▌ | 6/8 [00:00<00:00, 8.42it/s] 27/50 7.4G 1.55 1.09 1.511 321 640: 75%|███████▌ | 6/8 [00:00<00:00, 8.42it/s] 27/50 7.4G 1.55 1.09 1.511 321 640: 88%|████████▊ | 7/8 [00:00<00:00, 8.68it/s] 27/50 7.4G 1.549 1.089 1.511 312 640: 88%|████████▊ | 7/8 [00:01<00:00, 8.68it/s] 27/50 7.4G 1.549 1.089 1.511 312 640: 100%|██████████| 8/8 [00:01<00:00, 8.22it/s] 27/50 7.4G 1.549 1.089 1.511 312 640: 100%|██████████| 8/8 [00:01<00:00, 7.90it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 0%| | 0/1 [00:00<?, ?it/s] Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 1/1 [00:00<00:00, 9.16it/s] Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 1/1 [00:00<00:00, 8.88it/s] all 28 504 0.767 0.804 0.838 0.477
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
0%| | 0/8 [00:00<?, ?it/s] 28/50 7.35G 1.453 0.973 1.514 352 640: 0%| | 0/8 [00:00<?, ?it/s] 28/50 7.35G 1.453 0.973 1.514 352 640: 12%|█▎ | 1/8 [00:00<00:01, 5.03it/s] 28/50 7.37G 1.484 1.01 1.48 352 640: 12%|█▎ | 1/8 [00:00<00:01, 5.03it/s] 28/50 7.37G 1.484 1.01 1.48 352 640: 25%|██▌ | 2/8 [00:00<00:00, 6.87it/s] 28/50 7.37G 1.525 1.082 1.539 209 640: 25%|██▌ | 2/8 [00:00<00:00, 6.87it/s] 28/50 7.37G 1.525 1.082 1.539 209 640: 38%|███▊ | 3/8 [00:00<00:00, 7.82it/s] 28/50 7.37G 1.533 1.064 1.534 364 640: 38%|███▊ | 3/8 [00:00<00:00, 7.82it/s] 28/50 7.37G 1.533 1.064 1.534 364 640: 50%|█████ | 4/8 [00:00<00:00, 7.63it/s] 28/50 7.37G 1.525 1.053 1.523 310 640: 50%|█████ | 4/8 [00:00<00:00, 7.63it/s] 28/50 7.37G 1.525 1.053 1.523 310 640: 62%|██████▎ | 5/8 [00:00<00:00, 8.21it/s] 28/50 7.37G 1.534 1.056 1.536 291 640: 62%|██████▎ | 5/8 [00:00<00:00, 8.21it/s] 28/50 7.37G 1.534 1.056 1.536 291 640: 75%|███████▌ | 6/8 [00:00<00:00, 8.43it/s] 28/50 7.37G 1.528 1.059 1.523 338 640: 75%|███████▌ | 6/8 [00:00<00:00, 8.43it/s] 28/50 7.37G 1.528 1.059 1.523 338 640: 88%|████████▊ | 7/8 [00:00<00:00, 8.63it/s] 28/50 7.37G 1.537 1.064 1.528 291 640: 88%|████████▊ | 7/8 [00:01<00:00, 8.63it/s] 28/50 7.37G 1.537 1.064 1.528 291 640: 100%|██████████| 8/8 [00:01<00:00, 8.12it/s] 28/50 7.37G 1.537 1.064 1.528 291 640: 100%|██████████| 8/8 [00:01<00:00, 7.87it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 0%| | 0/1 [00:00<?, ?it/s] Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 1/1 [00:00<00:00, 8.10it/s] Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 1/1 [00:00<00:00, 8.08it/s] all 28 504 0.811 0.79 0.862 0.509
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
0%| | 0/8 [00:00<?, ?it/s] 29/50 7.3G 1.543 1.071 1.556 273 640: 0%| | 0/8 [00:00<?, ?it/s] 29/50 7.3G 1.543 1.071 1.556 273 640: 12%|█▎ | 1/8 [00:00<00:01, 4.99it/s] 29/50 7.31G 1.559 1.061 1.513 400 640: 12%|█▎ | 1/8 [00:00<00:01, 4.99it/s] 29/50 7.31G 1.559 1.061 1.513 400 640: 25%|██▌ | 2/8 [00:00<00:00, 6.78it/s] 29/50 7.31G 1.539 1.04 1.509 311 640: 25%|██▌ | 2/8 [00:00<00:00, 6.78it/s] 29/50 7.31G 1.539 1.04 1.509 311 640: 38%|███▊ | 3/8 [00:00<00:00, 7.63it/s] 29/50 7.31G 1.534 1.048 1.495 437 640: 38%|███▊ | 3/8 [00:00<00:00, 7.63it/s] 29/50 7.31G 1.534 1.048 1.495 437 640: 50%|█████ | 4/8 [00:00<00:00, 7.53it/s] 29/50 7.31G 1.545 1.049 1.505 280 640: 50%|█████ | 4/8 [00:00<00:00, 7.53it/s] 29/50 7.31G 1.545 1.049 1.505 280 640: 62%|██████▎ | 5/8 [00:00<00:00, 8.13it/s] 29/50 7.31G 1.512 1.033 1.492 300 640: 62%|██████▎ | 5/8 [00:00<00:00, 8.13it/s] 29/50 7.31G 1.512 1.033 1.492 300 640: 75%|███████▌ | 6/8 [00:00<00:00, 8.40it/s] 29/50 7.31G 1.518 1.032 1.484 397 640: 75%|███████▌ | 6/8 [00:00<00:00, 8.40it/s] 29/50 7.31G 1.518 1.032 1.484 397 640: 88%|████████▊ | 7/8 [00:00<00:00, 8.55it/s] 29/50 7.31G 1.52 1.035 1.49 306 640: 88%|████████▊ | 7/8 [00:01<00:00, 8.55it/s] 29/50 7.31G 1.52 1.035 1.49 306 640: 100%|██████████| 8/8 [00:01<00:00, 8.28it/s] 29/50 7.31G 1.52 1.035 1.49 306 640: 100%|██████████| 8/8 [00:01<00:00, 7.87it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 0%| | 0/1 [00:00<?, ?it/s] Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 1/1 [00:00<00:00, 8.60it/s] Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 1/1 [00:00<00:00, 8.58it/s] all 28 504 0.759 0.817 0.862 0.513
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
0%| | 0/8 [00:00<?, ?it/s] 30/50 7.3G 1.512 1.095 1.518 282 640: 0%| | 0/8 [00:00<?, ?it/s] 30/50 7.3G 1.512 1.095 1.518 282 640: 12%|█▎ | 1/8 [00:00<00:01, 4.60it/s] 30/50 7.31G 1.474 1.056 1.476 328 640: 12%|█▎ | 1/8 [00:00<00:01, 4.60it/s] 30/50 7.31G 1.474 1.056 1.476 328 640: 25%|██▌ | 2/8 [00:00<00:00, 6.51it/s] 30/50 7.31G 1.467 1.028 1.479 299 640: 25%|██▌ | 2/8 [00:00<00:00, 6.51it/s] 30/50 7.31G 1.467 1.028 1.479 299 640: 38%|███▊ | 3/8 [00:00<00:00, 7.46it/s] 30/50 7.31G 1.464 1.017 1.469 391 640: 38%|███▊ | 3/8 [00:00<00:00, 7.46it/s] 30/50 7.31G 1.464 1.017 1.469 391 640: 50%|█████ | 4/8 [00:00<00:00, 7.44it/s] 30/50 7.31G 1.471 1.02 1.455 552 640: 50%|█████ | 4/8 [00:00<00:00, 7.44it/s] 30/50 7.31G 1.471 1.02 1.455 552 640: 62%|██████▎ | 5/8 [00:00<00:00, 8.06it/s] 30/50 7.31G 1.474 1.021 1.461 379 640: 62%|██████▎ | 5/8 [00:00<00:00, 8.06it/s] 30/50 7.31G 1.474 1.021 1.461 379 640: 75%|███████▌ | 6/8 [00:00<00:00, 8.40it/s] 30/50 7.31G 1.465 1.017 1.457 351 640: 75%|███████▌ | 6/8 [00:00<00:00, 8.40it/s] 30/50 7.31G 1.465 1.017 1.457 351 640: 88%|████████▊ | 7/8 [00:00<00:00, 8.60it/s] 30/50 7.31G 1.459 1.015 1.456 322 640: 88%|████████▊ | 7/8 [00:01<00:00, 8.60it/s] 30/50 7.31G 1.459 1.015 1.456 322 640: 100%|██████████| 8/8 [00:01<00:00, 8.18it/s] 30/50 7.31G 1.459 1.015 1.456 322 640: 100%|██████████| 8/8 [00:01<00:00, 7.74it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 0%| | 0/1 [00:00<?, ?it/s] Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 1/1 [00:00<00:00, 8.95it/s] Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 1/1 [00:00<00:00, 8.93it/s] all 28 504 0.792 0.847 0.875 0.515
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
0%| | 0/8 [00:00<?, ?it/s] 31/50 7.39G 1.569 1.054 1.48 366 640: 0%| | 0/8 [00:00<?, ?it/s] 31/50 7.39G 1.569 1.054 1.48 366 640: 12%|█▎ | 1/8 [00:00<00:01, 5.03it/s] 31/50 7.41G 1.479 0.9797 1.456 356 640: 12%|█▎ | 1/8 [00:00<00:01, 5.03it/s] 31/50 7.41G 1.479 0.9797 1.456 356 640: 25%|██▌ | 2/8 [00:00<00:00, 6.84it/s] 31/50 7.41G 1.467 0.9672 1.452 372 640: 25%|██▌ | 2/8 [00:00<00:00, 6.84it/s] 31/50 7.41G 1.467 0.9672 1.452 372 640: 38%|███▊ | 3/8 [00:00<00:00, 7.69it/s] 31/50 7.41G 1.449 0.9644 1.45 337 640: 38%|███▊ | 3/8 [00:00<00:00, 7.69it/s] 31/50 7.41G 1.449 0.9644 1.45 337 640: 50%|█████ | 4/8 [00:00<00:00, 7.56it/s] 31/50 7.41G 1.44 0.9616 1.439 339 640: 50%|█████ | 4/8 [00:00<00:00, 7.56it/s] 31/50 7.41G 1.44 0.9616 1.439 339 640: 62%|██████▎ | 5/8 [00:00<00:00, 8.16it/s] 31/50 7.41G 1.445 0.9625 1.453 312 640: 62%|██████▎ | 5/8 [00:00<00:00, 8.16it/s] 31/50 7.41G 1.445 0.9625 1.453 312 640: 75%|███████▌ | 6/8 [00:00<00:00, 8.41it/s] 31/50 7.41G 1.451 0.9693 1.459 297 640: 75%|███████▌ | 6/8 [00:00<00:00, 8.41it/s] 31/50 7.41G 1.451 0.9693 1.459 297 640: 88%|████████▊ | 7/8 [00:00<00:00, 8.61it/s] 31/50 7.41G 1.446 0.9654 1.451 430 640: 88%|████████▊ | 7/8 [00:01<00:00, 8.61it/s] 31/50 7.41G 1.446 0.9654 1.451 430 640: 100%|██████████| 8/8 [00:01<00:00, 8.21it/s] 31/50 7.41G 1.446 0.9654 1.451 430 640: 100%|██████████| 8/8 [00:01<00:00, 7.87it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 0%| | 0/1 [00:00<?, ?it/s] Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 1/1 [00:00<00:00, 8.93it/s] Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 1/1 [00:00<00:00, 8.91it/s] all 28 504 0.801 0.853 0.881 0.515
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
0%| | 0/8 [00:00<?, ?it/s] 32/50 7.39G 1.454 0.9342 1.428 379 640: 0%| | 0/8 [00:00<?, ?it/s] 32/50 7.39G 1.454 0.9342 1.428 379 640: 12%|█▎ | 1/8 [00:00<00:01, 5.08it/s] 32/50 7.4G 1.458 0.9311 1.429 449 640: 12%|█▎ | 1/8 [00:00<00:01, 5.08it/s] 32/50 7.4G 1.458 0.9311 1.429 449 640: 25%|██▌ | 2/8 [00:00<00:00, 6.90it/s] 32/50 7.4G 1.452 0.9385 1.437 378 640: 25%|██▌ | 2/8 [00:00<00:00, 6.90it/s] 32/50 7.4G 1.452 0.9385 1.437 378 640: 38%|███▊ | 3/8 [00:00<00:00, 7.82it/s] 32/50 7.4G 1.467 0.9608 1.455 304 640: 38%|███▊ | 3/8 [00:00<00:00, 7.82it/s] 32/50 7.4G 1.467 0.9608 1.455 304 640: 50%|█████ | 4/8 [00:00<00:00, 7.74it/s] 32/50 7.4G 1.444 0.9487 1.435 381 640: 50%|█████ | 4/8 [00:00<00:00, 7.74it/s] 32/50 7.4G 1.444 0.9487 1.435 381 640: 62%|██████▎ | 5/8 [00:00<00:00, 8.30it/s] 32/50 7.4G 1.437 0.9445 1.437 358 640: 62%|██████▎ | 5/8 [00:00<00:00, 8.30it/s] 32/50 7.4G 1.437 0.9445 1.437 358 640: 75%|███████▌ | 6/8 [00:00<00:00, 8.53it/s] 32/50 7.4G 1.433 0.9414 1.43 357 640: 75%|███████▌ | 6/8 [00:00<00:00, 8.53it/s] 32/50 7.4G 1.433 0.9414 1.43 357 640: 88%|████████▊ | 7/8 [00:00<00:00, 8.66it/s] 32/50 7.4G 1.437 0.9459 1.429 355 640: 88%|████████▊ | 7/8 [00:01<00:00, 8.66it/s] 32/50 7.4G 1.437 0.9459 1.429 355 640: 100%|██████████| 8/8 [00:01<00:00, 8.35it/s] 32/50 7.4G 1.437 0.9459 1.429 355 640: 100%|██████████| 8/8 [00:01<00:00, 7.99it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 0%| | 0/1 [00:00<?, ?it/s] Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 1/1 [00:00<00:00, 9.07it/s] Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 1/1 [00:00<00:00, 9.05it/s] all 28 504 0.785 0.825 0.883 0.532
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
0%| | 0/8 [00:00<?, ?it/s] 33/50 7.39G 1.429 0.958 1.441 308 640: 0%| | 0/8 [00:00<?, ?it/s] 33/50 7.39G 1.429 0.958 1.441 308 640: 12%|█▎ | 1/8 [00:00<00:01, 5.03it/s] 33/50 7.4G 1.436 0.9662 1.48 281 640: 12%|█▎ | 1/8 [00:00<00:01, 5.03it/s] 33/50 7.4G 1.436 0.9662 1.48 281 640: 25%|██▌ | 2/8 [00:00<00:00, 6.84it/s] 33/50 7.4G 1.456 0.9763 1.491 305 640: 25%|██▌ | 2/8 [00:00<00:00, 6.84it/s] 33/50 7.4G 1.456 0.9763 1.491 305 640: 38%|███▊ | 3/8 [00:00<00:00, 7.69it/s] 33/50 7.4G 1.439 0.9659 1.462 357 640: 38%|███▊ | 3/8 [00:00<00:00, 7.69it/s] 33/50 7.4G 1.439 0.9659 1.462 357 640: 50%|█████ | 4/8 [00:00<00:00, 7.61it/s] 33/50 7.4G 1.426 0.9584 1.444 355 640: 50%|█████ | 4/8 [00:00<00:00, 7.61it/s] 33/50 7.4G 1.426 0.9584 1.444 355 640: 62%|██████▎ | 5/8 [00:00<00:00, 8.20it/s] 33/50 7.4G 1.439 0.9558 1.438 413 640: 62%|██████▎ | 5/8 [00:00<00:00, 8.20it/s] 33/50 7.4G 1.439 0.9558 1.438 413 640: 75%|███████▌ | 6/8 [00:00<00:00, 8.42it/s] 33/50 7.4G 1.43 0.9486 1.423 398 640: 75%|███████▌ | 6/8 [00:00<00:00, 8.42it/s] 33/50 7.4G 1.43 0.9486 1.423 398 640: 88%|████████▊ | 7/8 [00:00<00:00, 8.59it/s] 33/50 7.4G 1.428 0.9498 1.43 275 640: 88%|████████▊ | 7/8 [00:01<00:00, 8.59it/s] 33/50 7.4G 1.428 0.9498 1.43 275 640: 100%|██████████| 8/8 [00:01<00:00, 8.24it/s] 33/50 7.4G 1.428 0.9498 1.43 275 640: 100%|██████████| 8/8 [00:01<00:00, 7.89it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 0%| | 0/1 [00:00<?, ?it/s] Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 1/1 [00:00<00:00, 9.13it/s] Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 1/1 [00:00<00:00, 9.11it/s] all 28 504 0.832 0.759 0.87 0.52
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
0%| | 0/8 [00:00<?, ?it/s] 34/50 7.39G 1.389 0.8717 1.375 406 640: 0%| | 0/8 [00:00<?, ?it/s] 34/50 7.39G 1.389 0.8717 1.375 406 640: 12%|█▎ | 1/8 [00:00<00:01, 5.10it/s] 34/50 7.41G 1.372 0.8865 1.368 346 640: 12%|█▎ | 1/8 [00:00<00:01, 5.10it/s] 34/50 7.41G 1.372 0.8865 1.368 346 640: 25%|██▌ | 2/8 [00:00<00:00, 6.94it/s] 34/50 7.41G 1.359 0.8943 1.363 365 640: 25%|██▌ | 2/8 [00:00<00:00, 6.94it/s] 34/50 7.41G 1.359 0.8943 1.363 365 640: 38%|███▊ | 3/8 [00:00<00:00, 7.80it/s] 34/50 7.41G 1.352 0.8872 1.36 373 640: 38%|███▊ | 3/8 [00:00<00:00, 7.80it/s] 34/50 7.41G 1.352 0.8872 1.36 373 640: 50%|█████ | 4/8 [00:00<00:00, 7.79it/s] 34/50 7.41G 1.359 0.8818 1.365 351 640: 50%|█████ | 4/8 [00:00<00:00, 7.79it/s] 34/50 7.41G 1.359 0.8818 1.365 351 640: 62%|██████▎ | 5/8 [00:00<00:00, 8.33it/s] 34/50 7.41G 1.371 0.8948 1.368 465 640: 62%|██████▎ | 5/8 [00:00<00:00, 8.33it/s] 34/50 7.41G 1.371 0.8948 1.368 465 640: 75%|███████▌ | 6/8 [00:00<00:00, 8.53it/s] 34/50 7.41G 1.36 0.8903 1.369 326 640: 75%|███████▌ | 6/8 [00:00<00:00, 8.53it/s] 34/50 7.41G 1.36 0.8903 1.369 326 640: 88%|████████▊ | 7/8 [00:00<00:00, 8.72it/s] 34/50 7.41G 1.369 0.8945 1.377 356 640: 88%|████████▊ | 7/8 [00:01<00:00, 8.72it/s] 34/50 7.41G 1.369 0.8945 1.377 356 640: 100%|██████████| 8/8 [00:01<00:00, 8.32it/s] 34/50 7.41G 1.369 0.8945 1.377 356 640: 100%|██████████| 8/8 [00:01<00:00, 8.00it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 0%| | 0/1 [00:00<?, ?it/s] Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 1/1 [00:00<00:00, 8.77it/s] Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 1/1 [00:00<00:00, 8.75it/s] all 28 504 0.793 0.821 0.884 0.538
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
0%| | 0/8 [00:00<?, ?it/s] 35/50 7.41G 1.426 0.8706 1.454 346 640: 0%| | 0/8 [00:00<?, ?it/s] 35/50 7.41G 1.426 0.8706 1.454 346 640: 12%|█▎ | 1/8 [00:00<00:01, 4.95it/s] 35/50 7.42G 1.38 0.869 1.416 307 640: 12%|█▎ | 1/8 [00:00<00:01, 4.95it/s] 35/50 7.42G 1.38 0.869 1.416 307 640: 25%|██▌ | 2/8 [00:00<00:00, 6.89it/s] 35/50 7.42G 1.391 0.9017 1.445 276 640: 25%|██▌ | 2/8 [00:00<00:00, 6.89it/s] 35/50 7.42G 1.391 0.9017 1.445 276 640: 38%|███▊ | 3/8 [00:00<00:00, 7.81it/s] 35/50 7.42G 1.368 0.8898 1.423 325 640: 38%|███▊ | 3/8 [00:00<00:00, 7.81it/s] 35/50 7.42G 1.368 0.8898 1.423 325 640: 50%|█████ | 4/8 [00:00<00:00, 7.58it/s] 35/50 7.42G 1.372 0.9021 1.435 302 640: 50%|█████ | 4/8 [00:00<00:00, 7.58it/s] 35/50 7.42G 1.372 0.9021 1.435 302 640: 62%|██████▎ | 5/8 [00:00<00:00, 8.17it/s] 35/50 7.42G 1.36 0.9043 1.428 309 640: 62%|██████▎ | 5/8 [00:00<00:00, 8.17it/s] 35/50 7.42G 1.36 0.9043 1.428 309 640: 75%|███████▌ | 6/8 [00:00<00:00, 8.51it/s] 35/50 7.42G 1.357 0.8986 1.422 362 640: 75%|███████▌ | 6/8 [00:00<00:00, 8.51it/s] 35/50 7.42G 1.357 0.8986 1.422 362 640: 88%|████████▊ | 7/8 [00:00<00:00, 8.72it/s] 35/50 7.42G 1.367 0.9081 1.428 290 640: 88%|████████▊ | 7/8 [00:01<00:00, 8.72it/s] 35/50 7.42G 1.367 0.9081 1.428 290 640: 100%|██████████| 8/8 [00:01<00:00, 8.26it/s] 35/50 7.42G 1.367 0.9081 1.428 290 640: 100%|██████████| 8/8 [00:01<00:00, 7.92it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 0%| | 0/1 [00:00<?, ?it/s] Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 1/1 [00:00<00:00, 8.76it/s] Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 1/1 [00:00<00:00, 8.71it/s] all 28 504 0.815 0.838 0.909 0.582
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
0%| | 0/8 [00:00<?, ?it/s] 36/50 7.38G 1.274 0.8293 1.356 371 640: 0%| | 0/8 [00:00<?, ?it/s] 36/50 7.38G 1.274 0.8293 1.356 371 640: 12%|█▎ | 1/8 [00:00<00:01, 4.91it/s] 36/50 7.39G 1.348 0.8734 1.409 292 640: 12%|█▎ | 1/8 [00:00<00:01, 4.91it/s] 36/50 7.39G 1.348 0.8734 1.409 292 640: 25%|██▌ | 2/8 [00:00<00:00, 6.82it/s] 36/50 7.39G 1.361 0.8918 1.413 305 640: 25%|██▌ | 2/8 [00:00<00:00, 6.82it/s] 36/50 7.39G 1.361 0.8918 1.413 305 640: 38%|███▊ | 3/8 [00:00<00:00, 7.65it/s] 36/50 7.39G 1.373 0.8949 1.405 321 640: 38%|███▊ | 3/8 [00:00<00:00, 7.65it/s] 36/50 7.39G 1.373 0.8949 1.405 321 640: 50%|█████ | 4/8 [00:00<00:00, 7.46it/s] 36/50 7.39G 1.373 0.896 1.404 377 640: 50%|█████ | 4/8 [00:00<00:00, 7.46it/s] 36/50 7.39G 1.373 0.896 1.404 377 640: 62%|██████▎ | 5/8 [00:00<00:00, 8.07it/s] 36/50 7.39G 1.379 0.9046 1.405 310 640: 62%|██████▎ | 5/8 [00:00<00:00, 8.07it/s] 36/50 7.39G 1.379 0.9046 1.405 310 640: 75%|███████▌ | 6/8 [00:00<00:00, 8.36it/s] 36/50 7.39G 1.383 0.9115 1.415 295 640: 75%|███████▌ | 6/8 [00:00<00:00, 8.36it/s] 36/50 7.39G 1.383 0.9115 1.415 295 640: 88%|████████▊ | 7/8 [00:00<00:00, 8.57it/s] 36/50 7.39G 1.388 0.912 1.421 280 640: 88%|████████▊ | 7/8 [00:01<00:00, 8.57it/s] 36/50 7.39G 1.388 0.912 1.421 280 640: 100%|██████████| 8/8 [00:01<00:00, 8.23it/s] 36/50 7.39G 1.388 0.912 1.421 280 640: 100%|██████████| 8/8 [00:01<00:00, 7.83it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 0%| | 0/1 [00:00<?, ?it/s] Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 1/1 [00:00<00:00, 8.96it/s] Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 1/1 [00:00<00:00, 8.94it/s] all 28 504 0.81 0.843 0.91 0.552
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
0%| | 0/8 [00:00<?, ?it/s] 37/50 7.38G 1.395 0.9542 1.38 322 640: 0%| | 0/8 [00:00<?, ?it/s] 37/50 7.38G 1.395 0.9542 1.38 322 640: 12%|█▎ | 1/8 [00:00<00:01, 4.90it/s] 37/50 7.39G 1.353 0.93 1.368 387 640: 12%|█▎ | 1/8 [00:00<00:01, 4.90it/s] 37/50 7.39G 1.353 0.93 1.368 387 640: 25%|██▌ | 2/8 [00:00<00:00, 6.75it/s] 37/50 7.39G 1.366 0.9251 1.375 357 640: 25%|██▌ | 2/8 [00:00<00:00, 6.75it/s] 37/50 7.39G 1.366 0.9251 1.375 357 640: 38%|███▊ | 3/8 [00:00<00:00, 7.58it/s] 37/50 7.39G 1.381 0.9291 1.407 285 640: 38%|███▊ | 3/8 [00:00<00:00, 7.58it/s] 37/50 7.39G 1.381 0.9291 1.407 285 640: 50%|█████ | 4/8 [00:00<00:00, 7.57it/s] 37/50 7.39G 1.365 0.9167 1.406 298 640: 50%|█████ | 4/8 [00:00<00:00, 7.57it/s] 37/50 7.39G 1.365 0.9167 1.406 298 640: 62%|██████▎ | 5/8 [00:00<00:00, 8.18it/s] 37/50 7.39G 1.36 0.9012 1.395 379 640: 62%|██████▎ | 5/8 [00:00<00:00, 8.18it/s] 37/50 7.39G 1.36 0.9012 1.395 379 640: 75%|███████▌ | 6/8 [00:00<00:00, 8.43it/s] 37/50 7.39G 1.354 0.8948 1.389 335 640: 75%|███████▌ | 6/8 [00:00<00:00, 8.43it/s] 37/50 7.39G 1.354 0.8948 1.389 335 640: 88%|████████▊ | 7/8 [00:00<00:00, 8.62it/s] 37/50 7.39G 1.35 0.8906 1.391 339 640: 88%|████████▊ | 7/8 [00:01<00:00, 8.62it/s] 37/50 7.39G 1.35 0.8906 1.391 339 640: 100%|██████████| 8/8 [00:01<00:00, 8.27it/s] 37/50 7.39G 1.35 0.8906 1.391 339 640: 100%|██████████| 8/8 [00:01<00:00, 7.87it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 0%| | 0/1 [00:00<?, ?it/s] Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 1/1 [00:00<00:00, 9.13it/s] Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 1/1 [00:00<00:00, 9.11it/s] all 28 504 0.772 0.876 0.898 0.58
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
0%| | 0/8 [00:00<?, ?it/s] 38/50 7.37G 1.413 0.8869 1.372 318 640: 0%| | 0/8 [00:00<?, ?it/s] 38/50 7.37G 1.413 0.8869 1.372 318 640: 12%|█▎ | 1/8 [00:00<00:01, 5.04it/s] 38/50 7.38G 1.348 0.8535 1.366 317 640: 12%|█▎ | 1/8 [00:00<00:01, 5.04it/s] 38/50 7.38G 1.348 0.8535 1.366 317 640: 25%|██▌ | 2/8 [00:00<00:00, 6.91it/s] 38/50 7.38G 1.338 0.841 1.363 385 640: 25%|██▌ | 2/8 [00:00<00:00, 6.91it/s] 38/50 7.38G 1.338 0.841 1.363 385 640: 38%|███▊ | 3/8 [00:00<00:00, 7.75it/s] 38/50 7.38G 1.324 0.8348 1.356 344 640: 38%|███▊ | 3/8 [00:00<00:00, 7.75it/s] 38/50 7.38G 1.324 0.8348 1.356 344 640: 50%|█████ | 4/8 [00:00<00:00, 7.66it/s] 38/50 7.38G 1.347 0.8688 1.385 254 640: 50%|█████ | 4/8 [00:00<00:00, 7.66it/s] 38/50 7.38G 1.347 0.8688 1.385 254 640: 62%|██████▎ | 5/8 [00:00<00:00, 8.26it/s] 38/50 7.38G 1.342 0.8745 1.385 300 640: 62%|██████▎ | 5/8 [00:00<00:00, 8.26it/s] 38/50 7.38G 1.342 0.8745 1.385 300 640: 75%|███████▌ | 6/8 [00:00<00:00, 8.48it/s] 38/50 7.38G 1.336 0.873 1.389 309 640: 75%|███████▌ | 6/8 [00:00<00:00, 8.48it/s] 38/50 7.38G 1.336 0.873 1.389 309 640: 88%|████████▊ | 7/8 [00:00<00:00, 8.67it/s] 38/50 7.38G 1.332 0.8678 1.381 416 640: 88%|████████▊ | 7/8 [00:01<00:00, 8.67it/s] 38/50 7.38G 1.332 0.8678 1.381 416 640: 100%|██████████| 8/8 [00:01<00:00, 8.24it/s] 38/50 7.38G 1.332 0.8678 1.381 416 640: 100%|██████████| 8/8 [00:01<00:00, 7.93it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 0%| | 0/1 [00:00<?, ?it/s] Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 1/1 [00:00<00:00, 9.14it/s] Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 1/1 [00:00<00:00, 9.11it/s] all 28 504 0.755 0.885 0.885 0.553
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
0%| | 0/8 [00:00<?, ?it/s] 39/50 7.35G 1.237 0.7989 1.311 378 640: 0%| | 0/8 [00:00<?, ?it/s] 39/50 7.35G 1.237 0.7989 1.311 378 640: 12%|█▎ | 1/8 [00:00<00:01, 5.09it/s] 39/50 7.36G 1.247 0.8279 1.331 317 640: 12%|█▎ | 1/8 [00:00<00:01, 5.09it/s] 39/50 7.36G 1.247 0.8279 1.331 317 640: 25%|██▌ | 2/8 [00:00<00:00, 6.85it/s] 39/50 7.36G 1.255 0.8315 1.315 358 640: 25%|██▌ | 2/8 [00:00<00:00, 6.85it/s] 39/50 7.36G 1.255 0.8315 1.315 358 640: 38%|███▊ | 3/8 [00:00<00:00, 7.71it/s] 39/50 7.36G 1.26 0.8431 1.325 340 640: 38%|███▊ | 3/8 [00:00<00:00, 7.71it/s] 39/50 7.36G 1.26 0.8431 1.325 340 640: 50%|█████ | 4/8 [00:00<00:00, 7.64it/s] 39/50 7.36G 1.27 0.8442 1.333 307 640: 50%|█████ | 4/8 [00:00<00:00, 7.64it/s] 39/50 7.36G 1.27 0.8442 1.333 307 640: 62%|██████▎ | 5/8 [00:00<00:00, 8.24it/s] 39/50 7.36G 1.263 0.8423 1.324 407 640: 62%|██████▎ | 5/8 [00:00<00:00, 8.24it/s] 39/50 7.36G 1.263 0.8423 1.324 407 640: 75%|███████▌ | 6/8 [00:00<00:00, 8.50it/s] 39/50 7.36G 1.267 0.8491 1.323 308 640: 75%|███████▌ | 6/8 [00:00<00:00, 8.50it/s] 39/50 7.36G 1.267 0.8491 1.323 308 640: 88%|████████▊ | 7/8 [00:00<00:00, 8.69it/s] 39/50 7.36G 1.268 0.8471 1.326 345 640: 88%|████████▊ | 7/8 [00:01<00:00, 8.69it/s] 39/50 7.36G 1.268 0.8471 1.326 345 640: 100%|██████████| 8/8 [00:01<00:00, 8.36it/s] 39/50 7.36G 1.268 0.8471 1.326 345 640: 100%|██████████| 8/8 [00:01<00:00, 7.97it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 0%| | 0/1 [00:00<?, ?it/s] Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 1/1 [00:00<00:00, 9.04it/s] Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 1/1 [00:00<00:00, 9.02it/s] all 28 504 0.855 0.869 0.928 0.621
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
0%| | 0/8 [00:00<?, ?it/s] 40/50 7.38G 1.291 0.8433 1.3 389 640: 0%| | 0/8 [00:00<?, ?it/s] 40/50 7.38G 1.291 0.8433 1.3 389 640: 12%|█▎ | 1/8 [00:00<00:01, 4.98it/s] 40/50 7.4G 1.258 0.8564 1.313 249 640: 12%|█▎ | 1/8 [00:00<00:01, 4.98it/s] 40/50 7.4G 1.258 0.8564 1.313 249 640: 25%|██▌ | 2/8 [00:00<00:00, 6.85it/s] 40/50 7.4G 1.266 0.8537 1.334 307 640: 25%|██▌ | 2/8 [00:00<00:00, 6.85it/s] 40/50 7.4G 1.266 0.8537 1.334 307 640: 38%|███▊ | 3/8 [00:00<00:00, 7.72it/s] 40/50 7.4G 1.282 0.8455 1.335 369 640: 38%|███▊ | 3/8 [00:00<00:00, 7.72it/s] 40/50 7.4G 1.282 0.8455 1.335 369 640: 50%|█████ | 4/8 [00:00<00:00, 7.61it/s] 40/50 7.4G 1.279 0.8471 1.345 295 640: 50%|█████ | 4/8 [00:00<00:00, 7.61it/s] 40/50 7.4G 1.279 0.8471 1.345 295 640: 62%|██████▎ | 5/8 [00:00<00:00, 8.16it/s] 40/50 7.4G 1.282 0.8507 1.355 305 640: 62%|██████▎ | 5/8 [00:00<00:00, 8.16it/s] 40/50 7.4G 1.282 0.8507 1.355 305 640: 75%|███████▌ | 6/8 [00:00<00:00, 8.43it/s] 40/50 7.4G 1.28 0.854 1.351 457 640: 75%|███████▌ | 6/8 [00:00<00:00, 8.43it/s] 40/50 7.4G 1.28 0.854 1.351 457 640: 88%|████████▊ | 7/8 [00:00<00:00, 8.61it/s] 40/50 7.4G 1.285 0.8598 1.351 295 640: 88%|████████▊ | 7/8 [00:01<00:00, 8.61it/s] 40/50 7.4G 1.285 0.8598 1.351 295 640: 100%|██████████| 8/8 [00:01<00:00, 8.22it/s] 40/50 7.4G 1.285 0.8598 1.351 295 640: 100%|██████████| 8/8 [00:01<00:00, 7.88it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 0%| | 0/1 [00:00<?, ?it/s] Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 1/1 [00:00<00:00, 9.20it/s] Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 1/1 [00:00<00:00, 9.18it/s] all 28 504 0.829 0.843 0.913 0.579
Closing dataloader mosaic
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
0%| | 0/8 [00:00<?, ?it/s] 41/50 7.27G 1.544 1.004 1.643 219 640: 0%| | 0/8 [00:00<?, ?it/s] 41/50 7.27G 1.544 1.004 1.643 219 640: 12%|█▎ | 1/8 [00:00<00:02, 3.19it/s] 41/50 7.29G 1.44 0.9215 1.5 230 640: 12%|█▎ | 1/8 [00:00<00:02, 3.19it/s] 41/50 7.29G 1.44 0.9215 1.5 230 640: 25%|██▌ | 2/8 [00:00<00:01, 4.95it/s] 41/50 7.29G 1.399 0.9233 1.475 211 640: 25%|██▌ | 2/8 [00:00<00:01, 4.95it/s] 41/50 7.29G 1.399 0.9233 1.475 211 640: 38%|███▊ | 3/8 [00:00<00:01, 3.60it/s] 41/50 7.29G 1.365 0.901 1.437 240 640: 38%|███▊ | 3/8 [00:01<00:01, 3.60it/s] 41/50 7.29G 1.365 0.901 1.437 240 640: 50%|█████ | 4/8 [00:01<00:01, 3.64it/s] 41/50 7.29G 1.347 0.8893 1.415 238 640: 50%|█████ | 4/8 [00:01<00:01, 3.64it/s] 41/50 7.29G 1.347 0.8893 1.415 238 640: 62%|██████▎ | 5/8 [00:01<00:00, 4.65it/s] 41/50 7.29G 1.346 0.8836 1.423 238 640: 62%|██████▎ | 5/8 [00:01<00:00, 4.65it/s] 41/50 7.29G 1.346 0.8836 1.423 238 640: 75%|███████▌ | 6/8 [00:01<00:00, 5.58it/s] 41/50 7.29G 1.35 0.88 1.428 223 640: 75%|███████▌ | 6/8 [00:01<00:00, 5.58it/s] 41/50 7.29G 1.35 0.88 1.428 223 640: 88%|████████▊ | 7/8 [00:01<00:00, 6.38it/s] 41/50 7.29G 1.34 0.8763 1.423 200 640: 88%|████████▊ | 7/8 [00:01<00:00, 6.38it/s] 41/50 7.29G 1.34 0.8763 1.423 200 640: 100%|██████████| 8/8 [00:01<00:00, 6.74it/s] 41/50 7.29G 1.34 0.8763 1.423 200 640: 100%|██████████| 8/8 [00:01<00:00, 5.21it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 0%| | 0/1 [00:00<?, ?it/s] Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 1/1 [00:00<00:00, 8.82it/s] Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 1/1 [00:00<00:00, 8.80it/s] all 28 504 0.875 0.897 0.941 0.644
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
0%| | 0/8 [00:00<?, ?it/s] 42/50 7.28G 1.311 0.8438 1.401 216 640: 0%| | 0/8 [00:00<?, ?it/s] 42/50 7.28G 1.311 0.8438 1.401 216 640: 12%|█▎ | 1/8 [00:00<00:01, 4.84it/s] 42/50 7.29G 1.274 0.8615 1.382 203 640: 12%|█▎ | 1/8 [00:00<00:01, 4.84it/s] 42/50 7.29G 1.274 0.8615 1.382 203 640: 25%|██▌ | 2/8 [00:00<00:00, 6.86it/s] 42/50 7.29G 1.306 0.8549 1.384 230 640: 25%|██▌ | 2/8 [00:00<00:00, 6.86it/s] 42/50 7.29G 1.306 0.8549 1.384 230 640: 38%|███▊ | 3/8 [00:00<00:00, 7.70it/s] 42/50 7.29G 1.296 0.8489 1.385 221 640: 38%|███▊ | 3/8 [00:00<00:00, 7.70it/s] 42/50 7.29G 1.296 0.8489 1.385 221 640: 50%|█████ | 4/8 [00:00<00:00, 7.75it/s] 42/50 7.29G 1.294 0.8412 1.378 229 640: 50%|█████ | 4/8 [00:00<00:00, 7.75it/s] 42/50 7.29G 1.294 0.8412 1.378 229 640: 62%|██████▎ | 5/8 [00:00<00:00, 8.24it/s] 42/50 7.29G 1.309 0.8388 1.379 244 640: 62%|██████▎ | 5/8 [00:00<00:00, 8.24it/s] 42/50 7.29G 1.309 0.8388 1.379 244 640: 75%|███████▌ | 6/8 [00:00<00:00, 8.48it/s] 42/50 7.29G 1.317 0.8365 1.392 234 640: 75%|███████▌ | 6/8 [00:00<00:00, 8.48it/s] 42/50 7.29G 1.317 0.8365 1.392 234 640: 88%|████████▊ | 7/8 [00:00<00:00, 8.71it/s] 42/50 7.29G 1.317 0.8271 1.389 220 640: 88%|████████▊ | 7/8 [00:01<00:00, 8.71it/s] 42/50 7.29G 1.317 0.8271 1.389 220 640: 100%|██████████| 8/8 [00:01<00:00, 8.34it/s] 42/50 7.29G 1.317 0.8271 1.389 220 640: 100%|██████████| 8/8 [00:01<00:00, 7.95it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 0%| | 0/1 [00:00<?, ?it/s] Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 1/1 [00:00<00:00, 8.58it/s] Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 1/1 [00:00<00:00, 8.55it/s] all 28 504 0.852 0.907 0.944 0.64
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
0%| | 0/8 [00:00<?, ?it/s] 43/50 7.28G 1.225 0.7346 1.332 240 640: 0%| | 0/8 [00:00<?, ?it/s] 43/50 7.28G 1.225 0.7346 1.332 240 640: 12%|█▎ | 1/8 [00:00<00:01, 5.14it/s] 43/50 7.29G 1.248 0.7741 1.358 189 640: 12%|█▎ | 1/8 [00:00<00:01, 5.14it/s] 43/50 7.29G 1.248 0.7741 1.358 189 640: 25%|██▌ | 2/8 [00:00<00:00, 7.10it/s] 43/50 7.29G 1.24 0.7936 1.34 237 640: 25%|██▌ | 2/8 [00:00<00:00, 7.10it/s] 43/50 7.29G 1.24 0.7936 1.34 237 640: 38%|███▊ | 3/8 [00:00<00:00, 7.89it/s] 43/50 7.29G 1.276 0.8172 1.363 247 640: 38%|███▊ | 3/8 [00:00<00:00, 7.89it/s] 43/50 7.29G 1.276 0.8172 1.363 247 640: 50%|█████ | 4/8 [00:00<00:00, 7.81it/s] 43/50 7.29G 1.285 0.8065 1.385 232 640: 50%|█████ | 4/8 [00:00<00:00, 7.81it/s] 43/50 7.29G 1.285 0.8065 1.385 232 640: 62%|██████▎ | 5/8 [00:00<00:00, 8.32it/s] 43/50 7.29G 1.295 0.8055 1.405 218 640: 62%|██████▎ | 5/8 [00:00<00:00, 8.32it/s] 43/50 7.29G 1.295 0.8055 1.405 218 640: 75%|███████▌ | 6/8 [00:00<00:00, 8.60it/s] 43/50 7.29G 1.286 0.8012 1.399 243 640: 75%|███████▌ | 6/8 [00:00<00:00, 8.60it/s] 43/50 7.29G 1.286 0.8012 1.399 243 640: 88%|████████▊ | 7/8 [00:00<00:00, 8.78it/s] 43/50 7.29G 1.285 0.8041 1.39 203 640: 88%|████████▊ | 7/8 [00:00<00:00, 8.78it/s] 43/50 7.29G 1.285 0.8041 1.39 203 640: 100%|██████████| 8/8 [00:00<00:00, 8.46it/s] 43/50 7.29G 1.285 0.8041 1.39 203 640: 100%|██████████| 8/8 [00:00<00:00, 8.09it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 0%| | 0/1 [00:00<?, ?it/s] Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 1/1 [00:00<00:00, 8.80it/s] Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 1/1 [00:00<00:00, 8.78it/s] all 28 504 0.881 0.894 0.947 0.631
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
0%| | 0/8 [00:00<?, ?it/s] 44/50 7.27G 1.345 0.79 1.451 230 640: 0%| | 0/8 [00:00<?, ?it/s] 44/50 7.27G 1.345 0.79 1.451 230 640: 12%|█▎ | 1/8 [00:00<00:01, 5.09it/s] 44/50 7.28G 1.241 0.748 1.372 211 640: 12%|█▎ | 1/8 [00:00<00:01, 5.09it/s] 44/50 7.28G 1.241 0.748 1.372 211 640: 25%|██▌ | 2/8 [00:00<00:00, 7.04it/s] 44/50 7.28G 1.275 0.7751 1.385 209 640: 25%|██▌ | 2/8 [00:00<00:00, 7.04it/s] 44/50 7.28G 1.275 0.7751 1.385 209 640: 38%|███▊ | 3/8 [00:00<00:00, 7.85it/s] 44/50 7.28G 1.304 0.7846 1.406 227 640: 38%|███▊ | 3/8 [00:00<00:00, 7.85it/s] 44/50 7.28G 1.304 0.7846 1.406 227 640: 50%|█████ | 4/8 [00:00<00:00, 7.88it/s] 44/50 7.28G 1.279 0.773 1.388 241 640: 50%|█████ | 4/8 [00:00<00:00, 7.88it/s] 44/50 7.28G 1.279 0.773 1.388 241 640: 62%|██████▎ | 5/8 [00:00<00:00, 8.35it/s] 44/50 7.28G 1.257 0.773 1.378 253 640: 62%|██████▎ | 5/8 [00:00<00:00, 8.35it/s] 44/50 7.28G 1.257 0.773 1.378 253 640: 75%|███████▌ | 6/8 [00:00<00:00, 8.65it/s] 44/50 7.28G 1.241 0.7758 1.366 255 640: 75%|███████▌ | 6/8 [00:00<00:00, 8.65it/s] 44/50 7.28G 1.241 0.7758 1.366 255 640: 88%|████████▊ | 7/8 [00:00<00:00, 8.87it/s] 44/50 7.28G 1.24 0.7742 1.358 188 640: 88%|████████▊ | 7/8 [00:00<00:00, 8.87it/s] 44/50 7.28G 1.24 0.7742 1.358 188 640: 100%|██████████| 8/8 [00:00<00:00, 8.56it/s] 44/50 7.28G 1.24 0.7742 1.358 188 640: 100%|██████████| 8/8 [00:00<00:00, 8.13it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 0%| | 0/1 [00:00<?, ?it/s] Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 1/1 [00:00<00:00, 8.53it/s] Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 1/1 [00:00<00:00, 8.51it/s] all 28 504 0.886 0.873 0.947 0.656
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
0%| | 0/8 [00:00<?, ?it/s] 45/50 7.27G 1.358 0.7488 1.307 263 640: 0%| | 0/8 [00:00<?, ?it/s] 45/50 7.27G 1.358 0.7488 1.307 263 640: 12%|█▎ | 1/8 [00:00<00:01, 5.17it/s] 45/50 7.28G 1.273 0.7626 1.31 228 640: 12%|█▎ | 1/8 [00:00<00:01, 5.17it/s] 45/50 7.28G 1.273 0.7626 1.31 228 640: 25%|██▌ | 2/8 [00:00<00:00, 7.11it/s] 45/50 7.28G 1.286 0.8098 1.364 204 640: 25%|██▌ | 2/8 [00:00<00:00, 7.11it/s] 45/50 7.28G 1.286 0.8098 1.364 204 640: 38%|███▊ | 3/8 [00:00<00:00, 7.96it/s] 45/50 7.28G 1.273 0.8006 1.354 180 640: 38%|███▊ | 3/8 [00:00<00:00, 7.96it/s] 45/50 7.28G 1.273 0.8006 1.354 180 640: 50%|█████ | 4/8 [00:00<00:00, 7.94it/s] 45/50 7.28G 1.282 0.7902 1.357 234 640: 50%|█████ | 4/8 [00:00<00:00, 7.94it/s] 45/50 7.28G 1.282 0.7902 1.357 234 640: 62%|██████▎ | 5/8 [00:00<00:00, 8.42it/s] 45/50 7.28G 1.266 0.7827 1.359 232 640: 62%|██████▎ | 5/8 [00:00<00:00, 8.42it/s] 45/50 7.28G 1.266 0.7827 1.359 232 640: 75%|███████▌ | 6/8 [00:00<00:00, 8.69it/s] 45/50 7.28G 1.263 0.7841 1.361 214 640: 75%|███████▌ | 6/8 [00:00<00:00, 8.69it/s] 45/50 7.28G 1.263 0.7841 1.361 214 640: 88%|████████▊ | 7/8 [00:00<00:00, 8.86it/s] 45/50 7.28G 1.249 0.7783 1.352 240 640: 88%|████████▊ | 7/8 [00:00<00:00, 8.86it/s] 45/50 7.28G 1.249 0.7783 1.352 240 640: 100%|██████████| 8/8 [00:00<00:00, 8.55it/s] 45/50 7.28G 1.249 0.7783 1.352 240 640: 100%|██████████| 8/8 [00:00<00:00, 8.17it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 0%| | 0/1 [00:00<?, ?it/s] Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 1/1 [00:00<00:00, 8.57it/s] Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 1/1 [00:00<00:00, 8.55it/s] all 28 504 0.883 0.894 0.95 0.666
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
0%| | 0/8 [00:00<?, ?it/s] 46/50 7.28G 1.035 0.671 1.206 216 640: 0%| | 0/8 [00:00<?, ?it/s] 46/50 7.28G 1.035 0.671 1.206 216 640: 12%|█▎ | 1/8 [00:00<00:01, 5.12it/s] 46/50 7.29G 1.073 0.7069 1.265 235 640: 12%|█▎ | 1/8 [00:00<00:01, 5.12it/s] 46/50 7.29G 1.073 0.7069 1.265 235 640: 25%|██▌ | 2/8 [00:00<00:00, 7.01it/s] 46/50 7.29G 1.108 0.7357 1.284 209 640: 25%|██▌ | 2/8 [00:00<00:00, 7.01it/s] 46/50 7.29G 1.108 0.7357 1.284 209 640: 38%|███▊ | 3/8 [00:00<00:00, 7.81it/s] 46/50 7.29G 1.138 0.7486 1.303 237 640: 38%|███▊ | 3/8 [00:00<00:00, 7.81it/s] 46/50 7.29G 1.138 0.7486 1.303 237 640: 50%|█████ | 4/8 [00:00<00:00, 7.84it/s] 46/50 7.29G 1.181 0.7539 1.32 194 640: 50%|█████ | 4/8 [00:00<00:00, 7.84it/s] 46/50 7.29G 1.181 0.7539 1.32 194 640: 62%|██████▎ | 5/8 [00:00<00:00, 8.29it/s] 46/50 7.29G 1.168 0.7388 1.312 228 640: 62%|██████▎ | 5/8 [00:00<00:00, 8.29it/s] 46/50 7.29G 1.168 0.7388 1.312 228 640: 75%|███████▌ | 6/8 [00:00<00:00, 8.59it/s] 46/50 7.29G 1.157 0.7275 1.297 257 640: 75%|███████▌ | 6/8 [00:00<00:00, 8.59it/s] 46/50 7.29G 1.157 0.7275 1.297 257 640: 88%|████████▊ | 7/8 [00:00<00:00, 8.77it/s] 46/50 7.29G 1.163 0.7299 1.303 203 640: 88%|████████▊ | 7/8 [00:00<00:00, 8.77it/s] 46/50 7.29G 1.163 0.7299 1.303 203 640: 100%|██████████| 8/8 [00:00<00:00, 8.36it/s] 46/50 7.29G 1.163 0.7299 1.303 203 640: 100%|██████████| 8/8 [00:00<00:00, 8.03it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 0%| | 0/1 [00:00<?, ?it/s] Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 1/1 [00:00<00:00, 9.24it/s] Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 1/1 [00:00<00:00, 9.22it/s] all 28 504 0.894 0.918 0.955 0.681
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
0%| | 0/8 [00:00<?, ?it/s] 47/50 7.27G 1.278 0.7689 1.446 203 640: 0%| | 0/8 [00:00<?, ?it/s] 47/50 7.27G 1.278 0.7689 1.446 203 640: 12%|█▎ | 1/8 [00:00<00:01, 4.93it/s] 47/50 7.28G 1.192 0.7361 1.346 226 640: 12%|█▎ | 1/8 [00:00<00:01, 4.93it/s] 47/50 7.28G 1.192 0.7361 1.346 226 640: 25%|██▌ | 2/8 [00:00<00:00, 6.90it/s] 47/50 7.28G 1.163 0.7248 1.332 209 640: 25%|██▌ | 2/8 [00:00<00:00, 6.90it/s] 47/50 7.28G 1.163 0.7248 1.332 209 640: 38%|███▊ | 3/8 [00:00<00:00, 7.73it/s] 47/50 7.28G 1.163 0.7259 1.314 230 640: 38%|███▊ | 3/8 [00:00<00:00, 7.73it/s] 47/50 7.28G 1.163 0.7259 1.314 230 640: 50%|█████ | 4/8 [00:00<00:00, 7.76it/s] 47/50 7.28G 1.186 0.7302 1.335 242 640: 50%|█████ | 4/8 [00:00<00:00, 7.76it/s] 47/50 7.28G 1.186 0.7302 1.335 242 640: 62%|██████▎ | 5/8 [00:00<00:00, 8.30it/s] 47/50 7.28G 1.188 0.7224 1.33 212 640: 62%|██████▎ | 5/8 [00:00<00:00, 8.30it/s] 47/50 7.28G 1.188 0.7224 1.33 212 640: 75%|███████▌ | 6/8 [00:00<00:00, 8.58it/s] 47/50 7.28G 1.174 0.7159 1.314 238 640: 75%|███████▌ | 6/8 [00:00<00:00, 8.58it/s] 47/50 7.28G 1.174 0.7159 1.314 238 640: 88%|████████▊ | 7/8 [00:00<00:00, 8.77it/s] 47/50 7.28G 1.165 0.7107 1.306 245 640: 88%|████████▊ | 7/8 [00:00<00:00, 8.77it/s] 47/50 7.28G 1.165 0.7107 1.306 245 640: 100%|██████████| 8/8 [00:00<00:00, 8.42it/s] 47/50 7.28G 1.165 0.7107 1.306 245 640: 100%|██████████| 8/8 [00:00<00:00, 8.01it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 0%| | 0/1 [00:00<?, ?it/s] Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 1/1 [00:00<00:00, 8.88it/s] Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 1/1 [00:00<00:00, 8.86it/s] all 28 504 0.897 0.927 0.959 0.702
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
0%| | 0/8 [00:00<?, ?it/s] 48/50 7.23G 1.147 0.6907 1.357 231 640: 0%| | 0/8 [00:00<?, ?it/s] 48/50 7.23G 1.147 0.6907 1.357 231 640: 12%|█▎ | 1/8 [00:00<00:01, 5.21it/s] 48/50 7.24G 1.124 0.6953 1.311 210 640: 12%|█▎ | 1/8 [00:00<00:01, 5.21it/s] 48/50 7.24G 1.124 0.6953 1.311 210 640: 25%|██▌ | 2/8 [00:00<00:00, 7.04it/s] 48/50 7.24G 1.141 0.7072 1.306 244 640: 25%|██▌ | 2/8 [00:00<00:00, 7.04it/s] 48/50 7.24G 1.141 0.7072 1.306 244 640: 38%|███▊ | 3/8 [00:00<00:00, 7.87it/s] 48/50 7.24G 1.168 0.7208 1.32 222 640: 38%|███▊ | 3/8 [00:00<00:00, 7.87it/s] 48/50 7.24G 1.168 0.7208 1.32 222 640: 50%|█████ | 4/8 [00:00<00:00, 7.91it/s] 48/50 7.24G 1.155 0.7245 1.308 226 640: 50%|█████ | 4/8 [00:00<00:00, 7.91it/s] 48/50 7.24G 1.155 0.7245 1.308 226 640: 62%|██████▎ | 5/8 [00:00<00:00, 8.39it/s] 48/50 7.24G 1.15 0.7203 1.295 194 640: 62%|██████▎ | 5/8 [00:00<00:00, 8.39it/s] 48/50 7.24G 1.15 0.7203 1.295 194 640: 75%|███████▌ | 6/8 [00:00<00:00, 8.63it/s] 48/50 7.24G 1.161 0.7211 1.291 209 640: 75%|███████▌ | 6/8 [00:00<00:00, 8.63it/s] 48/50 7.24G 1.161 0.7211 1.291 209 640: 88%|████████▊ | 7/8 [00:00<00:00, 8.81it/s] 48/50 7.24G 1.15 0.7111 1.282 251 640: 88%|████████▊ | 7/8 [00:00<00:00, 8.81it/s] 48/50 7.24G 1.15 0.7111 1.282 251 640: 100%|██████████| 8/8 [00:00<00:00, 8.28it/s] 48/50 7.24G 1.15 0.7111 1.282 251 640: 100%|██████████| 8/8 [00:00<00:00, 8.04it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 0%| | 0/1 [00:00<?, ?it/s] Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 1/1 [00:00<00:00, 9.24it/s] Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 1/1 [00:00<00:00, 9.22it/s] all 28 504 0.903 0.925 0.964 0.714
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
0%| | 0/8 [00:00<?, ?it/s] 49/50 7.28G 1.014 0.6456 1.214 235 640: 0%| | 0/8 [00:00<?, ?it/s] 49/50 7.28G 1.014 0.6456 1.214 235 640: 12%|█▎ | 1/8 [00:00<00:01, 5.85it/s] 49/50 7.29G 1.135 0.6941 1.244 236 640: 12%|█▎ | 1/8 [00:00<00:01, 5.85it/s] 49/50 7.29G 1.135 0.6941 1.244 236 640: 25%|██▌ | 2/8 [00:00<00:00, 7.49it/s] 49/50 7.29G 1.096 0.6912 1.241 251 640: 25%|██▌ | 2/8 [00:00<00:00, 7.49it/s] 49/50 7.29G 1.096 0.6912 1.241 251 640: 38%|███▊ | 3/8 [00:00<00:00, 8.18it/s] 49/50 7.29G 1.082 0.6815 1.24 233 640: 38%|███▊ | 3/8 [00:00<00:00, 8.18it/s] 49/50 7.29G 1.082 0.6815 1.24 233 640: 50%|█████ | 4/8 [00:00<00:00, 8.09it/s] 49/50 7.29G 1.077 0.673 1.243 206 640: 50%|█████ | 4/8 [00:00<00:00, 8.09it/s] 49/50 7.29G 1.077 0.673 1.243 206 640: 62%|██████▎ | 5/8 [00:00<00:00, 8.53it/s] 49/50 7.29G 1.077 0.6687 1.242 232 640: 62%|██████▎ | 5/8 [00:00<00:00, 8.53it/s] 49/50 7.29G 1.077 0.6687 1.242 232 640: 75%|███████▌ | 6/8 [00:00<00:00, 8.92it/s] 49/50 7.29G 1.115 0.6938 1.265 200 640: 75%|███████▌ | 6/8 [00:00<00:00, 8.92it/s] 49/50 7.29G 1.115 0.6938 1.265 200 640: 88%|████████▊ | 7/8 [00:00<00:00, 9.12it/s] 49/50 7.29G 1.121 0.6967 1.266 212 640: 88%|████████▊ | 7/8 [00:00<00:00, 9.12it/s] 49/50 7.29G 1.121 0.6967 1.266 212 640: 100%|██████████| 8/8 [00:00<00:00, 8.73it/s] 49/50 7.29G 1.121 0.6967 1.266 212 640: 100%|██████████| 8/8 [00:00<00:00, 8.41it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 0%| | 0/1 [00:00<?, ?it/s] Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 1/1 [00:00<00:00, 9.17it/s] Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 1/1 [00:00<00:00, 9.15it/s] all 28 504 0.906 0.925 0.965 0.713
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
0%| | 0/8 [00:00<?, ?it/s] 50/50 7.27G 1.095 0.6379 1.262 231 640: 0%| | 0/8 [00:00<?, ?it/s] 50/50 7.27G 1.095 0.6379 1.262 231 640: 12%|█▎ | 1/8 [00:00<00:01, 4.96it/s] 50/50 7.28G 1.159 0.6891 1.308 232 640: 12%|█▎ | 1/8 [00:00<00:01, 4.96it/s] 50/50 7.28G 1.159 0.6891 1.308 232 640: 25%|██▌ | 2/8 [00:00<00:00, 6.74it/s] 50/50 7.28G 1.168 0.7016 1.31 218 640: 25%|██▌ | 2/8 [00:00<00:00, 6.74it/s] 50/50 7.28G 1.168 0.7016 1.31 218 640: 38%|███▊ | 3/8 [00:00<00:00, 7.70it/s] 50/50 7.28G 1.141 0.6819 1.285 205 640: 38%|███▊ | 3/8 [00:00<00:00, 7.70it/s] 50/50 7.28G 1.141 0.6819 1.285 205 640: 50%|█████ | 4/8 [00:00<00:00, 7.69it/s] 50/50 7.28G 1.141 0.6803 1.274 258 640: 50%|█████ | 4/8 [00:00<00:00, 7.69it/s] 50/50 7.28G 1.141 0.6803 1.274 258 640: 62%|██████▎ | 5/8 [00:00<00:00, 8.25it/s] 50/50 7.28G 1.115 0.667 1.252 217 640: 62%|██████▎ | 5/8 [00:00<00:00, 8.25it/s] 50/50 7.28G 1.115 0.667 1.252 217 640: 75%|███████▌ | 6/8 [00:00<00:00, 8.56it/s] 50/50 7.28G 1.114 0.6686 1.252 215 640: 75%|███████▌ | 6/8 [00:00<00:00, 8.56it/s] 50/50 7.28G 1.114 0.6686 1.252 215 640: 88%|████████▊ | 7/8 [00:00<00:00, 8.79it/s] 50/50 7.28G 1.103 0.6634 1.246 232 640: 88%|████████▊ | 7/8 [00:01<00:00, 8.79it/s] 50/50 7.28G 1.103 0.6634 1.246 232 640: 100%|██████████| 8/8 [00:01<00:00, 8.44it/s] 50/50 7.28G 1.103 0.6634 1.246 232 640: 100%|██████████| 8/8 [00:01<00:00, 7.99it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 0%| | 0/1 [00:00<?, ?it/s] Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 1/1 [00:00<00:00, 9.16it/s] Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 1/1 [00:00<00:00, 9.13it/s] all 28 504 0.907 0.93 0.966 0.713
50 epochs completed in 0.029 hours.
Optimizer stripped from runs/detect/train9/weights/last.pt, 52.0MB
Optimizer stripped from runs/detect/train9/weights/best.pt, 52.0MB
Validating runs/detect/train9/weights/best.pt...
Ultralytics YOLOv8.1.13 🚀 Python-3.8.18 torch-2.1.1+cu121 CUDA:0 (NVIDIA A100 80GB PCIe, 81050MiB)
Model summary (fused): 218 layers, 25840339 parameters, 0 gradients, 78.7 GFLOPs
Class Images Instances Box(P R mAP50 mAP50-95): 0%| | 0/1 [00:00<?, ?it/s] Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 1/1 [00:00<00:00, 5.95it/s] Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 1/1 [00:00<00:00, 5.94it/s] all 28 504 0.902 0.925 0.964 0.713
Speed: 0.1ms preprocess, 1.6ms inference, 0.0ms loss, 0.5ms postprocess per image
Results saved to [1mruns/detect/train9[0m
wandb: - 57.754 MB of 57.754 MB uploadedwandb: \ 57.754 MB of 57.754 MB uploadedwandb: | 57.798 MB of 57.798 MB uploadedwandb:
wandb:
wandb: Run history:
wandb: lr/pg0 ▁▂▃▃▅▅▆▆▇████▇▇▇▇▆▆▆▆▅▅▅▅▅▄▄▄▄▃▃▃▃▂▂▂▂▁▁
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wandb: lr/pg2 ▁▂▃▃▅▅▆▆▇████▇▇▇▇▆▆▆▆▅▅▅▅▅▄▄▄▄▃▃▃▃▂▂▂▂▁▁
wandb: metrics/mAP50(B) ▁▄▃▄▁▁▁▂▁▁▄▃▆▃▅▆▅▆▇▇▇▇▇▇▇▇▇▇██▇█████████
wandb: metrics/mAP50-95(B) ▁▂▂▃▁▁▁▁▁▁▃▂▄▂▃▄▄▄▅▆▆▆▆▆▆▆▆▆▆▇▆▇▇▇▇▇████
wandb: metrics/precision(B) ▁▄▄▆▁▁▁▂▁▁▅▃▆▄▅▅▅▆▆▇▇▇▇▇▇▇▇▇▇▇▇█████████
wandb: metrics/recall(B) ▁▃▅▃▁▁▁▃▂▁▃▃▆▂▄▅▅▅▆▆▆▇▇▇▇▇▆▇▇▇█▇███▇████
wandb: model/GFLOPs ▁
wandb: model/parameters ▁
wandb: model/speed_PyTorch(ms) ▁
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wandb:
wandb: Run summary:
wandb: lr/pg0 0.0001
wandb: lr/pg1 0.0001
wandb: lr/pg2 0.0001
wandb: metrics/mAP50(B) 0.96425
wandb: metrics/mAP50-95(B) 0.71314
wandb: metrics/precision(B) 0.90221
wandb: metrics/recall(B) 0.9246
wandb: model/GFLOPs 79.066
wandb: model/parameters 25856899
wandb: model/speed_PyTorch(ms) 4.315
wandb: train/box_loss 1.10282
wandb: train/cls_loss 0.66344
wandb: train/dfl_loss 1.24643
wandb: val/box_loss 0.99245
wandb: val/cls_loss 0.58966
wandb: val/dfl_loss 1.19902
wandb:
wandb: 🚀 View run train9 at: https://wandb.ai/fin-jason20/YOLOv8/runs/5iyl73ry
wandb: ️⚡ View job at https://wandb.ai/fin-jason20/YOLOv8/jobs/QXJ0aWZhY3RDb2xsZWN0aW9uOjE0MTIzNTExMg==/version_details/v5
wandb: Synced 6 W&B file(s), 20 media file(s), 5 artifact file(s) and 0 other file(s)
wandb: Find logs at: ./wandb/run-20240228_212346-5iyl73ry/logs
Ultralytics YOLOv8.1.13 🚀 Python-3.8.18 torch-2.1.1+cu121 CUDA:0 (NVIDIA A100 80GB PCIe, 81050MiB)
Model summary (fused): 218 layers, 25840339 parameters, 0 gradients, 78.7 GFLOPs
[34m[1mval: [0mScanning /scratch/gilbreth/jpfinley/ultralytics/datasets/astro/valid/labels.cache... 28 images, 0 backgrounds, 0 corrupt: 100%|██████████| 28/28 [00:00<?, ?it/s][34m[1mval: [0mScanning /scratch/gilbreth/jpfinley/ultralytics/datasets/astro/valid/labels.cache... 28 images, 0 backgrounds, 0 corrupt: 100%|██████████| 28/28 [00:00<?, ?it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 0%| | 0/2 [00:00<?, ?it/s] Class Images Instances Box(P R mAP50 mAP50-95): 50%|█████ | 1/2 [00:00<00:00, 3.36it/s] Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 2/2 [00:01<00:00, 1.29it/s] Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 2/2 [00:01<00:00, 1.42it/s] all 28 504 0.902 0.925 0.964 0.714
Speed: 0.1ms preprocess, 36.1ms inference, 0.0ms loss, 7.2ms postprocess per image
Results saved to [1mruns/detect/train92[0m
ultralytics.utils.metrics.DetMetrics object with attributes:
ap_class_index: array([0])
box: ultralytics.utils.metrics.Metric object
confusion_matrix: <ultralytics.utils.metrics.ConfusionMatrix object at 0x2b9bc62d1cd0>
curves: ['Precision-Recall(B)', 'F1-Confidence(B)', 'Precision-Confidence(B)', 'Recall-Confidence(B)']
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fitness: 0.7386209242912424
keys: ['metrics/precision(B)', 'metrics/recall(B)', 'metrics/mAP50(B)', 'metrics/mAP50-95(B)']
maps: array([ 0.71356])
names: {0: 'microglia'}
plot: True
results_dict: {'metrics/precision(B)': 0.9022621005035516, 'metrics/recall(B)': 0.9246031746031746, 'metrics/mAP50(B)': 0.9642130843049846, 'metrics/mAP50-95(B)': 0.7135551287341599, 'fitness': 0.7386209242912424}
save_dir: PosixPath('runs/detect/train92')
speed: {'preprocess': 0.09084599358694893, 'inference': 36.139070987701416, 'loss': 0.000808920179094587, 'postprocess': 7.1929097175598145}
task: 'detect'