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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=yolov8s.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=train7, 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/train7
Overriding model.yaml nc=80 with nc=1
from n params module arguments
0 -1 1 928 ultralytics.nn.modules.conv.Conv [3, 32, 3, 2]
1 -1 1 18560 ultralytics.nn.modules.conv.Conv [32, 64, 3, 2]
2 -1 1 29056 ultralytics.nn.modules.block.C2f [64, 64, 1, True]
3 -1 1 73984 ultralytics.nn.modules.conv.Conv [64, 128, 3, 2]
4 -1 2 197632 ultralytics.nn.modules.block.C2f [128, 128, 2, True]
5 -1 1 295424 ultralytics.nn.modules.conv.Conv [128, 256, 3, 2]
6 -1 2 788480 ultralytics.nn.modules.block.C2f [256, 256, 2, True]
7 -1 1 1180672 ultralytics.nn.modules.conv.Conv [256, 512, 3, 2]
8 -1 1 1838080 ultralytics.nn.modules.block.C2f [512, 512, 1, True]
9 -1 1 656896 ultralytics.nn.modules.block.SPPF [512, 512, 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 1 591360 ultralytics.nn.modules.block.C2f [768, 256, 1]
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 1 148224 ultralytics.nn.modules.block.C2f [384, 128, 1]
16 -1 1 147712 ultralytics.nn.modules.conv.Conv [128, 128, 3, 2]
17 [-1, 12] 1 0 ultralytics.nn.modules.conv.Concat [1]
18 -1 1 493056 ultralytics.nn.modules.block.C2f [384, 256, 1]
19 -1 1 590336 ultralytics.nn.modules.conv.Conv [256, 256, 3, 2]
20 [-1, 9] 1 0 ultralytics.nn.modules.conv.Concat [1]
21 -1 1 1969152 ultralytics.nn.modules.block.C2f [768, 512, 1]
22 [15, 18, 21] 1 2116435 ultralytics.nn.modules.head.Detect [1, [128, 256, 512]]
Model summary: 225 layers, 11135987 parameters, 11135971 gradients, 28.6 GFLOPs
Transferred 349/355 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_211218-0urspfbu
wandb: Run `wandb offline` to turn off syncing.
wandb: Syncing run train7
wandb: ⭐️ View project at https://wandb.ai/fin-jason20/YOLOv8
wandb: 🚀 View run at https://wandb.ai/fin-jason20/YOLOv8/runs/0urspfbu
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/train7/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 57 weight(decay=0.0), 64 weight(decay=0.0005), 63 bias(decay=0.0)
Image sizes 640 train, 640 val
Using 8 dataloader workers
Logging results to [1mruns/detect/train7[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 3.87G 3.369 4.35 2.612 370 640: 0%| | 0/8 [00:00<?, ?it/s] 1/50 3.87G 3.369 4.35 2.612 370 640: 12%|█▎ | 1/8 [00:00<00:04, 1.64it/s] 1/50 3.87G 3.418 4.388 2.645 331 640: 12%|█▎ | 1/8 [00:00<00:04, 1.64it/s] 1/50 3.87G 3.418 4.388 2.645 331 640: 25%|██▌ | 2/8 [00:00<00:02, 2.25it/s] 1/50 3.87G 3.473 4.311 2.739 342 640: 25%|██▌ | 2/8 [00:01<00:02, 2.25it/s] 1/50 3.87G 3.473 4.311 2.739 342 640: 38%|███▊ | 3/8 [00:01<00:01, 2.62it/s] 1/50 3.87G 3.477 4.248 2.726 294 640: 38%|███▊ | 3/8 [00:01<00:01, 2.62it/s] 1/50 3.87G 3.477 4.248 2.726 294 640: 50%|█████ | 4/8 [00:01<00:01, 2.83it/s] 1/50 3.87G 3.477 4.202 2.717 374 640: 50%|█████ | 4/8 [00:01<00:01, 2.83it/s] 1/50 3.87G 3.483 4.201 2.724 381 640: 50%|█████ | 4/8 [00:01<00:01, 2.83it/s] 1/50 3.87G 3.483 4.201 2.724 381 640: 75%|███████▌ | 6/8 [00:01<00:00, 4.80it/s] 1/50 3.87G 3.453 4.181 2.72 354 640: 75%|███████▌ | 6/8 [00:01<00:00, 4.80it/s] 1/50 3.87G 3.452 4.161 2.723 333 640: 75%|███████▌ | 6/8 [00:01<00:00, 4.80it/s] 1/50 3.87G 3.452 4.161 2.723 333 640: 100%|██████████| 8/8 [00:01<00:00, 6.60it/s] 1/50 3.87G 3.452 4.161 2.723 333 640: 100%|██████████| 8/8 [00:01<00:00, 4.28it/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, 5.27it/s] Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 1/1 [00:00<00:00, 5.26it/s] all 28 504 0.00845 0.141 0.00483 0.00109
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
0%| | 0/8 [00:00<?, ?it/s] 2/50 3.94G 3.314 4.029 2.712 242 640: 0%| | 0/8 [00:00<?, ?it/s] 2/50 3.94G 3.314 4.029 2.712 242 640: 12%|█▎ | 1/8 [00:00<00:01, 5.29it/s] 2/50 3.94G 3.302 4.001 2.617 401 640: 12%|█▎ | 1/8 [00:00<00:01, 5.29it/s] 2/50 3.94G 3.254 3.889 2.597 330 640: 12%|█▎ | 1/8 [00:00<00:01, 5.29it/s] 2/50 3.94G 3.254 3.889 2.597 330 640: 38%|███▊ | 3/8 [00:00<00:00, 9.39it/s] 2/50 3.94G 3.221 3.742 2.576 326 640: 38%|███▊ | 3/8 [00:00<00:00, 9.39it/s] 2/50 3.94G 3.149 3.648 2.506 332 640: 38%|███▊ | 3/8 [00:00<00:00, 9.39it/s] 2/50 3.94G 3.149 3.648 2.506 332 640: 62%|██████▎ | 5/8 [00:00<00:00, 10.76it/s] 2/50 3.94G 3.064 3.511 2.448 343 640: 62%|██████▎ | 5/8 [00:00<00:00, 10.76it/s] 2/50 3.94G 2.966 3.383 2.385 380 640: 62%|██████▎ | 5/8 [00:00<00:00, 10.76it/s] 2/50 3.94G 2.966 3.383 2.385 380 640: 88%|████████▊ | 7/8 [00:00<00:00, 11.44it/s] 2/50 3.94G 2.888 3.266 2.338 373 640: 88%|████████▊ | 7/8 [00:00<00:00, 11.44it/s] 2/50 3.94G 2.888 3.266 2.338 373 640: 100%|██████████| 8/8 [00:00<00:00, 10.73it/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, 7.58it/s] Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 1/1 [00:00<00:00, 7.55it/s] all 28 504 0.175 0.321 0.133 0.0386
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
0%| | 0/8 [00:00<?, ?it/s] 3/50 3.93G 2.242 2.293 1.876 353 640: 0%| | 0/8 [00:00<?, ?it/s] 3/50 3.93G 2.242 2.293 1.876 353 640: 12%|█▎ | 1/8 [00:00<00:00, 7.37it/s] 3/50 3.93G 2.193 2.218 1.903 277 640: 12%|█▎ | 1/8 [00:00<00:00, 7.37it/s] 3/50 3.94G 2.183 2.162 1.872 342 640: 12%|█▎ | 1/8 [00:00<00:00, 7.37it/s] 3/50 3.94G 2.183 2.162 1.872 342 640: 38%|███▊ | 3/8 [00:00<00:00, 10.99it/s] 3/50 3.94G 2.194 2.13 1.853 292 640: 38%|███▊ | 3/8 [00:00<00:00, 10.99it/s] 3/50 3.94G 2.194 2.111 1.833 340 640: 38%|███▊ | 3/8 [00:00<00:00, 10.99it/s] 3/50 3.94G 2.194 2.111 1.833 340 640: 62%|██████▎ | 5/8 [00:00<00:00, 12.10it/s] 3/50 3.94G 2.155 2.053 1.814 411 640: 62%|██████▎ | 5/8 [00:00<00:00, 12.10it/s] 3/50 3.94G 2.135 2.032 1.801 308 640: 62%|██████▎ | 5/8 [00:00<00:00, 12.10it/s] 3/50 3.94G 2.135 2.032 1.801 308 640: 88%|████████▊ | 7/8 [00:00<00:00, 12.71it/s] 3/50 3.94G 2.106 1.997 1.784 391 640: 88%|████████▊ | 7/8 [00:00<00:00, 12.71it/s] 3/50 3.94G 2.106 1.997 1.784 391 640: 100%|██████████| 8/8 [00:00<00:00, 12.32it/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, 9.80it/s] Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 1/1 [00:00<00:00, 9.77it/s] all 28 504 0.3 0.308 0.205 0.0533
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
0%| | 0/8 [00:00<?, ?it/s] 4/50 3.95G 1.967 1.821 1.716 308 640: 0%| | 0/8 [00:00<?, ?it/s] 4/50 3.95G 1.967 1.821 1.716 308 640: 12%|█▎ | 1/8 [00:00<00:00, 7.99it/s] 4/50 3.95G 1.953 1.86 1.701 266 640: 12%|█▎ | 1/8 [00:00<00:00, 7.99it/s] 4/50 3.96G 1.963 1.854 1.708 329 640: 12%|█▎ | 1/8 [00:00<00:00, 7.99it/s] 4/50 3.96G 1.963 1.854 1.708 329 640: 38%|███▊ | 3/8 [00:00<00:00, 11.41it/s] 4/50 3.96G 1.951 1.905 1.682 344 640: 38%|███▊ | 3/8 [00:00<00:00, 11.41it/s] 4/50 3.96G 1.955 1.886 1.687 364 640: 38%|███▊ | 3/8 [00:00<00:00, 11.41it/s] 4/50 3.96G 1.955 1.886 1.687 364 640: 62%|██████▎ | 5/8 [00:00<00:00, 12.45it/s] 4/50 3.96G 1.945 1.875 1.685 403 640: 62%|██████▎ | 5/8 [00:00<00:00, 12.45it/s] 4/50 3.96G 1.932 1.882 1.681 328 640: 62%|██████▎ | 5/8 [00:00<00:00, 12.45it/s] 4/50 3.96G 1.932 1.882 1.681 328 640: 88%|████████▊ | 7/8 [00:00<00:00, 12.80it/s] 4/50 3.96G 1.917 1.864 1.669 384 640: 88%|████████▊ | 7/8 [00:00<00:00, 12.80it/s] 4/50 3.96G 1.917 1.864 1.669 384 640: 100%|██████████| 8/8 [00:00<00:00, 12.50it/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, 10.14it/s] all 28 504 0.227 0.524 0.205 0.0646
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
0%| | 0/8 [00:00<?, ?it/s] 5/50 3.95G 1.811 1.784 1.658 367 640: 0%| | 0/8 [00:00<?, ?it/s] 5/50 3.95G 1.811 1.784 1.658 367 640: 12%|█▎ | 1/8 [00:00<00:00, 7.61it/s] 5/50 3.95G 1.843 1.706 1.638 385 640: 12%|█▎ | 1/8 [00:00<00:00, 7.61it/s] 5/50 3.96G 1.862 1.703 1.635 291 640: 12%|█▎ | 1/8 [00:00<00:00, 7.61it/s] 5/50 3.96G 1.862 1.703 1.635 291 640: 38%|███▊ | 3/8 [00:00<00:00, 10.99it/s] 5/50 3.96G 1.866 1.681 1.615 451 640: 38%|███▊ | 3/8 [00:00<00:00, 10.99it/s] 5/50 3.96G 1.873 1.679 1.608 272 640: 38%|███▊ | 3/8 [00:00<00:00, 10.99it/s] 5/50 3.96G 1.873 1.679 1.608 272 640: 62%|██████▎ | 5/8 [00:00<00:00, 11.92it/s] 5/50 3.96G 1.881 1.676 1.617 330 640: 62%|██████▎ | 5/8 [00:00<00:00, 11.92it/s] 5/50 3.96G 1.867 1.663 1.608 384 640: 62%|██████▎ | 5/8 [00:00<00:00, 11.92it/s] 5/50 3.96G 1.867 1.663 1.608 384 640: 88%|████████▊ | 7/8 [00:00<00:00, 12.61it/s] 5/50 3.96G 1.858 1.647 1.6 353 640: 88%|████████▊ | 7/8 [00:00<00:00, 12.61it/s] 5/50 3.96G 1.858 1.647 1.6 353 640: 100%|██████████| 8/8 [00:00<00:00, 12.23it/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, 9.76it/s] Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 1/1 [00:00<00:00, 9.71it/s] all 28 504 0.283 0.484 0.271 0.102
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
0%| | 0/8 [00:00<?, ?it/s] 6/50 3.95G 1.907 1.714 1.665 248 640: 0%| | 0/8 [00:00<?, ?it/s] 6/50 3.95G 1.907 1.714 1.665 248 640: 12%|█▎ | 1/8 [00:00<00:00, 7.92it/s] 6/50 3.95G 1.973 1.711 1.731 254 640: 12%|█▎ | 1/8 [00:00<00:00, 7.92it/s] 6/50 3.96G 2.028 1.717 1.732 422 640: 12%|█▎ | 1/8 [00:00<00:00, 7.92it/s] 6/50 3.96G 2.028 1.717 1.732 422 640: 38%|███▊ | 3/8 [00:00<00:00, 11.48it/s] 6/50 3.96G 2.012 1.698 1.728 351 640: 38%|███▊ | 3/8 [00:00<00:00, 11.48it/s] 6/50 3.96G 1.977 1.677 1.707 424 640: 38%|███▊ | 3/8 [00:00<00:00, 11.48it/s] 6/50 3.96G 1.977 1.677 1.707 424 640: 62%|██████▎ | 5/8 [00:00<00:00, 12.41it/s] 6/50 3.96G 1.962 1.661 1.694 320 640: 62%|██████▎ | 5/8 [00:00<00:00, 12.41it/s] 6/50 3.96G 1.946 1.646 1.684 372 640: 62%|██████▎ | 5/8 [00:00<00:00, 12.41it/s] 6/50 3.96G 1.946 1.646 1.684 372 640: 88%|████████▊ | 7/8 [00:00<00:00, 12.90it/s] 6/50 3.96G 1.93 1.643 1.67 426 640: 88%|████████▊ | 7/8 [00:00<00:00, 12.90it/s] 6/50 3.96G 1.93 1.643 1.67 426 640: 100%|██████████| 8/8 [00:00<00:00, 12.57it/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, 10.82it/s] all 28 504 0.258 0.315 0.242 0.0961
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
0%| | 0/8 [00:00<?, ?it/s] 7/50 3.96G 1.84 1.694 1.657 253 640: 0%| | 0/8 [00:00<?, ?it/s] 7/50 3.96G 1.84 1.694 1.657 253 640: 12%|█▎ | 1/8 [00:00<00:00, 7.84it/s] 7/50 3.96G 1.829 1.68 1.616 333 640: 12%|█▎ | 1/8 [00:00<00:00, 7.84it/s] 7/50 3.97G 1.849 1.677 1.606 337 640: 12%|█▎ | 1/8 [00:00<00:00, 7.84it/s] 7/50 3.97G 1.849 1.677 1.606 337 640: 38%|███▊ | 3/8 [00:00<00:00, 11.45it/s] 7/50 3.97G 1.82 1.648 1.584 376 640: 38%|███▊ | 3/8 [00:00<00:00, 11.45it/s] 7/50 3.97G 1.82 1.663 1.57 463 640: 38%|███▊ | 3/8 [00:00<00:00, 11.45it/s] 7/50 3.97G 1.82 1.663 1.57 463 640: 62%|██████▎ | 5/8 [00:00<00:00, 12.95it/s] 7/50 3.97G 1.813 1.657 1.571 357 640: 62%|██████▎ | 5/8 [00:00<00:00, 12.95it/s] 7/50 3.97G 1.808 1.636 1.572 318 640: 62%|██████▎ | 5/8 [00:00<00:00, 12.95it/s] 7/50 3.97G 1.808 1.636 1.572 318 640: 88%|████████▊ | 7/8 [00:00<00:00, 12.95it/s] 7/50 3.97G 1.812 1.621 1.57 422 640: 88%|████████▊ | 7/8 [00:00<00:00, 12.95it/s] 7/50 3.97G 1.812 1.621 1.57 422 640: 100%|██████████| 8/8 [00:00<00:00, 12.61it/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, 10.91it/s] all 28 504 0.392 0.397 0.314 0.118
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
0%| | 0/8 [00:00<?, ?it/s] 8/50 3.9G 1.772 1.592 1.551 329 640: 0%| | 0/8 [00:00<?, ?it/s] 8/50 3.9G 1.772 1.592 1.551 329 640: 12%|█▎ | 1/8 [00:00<00:00, 8.16it/s] 8/50 3.9G 1.798 1.596 1.561 323 640: 12%|█▎ | 1/8 [00:00<00:00, 8.16it/s] 8/50 3.91G 1.808 1.571 1.552 386 640: 12%|█▎ | 1/8 [00:00<00:00, 8.16it/s] 8/50 3.91G 1.808 1.571 1.552 386 640: 38%|███▊ | 3/8 [00:00<00:00, 12.21it/s] 8/50 3.91G 1.826 1.563 1.563 354 640: 38%|███▊ | 3/8 [00:00<00:00, 12.21it/s] 8/50 3.91G 1.845 1.553 1.579 326 640: 38%|███▊ | 3/8 [00:00<00:00, 12.21it/s] 8/50 3.91G 1.845 1.553 1.579 326 640: 62%|██████▎ | 5/8 [00:00<00:00, 12.80it/s] 8/50 3.91G 1.85 1.529 1.586 368 640: 62%|██████▎ | 5/8 [00:00<00:00, 12.80it/s] 8/50 3.91G 1.85 1.529 1.592 307 640: 62%|██████▎ | 5/8 [00:00<00:00, 12.80it/s] 8/50 3.91G 1.85 1.529 1.592 307 640: 88%|████████▊ | 7/8 [00:00<00:00, 13.10it/s] 8/50 3.91G 1.845 1.528 1.587 340 640: 88%|████████▊ | 7/8 [00:00<00:00, 13.10it/s] 8/50 3.91G 1.845 1.528 1.587 340 640: 100%|██████████| 8/8 [00:00<00:00, 12.84it/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, 10.70it/s] all 28 504 0.53 0.415 0.438 0.19
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
0%| | 0/8 [00:00<?, ?it/s] 9/50 4.01G 1.788 1.368 1.567 356 640: 0%| | 0/8 [00:00<?, ?it/s] 9/50 4.01G 1.788 1.368 1.567 356 640: 12%|█▎ | 1/8 [00:00<00:00, 8.75it/s] 9/50 4.02G 1.839 1.434 1.544 417 640: 12%|█▎ | 1/8 [00:00<00:00, 8.75it/s] 9/50 4.02G 1.886 1.442 1.561 422 640: 12%|█▎ | 1/8 [00:00<00:00, 8.75it/s] 9/50 4.02G 1.886 1.442 1.561 422 640: 38%|███▊ | 3/8 [00:00<00:00, 11.83it/s] 9/50 4.02G 1.869 1.43 1.565 300 640: 38%|███▊ | 3/8 [00:00<00:00, 11.83it/s] 9/50 4.02G 1.885 1.429 1.563 437 640: 38%|███▊ | 3/8 [00:00<00:00, 11.83it/s] 9/50 4.02G 1.885 1.429 1.563 437 640: 62%|██████▎ | 5/8 [00:00<00:00, 12.48it/s] 9/50 4.02G 1.871 1.434 1.562 365 640: 62%|██████▎ | 5/8 [00:00<00:00, 12.48it/s] 9/50 4.02G 1.862 1.433 1.565 326 640: 62%|██████▎ | 5/8 [00:00<00:00, 12.48it/s] 9/50 4.02G 1.862 1.433 1.565 326 640: 88%|████████▊ | 7/8 [00:00<00:00, 13.40it/s] 9/50 4.02G 1.847 1.438 1.562 351 640: 88%|████████▊ | 7/8 [00:00<00:00, 13.40it/s] 9/50 4.02G 1.847 1.438 1.562 351 640: 100%|██████████| 8/8 [00:00<00:00, 12.67it/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, 10.98it/s] all 28 504 0.562 0.481 0.486 0.179
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
0%| | 0/8 [00:00<?, ?it/s] 10/50 3.95G 1.887 1.411 1.588 331 640: 0%| | 0/8 [00:00<?, ?it/s] 10/50 3.95G 1.887 1.411 1.588 331 640: 12%|█▎ | 1/8 [00:00<00:00, 8.47it/s] 10/50 3.96G 1.84 1.421 1.576 331 640: 12%|█▎ | 1/8 [00:00<00:00, 8.47it/s] 10/50 3.96G 1.837 1.415 1.569 336 640: 12%|█▎ | 1/8 [00:00<00:00, 8.47it/s] 10/50 3.96G 1.837 1.415 1.569 336 640: 38%|███▊ | 3/8 [00:00<00:00, 11.73it/s] 10/50 3.96G 1.817 1.427 1.551 340 640: 38%|███▊ | 3/8 [00:00<00:00, 11.73it/s] 10/50 3.96G 1.809 1.432 1.538 350 640: 38%|███▊ | 3/8 [00:00<00:00, 11.73it/s] 10/50 3.96G 1.809 1.432 1.538 350 640: 62%|██████▎ | 5/8 [00:00<00:00, 13.12it/s] 10/50 3.96G 1.8 1.428 1.542 278 640: 62%|██████▎ | 5/8 [00:00<00:00, 13.12it/s] 10/50 3.96G 1.802 1.43 1.556 246 640: 62%|██████▎ | 5/8 [00:00<00:00, 13.12it/s] 10/50 3.96G 1.802 1.43 1.556 246 640: 88%|████████▊ | 7/8 [00:00<00:00, 13.29it/s] 10/50 3.96G 1.812 1.448 1.558 259 640: 88%|████████▊ | 7/8 [00:00<00:00, 13.29it/s] 10/50 3.96G 1.812 1.448 1.558 259 640: 100%|██████████| 8/8 [00:00<00:00, 12.96it/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, 10.71it/s] all 28 504 0.576 0.625 0.624 0.278
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
0%| | 0/8 [00:00<?, ?it/s] 11/50 3.97G 1.728 1.337 1.532 308 640: 0%| | 0/8 [00:00<?, ?it/s] 11/50 3.97G 1.728 1.337 1.532 308 640: 12%|█▎ | 1/8 [00:00<00:00, 7.93it/s] 11/50 3.97G 1.814 1.35 1.552 410 640: 12%|█▎ | 1/8 [00:00<00:00, 7.93it/s] 11/50 3.98G 1.834 1.346 1.555 471 640: 12%|█▎ | 1/8 [00:00<00:00, 7.93it/s] 11/50 3.98G 1.834 1.346 1.555 471 640: 38%|███▊ | 3/8 [00:00<00:00, 12.11it/s] 11/50 3.98G 1.854 1.351 1.578 318 640: 38%|███▊ | 3/8 [00:00<00:00, 12.11it/s] 11/50 3.98G 1.84 1.349 1.572 398 640: 38%|███▊ | 3/8 [00:00<00:00, 12.11it/s] 11/50 3.98G 1.84 1.349 1.572 398 640: 62%|██████▎ | 5/8 [00:00<00:00, 12.84it/s] 11/50 3.98G 1.852 1.339 1.579 411 640: 62%|██████▎ | 5/8 [00:00<00:00, 12.84it/s] 11/50 3.98G 1.845 1.344 1.574 353 640: 62%|██████▎ | 5/8 [00:00<00:00, 12.84it/s] 11/50 3.98G 1.845 1.344 1.574 353 640: 88%|████████▊ | 7/8 [00:00<00:00, 13.54it/s] 11/50 3.98G 1.846 1.347 1.578 350 640: 88%|████████▊ | 7/8 [00:00<00:00, 13.54it/s] 11/50 3.98G 1.846 1.347 1.578 350 640: 100%|██████████| 8/8 [00:00<00:00, 12.78it/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, 10.71it/s] all 28 504 0.508 0.571 0.506 0.19
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
0%| | 0/8 [00:00<?, ?it/s] 12/50 3.92G 1.789 1.326 1.588 307 640: 0%| | 0/8 [00:00<?, ?it/s] 12/50 3.92G 1.789 1.326 1.588 307 640: 12%|█▎ | 1/8 [00:00<00:00, 8.15it/s] 12/50 3.94G 1.819 1.378 1.565 323 640: 12%|█▎ | 1/8 [00:00<00:00, 8.15it/s] 12/50 3.94G 1.85 1.369 1.562 454 640: 12%|█▎ | 1/8 [00:00<00:00, 8.15it/s] 12/50 3.94G 1.85 1.369 1.562 454 640: 38%|███▊ | 3/8 [00:00<00:00, 12.24it/s] 12/50 3.94G 1.874 1.38 1.569 374 640: 38%|███▊ | 3/8 [00:00<00:00, 12.24it/s] 12/50 3.94G 1.86 1.373 1.564 336 640: 38%|███▊ | 3/8 [00:00<00:00, 12.24it/s] 12/50 3.94G 1.86 1.373 1.564 336 640: 62%|██████▎ | 5/8 [00:00<00:00, 12.84it/s] 12/50 3.94G 1.838 1.384 1.555 309 640: 62%|██████▎ | 5/8 [00:00<00:00, 12.84it/s] 12/50 3.94G 1.833 1.391 1.562 262 640: 62%|██████▎ | 5/8 [00:00<00:00, 12.84it/s] 12/50 3.94G 1.833 1.391 1.562 262 640: 88%|████████▊ | 7/8 [00:00<00:00, 13.65it/s] 12/50 3.94G 1.837 1.395 1.565 342 640: 88%|████████▊ | 7/8 [00:00<00:00, 13.65it/s] 12/50 3.94G 1.837 1.395 1.565 342 640: 100%|██████████| 8/8 [00:00<00:00, 12.85it/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, 10.63it/s] all 28 504 0.61 0.661 0.629 0.304
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
0%| | 0/8 [00:00<?, ?it/s] 13/50 3.98G 1.827 1.44 1.531 358 640: 0%| | 0/8 [00:00<?, ?it/s] 13/50 3.98G 1.827 1.44 1.531 358 640: 12%|█▎ | 1/8 [00:00<00:00, 7.97it/s] 13/50 3.99G 1.784 1.416 1.519 406 640: 12%|█▎ | 1/8 [00:00<00:00, 7.97it/s] 13/50 3.99G 1.775 1.419 1.52 318 640: 12%|█▎ | 1/8 [00:00<00:00, 7.97it/s] 13/50 3.99G 1.775 1.419 1.52 318 640: 38%|███▊ | 3/8 [00:00<00:00, 12.15it/s] 13/50 3.99G 1.785 1.416 1.526 343 640: 38%|███▊ | 3/8 [00:00<00:00, 12.15it/s] 13/50 3.99G 1.79 1.41 1.532 372 640: 38%|███▊ | 3/8 [00:00<00:00, 12.15it/s] 13/50 3.99G 1.79 1.41 1.532 372 640: 62%|██████▎ | 5/8 [00:00<00:00, 12.75it/s] 13/50 3.99G 1.801 1.413 1.544 280 640: 62%|██████▎ | 5/8 [00:00<00:00, 12.75it/s] 13/50 3.99G 1.794 1.412 1.548 320 640: 62%|██████▎ | 5/8 [00:00<00:00, 12.75it/s] 13/50 3.99G 1.794 1.412 1.548 320 640: 88%|████████▊ | 7/8 [00:00<00:00, 13.53it/s] 13/50 3.99G 1.788 1.396 1.541 405 640: 88%|████████▊ | 7/8 [00:00<00:00, 13.53it/s] 13/50 3.99G 1.788 1.396 1.541 405 640: 100%|██████████| 8/8 [00:00<00:00, 12.61it/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, 11.10it/s] all 28 504 0.633 0.694 0.668 0.289
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
0%| | 0/8 [00:00<?, ?it/s] 14/50 3.97G 1.741 1.326 1.546 310 640: 0%| | 0/8 [00:00<?, ?it/s] 14/50 3.97G 1.741 1.326 1.546 310 640: 12%|█▎ | 1/8 [00:00<00:00, 8.09it/s] 14/50 3.98G 1.728 1.35 1.546 257 640: 12%|█▎ | 1/8 [00:00<00:00, 8.09it/s] 14/50 3.98G 1.727 1.327 1.525 376 640: 12%|█▎ | 1/8 [00:00<00:00, 8.09it/s] 14/50 3.98G 1.727 1.327 1.525 376 640: 38%|███▊ | 3/8 [00:00<00:00, 11.97it/s] 14/50 3.98G 1.739 1.341 1.537 361 640: 38%|███▊ | 3/8 [00:00<00:00, 11.97it/s] 14/50 3.98G 1.742 1.345 1.53 286 640: 38%|███▊ | 3/8 [00:00<00:00, 11.97it/s] 14/50 3.98G 1.742 1.345 1.53 286 640: 62%|██████▎ | 5/8 [00:00<00:00, 12.61it/s] 14/50 3.98G 1.739 1.337 1.531 314 640: 62%|██████▎ | 5/8 [00:00<00:00, 12.61it/s] 14/50 3.98G 1.733 1.332 1.523 341 640: 62%|██████▎ | 5/8 [00:00<00:00, 12.61it/s] 14/50 3.98G 1.733 1.332 1.523 341 640: 88%|████████▊ | 7/8 [00:00<00:00, 13.45it/s] 14/50 3.98G 1.734 1.33 1.519 352 640: 88%|████████▊ | 7/8 [00:00<00:00, 13.45it/s] 14/50 3.98G 1.734 1.33 1.519 352 640: 100%|██████████| 8/8 [00:00<00:00, 12.63it/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, 11.53it/s] all 28 504 0.534 0.593 0.595 0.257
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
0%| | 0/8 [00:00<?, ?it/s] 15/50 3.97G 1.672 1.249 1.456 392 640: 0%| | 0/8 [00:00<?, ?it/s] 15/50 3.97G 1.672 1.249 1.456 392 640: 12%|█▎ | 1/8 [00:00<00:00, 8.19it/s] 15/50 3.98G 1.74 1.274 1.482 436 640: 12%|█▎ | 1/8 [00:00<00:00, 8.19it/s] 15/50 3.98G 1.727 1.284 1.48 346 640: 12%|█▎ | 1/8 [00:00<00:00, 8.19it/s] 15/50 3.98G 1.727 1.284 1.48 346 640: 38%|███▊ | 3/8 [00:00<00:00, 12.07it/s] 15/50 3.98G 1.736 1.297 1.503 352 640: 38%|███▊ | 3/8 [00:00<00:00, 12.07it/s] 15/50 3.98G 1.736 1.312 1.513 323 640: 38%|███▊ | 3/8 [00:00<00:00, 12.07it/s] 15/50 3.98G 1.736 1.312 1.513 323 640: 62%|██████▎ | 5/8 [00:00<00:00, 12.72it/s] 15/50 3.98G 1.761 1.353 1.534 295 640: 62%|██████▎ | 5/8 [00:00<00:00, 12.72it/s] 15/50 3.98G 1.763 1.368 1.544 311 640: 62%|██████▎ | 5/8 [00:00<00:00, 12.72it/s] 15/50 3.98G 1.763 1.368 1.544 311 640: 88%|████████▊ | 7/8 [00:00<00:00, 13.52it/s] 15/50 3.98G 1.763 1.37 1.55 323 640: 88%|████████▊ | 7/8 [00:00<00:00, 13.52it/s] 15/50 3.98G 1.763 1.37 1.55 323 640: 100%|██████████| 8/8 [00:00<00:00, 12.72it/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, 11.42it/s] all 28 504 0.602 0.631 0.629 0.233
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
0%| | 0/8 [00:00<?, ?it/s] 16/50 3.95G 1.772 1.323 1.582 295 640: 0%| | 0/8 [00:00<?, ?it/s] 16/50 3.95G 1.772 1.323 1.582 295 640: 12%|█▎ | 1/8 [00:00<00:00, 8.22it/s] 16/50 3.96G 1.766 1.311 1.544 382 640: 12%|█▎ | 1/8 [00:00<00:00, 8.22it/s] 16/50 3.96G 1.74 1.27 1.527 363 640: 12%|█▎ | 1/8 [00:00<00:00, 8.22it/s] 16/50 3.96G 1.74 1.27 1.527 363 640: 38%|███▊ | 3/8 [00:00<00:00, 12.00it/s] 16/50 3.96G 1.769 1.305 1.526 373 640: 38%|███▊ | 3/8 [00:00<00:00, 12.00it/s] 16/50 3.96G 1.76 1.31 1.524 395 640: 38%|███▊ | 3/8 [00:00<00:00, 12.00it/s] 16/50 3.96G 1.76 1.31 1.524 395 640: 62%|██████▎ | 5/8 [00:00<00:00, 12.65it/s] 16/50 3.96G 1.763 1.309 1.521 301 640: 62%|██████▎ | 5/8 [00:00<00:00, 12.65it/s] 16/50 3.96G 1.777 1.326 1.521 510 640: 62%|██████▎ | 5/8 [00:00<00:00, 12.65it/s] 16/50 3.96G 1.777 1.326 1.521 510 640: 88%|████████▊ | 7/8 [00:00<00:00, 13.35it/s] 16/50 3.96G 1.787 1.334 1.532 282 640: 88%|████████▊ | 7/8 [00:00<00:00, 13.35it/s] 16/50 3.96G 1.787 1.334 1.532 282 640: 100%|██████████| 8/8 [00:00<00:00, 12.53it/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, 10.97it/s] all 28 504 0.651 0.625 0.684 0.327
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
0%| | 0/8 [00:00<?, ?it/s] 17/50 3.96G 1.677 1.308 1.449 304 640: 0%| | 0/8 [00:00<?, ?it/s] 17/50 3.96G 1.677 1.308 1.449 304 640: 12%|█▎ | 1/8 [00:00<00:00, 8.42it/s] 17/50 3.97G 1.669 1.313 1.463 407 640: 12%|█▎ | 1/8 [00:00<00:00, 8.42it/s] 17/50 3.97G 1.69 1.346 1.475 373 640: 12%|█▎ | 1/8 [00:00<00:00, 8.42it/s] 17/50 3.97G 1.69 1.346 1.475 373 640: 38%|███▊ | 3/8 [00:00<00:00, 12.25it/s] 17/50 3.97G 1.708 1.356 1.495 287 640: 38%|███▊ | 3/8 [00:00<00:00, 12.25it/s] 17/50 3.97G 1.699 1.344 1.48 353 640: 38%|███▊ | 3/8 [00:00<00:00, 12.25it/s] 17/50 3.97G 1.699 1.344 1.48 353 640: 62%|██████▎ | 5/8 [00:00<00:00, 12.69it/s] 17/50 3.97G 1.703 1.337 1.477 395 640: 62%|██████▎ | 5/8 [00:00<00:00, 12.69it/s] 17/50 3.97G 1.702 1.326 1.479 380 640: 62%|██████▎ | 5/8 [00:00<00:00, 12.69it/s] 17/50 3.97G 1.702 1.326 1.479 380 640: 88%|████████▊ | 7/8 [00:00<00:00, 13.25it/s] 17/50 3.97G 1.708 1.323 1.475 482 640: 88%|████████▊ | 7/8 [00:00<00:00, 13.25it/s] 17/50 3.97G 1.708 1.323 1.475 482 640: 100%|██████████| 8/8 [00:00<00:00, 12.60it/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, 10.55it/s] all 28 504 0.605 0.647 0.636 0.264
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
0%| | 0/8 [00:00<?, ?it/s] 18/50 3.99G 1.75 1.22 1.493 452 640: 0%| | 0/8 [00:00<?, ?it/s] 18/50 3.99G 1.75 1.22 1.493 452 640: 12%|█▎ | 1/8 [00:00<00:00, 8.26it/s] 18/50 4G 1.752 1.355 1.524 263 640: 12%|█▎ | 1/8 [00:00<00:00, 8.26it/s] 18/50 4G 1.733 1.324 1.51 374 640: 12%|█▎ | 1/8 [00:00<00:00, 8.26it/s] 18/50 4G 1.733 1.324 1.51 374 640: 38%|███▊ | 3/8 [00:00<00:00, 12.18it/s] 18/50 4G 1.724 1.32 1.508 315 640: 38%|███▊ | 3/8 [00:00<00:00, 12.18it/s] 18/50 4G 1.72 1.32 1.507 297 640: 38%|███▊ | 3/8 [00:00<00:00, 12.18it/s] 18/50 4G 1.72 1.32 1.507 297 640: 62%|██████▎ | 5/8 [00:00<00:00, 12.73it/s] 18/50 4G 1.721 1.308 1.501 394 640: 62%|██████▎ | 5/8 [00:00<00:00, 12.73it/s] 18/50 4G 1.721 1.301 1.506 326 640: 62%|██████▎ | 5/8 [00:00<00:00, 12.73it/s] 18/50 4G 1.721 1.301 1.506 326 640: 88%|████████▊ | 7/8 [00:00<00:00, 13.59it/s] 18/50 4G 1.712 1.294 1.501 336 640: 88%|████████▊ | 7/8 [00:00<00:00, 13.59it/s] 18/50 4G 1.712 1.294 1.501 336 640: 100%|██████████| 8/8 [00:00<00:00, 12.83it/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, 11.15it/s] all 28 504 0.649 0.595 0.634 0.259
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
0%| | 0/8 [00:00<?, ?it/s] 19/50 3.87G 1.699 1.254 1.504 272 640: 0%| | 0/8 [00:00<?, ?it/s] 19/50 3.87G 1.699 1.254 1.504 272 640: 12%|█▎ | 1/8 [00:00<00:00, 8.57it/s] 19/50 3.88G 1.677 1.217 1.468 357 640: 12%|█▎ | 1/8 [00:00<00:00, 8.57it/s] 19/50 3.88G 1.738 1.236 1.503 311 640: 12%|█▎ | 1/8 [00:00<00:00, 8.57it/s] 19/50 3.88G 1.738 1.236 1.503 311 640: 38%|███▊ | 3/8 [00:00<00:00, 12.49it/s] 19/50 3.88G 1.737 1.238 1.493 339 640: 38%|███▊ | 3/8 [00:00<00:00, 12.49it/s] 19/50 3.88G 1.725 1.23 1.496 271 640: 38%|███▊ | 3/8 [00:00<00:00, 12.49it/s] 19/50 3.88G 1.725 1.23 1.496 271 640: 62%|██████▎ | 5/8 [00:00<00:00, 12.99it/s] 19/50 3.88G 1.706 1.224 1.483 350 640: 62%|██████▎ | 5/8 [00:00<00:00, 12.99it/s] 19/50 3.88G 1.703 1.236 1.482 386 640: 62%|██████▎ | 5/8 [00:00<00:00, 12.99it/s] 19/50 3.88G 1.703 1.236 1.482 386 640: 88%|████████▊ | 7/8 [00:00<00:00, 13.58it/s] 19/50 3.88G 1.698 1.24 1.477 355 640: 88%|████████▊ | 7/8 [00:00<00:00, 13.58it/s] 19/50 3.88G 1.698 1.24 1.477 355 640: 100%|██████████| 8/8 [00:00<00:00, 12.95it/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, 11.76it/s] all 28 504 0.66 0.663 0.708 0.333
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
0%| | 0/8 [00:00<?, ?it/s] 20/50 3.94G 1.676 1.218 1.47 356 640: 0%| | 0/8 [00:00<?, ?it/s] 20/50 3.94G 1.676 1.218 1.47 356 640: 12%|█▎ | 1/8 [00:00<00:00, 8.38it/s] 20/50 3.95G 1.674 1.214 1.462 370 640: 12%|█▎ | 1/8 [00:00<00:00, 8.38it/s] 20/50 3.95G 1.672 1.229 1.448 389 640: 12%|█▎ | 1/8 [00:00<00:00, 8.38it/s] 20/50 3.95G 1.672 1.229 1.448 389 640: 38%|███▊ | 3/8 [00:00<00:00, 12.48it/s] 20/50 3.95G 1.669 1.207 1.453 326 640: 38%|███▊ | 3/8 [00:00<00:00, 12.48it/s] 20/50 3.95G 1.659 1.207 1.45 331 640: 38%|███▊ | 3/8 [00:00<00:00, 12.48it/s] 20/50 3.95G 1.659 1.207 1.45 331 640: 62%|██████▎ | 5/8 [00:00<00:00, 13.20it/s] 20/50 3.95G 1.654 1.22 1.444 305 640: 62%|██████▎ | 5/8 [00:00<00:00, 13.20it/s] 20/50 3.95G 1.653 1.215 1.448 318 640: 62%|██████▎ | 5/8 [00:00<00:00, 13.20it/s] 20/50 3.95G 1.653 1.215 1.448 318 640: 88%|████████▊ | 7/8 [00:00<00:00, 14.04it/s] 20/50 3.95G 1.676 1.232 1.456 304 640: 88%|████████▊ | 7/8 [00:00<00:00, 14.04it/s] 20/50 3.95G 1.676 1.232 1.456 304 640: 100%|██████████| 8/8 [00:00<00:00, 13.23it/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, 11.82it/s] all 28 504 0.656 0.679 0.703 0.305
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
0%| | 0/8 [00:00<?, ?it/s] 21/50 3.97G 1.666 1.214 1.45 352 640: 0%| | 0/8 [00:00<?, ?it/s] 21/50 3.97G 1.666 1.214 1.45 352 640: 12%|█▎ | 1/8 [00:00<00:00, 8.38it/s] 21/50 3.99G 1.7 1.301 1.508 252 640: 12%|█▎ | 1/8 [00:00<00:00, 8.38it/s] 21/50 3.99G 1.702 1.263 1.478 423 640: 12%|█▎ | 1/8 [00:00<00:00, 8.38it/s] 21/50 3.99G 1.702 1.263 1.478 423 640: 38%|███▊ | 3/8 [00:00<00:00, 12.59it/s] 21/50 3.99G 1.69 1.251 1.477 303 640: 38%|███▊ | 3/8 [00:00<00:00, 12.59it/s] 21/50 3.99G 1.674 1.242 1.467 367 640: 38%|███▊ | 3/8 [00:00<00:00, 12.59it/s] 21/50 3.99G 1.674 1.242 1.467 367 640: 62%|██████▎ | 5/8 [00:00<00:00, 13.18it/s] 21/50 3.99G 1.667 1.237 1.468 319 640: 62%|██████▎ | 5/8 [00:00<00:00, 13.18it/s] 21/50 3.99G 1.665 1.243 1.472 274 640: 62%|██████▎ | 5/8 [00:00<00:00, 13.18it/s] 21/50 3.99G 1.665 1.243 1.472 274 640: 88%|████████▊ | 7/8 [00:00<00:00, 13.96it/s] 21/50 3.99G 1.667 1.245 1.472 371 640: 88%|████████▊ | 7/8 [00:00<00:00, 13.96it/s] 21/50 3.99G 1.667 1.245 1.472 371 640: 100%|██████████| 8/8 [00:00<00:00, 13.18it/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, 11.20it/s] all 28 504 0.717 0.692 0.763 0.393
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
0%| | 0/8 [00:00<?, ?it/s] 22/50 3.97G 1.663 1.224 1.455 312 640: 0%| | 0/8 [00:00<?, ?it/s] 22/50 3.97G 1.663 1.224 1.455 312 640: 12%|█▎ | 1/8 [00:00<00:00, 8.48it/s] 22/50 3.98G 1.631 1.23 1.459 272 640: 12%|█▎ | 1/8 [00:00<00:00, 8.48it/s] 22/50 3.98G 1.617 1.207 1.449 312 640: 12%|█▎ | 1/8 [00:00<00:00, 8.48it/s] 22/50 3.98G 1.617 1.207 1.449 312 640: 38%|███▊ | 3/8 [00:00<00:00, 12.69it/s] 22/50 3.98G 1.635 1.207 1.452 390 640: 38%|███▊ | 3/8 [00:00<00:00, 12.69it/s] 22/50 3.98G 1.646 1.215 1.455 375 640: 38%|███▊ | 3/8 [00:00<00:00, 12.69it/s] 22/50 3.98G 1.646 1.215 1.455 375 640: 62%|██████▎ | 5/8 [00:00<00:00, 13.16it/s] 22/50 3.98G 1.663 1.227 1.459 357 640: 62%|██████▎ | 5/8 [00:00<00:00, 13.16it/s] 22/50 3.98G 1.656 1.221 1.455 357 640: 62%|██████▎ | 5/8 [00:00<00:00, 13.16it/s] 22/50 3.98G 1.656 1.221 1.455 357 640: 88%|████████▊ | 7/8 [00:00<00:00, 13.88it/s] 22/50 3.98G 1.655 1.226 1.452 362 640: 88%|████████▊ | 7/8 [00:00<00:00, 13.88it/s] 22/50 3.98G 1.655 1.226 1.452 362 640: 100%|██████████| 8/8 [00:00<00:00, 13.08it/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, 11.79it/s] all 28 504 0.746 0.687 0.773 0.342
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
0%| | 0/8 [00:00<?, ?it/s] 23/50 3.96G 1.572 1.231 1.369 346 640: 0%| | 0/8 [00:00<?, ?it/s] 23/50 3.96G 1.572 1.231 1.369 346 640: 12%|█▎ | 1/8 [00:00<00:00, 8.44it/s] 23/50 3.97G 1.613 1.225 1.402 369 640: 12%|█▎ | 1/8 [00:00<00:00, 8.44it/s] 23/50 3.97G 1.611 1.217 1.4 354 640: 12%|█▎ | 1/8 [00:00<00:00, 8.44it/s] 23/50 3.97G 1.611 1.217 1.4 354 640: 38%|███▊ | 3/8 [00:00<00:00, 12.54it/s] 23/50 3.97G 1.627 1.222 1.418 304 640: 38%|███▊ | 3/8 [00:00<00:00, 12.54it/s] 23/50 3.97G 1.61 1.188 1.407 457 640: 38%|███▊ | 3/8 [00:00<00:00, 12.54it/s] 23/50 3.97G 1.61 1.188 1.407 457 640: 62%|██████▎ | 5/8 [00:00<00:00, 13.24it/s] 23/50 3.97G 1.619 1.184 1.425 325 640: 62%|██████▎ | 5/8 [00:00<00:00, 13.24it/s] 23/50 3.97G 1.629 1.181 1.426 336 640: 62%|██████▎ | 5/8 [00:00<00:00, 13.24it/s] 23/50 3.97G 1.629 1.181 1.426 336 640: 88%|████████▊ | 7/8 [00:00<00:00, 13.83it/s] 23/50 3.97G 1.627 1.169 1.425 429 640: 88%|████████▊ | 7/8 [00:00<00:00, 13.83it/s] 23/50 3.97G 1.627 1.169 1.425 429 640: 100%|██████████| 8/8 [00:00<00:00, 13.11it/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, 11.78it/s] all 28 504 0.702 0.716 0.766 0.413
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
0%| | 0/8 [00:00<?, ?it/s] 24/50 3.99G 1.626 1.234 1.408 379 640: 0%| | 0/8 [00:00<?, ?it/s] 24/50 3.99G 1.626 1.234 1.408 379 640: 12%|█▎ | 1/8 [00:00<00:00, 8.41it/s] 24/50 4.01G 1.622 1.218 1.436 347 640: 12%|█▎ | 1/8 [00:00<00:00, 8.41it/s] 24/50 4.01G 1.602 1.185 1.418 410 640: 12%|█▎ | 1/8 [00:00<00:00, 8.41it/s] 24/50 4.01G 1.602 1.185 1.418 410 640: 38%|███▊ | 3/8 [00:00<00:00, 12.56it/s] 24/50 4.01G 1.593 1.208 1.422 310 640: 38%|███▊ | 3/8 [00:00<00:00, 12.56it/s] 24/50 4.01G 1.605 1.21 1.427 345 640: 38%|███▊ | 3/8 [00:00<00:00, 12.56it/s] 24/50 4.01G 1.605 1.21 1.427 345 640: 62%|██████▎ | 5/8 [00:00<00:00, 13.15it/s] 24/50 4.01G 1.623 1.212 1.429 404 640: 62%|██████▎ | 5/8 [00:00<00:00, 13.15it/s] 24/50 4.01G 1.649 1.236 1.45 232 640: 62%|██████▎ | 5/8 [00:00<00:00, 13.15it/s] 24/50 4.01G 1.649 1.236 1.45 232 640: 88%|████████▊ | 7/8 [00:00<00:00, 13.89it/s] 24/50 4.01G 1.645 1.235 1.449 361 640: 88%|████████▊ | 7/8 [00:00<00:00, 13.89it/s] 24/50 4.01G 1.645 1.235 1.449 361 640: 100%|██████████| 8/8 [00:00<00:00, 13.06it/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, 11.66it/s] all 28 504 0.732 0.773 0.816 0.446
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
0%| | 0/8 [00:00<?, ?it/s] 25/50 3.96G 1.654 1.176 1.501 296 640: 0%| | 0/8 [00:00<?, ?it/s] 25/50 3.96G 1.654 1.176 1.501 296 640: 12%|█▎ | 1/8 [00:00<00:00, 8.22it/s] 25/50 3.97G 1.562 1.149 1.435 354 640: 12%|█▎ | 1/8 [00:00<00:00, 8.22it/s] 25/50 3.97G 1.586 1.171 1.447 320 640: 12%|█▎ | 1/8 [00:00<00:00, 8.22it/s] 25/50 3.97G 1.586 1.171 1.447 320 640: 38%|███▊ | 3/8 [00:00<00:00, 12.07it/s] 25/50 3.97G 1.603 1.173 1.448 304 640: 38%|███▊ | 3/8 [00:00<00:00, 12.07it/s] 25/50 3.97G 1.611 1.195 1.443 300 640: 38%|███▊ | 3/8 [00:00<00:00, 12.07it/s] 25/50 3.97G 1.611 1.195 1.443 300 640: 62%|██████▎ | 5/8 [00:00<00:00, 12.70it/s] 25/50 3.97G 1.621 1.189 1.444 350 640: 62%|██████▎ | 5/8 [00:00<00:00, 12.70it/s] 25/50 3.97G 1.625 1.195 1.441 387 640: 62%|██████▎ | 5/8 [00:00<00:00, 12.70it/s] 25/50 3.97G 1.625 1.195 1.441 387 640: 88%|████████▊ | 7/8 [00:00<00:00, 13.51it/s] 25/50 3.97G 1.613 1.186 1.43 412 640: 88%|████████▊ | 7/8 [00:00<00:00, 13.51it/s] 25/50 3.97G 1.613 1.186 1.43 412 640: 100%|██████████| 8/8 [00:00<00:00, 12.73it/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, 11.52it/s] all 28 504 0.767 0.784 0.844 0.452
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
0%| | 0/8 [00:00<?, ?it/s] 26/50 3.98G 1.665 1.105 1.472 317 640: 0%| | 0/8 [00:00<?, ?it/s] 26/50 3.98G 1.665 1.105 1.472 317 640: 12%|█▎ | 1/8 [00:00<00:00, 8.24it/s] 26/50 3.99G 1.6 1.101 1.418 363 640: 12%|█▎ | 1/8 [00:00<00:00, 8.24it/s] 26/50 3.99G 1.608 1.134 1.428 268 640: 12%|█▎ | 1/8 [00:00<00:00, 8.24it/s] 26/50 3.99G 1.608 1.134 1.428 268 640: 38%|███▊ | 3/8 [00:00<00:00, 12.29it/s] 26/50 3.99G 1.611 1.142 1.419 459 640: 38%|███▊ | 3/8 [00:00<00:00, 12.29it/s] 26/50 3.99G 1.599 1.136 1.417 297 640: 38%|███▊ | 3/8 [00:00<00:00, 12.29it/s] 26/50 3.99G 1.599 1.136 1.417 297 640: 62%|██████▎ | 5/8 [00:00<00:00, 12.77it/s] 26/50 3.99G 1.589 1.137 1.412 316 640: 62%|██████▎ | 5/8 [00:00<00:00, 12.77it/s] 26/50 3.99G 1.578 1.13 1.41 301 640: 62%|██████▎ | 5/8 [00:00<00:00, 12.77it/s] 26/50 3.99G 1.578 1.13 1.41 301 640: 88%|████████▊ | 7/8 [00:00<00:00, 13.64it/s] 26/50 3.99G 1.58 1.133 1.411 362 640: 88%|████████▊ | 7/8 [00:00<00:00, 13.64it/s] 26/50 3.99G 1.58 1.133 1.411 362 640: 100%|██████████| 8/8 [00:00<00:00, 12.86it/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, 11.43it/s] all 28 504 0.741 0.798 0.84 0.444
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
0%| | 0/8 [00:00<?, ?it/s] 27/50 3.96G 1.55 1.1 1.384 367 640: 0%| | 0/8 [00:00<?, ?it/s] 27/50 3.96G 1.55 1.1 1.384 367 640: 12%|█▎ | 1/8 [00:00<00:00, 8.39it/s] 27/50 3.97G 1.568 1.13 1.434 282 640: 12%|█▎ | 1/8 [00:00<00:00, 8.39it/s] 27/50 3.97G 1.535 1.119 1.415 313 640: 12%|█▎ | 1/8 [00:00<00:00, 8.39it/s] 27/50 3.97G 1.535 1.119 1.415 313 640: 38%|███▊ | 3/8 [00:00<00:00, 12.28it/s] 27/50 3.97G 1.548 1.119 1.412 327 640: 38%|███▊ | 3/8 [00:00<00:00, 12.28it/s] 27/50 3.97G 1.559 1.12 1.413 356 640: 38%|███▊ | 3/8 [00:00<00:00, 12.28it/s] 27/50 3.97G 1.559 1.12 1.413 356 640: 62%|██████▎ | 5/8 [00:00<00:00, 12.76it/s] 27/50 3.97G 1.566 1.122 1.414 407 640: 62%|██████▎ | 5/8 [00:00<00:00, 12.76it/s] 27/50 3.97G 1.562 1.115 1.406 321 640: 62%|██████▎ | 5/8 [00:00<00:00, 12.76it/s] 27/50 3.97G 1.562 1.115 1.406 321 640: 88%|████████▊ | 7/8 [00:00<00:00, 13.42it/s] 27/50 3.97G 1.562 1.116 1.406 312 640: 88%|████████▊ | 7/8 [00:00<00:00, 13.42it/s] 27/50 3.97G 1.562 1.116 1.406 312 640: 100%|██████████| 8/8 [00:00<00:00, 12.75it/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, 11.54it/s] all 28 504 0.791 0.786 0.864 0.512
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
0%| | 0/8 [00:00<?, ?it/s] 28/50 3.92G 1.504 1.038 1.413 352 640: 0%| | 0/8 [00:00<?, ?it/s] 28/50 3.92G 1.504 1.038 1.413 352 640: 12%|█▎ | 1/8 [00:00<00:00, 8.32it/s] 28/50 3.94G 1.534 1.07 1.401 352 640: 12%|█▎ | 1/8 [00:00<00:00, 8.32it/s] 28/50 3.94G 1.552 1.12 1.43 209 640: 12%|█▎ | 1/8 [00:00<00:00, 8.32it/s] 28/50 3.94G 1.552 1.12 1.43 209 640: 38%|███▊ | 3/8 [00:00<00:00, 12.33it/s] 28/50 3.94G 1.555 1.101 1.425 364 640: 38%|███▊ | 3/8 [00:00<00:00, 12.33it/s] 28/50 3.94G 1.551 1.085 1.419 310 640: 38%|███▊ | 3/8 [00:00<00:00, 12.33it/s] 28/50 3.94G 1.551 1.085 1.419 310 640: 62%|██████▎ | 5/8 [00:00<00:00, 12.82it/s] 28/50 3.94G 1.558 1.086 1.427 291 640: 62%|██████▎ | 5/8 [00:00<00:00, 12.82it/s] 28/50 3.94G 1.56 1.088 1.421 338 640: 62%|██████▎ | 5/8 [00:00<00:00, 12.82it/s] 28/50 3.94G 1.56 1.088 1.421 338 640: 88%|████████▊ | 7/8 [00:00<00:00, 13.63it/s] 28/50 3.94G 1.565 1.091 1.422 291 640: 88%|████████▊ | 7/8 [00:00<00:00, 13.63it/s] 28/50 3.94G 1.565 1.091 1.422 291 640: 100%|██████████| 8/8 [00:00<00:00, 12.84it/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, 11.51it/s] all 28 504 0.777 0.81 0.849 0.49
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
0%| | 0/8 [00:00<?, ?it/s] 29/50 3.87G 1.59 1.084 1.467 273 640: 0%| | 0/8 [00:00<?, ?it/s] 29/50 3.87G 1.59 1.084 1.467 273 640: 12%|█▎ | 1/8 [00:00<00:00, 8.67it/s] 29/50 3.88G 1.566 1.076 1.413 400 640: 12%|█▎ | 1/8 [00:00<00:00, 8.67it/s] 29/50 3.88G 1.555 1.058 1.406 311 640: 12%|█▎ | 1/8 [00:00<00:00, 8.67it/s] 29/50 3.88G 1.555 1.058 1.406 311 640: 38%|███▊ | 3/8 [00:00<00:00, 12.53it/s] 29/50 3.88G 1.566 1.06 1.403 437 640: 38%|███▊ | 3/8 [00:00<00:00, 12.53it/s] 29/50 3.88G 1.593 1.071 1.417 280 640: 38%|███▊ | 3/8 [00:00<00:00, 12.53it/s] 29/50 3.88G 1.593 1.071 1.417 280 640: 62%|██████▎ | 5/8 [00:00<00:00, 12.93it/s] 29/50 3.88G 1.576 1.061 1.411 300 640: 62%|██████▎ | 5/8 [00:00<00:00, 12.93it/s] 29/50 3.88G 1.572 1.068 1.404 397 640: 62%|██████▎ | 5/8 [00:00<00:00, 12.93it/s] 29/50 3.88G 1.572 1.068 1.404 397 640: 88%|████████▊ | 7/8 [00:00<00:00, 13.69it/s] 29/50 3.88G 1.575 1.07 1.406 306 640: 88%|████████▊ | 7/8 [00:00<00:00, 13.69it/s] 29/50 3.88G 1.575 1.07 1.406 306 640: 100%|██████████| 8/8 [00:00<00:00, 12.98it/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, 11.50it/s] all 28 504 0.729 0.788 0.817 0.46
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
0%| | 0/8 [00:00<?, ?it/s] 30/50 3.87G 1.613 1.145 1.439 282 640: 0%| | 0/8 [00:00<?, ?it/s] 30/50 3.87G 1.613 1.145 1.439 282 640: 12%|█▎ | 1/8 [00:00<00:00, 8.50it/s] 30/50 3.88G 1.57 1.123 1.402 328 640: 12%|█▎ | 1/8 [00:00<00:00, 8.50it/s] 30/50 3.88G 1.537 1.083 1.396 299 640: 12%|█▎ | 1/8 [00:00<00:00, 8.50it/s] 30/50 3.88G 1.537 1.083 1.396 299 640: 38%|███▊ | 3/8 [00:00<00:00, 12.50it/s] 30/50 3.88G 1.535 1.083 1.386 391 640: 38%|███▊ | 3/8 [00:00<00:00, 12.50it/s] 30/50 3.88G 1.553 1.105 1.384 552 640: 38%|███▊ | 3/8 [00:00<00:00, 12.50it/s] 30/50 3.88G 1.553 1.105 1.384 552 640: 62%|██████▎ | 5/8 [00:00<00:00, 12.94it/s] 30/50 3.88G 1.553 1.103 1.388 379 640: 62%|██████▎ | 5/8 [00:00<00:00, 12.94it/s] 30/50 3.88G 1.547 1.099 1.388 351 640: 62%|██████▎ | 5/8 [00:00<00:00, 12.94it/s] 30/50 3.88G 1.547 1.099 1.388 351 640: 88%|████████▊ | 7/8 [00:00<00:00, 13.67it/s] 30/50 3.88G 1.545 1.09 1.388 322 640: 88%|████████▊ | 7/8 [00:00<00:00, 13.67it/s] 30/50 3.88G 1.545 1.09 1.388 322 640: 100%|██████████| 8/8 [00:00<00:00, 12.96it/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, 11.61it/s] all 28 504 0.743 0.774 0.832 0.467
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
0%| | 0/8 [00:00<?, ?it/s] 31/50 3.97G 1.67 1.121 1.421 366 640: 0%| | 0/8 [00:00<?, ?it/s] 31/50 3.97G 1.67 1.121 1.421 366 640: 12%|█▎ | 1/8 [00:00<00:00, 8.49it/s] 31/50 3.98G 1.583 1.058 1.391 356 640: 12%|█▎ | 1/8 [00:00<00:00, 8.49it/s] 31/50 3.98G 1.581 1.047 1.396 372 640: 12%|█▎ | 1/8 [00:00<00:00, 8.49it/s] 31/50 3.98G 1.581 1.047 1.396 372 640: 38%|███▊ | 3/8 [00:00<00:00, 12.40it/s] 31/50 3.98G 1.548 1.035 1.383 337 640: 38%|███▊ | 3/8 [00:00<00:00, 12.40it/s] 31/50 3.98G 1.53 1.037 1.366 339 640: 38%|███▊ | 3/8 [00:00<00:00, 12.40it/s] 31/50 3.98G 1.53 1.037 1.366 339 640: 62%|██████▎ | 5/8 [00:00<00:00, 12.93it/s] 31/50 3.98G 1.528 1.034 1.37 312 640: 62%|██████▎ | 5/8 [00:00<00:00, 12.93it/s] 31/50 3.98G 1.532 1.037 1.372 297 640: 62%|██████▎ | 5/8 [00:00<00:00, 12.93it/s] 31/50 3.98G 1.532 1.037 1.372 297 640: 88%|████████▊ | 7/8 [00:00<00:00, 13.61it/s] 31/50 3.98G 1.522 1.027 1.365 430 640: 88%|████████▊ | 7/8 [00:00<00:00, 13.61it/s] 31/50 3.98G 1.522 1.027 1.365 430 640: 100%|██████████| 8/8 [00:00<00:00, 12.88it/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, 11.40it/s] all 28 504 0.764 0.772 0.841 0.42
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
0%| | 0/8 [00:00<?, ?it/s] 32/50 3.97G 1.497 1.023 1.358 379 640: 0%| | 0/8 [00:00<?, ?it/s] 32/50 3.97G 1.497 1.023 1.358 379 640: 12%|█▎ | 1/8 [00:00<00:00, 8.33it/s] 32/50 3.98G 1.508 0.9988 1.357 449 640: 12%|█▎ | 1/8 [00:00<00:00, 8.33it/s] 32/50 3.98G 1.509 1.001 1.357 378 640: 12%|█▎ | 1/8 [00:00<00:00, 8.33it/s] 32/50 3.98G 1.509 1.001 1.357 378 640: 38%|███▊ | 3/8 [00:00<00:00, 12.29it/s] 32/50 3.98G 1.533 1.025 1.373 304 640: 38%|███▊ | 3/8 [00:00<00:00, 12.29it/s] 32/50 3.98G 1.511 1.021 1.359 381 640: 38%|███▊ | 3/8 [00:00<00:00, 12.29it/s] 32/50 3.98G 1.511 1.021 1.359 381 640: 62%|██████▎ | 5/8 [00:00<00:00, 12.89it/s] 32/50 3.98G 1.504 1.012 1.36 358 640: 62%|██████▎ | 5/8 [00:00<00:00, 12.89it/s] 32/50 3.98G 1.501 1.009 1.355 357 640: 62%|██████▎ | 5/8 [00:00<00:00, 12.89it/s] 32/50 3.98G 1.501 1.009 1.355 357 640: 88%|████████▊ | 7/8 [00:00<00:00, 13.65it/s] 32/50 3.98G 1.506 1.015 1.355 355 640: 88%|████████▊ | 7/8 [00:00<00:00, 13.65it/s] 32/50 3.98G 1.506 1.015 1.355 355 640: 100%|██████████| 8/8 [00:00<00:00, 12.92it/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, 11.34it/s] all 28 504 0.753 0.78 0.835 0.466
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
0%| | 0/8 [00:00<?, ?it/s] 33/50 3.96G 1.472 1.013 1.354 308 640: 0%| | 0/8 [00:00<?, ?it/s] 33/50 3.96G 1.472 1.013 1.354 308 640: 12%|█▎ | 1/8 [00:00<00:00, 7.56it/s] 33/50 3.97G 1.462 0.994 1.357 281 640: 12%|█▎ | 1/8 [00:00<00:00, 7.56it/s] 33/50 3.97G 1.477 1.021 1.37 305 640: 12%|█▎ | 1/8 [00:00<00:00, 7.56it/s] 33/50 3.97G 1.477 1.021 1.37 305 640: 38%|███▊ | 3/8 [00:00<00:00, 11.84it/s] 33/50 3.97G 1.468 1.013 1.351 357 640: 38%|███▊ | 3/8 [00:00<00:00, 11.84it/s] 33/50 3.97G 1.466 1.009 1.342 355 640: 38%|███▊ | 3/8 [00:00<00:00, 11.84it/s] 33/50 3.97G 1.466 1.009 1.342 355 640: 62%|██████▎ | 5/8 [00:00<00:00, 12.48it/s] 33/50 3.97G 1.485 1.016 1.346 413 640: 62%|██████▎ | 5/8 [00:00<00:00, 12.48it/s] 33/50 3.97G 1.486 1.015 1.339 398 640: 62%|██████▎ | 5/8 [00:00<00:00, 12.48it/s] 33/50 3.97G 1.486 1.015 1.339 398 640: 88%|████████▊ | 7/8 [00:00<00:00, 13.35it/s] 33/50 3.97G 1.481 1.011 1.343 275 640: 88%|████████▊ | 7/8 [00:00<00:00, 13.35it/s] 33/50 3.97G 1.481 1.011 1.343 275 640: 100%|██████████| 8/8 [00:00<00:00, 12.55it/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, 11.14it/s] all 28 504 0.782 0.766 0.832 0.47
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
0%| | 0/8 [00:00<?, ?it/s] 34/50 3.97G 1.483 0.9477 1.331 406 640: 0%| | 0/8 [00:00<?, ?it/s] 34/50 3.97G 1.483 0.9477 1.331 406 640: 12%|█▎ | 1/8 [00:00<00:00, 8.01it/s] 34/50 3.98G 1.449 0.9585 1.32 346 640: 12%|█▎ | 1/8 [00:00<00:00, 8.01it/s] 34/50 3.98G 1.431 0.9543 1.312 365 640: 12%|█▎ | 1/8 [00:00<00:00, 8.01it/s] 34/50 3.98G 1.431 0.9543 1.312 365 640: 38%|███▊ | 3/8 [00:00<00:00, 11.78it/s] 34/50 3.98G 1.431 0.9505 1.308 373 640: 38%|███▊ | 3/8 [00:00<00:00, 11.78it/s] 34/50 3.98G 1.439 0.9516 1.31 351 640: 38%|███▊ | 3/8 [00:00<00:00, 11.78it/s] 34/50 3.98G 1.439 0.9516 1.31 351 640: 62%|██████▎ | 5/8 [00:00<00:00, 12.36it/s] 34/50 3.98G 1.448 0.9658 1.313 465 640: 62%|██████▎ | 5/8 [00:00<00:00, 12.36it/s] 34/50 3.98G 1.43 0.9579 1.307 326 640: 62%|██████▎ | 5/8 [00:00<00:00, 12.36it/s] 34/50 3.98G 1.43 0.9579 1.307 326 640: 88%|████████▊ | 7/8 [00:00<00:00, 13.30it/s] 34/50 3.98G 1.434 0.9608 1.309 356 640: 88%|████████▊ | 7/8 [00:00<00:00, 13.30it/s] 34/50 3.98G 1.434 0.9608 1.309 356 640: 100%|██████████| 8/8 [00:00<00:00, 12.56it/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, 11.24it/s] all 28 504 0.746 0.791 0.839 0.496
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
0%| | 0/8 [00:00<?, ?it/s] 35/50 3.97G 1.518 0.939 1.392 346 640: 0%| | 0/8 [00:00<?, ?it/s] 35/50 3.97G 1.518 0.939 1.392 346 640: 12%|█▎ | 1/8 [00:00<00:00, 8.32it/s] 35/50 3.99G 1.442 0.9356 1.333 307 640: 12%|█▎ | 1/8 [00:00<00:00, 8.32it/s] 35/50 3.99G 1.45 0.9649 1.348 276 640: 12%|█▎ | 1/8 [00:00<00:00, 8.32it/s] 35/50 3.99G 1.45 0.9649 1.348 276 640: 38%|███▊ | 3/8 [00:00<00:00, 12.36it/s] 35/50 3.99G 1.438 0.9539 1.336 325 640: 38%|███▊ | 3/8 [00:00<00:00, 12.36it/s] 35/50 3.99G 1.453 0.9643 1.348 302 640: 38%|███▊ | 3/8 [00:00<00:00, 12.36it/s] 35/50 3.99G 1.453 0.9643 1.348 302 640: 62%|██████▎ | 5/8 [00:00<00:00, 12.75it/s] 35/50 3.99G 1.443 0.9624 1.342 309 640: 62%|██████▎ | 5/8 [00:00<00:00, 12.75it/s] 35/50 3.99G 1.444 0.956 1.338 362 640: 62%|██████▎ | 5/8 [00:00<00:00, 12.75it/s] 35/50 3.99G 1.444 0.956 1.338 362 640: 88%|████████▊ | 7/8 [00:00<00:00, 13.40it/s] 35/50 3.99G 1.445 0.9609 1.341 290 640: 88%|████████▊ | 7/8 [00:00<00:00, 13.40it/s] 35/50 3.99G 1.445 0.9609 1.341 290 640: 100%|██████████| 8/8 [00:00<00:00, 12.71it/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, 11.55it/s] all 28 504 0.768 0.786 0.867 0.534
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
0%| | 0/8 [00:00<?, ?it/s] 36/50 3.94G 1.42 0.9213 1.3 371 640: 0%| | 0/8 [00:00<?, ?it/s] 36/50 3.94G 1.42 0.9213 1.3 371 640: 12%|█▎ | 1/8 [00:00<00:00, 8.38it/s] 36/50 3.95G 1.429 0.9254 1.321 292 640: 12%|█▎ | 1/8 [00:00<00:00, 8.38it/s] 36/50 3.95G 1.449 0.9462 1.323 305 640: 12%|█▎ | 1/8 [00:00<00:00, 8.38it/s] 36/50 3.95G 1.449 0.9462 1.323 305 640: 38%|███▊ | 3/8 [00:00<00:00, 12.46it/s] 36/50 3.95G 1.47 0.9645 1.327 321 640: 38%|███▊ | 3/8 [00:00<00:00, 12.46it/s] 36/50 3.95G 1.456 0.9601 1.321 377 640: 38%|███▊ | 3/8 [00:00<00:00, 12.46it/s] 36/50 3.95G 1.456 0.9601 1.321 377 640: 62%|██████▎ | 5/8 [00:00<00:00, 12.76it/s] 36/50 3.95G 1.461 0.973 1.324 310 640: 62%|██████▎ | 5/8 [00:00<00:00, 12.76it/s] 36/50 3.95G 1.441 0.9654 1.316 295 640: 62%|██████▎ | 5/8 [00:00<00:00, 12.76it/s] 36/50 3.95G 1.441 0.9654 1.316 295 640: 88%|████████▊ | 7/8 [00:00<00:00, 13.53it/s] 36/50 3.95G 1.437 0.968 1.318 280 640: 88%|████████▊ | 7/8 [00:00<00:00, 13.53it/s] 36/50 3.95G 1.437 0.968 1.318 280 640: 100%|██████████| 8/8 [00:00<00:00, 12.85it/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, 11.66it/s] all 28 504 0.792 0.848 0.893 0.558
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
0%| | 0/8 [00:00<?, ?it/s] 37/50 3.95G 1.452 0.9967 1.326 322 640: 0%| | 0/8 [00:00<?, ?it/s] 37/50 3.95G 1.452 0.9967 1.326 322 640: 12%|█▎ | 1/8 [00:00<00:00, 8.11it/s] 37/50 3.96G 1.431 0.9787 1.311 387 640: 12%|█▎ | 1/8 [00:00<00:00, 8.11it/s] 37/50 3.96G 1.438 0.966 1.312 357 640: 12%|█▎ | 1/8 [00:00<00:00, 8.11it/s] 37/50 3.96G 1.438 0.966 1.312 357 640: 38%|███▊ | 3/8 [00:00<00:00, 12.16it/s] 37/50 3.96G 1.438 0.959 1.322 285 640: 38%|███▊ | 3/8 [00:00<00:00, 12.16it/s] 37/50 3.96G 1.424 0.9474 1.324 298 640: 38%|███▊ | 3/8 [00:00<00:00, 12.16it/s] 37/50 3.96G 1.424 0.9474 1.324 298 640: 62%|██████▎ | 5/8 [00:00<00:00, 12.73it/s] 37/50 3.96G 1.413 0.938 1.312 379 640: 62%|██████▎ | 5/8 [00:00<00:00, 12.73it/s] 37/50 3.96G 1.407 0.9365 1.306 335 640: 62%|██████▎ | 5/8 [00:00<00:00, 12.73it/s] 37/50 3.96G 1.407 0.9365 1.306 335 640: 88%|████████▊ | 7/8 [00:00<00:00, 13.49it/s] 37/50 3.96G 1.408 0.9337 1.309 339 640: 88%|████████▊ | 7/8 [00:00<00:00, 13.49it/s] 37/50 3.96G 1.408 0.9337 1.309 339 640: 100%|██████████| 8/8 [00:00<00:00, 12.76it/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, 10.93it/s] all 28 504 0.843 0.851 0.91 0.579
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
0%| | 0/8 [00:00<?, ?it/s] 38/50 3.93G 1.486 1.01 1.327 318 640: 0%| | 0/8 [00:00<?, ?it/s] 38/50 3.93G 1.486 1.01 1.327 318 640: 12%|█▎ | 1/8 [00:00<00:00, 8.27it/s] 38/50 3.94G 1.409 0.9593 1.303 317 640: 12%|█▎ | 1/8 [00:00<00:00, 8.27it/s] 38/50 3.94G 1.412 0.9435 1.311 385 640: 12%|█▎ | 1/8 [00:00<00:00, 8.27it/s] 38/50 3.94G 1.412 0.9435 1.311 385 640: 38%|███▊ | 3/8 [00:00<00:00, 12.27it/s] 38/50 3.94G 1.398 0.9362 1.304 344 640: 38%|███▊ | 3/8 [00:00<00:00, 12.27it/s] 38/50 3.94G 1.409 0.9523 1.314 254 640: 38%|███▊ | 3/8 [00:00<00:00, 12.27it/s] 38/50 3.94G 1.409 0.9523 1.314 254 640: 62%|██████▎ | 5/8 [00:00<00:00, 12.86it/s] 38/50 3.94G 1.41 0.9532 1.316 300 640: 62%|██████▎ | 5/8 [00:00<00:00, 12.86it/s] 38/50 3.94G 1.4 0.9475 1.315 309 640: 62%|██████▎ | 5/8 [00:00<00:00, 12.86it/s] 38/50 3.94G 1.4 0.9475 1.315 309 640: 88%|████████▊ | 7/8 [00:00<00:00, 13.68it/s] 38/50 3.94G 1.403 0.9443 1.311 416 640: 88%|████████▊ | 7/8 [00:00<00:00, 13.68it/s] 38/50 3.94G 1.403 0.9443 1.311 416 640: 100%|██████████| 8/8 [00:00<00:00, 12.91it/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, 11.67it/s] all 28 504 0.815 0.861 0.902 0.558
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
0%| | 0/8 [00:00<?, ?it/s] 39/50 3.93G 1.302 0.8776 1.241 378 640: 0%| | 0/8 [00:00<?, ?it/s] 39/50 3.93G 1.302 0.8776 1.241 378 640: 12%|█▎ | 1/8 [00:00<00:00, 8.30it/s] 39/50 3.94G 1.337 0.8984 1.264 317 640: 12%|█▎ | 1/8 [00:00<00:00, 8.30it/s] 39/50 3.94G 1.347 0.9071 1.257 358 640: 12%|█▎ | 1/8 [00:00<00:00, 8.30it/s] 39/50 3.94G 1.347 0.9071 1.257 358 640: 38%|███▊ | 3/8 [00:00<00:00, 12.18it/s] 39/50 3.94G 1.345 0.9055 1.259 340 640: 38%|███▊ | 3/8 [00:00<00:00, 12.18it/s] 39/50 3.94G 1.367 0.9089 1.278 307 640: 38%|███▊ | 3/8 [00:00<00:00, 12.18it/s] 39/50 3.94G 1.367 0.9089 1.278 307 640: 62%|██████▎ | 5/8 [00:00<00:00, 12.92it/s] 39/50 3.94G 1.371 0.9084 1.274 407 640: 62%|██████▎ | 5/8 [00:00<00:00, 12.92it/s] 39/50 3.94G 1.373 0.9123 1.273 308 640: 62%|██████▎ | 5/8 [00:00<00:00, 12.92it/s] 39/50 3.94G 1.373 0.9123 1.273 308 640: 88%|████████▊ | 7/8 [00:00<00:00, 13.57it/s] 39/50 3.94G 1.369 0.9138 1.273 345 640: 88%|████████▊ | 7/8 [00:00<00:00, 13.57it/s] 39/50 3.94G 1.369 0.9138 1.273 345 640: 100%|██████████| 8/8 [00:00<00:00, 12.82it/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, 11.84it/s] all 28 504 0.811 0.853 0.904 0.523
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
0%| | 0/8 [00:00<?, ?it/s] 40/50 3.95G 1.353 0.8964 1.228 389 640: 0%| | 0/8 [00:00<?, ?it/s] 40/50 3.95G 1.353 0.8964 1.228 389 640: 12%|█▎ | 1/8 [00:00<00:00, 8.37it/s] 40/50 3.96G 1.341 0.9173 1.244 249 640: 12%|█▎ | 1/8 [00:00<00:00, 8.37it/s] 40/50 3.96G 1.366 0.9284 1.271 307 640: 12%|█▎ | 1/8 [00:00<00:00, 8.37it/s] 40/50 3.96G 1.366 0.9284 1.271 307 640: 38%|███▊ | 3/8 [00:00<00:00, 12.57it/s] 40/50 3.96G 1.377 0.9169 1.273 369 640: 38%|███▊ | 3/8 [00:00<00:00, 12.57it/s] 40/50 3.96G 1.37 0.9092 1.276 295 640: 38%|███▊ | 3/8 [00:00<00:00, 12.57it/s] 40/50 3.96G 1.37 0.9092 1.276 295 640: 62%|██████▎ | 5/8 [00:00<00:00, 13.19it/s] 40/50 3.96G 1.374 0.9113 1.282 305 640: 62%|██████▎ | 5/8 [00:00<00:00, 13.19it/s] 40/50 3.96G 1.374 0.9171 1.281 457 640: 62%|██████▎ | 5/8 [00:00<00:00, 13.19it/s] 40/50 3.96G 1.374 0.9171 1.281 457 640: 88%|████████▊ | 7/8 [00:00<00:00, 13.92it/s] 40/50 3.96G 1.377 0.926 1.279 295 640: 88%|████████▊ | 7/8 [00:00<00:00, 13.92it/s] 40/50 3.96G 1.377 0.926 1.279 295 640: 100%|██████████| 8/8 [00:00<00:00, 13.20it/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, 12.04it/s] all 28 504 0.856 0.853 0.923 0.62
Closing dataloader mosaic
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
0%| | 0/8 [00:00<?, ?it/s] 41/50 3.85G 1.405 1.007 1.371 219 640: 0%| | 0/8 [00:00<?, ?it/s] 41/50 3.85G 1.405 1.007 1.371 219 640: 12%|█▎ | 1/8 [00:00<00:01, 3.74it/s] 41/50 3.86G 1.481 0.9886 1.352 230 640: 12%|█▎ | 1/8 [00:00<00:01, 3.74it/s] 41/50 3.86G 1.413 0.9501 1.317 211 640: 12%|█▎ | 1/8 [00:00<00:01, 3.74it/s] 41/50 3.86G 1.413 0.9501 1.317 211 640: 38%|███▊ | 3/8 [00:00<00:01, 4.17it/s] 41/50 3.86G 1.394 0.9422 1.302 240 640: 38%|███▊ | 3/8 [00:00<00:01, 4.17it/s] 41/50 3.86G 1.394 0.9422 1.302 240 640: 50%|█████ | 4/8 [00:00<00:00, 4.20it/s] 41/50 3.86G 1.373 0.9287 1.287 238 640: 50%|█████ | 4/8 [00:01<00:00, 4.20it/s] 41/50 3.86G 1.359 0.9135 1.287 238 640: 50%|█████ | 4/8 [00:01<00:00, 4.20it/s] 41/50 3.86G 1.359 0.9135 1.287 238 640: 75%|███████▌ | 6/8 [00:01<00:00, 6.59it/s] 41/50 3.86G 1.367 0.9077 1.293 223 640: 75%|███████▌ | 6/8 [00:01<00:00, 6.59it/s] 41/50 3.86G 1.356 0.9029 1.287 200 640: 75%|███████▌ | 6/8 [00:01<00:00, 6.59it/s] 41/50 3.86G 1.356 0.9029 1.287 200 640: 100%|██████████| 8/8 [00:01<00:00, 8.42it/s] 41/50 3.86G 1.356 0.9029 1.287 200 640: 100%|██████████| 8/8 [00:01<00:00, 6.47it/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, 11.49it/s] all 28 504 0.82 0.884 0.923 0.602
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
0%| | 0/8 [00:00<?, ?it/s] 42/50 3.85G 1.393 0.8933 1.287 216 640: 0%| | 0/8 [00:00<?, ?it/s] 42/50 3.85G 1.393 0.8933 1.287 216 640: 12%|█▎ | 1/8 [00:00<00:00, 8.60it/s] 42/50 3.86G 1.33 0.8798 1.278 203 640: 12%|█▎ | 1/8 [00:00<00:00, 8.60it/s] 42/50 3.86G 1.351 0.8713 1.284 230 640: 12%|█▎ | 1/8 [00:00<00:00, 8.60it/s] 42/50 3.86G 1.351 0.8713 1.284 230 640: 38%|███▊ | 3/8 [00:00<00:00, 12.76it/s] 42/50 3.86G 1.344 0.8657 1.289 221 640: 38%|███▊ | 3/8 [00:00<00:00, 12.76it/s] 42/50 3.86G 1.348 0.8668 1.29 229 640: 38%|███▊ | 3/8 [00:00<00:00, 12.76it/s] 42/50 3.86G 1.348 0.8668 1.29 229 640: 62%|██████▎ | 5/8 [00:00<00:00, 13.38it/s] 42/50 3.86G 1.368 0.8822 1.29 244 640: 62%|██████▎ | 5/8 [00:00<00:00, 13.38it/s] 42/50 3.86G 1.377 0.8767 1.304 234 640: 62%|██████▎ | 5/8 [00:00<00:00, 13.38it/s] 42/50 3.86G 1.377 0.8767 1.304 234 640: 88%|████████▊ | 7/8 [00:00<00:00, 14.11it/s] 42/50 3.86G 1.358 0.8581 1.292 220 640: 88%|████████▊ | 7/8 [00:00<00:00, 14.11it/s] 42/50 3.86G 1.358 0.8581 1.292 220 640: 100%|██████████| 8/8 [00:00<00:00, 13.37it/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, 11.12it/s] all 28 504 0.84 0.866 0.924 0.61
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
0%| | 0/8 [00:00<?, ?it/s] 43/50 3.86G 1.294 0.7866 1.272 240 640: 0%| | 0/8 [00:00<?, ?it/s] 43/50 3.86G 1.294 0.7866 1.272 240 640: 12%|█▎ | 1/8 [00:00<00:00, 8.61it/s] 43/50 3.87G 1.327 0.81 1.306 189 640: 12%|█▎ | 1/8 [00:00<00:00, 8.61it/s] 43/50 3.87G 1.305 0.8347 1.28 237 640: 12%|█▎ | 1/8 [00:00<00:00, 8.61it/s] 43/50 3.87G 1.305 0.8347 1.28 237 640: 38%|███▊ | 3/8 [00:00<00:00, 12.84it/s] 43/50 3.87G 1.341 0.8601 1.295 247 640: 38%|███▊ | 3/8 [00:00<00:00, 12.84it/s] 43/50 3.87G 1.338 0.8467 1.299 232 640: 38%|███▊ | 3/8 [00:00<00:00, 12.84it/s] 43/50 3.87G 1.338 0.8467 1.299 232 640: 62%|██████▎ | 5/8 [00:00<00:00, 13.44it/s] 43/50 3.87G 1.354 0.8453 1.316 218 640: 62%|██████▎ | 5/8 [00:00<00:00, 13.44it/s] 43/50 3.87G 1.344 0.8423 1.304 243 640: 62%|██████▎ | 5/8 [00:00<00:00, 13.44it/s] 43/50 3.87G 1.344 0.8423 1.304 243 640: 88%|████████▊ | 7/8 [00:00<00:00, 14.20it/s] 43/50 3.87G 1.348 0.8487 1.301 203 640: 88%|████████▊ | 7/8 [00:00<00:00, 14.20it/s] 43/50 3.87G 1.348 0.8487 1.301 203 640: 100%|██████████| 8/8 [00:00<00:00, 13.43it/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, 11.35it/s] all 28 504 0.848 0.873 0.932 0.609
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
0%| | 0/8 [00:00<?, ?it/s] 44/50 3.84G 1.51 0.8581 1.407 230 640: 0%| | 0/8 [00:00<?, ?it/s] 44/50 3.84G 1.51 0.8581 1.407 230 640: 12%|█▎ | 1/8 [00:00<00:00, 8.27it/s] 44/50 3.85G 1.353 0.8123 1.312 211 640: 12%|█▎ | 1/8 [00:00<00:00, 8.27it/s] 44/50 3.85G 1.366 0.8254 1.311 209 640: 12%|█▎ | 1/8 [00:00<00:00, 8.27it/s] 44/50 3.85G 1.366 0.8254 1.311 209 640: 38%|███▊ | 3/8 [00:00<00:00, 12.40it/s] 44/50 3.85G 1.374 0.8329 1.317 227 640: 38%|███▊ | 3/8 [00:00<00:00, 12.40it/s] 44/50 3.85G 1.348 0.822 1.303 241 640: 38%|███▊ | 3/8 [00:00<00:00, 12.40it/s] 44/50 3.85G 1.348 0.822 1.303 241 640: 62%|██████▎ | 5/8 [00:00<00:00, 13.04it/s] 44/50 3.85G 1.328 0.8169 1.298 253 640: 62%|██████▎ | 5/8 [00:00<00:00, 13.04it/s] 44/50 3.85G 1.319 0.8193 1.289 255 640: 62%|██████▎ | 5/8 [00:00<00:00, 13.04it/s] 44/50 3.85G 1.319 0.8193 1.289 255 640: 88%|████████▊ | 7/8 [00:00<00:00, 13.98it/s] 44/50 3.85G 1.316 0.8205 1.284 188 640: 88%|████████▊ | 7/8 [00:00<00:00, 13.98it/s] 44/50 3.85G 1.316 0.8205 1.284 188 640: 100%|██████████| 8/8 [00:00<00:00, 13.22it/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, 11.32it/s] all 28 504 0.861 0.871 0.936 0.627
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
0%| | 0/8 [00:00<?, ?it/s] 45/50 3.84G 1.384 0.7985 1.245 263 640: 0%| | 0/8 [00:00<?, ?it/s] 45/50 3.84G 1.384 0.7985 1.245 263 640: 12%|█▎ | 1/8 [00:00<00:00, 8.62it/s] 45/50 3.85G 1.31 0.8011 1.243 228 640: 12%|█▎ | 1/8 [00:00<00:00, 8.62it/s] 45/50 3.85G 1.321 0.8498 1.287 204 640: 12%|█▎ | 1/8 [00:00<00:00, 8.62it/s] 45/50 3.85G 1.321 0.8498 1.287 204 640: 38%|███▊ | 3/8 [00:00<00:00, 12.82it/s] 45/50 3.85G 1.327 0.8512 1.287 180 640: 38%|███▊ | 3/8 [00:00<00:00, 12.82it/s] 45/50 3.85G 1.334 0.8415 1.29 234 640: 38%|███▊ | 3/8 [00:00<00:00, 12.82it/s] 45/50 3.85G 1.334 0.8415 1.29 234 640: 62%|██████▎ | 5/8 [00:00<00:00, 13.45it/s] 45/50 3.85G 1.317 0.8319 1.291 232 640: 62%|██████▎ | 5/8 [00:00<00:00, 13.45it/s] 45/50 3.85G 1.309 0.8377 1.287 214 640: 62%|██████▎ | 5/8 [00:00<00:00, 13.45it/s] 45/50 3.85G 1.309 0.8377 1.287 214 640: 88%|████████▊ | 7/8 [00:00<00:00, 14.22it/s] 45/50 3.85G 1.296 0.8291 1.277 240 640: 88%|████████▊ | 7/8 [00:00<00:00, 14.22it/s] 45/50 3.85G 1.296 0.8291 1.277 240 640: 100%|██████████| 8/8 [00:00<00:00, 13.39it/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, 11.56it/s] all 28 504 0.894 0.863 0.941 0.64
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
0%| | 0/8 [00:00<?, ?it/s] 46/50 3.85G 1.122 0.6951 1.151 216 640: 0%| | 0/8 [00:00<?, ?it/s] 46/50 3.85G 1.122 0.6951 1.151 216 640: 12%|█▎ | 1/8 [00:00<00:00, 8.48it/s] 46/50 3.86G 1.158 0.7271 1.19 235 640: 12%|█▎ | 1/8 [00:00<00:00, 8.48it/s] 46/50 3.86G 1.193 0.7658 1.21 209 640: 12%|█▎ | 1/8 [00:00<00:00, 8.48it/s] 46/50 3.86G 1.193 0.7658 1.21 209 640: 38%|███▊ | 3/8 [00:00<00:00, 12.65it/s] 46/50 3.86G 1.225 0.777 1.229 237 640: 38%|███▊ | 3/8 [00:00<00:00, 12.65it/s] 46/50 3.86G 1.263 0.7962 1.246 194 640: 38%|███▊ | 3/8 [00:00<00:00, 12.65it/s] 46/50 3.86G 1.263 0.7962 1.246 194 640: 62%|██████▎ | 5/8 [00:00<00:00, 13.17it/s] 46/50 3.86G 1.258 0.7863 1.239 228 640: 62%|██████▎ | 5/8 [00:00<00:00, 13.17it/s] 46/50 3.86G 1.246 0.7793 1.227 257 640: 62%|██████▎ | 5/8 [00:00<00:00, 13.17it/s] 46/50 3.86G 1.246 0.7793 1.227 257 640: 88%|████████▊ | 7/8 [00:00<00:00, 14.08it/s] 46/50 3.86G 1.25 0.7805 1.23 203 640: 88%|████████▊ | 7/8 [00:00<00:00, 14.08it/s] 46/50 3.86G 1.25 0.7805 1.23 203 640: 100%|██████████| 8/8 [00:00<00:00, 13.35it/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, 11.38it/s] all 28 504 0.883 0.875 0.945 0.65
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
0%| | 0/8 [00:00<?, ?it/s] 47/50 3.85G 1.223 0.7425 1.281 203 640: 0%| | 0/8 [00:00<?, ?it/s] 47/50 3.85G 1.223 0.7425 1.281 203 640: 12%|█▎ | 1/8 [00:00<00:00, 8.25it/s] 47/50 3.86G 1.218 0.755 1.232 226 640: 12%|█▎ | 1/8 [00:00<00:00, 8.25it/s] 47/50 3.86G 1.192 0.7383 1.224 209 640: 12%|█▎ | 1/8 [00:00<00:00, 8.25it/s] 47/50 3.86G 1.192 0.7383 1.224 209 640: 38%|███▊ | 3/8 [00:00<00:00, 12.59it/s] 47/50 3.86G 1.214 0.7472 1.225 230 640: 38%|███▊ | 3/8 [00:00<00:00, 12.59it/s] 47/50 3.86G 1.218 0.7504 1.235 242 640: 38%|███▊ | 3/8 [00:00<00:00, 12.59it/s] 47/50 3.86G 1.218 0.7504 1.235 242 640: 62%|██████▎ | 5/8 [00:00<00:00, 13.26it/s] 47/50 3.86G 1.233 0.751 1.23 212 640: 62%|██████▎ | 5/8 [00:00<00:00, 13.26it/s] 47/50 3.86G 1.232 0.749 1.222 238 640: 62%|██████▎ | 5/8 [00:00<00:00, 13.26it/s] 47/50 3.86G 1.232 0.749 1.222 238 640: 88%|████████▊ | 7/8 [00:00<00:00, 14.12it/s] 47/50 3.86G 1.228 0.746 1.217 245 640: 88%|████████▊ | 7/8 [00:00<00:00, 14.12it/s] 47/50 3.86G 1.228 0.746 1.217 245 640: 100%|██████████| 8/8 [00:00<00:00, 13.34it/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, 11.72it/s] all 28 504 0.886 0.891 0.947 0.658
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
0%| | 0/8 [00:00<?, ?it/s] 48/50 3.79G 1.219 0.7096 1.272 231 640: 0%| | 0/8 [00:00<?, ?it/s] 48/50 3.79G 1.219 0.7096 1.272 231 640: 12%|█▎ | 1/8 [00:00<00:00, 8.66it/s] 48/50 3.8G 1.222 0.7392 1.247 210 640: 12%|█▎ | 1/8 [00:00<00:00, 8.66it/s] 48/50 3.8G 1.241 0.7599 1.249 244 640: 12%|█▎ | 1/8 [00:00<00:00, 8.66it/s] 48/50 3.8G 1.241 0.7599 1.249 244 640: 38%|███▊ | 3/8 [00:00<00:00, 12.75it/s] 48/50 3.8G 1.269 0.7703 1.262 222 640: 38%|███▊ | 3/8 [00:00<00:00, 12.75it/s] 48/50 3.8G 1.26 0.7795 1.255 226 640: 38%|███▊ | 3/8 [00:00<00:00, 12.75it/s] 48/50 3.8G 1.26 0.7795 1.255 226 640: 62%|██████▎ | 5/8 [00:00<00:00, 13.40it/s] 48/50 3.8G 1.248 0.7772 1.242 194 640: 62%|██████▎ | 5/8 [00:00<00:00, 13.40it/s] 48/50 3.8G 1.253 0.7745 1.236 209 640: 62%|██████▎ | 5/8 [00:00<00:00, 13.40it/s] 48/50 3.8G 1.253 0.7745 1.236 209 640: 88%|████████▊ | 7/8 [00:00<00:00, 14.24it/s] 48/50 3.8G 1.238 0.7648 1.224 251 640: 88%|████████▊ | 7/8 [00:00<00:00, 14.24it/s] 48/50 3.8G 1.238 0.7648 1.224 251 640: 100%|██████████| 8/8 [00:00<00:00, 13.41it/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, 2.59it/s] Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 1/1 [00:00<00:00, 2.59it/s] all 28 504 0.866 0.897 0.948 0.661
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
0%| | 0/8 [00:00<?, ?it/s] 49/50 3.84G 1.106 0.7276 1.173 235 640: 0%| | 0/8 [00:00<?, ?it/s] 49/50 3.84G 1.106 0.7276 1.173 235 640: 12%|█▎ | 1/8 [00:00<00:00, 8.70it/s] 49/50 3.85G 1.211 0.7746 1.188 236 640: 12%|█▎ | 1/8 [00:00<00:00, 8.70it/s] 49/50 3.85G 1.191 0.7658 1.191 251 640: 12%|█▎ | 1/8 [00:00<00:00, 8.70it/s] 49/50 3.85G 1.191 0.7658 1.191 251 640: 38%|███▊ | 3/8 [00:00<00:00, 12.80it/s] 49/50 3.85G 1.175 0.7422 1.187 233 640: 38%|███▊ | 3/8 [00:00<00:00, 12.80it/s] 49/50 3.85G 1.167 0.7352 1.189 206 640: 38%|███▊ | 3/8 [00:00<00:00, 12.80it/s] 49/50 3.85G 1.167 0.7352 1.189 206 640: 62%|██████▎ | 5/8 [00:00<00:00, 13.35it/s] 49/50 3.85G 1.161 0.733 1.186 232 640: 62%|██████▎ | 5/8 [00:00<00:00, 13.35it/s] 49/50 3.85G 1.194 0.7494 1.204 200 640: 62%|██████▎ | 5/8 [00:00<00:00, 13.35it/s] 49/50 3.85G 1.194 0.7494 1.204 200 640: 88%|████████▊ | 7/8 [00:00<00:00, 14.18it/s] 49/50 3.85G 1.195 0.7499 1.204 212 640: 88%|████████▊ | 7/8 [00:00<00:00, 14.18it/s] 49/50 3.85G 1.195 0.7499 1.204 212 640: 100%|██████████| 8/8 [00:00<00:00, 13.43it/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, 11.82it/s] all 28 504 0.891 0.861 0.948 0.654
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
0%| | 0/8 [00:00<?, ?it/s] 50/50 3.84G 1.225 0.7115 1.216 231 640: 0%| | 0/8 [00:00<?, ?it/s] 50/50 3.84G 1.225 0.7115 1.216 231 640: 12%|█▎ | 1/8 [00:00<00:00, 8.50it/s] 50/50 3.86G 1.242 0.7559 1.237 232 640: 12%|█▎ | 1/8 [00:00<00:00, 8.50it/s] 50/50 3.86G 1.243 0.7577 1.243 218 640: 12%|█▎ | 1/8 [00:00<00:00, 8.50it/s] 50/50 3.86G 1.243 0.7577 1.243 218 640: 38%|███▊ | 3/8 [00:00<00:00, 12.60it/s] 50/50 3.86G 1.217 0.7385 1.216 205 640: 38%|███▊ | 3/8 [00:00<00:00, 12.60it/s] 50/50 3.86G 1.227 0.7414 1.214 258 640: 38%|███▊ | 3/8 [00:00<00:00, 12.60it/s] 50/50 3.86G 1.227 0.7414 1.214 258 640: 62%|██████▎ | 5/8 [00:00<00:00, 13.24it/s] 50/50 3.86G 1.215 0.7333 1.201 217 640: 62%|██████▎ | 5/8 [00:00<00:00, 13.24it/s] 50/50 3.86G 1.215 0.7365 1.204 215 640: 62%|██████▎ | 5/8 [00:00<00:00, 13.24it/s] 50/50 3.86G 1.215 0.7365 1.204 215 640: 88%|████████▊ | 7/8 [00:00<00:00, 14.04it/s] 50/50 3.86G 1.206 0.7326 1.202 232 640: 88%|████████▊ | 7/8 [00:00<00:00, 14.04it/s] 50/50 3.86G 1.206 0.7326 1.202 232 640: 100%|██████████| 8/8 [00:00<00:00, 13.26it/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, 11.67it/s] all 28 504 0.893 0.871 0.949 0.663
50 epochs completed in 0.017 hours.
Optimizer stripped from runs/detect/train7/weights/last.pt, 22.5MB
Optimizer stripped from runs/detect/train7/weights/best.pt, 22.5MB
Validating runs/detect/train7/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): 168 layers, 11125971 parameters, 0 gradients, 28.4 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, 7.18it/s] Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 1/1 [00:00<00:00, 7.16it/s] all 28 504 0.893 0.871 0.949 0.663
Speed: 0.1ms preprocess, 0.8ms inference, 0.0ms loss, 0.5ms postprocess per image
Results saved to [1mruns/detect/train7[0m
wandb: - 29.592 MB of 29.592 MB uploadedwandb: \ 29.592 MB of 29.636 MB uploadedwandb: | 29.592 MB of 29.636 MB uploadedwandb: / 29.636 MB of 29.636 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) ▁
wandb: train/box_loss █▆▄▃▃▃▃▃▃▃▃▃▃▃▃▃▂▂▂▂▂▂▂▂▂▂▂▂▂▂▂▂▁▁▁▁▁▁▁▁
wandb: train/cls_loss █▆▄▃▃▃▃▂▂▂▂▂▂▂▂▂▂▂▂▂▂▂▂▂▂▂▂▁▁▁▁▁▁▁▁▁▁▁▁▁
wandb: train/dfl_loss █▆▄▃▃▃▃▃▃▃▃▂▃▂▂▂▂▂▂▂▂▂▂▂▂▂▂▁▂▁▂▁▁▁▁▁▁▁▁▁
wandb: val/box_loss █▅▅▄▄▄▄▄▄▃▃▃▃▃▃▃▂▃▂▂▂▂▂▂▃▂▂▂▂▂▂▂▁▁▁▁▁▁▁▁
wandb: val/cls_loss ▄█▅▅▃▃▃▃▄▃▃▂▂▂▂▂▂▂▂▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁
wandb: val/dfl_loss █▇▆▄▅▅▄▄▄▃▃▃▃▃▄▃▂▃▂▂▂▂▂▂▃▂▂▂▂▁▂▂▁▁▁▁▁▁▁▁
wandb:
wandb: Run summary:
wandb: lr/pg0 0.0001
wandb: lr/pg1 0.0001
wandb: lr/pg2 0.0001
wandb: metrics/mAP50(B) 0.94934
wandb: metrics/mAP50-95(B) 0.66307
wandb: metrics/precision(B) 0.89258
wandb: metrics/recall(B) 0.87103
wandb: model/GFLOPs 28.647
wandb: model/parameters 11135987
wandb: model/speed_PyTorch(ms) 4.312
wandb: train/box_loss 1.20634
wandb: train/cls_loss 0.73255
wandb: train/dfl_loss 1.20159
wandb: val/box_loss 1.08618
wandb: val/cls_loss 0.63737
wandb: val/dfl_loss 1.1225
wandb:
wandb: 🚀 View run train7 at: https://wandb.ai/fin-jason20/YOLOv8/runs/0urspfbu
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_211218-0urspfbu/logs
Ultralytics YOLOv8.1.13 🚀 Python-3.8.18 torch-2.1.1+cu121 CUDA:0 (NVIDIA A100 80GB PCIe, 81050MiB)
Model summary (fused): 168 layers, 11125971 parameters, 0 gradients, 28.4 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, 3.59it/s] Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 2/2 [00:01<00:00, 1.33it/s] Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 2/2 [00:01<00:00, 1.46it/s] all 28 504 0.893 0.871 0.949 0.664
Speed: 0.1ms preprocess, 31.0ms inference, 0.0ms loss, 9.6ms postprocess per image
Results saved to [1mruns/detect/train72[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 0x2ae4b69a7a90>
curves: ['Precision-Recall(B)', 'F1-Confidence(B)', 'Precision-Confidence(B)', 'Recall-Confidence(B)']
curves_results: [[array([ 0, 0.001001, 0.002002, 0.003003, 0.004004, 0.005005, 0.006006, 0.007007, 0.008008, 0.009009, 0.01001, 0.011011, 0.012012, 0.013013, 0.014014, 0.015015, 0.016016, 0.017017, 0.018018, 0.019019, 0.02002, 0.021021, 0.022022, 0.023023,
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fitness: 0.6921051370305916
keys: ['metrics/precision(B)', 'metrics/recall(B)', 'metrics/mAP50(B)', 'metrics/mAP50-95(B)']
maps: array([ 0.66353])
names: {0: 'microglia'}
plot: True
results_dict: {'metrics/precision(B)': 0.892965848436894, 'metrics/recall(B)': 0.871031746031746, 'metrics/mAP50(B)': 0.9493210114313625, 'metrics/mAP50-95(B)': 0.663525595430506, 'fitness': 0.6921051370305916}
save_dir: PosixPath('runs/detect/train72')
speed: {'preprocess': 0.08887904030936104, 'inference': 31.038624899727957, 'loss': 0.0006301062447684151, 'postprocess': 9.605484349387032}
task: 'detect'