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New https://pypi.org/project/ultralytics/8.1.41 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=train24, 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=0.028376665942929247, lrf=0.16106153272412177, momentum=0.9208374760740288, weight_decay=0.0007526843849473337, warmup_epochs=4.759997280094029, warmup_momentum=0.2776003063741067, warmup_bias_lr=0.1, box=0.0631428476701031, cls=2.54563345282708, dfl=1.5, pose=12.0, kobj=1.0, label_smoothing=0.0, nbs=64, hsv_h=0.0827898336807715, hsv_s=0.11200684115062952, hsv_v=0.8016226863425935, degrees=6.129715580670878, translate=0.5562938238293281, scale=0.02852432398525604, shear=5.777070936920299, perspective=0.000776018895203354, flipud=0.27871214575634207, fliplr=0.42835518630193814, mosaic=0.8716202796652113, mixup=0.9883000570588982, copy_paste=0.7217287606025053, auto_augment=randaugment, erasing=0.4, crop_fraction=1.0, cfg=None, tracker=botsort.yaml, save_dir=runs/detect/train24
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: wandb version 0.16.5 is available! To upgrade, please run:
wandb: $ pip install wandb --upgrade
wandb: Tracking run with wandb version 0.16.3
wandb: Run data is saved locally in /scratch/gilbreth/jpfinley/ultralytics/wandb/run-20240402_013515-eehan06w
wandb: Run `wandb offline` to turn off syncing.
wandb: Syncing run train24
wandb: ⭐️ View project at https://wandb.ai/fin-jason20/YOLOv8
wandb: 🚀 View run at https://wandb.ai/fin-jason20/YOLOv8/runs/eehan06w
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... 100 images, 0 backgrounds, 0 corrupt: 100%|██████████| 100/100 [00:00<?, ?it/s][34m[1mtrain: [0mScanning /scratch/gilbreth/jpfinley/ultralytics/datasets/astro/train/labels.cache... 100 images, 0 backgrounds, 0 corrupt: 100%|██████████| 100/100 [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/train24/labels.jpg...
[34m[1moptimizer:[0m 'optimizer=auto' found, ignoring 'lr0=0.028376665942929247' and 'momentum=0.9208374760740288' 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=0.0007526843849473337), 83 bias(decay=0.0)
Image sizes 640 train, 640 val
Using 8 dataloader workers
Logging results to [1mruns/detect/train24[0m
Starting training for 50 epochs...
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
0%| | 0/7 [00:00<?, ?it/s] 1/50 7.15G 0.02845 18.93 2.928 460 640: 0%| | 0/7 [00:08<?, ?it/s] 1/50 7.15G 0.02845 18.93 2.928 460 640: 14%|█▍ | 1/7 [00:08<00:49, 8.22s/it] 1/50 7.15G 0.02839 18.86 2.967 423 640: 14%|█▍ | 1/7 [00:08<00:49, 8.22s/it] 1/50 7.15G 0.02839 18.86 2.967 423 640: 29%|██▊ | 2/7 [00:08<00:17, 3.46s/it] 1/50 7.15G 0.02845 18.74 2.975 495 640: 29%|██▊ | 2/7 [00:08<00:17, 3.46s/it] 1/50 7.15G 0.02845 18.74 2.975 495 640: 43%|████▎ | 3/7 [00:08<00:07, 1.94s/it] 1/50 7.15G 0.02821 18.64 2.948 414 640: 43%|████▎ | 3/7 [00:08<00:07, 1.94s/it] 1/50 7.15G 0.02821 18.64 2.948 414 640: 57%|█████▋ | 4/7 [00:08<00:03, 1.22s/it] 1/50 7.15G 0.02808 18.66 2.949 488 640: 57%|█████▋ | 4/7 [00:08<00:03, 1.22s/it] 1/50 7.15G 0.02808 18.66 2.949 488 640: 71%|███████▏ | 5/7 [00:08<00:01, 1.21it/s] 1/50 7.15G 0.02805 18.61 2.959 417 640: 71%|███████▏ | 5/7 [00:08<00:01, 1.21it/s] 1/50 7.15G 0.02805 18.61 2.959 417 640: 86%|████████▌ | 6/7 [00:08<00:00, 1.72it/s] 1/50 7.18G 0.02823 18.69 2.964 133 640: 86%|████████▌ | 6/7 [00:09<00:00, 1.72it/s] 1/50 7.18G 0.02823 18.69 2.964 133 640: 100%|██████████| 7/7 [00:09<00:00, 2.03it/s] 1/50 7.18G 0.02823 18.69 2.964 133 640: 100%|██████████| 7/7 [00:09<00:00, 1.31s/it]
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, 5.17it/s] Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 1/1 [00:00<00:00, 5.16it/s] all 28 504 0.00726 0.121 0.00409 0.00106
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
0%| | 0/7 [00:00<?, ?it/s] 2/50 7.23G 0.02822 18.98 2.855 428 640: 0%| | 0/7 [00:00<?, ?it/s] 2/50 7.23G 0.02822 18.98 2.855 428 640: 14%|█▍ | 1/7 [00:00<00:01, 4.60it/s] 2/50 7.23G 0.02799 19.03 2.873 489 640: 14%|█▍ | 1/7 [00:00<00:01, 4.60it/s] 2/50 7.23G 0.02799 19.03 2.873 489 640: 29%|██▊ | 2/7 [00:00<00:00, 6.35it/s] 2/50 7.24G 0.02804 18.92 2.921 493 640: 29%|██▊ | 2/7 [00:00<00:00, 6.35it/s] 2/50 7.24G 0.02804 18.92 2.921 493 640: 43%|████▎ | 3/7 [00:00<00:00, 5.90it/s] 2/50 7.25G 0.02759 18.1 2.89 452 640: 43%|████▎ | 3/7 [00:00<00:00, 5.90it/s] 2/50 7.25G 0.02759 18.1 2.89 452 640: 57%|█████▋ | 4/7 [00:00<00:00, 6.52it/s] 2/50 7.25G 0.02707 17.37 2.856 470 640: 57%|█████▋ | 4/7 [00:00<00:00, 6.52it/s] 2/50 7.25G 0.02707 17.37 2.856 470 640: 71%|███████▏ | 5/7 [00:00<00:00, 6.96it/s] 2/50 7.25G 0.02645 16.75 2.826 444 640: 71%|███████▏ | 5/7 [00:00<00:00, 6.96it/s] 2/50 7.25G 0.02645 16.75 2.826 444 640: 86%|████████▌ | 6/7 [00:00<00:00, 7.34it/s] 2/50 7.28G 0.02611 16.18 2.81 121 640: 86%|████████▌ | 6/7 [00:00<00:00, 7.34it/s] 2/50 7.28G 0.02611 16.18 2.81 121 640: 100%|██████████| 7/7 [00:00<00:00, 7.24it/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, 7.63it/s] Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 1/1 [00:00<00:00, 7.61it/s] all 28 504 0.26 0.0675 0.058 0.0152
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
0%| | 0/7 [00:00<?, ?it/s] 3/50 7.47G 0.02384 12.82 2.677 469 640: 0%| | 0/7 [00:00<?, ?it/s] 3/50 7.47G 0.02384 12.82 2.677 469 640: 14%|█▍ | 1/7 [00:00<00:01, 4.36it/s] 3/50 7.47G 0.0239 12.62 2.653 479 640: 14%|█▍ | 1/7 [00:00<00:01, 4.36it/s] 3/50 7.47G 0.0239 12.62 2.653 479 640: 29%|██▊ | 2/7 [00:00<00:00, 5.96it/s] 3/50 7.47G 0.02387 12.48 2.655 464 640: 29%|██▊ | 2/7 [00:00<00:00, 5.96it/s] 3/50 7.47G 0.02387 12.48 2.655 464 640: 43%|████▎ | 3/7 [00:00<00:00, 6.78it/s] 3/50 7.47G 0.02347 12.2 2.627 483 640: 43%|████▎ | 3/7 [00:00<00:00, 6.78it/s] 3/50 7.47G 0.02347 12.2 2.627 483 640: 57%|█████▋ | 4/7 [00:00<00:00, 7.60it/s] 3/50 7.48G 0.02337 12.06 2.616 469 640: 57%|█████▋ | 4/7 [00:00<00:00, 7.60it/s] 3/50 7.48G 0.02337 12.06 2.616 469 640: 71%|███████▏ | 5/7 [00:00<00:00, 7.80it/s] 3/50 7.48G 0.02331 12.07 2.613 505 640: 71%|███████▏ | 5/7 [00:00<00:00, 7.80it/s] 3/50 7.48G 0.02331 12.07 2.613 505 640: 86%|████████▌ | 6/7 [00:00<00:00, 8.27it/s] 3/50 7.51G 0.0233 12.06 2.613 114 640: 86%|████████▌ | 6/7 [00:00<00:00, 8.27it/s] 3/50 7.51G 0.0233 12.06 2.613 114 640: 100%|██████████| 7/7 [00:00<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, 8.25it/s] Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 1/1 [00:00<00:00, 8.23it/s] all 28 504 0.388 0.456 0.321 0.0998
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
0%| | 0/7 [00:00<?, ?it/s] 4/50 7.46G 0.02186 10.64 2.494 421 640: 0%| | 0/7 [00:00<?, ?it/s] 4/50 7.46G 0.02186 10.64 2.494 421 640: 14%|█▍ | 1/7 [00:00<00:01, 5.28it/s] 4/50 7.47G 0.02188 10.49 2.491 541 640: 14%|█▍ | 1/7 [00:00<00:01, 5.28it/s] 4/50 7.47G 0.02188 10.49 2.491 541 640: 29%|██▊ | 2/7 [00:00<00:00, 6.54it/s] 4/50 7.47G 0.02186 10.51 2.493 498 640: 29%|██▊ | 2/7 [00:00<00:00, 6.54it/s] 4/50 7.47G 0.02186 10.51 2.493 498 640: 43%|████▎ | 3/7 [00:00<00:00, 7.60it/s] 4/50 7.47G 0.02189 10.58 2.495 439 640: 43%|████▎ | 3/7 [00:00<00:00, 7.60it/s] 4/50 7.47G 0.02189 10.58 2.495 439 640: 57%|█████▋ | 4/7 [00:00<00:00, 7.83it/s] 4/50 7.47G 0.02167 10.66 2.48 478 640: 57%|█████▋ | 4/7 [00:00<00:00, 7.83it/s] 4/50 7.47G 0.02167 10.66 2.48 478 640: 71%|███████▏ | 5/7 [00:00<00:00, 8.37it/s] 4/50 7.47G 0.02152 10.65 2.467 512 640: 71%|███████▏ | 5/7 [00:00<00:00, 8.37it/s] 4/50 7.47G 0.02152 10.65 2.467 512 640: 86%|████████▌ | 6/7 [00:00<00:00, 8.31it/s] 4/50 7.48G 0.02143 10.58 2.462 117 640: 86%|████████▌ | 6/7 [00:00<00:00, 8.31it/s] 4/50 7.48G 0.02143 10.58 2.462 117 640: 100%|██████████| 7/7 [00:00<00:00, 8.44it/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, 8.50it/s] Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 1/1 [00:00<00:00, 8.48it/s] all 28 504 0.114 0.849 0.223 0.08
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
0%| | 0/7 [00:00<?, ?it/s] 5/50 7.32G 0.02017 10.4 2.408 411 640: 0%| | 0/7 [00:00<?, ?it/s] 5/50 7.32G 0.02017 10.4 2.408 411 640: 14%|█▍ | 1/7 [00:00<00:01, 5.03it/s] 5/50 7.32G 0.02022 10.57 2.389 440 640: 14%|█▍ | 1/7 [00:00<00:01, 5.03it/s] 5/50 7.32G 0.02022 10.57 2.389 440 640: 29%|██▊ | 2/7 [00:00<00:00, 6.97it/s] 5/50 7.32G 0.02062 10.67 2.396 459 640: 29%|██▊ | 2/7 [00:00<00:00, 6.97it/s] 5/50 7.32G 0.02062 10.67 2.396 459 640: 43%|████▎ | 3/7 [00:00<00:00, 7.44it/s] 5/50 7.32G 0.02063 10.63 2.396 465 640: 43%|████▎ | 3/7 [00:00<00:00, 7.44it/s] 5/50 7.32G 0.02063 10.63 2.396 465 640: 57%|█████▋ | 4/7 [00:00<00:00, 8.13it/s] 5/50 7.32G 0.02054 10.53 2.388 443 640: 57%|█████▋ | 4/7 [00:00<00:00, 8.13it/s] 5/50 7.32G 0.02054 10.53 2.388 443 640: 71%|███████▏ | 5/7 [00:00<00:00, 8.16it/s] 5/50 7.32G 0.02042 10.42 2.376 483 640: 71%|███████▏ | 5/7 [00:00<00:00, 8.16it/s] 5/50 7.32G 0.02042 10.42 2.376 483 640: 86%|████████▌ | 6/7 [00:00<00:00, 8.47it/s] 5/50 7.35G 0.02052 10.35 2.381 105 640: 86%|████████▌ | 6/7 [00:00<00:00, 8.47it/s] 5/50 7.35G 0.02052 10.35 2.381 105 640: 100%|██████████| 7/7 [00:00<00:00, 8.31it/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, 7.69it/s] Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 1/1 [00:00<00:00, 7.67it/s] all 28 504 0.0369 0.615 0.0416 0.0133
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
0%| | 0/7 [00:00<?, ?it/s] 6/50 7.37G 0.02057 10.16 2.348 446 640: 0%| | 0/7 [00:00<?, ?it/s] 6/50 7.37G 0.02057 10.16 2.348 446 640: 14%|█▍ | 1/7 [00:00<00:01, 5.36it/s] 6/50 7.38G 0.02028 9.978 2.329 472 640: 14%|█▍ | 1/7 [00:00<00:01, 5.36it/s] 6/50 7.38G 0.02028 9.978 2.329 472 640: 29%|██▊ | 2/7 [00:00<00:00, 6.64it/s] 6/50 7.38G 0.01993 10.01 2.297 435 640: 29%|██▊ | 2/7 [00:00<00:00, 6.64it/s] 6/50 7.38G 0.01993 10.01 2.297 435 640: 43%|████▎ | 3/7 [00:00<00:00, 7.65it/s] 6/50 7.38G 0.01995 10.04 2.293 487 640: 43%|████▎ | 3/7 [00:00<00:00, 7.65it/s] 6/50 7.38G 0.01995 10.04 2.293 487 640: 57%|█████▋ | 4/7 [00:00<00:00, 7.77it/s] 6/50 7.38G 0.01972 10.01 2.289 490 640: 57%|█████▋ | 4/7 [00:00<00:00, 7.77it/s] 6/50 7.38G 0.01972 10.01 2.289 490 640: 71%|███████▏ | 5/7 [00:00<00:00, 8.28it/s] 6/50 7.38G 0.0196 10.03 2.28 399 640: 71%|███████▏ | 5/7 [00:00<00:00, 8.28it/s] 6/50 7.38G 0.0196 10.03 2.28 399 640: 86%|████████▌ | 6/7 [00:00<00:00, 8.18it/s] 6/50 7.39G 0.01938 9.971 2.27 121 640: 86%|████████▌ | 6/7 [00:00<00:00, 8.18it/s] 6/50 7.39G 0.01938 9.971 2.27 121 640: 100%|██████████| 7/7 [00:00<00:00, 8.29it/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, 6.85it/s] Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 1/1 [00:00<00:00, 6.83it/s] all 28 504 0.0695 0.792 0.0805 0.0324
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
0%| | 0/7 [00:00<?, ?it/s] 7/50 7.38G 0.01964 10.13 2.266 482 640: 0%| | 0/7 [00:00<?, ?it/s] 7/50 7.38G 0.01964 10.13 2.266 482 640: 14%|█▍ | 1/7 [00:00<00:01, 5.06it/s] 7/50 7.38G 0.01937 10.01 2.258 469 640: 14%|█▍ | 1/7 [00:00<00:01, 5.06it/s] 7/50 7.38G 0.01937 10.01 2.258 469 640: 29%|██▊ | 2/7 [00:00<00:00, 6.90it/s] 7/50 7.39G 0.01923 9.838 2.263 446 640: 29%|██▊ | 2/7 [00:00<00:00, 6.90it/s] 7/50 7.39G 0.01923 9.838 2.263 446 640: 43%|████▎ | 3/7 [00:00<00:00, 7.41it/s] 7/50 7.39G 0.01911 9.876 2.258 426 640: 43%|████▎ | 3/7 [00:00<00:00, 7.41it/s] 7/50 7.39G 0.01911 9.876 2.258 426 640: 57%|█████▋ | 4/7 [00:00<00:00, 8.12it/s] 7/50 7.39G 0.01905 9.897 2.255 440 640: 57%|█████▋ | 4/7 [00:00<00:00, 8.12it/s] 7/50 7.39G 0.01905 9.897 2.255 440 640: 71%|███████▏ | 5/7 [00:00<00:00, 8.19it/s] 7/50 7.39G 0.01906 9.901 2.257 424 640: 71%|███████▏ | 5/7 [00:00<00:00, 8.19it/s] 7/50 7.39G 0.01906 9.901 2.257 424 640: 86%|████████▌ | 6/7 [00:00<00:00, 8.61it/s] 7/50 7.42G 0.01899 9.904 2.256 103 640: 86%|████████▌ | 6/7 [00:00<00:00, 8.61it/s] 7/50 7.42G 0.01899 9.904 2.256 103 640: 100%|██████████| 7/7 [00:00<00:00, 8.44it/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, 9.47it/s] Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 1/1 [00:00<00:00, 9.45it/s] all 28 504 0.146 0.321 0.0778 0.0287
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
0%| | 0/7 [00:00<?, ?it/s] 8/50 7.34G 0.01876 9.477 2.209 429 640: 0%| | 0/7 [00:00<?, ?it/s] 8/50 7.34G 0.01876 9.477 2.209 429 640: 14%|█▍ | 1/7 [00:00<00:01, 5.24it/s] 8/50 7.35G 0.01877 9.684 2.228 428 640: 14%|█▍ | 1/7 [00:00<00:01, 5.24it/s] 8/50 7.35G 0.01877 9.684 2.228 428 640: 29%|██▊ | 2/7 [00:00<00:00, 6.44it/s] 8/50 7.35G 0.01896 9.678 2.242 451 640: 29%|██▊ | 2/7 [00:00<00:00, 6.44it/s] 8/50 7.35G 0.01896 9.678 2.242 451 640: 43%|████▎ | 3/7 [00:00<00:00, 7.44it/s] 8/50 7.35G 0.01905 9.702 2.25 507 640: 43%|████▎ | 3/7 [00:00<00:00, 7.44it/s] 8/50 7.35G 0.01905 9.702 2.25 507 640: 57%|█████▋ | 4/7 [00:00<00:00, 8.01it/s] 8/50 7.35G 0.01896 9.638 2.248 480 640: 57%|█████▋ | 4/7 [00:00<00:00, 8.01it/s] 8/50 7.35G 0.01896 9.638 2.248 480 640: 71%|███████▏ | 5/7 [00:00<00:00, 7.79it/s] 8/50 7.35G 0.01883 9.595 2.246 422 640: 71%|███████▏ | 5/7 [00:00<00:00, 7.79it/s] 8/50 7.35G 0.01883 9.595 2.246 422 640: 86%|████████▌ | 6/7 [00:00<00:00, 8.17it/s] 8/50 7.38G 0.01883 9.596 2.256 120 640: 86%|████████▌ | 6/7 [00:00<00:00, 8.17it/s] 8/50 7.38G 0.01883 9.596 2.256 120 640: 100%|██████████| 7/7 [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, 7.55it/s] Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 1/1 [00:00<00:00, 7.50it/s] all 28 504 0.176 0.514 0.164 0.0579
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
0%| | 0/7 [00:00<?, ?it/s] 9/50 7.33G 0.01919 9.617 2.296 499 640: 0%| | 0/7 [00:00<?, ?it/s] 9/50 7.33G 0.01919 9.617 2.296 499 640: 14%|█▍ | 1/7 [00:00<00:01, 5.38it/s] 9/50 7.33G 0.01898 9.698 2.323 433 640: 14%|█▍ | 1/7 [00:00<00:01, 5.38it/s] 9/50 7.33G 0.01898 9.698 2.323 433 640: 29%|██▊ | 2/7 [00:00<00:00, 7.14it/s] 9/50 7.34G 0.01891 9.789 2.307 507 640: 29%|██▊ | 2/7 [00:00<00:00, 7.14it/s] 9/50 7.34G 0.01891 9.789 2.307 507 640: 43%|████▎ | 3/7 [00:00<00:00, 7.98it/s] 9/50 7.34G 0.01882 9.818 2.293 449 640: 43%|████▎ | 3/7 [00:00<00:00, 7.98it/s] 9/50 7.34G 0.01882 9.818 2.293 449 640: 57%|█████▋ | 4/7 [00:00<00:00, 7.86it/s] 9/50 7.34G 0.01885 9.933 2.293 423 640: 57%|█████▋ | 4/7 [00:00<00:00, 7.86it/s] 9/50 7.34G 0.01885 9.933 2.293 423 640: 71%|███████▏ | 5/7 [00:00<00:00, 8.30it/s] 9/50 7.34G 0.01885 9.927 2.293 463 640: 71%|███████▏ | 5/7 [00:00<00:00, 8.30it/s] 9/50 7.34G 0.01885 9.927 2.293 463 640: 86%|████████▌ | 6/7 [00:00<00:00, 8.63it/s] 9/50 7.36G 0.01893 9.91 2.297 143 640: 86%|████████▌ | 6/7 [00:00<00:00, 8.63it/s] 9/50 7.36G 0.01893 9.91 2.297 143 640: 100%|██████████| 7/7 [00:00<00:00, 8.44it/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, 8.04it/s] Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 1/1 [00:00<00:00, 8.02it/s] all 28 504 0.0287 0.274 0.0177 0.0072
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
0%| | 0/7 [00:00<?, ?it/s] 10/50 7.35G 0.01763 9.669 2.198 460 640: 0%| | 0/7 [00:00<?, ?it/s] 10/50 7.35G 0.01763 9.669 2.198 460 640: 14%|█▍ | 1/7 [00:00<00:01, 4.76it/s] 10/50 7.36G 0.01756 9.629 2.22 388 640: 14%|█▍ | 1/7 [00:00<00:01, 4.76it/s] 10/50 7.36G 0.01756 9.629 2.22 388 640: 29%|██▊ | 2/7 [00:00<00:00, 6.71it/s] 10/50 7.36G 0.0178 9.692 2.237 451 640: 29%|██▊ | 2/7 [00:00<00:00, 6.71it/s] 10/50 7.36G 0.0178 9.692 2.237 451 640: 43%|████▎ | 3/7 [00:00<00:00, 7.27it/s] 10/50 7.36G 0.01797 9.656 2.255 478 640: 43%|████▎ | 3/7 [00:00<00:00, 7.27it/s] 10/50 7.36G 0.01797 9.656 2.255 478 640: 57%|█████▋ | 4/7 [00:00<00:00, 8.02it/s] 10/50 7.36G 0.01793 9.581 2.257 443 640: 57%|█████▋ | 4/7 [00:00<00:00, 8.02it/s] 10/50 7.36G 0.01793 9.581 2.257 443 640: 71%|███████▏ | 5/7 [00:00<00:00, 8.49it/s] 10/50 7.36G 0.01802 9.619 2.263 425 640: 71%|███████▏ | 5/7 [00:00<00:00, 8.49it/s] 10/50 7.36G 0.01802 9.619 2.263 425 640: 86%|████████▌ | 6/7 [00:00<00:00, 8.38it/s] 10/50 7.38G 0.01814 9.643 2.263 127 640: 86%|████████▌ | 6/7 [00:00<00:00, 8.38it/s] 10/50 7.38G 0.01814 9.643 2.263 127 640: 100%|██████████| 7/7 [00:00<00:00, 8.45it/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, 9.83it/s] Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 1/1 [00:00<00:00, 9.81it/s] all 28 504 0.0813 0.129 0.0219 0.00776
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
0%| | 0/7 [00:00<?, ?it/s] 11/50 7.31G 0.01882 10.17 2.266 423 640: 0%| | 0/7 [00:00<?, ?it/s] 11/50 7.31G 0.01882 10.17 2.266 423 640: 14%|█▍ | 1/7 [00:00<00:01, 5.65it/s] 11/50 7.32G 0.01861 9.966 2.274 442 640: 14%|█▍ | 1/7 [00:00<00:01, 5.65it/s] 11/50 7.32G 0.01861 9.966 2.274 442 640: 29%|██▊ | 2/7 [00:00<00:00, 6.90it/s] 11/50 7.32G 0.01858 9.844 2.278 520 640: 29%|██▊ | 2/7 [00:00<00:00, 6.90it/s] 11/50 7.32G 0.01858 9.844 2.278 520 640: 43%|████▎ | 3/7 [00:00<00:00, 7.94it/s] 11/50 7.32G 0.01854 9.774 2.281 458 640: 43%|████▎ | 3/7 [00:00<00:00, 7.94it/s] 11/50 7.32G 0.01854 9.774 2.281 458 640: 57%|█████▋ | 4/7 [00:00<00:00, 8.52it/s] 11/50 7.32G 0.01856 9.759 2.291 430 640: 57%|█████▋ | 4/7 [00:00<00:00, 8.52it/s] 11/50 7.32G 0.01856 9.759 2.291 430 640: 71%|███████▏ | 5/7 [00:00<00:00, 8.38it/s] 11/50 7.32G 0.01843 9.694 2.275 467 640: 71%|███████▏ | 5/7 [00:00<00:00, 8.38it/s] 11/50 7.32G 0.01843 9.694 2.275 467 640: 86%|████████▌ | 6/7 [00:00<00:00, 8.77it/s] 11/50 7.35G 0.0184 9.67 2.285 108 640: 86%|████████▌ | 6/7 [00:00<00:00, 8.77it/s] 11/50 7.35G 0.0184 9.67 2.285 108 640: 100%|██████████| 7/7 [00:00<00:00, 8.92it/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, 9.68it/s] Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 1/1 [00:00<00:00, 9.66it/s] all 28 504 0.181 0.139 0.0635 0.0242
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
0%| | 0/7 [00:00<?, ?it/s] 12/50 7.31G 0.01851 9.872 2.231 471 640: 0%| | 0/7 [00:00<?, ?it/s] 12/50 7.31G 0.01851 9.872 2.231 471 640: 14%|█▍ | 1/7 [00:00<00:01, 5.65it/s] 12/50 7.31G 0.01823 9.655 2.245 466 640: 14%|█▍ | 1/7 [00:00<00:01, 5.65it/s] 12/50 7.31G 0.01823 9.655 2.245 466 640: 29%|██▊ | 2/7 [00:00<00:00, 7.47it/s] 12/50 7.33G 0.01814 9.605 2.245 471 640: 29%|██▊ | 2/7 [00:00<00:00, 7.47it/s] 12/50 7.33G 0.01814 9.605 2.245 471 640: 43%|████▎ | 3/7 [00:00<00:00, 8.31it/s] 12/50 7.33G 0.01809 9.587 2.227 455 640: 43%|████▎ | 3/7 [00:00<00:00, 8.31it/s] 12/50 7.33G 0.01809 9.587 2.227 455 640: 57%|█████▋ | 4/7 [00:00<00:00, 8.34it/s] 12/50 7.33G 0.01812 9.477 2.232 495 640: 57%|█████▋ | 4/7 [00:00<00:00, 8.34it/s] 12/50 7.33G 0.01812 9.477 2.232 495 640: 71%|███████▏ | 5/7 [00:00<00:00, 8.79it/s] 12/50 7.33G 0.01813 9.388 2.234 521 640: 71%|███████▏ | 5/7 [00:00<00:00, 8.79it/s] 12/50 7.33G 0.01813 9.388 2.234 521 640: 86%|████████▌ | 6/7 [00:00<00:00, 9.07it/s] 12/50 7.35G 0.01814 9.342 2.242 135 640: 86%|████████▌ | 6/7 [00:00<00:00, 9.07it/s] 12/50 7.35G 0.01814 9.342 2.242 135 640: 100%|██████████| 7/7 [00:00<00:00, 9.00it/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, 9.45it/s] Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 1/1 [00:00<00:00, 9.43it/s] all 28 504 0.15 0.246 0.0621 0.0229
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
0%| | 0/7 [00:00<?, ?it/s] 13/50 7.35G 0.01778 8.987 2.262 463 640: 0%| | 0/7 [00:00<?, ?it/s] 13/50 7.35G 0.01778 8.987 2.262 463 640: 14%|█▍ | 1/7 [00:00<00:01, 4.98it/s] 13/50 7.36G 0.01795 8.916 2.284 437 640: 14%|█▍ | 1/7 [00:00<00:01, 4.98it/s] 13/50 7.36G 0.01795 8.916 2.284 437 640: 29%|██▊ | 2/7 [00:00<00:00, 6.96it/s] 13/50 7.36G 0.01821 8.972 2.294 491 640: 29%|██▊ | 2/7 [00:00<00:00, 6.96it/s] 13/50 7.36G 0.01821 8.972 2.294 491 640: 43%|████▎ | 3/7 [00:00<00:00, 7.97it/s] 13/50 7.36G 0.01827 9.028 2.281 543 640: 43%|████▎ | 3/7 [00:00<00:00, 7.97it/s] 13/50 7.36G 0.01827 9.028 2.281 543 640: 57%|█████▋ | 4/7 [00:00<00:00, 8.05it/s] 13/50 7.36G 0.01834 9.104 2.28 437 640: 57%|█████▋ | 4/7 [00:00<00:00, 8.05it/s] 13/50 7.36G 0.01834 9.104 2.28 437 640: 71%|███████▏ | 5/7 [00:00<00:00, 8.55it/s] 13/50 7.36G 0.01844 9.164 2.284 486 640: 71%|███████▏ | 5/7 [00:00<00:00, 8.55it/s] 13/50 7.36G 0.01844 9.164 2.284 486 640: 86%|████████▌ | 6/7 [00:00<00:00, 8.87it/s] 13/50 7.39G 0.01851 9.168 2.294 107 640: 86%|████████▌ | 6/7 [00:00<00:00, 8.87it/s] 13/50 7.39G 0.01851 9.168 2.294 107 640: 100%|██████████| 7/7 [00:00<00:00, 8.86it/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, 8.22it/s] Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 1/1 [00:00<00:00, 8.20it/s] all 28 504 0.251 0.292 0.162 0.0525
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
0%| | 0/7 [00:00<?, ?it/s] 14/50 7.31G 0.01852 9.205 2.316 455 640: 0%| | 0/7 [00:00<?, ?it/s] 14/50 7.31G 0.01852 9.205 2.316 455 640: 14%|█▍ | 1/7 [00:00<00:01, 5.49it/s] 14/50 7.32G 0.01913 9.597 2.352 412 640: 14%|█▍ | 1/7 [00:00<00:01, 5.49it/s] 14/50 7.32G 0.01913 9.597 2.352 412 640: 29%|██▊ | 2/7 [00:00<00:00, 7.36it/s] 14/50 7.33G 0.01919 9.548 2.343 552 640: 29%|██▊ | 2/7 [00:00<00:00, 7.36it/s] 14/50 7.33G 0.01919 9.548 2.343 552 640: 43%|████▎ | 3/7 [00:00<00:00, 8.21it/s] 14/50 7.33G 0.01907 9.526 2.345 468 640: 43%|████▎ | 3/7 [00:00<00:00, 8.21it/s] 14/50 7.33G 0.01907 9.526 2.345 468 640: 57%|█████▋ | 4/7 [00:00<00:00, 8.74it/s] 14/50 7.33G 0.01909 9.565 2.346 435 640: 57%|█████▋ | 4/7 [00:00<00:00, 8.74it/s] 14/50 7.33G 0.01909 9.565 2.346 435 640: 71%|███████▏ | 5/7 [00:00<00:00, 8.58it/s] 14/50 7.33G 0.01897 9.63 2.339 455 640: 71%|███████▏ | 5/7 [00:00<00:00, 8.58it/s] 14/50 7.33G 0.01897 9.63 2.339 455 640: 86%|████████▌ | 6/7 [00:00<00:00, 8.93it/s] 14/50 7.35G 0.01885 9.757 2.334 96 640: 86%|████████▌ | 6/7 [00:00<00:00, 8.93it/s] 14/50 7.35G 0.01885 9.757 2.334 96 640: 100%|██████████| 7/7 [00:00<00:00, 9.11it/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, 9.36it/s] Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 1/1 [00:00<00:00, 9.34it/s] all 28 504 0.241 0.177 0.11 0.035
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
0%| | 0/7 [00:00<?, ?it/s] 15/50 7.32G 0.01784 9.787 2.321 401 640: 0%| | 0/7 [00:00<?, ?it/s] 15/50 7.32G 0.01784 9.787 2.321 401 640: 14%|█▍ | 1/7 [00:00<00:00, 6.07it/s] 15/50 7.33G 0.0181 9.734 2.337 428 640: 14%|█▍ | 1/7 [00:00<00:00, 6.07it/s] 15/50 7.33G 0.0181 9.734 2.337 428 640: 29%|██▊ | 2/7 [00:00<00:00, 7.12it/s] 15/50 7.33G 0.01823 9.631 2.339 522 640: 29%|██▊ | 2/7 [00:00<00:00, 7.12it/s] 15/50 7.33G 0.01823 9.631 2.339 522 640: 43%|████▎ | 3/7 [00:00<00:00, 8.08it/s] 15/50 7.33G 0.01842 9.683 2.336 567 640: 43%|████▎ | 3/7 [00:00<00:00, 8.08it/s] 15/50 7.33G 0.01842 9.683 2.336 567 640: 57%|█████▋ | 4/7 [00:00<00:00, 8.62it/s] 15/50 7.33G 0.01841 9.714 2.329 476 640: 57%|█████▋ | 4/7 [00:00<00:00, 8.62it/s] 15/50 7.33G 0.01841 9.714 2.329 476 640: 71%|███████▏ | 5/7 [00:00<00:00, 8.95it/s] 15/50 7.33G 0.01841 9.746 2.324 441 640: 71%|███████▏ | 5/7 [00:00<00:00, 8.95it/s] 15/50 7.33G 0.01841 9.746 2.324 441 640: 86%|████████▌ | 6/7 [00:00<00:00, 5.56it/s] 15/50 7.35G 0.0184 9.706 2.326 115 640: 86%|████████▌ | 6/7 [00:00<00:00, 5.56it/s] 15/50 7.35G 0.0184 9.706 2.326 115 640: 100%|██████████| 7/7 [00:00<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, 7.22it/s] Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 1/1 [00:00<00:00, 7.20it/s] all 28 504 0.000238 0.00397 0.00013 1.3e-05
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
0%| | 0/7 [00:00<?, ?it/s] 16/50 7.4G 0.01846 9.447 2.353 486 640: 0%| | 0/7 [00:00<?, ?it/s] 16/50 7.4G 0.01846 9.447 2.353 486 640: 14%|█▍ | 1/7 [00:00<00:01, 5.75it/s] 16/50 7.41G 0.0183 9.658 2.363 427 640: 14%|█▍ | 1/7 [00:00<00:01, 5.75it/s] 16/50 7.41G 0.0183 9.658 2.363 427 640: 29%|██▊ | 2/7 [00:00<00:00, 7.51it/s] 16/50 7.41G 0.01855 9.727 2.376 481 640: 29%|██▊ | 2/7 [00:00<00:00, 7.51it/s] 16/50 7.41G 0.01855 9.727 2.376 481 640: 43%|████▎ | 3/7 [00:00<00:00, 7.78it/s] 16/50 7.41G 0.01839 9.678 2.351 489 640: 43%|████▎ | 3/7 [00:00<00:00, 7.78it/s] 16/50 7.41G 0.01839 9.678 2.351 489 640: 57%|█████▋ | 4/7 [00:00<00:00, 8.43it/s] 16/50 7.41G 0.01843 9.712 2.361 423 640: 57%|█████▋ | 4/7 [00:00<00:00, 8.43it/s] 16/50 7.41G 0.01843 9.712 2.361 423 640: 71%|███████▏ | 5/7 [00:00<00:00, 8.74it/s] 16/50 7.41G 0.01858 9.732 2.363 409 640: 71%|███████▏ | 5/7 [00:00<00:00, 8.74it/s] 16/50 7.41G 0.01858 9.732 2.363 409 640: 86%|████████▌ | 6/7 [00:00<00:00, 8.01it/s] 16/50 7.43G 0.01853 9.768 2.342 122 640: 86%|████████▌ | 6/7 [00:00<00:00, 8.01it/s] 16/50 7.43G 0.01853 9.768 2.342 122 640: 100%|██████████| 7/7 [00:00<00:00, 8.30it/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, 13.18it/s] all 28 504 0.000238 0.00397 0.00013 1.3e-05
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
0%| | 0/7 [00:00<?, ?it/s] 17/50 7.35G 0.01797 9.513 2.236 484 640: 0%| | 0/7 [00:00<?, ?it/s] 17/50 7.35G 0.01797 9.513 2.236 484 640: 14%|█▍ | 1/7 [00:00<00:01, 5.47it/s] 17/50 7.37G 0.018 9.536 2.269 488 640: 14%|█▍ | 1/7 [00:00<00:01, 5.47it/s] 17/50 7.37G 0.018 9.536 2.269 488 640: 29%|██▊ | 2/7 [00:00<00:00, 7.32it/s] 17/50 7.37G 0.01794 9.621 2.279 425 640: 29%|██▊ | 2/7 [00:00<00:00, 7.32it/s] 17/50 7.37G 0.01794 9.621 2.279 425 640: 43%|████▎ | 3/7 [00:00<00:00, 8.22it/s] 17/50 7.37G 0.01801 9.57 2.286 481 640: 43%|████▎ | 3/7 [00:00<00:00, 8.22it/s] 17/50 7.37G 0.01801 9.57 2.286 481 640: 57%|█████▋ | 4/7 [00:00<00:00, 8.26it/s] 17/50 7.37G 0.01797 9.538 2.284 493 640: 57%|█████▋ | 4/7 [00:00<00:00, 8.26it/s] 17/50 7.37G 0.01797 9.538 2.284 493 640: 71%|███████▏ | 5/7 [00:00<00:00, 5.14it/s] 17/50 7.37G 0.01794 9.496 2.291 428 640: 71%|███████▏ | 5/7 [00:00<00:00, 5.14it/s] 17/50 7.37G 0.01794 9.496 2.291 428 640: 86%|████████▌ | 6/7 [00:00<00:00, 6.12it/s] 17/50 7.39G 0.01799 9.631 2.281 95 640: 86%|████████▌ | 6/7 [00:00<00:00, 6.12it/s] 17/50 7.39G 0.01799 9.631 2.281 95 640: 100%|██████████| 7/7 [00:00<00:00, 7.04it/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, 13.55it/s] all 28 504 0.000238 0.00397 0.00013 1.3e-05
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
0%| | 0/7 [00:00<?, ?it/s] 18/50 7.31G 0.01803 9.258 2.346 405 640: 0%| | 0/7 [00:00<?, ?it/s] 18/50 7.31G 0.01803 9.258 2.346 405 640: 14%|█▍ | 1/7 [00:00<00:01, 5.38it/s] 18/50 7.31G 0.0182 9.365 2.316 514 640: 14%|█▍ | 1/7 [00:00<00:01, 5.38it/s] 18/50 7.31G 0.0182 9.365 2.316 514 640: 29%|██▊ | 2/7 [00:00<00:00, 7.27it/s] 18/50 7.32G 0.01818 9.382 2.3 516 640: 29%|██▊ | 2/7 [00:00<00:00, 7.27it/s] 18/50 7.32G 0.01818 9.382 2.3 516 640: 43%|████▎ | 3/7 [00:00<00:00, 8.17it/s] 18/50 7.32G 0.01816 9.336 2.296 499 640: 43%|████▎ | 3/7 [00:00<00:00, 8.17it/s] 18/50 7.32G 0.01816 9.336 2.296 499 640: 57%|█████▋ | 4/7 [00:00<00:00, 8.67it/s] 18/50 7.32G 0.01811 9.307 2.294 509 640: 57%|█████▋ | 4/7 [00:00<00:00, 8.67it/s] 18/50 7.32G 0.01811 9.307 2.294 509 640: 71%|███████▏ | 5/7 [00:00<00:00, 8.03it/s] 18/50 7.32G 0.01805 9.251 2.295 457 640: 71%|███████▏ | 5/7 [00:01<00:00, 8.03it/s] 18/50 7.32G 0.01805 9.251 2.295 457 640: 86%|████████▌ | 6/7 [00:01<00:00, 4.36it/s] 18/50 7.35G 0.01811 9.331 2.309 96 640: 86%|████████▌ | 6/7 [00:01<00:00, 4.36it/s] 18/50 7.35G 0.01811 9.331 2.309 96 640: 100%|██████████| 7/7 [00:01<00:00, 6.09it/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, 8.35it/s] Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 1/1 [00:00<00:00, 8.29it/s] all 28 504 0.23 0.115 0.0793 0.0277
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
0%| | 0/7 [00:00<?, ?it/s] 19/50 7.33G 0.01783 9.066 2.263 485 640: 0%| | 0/7 [00:00<?, ?it/s] 19/50 7.33G 0.01783 9.066 2.263 485 640: 14%|█▍ | 1/7 [00:00<00:01, 5.55it/s] 19/50 7.34G 0.01794 9.283 2.26 476 640: 14%|█▍ | 1/7 [00:00<00:01, 5.55it/s] 19/50 7.34G 0.01794 9.283 2.26 476 640: 29%|██▊ | 2/7 [00:00<00:00, 6.58it/s] 19/50 7.34G 0.01817 9.315 2.284 478 640: 29%|██▊ | 2/7 [00:00<00:00, 6.58it/s] 19/50 7.34G 0.01817 9.315 2.284 478 640: 43%|████▎ | 3/7 [00:00<00:00, 7.58it/s] 19/50 7.34G 0.01822 9.352 2.279 475 640: 43%|████▎ | 3/7 [00:00<00:00, 7.58it/s] 19/50 7.34G 0.01822 9.352 2.279 475 640: 57%|█████▋ | 4/7 [00:00<00:00, 8.06it/s] 19/50 7.34G 0.01825 9.328 2.295 439 640: 57%|█████▋ | 4/7 [00:00<00:00, 8.06it/s] 19/50 7.34G 0.01825 9.328 2.295 439 640: 71%|███████▏ | 5/7 [00:00<00:00, 8.45it/s] 19/50 7.34G 0.0182 9.294 2.29 459 640: 71%|███████▏ | 5/7 [00:00<00:00, 8.45it/s] 19/50 7.34G 0.0182 9.294 2.29 459 640: 86%|████████▌ | 6/7 [00:00<00:00, 7.92it/s] 19/50 7.36G 0.01815 9.244 2.28 127 640: 86%|████████▌ | 6/7 [00:00<00:00, 7.92it/s] 19/50 7.36G 0.01815 9.244 2.28 127 640: 100%|██████████| 7/7 [00:00<00:00, 8.26it/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, 7.15it/s] Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 1/1 [00:00<00:00, 7.11it/s] all 28 504 0.315 0.381 0.269 0.0941
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
0%| | 0/7 [00:00<?, ?it/s] 20/50 7.42G 0.01859 9.475 2.29 468 640: 0%| | 0/7 [00:00<?, ?it/s] 20/50 7.42G 0.01859 9.475 2.29 468 640: 14%|█▍ | 1/7 [00:00<00:01, 5.58it/s] 20/50 7.43G 0.018 9.225 2.263 450 640: 14%|█▍ | 1/7 [00:00<00:01, 5.58it/s] 20/50 7.43G 0.018 9.225 2.263 450 640: 29%|██▊ | 2/7 [00:00<00:00, 7.21it/s] 20/50 7.43G 0.01793 9.23 2.248 471 640: 29%|██▊ | 2/7 [00:00<00:00, 7.21it/s] 20/50 7.43G 0.01793 9.23 2.248 471 640: 43%|████▎ | 3/7 [00:00<00:00, 7.27it/s] 20/50 7.43G 0.01792 9.168 2.242 484 640: 43%|████▎ | 3/7 [00:00<00:00, 7.27it/s] 20/50 7.43G 0.01792 9.168 2.242 484 640: 57%|█████▋ | 4/7 [00:00<00:00, 7.84it/s] 20/50 7.43G 0.01796 9.207 2.254 416 640: 57%|█████▋ | 4/7 [00:00<00:00, 7.84it/s] 20/50 7.43G 0.01796 9.207 2.254 416 640: 71%|███████▏ | 5/7 [00:00<00:00, 8.22it/s] 20/50 7.43G 0.01801 9.21 2.253 477 640: 71%|███████▏ | 5/7 [00:00<00:00, 8.22it/s] 20/50 7.43G 0.01801 9.21 2.253 477 640: 86%|████████▌ | 6/7 [00:00<00:00, 8.31it/s] 20/50 7.46G 0.01811 9.179 2.281 111 640: 86%|████████▌ | 6/7 [00:00<00:00, 8.31it/s] 20/50 7.46G 0.01811 9.179 2.281 111 640: 100%|██████████| 7/7 [00:00<00:00, 8.75it/s] 20/50 7.46G 0.01811 9.179 2.281 111 640: 100%|██████████| 7/7 [00:00<00:00, 8.05it/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, 7.46it/s] Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 1/1 [00:00<00:00, 7.41it/s] all 28 504 0.471 0.53 0.475 0.172
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
0%| | 0/7 [00:00<?, ?it/s] 21/50 7.38G 0.01707 8.612 2.221 453 640: 0%| | 0/7 [00:00<?, ?it/s] 21/50 7.38G 0.01707 8.612 2.221 453 640: 14%|█▍ | 1/7 [00:00<00:01, 4.70it/s] 21/50 7.39G 0.01741 8.865 2.235 471 640: 14%|█▍ | 1/7 [00:00<00:01, 4.70it/s] 21/50 7.39G 0.01741 8.865 2.235 471 640: 29%|██▊ | 2/7 [00:00<00:00, 6.45it/s] 21/50 7.39G 0.01752 9.01 2.226 386 640: 29%|██▊ | 2/7 [00:00<00:00, 6.45it/s] 21/50 7.39G 0.01752 9.01 2.226 386 640: 43%|████▎ | 3/7 [00:00<00:00, 7.43it/s] 21/50 7.39G 0.01764 8.989 2.224 477 640: 43%|████▎ | 3/7 [00:00<00:00, 7.43it/s] 21/50 7.39G 0.01764 8.989 2.224 477 640: 57%|█████▋ | 4/7 [00:00<00:00, 7.30it/s] 21/50 7.39G 0.01777 9.07 2.227 482 640: 57%|█████▋ | 4/7 [00:00<00:00, 7.30it/s] 21/50 7.39G 0.01777 9.07 2.227 482 640: 71%|███████▏ | 5/7 [00:00<00:00, 7.87it/s] 21/50 7.39G 0.01768 9.041 2.226 449 640: 71%|███████▏ | 5/7 [00:00<00:00, 7.87it/s] 21/50 7.39G 0.01768 9.041 2.226 449 640: 86%|████████▌ | 6/7 [00:00<00:00, 8.30it/s] 21/50 7.41G 0.01771 9.024 2.23 133 640: 86%|████████▌ | 6/7 [00:00<00:00, 8.30it/s] 21/50 7.41G 0.01771 9.024 2.23 133 640: 100%|██████████| 7/7 [00:00<00:00, 8.08it/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, 6.78it/s] Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 1/1 [00:00<00:00, 6.72it/s] all 28 504 0.409 0.538 0.424 0.152
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
0%| | 0/7 [00:00<?, ?it/s] 22/50 7.36G 0.01817 9.421 2.19 486 640: 0%| | 0/7 [00:00<?, ?it/s] 22/50 7.36G 0.01817 9.421 2.19 486 640: 14%|█▍ | 1/7 [00:00<00:01, 4.07it/s] 22/50 7.36G 0.01828 9.154 2.215 486 640: 14%|█▍ | 1/7 [00:00<00:01, 4.07it/s] 22/50 7.36G 0.01828 9.154 2.215 486 640: 29%|██▊ | 2/7 [00:00<00:00, 6.09it/s] 22/50 7.37G 0.01797 9.118 2.209 415 640: 29%|██▊ | 2/7 [00:00<00:00, 6.09it/s] 22/50 7.37G 0.01797 9.118 2.209 415 640: 43%|████▎ | 3/7 [00:00<00:00, 7.27it/s] 22/50 7.37G 0.01792 9.107 2.221 431 640: 43%|████▎ | 3/7 [00:00<00:00, 7.27it/s] 22/50 7.37G 0.01792 9.107 2.221 431 640: 57%|█████▋ | 4/7 [00:00<00:00, 7.95it/s] 22/50 7.37G 0.01782 9.089 2.209 483 640: 57%|█████▋ | 4/7 [00:00<00:00, 7.95it/s] 22/50 7.37G 0.01782 9.089 2.209 483 640: 71%|███████▏ | 5/7 [00:00<00:00, 7.99it/s] 22/50 7.37G 0.01774 9.056 2.207 452 640: 71%|███████▏ | 5/7 [00:00<00:00, 7.99it/s] 22/50 7.37G 0.01774 9.056 2.207 452 640: 86%|████████▌ | 6/7 [00:00<00:00, 8.48it/s] 22/50 7.4G 0.01782 8.988 2.216 121 640: 86%|████████▌ | 6/7 [00:00<00:00, 8.48it/s] 22/50 7.4G 0.01782 8.988 2.216 121 640: 100%|██████████| 7/7 [00:00<00:00, 8.22it/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, 7.98it/s] Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 1/1 [00:00<00:00, 7.96it/s] all 28 504 0.419 0.597 0.448 0.157
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
0%| | 0/7 [00:00<?, ?it/s] 23/50 7.38G 0.01827 9.349 2.259 430 640: 0%| | 0/7 [00:00<?, ?it/s] 23/50 7.38G 0.01827 9.349 2.259 430 640: 14%|█▍ | 1/7 [00:00<00:01, 5.85it/s] 23/50 7.39G 0.01803 9.012 2.226 557 640: 14%|█▍ | 1/7 [00:00<00:01, 5.85it/s] 23/50 7.39G 0.01803 9.012 2.226 557 640: 29%|██▊ | 2/7 [00:00<00:00, 6.63it/s] 23/50 7.39G 0.01784 8.926 2.233 426 640: 29%|██▊ | 2/7 [00:00<00:00, 6.63it/s] 23/50 7.39G 0.01784 8.926 2.233 426 640: 43%|████▎ | 3/7 [00:00<00:00, 7.65it/s] 23/50 7.39G 0.01788 8.87 2.243 457 640: 43%|████▎ | 3/7 [00:00<00:00, 7.65it/s] 23/50 7.39G 0.01788 8.87 2.243 457 640: 57%|█████▋ | 4/7 [00:00<00:00, 7.97it/s] 23/50 7.39G 0.01781 8.889 2.238 431 640: 57%|█████▋ | 4/7 [00:00<00:00, 7.97it/s] 23/50 7.39G 0.01781 8.889 2.238 431 640: 71%|███████▏ | 5/7 [00:00<00:00, 8.45it/s] 23/50 7.39G 0.01771 8.882 2.231 396 640: 71%|███████▏ | 5/7 [00:00<00:00, 8.45it/s] 23/50 7.39G 0.01771 8.882 2.231 396 640: 86%|████████▌ | 6/7 [00:00<00:00, 8.21it/s] 23/50 7.41G 0.01768 8.901 2.232 130 640: 86%|████████▌ | 6/7 [00:00<00:00, 8.21it/s] 23/50 7.41G 0.01768 8.901 2.232 130 640: 100%|██████████| 7/7 [00:00<00:00, 8.52it/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, 7.52it/s] all 28 504 0.525 0.548 0.509 0.181
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
0%| | 0/7 [00:00<?, ?it/s] 24/50 7.34G 0.01794 9.1 2.252 433 640: 0%| | 0/7 [00:00<?, ?it/s] 24/50 7.34G 0.01794 9.1 2.252 433 640: 14%|█▍ | 1/7 [00:00<00:01, 5.45it/s] 24/50 7.35G 0.01833 9.29 2.26 497 640: 14%|█▍ | 1/7 [00:00<00:01, 5.45it/s] 24/50 7.35G 0.01833 9.29 2.26 497 640: 29%|██▊ | 2/7 [00:00<00:00, 7.01it/s] 24/50 7.35G 0.01817 9.122 2.253 474 640: 29%|██▊ | 2/7 [00:00<00:00, 7.01it/s] 24/50 7.35G 0.01817 9.122 2.253 474 640: 43%|████▎ | 3/7 [00:00<00:00, 7.21it/s] 24/50 7.35G 0.01807 9.09 2.241 457 640: 43%|████▎ | 3/7 [00:00<00:00, 7.21it/s] 24/50 7.35G 0.01807 9.09 2.241 457 640: 57%|█████▋ | 4/7 [00:00<00:00, 7.93it/s] 24/50 7.35G 0.01803 9.064 2.244 439 640: 57%|█████▋ | 4/7 [00:00<00:00, 7.93it/s] 24/50 7.35G 0.01803 9.064 2.244 439 640: 71%|███████▏ | 5/7 [00:00<00:00, 8.25it/s] 24/50 7.35G 0.01801 9.024 2.243 457 640: 71%|███████▏ | 5/7 [00:00<00:00, 8.25it/s] 24/50 7.35G 0.01801 9.024 2.243 457 640: 86%|████████▌ | 6/7 [00:00<00:00, 8.47it/s] 24/50 7.37G 0.01796 8.943 2.243 131 640: 86%|████████▌ | 6/7 [00:00<00:00, 8.47it/s] 24/50 7.37G 0.01796 8.943 2.243 131 640: 100%|██████████| 7/7 [00:00<00:00, 8.28it/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, 8.41it/s] Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 1/1 [00:00<00:00, 8.39it/s] all 28 504 0.57 0.589 0.549 0.211
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
0%| | 0/7 [00:00<?, ?it/s] 25/50 7.4G 0.0179 9.024 2.256 440 640: 0%| | 0/7 [00:00<?, ?it/s] 25/50 7.4G 0.0179 9.024 2.256 440 640: 14%|█▍ | 1/7 [00:00<00:01, 5.28it/s] 25/50 7.41G 0.01791 8.846 2.259 497 640: 14%|█▍ | 1/7 [00:00<00:01, 5.28it/s] 25/50 7.41G 0.01791 8.846 2.259 497 640: 29%|██▊ | 2/7 [00:00<00:00, 7.14it/s] 25/50 7.41G 0.01788 8.867 2.251 470 640: 29%|██▊ | 2/7 [00:00<00:00, 7.14it/s] 25/50 7.41G 0.01788 8.867 2.251 470 640: 43%|████▎ | 3/7 [00:00<00:00, 7.92it/s] 25/50 7.41G 0.01781 8.882 2.252 439 640: 43%|████▎ | 3/7 [00:00<00:00, 7.92it/s] 25/50 7.41G 0.01781 8.882 2.252 439 640: 57%|█████▋ | 4/7 [00:00<00:00, 7.80it/s] 25/50 7.41G 0.01769 8.838 2.243 493 640: 57%|█████▋ | 4/7 [00:00<00:00, 7.80it/s] 25/50 7.41G 0.01769 8.838 2.243 493 640: 71%|███████▏ | 5/7 [00:00<00:00, 8.31it/s] 25/50 7.41G 0.01774 8.888 2.243 498 640: 71%|███████▏ | 5/7 [00:00<00:00, 8.31it/s] 25/50 7.41G 0.01774 8.888 2.243 498 640: 86%|████████▌ | 6/7 [00:00<00:00, 8.56it/s] 25/50 7.43G 0.01784 8.866 2.237 146 640: 86%|████████▌ | 6/7 [00:00<00:00, 8.56it/s] 25/50 7.43G 0.01784 8.866 2.237 146 640: 100%|██████████| 7/7 [00:00<00:00, 8.62it/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, 7.33it/s] all 28 504 0.627 0.605 0.591 0.238
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
0%| | 0/7 [00:00<?, ?it/s] 26/50 7.37G 0.01788 8.989 2.24 454 640: 0%| | 0/7 [00:00<?, ?it/s] 26/50 7.37G 0.01788 8.989 2.24 454 640: 14%|█▍ | 1/7 [00:00<00:01, 5.07it/s] 26/50 7.37G 0.01755 9.013 2.226 435 640: 14%|█▍ | 1/7 [00:00<00:01, 5.07it/s] 26/50 7.37G 0.01755 9.013 2.226 435 640: 29%|██▊ | 2/7 [00:00<00:00, 6.89it/s] 26/50 7.38G 0.01761 9.039 2.235 474 640: 29%|██▊ | 2/7 [00:00<00:00, 6.89it/s] 26/50 7.38G 0.01761 9.039 2.235 474 640: 43%|████▎ | 3/7 [00:00<00:00, 7.75it/s] 26/50 7.38G 0.01769 9.019 2.241 446 640: 43%|████▎ | 3/7 [00:00<00:00, 7.75it/s] 26/50 7.38G 0.01769 9.019 2.241 446 640: 57%|█████▋ | 4/7 [00:00<00:00, 8.35it/s] 26/50 7.38G 0.01767 8.931 2.248 505 640: 57%|█████▋ | 4/7 [00:00<00:00, 8.35it/s] 26/50 7.38G 0.01767 8.931 2.248 505 640: 71%|███████▏ | 5/7 [00:00<00:00, 8.10it/s] 26/50 7.38G 0.0177 8.906 2.253 487 640: 71%|███████▏ | 5/7 [00:00<00:00, 8.10it/s] 26/50 7.38G 0.0177 8.906 2.253 487 640: 86%|████████▌ | 6/7 [00:00<00:00, 8.57it/s] 26/50 7.41G 0.01775 8.884 2.255 125 640: 86%|████████▌ | 6/7 [00:00<00:00, 8.57it/s] 26/50 7.41G 0.01775 8.884 2.255 125 640: 100%|██████████| 7/7 [00:00<00:00, 8.65it/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, 8.02it/s] Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 1/1 [00:00<00:00, 7.98it/s] all 28 504 0.551 0.538 0.511 0.173
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
0%| | 0/7 [00:00<?, ?it/s] 27/50 7.4G 0.01815 8.855 2.312 480 640: 0%| | 0/7 [00:00<?, ?it/s] 27/50 7.4G 0.01815 8.855 2.312 480 640: 14%|█▍ | 1/7 [00:00<00:00, 6.10it/s] 27/50 7.41G 0.01793 9.024 2.278 442 640: 14%|█▍ | 1/7 [00:00<00:00, 6.10it/s] 27/50 7.41G 0.01793 9.024 2.278 442 640: 29%|██▊ | 2/7 [00:00<00:00, 6.94it/s] 27/50 7.41G 0.01774 8.924 2.262 496 640: 29%|██▊ | 2/7 [00:00<00:00, 6.94it/s] 27/50 7.41G 0.01774 8.924 2.262 496 640: 43%|████▎ | 3/7 [00:00<00:00, 7.94it/s] 27/50 7.41G 0.01771 8.872 2.272 462 640: 43%|████▎ | 3/7 [00:00<00:00, 7.94it/s] 27/50 7.41G 0.01771 8.872 2.272 462 640: 57%|█████▋ | 4/7 [00:00<00:00, 8.51it/s] 27/50 7.41G 0.01774 8.876 2.271 451 640: 57%|█████▋ | 4/7 [00:00<00:00, 8.51it/s] 27/50 7.41G 0.01774 8.876 2.271 451 640: 71%|███████▏ | 5/7 [00:00<00:00, 8.86it/s] 27/50 7.41G 0.01766 8.802 2.268 477 640: 71%|███████▏ | 5/7 [00:00<00:00, 8.86it/s] 27/50 7.41G 0.01766 8.802 2.268 477 640: 86%|████████▌ | 6/7 [00:00<00:00, 8.48it/s] 27/50 7.43G 0.01772 8.966 2.254 100 640: 86%|████████▌ | 6/7 [00:00<00:00, 8.48it/s] 27/50 7.43G 0.01772 8.966 2.254 100 640: 100%|██████████| 7/7 [00:00<00:00, 8.90it/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, 7.86it/s] Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 1/1 [00:00<00:00, 7.72it/s] all 28 504 0.507 0.635 0.544 0.201
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
0%| | 0/7 [00:00<?, ?it/s] 28/50 7.38G 0.01818 9.146 2.256 484 640: 0%| | 0/7 [00:00<?, ?it/s] 28/50 7.38G 0.01818 9.146 2.256 484 640: 14%|█▍ | 1/7 [00:00<00:01, 5.02it/s] 28/50 7.39G 0.01819 9.118 2.279 466 640: 14%|█▍ | 1/7 [00:00<00:01, 5.02it/s] 28/50 7.39G 0.01819 9.118 2.279 466 640: 29%|██▊ | 2/7 [00:00<00:00, 6.86it/s] 28/50 7.39G 0.01796 8.969 2.285 438 640: 29%|██▊ | 2/7 [00:00<00:00, 6.86it/s] 28/50 7.39G 0.01796 8.969 2.285 438 640: 43%|████▎ | 3/7 [00:00<00:00, 7.26it/s] 28/50 7.39G 0.01774 8.951 2.255 468 640: 43%|████▎ | 3/7 [00:00<00:00, 7.26it/s] 28/50 7.39G 0.01774 8.951 2.255 468 640: 57%|█████▋ | 4/7 [00:00<00:00, 8.05it/s] 28/50 7.39G 0.01763 8.867 2.256 473 640: 57%|█████▋ | 4/7 [00:00<00:00, 8.05it/s] 28/50 7.39G 0.01763 8.867 2.256 473 640: 71%|███████▏ | 5/7 [00:00<00:00, 8.55it/s] 28/50 7.39G 0.01755 8.829 2.249 471 640: 71%|███████▏ | 5/7 [00:00<00:00, 8.55it/s] 28/50 7.39G 0.01755 8.829 2.249 471 640: 86%|████████▌ | 6/7 [00:00<00:00, 8.73it/s] 28/50 7.42G 0.01746 8.763 2.241 155 640: 86%|████████▌ | 6/7 [00:00<00:00, 8.73it/s] 28/50 7.42G 0.01746 8.763 2.241 155 640: 100%|██████████| 7/7 [00:00<00:00, 8.46it/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, 7.75it/s] Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 1/1 [00:00<00:00, 7.66it/s] all 28 504 0.499 0.593 0.513 0.189
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
0%| | 0/7 [00:00<?, ?it/s] 29/50 7.38G 0.01733 8.787 2.235 469 640: 0%| | 0/7 [00:00<?, ?it/s] 29/50 7.38G 0.01733 8.787 2.235 469 640: 14%|█▍ | 1/7 [00:00<00:01, 5.13it/s] 29/50 7.39G 0.01767 8.789 2.23 534 640: 14%|█▍ | 1/7 [00:00<00:01, 5.13it/s] 29/50 7.39G 0.01767 8.789 2.23 534 640: 29%|██▊ | 2/7 [00:00<00:00, 6.95it/s] 29/50 7.39G 0.01749 8.715 2.22 522 640: 29%|██▊ | 2/7 [00:00<00:00, 6.95it/s] 29/50 7.39G 0.01749 8.715 2.22 522 640: 43%|████▎ | 3/7 [00:00<00:00, 7.88it/s] 29/50 7.39G 0.01759 8.764 2.222 481 640: 43%|████▎ | 3/7 [00:00<00:00, 7.88it/s] 29/50 7.39G 0.01759 8.764 2.222 481 640: 57%|█████▋ | 4/7 [00:00<00:00, 7.94it/s] 29/50 7.39G 0.01747 8.811 2.211 467 640: 57%|█████▋ | 4/7 [00:00<00:00, 7.94it/s] 29/50 7.39G 0.01747 8.811 2.211 467 640: 71%|███████▏ | 5/7 [00:00<00:00, 8.44it/s] 29/50 7.39G 0.01744 8.891 2.211 443 640: 71%|███████▏ | 5/7 [00:00<00:00, 8.44it/s] 29/50 7.39G 0.01744 8.891 2.211 443 640: 86%|████████▌ | 6/7 [00:00<00:00, 8.81it/s] 29/50 7.42G 0.01737 8.846 2.222 113 640: 86%|████████▌ | 6/7 [00:00<00:00, 8.81it/s] 29/50 7.42G 0.01737 8.846 2.222 113 640: 100%|██████████| 7/7 [00:00<00:00, 8.48it/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, 6.87it/s] Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 1/1 [00:00<00:00, 6.86it/s] all 28 504 0.353 0.537 0.36 0.12
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
0%| | 0/7 [00:00<?, ?it/s] 30/50 7.4G 0.01763 8.753 2.225 522 640: 0%| | 0/7 [00:00<?, ?it/s] 30/50 7.4G 0.01763 8.753 2.225 522 640: 14%|█▍ | 1/7 [00:00<00:01, 5.08it/s] 30/50 7.4G 0.01744 8.661 2.188 490 640: 14%|█▍ | 1/7 [00:00<00:01, 5.08it/s] 30/50 7.4G 0.01744 8.661 2.188 490 640: 29%|██▊ | 2/7 [00:00<00:00, 6.86it/s] 30/50 7.41G 0.01743 8.668 2.187 445 640: 29%|██▊ | 2/7 [00:00<00:00, 6.86it/s] 30/50 7.41G 0.01743 8.668 2.187 445 640: 43%|████▎ | 3/7 [00:00<00:00, 7.59it/s] 30/50 7.41G 0.01753 8.721 2.188 481 640: 43%|████▎ | 3/7 [00:00<00:00, 7.59it/s] 30/50 7.41G 0.01753 8.721 2.188 481 640: 57%|█████▋ | 4/7 [00:00<00:00, 8.04it/s] 30/50 7.41G 0.01752 8.739 2.193 477 640: 57%|█████▋ | 4/7 [00:00<00:00, 8.04it/s] 30/50 7.41G 0.01752 8.739 2.193 477 640: 71%|███████▏ | 5/7 [00:00<00:00, 7.59it/s] 30/50 7.41G 0.01755 8.723 2.204 427 640: 71%|███████▏ | 5/7 [00:00<00:00, 7.59it/s] 30/50 7.41G 0.01755 8.723 2.204 427 640: 86%|████████▌ | 6/7 [00:00<00:00, 7.98it/s] 30/50 7.43G 0.01748 8.756 2.205 98 640: 86%|████████▌ | 6/7 [00:00<00:00, 7.98it/s] 30/50 7.43G 0.01748 8.756 2.205 98 640: 100%|██████████| 7/7 [00:00<00:00, 8.08it/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, 6.96it/s] Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 1/1 [00:00<00:00, 6.92it/s] all 28 504 0.46 0.542 0.463 0.162
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
0%| | 0/7 [00:00<?, ?it/s] 31/50 7.39G 0.01802 8.827 2.258 467 640: 0%| | 0/7 [00:00<?, ?it/s] 31/50 7.39G 0.01802 8.827 2.258 467 640: 14%|█▍ | 1/7 [00:00<00:01, 5.17it/s] 31/50 7.4G 0.01783 8.723 2.24 468 640: 14%|█▍ | 1/7 [00:00<00:01, 5.17it/s] 31/50 7.4G 0.01783 8.723 2.24 468 640: 29%|██▊ | 2/7 [00:00<00:00, 6.00it/s] 31/50 7.4G 0.01778 8.715 2.221 485 640: 29%|██▊ | 2/7 [00:00<00:00, 6.00it/s] 31/50 7.4G 0.01778 8.715 2.221 485 640: 43%|████▎ | 3/7 [00:00<00:00, 7.02it/s] 31/50 7.4G 0.01767 8.702 2.21 499 640: 43%|████▎ | 3/7 [00:00<00:00, 7.02it/s] 31/50 7.4G 0.01767 8.702 2.21 499 640: 57%|█████▋ | 4/7 [00:00<00:00, 7.60it/s] 31/50 7.4G 0.01758 8.699 2.208 430 640: 57%|█████▋ | 4/7 [00:00<00:00, 7.60it/s] 31/50 7.4G 0.01758 8.699 2.208 430 640: 71%|███████▏ | 5/7 [00:00<00:00, 7.97it/s] 31/50 7.4G 0.01757 8.703 2.21 416 640: 71%|███████▏ | 5/7 [00:00<00:00, 7.97it/s] 31/50 7.4G 0.01757 8.703 2.21 416 640: 86%|████████▌ | 6/7 [00:00<00:00, 7.73it/s] 31/50 7.42G 0.01736 8.651 2.199 151 640: 86%|████████▌ | 6/7 [00:00<00:00, 7.73it/s] 31/50 7.42G 0.01736 8.651 2.199 151 640: 100%|██████████| 7/7 [00:00<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, 7.04it/s] Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 1/1 [00:00<00:00, 6.99it/s] all 28 504 0.563 0.635 0.589 0.228
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
0%| | 0/7 [00:00<?, ?it/s] 32/50 7.39G 0.01689 8.55 2.151 515 640: 0%| | 0/7 [00:00<?, ?it/s] 32/50 7.39G 0.01689 8.55 2.151 515 640: 14%|█▍ | 1/7 [00:00<00:01, 5.53it/s] 32/50 7.4G 0.01744 8.634 2.169 496 640: 14%|█▍ | 1/7 [00:00<00:01, 5.53it/s] 32/50 7.4G 0.01744 8.634 2.169 496 640: 29%|██▊ | 2/7 [00:00<00:00, 7.10it/s] 32/50 7.4G 0.01723 8.57 2.157 468 640: 29%|██▊ | 2/7 [00:00<00:00, 7.10it/s] 32/50 7.4G 0.01723 8.57 2.157 468 640: 43%|████▎ | 3/7 [00:00<00:00, 7.03it/s] 32/50 7.4G 0.01731 8.573 2.155 477 640: 43%|████▎ | 3/7 [00:00<00:00, 7.03it/s] 32/50 7.4G 0.01731 8.573 2.155 477 640: 57%|█████▋ | 4/7 [00:00<00:00, 7.74it/s] 32/50 7.4G 0.01732 8.595 2.172 440 640: 57%|█████▋ | 4/7 [00:00<00:00, 7.74it/s] 32/50 7.4G 0.01732 8.595 2.172 440 640: 71%|███████▏ | 5/7 [00:00<00:00, 8.20it/s] 32/50 7.4G 0.01733 8.601 2.18 424 640: 71%|███████▏ | 5/7 [00:00<00:00, 8.20it/s] 32/50 7.4G 0.01733 8.601 2.18 424 640: 86%|████████▌ | 6/7 [00:00<00:00, 8.37it/s] 32/50 7.43G 0.01731 8.558 2.189 107 640: 86%|████████▌ | 6/7 [00:01<00:00, 8.37it/s] 32/50 7.43G 0.01731 8.558 2.189 107 640: 100%|██████████| 7/7 [00:01<00:00, 4.15it/s] 32/50 7.43G 0.01731 8.558 2.189 107 640: 100%|██████████| 7/7 [00:01<00:00, 5.54it/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, 7.68it/s] Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 1/1 [00:00<00:00, 7.64it/s] all 28 504 0.588 0.732 0.657 0.272
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
0%| | 0/7 [00:00<?, ?it/s] 33/50 7.37G 0.01798 8.686 2.252 500 640: 0%| | 0/7 [00:00<?, ?it/s] 33/50 7.37G 0.01798 8.686 2.252 500 640: 14%|█▍ | 1/7 [00:00<00:01, 5.24it/s] 33/50 7.38G 0.01783 8.584 2.228 517 640: 14%|█▍ | 1/7 [00:00<00:01, 5.24it/s] 33/50 7.38G 0.01783 8.584 2.228 517 640: 29%|██▊ | 2/7 [00:00<00:00, 7.14it/s] 33/50 7.38G 0.01766 8.396 2.219 483 640: 29%|██▊ | 2/7 [00:00<00:00, 7.14it/s] 33/50 7.38G 0.01766 8.396 2.219 483 640: 43%|████▎ | 3/7 [00:00<00:00, 8.00it/s] 33/50 7.38G 0.01755 8.413 2.207 470 640: 43%|████▎ | 3/7 [00:00<00:00, 8.00it/s] 33/50 7.38G 0.01755 8.413 2.207 470 640: 57%|█████▋ | 4/7 [00:00<00:00, 8.09it/s] 33/50 7.38G 0.01748 8.387 2.2 496 640: 57%|█████▋ | 4/7 [00:00<00:00, 8.09it/s] 33/50 7.38G 0.01748 8.387 2.2 496 640: 71%|███████▏ | 5/7 [00:00<00:00, 8.63it/s] 33/50 7.38G 0.01744 8.442 2.209 430 640: 71%|███████▏ | 5/7 [00:00<00:00, 8.63it/s] 33/50 7.38G 0.01744 8.442 2.209 430 640: 86%|████████▌ | 6/7 [00:00<00:00, 8.97it/s] 33/50 7.41G 0.01748 8.38 2.218 145 640: 86%|████████▌ | 6/7 [00:00<00:00, 8.97it/s] 33/50 7.41G 0.01748 8.38 2.218 145 640: 100%|██████████| 7/7 [00:00<00:00, 8.52it/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, 7.27it/s] Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 1/1 [00:00<00:00, 7.26it/s] all 28 504 0.587 0.732 0.668 0.284
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
0%| | 0/7 [00:00<?, ?it/s] 34/50 7.41G 0.0178 8.61 2.214 498 640: 0%| | 0/7 [00:00<?, ?it/s] 34/50 7.41G 0.0178 8.61 2.214 498 640: 14%|█▍ | 1/7 [00:00<00:01, 5.18it/s] 34/50 7.41G 0.01773 8.663 2.203 492 640: 14%|█▍ | 1/7 [00:00<00:01, 5.18it/s] 34/50 7.41G 0.01773 8.663 2.203 492 640: 29%|██▊ | 2/7 [00:00<00:00, 7.04it/s] 34/50 7.42G 0.01772 8.732 2.211 436 640: 29%|██▊ | 2/7 [00:00<00:00, 7.04it/s] 34/50 7.42G 0.01772 8.732 2.211 436 640: 43%|████▎ | 3/7 [00:00<00:00, 7.92it/s] 34/50 7.42G 0.0176 8.695 2.206 483 640: 43%|████▎ | 3/7 [00:00<00:00, 7.92it/s] 34/50 7.42G 0.0176 8.695 2.206 483 640: 57%|█████▋ | 4/7 [00:00<00:00, 8.47it/s] 34/50 7.42G 0.01746 8.688 2.208 402 640: 57%|█████▋ | 4/7 [00:00<00:00, 8.47it/s] 34/50 7.42G 0.01746 8.688 2.208 402 640: 71%|███████▏ | 5/7 [00:00<00:00, 8.33it/s] 34/50 7.42G 0.01739 8.696 2.197 413 640: 71%|███████▏ | 5/7 [00:00<00:00, 8.33it/s] 34/50 7.42G 0.01739 8.696 2.197 413 640: 86%|████████▌ | 6/7 [00:00<00:00, 8.69it/s] 34/50 7.44G 0.01751 8.67 2.203 123 640: 86%|████████▌ | 6/7 [00:00<00:00, 8.69it/s] 34/50 7.44G 0.01751 8.67 2.203 123 640: 100%|██████████| 7/7 [00:00<00:00, 8.81it/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 0.529 0.645 0.552 0.225
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
0%| | 0/7 [00:00<?, ?it/s] 35/50 7.32G 0.01722 8.53 2.186 496 640: 0%| | 0/7 [00:00<?, ?it/s] 35/50 7.32G 0.01722 8.53 2.186 496 640: 14%|█▍ | 1/7 [00:00<00:01, 5.61it/s] 35/50 7.33G 0.01734 8.623 2.188 472 640: 14%|█▍ | 1/7 [00:00<00:01, 5.61it/s] 35/50 7.33G 0.01734 8.623 2.188 472 640: 29%|██▊ | 2/7 [00:00<00:00, 6.77it/s] 35/50 7.33G 0.01717 8.544 2.189 470 640: 29%|██▊ | 2/7 [00:00<00:00, 6.77it/s] 35/50 7.33G 0.01717 8.544 2.189 470 640: 43%|████▎ | 3/7 [00:00<00:00, 7.77it/s] 35/50 7.33G 0.01727 8.571 2.198 462 640: 43%|████▎ | 3/7 [00:00<00:00, 7.77it/s] 35/50 7.33G 0.01727 8.571 2.198 462 640: 57%|█████▋ | 4/7 [00:00<00:00, 8.21it/s] 35/50 7.33G 0.0173 8.615 2.189 509 640: 57%|█████▋ | 4/7 [00:00<00:00, 8.21it/s] 35/50 7.33G 0.0173 8.615 2.189 509 640: 71%|███████▏ | 5/7 [00:00<00:00, 8.54it/s] 35/50 7.33G 0.0172 8.54 2.181 516 640: 71%|███████▏ | 5/7 [00:00<00:00, 8.54it/s] 35/50 7.33G 0.0172 8.54 2.181 516 640: 86%|████████▌ | 6/7 [00:00<00:00, 7.87it/s] 35/50 7.34G 0.01731 8.583 2.194 106 640: 86%|████████▌ | 6/7 [00:00<00:00, 7.87it/s] 35/50 7.34G 0.01731 8.583 2.194 106 640: 100%|██████████| 7/7 [00:00<00:00, 8.29it/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, 6.40it/s] Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 1/1 [00:00<00:00, 6.37it/s] all 28 504 0.583 0.591 0.583 0.238
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
0%| | 0/7 [00:00<?, ?it/s] 36/50 7.4G 0.01702 8.508 2.171 464 640: 0%| | 0/7 [00:00<?, ?it/s] 36/50 7.4G 0.01702 8.508 2.171 464 640: 14%|█▍ | 1/7 [00:00<00:01, 5.53it/s] 36/50 7.41G 0.01707 8.432 2.162 514 640: 14%|█▍ | 1/7 [00:00<00:01, 5.53it/s] 36/50 7.41G 0.01707 8.432 2.162 514 640: 29%|██▊ | 2/7 [00:00<00:00, 7.12it/s] 36/50 7.41G 0.01702 8.398 2.169 417 640: 29%|██▊ | 2/7 [00:00<00:00, 7.12it/s] 36/50 7.41G 0.01702 8.398 2.169 417 640: 43%|████▎ | 3/7 [00:00<00:00, 7.29it/s] 36/50 7.41G 0.01713 8.394 2.171 502 640: 43%|████▎ | 3/7 [00:00<00:00, 7.29it/s] 36/50 7.41G 0.01713 8.394 2.171 502 640: 57%|█████▋ | 4/7 [00:00<00:00, 7.83it/s] 36/50 7.41G 0.01714 8.421 2.17 434 640: 57%|█████▋ | 4/7 [00:00<00:00, 7.83it/s] 36/50 7.41G 0.01714 8.421 2.17 434 640: 71%|███████▏ | 5/7 [00:00<00:00, 8.20it/s] 36/50 7.41G 0.01716 8.483 2.165 486 640: 71%|███████▏ | 5/7 [00:00<00:00, 8.20it/s] 36/50 7.41G 0.01716 8.483 2.165 486 640: 86%|████████▌ | 6/7 [00:00<00:00, 8.43it/s] 36/50 7.44G 0.01707 8.48 2.165 95 640: 86%|████████▌ | 6/7 [00:00<00:00, 8.43it/s] 36/50 7.44G 0.01707 8.48 2.165 95 640: 100%|██████████| 7/7 [00:00<00:00, 8.83it/s] 36/50 7.44G 0.01707 8.48 2.165 95 640: 100%|██████████| 7/7 [00:00<00:00, 8.08it/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, 6.63it/s] Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 1/1 [00:00<00:00, 6.60it/s] all 28 504 0.527 0.623 0.572 0.236
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
0%| | 0/7 [00:00<?, ?it/s] 37/50 7.37G 0.01722 8.398 2.21 496 640: 0%| | 0/7 [00:00<?, ?it/s] 37/50 7.37G 0.01722 8.398 2.21 496 640: 14%|█▍ | 1/7 [00:00<00:01, 4.69it/s] 37/50 7.38G 0.01703 8.357 2.213 450 640: 14%|█▍ | 1/7 [00:00<00:01, 4.69it/s] 37/50 7.38G 0.01703 8.357 2.213 450 640: 29%|██▊ | 2/7 [00:00<00:00, 6.47it/s] 37/50 7.38G 0.01685 8.486 2.191 421 640: 29%|██▊ | 2/7 [00:00<00:00, 6.47it/s] 37/50 7.38G 0.01685 8.486 2.191 421 640: 43%|████▎ | 3/7 [00:00<00:00, 7.37it/s] 37/50 7.38G 0.01671 8.414 2.179 483 640: 43%|████▎ | 3/7 [00:00<00:00, 7.37it/s] 37/50 7.38G 0.01671 8.414 2.179 483 640: 57%|█████▋ | 4/7 [00:00<00:00, 6.80it/s] 37/50 7.38G 0.01678 8.393 2.183 490 640: 57%|█████▋ | 4/7 [00:00<00:00, 6.80it/s] 37/50 7.38G 0.01678 8.393 2.183 490 640: 71%|███████▏ | 5/7 [00:00<00:00, 7.47it/s] 37/50 7.38G 0.01679 8.365 2.18 629 640: 71%|███████▏ | 5/7 [00:00<00:00, 7.47it/s] 37/50 7.38G 0.01679 8.365 2.18 629 640: 86%|████████▌ | 6/7 [00:00<00:00, 7.86it/s] 37/50 7.41G 0.01706 8.438 2.195 119 640: 86%|████████▌ | 6/7 [00:00<00:00, 7.86it/s] 37/50 7.41G 0.01706 8.438 2.195 119 640: 100%|██████████| 7/7 [00:00<00:00, 7.80it/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, 7.06it/s] Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 1/1 [00:00<00:00, 7.03it/s] all 28 504 0.541 0.581 0.557 0.223
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
0%| | 0/7 [00:00<?, ?it/s] 38/50 7.38G 0.01726 8.936 2.158 469 640: 0%| | 0/7 [00:00<?, ?it/s] 38/50 7.38G 0.01726 8.936 2.158 469 640: 14%|█▍ | 1/7 [00:00<00:01, 5.23it/s] 38/50 7.38G 0.01708 8.7 2.169 446 640: 14%|█▍ | 1/7 [00:00<00:01, 5.23it/s] 38/50 7.38G 0.01708 8.7 2.169 446 640: 29%|██▊ | 2/7 [00:00<00:00, 6.95it/s] 38/50 7.39G 0.01748 8.782 2.224 455 640: 29%|██▊ | 2/7 [00:00<00:00, 6.95it/s] 38/50 7.39G 0.01748 8.782 2.224 455 640: 43%|████▎ | 3/7 [00:00<00:00, 7.63it/s] 38/50 7.39G 0.01739 8.658 2.217 506 640: 43%|████▎ | 3/7 [00:00<00:00, 7.63it/s] 38/50 7.39G 0.01739 8.658 2.217 506 640: 57%|█████▋ | 4/7 [00:00<00:00, 8.19it/s] 38/50 7.39G 0.01748 8.753 2.225 439 640: 57%|█████▋ | 4/7 [00:00<00:00, 8.19it/s] 38/50 7.39G 0.01748 8.753 2.225 439 640: 71%|███████▏ | 5/7 [00:00<00:00, 8.01it/s] 38/50 7.39G 0.0173 8.674 2.209 442 640: 71%|███████▏ | 5/7 [00:00<00:00, 8.01it/s] 38/50 7.39G 0.0173 8.674 2.209 442 640: 86%|████████▌ | 6/7 [00:00<00:00, 8.42it/s] 38/50 7.42G 0.01717 8.672 2.195 101 640: 86%|████████▌ | 6/7 [00:00<00:00, 8.42it/s] 38/50 7.42G 0.01717 8.672 2.195 101 640: 100%|██████████| 7/7 [00:00<00:00, 8.48it/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, 6.08it/s] Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 1/1 [00:00<00:00, 6.05it/s] all 28 504 0.502 0.593 0.504 0.194
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
0%| | 0/7 [00:00<?, ?it/s] 39/50 7.38G 0.01683 8.359 2.134 507 640: 0%| | 0/7 [00:00<?, ?it/s] 39/50 7.38G 0.01683 8.359 2.134 507 640: 14%|█▍ | 1/7 [00:00<00:01, 5.57it/s] 39/50 7.39G 0.01695 8.375 2.155 471 640: 14%|█▍ | 1/7 [00:00<00:01, 5.57it/s] 39/50 7.39G 0.01695 8.375 2.155 471 640: 29%|██▊ | 2/7 [00:00<00:00, 6.77it/s] 39/50 7.39G 0.01683 8.331 2.156 412 640: 29%|██▊ | 2/7 [00:00<00:00, 6.77it/s] 39/50 7.39G 0.01683 8.331 2.156 412 640: 43%|████▎ | 3/7 [00:00<00:00, 7.81it/s] 39/50 7.39G 0.01673 8.258 2.155 488 640: 43%|████▎ | 3/7 [00:00<00:00, 7.81it/s] 39/50 7.39G 0.01673 8.258 2.155 488 640: 57%|█████▋ | 4/7 [00:00<00:00, 8.40it/s] 39/50 7.39G 0.01666 8.28 2.148 471 640: 57%|█████▋ | 4/7 [00:00<00:00, 8.40it/s] 39/50 7.39G 0.01666 8.28 2.148 471 640: 71%|███████▏ | 5/7 [00:00<00:00, 8.80it/s] 39/50 7.39G 0.01662 8.304 2.147 437 640: 71%|███████▏ | 5/7 [00:00<00:00, 8.80it/s] 39/50 7.39G 0.01662 8.304 2.147 437 640: 86%|████████▌ | 6/7 [00:00<00:00, 8.48it/s] 39/50 7.41G 0.01676 8.283 2.16 140 640: 86%|████████▌ | 6/7 [00:00<00:00, 8.48it/s] 39/50 7.41G 0.01676 8.283 2.16 140 640: 100%|██████████| 7/7 [00:00<00:00, 8.78it/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, 7.37it/s] Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 1/1 [00:00<00:00, 7.36it/s] all 28 504 0.51 0.56 0.521 0.215
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
0%| | 0/7 [00:00<?, ?it/s] 40/50 7.38G 0.01693 8.222 2.187 496 640: 0%| | 0/7 [00:00<?, ?it/s] 40/50 7.38G 0.01693 8.222 2.187 496 640: 14%|█▍ | 1/7 [00:00<00:01, 5.18it/s] 40/50 7.39G 0.01694 8.283 2.165 484 640: 14%|█▍ | 1/7 [00:00<00:01, 5.18it/s] 40/50 7.39G 0.01694 8.283 2.165 484 640: 29%|██▊ | 2/7 [00:00<00:00, 6.87it/s] 40/50 7.39G 0.01679 8.227 2.149 494 640: 29%|██▊ | 2/7 [00:00<00:00, 6.87it/s] 40/50 7.39G 0.01679 8.227 2.149 494 640: 43%|████▎ | 3/7 [00:00<00:00, 7.07it/s] 40/50 7.39G 0.01679 8.278 2.149 436 640: 43%|████▎ | 3/7 [00:00<00:00, 7.07it/s] 40/50 7.39G 0.01679 8.278 2.149 436 640: 57%|█████▋ | 4/7 [00:00<00:00, 7.80it/s] 40/50 7.39G 0.01681 8.314 2.153 467 640: 57%|█████▋ | 4/7 [00:00<00:00, 7.80it/s] 40/50 7.39G 0.01681 8.314 2.153 467 640: 71%|███████▏ | 5/7 [00:00<00:00, 8.15it/s] 40/50 7.39G 0.01685 8.338 2.164 461 640: 71%|███████▏ | 5/7 [00:00<00:00, 8.15it/s] 40/50 7.39G 0.01685 8.338 2.164 461 640: 86%|████████▌ | 6/7 [00:00<00:00, 8.41it/s] 40/50 7.42G 0.01689 8.362 2.183 117 640: 86%|████████▌ | 6/7 [00:00<00:00, 8.41it/s] 40/50 7.42G 0.01689 8.362 2.183 117 640: 100%|██████████| 7/7 [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, 6.58it/s] Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 1/1 [00:00<00:00, 6.54it/s] all 28 504 0.609 0.594 0.621 0.261
Closing dataloader mosaic
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
0%| | 0/7 [00:00<?, ?it/s] 41/50 7.26G 0.01568 11.09 2.093 173 640: 0%| | 0/7 [00:01<?, ?it/s] 41/50 7.26G 0.01568 11.09 2.093 173 640: 14%|█▍ | 1/7 [00:01<00:08, 1.44s/it] 41/50 7.28G 0.01617 11.75 2.201 147 640: 14%|█▍ | 1/7 [00:01<00:08, 1.44s/it] 41/50 7.28G 0.01617 11.75 2.201 147 640: 29%|██▊ | 2/7 [00:01<00:03, 1.51it/s] 41/50 7.28G 0.01615 12.26 2.205 137 640: 29%|██▊ | 2/7 [00:01<00:03, 1.51it/s] 41/50 7.28G 0.01615 12.26 2.205 137 640: 43%|████▎ | 3/7 [00:01<00:01, 2.42it/s] 41/50 7.28G 0.01586 12.65 2.193 126 640: 43%|████▎ | 3/7 [00:01<00:01, 2.42it/s] 41/50 7.28G 0.01586 12.65 2.193 126 640: 57%|█████▋ | 4/7 [00:01<00:00, 3.29it/s] 41/50 7.28G 0.01599 13.14 2.217 121 640: 57%|█████▋ | 4/7 [00:01<00:00, 3.29it/s] 41/50 7.28G 0.01599 13.14 2.217 121 640: 71%|███████▏ | 5/7 [00:01<00:00, 4.30it/s] 41/50 7.28G 0.01601 12.95 2.194 166 640: 71%|███████▏ | 5/7 [00:02<00:00, 4.30it/s] 41/50 7.28G 0.01601 12.95 2.194 166 640: 86%|████████▌ | 6/7 [00:02<00:00, 5.26it/s] 41/50 7.3G 0.01581 13.87 2.19 22 640: 86%|████████▌ | 6/7 [00:02<00:00, 5.26it/s] 41/50 7.3G 0.01581 13.87 2.19 22 640: 100%|██████████| 7/7 [00:02<00:00, 3.36it/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, 7.68it/s] Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 1/1 [00:00<00:00, 7.64it/s] all 28 504 0.581 0.635 0.623 0.262
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
0%| | 0/7 [00:00<?, ?it/s] 42/50 7.24G 0.01583 15.07 2.195 120 640: 0%| | 0/7 [00:00<?, ?it/s] 42/50 7.24G 0.01583 15.07 2.195 120 640: 14%|█▍ | 1/7 [00:00<00:01, 5.36it/s] 42/50 7.24G 0.01551 13.98 2.117 146 640: 14%|█▍ | 1/7 [00:00<00:01, 5.36it/s] 42/50 7.24G 0.01551 13.98 2.117 146 640: 29%|██▊ | 2/7 [00:00<00:00, 7.21it/s] 42/50 7.25G 0.01564 13.27 2.149 153 640: 29%|██▊ | 2/7 [00:00<00:00, 7.21it/s] 42/50 7.25G 0.01564 13.27 2.149 153 640: 43%|████▎ | 3/7 [00:00<00:00, 8.04it/s] 42/50 7.25G 0.01588 13.45 2.18 125 640: 43%|████▎ | 3/7 [00:00<00:00, 8.04it/s] 42/50 7.25G 0.01588 13.45 2.18 125 640: 57%|█████▋ | 4/7 [00:00<00:00, 8.55it/s] 42/50 7.25G 0.01588 13.15 2.188 145 640: 57%|█████▋ | 4/7 [00:00<00:00, 8.55it/s] 42/50 7.25G 0.01588 13.15 2.188 145 640: 71%|███████▏ | 5/7 [00:00<00:00, 8.21it/s] 42/50 7.25G 0.01586 12.65 2.194 149 640: 71%|███████▏ | 5/7 [00:00<00:00, 8.21it/s] 42/50 7.25G 0.01586 12.65 2.194 149 640: 86%|████████▌ | 6/7 [00:00<00:00, 8.54it/s] 42/50 7.27G 0.01594 12.96 2.219 22 640: 86%|████████▌ | 6/7 [00:00<00:00, 8.54it/s] 42/50 7.27G 0.01594 12.96 2.219 22 640: 100%|██████████| 7/7 [00:00<00:00, 8.73it/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, 6.62it/s] Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 1/1 [00:00<00:00, 6.59it/s] all 28 504 0.6 0.64 0.643 0.266
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
0%| | 0/7 [00:00<?, ?it/s] 43/50 7.23G 0.01611 10.16 2.213 170 640: 0%| | 0/7 [00:00<?, ?it/s] 43/50 7.23G 0.01611 10.16 2.213 170 640: 14%|█▍ | 1/7 [00:00<00:00, 6.64it/s] 43/50 7.24G 0.01583 11.64 2.21 115 640: 14%|█▍ | 1/7 [00:00<00:00, 6.64it/s] 43/50 7.24G 0.01583 11.64 2.21 115 640: 29%|██▊ | 2/7 [00:00<00:00, 7.43it/s] 43/50 7.24G 0.01589 11.17 2.18 144 640: 29%|██▊ | 2/7 [00:00<00:00, 7.43it/s] 43/50 7.24G 0.01589 11.17 2.18 144 640: 43%|████▎ | 3/7 [00:00<00:00, 8.26it/s] 43/50 7.24G 0.01579 10.7 2.168 160 640: 43%|████▎ | 3/7 [00:00<00:00, 8.26it/s] 43/50 7.24G 0.01579 10.7 2.168 160 640: 57%|█████▋ | 4/7 [00:00<00:00, 8.66it/s] 43/50 7.24G 0.01573 10.47 2.154 166 640: 57%|█████▋ | 4/7 [00:00<00:00, 8.66it/s] 43/50 7.24G 0.01573 10.47 2.154 166 640: 71%|███████▏ | 5/7 [00:00<00:00, 8.94it/s] 43/50 7.24G 0.01579 10.59 2.168 117 640: 71%|███████▏ | 5/7 [00:00<00:00, 8.94it/s] 43/50 7.24G 0.01579 10.59 2.168 117 640: 86%|████████▌ | 6/7 [00:00<00:00, 8.71it/s] 43/50 7.26G 0.01577 10.43 2.187 34 640: 86%|████████▌ | 6/7 [00:00<00:00, 8.71it/s] 43/50 7.26G 0.01577 10.43 2.187 34 640: 100%|██████████| 7/7 [00:00<00:00, 9.16it/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, 7.90it/s] Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 1/1 [00:00<00:00, 7.88it/s] all 28 504 0.608 0.653 0.645 0.264
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
0%| | 0/7 [00:00<?, ?it/s] 44/50 7.22G 0.0162 9.459 2.213 139 640: 0%| | 0/7 [00:00<?, ?it/s] 44/50 7.22G 0.0162 9.459 2.213 139 640: 14%|█▍ | 1/7 [00:00<00:01, 4.41it/s] 44/50 7.23G 0.01662 9.608 2.252 144 640: 14%|█▍ | 1/7 [00:00<00:01, 4.41it/s] 44/50 7.23G 0.01662 9.608 2.252 144 640: 29%|██▊ | 2/7 [00:00<00:00, 6.45it/s] 44/50 7.23G 0.01639 9.548 2.216 144 640: 29%|██▊ | 2/7 [00:00<00:00, 6.45it/s] 44/50 7.23G 0.01639 9.548 2.216 144 640: 43%|████▎ | 3/7 [00:00<00:00, 7.01it/s] 44/50 7.23G 0.01642 9.273 2.232 142 640: 43%|████▎ | 3/7 [00:00<00:00, 7.01it/s] 44/50 7.23G 0.01642 9.273 2.232 142 640: 57%|█████▋ | 4/7 [00:00<00:00, 7.78it/s] 44/50 7.23G 0.01641 9.244 2.246 133 640: 57%|█████▋ | 4/7 [00:00<00:00, 7.78it/s] 44/50 7.23G 0.01641 9.244 2.246 133 640: 71%|███████▏ | 5/7 [00:00<00:00, 8.27it/s] 44/50 7.23G 0.01633 9.123 2.226 140 640: 71%|███████▏ | 5/7 [00:00<00:00, 8.27it/s] 44/50 7.23G 0.01633 9.123 2.226 140 640: 86%|████████▌ | 6/7 [00:00<00:00, 8.60it/s] 44/50 7.26G 0.0162 8.966 2.232 39 640: 86%|████████▌ | 6/7 [00:00<00:00, 8.60it/s] 44/50 7.26G 0.0162 8.966 2.232 39 640: 100%|██████████| 7/7 [00:00<00:00, 8.11it/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, 7.30it/s] Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 1/1 [00:00<00:00, 7.29it/s] all 28 504 0.609 0.649 0.645 0.271
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
0%| | 0/7 [00:00<?, ?it/s] 45/50 7.26G 0.01548 8.132 2.097 155 640: 0%| | 0/7 [00:00<?, ?it/s] 45/50 7.26G 0.01548 8.132 2.097 155 640: 14%|█▍ | 1/7 [00:00<00:01, 5.01it/s] 45/50 7.28G 0.01562 8.302 2.119 130 640: 14%|█▍ | 1/7 [00:00<00:01, 5.01it/s] 45/50 7.28G 0.01562 8.302 2.119 130 640: 29%|██▊ | 2/7 [00:00<00:00, 6.99it/s] 45/50 7.28G 0.01578 8.292 2.144 128 640: 29%|██▊ | 2/7 [00:00<00:00, 6.99it/s] 45/50 7.28G 0.01578 8.292 2.144 128 640: 43%|████▎ | 3/7 [00:00<00:00, 7.85it/s] 45/50 7.28G 0.01585 8.332 2.168 134 640: 43%|████▎ | 3/7 [00:00<00:00, 7.85it/s] 45/50 7.28G 0.01585 8.332 2.168 134 640: 57%|█████▋ | 4/7 [00:00<00:00, 7.92it/s] 45/50 7.28G 0.0159 8.212 2.178 145 640: 57%|█████▋ | 4/7 [00:00<00:00, 7.92it/s] 45/50 7.28G 0.0159 8.212 2.178 145 640: 71%|███████▏ | 5/7 [00:00<00:00, 8.44it/s] 45/50 7.28G 0.01575 8.128 2.165 139 640: 71%|███████▏ | 5/7 [00:00<00:00, 8.44it/s] 45/50 7.28G 0.01575 8.128 2.165 139 640: 86%|████████▌ | 6/7 [00:00<00:00, 8.82it/s] 45/50 7.3G 0.01573 8.147 2.152 38 640: 86%|████████▌ | 6/7 [00:00<00:00, 8.82it/s] 45/50 7.3G 0.01573 8.147 2.152 38 640: 100%|██████████| 7/7 [00:00<00:00, 8.74it/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, 7.87it/s] Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 1/1 [00:00<00:00, 7.85it/s] all 28 504 0.616 0.621 0.649 0.277
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
0%| | 0/7 [00:00<?, ?it/s] 46/50 7.28G 0.01524 8.21 2.138 156 640: 0%| | 0/7 [00:00<?, ?it/s] 46/50 7.28G 0.01524 8.21 2.138 156 640: 14%|█▍ | 1/7 [00:00<00:01, 5.47it/s] 46/50 7.28G 0.01557 7.909 2.185 153 640: 14%|█▍ | 1/7 [00:00<00:01, 5.47it/s] 46/50 7.28G 0.01557 7.909 2.185 153 640: 29%|██▊ | 2/7 [00:00<00:00, 7.25it/s] 46/50 7.29G 0.01594 8.014 2.248 129 640: 29%|██▊ | 2/7 [00:00<00:00, 7.25it/s] 46/50 7.29G 0.01594 8.014 2.248 129 640: 43%|████▎ | 3/7 [00:00<00:00, 8.19it/s] 46/50 7.29G 0.01601 8.036 2.225 149 640: 43%|████▎ | 3/7 [00:00<00:00, 8.19it/s] 46/50 7.29G 0.01601 8.036 2.225 149 640: 57%|█████▋ | 4/7 [00:00<00:00, 8.68it/s] 46/50 7.29G 0.01608 8.146 2.217 142 640: 57%|█████▋ | 4/7 [00:00<00:00, 8.68it/s] 46/50 7.29G 0.01608 8.146 2.217 142 640: 71%|███████▏ | 5/7 [00:00<00:00, 8.41it/s] 46/50 7.29G 0.01592 8.13 2.19 152 640: 71%|███████▏ | 5/7 [00:00<00:00, 8.41it/s] 46/50 7.29G 0.01592 8.13 2.19 152 640: 86%|████████▌ | 6/7 [00:00<00:00, 8.71it/s] 46/50 7.31G 0.01573 8.017 2.177 31 640: 86%|████████▌ | 6/7 [00:00<00:00, 8.71it/s] 46/50 7.31G 0.01573 8.017 2.177 31 640: 100%|██████████| 7/7 [00:00<00:00, 8.65it/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, 8.64it/s] Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 1/1 [00:00<00:00, 8.63it/s] all 28 504 0.499 0.569 0.536 0.196
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
0%| | 0/7 [00:00<?, ?it/s] 47/50 7.26G 0.01524 7.492 2.198 139 640: 0%| | 0/7 [00:00<?, ?it/s] 47/50 7.26G 0.01524 7.492 2.198 139 640: 14%|█▍ | 1/7 [00:00<00:00, 6.24it/s] 47/50 7.27G 0.01537 7.677 2.171 155 640: 14%|█▍ | 1/7 [00:00<00:00, 6.24it/s] 47/50 7.27G 0.01537 7.677 2.171 155 640: 29%|██▊ | 2/7 [00:00<00:00, 7.27it/s] 47/50 7.27G 0.01542 7.798 2.162 157 640: 29%|██▊ | 2/7 [00:00<00:00, 7.27it/s] 47/50 7.27G 0.01542 7.798 2.162 157 640: 43%|████▎ | 3/7 [00:00<00:00, 8.14it/s] 47/50 7.27G 0.01551 7.848 2.165 157 640: 43%|████▎ | 3/7 [00:00<00:00, 8.14it/s] 47/50 7.27G 0.01551 7.848 2.165 157 640: 57%|█████▋ | 4/7 [00:00<00:00, 8.64it/s] 47/50 7.27G 0.01563 7.917 2.173 142 640: 57%|█████▋ | 4/7 [00:00<00:00, 8.64it/s] 47/50 7.27G 0.01563 7.917 2.173 142 640: 71%|███████▏ | 5/7 [00:00<00:00, 8.99it/s] 47/50 7.27G 0.0155 8.012 2.15 142 640: 71%|███████▏ | 5/7 [00:00<00:00, 8.99it/s] 47/50 7.27G 0.0155 8.012 2.15 142 640: 86%|████████▌ | 6/7 [00:00<00:00, 8.59it/s] 47/50 7.29G 0.01531 7.966 2.145 38 640: 86%|████████▌ | 6/7 [00:00<00:00, 8.59it/s] 47/50 7.29G 0.01531 7.966 2.145 38 640: 100%|██████████| 7/7 [00:00<00:00, 9.00it/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, 8.39it/s] Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 1/1 [00:00<00:00, 8.37it/s] all 28 504 0.593 0.589 0.61 0.234
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
0%| | 0/7 [00:00<?, ?it/s] 48/50 7.24G 0.01477 7.508 2.057 155 640: 0%| | 0/7 [00:00<?, ?it/s] 48/50 7.24G 0.01477 7.508 2.057 155 640: 14%|█▍ | 1/7 [00:00<00:01, 5.60it/s] 48/50 7.25G 0.01506 7.641 2.111 139 640: 14%|█▍ | 1/7 [00:00<00:01, 5.60it/s] 48/50 7.25G 0.01506 7.641 2.111 139 640: 29%|██▊ | 2/7 [00:00<00:00, 7.43it/s] 48/50 7.25G 0.01487 7.596 2.123 134 640: 29%|██▊ | 2/7 [00:00<00:00, 7.43it/s] 48/50 7.25G 0.01487 7.596 2.123 134 640: 43%|████▎ | 3/7 [00:00<00:00, 7.61it/s] 48/50 7.25G 0.01496 7.538 2.138 152 640: 43%|████▎ | 3/7 [00:00<00:00, 7.61it/s] 48/50 7.25G 0.01496 7.538 2.138 152 640: 57%|█████▋ | 4/7 [00:00<00:00, 8.27it/s] 48/50 7.25G 0.01496 7.581 2.111 124 640: 57%|█████▋ | 4/7 [00:00<00:00, 8.27it/s] 48/50 7.25G 0.01496 7.581 2.111 124 640: 71%|███████▏ | 5/7 [00:00<00:00, 8.69it/s] 48/50 7.25G 0.01489 7.577 2.094 126 640: 71%|███████▏ | 5/7 [00:00<00:00, 8.69it/s] 48/50 7.25G 0.01489 7.577 2.094 126 640: 86%|████████▌ | 6/7 [00:00<00:00, 8.87it/s] 48/50 7.27G 0.0149 7.754 2.094 32 640: 86%|████████▌ | 6/7 [00:00<00:00, 8.87it/s] 48/50 7.27G 0.0149 7.754 2.094 32 640: 100%|██████████| 7/7 [00:00<00:00, 8.68it/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, 7.97it/s] Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 1/1 [00:00<00:00, 7.95it/s] all 28 504 0.622 0.678 0.672 0.283
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
0%| | 0/7 [00:00<?, ?it/s] 49/50 7.22G 0.01517 8.018 2.201 121 640: 0%| | 0/7 [00:00<?, ?it/s] 49/50 7.22G 0.01517 8.018 2.201 121 640: 14%|█▍ | 1/7 [00:00<00:01, 4.73it/s] 49/50 7.24G 0.01571 7.872 2.109 174 640: 14%|█▍ | 1/7 [00:00<00:01, 4.73it/s] 49/50 7.24G 0.01571 7.872 2.109 174 640: 29%|██▊ | 2/7 [00:00<00:00, 6.71it/s] 49/50 7.24G 0.01521 7.703 2.071 175 640: 29%|██▊ | 2/7 [00:00<00:00, 6.71it/s] 49/50 7.24G 0.01521 7.703 2.071 175 640: 43%|████▎ | 3/7 [00:00<00:00, 7.68it/s] 49/50 7.24G 0.01497 7.614 2.067 126 640: 43%|████▎ | 3/7 [00:00<00:00, 7.68it/s] 49/50 7.24G 0.01497 7.614 2.067 126 640: 57%|█████▋ | 4/7 [00:00<00:00, 7.73it/s] 49/50 7.24G 0.015 7.554 2.075 147 640: 57%|█████▋ | 4/7 [00:00<00:00, 7.73it/s] 49/50 7.24G 0.015 7.554 2.075 147 640: 71%|███████▏ | 5/7 [00:00<00:00, 8.29it/s] 49/50 7.24G 0.01493 7.521 2.078 131 640: 71%|███████▏ | 5/7 [00:00<00:00, 8.29it/s] 49/50 7.24G 0.01493 7.521 2.078 131 640: 86%|████████▌ | 6/7 [00:00<00:00, 8.61it/s] 49/50 7.26G 0.01521 7.519 2.092 33 640: 86%|████████▌ | 6/7 [00:00<00:00, 8.61it/s] 49/50 7.26G 0.01521 7.519 2.092 33 640: 100%|██████████| 7/7 [00:00<00:00, 8.53it/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, 8.70it/s] Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 1/1 [00:00<00:00, 8.68it/s] all 28 504 0.628 0.649 0.654 0.274
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
0%| | 0/7 [00:00<?, ?it/s] 50/50 7.29G 0.0145 7.007 1.991 137 640: 0%| | 0/7 [00:00<?, ?it/s] 50/50 7.29G 0.0145 7.007 1.991 137 640: 14%|█▍ | 1/7 [00:00<00:01, 5.43it/s] 50/50 7.29G 0.0151 7.346 2.09 112 640: 14%|█▍ | 1/7 [00:00<00:01, 5.43it/s] 50/50 7.29G 0.0151 7.346 2.09 112 640: 29%|██▊ | 2/7 [00:00<00:00, 7.27it/s] 50/50 7.3G 0.01492 7.351 2.076 153 640: 29%|██▊ | 2/7 [00:00<00:00, 7.27it/s] 50/50 7.3G 0.01492 7.351 2.076 153 640: 43%|████▎ | 3/7 [00:00<00:00, 8.17it/s] 50/50 7.3G 0.01488 7.355 2.094 137 640: 43%|████▎ | 3/7 [00:00<00:00, 8.17it/s] 50/50 7.3G 0.01488 7.355 2.094 137 640: 57%|█████▋ | 4/7 [00:00<00:00, 8.72it/s] 50/50 7.3G 0.01494 7.38 2.11 129 640: 57%|█████▋ | 4/7 [00:00<00:00, 8.72it/s] 50/50 7.3G 0.01494 7.38 2.11 129 640: 71%|███████▏ | 5/7 [00:00<00:00, 8.48it/s] 50/50 7.3G 0.0148 7.397 2.09 169 640: 71%|███████▏ | 5/7 [00:00<00:00, 8.48it/s] 50/50 7.3G 0.0148 7.397 2.09 169 640: 86%|████████▌ | 6/7 [00:00<00:00, 8.83it/s] 50/50 7.33G 0.01498 7.327 2.103 30 640: 86%|████████▌ | 6/7 [00:00<00:00, 8.83it/s] 50/50 7.33G 0.01498 7.327 2.103 30 640: 100%|██████████| 7/7 [00:00<00:00, 8.95it/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, 8.97it/s] Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 1/1 [00:00<00:00, 8.95it/s] all 28 504 0.57 0.627 0.598 0.246
50 epochs completed in 0.027 hours.
Optimizer stripped from runs/detect/train24/weights/last.pt, 52.0MB
Optimizer stripped from runs/detect/train24/weights/best.pt, 52.0MB
Validating runs/detect/train24/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, 4.82it/s] Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 1/1 [00:00<00:00, 4.81it/s] all 28 504 0.585 0.728 0.667 0.284
Speed: 0.1ms preprocess, 1.6ms inference, 0.0ms loss, 0.8ms postprocess per image
Results saved to [1mruns/detect/train24[0m
wandb: - 57.024 MB of 57.024 MB uploadedwandb: \ 57.024 MB of 57.024 MB uploadedwandb: | 57.024 MB of 57.024 MB uploadedwandb: / 57.104 MB of 57.104 MB uploaded (0.002 MB deduped)wandb:
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 0.00039
wandb: lr/pg1 0.00039
wandb: lr/pg2 0.00039
wandb: metrics/mAP50(B) 0.66719
wandb: metrics/mAP50-95(B) 0.28428
wandb: metrics/precision(B) 0.5854
wandb: metrics/recall(B) 0.7284
wandb: model/GFLOPs 79.066
wandb: model/parameters 25856899
wandb: model/speed_PyTorch(ms) 4.51
wandb: train/box_loss 0.01498
wandb: train/cls_loss 7.32692
wandb: train/dfl_loss 2.10338
wandb: val/box_loss 0.01576
wandb: val/cls_loss 7.61635
wandb: val/dfl_loss 2.15714
wandb:
wandb: 🚀 View run train24 at: https://wandb.ai/fin-jason20/YOLOv8/runs/eehan06w
wandb: ️⚡ View job at https://wandb.ai/fin-jason20/YOLOv8/jobs/QXJ0aWZhY3RDb2xsZWN0aW9uOjE1NTE4Mjc3OQ==/version_details/v11
wandb: Synced 6 W&B file(s), 20 media file(s), 7 artifact file(s) and 0 other file(s)
wandb: Find logs at: ./wandb/run-20240402_013515-eehan06w/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, 1.24it/s] Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 2/2 [00:01<00:00, 1.01it/s] Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 2/2 [00:01<00:00, 1.04it/s] all 28 504 0.585 0.731 0.667 0.284
Speed: 0.1ms preprocess, 12.2ms inference, 0.0ms loss, 8.1ms postprocess per image
Results saved to [1mruns/detect/train242[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 0x2b3bc236c9d0>
curves: ['Precision-Recall(B)', 'F1-Confidence(B)', 'Precision-Confidence(B)', 'Recall-Confidence(B)']
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fitness: 0.32223568231080124
keys: ['metrics/precision(B)', 'metrics/recall(B)', 'metrics/mAP50(B)', 'metrics/mAP50-95(B)']
maps: array([ 0.28391])
names: {0: 'microglia'}
plot: True
results_dict: {'metrics/precision(B)': 0.585383970150065, 'metrics/recall(B)': 0.7311477973253531, 'metrics/mAP50(B)': 0.6671696151431471, 'metrics/mAP50-95(B)': 0.2839096897738739, 'fitness': 0.32223568231080124}
save_dir: PosixPath('runs/detect/train242')
speed: {'preprocess': 0.08460453578404017, 'inference': 12.172528675624303, 'loss': 0.0005534717014857701, 'postprocess': 8.093195302145821}
task: 'detect'