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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=yolov8n.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=train21, 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=0.018953935738983678, lrf=0.4096725304452809, momentum=0.6176397242321043, weight_decay=0.0005182340726400939, warmup_epochs=2.9420822665958744, warmup_momentum=0.3232610925012841, warmup_bias_lr=0.1, box=0.0622585591760355, cls=0.2716838602042877, dfl=1.5, pose=12.0, kobj=1.0, label_smoothing=0.0, nbs=64, hsv_h=0.08354414073797155, hsv_s=0.6179490216626592, hsv_v=0.10248863557199779, degrees=6.719607470704272, translate=0.4361043512236223, scale=0.1484627423134257, shear=9.034542586929785, perspective=0.0002091200850452316, flipud=0.37737999612193485, fliplr=0.9700621320176886, mosaic=0.573269512773059, mixup=0.4792659269817423, copy_paste=0.9517025165510148, auto_augment=randaugment, erasing=0.4, crop_fraction=1.0, cfg=None, tracker=botsort.yaml, save_dir=runs/detect/train21
Overriding model.yaml nc=80 with nc=1
from n params module arguments
0 -1 1 464 ultralytics.nn.modules.conv.Conv [3, 16, 3, 2]
1 -1 1 4672 ultralytics.nn.modules.conv.Conv [16, 32, 3, 2]
2 -1 1 7360 ultralytics.nn.modules.block.C2f [32, 32, 1, True]
3 -1 1 18560 ultralytics.nn.modules.conv.Conv [32, 64, 3, 2]
4 -1 2 49664 ultralytics.nn.modules.block.C2f [64, 64, 2, True]
5 -1 1 73984 ultralytics.nn.modules.conv.Conv [64, 128, 3, 2]
6 -1 2 197632 ultralytics.nn.modules.block.C2f [128, 128, 2, True]
7 -1 1 295424 ultralytics.nn.modules.conv.Conv [128, 256, 3, 2]
8 -1 1 460288 ultralytics.nn.modules.block.C2f [256, 256, 1, True]
9 -1 1 164608 ultralytics.nn.modules.block.SPPF [256, 256, 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 148224 ultralytics.nn.modules.block.C2f [384, 128, 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 37248 ultralytics.nn.modules.block.C2f [192, 64, 1]
16 -1 1 36992 ultralytics.nn.modules.conv.Conv [64, 64, 3, 2]
17 [-1, 12] 1 0 ultralytics.nn.modules.conv.Concat [1]
18 -1 1 123648 ultralytics.nn.modules.block.C2f [192, 128, 1]
19 -1 1 147712 ultralytics.nn.modules.conv.Conv [128, 128, 3, 2]
20 [-1, 9] 1 0 ultralytics.nn.modules.conv.Concat [1]
21 -1 1 493056 ultralytics.nn.modules.block.C2f [384, 256, 1]
22 [15, 18, 21] 1 751507 ultralytics.nn.modules.head.Detect [1, [64, 128, 256]]
Model summary: 225 layers, 3011043 parameters, 3011027 gradients, 8.2 GFLOPs
Transferred 319/355 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_012343-yi6q45jl
wandb: Run `wandb offline` to turn off syncing.
wandb: Syncing run train21
wandb: ⭐️ View project at https://wandb.ai/fin-jason20/YOLOv8
wandb: 🚀 View run at https://wandb.ai/fin-jason20/YOLOv8/runs/yi6q45jl
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/train21/labels.jpg...
[34m[1moptimizer:[0m 'optimizer=auto' found, ignoring 'lr0=0.018953935738983678' and 'momentum=0.6176397242321043' 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=0.0005182340726400939), 63 bias(decay=0.0)
Image sizes 640 train, 640 val
Using 8 dataloader workers
Logging results to [1mruns/detect/train21[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 2.43G 0.02718 1.857 2.96 323 640: 0%| | 0/7 [00:07<?, ?it/s] 1/50 2.43G 0.02718 1.857 2.96 323 640: 14%|█▍ | 1/7 [00:07<00:46, 7.75s/it] 1/50 2.43G 0.02697 1.85 2.963 247 640: 14%|█▍ | 1/7 [00:07<00:46, 7.75s/it] 1/50 2.43G 0.02697 1.85 2.963 247 640: 29%|██▊ | 2/7 [00:07<00:16, 3.25s/it] 1/50 2.43G 0.02709 1.849 2.956 300 640: 29%|██▊ | 2/7 [00:07<00:16, 3.25s/it] 1/50 2.43G 0.02689 1.86 2.921 272 640: 29%|██▊ | 2/7 [00:08<00:16, 3.25s/it] 1/50 2.43G 0.02689 1.86 2.921 272 640: 57%|█████▋ | 4/7 [00:08<00:03, 1.28s/it] 1/50 2.43G 0.02698 1.859 2.93 309 640: 57%|█████▋ | 4/7 [00:08<00:03, 1.28s/it] 1/50 2.45G 0.02685 1.859 2.922 326 640: 57%|█████▋ | 4/7 [00:08<00:03, 1.28s/it] 1/50 2.45G 0.02685 1.859 2.922 326 640: 86%|████████▌ | 6/7 [00:08<00:00, 1.40it/s] 1/50 2.49G 0.02694 1.86 2.924 105 640: 86%|████████▌ | 6/7 [00:08<00:00, 1.40it/s] 1/50 2.49G 0.02694 1.86 2.924 105 640: 100%|██████████| 7/7 [00:08<00:00, 1.68it/s] 1/50 2.49G 0.02694 1.86 2.924 105 640: 100%|██████████| 7/7 [00:08<00:00, 1.21s/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, 5.93it/s] Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 1/1 [00:00<00:00, 5.91it/s] all 28 504 0.0123 0.204 0.00739 0.00203
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
0%| | 0/7 [00:00<?, ?it/s] 2/50 2.46G 0.02344 1.837 2.583 293 640: 0%| | 0/7 [00:00<?, ?it/s] 2/50 2.46G 0.02378 1.832 2.612 354 640: 0%| | 0/7 [00:00<?, ?it/s] 2/50 2.46G 0.02378 1.832 2.612 354 640: 29%|██▊ | 2/7 [00:00<00:00, 11.87it/s] 2/50 2.46G 0.02376 1.815 2.627 306 640: 29%|██▊ | 2/7 [00:00<00:00, 11.87it/s] 2/50 2.46G 0.02358 1.81 2.623 402 640: 29%|██▊ | 2/7 [00:00<00:00, 11.87it/s] 2/50 2.46G 0.02358 1.81 2.623 402 640: 57%|█████▋ | 4/7 [00:00<00:00, 14.05it/s] 2/50 2.46G 0.02303 1.797 2.568 335 640: 57%|█████▋ | 4/7 [00:00<00:00, 14.05it/s] 2/50 2.46G 0.0226 1.784 2.537 408 640: 57%|█████▋ | 4/7 [00:00<00:00, 14.05it/s] 2/50 2.46G 0.0226 1.784 2.537 408 640: 86%|████████▌ | 6/7 [00:00<00:00, 14.97it/s] 2/50 2.49G 0.02214 1.767 2.493 54 640: 86%|████████▌ | 6/7 [00:00<00:00, 14.97it/s] 2/50 2.49G 0.02214 1.767 2.493 54 640: 100%|██████████| 7/7 [00:00<00:00, 15.05it/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, 12.75it/s] all 28 504 0.0246 0.411 0.024 0.00775
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
0%| | 0/7 [00:00<?, ?it/s] 3/50 2.54G 0.02059 1.613 2.319 358 640: 0%| | 0/7 [00:00<?, ?it/s] 3/50 2.54G 0.02018 1.586 2.273 363 640: 0%| | 0/7 [00:00<?, ?it/s] 3/50 2.54G 0.02018 1.586 2.273 363 640: 29%|██▊ | 2/7 [00:00<00:00, 14.84it/s] 3/50 2.54G 0.01942 1.549 2.199 283 640: 29%|██▊ | 2/7 [00:00<00:00, 14.84it/s] 3/50 2.54G 0.0193 1.526 2.173 376 640: 29%|██▊ | 2/7 [00:00<00:00, 14.84it/s] 3/50 2.54G 0.0193 1.526 2.173 376 640: 57%|█████▋ | 4/7 [00:00<00:00, 7.25it/s] 3/50 2.55G 0.01925 1.518 2.146 337 640: 57%|█████▋ | 4/7 [00:00<00:00, 7.25it/s] 3/50 2.55G 0.01908 1.494 2.126 365 640: 57%|█████▋ | 4/7 [00:00<00:00, 7.25it/s] 3/50 2.55G 0.01908 1.494 2.126 365 640: 86%|████████▌ | 6/7 [00:00<00:00, 8.91it/s] 3/50 2.59G 0.01905 1.476 2.113 69 640: 86%|████████▌ | 6/7 [00:00<00:00, 8.91it/s] 3/50 2.59G 0.01905 1.476 2.113 69 640: 100%|██████████| 7/7 [00:00<00:00, 9.69it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 0%| | 0/1 [00:00<?, ?it/s] Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 1/1 [00:00<00:00, 12.52it/s] all 28 504 0.0425 0.708 0.29 0.0866
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
0%| | 0/7 [00:00<?, ?it/s] 4/50 2.51G 0.01744 1.303 1.973 384 640: 0%| | 0/7 [00:00<?, ?it/s] 4/50 2.52G 0.01766 1.301 1.986 336 640: 0%| | 0/7 [00:00<?, ?it/s] 4/50 2.52G 0.01766 1.301 1.986 336 640: 29%|██▊ | 2/7 [00:00<00:00, 13.75it/s] 4/50 2.52G 0.01785 1.285 2.003 255 640: 29%|██▊ | 2/7 [00:00<00:00, 13.75it/s] 4/50 2.52G 0.01787 1.281 2.005 385 640: 29%|██▊ | 2/7 [00:01<00:00, 13.75it/s] 4/50 2.52G 0.01787 1.281 2.005 385 640: 57%|█████▋ | 4/7 [00:01<00:01, 2.16it/s] 4/50 2.52G 0.01783 1.268 2.001 331 640: 57%|█████▋ | 4/7 [00:01<00:01, 2.16it/s] 4/50 2.52G 0.01779 1.262 1.995 280 640: 57%|█████▋ | 4/7 [00:01<00:01, 2.16it/s] 4/50 2.52G 0.01779 1.262 1.995 280 640: 86%|████████▌ | 6/7 [00:01<00:00, 3.60it/s] 4/50 2.55G 0.01779 1.255 1.996 95 640: 86%|████████▌ | 6/7 [00:01<00:00, 3.60it/s] 4/50 2.55G 0.01779 1.255 1.996 95 640: 100%|██████████| 7/7 [00:01<00:00, 3.96it/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, 11.84it/s] all 28 504 0.0494 0.823 0.349 0.119
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
0%| | 0/7 [00:00<?, ?it/s] 5/50 2.51G 0.01788 1.226 2.045 344 640: 0%| | 0/7 [00:00<?, ?it/s] 5/50 2.51G 0.01747 1.177 2.051 362 640: 0%| | 0/7 [00:00<?, ?it/s] 5/50 2.51G 0.01747 1.177 2.051 362 640: 29%|██▊ | 2/7 [00:00<00:00, 14.26it/s] 5/50 2.51G 0.01701 1.149 2.034 308 640: 29%|██▊ | 2/7 [00:00<00:00, 14.26it/s] 5/50 2.51G 0.01683 1.129 2.022 283 640: 29%|██▊ | 2/7 [00:00<00:00, 14.26it/s] 5/50 2.51G 0.01683 1.129 2.022 283 640: 57%|█████▋ | 4/7 [00:00<00:00, 16.03it/s] 5/50 2.51G 0.01695 1.135 2.024 309 640: 57%|█████▋ | 4/7 [00:01<00:00, 16.03it/s] 5/50 2.51G 0.01696 1.131 2.022 341 640: 57%|█████▋ | 4/7 [00:01<00:00, 16.03it/s] 5/50 2.51G 0.01696 1.131 2.022 341 640: 86%|████████▌ | 6/7 [00:01<00:00, 3.46it/s] 5/50 2.55G 0.01687 1.119 2.018 74 640: 86%|████████▌ | 6/7 [00:01<00:00, 3.46it/s] 5/50 2.55G 0.01687 1.119 2.018 74 640: 100%|██████████| 7/7 [00:01<00:00, 4.92it/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, 12.27it/s] all 28 504 0.596 0.337 0.435 0.178
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
0%| | 0/7 [00:00<?, ?it/s] 6/50 2.45G 0.01661 1.125 1.933 240 640: 0%| | 0/7 [00:00<?, ?it/s] 6/50 2.46G 0.01654 1.079 1.936 288 640: 0%| | 0/7 [00:00<?, ?it/s] 6/50 2.46G 0.01654 1.079 1.936 288 640: 29%|██▊ | 2/7 [00:00<00:00, 13.59it/s] 6/50 2.46G 0.0165 1.088 1.942 249 640: 29%|██▊ | 2/7 [00:00<00:00, 13.59it/s] 6/50 2.46G 0.01643 1.074 1.937 265 640: 29%|██▊ | 2/7 [00:00<00:00, 13.59it/s] 6/50 2.46G 0.01643 1.074 1.937 265 640: 57%|█████▋ | 4/7 [00:00<00:00, 15.73it/s] 6/50 2.46G 0.01643 1.062 1.938 344 640: 57%|█████▋ | 4/7 [00:00<00:00, 15.73it/s] 6/50 2.46G 0.01652 1.063 1.945 400 640: 57%|█████▋ | 4/7 [00:01<00:00, 15.73it/s] 6/50 2.46G 0.01652 1.063 1.945 400 640: 86%|████████▌ | 6/7 [00:01<00:00, 2.72it/s] 6/50 2.49G 0.01662 1.068 1.951 92 640: 86%|████████▌ | 6/7 [00:01<00:00, 2.72it/s] 6/50 2.49G 0.01662 1.068 1.951 92 640: 100%|██████████| 7/7 [00:01<00:00, 3.98it/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, 12.40it/s] all 28 504 0.511 0.524 0.473 0.199
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
0%| | 0/7 [00:00<?, ?it/s] 7/50 2.49G 0.01569 0.975 1.86 318 640: 0%| | 0/7 [00:00<?, ?it/s] 7/50 2.49G 0.0156 0.9752 1.855 314 640: 0%| | 0/7 [00:00<?, ?it/s] 7/50 2.49G 0.0156 0.9752 1.855 314 640: 29%|██▊ | 2/7 [00:00<00:00, 13.16it/s] 7/50 2.49G 0.01613 0.9945 1.887 323 640: 29%|██▊ | 2/7 [00:00<00:00, 13.16it/s] 7/50 2.49G 0.01634 1.005 1.905 321 640: 29%|██▊ | 2/7 [00:00<00:00, 13.16it/s] 7/50 2.49G 0.01634 1.005 1.905 321 640: 57%|█████▋ | 4/7 [00:00<00:00, 15.15it/s] 7/50 2.49G 0.01631 1.026 1.9 241 640: 57%|█████▋ | 4/7 [00:00<00:00, 15.15it/s] 7/50 2.49G 0.01633 1.029 1.898 358 640: 57%|█████▋ | 4/7 [00:00<00:00, 15.15it/s] 7/50 2.49G 0.01633 1.029 1.898 358 640: 86%|████████▌ | 6/7 [00:00<00:00, 15.84it/s] 7/50 2.52G 0.01628 1.025 1.893 86 640: 86%|████████▌ | 6/7 [00:00<00:00, 15.84it/s] 7/50 2.52G 0.01628 1.025 1.893 86 640: 100%|██████████| 7/7 [00:00<00:00, 15.83it/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, 12.94it/s] all 28 504 0.64 0.586 0.602 0.262
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
0%| | 0/7 [00:00<?, ?it/s] 8/50 2.47G 0.01637 1.012 1.938 287 640: 0%| | 0/7 [00:00<?, ?it/s] 8/50 2.49G 0.0164 1.025 1.932 314 640: 0%| | 0/7 [00:00<?, ?it/s] 8/50 2.49G 0.0164 1.025 1.932 314 640: 29%|██▊ | 2/7 [00:00<00:00, 13.37it/s] 8/50 2.49G 0.01611 1.009 1.901 315 640: 29%|██▊ | 2/7 [00:00<00:00, 13.37it/s] 8/50 2.49G 0.01614 1.013 1.912 325 640: 29%|██▊ | 2/7 [00:00<00:00, 13.37it/s] 8/50 2.49G 0.01614 1.013 1.912 325 640: 57%|█████▋ | 4/7 [00:00<00:00, 16.08it/s] 8/50 2.49G 0.01614 1.012 1.924 299 640: 57%|█████▋ | 4/7 [00:00<00:00, 16.08it/s] 8/50 2.49G 0.01621 1.008 1.929 402 640: 57%|█████▋ | 4/7 [00:00<00:00, 16.08it/s] 8/50 2.49G 0.01621 1.008 1.929 402 640: 86%|████████▌ | 6/7 [00:00<00:00, 16.30it/s] 8/50 2.52G 0.01631 1.011 1.933 104 640: 86%|████████▌ | 6/7 [00:00<00:00, 16.30it/s] 8/50 2.52G 0.01631 1.011 1.933 104 640: 100%|██████████| 7/7 [00:00<00:00, 16.82it/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, 12.50it/s] all 28 504 0.616 0.623 0.601 0.255
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
0%| | 0/7 [00:00<?, ?it/s] 9/50 2.49G 0.0157 0.9446 1.895 367 640: 0%| | 0/7 [00:00<?, ?it/s] 9/50 2.49G 0.01573 0.9418 1.882 331 640: 0%| | 0/7 [00:00<?, ?it/s] 9/50 2.49G 0.01573 0.9418 1.882 331 640: 29%|██▊ | 2/7 [00:00<00:00, 13.08it/s] 9/50 2.5G 0.01578 0.9509 1.887 344 640: 29%|██▊ | 2/7 [00:00<00:00, 13.08it/s] 9/50 2.5G 0.01589 0.9562 1.89 366 640: 29%|██▊ | 2/7 [00:00<00:00, 13.08it/s] 9/50 2.5G 0.01589 0.9562 1.89 366 640: 57%|█████▋ | 4/7 [00:00<00:00, 9.57it/s] 9/50 2.5G 0.0158 0.9631 1.875 294 640: 57%|█████▋ | 4/7 [00:00<00:00, 9.57it/s] 9/50 2.5G 0.01572 0.9642 1.869 281 640: 57%|█████▋ | 4/7 [00:00<00:00, 9.57it/s] 9/50 2.5G 0.01572 0.9642 1.869 281 640: 86%|████████▌ | 6/7 [00:00<00:00, 12.28it/s] 9/50 2.54G 0.01579 0.9683 1.869 82 640: 86%|████████▌ | 6/7 [00:00<00:00, 12.28it/s] 9/50 2.54G 0.01579 0.9683 1.869 82 640: 100%|██████████| 7/7 [00:00<00:00, 12.43it/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, 12.70it/s] all 28 504 0.611 0.585 0.603 0.236
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
0%| | 0/7 [00:00<?, ?it/s] 10/50 2.41G 0.01592 0.9581 1.848 338 640: 0%| | 0/7 [00:00<?, ?it/s] 10/50 2.41G 0.01592 0.9581 1.848 338 640: 14%|█▍ | 1/7 [00:00<00:00, 7.58it/s] 10/50 2.43G 0.01579 0.9615 1.832 324 640: 14%|█▍ | 1/7 [00:00<00:00, 7.58it/s] 10/50 2.43G 0.01579 0.9615 1.832 324 640: 29%|██▊ | 2/7 [00:00<00:01, 2.83it/s] 10/50 2.43G 0.01583 0.9673 1.839 407 640: 29%|██▊ | 2/7 [00:00<00:01, 2.83it/s] 10/50 2.43G 0.01576 0.9742 1.845 318 640: 29%|██▊ | 2/7 [00:01<00:01, 2.83it/s] 10/50 2.43G 0.01576 0.9742 1.845 318 640: 57%|█████▋ | 4/7 [00:01<00:01, 2.70it/s] 10/50 2.43G 0.01575 0.9813 1.85 351 640: 57%|█████▋ | 4/7 [00:01<00:01, 2.70it/s] 10/50 2.43G 0.01575 0.9813 1.85 351 640: 71%|███████▏ | 5/7 [00:01<00:00, 3.29it/s] 10/50 2.43G 0.01575 0.9874 1.852 321 640: 71%|███████▏ | 5/7 [00:01<00:00, 3.29it/s] 10/50 2.45G 0.01576 0.9896 1.854 83 640: 71%|███████▏ | 5/7 [00:01<00:00, 3.29it/s] 10/50 2.45G 0.01576 0.9896 1.854 83 640: 100%|██████████| 7/7 [00:01<00:00, 4.23it/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, 12.73it/s] all 28 504 0.528 0.603 0.594 0.262
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
0%| | 0/7 [00:00<?, ?it/s] 11/50 2.51G 0.01574 0.9814 1.855 360 640: 0%| | 0/7 [00:00<?, ?it/s] 11/50 2.51G 0.0157 0.9751 1.854 364 640: 0%| | 0/7 [00:00<?, ?it/s] 11/50 2.51G 0.0157 0.9751 1.854 364 640: 29%|██▊ | 2/7 [00:00<00:00, 9.04it/s] 11/50 2.51G 0.01583 0.9684 1.865 367 640: 29%|██▊ | 2/7 [00:00<00:00, 9.04it/s] 11/50 2.51G 0.01583 0.9684 1.865 367 640: 43%|████▎ | 3/7 [00:00<00:00, 4.79it/s] 11/50 2.51G 0.0157 0.9563 1.854 292 640: 43%|████▎ | 3/7 [00:00<00:00, 4.79it/s] 11/50 2.51G 0.01574 0.955 1.857 380 640: 43%|████▎ | 3/7 [00:01<00:00, 4.79it/s] 11/50 2.51G 0.01574 0.955 1.857 380 640: 71%|███████▏ | 5/7 [00:01<00:00, 2.94it/s] 11/50 2.51G 0.01573 0.9458 1.855 295 640: 71%|███████▏ | 5/7 [00:01<00:00, 2.94it/s] 11/50 2.55G 0.01591 0.9613 1.869 118 640: 71%|███████▏ | 5/7 [00:01<00:00, 2.94it/s] 11/50 2.55G 0.01591 0.9613 1.869 118 640: 100%|██████████| 7/7 [00:01<00:00, 4.65it/s] 11/50 2.55G 0.01591 0.9613 1.869 118 640: 100%|██████████| 7/7 [00:01<00:00, 4.44it/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, 11.19it/s] all 28 504 0.545 0.627 0.581 0.254
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
0%| | 0/7 [00:00<?, ?it/s] 12/50 2.51G 0.0157 0.8965 1.821 383 640: 0%| | 0/7 [00:00<?, ?it/s] 12/50 2.51G 0.01517 0.8981 1.791 299 640: 0%| | 0/7 [00:00<?, ?it/s] 12/50 2.51G 0.01517 0.8981 1.791 299 640: 29%|██▊ | 2/7 [00:00<00:00, 13.55it/s] 12/50 2.52G 0.01539 0.9308 1.808 264 640: 29%|██▊ | 2/7 [00:00<00:00, 13.55it/s] 12/50 2.52G 0.01539 0.9224 1.812 327 640: 29%|██▊ | 2/7 [00:00<00:00, 13.55it/s] 12/50 2.52G 0.01539 0.9224 1.812 327 640: 57%|█████▋ | 4/7 [00:00<00:00, 13.57it/s] 12/50 2.52G 0.01552 0.9281 1.814 339 640: 57%|█████▋ | 4/7 [00:00<00:00, 13.57it/s] 12/50 2.52G 0.01557 0.937 1.814 311 640: 57%|█████▋ | 4/7 [00:01<00:00, 13.57it/s] 12/50 2.52G 0.01557 0.937 1.814 311 640: 86%|████████▌ | 6/7 [00:01<00:00, 4.08it/s] 12/50 2.56G 0.01574 0.943 1.827 118 640: 86%|████████▌ | 6/7 [00:01<00:00, 4.08it/s] 12/50 2.56G 0.01574 0.943 1.827 118 640: 100%|██████████| 7/7 [00:01<00:00, 5.59it/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, 9.98it/s] Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 1/1 [00:00<00:00, 9.95it/s] all 28 504 0.55 0.579 0.55 0.213
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
0%| | 0/7 [00:00<?, ?it/s] 13/50 2.46G 0.016 0.9884 1.808 289 640: 0%| | 0/7 [00:00<?, ?it/s] 13/50 2.47G 0.01614 0.9888 1.824 308 640: 0%| | 0/7 [00:00<?, ?it/s] 13/50 2.47G 0.01614 0.9888 1.824 308 640: 29%|██▊ | 2/7 [00:00<00:00, 13.89it/s] 13/50 2.47G 0.01588 0.9668 1.804 324 640: 29%|██▊ | 2/7 [00:00<00:00, 13.89it/s] 13/50 2.47G 0.01592 0.9676 1.81 354 640: 29%|██▊ | 2/7 [00:00<00:00, 13.89it/s] 13/50 2.47G 0.01592 0.9676 1.81 354 640: 57%|█████▋ | 4/7 [00:00<00:00, 15.07it/s] 13/50 2.47G 0.01594 0.9684 1.809 283 640: 57%|█████▋ | 4/7 [00:00<00:00, 15.07it/s] 13/50 2.47G 0.01598 0.9644 1.81 339 640: 57%|█████▋ | 4/7 [00:00<00:00, 15.07it/s] 13/50 2.47G 0.01598 0.9644 1.81 339 640: 86%|████████▌ | 6/7 [00:00<00:00, 16.53it/s] 13/50 2.51G 0.0158 0.9658 1.793 59 640: 86%|████████▌ | 6/7 [00:00<00:00, 16.53it/s] 13/50 2.51G 0.0158 0.9658 1.793 59 640: 100%|██████████| 7/7 [00:00<00:00, 16.11it/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, 10.41it/s] all 28 504 0.557 0.631 0.59 0.217
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
0%| | 0/7 [00:00<?, ?it/s] 14/50 2.49G 0.01556 0.9366 1.762 326 640: 0%| | 0/7 [00:00<?, ?it/s] 14/50 2.49G 0.01556 0.9366 1.762 326 640: 14%|█▍ | 1/7 [00:00<00:00, 9.67it/s] 14/50 2.49G 0.01548 0.9128 1.774 313 640: 14%|█▍ | 1/7 [00:00<00:00, 9.67it/s] 14/50 2.5G 0.01592 0.9262 1.806 406 640: 14%|█▍ | 1/7 [00:00<00:00, 9.67it/s] 14/50 2.5G 0.01592 0.9262 1.806 406 640: 43%|████▎ | 3/7 [00:00<00:00, 14.63it/s] 14/50 2.5G 0.01613 0.9307 1.818 387 640: 43%|████▎ | 3/7 [00:00<00:00, 14.63it/s] 14/50 2.5G 0.01616 0.9287 1.823 329 640: 43%|████▎ | 3/7 [00:00<00:00, 14.63it/s] 14/50 2.5G 0.01616 0.9287 1.823 329 640: 71%|███████▏ | 5/7 [00:00<00:00, 5.03it/s] 14/50 2.5G 0.0162 0.9253 1.831 325 640: 71%|███████▏ | 5/7 [00:01<00:00, 5.03it/s] 14/50 2.5G 0.0162 0.9253 1.831 325 640: 86%|████████▌ | 6/7 [00:01<00:00, 3.82it/s] 14/50 2.54G 0.01615 0.9296 1.835 67 640: 86%|████████▌ | 6/7 [00:01<00:00, 3.82it/s] 14/50 2.54G 0.01615 0.9296 1.835 67 640: 100%|██████████| 7/7 [00:01<00:00, 5.25it/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, 11.03it/s] all 28 504 0.491 0.567 0.515 0.188
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
0%| | 0/7 [00:00<?, ?it/s] 15/50 2.46G 0.01518 0.8542 1.748 326 640: 0%| | 0/7 [00:00<?, ?it/s] 15/50 2.47G 0.01558 0.8919 1.778 302 640: 0%| | 0/7 [00:00<?, ?it/s] 15/50 2.47G 0.01558 0.8919 1.778 302 640: 29%|██▊ | 2/7 [00:00<00:00, 12.00it/s] 15/50 2.47G 0.0158 0.8964 1.789 360 640: 29%|██▊ | 2/7 [00:00<00:00, 12.00it/s] 15/50 2.47G 0.01595 0.9058 1.805 302 640: 29%|██▊ | 2/7 [00:00<00:00, 12.00it/s] 15/50 2.47G 0.01595 0.9058 1.805 302 640: 57%|█████▋ | 4/7 [00:00<00:00, 15.32it/s] 15/50 2.47G 0.01603 0.9156 1.815 348 640: 57%|█████▋ | 4/7 [00:00<00:00, 15.32it/s] 15/50 2.47G 0.01602 0.9176 1.823 323 640: 57%|█████▋ | 4/7 [00:00<00:00, 15.32it/s] 15/50 2.47G 0.01602 0.9176 1.823 323 640: 86%|████████▌ | 6/7 [00:00<00:00, 5.14it/s] 15/50 2.5G 0.01586 0.9192 1.815 64 640: 86%|████████▌ | 6/7 [00:01<00:00, 5.14it/s] 15/50 2.5G 0.01586 0.9192 1.815 64 640: 100%|██████████| 7/7 [00:01<00:00, 6.93it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 0%| | 0/1 [00:00<?, ?it/s] Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 1/1 [00:00<00:00, 11.35it/s] all 28 504 0.513 0.381 0.416 0.155
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
0%| | 0/7 [00:00<?, ?it/s] 16/50 2.46G 0.01527 0.9222 1.796 284 640: 0%| | 0/7 [00:00<?, ?it/s] 16/50 2.47G 0.01552 0.9259 1.81 342 640: 0%| | 0/7 [00:00<?, ?it/s] 16/50 2.47G 0.01552 0.9259 1.81 342 640: 29%|██▊ | 2/7 [00:00<00:00, 14.46it/s] 16/50 2.47G 0.01559 0.931 1.815 318 640: 29%|██▊ | 2/7 [00:00<00:00, 14.46it/s] 16/50 2.47G 0.0157 0.9323 1.812 301 640: 29%|██▊ | 2/7 [00:00<00:00, 14.46it/s] 16/50 2.47G 0.0157 0.9323 1.812 301 640: 57%|█████▋ | 4/7 [00:00<00:00, 15.63it/s] 16/50 2.47G 0.01572 0.9362 1.812 357 640: 57%|█████▋ | 4/7 [00:00<00:00, 15.63it/s] 16/50 2.47G 0.01577 0.9337 1.817 341 640: 57%|█████▋ | 4/7 [00:00<00:00, 15.63it/s] 16/50 2.47G 0.01577 0.9337 1.817 341 640: 86%|████████▌ | 6/7 [00:00<00:00, 7.52it/s] 16/50 2.51G 0.01588 0.9467 1.825 126 640: 86%|████████▌ | 6/7 [00:00<00:00, 7.52it/s] 16/50 2.51G 0.01588 0.9467 1.825 126 640: 100%|██████████| 7/7 [00:00<00:00, 9.30it/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, 9.87it/s] Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 1/1 [00:00<00:00, 9.84it/s] all 28 504 0.502 0.587 0.563 0.244
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
0%| | 0/7 [00:00<?, ?it/s] 17/50 2.46G 0.0155 0.9332 1.769 384 640: 0%| | 0/7 [00:00<?, ?it/s] 17/50 2.47G 0.01527 0.9358 1.781 282 640: 0%| | 0/7 [00:00<?, ?it/s] 17/50 2.47G 0.01527 0.9358 1.781 282 640: 29%|██▊ | 2/7 [00:00<00:00, 13.76it/s] 17/50 2.47G 0.01523 0.941 1.784 285 640: 29%|██▊ | 2/7 [00:00<00:00, 13.76it/s] 17/50 2.47G 0.01525 0.9421 1.784 276 640: 29%|██▊ | 2/7 [00:00<00:00, 13.76it/s] 17/50 2.47G 0.01525 0.9421 1.784 276 640: 57%|█████▋ | 4/7 [00:00<00:00, 12.28it/s] 17/50 2.47G 0.01517 0.9449 1.783 232 640: 57%|█████▋ | 4/7 [00:00<00:00, 12.28it/s] 17/50 2.47G 0.01517 0.9381 1.784 331 640: 57%|█████▋ | 4/7 [00:01<00:00, 12.28it/s] 17/50 2.47G 0.01517 0.9381 1.784 331 640: 86%|████████▌ | 6/7 [00:01<00:00, 4.90it/s] 17/50 2.51G 0.01521 0.9365 1.787 63 640: 86%|████████▌ | 6/7 [00:01<00:00, 4.90it/s] 17/50 2.51G 0.01521 0.9365 1.787 63 640: 100%|██████████| 7/7 [00:01<00:00, 6.53it/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, 8.63it/s] Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 1/1 [00:00<00:00, 8.61it/s] all 28 504 0.542 0.591 0.599 0.264
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
0%| | 0/7 [00:00<?, ?it/s] 18/50 2.46G 0.01606 0.9287 1.796 380 640: 0%| | 0/7 [00:00<?, ?it/s] 18/50 2.46G 0.01585 0.8855 1.8 353 640: 0%| | 0/7 [00:00<?, ?it/s] 18/50 2.46G 0.01585 0.8855 1.8 353 640: 29%|██▊ | 2/7 [00:00<00:00, 13.17it/s] 18/50 2.47G 0.01573 0.8933 1.806 367 640: 29%|██▊ | 2/7 [00:00<00:00, 13.17it/s] 18/50 2.47G 0.0157 0.8912 1.809 355 640: 29%|██▊ | 2/7 [00:00<00:00, 13.17it/s] 18/50 2.47G 0.0157 0.8912 1.809 355 640: 57%|█████▋ | 4/7 [00:00<00:00, 16.03it/s] 18/50 2.47G 0.01557 0.8882 1.798 344 640: 57%|█████▋ | 4/7 [00:00<00:00, 16.03it/s] 18/50 2.47G 0.01547 0.8862 1.79 335 640: 57%|█████▋ | 4/7 [00:00<00:00, 16.03it/s] 18/50 2.47G 0.01547 0.8862 1.79 335 640: 86%|████████▌ | 6/7 [00:00<00:00, 10.33it/s] 18/50 2.51G 0.0154 0.8983 1.78 81 640: 86%|████████▌ | 6/7 [00:00<00:00, 10.33it/s] 18/50 2.51G 0.0154 0.8983 1.78 81 640: 100%|██████████| 7/7 [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, 9.51it/s] Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 1/1 [00:00<00:00, 9.48it/s] all 28 504 0.494 0.587 0.556 0.244
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
0%| | 0/7 [00:00<?, ?it/s] 19/50 2.51G 0.01546 0.883 1.791 374 640: 0%| | 0/7 [00:00<?, ?it/s] 19/50 2.52G 0.0152 0.8739 1.757 331 640: 0%| | 0/7 [00:00<?, ?it/s] 19/50 2.52G 0.0152 0.8739 1.757 331 640: 29%|██▊ | 2/7 [00:00<00:00, 6.28it/s] 19/50 2.52G 0.01519 0.8914 1.76 324 640: 29%|██▊ | 2/7 [00:00<00:00, 6.28it/s] 19/50 2.52G 0.01519 0.8914 1.76 324 640: 43%|████▎ | 3/7 [00:00<00:01, 3.60it/s] 19/50 2.52G 0.01517 0.8974 1.759 274 640: 43%|████▎ | 3/7 [00:00<00:01, 3.60it/s] 19/50 2.52G 0.01521 0.8947 1.761 321 640: 43%|████▎ | 3/7 [00:00<00:01, 3.60it/s] 19/50 2.52G 0.01521 0.8947 1.761 321 640: 71%|███████▏ | 5/7 [00:00<00:00, 5.33it/s] 19/50 2.52G 0.01515 0.8885 1.759 315 640: 71%|███████▏ | 5/7 [00:01<00:00, 5.33it/s] 19/50 2.52G 0.01515 0.8885 1.759 315 640: 86%|████████▌ | 6/7 [00:01<00:00, 4.53it/s] 19/50 2.55G 0.01537 0.8942 1.775 74 640: 86%|████████▌ | 6/7 [00:01<00:00, 4.53it/s] 19/50 2.55G 0.01537 0.8942 1.775 74 640: 100%|██████████| 7/7 [00:01<00:00, 5.26it/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, 10.87it/s] all 28 504 0.554 0.66 0.636 0.285
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
0%| | 0/7 [00:00<?, ?it/s] 20/50 2.46G 0.01588 0.8872 1.842 332 640: 0%| | 0/7 [00:00<?, ?it/s] 20/50 2.47G 0.01533 0.8879 1.794 289 640: 0%| | 0/7 [00:00<?, ?it/s] 20/50 2.47G 0.01533 0.8879 1.794 289 640: 29%|██▊ | 2/7 [00:00<00:00, 14.96it/s] 20/50 2.47G 0.01518 0.8953 1.775 365 640: 29%|██▊ | 2/7 [00:00<00:00, 14.96it/s] 20/50 2.47G 0.01511 0.8838 1.771 362 640: 29%|██▊ | 2/7 [00:00<00:00, 14.96it/s] 20/50 2.47G 0.01511 0.8838 1.771 362 640: 57%|█████▋ | 4/7 [00:00<00:00, 3.79it/s] 20/50 2.47G 0.01504 0.8853 1.759 353 640: 57%|█████▋ | 4/7 [00:00<00:00, 3.79it/s] 20/50 2.47G 0.01504 0.8854 1.757 337 640: 57%|█████▋ | 4/7 [00:01<00:00, 3.79it/s] 20/50 2.47G 0.01504 0.8854 1.757 337 640: 86%|████████▌ | 6/7 [00:01<00:00, 5.96it/s] 20/50 2.51G 0.01513 0.8938 1.769 90 640: 86%|████████▌ | 6/7 [00:01<00:00, 5.96it/s] 20/50 2.51G 0.01513 0.8938 1.769 90 640: 100%|██████████| 7/7 [00:01<00:00, 6.24it/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, 11.70it/s] all 28 504 0.586 0.623 0.637 0.287
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
0%| | 0/7 [00:00<?, ?it/s] 21/50 2.49G 0.01383 0.818 1.676 299 640: 0%| | 0/7 [00:00<?, ?it/s] 21/50 2.5G 0.01434 0.84 1.709 304 640: 0%| | 0/7 [00:00<?, ?it/s] 21/50 2.5G 0.01434 0.84 1.709 304 640: 29%|██▊ | 2/7 [00:00<00:00, 13.91it/s] 21/50 2.5G 0.01455 0.8454 1.718 321 640: 29%|██▊ | 2/7 [00:00<00:00, 13.91it/s] 21/50 2.5G 0.01463 0.8423 1.717 304 640: 29%|██▊ | 2/7 [00:00<00:00, 13.91it/s] 21/50 2.5G 0.01463 0.8423 1.717 304 640: 57%|█████▋ | 4/7 [00:00<00:00, 5.68it/s] 21/50 2.5G 0.01482 0.857 1.736 337 640: 57%|█████▋ | 4/7 [00:01<00:00, 5.68it/s] 21/50 2.5G 0.01482 0.857 1.736 337 640: 71%|███████▏ | 5/7 [00:01<00:00, 3.80it/s] 21/50 2.5G 0.01487 0.8569 1.742 353 640: 71%|███████▏ | 5/7 [00:01<00:00, 3.80it/s] 21/50 2.54G 0.01491 0.8624 1.741 82 640: 71%|███████▏ | 5/7 [00:01<00:00, 3.80it/s] 21/50 2.54G 0.01491 0.8624 1.741 82 640: 100%|██████████| 7/7 [00:01<00:00, 5.80it/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, 11.91it/s] all 28 504 0.629 0.577 0.634 0.288
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
0%| | 0/7 [00:00<?, ?it/s] 22/50 2.5G 0.01475 0.8644 1.731 308 640: 0%| | 0/7 [00:00<?, ?it/s] 22/50 2.5G 0.01531 0.8608 1.77 400 640: 0%| | 0/7 [00:00<?, ?it/s] 22/50 2.5G 0.01531 0.8608 1.77 400 640: 29%|██▊ | 2/7 [00:00<00:00, 13.03it/s] 22/50 2.51G 0.01529 0.8522 1.771 323 640: 29%|██▊ | 2/7 [00:00<00:00, 13.03it/s] 22/50 2.51G 0.01528 0.8561 1.772 301 640: 29%|██▊ | 2/7 [00:00<00:00, 13.03it/s] 22/50 2.51G 0.01528 0.8561 1.772 301 640: 57%|█████▋ | 4/7 [00:00<00:00, 16.02it/s] 22/50 2.51G 0.01528 0.8582 1.778 373 640: 57%|█████▋ | 4/7 [00:00<00:00, 16.02it/s] 22/50 2.51G 0.01518 0.8526 1.769 329 640: 57%|█████▋ | 4/7 [00:00<00:00, 16.02it/s] 22/50 2.51G 0.01518 0.8526 1.769 329 640: 86%|████████▌ | 6/7 [00:00<00:00, 5.58it/s] 22/50 2.55G 0.0152 0.8625 1.761 79 640: 86%|████████▌ | 6/7 [00:00<00:00, 5.58it/s] 22/50 2.55G 0.0152 0.8625 1.761 79 640: 100%|██████████| 7/7 [00:00<00:00, 7.47it/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, 11.75it/s] all 28 504 0.479 0.567 0.556 0.262
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
0%| | 0/7 [00:00<?, ?it/s] 23/50 2.49G 0.01489 0.8056 1.751 398 640: 0%| | 0/7 [00:00<?, ?it/s] 23/50 2.5G 0.01547 0.8563 1.794 326 640: 0%| | 0/7 [00:00<?, ?it/s] 23/50 2.5G 0.01547 0.8563 1.794 326 640: 29%|██▊ | 2/7 [00:00<00:00, 13.10it/s] 23/50 2.5G 0.0156 0.8737 1.802 296 640: 29%|██▊ | 2/7 [00:00<00:00, 13.10it/s] 23/50 2.5G 0.01551 0.8629 1.786 290 640: 29%|██▊ | 2/7 [00:00<00:00, 13.10it/s] 23/50 2.5G 0.01551 0.8629 1.786 290 640: 57%|█████▋ | 4/7 [00:00<00:00, 15.81it/s] 23/50 2.5G 0.01541 0.8672 1.783 319 640: 57%|█████▋ | 4/7 [00:00<00:00, 15.81it/s] 23/50 2.5G 0.01524 0.8636 1.775 286 640: 57%|█████▋ | 4/7 [00:00<00:00, 15.81it/s] 23/50 2.5G 0.01524 0.8636 1.775 286 640: 86%|████████▌ | 6/7 [00:00<00:00, 5.21it/s] 23/50 2.53G 0.01538 0.8678 1.79 75 640: 86%|████████▌ | 6/7 [00:00<00:00, 5.21it/s] 23/50 2.53G 0.01538 0.8678 1.79 75 640: 100%|██████████| 7/7 [00:00<00:00, 7.07it/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, 12.06it/s] all 28 504 0.352 0.52 0.368 0.159
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
0%| | 0/7 [00:00<?, ?it/s] 24/50 2.5G 0.01534 0.8555 1.812 314 640: 0%| | 0/7 [00:00<?, ?it/s] 24/50 2.5G 0.01531 0.848 1.792 335 640: 0%| | 0/7 [00:00<?, ?it/s] 24/50 2.5G 0.01531 0.848 1.792 335 640: 29%|██▊ | 2/7 [00:00<00:00, 14.83it/s] 24/50 2.5G 0.01522 0.8584 1.777 287 640: 29%|██▊ | 2/7 [00:00<00:00, 14.83it/s] 24/50 2.5G 0.01509 0.8545 1.767 336 640: 29%|██▊ | 2/7 [00:00<00:00, 14.83it/s] 24/50 2.5G 0.01509 0.8545 1.767 336 640: 57%|█████▋ | 4/7 [00:00<00:00, 16.00it/s] 24/50 2.51G 0.01518 0.8591 1.771 373 640: 57%|█████▋ | 4/7 [00:00<00:00, 16.00it/s] 24/50 2.51G 0.01521 0.8562 1.77 358 640: 57%|█████▋ | 4/7 [00:00<00:00, 16.00it/s] 24/50 2.51G 0.01521 0.8562 1.77 358 640: 86%|████████▌ | 6/7 [00:00<00:00, 17.27it/s] 24/50 2.55G 0.01525 0.8556 1.776 85 640: 86%|████████▌ | 6/7 [00:00<00:00, 17.27it/s] 24/50 2.55G 0.01525 0.8556 1.776 85 640: 100%|██████████| 7/7 [00:00<00:00, 16.96it/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, 12.34it/s] all 28 504 0.377 0.552 0.423 0.177
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
0%| | 0/7 [00:00<?, ?it/s] 25/50 2.49G 0.01501 0.8547 1.747 375 640: 0%| | 0/7 [00:00<?, ?it/s] 25/50 2.49G 0.01501 0.8547 1.747 375 640: 14%|█▍ | 1/7 [00:00<00:00, 9.71it/s] 25/50 2.5G 0.0146 0.8538 1.718 305 640: 14%|█▍ | 1/7 [00:00<00:00, 9.71it/s] 25/50 2.5G 0.01462 0.8582 1.716 332 640: 14%|█▍ | 1/7 [00:00<00:00, 9.71it/s] 25/50 2.5G 0.01462 0.8582 1.716 332 640: 43%|████▎ | 3/7 [00:00<00:00, 10.45it/s] 25/50 2.5G 0.01483 0.8518 1.725 338 640: 43%|████▎ | 3/7 [00:00<00:00, 10.45it/s] 25/50 2.5G 0.01495 0.8579 1.734 324 640: 43%|████▎ | 3/7 [00:00<00:00, 10.45it/s] 25/50 2.5G 0.01495 0.8579 1.734 324 640: 71%|███████▏ | 5/7 [00:00<00:00, 7.39it/s] 25/50 2.5G 0.01498 0.8573 1.735 325 640: 71%|███████▏ | 5/7 [00:01<00:00, 7.39it/s] 25/50 2.5G 0.01498 0.8573 1.735 325 640: 86%|████████▌ | 6/7 [00:01<00:00, 3.67it/s] 25/50 2.54G 0.01503 0.8617 1.744 70 640: 86%|████████▌ | 6/7 [00:01<00:00, 3.67it/s] 25/50 2.54G 0.01503 0.8617 1.744 70 640: 100%|██████████| 7/7 [00:01<00:00, 5.29it/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, 12.14it/s] all 28 504 0.381 0.609 0.473 0.204
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
0%| | 0/7 [00:00<?, ?it/s] 26/50 2.46G 0.01529 0.8956 1.779 335 640: 0%| | 0/7 [00:00<?, ?it/s] 26/50 2.46G 0.01511 0.8864 1.761 348 640: 0%| | 0/7 [00:00<?, ?it/s] 26/50 2.46G 0.01511 0.8864 1.761 348 640: 29%|██▊ | 2/7 [00:00<00:00, 9.45it/s] 26/50 2.47G 0.01504 0.8715 1.758 336 640: 29%|██▊ | 2/7 [00:00<00:00, 9.45it/s] 26/50 2.47G 0.01493 0.8606 1.751 295 640: 29%|██▊ | 2/7 [00:00<00:00, 9.45it/s] 26/50 2.47G 0.01493 0.8606 1.751 295 640: 57%|█████▋ | 4/7 [00:00<00:00, 9.87it/s] 26/50 2.47G 0.01496 0.8636 1.754 345 640: 57%|█████▋ | 4/7 [00:00<00:00, 9.87it/s] 26/50 2.47G 0.01504 0.8663 1.76 351 640: 57%|█████▋ | 4/7 [00:00<00:00, 9.87it/s] 26/50 2.47G 0.01504 0.8663 1.76 351 640: 86%|████████▌ | 6/7 [00:00<00:00, 6.11it/s] 26/50 2.51G 0.01516 0.8605 1.768 95 640: 86%|████████▌ | 6/7 [00:00<00:00, 6.11it/s] 26/50 2.51G 0.01516 0.8605 1.768 95 640: 100%|██████████| 7/7 [00:00<00:00, 7.50it/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, 9.35it/s] Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 1/1 [00:00<00:00, 9.29it/s] all 28 504 0.496 0.577 0.566 0.245
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
0%| | 0/7 [00:00<?, ?it/s] 27/50 2.51G 0.01595 0.8648 1.843 327 640: 0%| | 0/7 [00:00<?, ?it/s] 27/50 2.52G 0.01566 0.8618 1.823 319 640: 0%| | 0/7 [00:00<?, ?it/s] 27/50 2.52G 0.01566 0.8618 1.823 319 640: 29%|██▊ | 2/7 [00:00<00:00, 12.11it/s] 27/50 2.52G 0.01519 0.8631 1.786 262 640: 29%|██▊ | 2/7 [00:00<00:00, 12.11it/s] 27/50 2.52G 0.01503 0.8602 1.771 339 640: 29%|██▊ | 2/7 [00:00<00:00, 12.11it/s] 27/50 2.52G 0.01503 0.8602 1.771 339 640: 57%|█████▋ | 4/7 [00:00<00:00, 13.42it/s] 27/50 2.52G 0.01493 0.8545 1.763 310 640: 57%|█████▋ | 4/7 [00:00<00:00, 13.42it/s] 27/50 2.52G 0.01485 0.854 1.756 329 640: 57%|█████▋ | 4/7 [00:00<00:00, 13.42it/s] 27/50 2.52G 0.01485 0.854 1.756 329 640: 86%|████████▌ | 6/7 [00:00<00:00, 8.18it/s] 27/50 2.55G 0.01479 0.8588 1.753 89 640: 86%|████████▌ | 6/7 [00:00<00:00, 8.18it/s] 27/50 2.55G 0.01479 0.8588 1.753 89 640: 100%|██████████| 7/7 [00:00<00:00, 9.82it/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, 11.10it/s] all 28 504 0.525 0.591 0.614 0.266
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
0%| | 0/7 [00:00<?, ?it/s] 28/50 2.48G 0.01479 0.8582 1.745 335 640: 0%| | 0/7 [00:00<?, ?it/s] 28/50 2.48G 0.01504 0.8574 1.78 365 640: 0%| | 0/7 [00:00<?, ?it/s] 28/50 2.48G 0.01504 0.8574 1.78 365 640: 29%|██▊ | 2/7 [00:00<00:00, 12.26it/s] 28/50 2.48G 0.01472 0.8412 1.746 314 640: 29%|██▊ | 2/7 [00:00<00:00, 12.26it/s] 28/50 2.48G 0.01486 0.8389 1.748 305 640: 29%|██▊ | 2/7 [00:00<00:00, 12.26it/s] 28/50 2.48G 0.01486 0.8389 1.748 305 640: 57%|█████▋ | 4/7 [00:00<00:00, 3.84it/s] 28/50 2.48G 0.0151 0.8456 1.766 342 640: 57%|█████▋ | 4/7 [00:00<00:00, 3.84it/s] 28/50 2.48G 0.01508 0.8443 1.756 274 640: 57%|█████▋ | 4/7 [00:01<00:00, 3.84it/s] 28/50 2.48G 0.01508 0.8443 1.756 274 640: 86%|████████▌ | 6/7 [00:01<00:00, 5.71it/s] 28/50 2.52G 0.01516 0.8426 1.765 103 640: 86%|████████▌ | 6/7 [00:01<00:00, 5.71it/s] 28/50 2.52G 0.01516 0.8426 1.765 103 640: 100%|██████████| 7/7 [00:01<00:00, 6.04it/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, 10.21it/s] all 28 504 0.557 0.639 0.638 0.284
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
0%| | 0/7 [00:00<?, ?it/s] 29/50 2.49G 0.01559 0.8367 1.763 385 640: 0%| | 0/7 [00:00<?, ?it/s] 29/50 2.5G 0.01527 0.8339 1.746 365 640: 0%| | 0/7 [00:00<?, ?it/s] 29/50 2.5G 0.01527 0.8339 1.746 365 640: 29%|██▊ | 2/7 [00:00<00:00, 13.46it/s] 29/50 2.5G 0.0152 0.8337 1.745 319 640: 29%|██▊ | 2/7 [00:00<00:00, 13.46it/s] 29/50 2.5G 0.01482 0.8259 1.717 259 640: 29%|██▊ | 2/7 [00:00<00:00, 13.46it/s] 29/50 2.5G 0.01482 0.8259 1.717 259 640: 57%|█████▋ | 4/7 [00:00<00:00, 7.65it/s] 29/50 2.5G 0.01481 0.8307 1.719 407 640: 57%|█████▋ | 4/7 [00:01<00:00, 7.65it/s] 29/50 2.5G 0.01481 0.8307 1.719 407 640: 71%|███████▏ | 5/7 [00:01<00:00, 2.96it/s] 29/50 2.5G 0.01476 0.8267 1.711 426 640: 71%|███████▏ | 5/7 [00:01<00:00, 2.96it/s] 29/50 2.54G 0.01483 0.8401 1.704 52 640: 71%|███████▏ | 5/7 [00:01<00:00, 2.96it/s] 29/50 2.54G 0.01483 0.8401 1.704 52 640: 100%|██████████| 7/7 [00:01<00:00, 4.78it/s] 29/50 2.54G 0.01483 0.8401 1.704 52 640: 100%|██████████| 7/7 [00:01<00:00, 4.88it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 0%| | 0/1 [00:00<?, ?it/s] Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 1/1 [00:00<00:00, 9.73it/s] Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 1/1 [00:00<00:00, 9.68it/s] all 28 504 0.558 0.585 0.603 0.276
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
0%| | 0/7 [00:00<?, ?it/s] 30/50 2.48G 0.01451 0.8008 1.648 328 640: 0%| | 0/7 [00:00<?, ?it/s] 30/50 2.48G 0.01451 0.8008 1.648 328 640: 14%|█▍ | 1/7 [00:00<00:00, 8.84it/s] 30/50 2.48G 0.01484 0.8028 1.689 322 640: 14%|█▍ | 1/7 [00:00<00:00, 8.84it/s] 30/50 2.49G 0.01474 0.8034 1.68 283 640: 14%|█▍ | 1/7 [00:00<00:00, 8.84it/s] 30/50 2.49G 0.01474 0.8034 1.68 283 640: 43%|████▎ | 3/7 [00:00<00:00, 13.73it/s] 30/50 2.49G 0.01493 0.811 1.698 362 640: 43%|████▎ | 3/7 [00:00<00:00, 13.73it/s] 30/50 2.49G 0.01479 0.8179 1.692 240 640: 43%|████▎ | 3/7 [00:00<00:00, 13.73it/s] 30/50 2.49G 0.01479 0.8179 1.692 240 640: 71%|███████▏ | 5/7 [00:00<00:00, 13.86it/s] 30/50 2.49G 0.0147 0.8195 1.688 336 640: 71%|███████▏ | 5/7 [00:01<00:00, 13.86it/s] 30/50 2.52G 0.01489 0.831 1.701 115 640: 71%|███████▏ | 5/7 [00:01<00:00, 13.86it/s] 30/50 2.52G 0.01489 0.831 1.701 115 640: 100%|██████████| 7/7 [00:01<00:00, 3.83it/s] 30/50 2.52G 0.01489 0.831 1.701 115 640: 100%|██████████| 7/7 [00:01<00:00, 4.97it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 0%| | 0/1 [00:00<?, ?it/s] Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 1/1 [00:00<00:00, 9.02it/s] Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 1/1 [00:00<00:00, 8.97it/s] all 28 504 0.668 0.637 0.706 0.343
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
0%| | 0/7 [00:00<?, ?it/s] 31/50 2.46G 0.01474 0.8209 1.704 375 640: 0%| | 0/7 [00:00<?, ?it/s] 31/50 2.47G 0.01477 0.8038 1.698 350 640: 0%| | 0/7 [00:00<?, ?it/s] 31/50 2.47G 0.01477 0.8038 1.698 350 640: 29%|██▊ | 2/7 [00:00<00:00, 11.52it/s] 31/50 2.47G 0.01444 0.7908 1.685 260 640: 29%|██▊ | 2/7 [00:00<00:00, 11.52it/s] 31/50 2.47G 0.01462 0.7954 1.709 302 640: 29%|██▊ | 2/7 [00:00<00:00, 11.52it/s] 31/50 2.47G 0.01462 0.7954 1.709 302 640: 57%|█████▋ | 4/7 [00:00<00:00, 13.95it/s] 31/50 2.47G 0.01477 0.8018 1.717 331 640: 57%|█████▋ | 4/7 [00:00<00:00, 13.95it/s] 31/50 2.47G 0.01476 0.8042 1.721 321 640: 57%|█████▋ | 4/7 [00:00<00:00, 13.95it/s] 31/50 2.47G 0.01476 0.8042 1.721 321 640: 86%|████████▌ | 6/7 [00:00<00:00, 13.97it/s] 31/50 2.5G 0.01466 0.8061 1.717 82 640: 86%|████████▌ | 6/7 [00:00<00:00, 13.97it/s] 31/50 2.5G 0.01466 0.8061 1.717 82 640: 100%|██████████| 7/7 [00:00<00:00, 14.25it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 0%| | 0/1 [00:00<?, ?it/s] Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 1/1 [00:00<00:00, 9.12it/s] Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 1/1 [00:00<00:00, 9.07it/s] all 28 504 0.684 0.651 0.69 0.32
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
0%| | 0/7 [00:00<?, ?it/s] 32/50 2.48G 0.01469 0.8536 1.734 345 640: 0%| | 0/7 [00:00<?, ?it/s] 32/50 2.48G 0.0145 0.8275 1.716 318 640: 0%| | 0/7 [00:00<?, ?it/s] 32/50 2.48G 0.0145 0.8275 1.716 318 640: 29%|██▊ | 2/7 [00:00<00:00, 14.64it/s] 32/50 2.48G 0.01473 0.8318 1.739 345 640: 29%|██▊ | 2/7 [00:00<00:00, 14.64it/s] 32/50 2.48G 0.01488 0.8427 1.74 341 640: 29%|██▊ | 2/7 [00:00<00:00, 14.64it/s] 32/50 2.48G 0.01488 0.8427 1.74 341 640: 57%|█████▋ | 4/7 [00:00<00:00, 15.03it/s] 32/50 2.48G 0.01493 0.8365 1.746 358 640: 57%|█████▋ | 4/7 [00:00<00:00, 15.03it/s] 32/50 2.48G 0.0149 0.83 1.748 357 640: 57%|█████▋ | 4/7 [00:00<00:00, 15.03it/s] 32/50 2.48G 0.0149 0.83 1.748 357 640: 86%|████████▌ | 6/7 [00:00<00:00, 11.13it/s] 32/50 2.52G 0.015 0.8288 1.754 118 640: 86%|████████▌ | 6/7 [00:00<00:00, 11.13it/s] 32/50 2.52G 0.015 0.8288 1.754 118 640: 100%|██████████| 7/7 [00:00<00:00, 12.41it/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, 11.15it/s] all 28 504 0.563 0.664 0.621 0.276
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
0%| | 0/7 [00:00<?, ?it/s] 33/50 2.51G 0.01489 0.8131 1.765 373 640: 0%| | 0/7 [00:00<?, ?it/s] 33/50 2.52G 0.01439 0.7955 1.694 271 640: 0%| | 0/7 [00:00<?, ?it/s] 33/50 2.52G 0.01439 0.7955 1.694 271 640: 29%|██▊ | 2/7 [00:00<00:00, 13.87it/s] 33/50 2.52G 0.01461 0.8113 1.717 363 640: 29%|██▊ | 2/7 [00:00<00:00, 13.87it/s] 33/50 2.52G 0.0145 0.8049 1.7 307 640: 29%|██▊ | 2/7 [00:00<00:00, 13.87it/s] 33/50 2.52G 0.0145 0.8049 1.7 307 640: 57%|█████▋ | 4/7 [00:00<00:00, 15.27it/s] 33/50 2.52G 0.0145 0.8021 1.703 343 640: 57%|█████▋ | 4/7 [00:00<00:00, 15.27it/s] 33/50 2.52G 0.01445 0.8063 1.703 255 640: 57%|█████▋ | 4/7 [00:00<00:00, 15.27it/s] 33/50 2.52G 0.01445 0.8063 1.703 255 640: 86%|████████▌ | 6/7 [00:00<00:00, 6.04it/s] 33/50 2.56G 0.01464 0.8168 1.718 106 640: 86%|████████▌ | 6/7 [00:00<00:00, 6.04it/s] 33/50 2.56G 0.01464 0.8168 1.718 106 640: 100%|██████████| 7/7 [00:00<00:00, 7.75it/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, 11.17it/s] all 28 504 0.533 0.716 0.628 0.289
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
0%| | 0/7 [00:00<?, ?it/s] 34/50 2.51G 0.01471 0.8688 1.695 330 640: 0%| | 0/7 [00:00<?, ?it/s] 34/50 2.51G 0.01471 0.8688 1.695 330 640: 14%|█▍ | 1/7 [00:00<00:00, 9.40it/s] 34/50 2.51G 0.01439 0.8314 1.675 305 640: 14%|█▍ | 1/7 [00:00<00:00, 9.40it/s] 34/50 2.51G 0.01439 0.8314 1.675 305 640: 29%|██▊ | 2/7 [00:00<00:00, 9.61it/s] 34/50 2.52G 0.01442 0.8269 1.676 318 640: 29%|██▊ | 2/7 [00:00<00:00, 9.61it/s] 34/50 2.52G 0.01451 0.8254 1.685 341 640: 29%|██▊ | 2/7 [00:00<00:00, 9.61it/s] 34/50 2.52G 0.01451 0.8254 1.685 341 640: 57%|█████▋ | 4/7 [00:00<00:00, 5.98it/s] 34/50 2.52G 0.01454 0.8212 1.678 304 640: 57%|█████▋ | 4/7 [00:00<00:00, 5.98it/s] 34/50 2.52G 0.01461 0.8178 1.682 379 640: 57%|█████▋ | 4/7 [00:01<00:00, 5.98it/s] 34/50 2.52G 0.01461 0.8178 1.682 379 640: 86%|████████▌ | 6/7 [00:01<00:00, 4.94it/s] 34/50 2.56G 0.0146 0.8269 1.679 100 640: 86%|████████▌ | 6/7 [00:01<00:00, 4.94it/s] 34/50 2.56G 0.0146 0.8269 1.679 100 640: 100%|██████████| 7/7 [00:01<00:00, 6.13it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 0%| | 0/1 [00:00<?, ?it/s] Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 1/1 [00:00<00:00, 10.79it/s] all 28 504 0.441 0.605 0.46 0.181
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
0%| | 0/7 [00:00<?, ?it/s] 35/50 2.49G 0.01526 0.8542 1.768 382 640: 0%| | 0/7 [00:00<?, ?it/s] 35/50 2.5G 0.01498 0.8519 1.733 351 640: 0%| | 0/7 [00:00<?, ?it/s] 35/50 2.5G 0.01498 0.8519 1.733 351 640: 29%|██▊ | 2/7 [00:00<00:00, 13.02it/s] 35/50 2.5G 0.0149 0.8285 1.732 275 640: 29%|██▊ | 2/7 [00:00<00:00, 13.02it/s] 35/50 2.5G 0.0148 0.8206 1.724 269 640: 29%|██▊ | 2/7 [00:00<00:00, 13.02it/s] 35/50 2.5G 0.0148 0.8206 1.724 269 640: 57%|█████▋ | 4/7 [00:00<00:00, 9.07it/s] 35/50 2.5G 0.01475 0.8128 1.721 355 640: 57%|█████▋ | 4/7 [00:00<00:00, 9.07it/s] 35/50 2.5G 0.01475 0.8128 1.721 355 640: 71%|███████▏ | 5/7 [00:00<00:00, 4.30it/s] 35/50 2.5G 0.01459 0.8053 1.707 296 640: 71%|███████▏ | 5/7 [00:01<00:00, 4.30it/s] 35/50 2.53G 0.01473 0.8044 1.717 107 640: 71%|███████▏ | 5/7 [00:01<00:00, 4.30it/s] 35/50 2.53G 0.01473 0.8044 1.717 107 640: 100%|██████████| 7/7 [00:01<00:00, 6.63it/s] 35/50 2.53G 0.01473 0.8044 1.717 107 640: 100%|██████████| 7/7 [00:01<00:00, 6.64it/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, 10.47it/s] all 28 504 0.512 0.732 0.611 0.279
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
0%| | 0/7 [00:00<?, ?it/s] 36/50 2.47G 0.01433 0.7817 1.689 322 640: 0%| | 0/7 [00:00<?, ?it/s] 36/50 2.47G 0.01455 0.7886 1.709 289 640: 0%| | 0/7 [00:00<?, ?it/s] 36/50 2.47G 0.01455 0.7886 1.709 289 640: 29%|██▊ | 2/7 [00:00<00:00, 14.38it/s] 36/50 2.47G 0.01483 0.8092 1.726 426 640: 29%|██▊ | 2/7 [00:00<00:00, 14.38it/s] 36/50 2.47G 0.01476 0.7994 1.723 290 640: 29%|██▊ | 2/7 [00:00<00:00, 14.38it/s] 36/50 2.47G 0.01476 0.7994 1.723 290 640: 57%|█████▋ | 4/7 [00:00<00:00, 6.10it/s] 36/50 2.47G 0.01474 0.8021 1.724 379 640: 57%|█████▋ | 4/7 [00:00<00:00, 6.10it/s] 36/50 2.47G 0.01465 0.8034 1.713 313 640: 57%|█████▋ | 4/7 [00:01<00:00, 6.10it/s] 36/50 2.47G 0.01465 0.8034 1.713 313 640: 86%|████████▌ | 6/7 [00:01<00:00, 4.01it/s] 36/50 2.51G 0.01476 0.8036 1.721 76 640: 86%|████████▌ | 6/7 [00:01<00:00, 4.01it/s] 36/50 2.51G 0.01476 0.8036 1.721 76 640: 100%|██████████| 7/7 [00:01<00:00, 5.15it/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, 12.03it/s] all 28 504 0.538 0.673 0.617 0.28
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
0%| | 0/7 [00:00<?, ?it/s] 37/50 2.47G 0.0143 0.8031 1.672 362 640: 0%| | 0/7 [00:00<?, ?it/s] 37/50 2.49G 0.01469 0.8171 1.691 369 640: 0%| | 0/7 [00:00<?, ?it/s] 37/50 2.49G 0.01469 0.8171 1.691 369 640: 29%|██▊ | 2/7 [00:00<00:00, 13.86it/s] 37/50 2.49G 0.01445 0.8046 1.68 275 640: 29%|██▊ | 2/7 [00:00<00:00, 13.86it/s] 37/50 2.49G 0.01437 0.7926 1.674 306 640: 29%|██▊ | 2/7 [00:00<00:00, 13.86it/s] 37/50 2.49G 0.01437 0.7926 1.674 306 640: 57%|█████▋ | 4/7 [00:00<00:00, 15.20it/s] 37/50 2.49G 0.0145 0.7947 1.685 329 640: 57%|█████▋ | 4/7 [00:00<00:00, 15.20it/s] 37/50 2.49G 0.01448 0.7944 1.682 360 640: 57%|█████▋ | 4/7 [00:00<00:00, 15.20it/s] 37/50 2.49G 0.01448 0.7944 1.682 360 640: 86%|████████▌ | 6/7 [00:00<00:00, 7.05it/s] 37/50 2.52G 0.0144 0.8006 1.671 66 640: 86%|████████▌ | 6/7 [00:00<00:00, 7.05it/s] 37/50 2.52G 0.0144 0.8006 1.671 66 640: 100%|██████████| 7/7 [00:00<00:00, 9.05it/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, 11.78it/s] all 28 504 0.582 0.593 0.621 0.285
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
0%| | 0/7 [00:00<?, ?it/s] 38/50 2.47G 0.01465 0.8346 1.681 386 640: 0%| | 0/7 [00:00<?, ?it/s] 38/50 2.47G 0.01465 0.8346 1.681 386 640: 14%|█▍ | 1/7 [00:00<00:00, 9.92it/s] 38/50 2.47G 0.01468 0.8274 1.687 327 640: 14%|█▍ | 1/7 [00:00<00:00, 9.92it/s] 38/50 2.49G 0.01471 0.8236 1.685 396 640: 14%|█▍ | 1/7 [00:00<00:00, 9.92it/s] 38/50 2.49G 0.01471 0.8236 1.685 396 640: 43%|████▎ | 3/7 [00:00<00:00, 15.27it/s] 38/50 2.49G 0.01484 0.8322 1.693 381 640: 43%|████▎ | 3/7 [00:00<00:00, 15.27it/s] 38/50 2.49G 0.01477 0.8316 1.688 271 640: 43%|████▎ | 3/7 [00:00<00:00, 15.27it/s] 38/50 2.49G 0.01477 0.8316 1.688 271 640: 71%|███████▏ | 5/7 [00:00<00:00, 5.58it/s] 38/50 2.49G 0.01483 0.836 1.695 350 640: 71%|███████▏ | 5/7 [00:01<00:00, 5.58it/s] 38/50 2.49G 0.01483 0.836 1.695 350 640: 86%|████████▌ | 6/7 [00:01<00:00, 3.31it/s] 38/50 2.52G 0.01486 0.8386 1.688 94 640: 86%|████████▌ | 6/7 [00:01<00:00, 3.31it/s] 38/50 2.52G 0.01486 0.8386 1.688 94 640: 100%|██████████| 7/7 [00:01<00:00, 4.80it/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, 12.32it/s] all 28 504 0.438 0.601 0.504 0.236
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
0%| | 0/7 [00:00<?, ?it/s] 39/50 2.42G 0.01479 0.8649 1.674 324 640: 0%| | 0/7 [00:00<?, ?it/s] 39/50 2.43G 0.01494 0.8409 1.701 293 640: 0%| | 0/7 [00:00<?, ?it/s] 39/50 2.43G 0.01494 0.8409 1.701 293 640: 29%|██▊ | 2/7 [00:00<00:00, 13.34it/s] 39/50 2.43G 0.01487 0.8305 1.692 316 640: 29%|██▊ | 2/7 [00:00<00:00, 13.34it/s] 39/50 2.43G 0.0149 0.8213 1.694 371 640: 29%|██▊ | 2/7 [00:00<00:00, 13.34it/s] 39/50 2.43G 0.0149 0.8213 1.694 371 640: 57%|█████▋ | 4/7 [00:00<00:00, 16.37it/s] 39/50 2.43G 0.01475 0.8146 1.68 293 640: 57%|█████▋ | 4/7 [00:00<00:00, 16.37it/s] 39/50 2.43G 0.01482 0.8158 1.684 378 640: 57%|█████▋ | 4/7 [00:00<00:00, 16.37it/s] 39/50 2.43G 0.01482 0.8158 1.684 378 640: 86%|████████▌ | 6/7 [00:00<00:00, 8.16it/s] 39/50 2.46G 0.01484 0.8157 1.686 82 640: 86%|████████▌ | 6/7 [00:00<00:00, 8.16it/s] 39/50 2.46G 0.01484 0.8157 1.686 82 640: 100%|██████████| 7/7 [00:00<00:00, 10.27it/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, 12.51it/s] all 28 504 0.604 0.637 0.669 0.32
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
0%| | 0/7 [00:00<?, ?it/s] 40/50 2.46G 0.01503 0.7875 1.742 292 640: 0%| | 0/7 [00:00<?, ?it/s] 40/50 2.47G 0.0148 0.7946 1.716 280 640: 0%| | 0/7 [00:00<?, ?it/s] 40/50 2.47G 0.0148 0.7946 1.716 280 640: 29%|██▊ | 2/7 [00:00<00:00, 14.33it/s] 40/50 2.47G 0.0147 0.7776 1.691 296 640: 29%|██▊ | 2/7 [00:00<00:00, 14.33it/s] 40/50 2.47G 0.01471 0.7849 1.683 349 640: 29%|██▊ | 2/7 [00:00<00:00, 14.33it/s] 40/50 2.47G 0.01471 0.7849 1.683 349 640: 57%|█████▋ | 4/7 [00:00<00:00, 6.29it/s] 40/50 2.47G 0.01488 0.7962 1.702 337 640: 57%|█████▋ | 4/7 [00:00<00:00, 6.29it/s] 40/50 2.47G 0.01488 0.7962 1.702 337 640: 71%|███████▏ | 5/7 [00:00<00:00, 4.34it/s] 40/50 2.47G 0.01495 0.7969 1.704 342 640: 71%|███████▏ | 5/7 [00:01<00:00, 4.34it/s] 40/50 2.47G 0.01495 0.7969 1.704 342 640: 86%|████████▌ | 6/7 [00:01<00:00, 3.76it/s] 40/50 2.51G 0.01505 0.7962 1.699 66 640: 86%|████████▌ | 6/7 [00:01<00:00, 3.76it/s] 40/50 2.51G 0.01505 0.7962 1.699 66 640: 100%|██████████| 7/7 [00:01<00:00, 5.06it/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, 12.53it/s] all 28 504 0.696 0.611 0.695 0.332
Closing dataloader mosaic
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
0%| | 0/7 [00:00<?, ?it/s] 41/50 2.39G 0.0125 0.7408 1.514 188 640: 0%| | 0/7 [00:00<?, ?it/s] 41/50 2.39G 0.0125 0.7408 1.514 188 640: 14%|█▍ | 1/7 [00:00<00:02, 2.52it/s] 41/50 2.41G 0.01306 0.7782 1.556 164 640: 14%|█▍ | 1/7 [00:00<00:02, 2.52it/s] 41/50 2.41G 0.01318 0.7805 1.567 165 640: 14%|█▍ | 1/7 [00:00<00:02, 2.52it/s] 41/50 2.41G 0.01318 0.7805 1.567 165 640: 43%|████▎ | 3/7 [00:00<00:00, 6.36it/s] 41/50 2.41G 0.01292 0.7853 1.553 145 640: 43%|████▎ | 3/7 [00:00<00:00, 6.36it/s] 41/50 2.41G 0.01292 0.7853 1.553 145 640: 57%|█████▋ | 4/7 [00:00<00:00, 7.11it/s] 41/50 2.41G 0.01315 0.8 1.569 142 640: 57%|█████▋ | 4/7 [00:00<00:00, 7.11it/s] 41/50 2.41G 0.01325 0.7936 1.572 186 640: 57%|█████▋ | 4/7 [00:00<00:00, 7.11it/s] 41/50 2.41G 0.01325 0.7936 1.572 186 640: 86%|████████▌ | 6/7 [00:00<00:00, 10.33it/s] 41/50 2.45G 0.01321 0.8097 1.573 35 640: 86%|████████▌ | 6/7 [00:00<00:00, 10.33it/s] 41/50 2.45G 0.01321 0.8097 1.573 35 640: 100%|██████████| 7/7 [00:00<00:00, 8.56it/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, 12.38it/s] all 28 504 0.67 0.635 0.694 0.321
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
0%| | 0/7 [00:00<?, ?it/s] 42/50 2.39G 0.01331 0.8021 1.52 146 640: 0%| | 0/7 [00:00<?, ?it/s] 42/50 2.39G 0.01298 0.7801 1.49 174 640: 0%| | 0/7 [00:00<?, ?it/s] 42/50 2.39G 0.01298 0.7801 1.49 174 640: 29%|██▊ | 2/7 [00:00<00:01, 3.07it/s] 42/50 2.4G 0.01296 0.7551 1.504 174 640: 29%|██▊ | 2/7 [00:00<00:01, 3.07it/s] 42/50 2.4G 0.01315 0.7657 1.532 152 640: 29%|██▊ | 2/7 [00:00<00:01, 3.07it/s] 42/50 2.4G 0.01315 0.7657 1.532 152 640: 57%|█████▋ | 4/7 [00:00<00:00, 6.07it/s] 42/50 2.4G 0.01314 0.7529 1.531 170 640: 57%|█████▋ | 4/7 [00:00<00:00, 6.07it/s] 42/50 2.4G 0.01319 0.7473 1.536 175 640: 57%|█████▋ | 4/7 [00:00<00:00, 6.07it/s] 42/50 2.4G 0.01319 0.7473 1.536 175 640: 86%|████████▌ | 6/7 [00:00<00:00, 8.63it/s] 42/50 2.44G 0.01335 0.7569 1.549 33 640: 86%|████████▌ | 6/7 [00:00<00:00, 8.63it/s] 42/50 2.44G 0.01335 0.7569 1.549 33 640: 100%|██████████| 7/7 [00:00<00:00, 7.68it/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, 11.26it/s] all 28 504 0.602 0.661 0.684 0.317
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
0%| | 0/7 [00:00<?, ?it/s] 43/50 2.4G 0.01408 0.7413 1.614 202 640: 0%| | 0/7 [00:00<?, ?it/s] 43/50 2.41G 0.01342 0.7521 1.559 131 640: 0%| | 0/7 [00:00<?, ?it/s] 43/50 2.41G 0.01342 0.7521 1.559 131 640: 29%|██▊ | 2/7 [00:00<00:00, 13.33it/s] 43/50 2.41G 0.01339 0.7516 1.548 175 640: 29%|██▊ | 2/7 [00:01<00:00, 13.33it/s] 43/50 2.41G 0.01327 0.746 1.543 186 640: 29%|██▊ | 2/7 [00:01<00:00, 13.33it/s] 43/50 2.41G 0.01327 0.746 1.543 186 640: 57%|█████▋ | 4/7 [00:01<00:00, 3.13it/s] 43/50 2.41G 0.01312 0.7388 1.52 201 640: 57%|█████▋ | 4/7 [00:01<00:00, 3.13it/s] 43/50 2.41G 0.01315 0.7405 1.528 138 640: 57%|█████▋ | 4/7 [00:01<00:00, 3.13it/s] 43/50 2.41G 0.01315 0.7405 1.528 138 640: 86%|████████▌ | 6/7 [00:01<00:00, 5.02it/s] 43/50 2.44G 0.01306 0.7355 1.539 35 640: 86%|████████▌ | 6/7 [00:01<00:00, 5.02it/s] 43/50 2.44G 0.01306 0.7355 1.539 35 640: 100%|██████████| 7/7 [00:01<00:00, 5.45it/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, 11.48it/s] all 28 504 0.615 0.667 0.678 0.319
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
0%| | 0/7 [00:00<?, ?it/s] 44/50 2.4G 0.01294 0.7073 1.527 169 640: 0%| | 0/7 [00:00<?, ?it/s] 44/50 2.41G 0.01316 0.7071 1.514 182 640: 0%| | 0/7 [00:00<?, ?it/s] 44/50 2.41G 0.01316 0.7071 1.514 182 640: 29%|██▊ | 2/7 [00:00<00:00, 15.37it/s] 44/50 2.41G 0.01295 0.6998 1.505 161 640: 29%|██▊ | 2/7 [00:00<00:00, 15.37it/s] 44/50 2.41G 0.01297 0.6926 1.514 174 640: 29%|██▊ | 2/7 [00:01<00:00, 15.37it/s] 44/50 2.41G 0.01297 0.6926 1.514 174 640: 57%|█████▋ | 4/7 [00:01<00:00, 3.46it/s] 44/50 2.41G 0.01292 0.6975 1.522 157 640: 57%|█████▋ | 4/7 [00:01<00:00, 3.46it/s] 44/50 2.41G 0.01284 0.7003 1.512 165 640: 57%|█████▋ | 4/7 [00:01<00:00, 3.46it/s] 44/50 2.41G 0.01284 0.7003 1.512 165 640: 86%|████████▌ | 6/7 [00:01<00:00, 5.37it/s] 44/50 2.44G 0.01289 0.6989 1.517 43 640: 86%|████████▌ | 6/7 [00:01<00:00, 5.37it/s] 44/50 2.44G 0.01289 0.6989 1.517 43 640: 100%|██████████| 7/7 [00:01<00:00, 5.83it/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, 10.78it/s] all 28 504 0.664 0.704 0.724 0.344
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
0%| | 0/7 [00:00<?, ?it/s] 45/50 2.4G 0.01324 0.689 1.542 177 640: 0%| | 0/7 [00:00<?, ?it/s] 45/50 2.42G 0.01299 0.6956 1.519 160 640: 0%| | 0/7 [00:00<?, ?it/s] 45/50 2.42G 0.01299 0.6956 1.519 160 640: 29%|██▊ | 2/7 [00:00<00:00, 15.14it/s] 45/50 2.42G 0.01296 0.7004 1.507 150 640: 29%|██▊ | 2/7 [00:00<00:00, 15.14it/s] 45/50 2.42G 0.01299 0.707 1.519 162 640: 29%|██▊ | 2/7 [00:00<00:00, 15.14it/s] 45/50 2.42G 0.01299 0.707 1.519 162 640: 57%|█████▋ | 4/7 [00:00<00:00, 16.21it/s] 45/50 2.42G 0.01312 0.7057 1.527 176 640: 57%|█████▋ | 4/7 [00:00<00:00, 16.21it/s] 45/50 2.42G 0.01291 0.6951 1.507 162 640: 57%|█████▋ | 4/7 [00:00<00:00, 16.21it/s] 45/50 2.42G 0.01291 0.6951 1.507 162 640: 86%|████████▌ | 6/7 [00:00<00:00, 8.46it/s] 45/50 2.45G 0.01282 0.6945 1.501 44 640: 86%|████████▌ | 6/7 [00:00<00:00, 8.46it/s] 45/50 2.45G 0.01282 0.6945 1.501 44 640: 100%|██████████| 7/7 [00:00<00:00, 10.63it/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, 11.02it/s] all 28 504 0.7 0.694 0.74 0.341
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
0%| | 0/7 [00:00<?, ?it/s] 46/50 2.39G 0.01316 0.6857 1.534 179 640: 0%| | 0/7 [00:00<?, ?it/s] 46/50 2.39G 0.0129 0.6693 1.525 164 640: 0%| | 0/7 [00:00<?, ?it/s] 46/50 2.39G 0.0129 0.6693 1.525 164 640: 29%|██▊ | 2/7 [00:00<00:00, 14.38it/s] 46/50 2.41G 0.01319 0.6802 1.561 156 640: 29%|██▊ | 2/7 [00:00<00:00, 14.38it/s] 46/50 2.41G 0.01313 0.6822 1.551 176 640: 29%|██▊ | 2/7 [00:00<00:00, 14.38it/s] 46/50 2.41G 0.01313 0.6822 1.551 176 640: 57%|█████▋ | 4/7 [00:00<00:00, 17.02it/s] 46/50 2.41G 0.01323 0.6963 1.551 173 640: 57%|█████▋ | 4/7 [00:00<00:00, 17.02it/s] 46/50 2.41G 0.01306 0.6864 1.536 171 640: 57%|█████▋ | 4/7 [00:01<00:00, 17.02it/s] 46/50 2.41G 0.01306 0.6864 1.536 171 640: 86%|████████▌ | 6/7 [00:01<00:00, 4.33it/s] 46/50 2.45G 0.01284 0.6782 1.523 34 640: 86%|████████▌ | 6/7 [00:01<00:00, 4.33it/s] 46/50 2.45G 0.01284 0.6782 1.523 34 640: 100%|██████████| 7/7 [00:01<00:00, 6.08it/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, 11.50it/s] all 28 504 0.644 0.639 0.674 0.277
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
0%| | 0/7 [00:00<?, ?it/s] 47/50 2.39G 0.01268 0.6241 1.482 166 640: 0%| | 0/7 [00:00<?, ?it/s] 47/50 2.4G 0.01263 0.6232 1.47 174 640: 0%| | 0/7 [00:00<?, ?it/s] 47/50 2.4G 0.01263 0.6232 1.47 174 640: 29%|██▊ | 2/7 [00:00<00:00, 14.03it/s] 47/50 2.4G 0.0127 0.6375 1.477 182 640: 29%|██▊ | 2/7 [00:00<00:00, 14.03it/s] 47/50 2.4G 0.01268 0.6396 1.484 177 640: 29%|██▊ | 2/7 [00:00<00:00, 14.03it/s] 47/50 2.4G 0.01268 0.6396 1.484 177 640: 57%|█████▋ | 4/7 [00:00<00:00, 16.94it/s] 47/50 2.4G 0.01273 0.6463 1.488 161 640: 57%|█████▋ | 4/7 [00:00<00:00, 16.94it/s] 47/50 2.4G 0.01275 0.658 1.49 165 640: 57%|█████▋ | 4/7 [00:00<00:00, 16.94it/s] 47/50 2.4G 0.01275 0.658 1.49 165 640: 86%|████████▌ | 6/7 [00:00<00:00, 16.96it/s] 47/50 2.43G 0.01275 0.6561 1.488 50 640: 86%|████████▌ | 6/7 [00:00<00:00, 16.96it/s] 47/50 2.43G 0.01275 0.6561 1.488 50 640: 100%|██████████| 7/7 [00:00<00:00, 16.57it/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, 11.17it/s] all 28 504 0.71 0.635 0.729 0.343
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
0%| | 0/7 [00:00<?, ?it/s] 48/50 2.4G 0.01172 0.6207 1.403 174 640: 0%| | 0/7 [00:00<?, ?it/s] 48/50 2.41G 0.01262 0.6487 1.469 155 640: 0%| | 0/7 [00:00<?, ?it/s] 48/50 2.41G 0.01262 0.6487 1.469 155 640: 29%|██▊ | 2/7 [00:00<00:00, 15.05it/s] 48/50 2.41G 0.01261 0.6425 1.473 156 640: 29%|██▊ | 2/7 [00:00<00:00, 15.05it/s] 48/50 2.41G 0.01269 0.6437 1.481 184 640: 29%|██▊ | 2/7 [00:00<00:00, 15.05it/s] 48/50 2.41G 0.01269 0.6437 1.481 184 640: 57%|█████▋ | 4/7 [00:00<00:00, 16.50it/s] 48/50 2.41G 0.01265 0.6459 1.472 155 640: 57%|█████▋ | 4/7 [00:00<00:00, 16.50it/s] 48/50 2.41G 0.01265 0.6495 1.473 154 640: 57%|█████▋ | 4/7 [00:00<00:00, 16.50it/s] 48/50 2.41G 0.01265 0.6495 1.473 154 640: 86%|████████▌ | 6/7 [00:00<00:00, 17.61it/s] 48/50 2.45G 0.01245 0.6457 1.461 40 640: 86%|████████▌ | 6/7 [00:00<00:00, 17.61it/s] 48/50 2.45G 0.01245 0.6457 1.461 40 640: 100%|██████████| 7/7 [00:00<00:00, 17.36it/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, 11.01it/s] all 28 504 0.664 0.66 0.734 0.353
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
0%| | 0/7 [00:00<?, ?it/s] 49/50 2.35G 0.01258 0.6656 1.548 143 640: 0%| | 0/7 [00:00<?, ?it/s] 49/50 2.36G 0.01304 0.6603 1.505 202 640: 0%| | 0/7 [00:00<?, ?it/s] 49/50 2.36G 0.01304 0.6603 1.505 202 640: 29%|██▊ | 2/7 [00:00<00:00, 14.86it/s] 49/50 2.36G 0.01265 0.6504 1.476 201 640: 29%|██▊ | 2/7 [00:00<00:00, 14.86it/s] 49/50 2.36G 0.0125 0.6496 1.473 150 640: 29%|██▊ | 2/7 [00:00<00:00, 14.86it/s] 49/50 2.36G 0.0125 0.6496 1.473 150 640: 57%|█████▋ | 4/7 [00:00<00:00, 16.38it/s] 49/50 2.36G 0.01245 0.6517 1.473 173 640: 57%|█████▋ | 4/7 [00:00<00:00, 16.38it/s] 49/50 2.36G 0.01234 0.6498 1.469 151 640: 57%|█████▋ | 4/7 [00:00<00:00, 16.38it/s] 49/50 2.36G 0.01234 0.6498 1.469 151 640: 86%|████████▌ | 6/7 [00:00<00:00, 17.54it/s] 49/50 2.4G 0.01263 0.662 1.473 41 640: 86%|████████▌ | 6/7 [00:00<00:00, 17.54it/s] 49/50 2.4G 0.01263 0.662 1.473 41 640: 100%|██████████| 7/7 [00:00<00:00, 17.92it/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, 10.97it/s] all 28 504 0.705 0.704 0.753 0.362
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
0%| | 0/7 [00:00<?, ?it/s] 50/50 2.39G 0.01215 0.6076 1.388 173 640: 0%| | 0/7 [00:00<?, ?it/s] 50/50 2.39G 0.01215 0.6076 1.388 173 640: 14%|█▍ | 1/7 [00:00<00:00, 9.95it/s] 50/50 2.39G 0.01236 0.6393 1.422 144 640: 14%|█▍ | 1/7 [00:00<00:00, 9.95it/s] 50/50 2.41G 0.01242 0.6367 1.437 187 640: 14%|█▍ | 1/7 [00:00<00:00, 9.95it/s] 50/50 2.41G 0.01242 0.6367 1.437 187 640: 43%|████▎ | 3/7 [00:00<00:00, 15.45it/s] 50/50 2.41G 0.01267 0.6417 1.463 168 640: 43%|████▎ | 3/7 [00:00<00:00, 15.45it/s] 50/50 2.41G 0.01258 0.6389 1.457 144 640: 43%|████▎ | 3/7 [00:00<00:00, 15.45it/s] 50/50 2.41G 0.01258 0.6389 1.457 144 640: 71%|███████▏ | 5/7 [00:00<00:00, 13.29it/s] 50/50 2.41G 0.01256 0.6416 1.45 197 640: 71%|███████▏ | 5/7 [00:00<00:00, 13.29it/s] 50/50 2.45G 0.01264 0.6468 1.457 37 640: 71%|███████▏ | 5/7 [00:00<00:00, 13.29it/s] 50/50 2.45G 0.01264 0.6468 1.457 37 640: 100%|██████████| 7/7 [00:00<00:00, 8.55it/s] 50/50 2.45G 0.01264 0.6468 1.457 37 640: 100%|██████████| 7/7 [00:00<00:00, 9.68it/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, 11.65it/s] all 28 504 0.704 0.712 0.745 0.341
50 epochs completed in 0.022 hours.
Optimizer stripped from runs/detect/train21/weights/last.pt, 6.3MB
Optimizer stripped from runs/detect/train21/weights/best.pt, 6.3MB
Validating runs/detect/train21/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, 3005843 parameters, 0 gradients, 8.1 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, 7.51it/s] Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 1/1 [00:00<00:00, 7.47it/s] all 28 504 0.706 0.704 0.753 0.362
Speed: 0.1ms preprocess, 0.5ms inference, 0.0ms loss, 1.0ms postprocess per image
Results saved to [1mruns/detect/train21[0m
wandb: - 13.350 MB of 13.350 MB uploadedwandb: \ 13.350 MB of 13.350 MB uploadedwandb: | 13.350 MB of 13.350 MB uploadedwandb: / 13.431 MB of 13.431 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) ▁▁▃▃▅▆▆▆▆▅▅▅▆▆▆▆▇▆▄▄▆▆▆▆▇▆▇▄▆▇▆▇▇▇▇█▆███
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wandb: metrics/recall(B) ▁▃▇█▅▅▆▅▆▅▆▅▅▅▅▆▅▅▅▅▅▅▆▅▆▆▇▆▆▅▅▆▆▆▆▇▆▆▆▇
wandb: model/GFLOPs ▁
wandb: model/parameters ▁
wandb: model/speed_PyTorch(ms) ▁
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wandb: val/box_loss █▅▄▃▂▂▂▂▂▃▃▄▂▂▂▂▁▂▂▂▂▂▂▁▁▁▁▁▁▁▁▁▂▁▁▁▂▁▁▁
wandb: val/cls_loss ██▅▅▄▃▂▂▂▂▂▃▂▂▂▂▂▂▃▂▂▂▂▂▁▂▂▃▁▁▂▁▁▁▁▁▂▁▁▁
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wandb:
wandb: Run summary:
wandb: lr/pg0 0.00087
wandb: lr/pg1 0.00087
wandb: lr/pg2 0.00087
wandb: metrics/mAP50(B) 0.75264
wandb: metrics/mAP50-95(B) 0.36246
wandb: metrics/precision(B) 0.70599
wandb: metrics/recall(B) 0.70437
wandb: model/GFLOPs 8.194
wandb: model/parameters 3011043
wandb: model/speed_PyTorch(ms) 3.71
wandb: train/box_loss 0.01264
wandb: train/cls_loss 0.64678
wandb: train/dfl_loss 1.45664
wandb: val/box_loss 0.01509
wandb: val/cls_loss 0.7294
wandb: val/dfl_loss 1.63869
wandb:
wandb: 🚀 View run train21 at: https://wandb.ai/fin-jason20/YOLOv8/runs/yi6q45jl
wandb: ️⚡ View job at https://wandb.ai/fin-jason20/YOLOv8/jobs/QXJ0aWZhY3RDb2xsZWN0aW9uOjE1NTE4Mjc3OQ==/version_details/v10
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_012343-yi6q45jl/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, 3005843 parameters, 0 gradients, 8.1 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, 1.20it/s] Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 2/2 [00:01<00:00, 1.82it/s] Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 2/2 [00:01<00:00, 1.69it/s] all 28 504 0.705 0.704 0.753 0.363
Speed: 0.4ms preprocess, 10.3ms inference, 0.0ms loss, 3.0ms postprocess per image
Results saved to [1mruns/detect/train212[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 0x2b4f5b871ca0>
curves: ['Precision-Recall(B)', 'F1-Confidence(B)', 'Precision-Confidence(B)', 'Recall-Confidence(B)']
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fitness: 0.4019392964686888
keys: ['metrics/precision(B)', 'metrics/recall(B)', 'metrics/mAP50(B)', 'metrics/mAP50-95(B)']
maps: array([ 0.36294])
names: {0: 'microglia'}
plot: True
results_dict: {'metrics/precision(B)': 0.7047397286105164, 'metrics/recall(B)': 0.7043650793650794, 'metrics/mAP50(B)': 0.752939246044068, 'metrics/mAP50-95(B)': 0.36293930207142444, 'fitness': 0.4019392964686888}
save_dir: PosixPath('runs/detect/train212')
speed: {'preprocess': 0.44772454670497347, 'inference': 10.291167667933873, 'loss': 0.0005960464477539062, 'postprocess': 2.983544554029192}
task: 'detect'