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New https://pypi.org/project/ultralytics/8.1.42 available 😃 Update with 'pip install -U ultralytics'
Ultralytics YOLOv8.1.13 🚀 Python-3.8.18 torch-2.1.1+cu121 CUDA:0 (NVIDIA A100 80GB PCIe, 81050MiB)
[34m[1mengine/trainer: [0mtask=detect, mode=train, model=yolov8s.pt, data=custom.yaml, epochs=50, time=None, patience=50, batch=16, imgsz=640, save=True, save_period=-1, cache=False, device=None, workers=8, project=None, name=train36, 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/train36
Overriding model.yaml nc=80 with nc=1
from n params module arguments
0 -1 1 928 ultralytics.nn.modules.conv.Conv [3, 32, 3, 2]
1 -1 1 18560 ultralytics.nn.modules.conv.Conv [32, 64, 3, 2]
2 -1 1 29056 ultralytics.nn.modules.block.C2f [64, 64, 1, True]
3 -1 1 73984 ultralytics.nn.modules.conv.Conv [64, 128, 3, 2]
4 -1 2 197632 ultralytics.nn.modules.block.C2f [128, 128, 2, True]
5 -1 1 295424 ultralytics.nn.modules.conv.Conv [128, 256, 3, 2]
6 -1 2 788480 ultralytics.nn.modules.block.C2f [256, 256, 2, True]
7 -1 1 1180672 ultralytics.nn.modules.conv.Conv [256, 512, 3, 2]
8 -1 1 1838080 ultralytics.nn.modules.block.C2f [512, 512, 1, True]
9 -1 1 656896 ultralytics.nn.modules.block.SPPF [512, 512, 5]
10 -1 1 0 torch.nn.modules.upsampling.Upsample [None, 2, 'nearest']
11 [-1, 6] 1 0 ultralytics.nn.modules.conv.Concat [1]
12 -1 1 591360 ultralytics.nn.modules.block.C2f [768, 256, 1]
13 -1 1 0 torch.nn.modules.upsampling.Upsample [None, 2, 'nearest']
14 [-1, 4] 1 0 ultralytics.nn.modules.conv.Concat [1]
15 -1 1 148224 ultralytics.nn.modules.block.C2f [384, 128, 1]
16 -1 1 147712 ultralytics.nn.modules.conv.Conv [128, 128, 3, 2]
17 [-1, 12] 1 0 ultralytics.nn.modules.conv.Concat [1]
18 -1 1 493056 ultralytics.nn.modules.block.C2f [384, 256, 1]
19 -1 1 590336 ultralytics.nn.modules.conv.Conv [256, 256, 3, 2]
20 [-1, 9] 1 0 ultralytics.nn.modules.conv.Concat [1]
21 -1 1 1969152 ultralytics.nn.modules.block.C2f [768, 512, 1]
22 [15, 18, 21] 1 2116435 ultralytics.nn.modules.head.Detect [1, [128, 256, 512]]
Model summary: 225 layers, 11135987 parameters, 11135971 gradients, 28.6 GFLOPs
Transferred 349/355 items from pretrained weights
wandb: Currently logged in as: fin-jason20. Use `wandb login --relogin` to force relogin
wandb: Tracking run with wandb version 0.16.5
wandb: Run data is saved locally in /scratch/gilbreth/jpfinley/ultralytics/wandb/run-20240403_141610-6wjozinn
wandb: Run `wandb offline` to turn off syncing.
wandb: Syncing run train36
wandb: ⭐️ View project at https://wandb.ai/fin-jason20/YOLOv8
wandb: 🚀 View run at https://wandb.ai/fin-jason20/YOLOv8/runs/6wjozinn/workspace
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/train36/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/train36[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 3.77G 0.02886 2.052 2.994 323 640: 0%| | 0/7 [00:08<?, ?it/s] 1/50 3.77G 0.02886 2.052 2.994 323 640: 14%|█▍ | 1/7 [00:08<00:48, 8.06s/it] 1/50 3.77G 0.02865 2.024 2.988 247 640: 14%|█▍ | 1/7 [00:08<00:48, 8.06s/it] 1/50 3.77G 0.02865 2.024 2.988 247 640: 29%|██▊ | 2/7 [00:08<00:16, 3.39s/it] 1/50 3.77G 0.02874 2.024 2.991 300 640: 29%|██▊ | 2/7 [00:08<00:16, 3.39s/it] 1/50 3.77G 0.02874 2.024 2.991 300 640: 43%|████▎ | 3/7 [00:08<00:07, 1.89s/it] 1/50 3.77G 0.02858 2.047 2.952 272 640: 43%|████▎ | 3/7 [00:08<00:07, 1.89s/it] 1/50 3.77G 0.02858 2.047 2.952 272 640: 57%|█████▋ | 4/7 [00:08<00:03, 1.19s/it] 1/50 3.77G 0.02856 2.047 2.953 309 640: 57%|█████▋ | 4/7 [00:08<00:03, 1.19s/it] 1/50 3.77G 0.02847 2.055 2.934 326 640: 57%|█████▋ | 4/7 [00:08<00:03, 1.19s/it] 1/50 3.77G 0.02847 2.055 2.934 326 640: 86%|████████▌ | 6/7 [00:08<00:00, 1.68it/s] 1/50 3.81G 0.02871 2.072 2.951 105 640: 86%|████████▌ | 6/7 [00:08<00:00, 1.68it/s] 1/50 3.81G 0.02871 2.072 2.951 105 640: 100%|██████████| 7/7 [00:08<00:00, 1.91it/s] 1/50 3.81G 0.02871 2.072 2.951 105 640: 100%|██████████| 7/7 [00:08<00:00, 1.27s/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, 4.92it/s] Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 1/1 [00:00<00:00, 4.91it/s] all 28 504 0.0102 0.171 0.00601 0.00163
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
0%| | 0/7 [00:00<?, ?it/s] 2/50 3.91G 0.02699 1.819 2.727 293 640: 0%| | 0/7 [00:00<?, ?it/s] 2/50 3.91G 0.02699 1.819 2.727 293 640: 14%|█▍ | 1/7 [00:00<00:00, 7.12it/s] 2/50 3.91G 0.02654 1.803 2.664 354 640: 14%|█▍ | 1/7 [00:00<00:00, 7.12it/s] 2/50 3.91G 0.02607 1.739 2.638 306 640: 14%|█▍ | 1/7 [00:00<00:00, 7.12it/s] 2/50 3.91G 0.02607 1.739 2.638 306 640: 43%|████▎ | 3/7 [00:00<00:00, 10.31it/s] 2/50 3.91G 0.02564 1.689 2.612 402 640: 43%|████▎ | 3/7 [00:00<00:00, 10.31it/s] 2/50 3.91G 0.02487 1.641 2.549 335 640: 43%|████▎ | 3/7 [00:00<00:00, 10.31it/s] 2/50 3.91G 0.02487 1.641 2.549 335 640: 71%|███████▏ | 5/7 [00:00<00:00, 11.44it/s] 2/50 3.91G 0.02419 1.606 2.506 408 640: 71%|███████▏ | 5/7 [00:00<00:00, 11.44it/s] 2/50 3.92G 0.02348 1.588 2.461 54 640: 71%|███████▏ | 5/7 [00:00<00:00, 11.44it/s] 2/50 3.92G 0.02348 1.588 2.461 54 640: 100%|██████████| 7/7 [00:00<00:00, 12.65it/s] 2/50 3.92G 0.02348 1.588 2.461 54 640: 100%|██████████| 7/7 [00:00<00:00, 11.74it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 0%| | 0/1 [00:00<?, ?it/s] Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 1/1 [00:00<00:00, 8.09it/s] Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 1/1 [00:00<00:00, 8.07it/s] all 28 504 0.127 0.169 0.0835 0.0239
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
0%| | 0/7 [00:00<?, ?it/s] 3/50 4G 0.02008 1.366 2.239 358 640: 0%| | 0/7 [00:00<?, ?it/s] 3/50 4G 0.02008 1.366 2.239 358 640: 14%|█▍ | 1/7 [00:00<00:00, 7.13it/s] 3/50 4G 0.01957 1.324 2.204 363 640: 14%|█▍ | 1/7 [00:00<00:00, 7.13it/s] 3/50 4G 0.01885 1.292 2.169 283 640: 14%|█▍ | 1/7 [00:00<00:00, 7.13it/s] 3/50 4G 0.01885 1.292 2.169 283 640: 43%|████▎ | 3/7 [00:00<00:00, 10.64it/s] 3/50 4G 0.01882 1.261 2.173 376 640: 43%|████▎ | 3/7 [00:00<00:00, 10.64it/s] 3/50 4G 0.01881 1.247 2.165 337 640: 43%|████▎ | 3/7 [00:00<00:00, 10.64it/s] 3/50 4G 0.01881 1.247 2.165 337 640: 71%|███████▏ | 5/7 [00:00<00:00, 12.06it/s] 3/50 4G 0.01868 1.233 2.148 365 640: 71%|███████▏ | 5/7 [00:00<00:00, 12.06it/s] 3/50 4.02G 0.01854 1.232 2.131 69 640: 71%|███████▏ | 5/7 [00:00<00:00, 12.06it/s] 3/50 4.02G 0.01854 1.232 2.131 69 640: 100%|██████████| 7/7 [00:00<00:00, 13.47it/s] 3/50 4.02G 0.01854 1.232 2.131 69 640: 100%|██████████| 7/7 [00:00<00:00, 12.37it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 0%| | 0/1 [00:00<?, ?it/s] Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 1/1 [00:00<00:00, 9.32it/s] Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 1/1 [00:00<00:00, 9.30it/s] all 28 504 0.246 0.361 0.174 0.0578
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
0%| | 0/7 [00:00<?, ?it/s] 4/50 3.96G 0.01717 1.031 2.005 384 640: 0%| | 0/7 [00:00<?, ?it/s] 4/50 3.96G 0.01717 1.031 2.005 384 640: 14%|█▍ | 1/7 [00:00<00:00, 7.32it/s] 4/50 3.97G 0.01724 1.055 2.029 336 640: 14%|█▍ | 1/7 [00:00<00:00, 7.32it/s] 4/50 3.97G 0.01728 1.163 2.068 255 640: 14%|█▍ | 1/7 [00:00<00:00, 7.32it/s] 4/50 3.97G 0.01728 1.163 2.068 255 640: 43%|████▎ | 3/7 [00:00<00:00, 11.12it/s] 4/50 3.97G 0.01727 1.186 2.082 385 640: 43%|████▎ | 3/7 [00:00<00:00, 11.12it/s] 4/50 3.97G 0.01727 1.182 2.09 331 640: 43%|████▎ | 3/7 [00:00<00:00, 11.12it/s] 4/50 3.97G 0.01727 1.182 2.09 331 640: 71%|███████▏ | 5/7 [00:00<00:00, 5.77it/s] 4/50 3.97G 0.0173 1.184 2.094 280 640: 71%|███████▏ | 5/7 [00:00<00:00, 5.77it/s] 4/50 3.97G 0.01725 1.188 2.08 95 640: 71%|███████▏ | 5/7 [00:00<00:00, 5.77it/s] 4/50 3.97G 0.01725 1.188 2.08 95 640: 100%|██████████| 7/7 [00:00<00:00, 7.99it/s] 4/50 3.97G 0.01725 1.188 2.08 95 640: 100%|██████████| 7/7 [00:00<00:00, 7.71it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 0%| | 0/1 [00:00<?, ?it/s] Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 1/1 [00:00<00:00, 8.49it/s] Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 1/1 [00:00<00:00, 8.47it/s] all 28 504 0.177 0.458 0.173 0.0649
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
0%| | 0/7 [00:00<?, ?it/s] 5/50 3.96G 0.0167 1.223 1.984 344 640: 0%| | 0/7 [00:00<?, ?it/s] 5/50 3.96G 0.0167 1.223 1.984 344 640: 14%|█▍ | 1/7 [00:00<00:00, 7.66it/s] 5/50 3.96G 0.01671 1.172 1.982 362 640: 14%|█▍ | 1/7 [00:00<00:00, 7.66it/s] 5/50 3.97G 0.01658 1.13 1.967 308 640: 14%|█▍ | 1/7 [00:00<00:00, 7.66it/s] 5/50 3.97G 0.01658 1.13 1.967 308 640: 43%|████▎ | 3/7 [00:00<00:00, 11.24it/s] 5/50 3.97G 0.01636 1.089 1.94 283 640: 43%|████▎ | 3/7 [00:00<00:00, 11.24it/s] 5/50 3.97G 0.01641 1.084 1.934 309 640: 43%|████▎ | 3/7 [00:00<00:00, 11.24it/s] 5/50 3.97G 0.01641 1.084 1.934 309 640: 71%|███████▏ | 5/7 [00:00<00:00, 4.40it/s] 5/50 3.97G 0.01646 1.085 1.946 341 640: 71%|███████▏ | 5/7 [00:01<00:00, 4.40it/s] 5/50 3.99G 0.01619 1.074 1.931 74 640: 71%|███████▏ | 5/7 [00:01<00:00, 4.40it/s] 5/50 3.99G 0.01619 1.074 1.931 74 640: 100%|██████████| 7/7 [00:01<00:00, 6.34it/s] 5/50 3.99G 0.01619 1.074 1.931 74 640: 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, 9.53it/s] Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 1/1 [00:00<00:00, 9.51it/s] all 28 504 0.321 0.599 0.286 0.106
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
0%| | 0/7 [00:00<?, ?it/s] 6/50 3.86G 0.01519 1.107 1.887 240 640: 0%| | 0/7 [00:00<?, ?it/s] 6/50 3.86G 0.01519 1.107 1.887 240 640: 14%|█▍ | 1/7 [00:00<00:00, 8.46it/s] 6/50 3.88G 0.01519 1.076 1.88 288 640: 14%|█▍ | 1/7 [00:00<00:00, 8.46it/s] 6/50 3.88G 0.01522 1.063 1.881 249 640: 14%|█▍ | 1/7 [00:00<00:00, 8.46it/s] 6/50 3.88G 0.01522 1.063 1.881 249 640: 43%|████▎ | 3/7 [00:00<00:00, 11.83it/s] 6/50 3.88G 0.0152 1.056 1.873 265 640: 43%|████▎ | 3/7 [00:00<00:00, 11.83it/s] 6/50 3.88G 0.01537 1.029 1.883 344 640: 43%|████▎ | 3/7 [00:00<00:00, 11.83it/s] 6/50 3.88G 0.01537 1.029 1.883 344 640: 71%|███████▏ | 5/7 [00:00<00:00, 12.80it/s] 6/50 3.88G 0.01554 1.021 1.893 400 640: 71%|███████▏ | 5/7 [00:01<00:00, 12.80it/s] 6/50 3.88G 0.01569 1.026 1.901 92 640: 71%|███████▏ | 5/7 [00:01<00:00, 12.80it/s] 6/50 3.88G 0.01569 1.026 1.901 92 640: 100%|██████████| 7/7 [00:01<00:00, 4.06it/s] 6/50 3.88G 0.01569 1.026 1.901 92 640: 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, 9.86it/s] Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 1/1 [00:00<00:00, 9.83it/s] all 28 504 0.489 0.528 0.502 0.208
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
0%| | 0/7 [00:00<?, ?it/s] 7/50 3.89G 0.01504 0.9365 1.804 318 640: 0%| | 0/7 [00:00<?, ?it/s] 7/50 3.89G 0.01504 0.9365 1.804 318 640: 14%|█▍ | 1/7 [00:00<00:00, 7.89it/s] 7/50 3.89G 0.01529 0.9152 1.788 314 640: 14%|█▍ | 1/7 [00:00<00:00, 7.89it/s] 7/50 3.9G 0.016 0.9336 1.842 323 640: 14%|█▍ | 1/7 [00:00<00:00, 7.89it/s] 7/50 3.9G 0.016 0.9336 1.842 323 640: 43%|████▎ | 3/7 [00:00<00:00, 11.31it/s] 7/50 3.9G 0.0163 0.9514 1.848 321 640: 43%|████▎ | 3/7 [00:00<00:00, 11.31it/s] 7/50 3.9G 0.01628 0.9661 1.835 241 640: 43%|████▎ | 3/7 [00:00<00:00, 11.31it/s] 7/50 3.9G 0.01628 0.9661 1.835 241 640: 71%|███████▏ | 5/7 [00:00<00:00, 12.10it/s] 7/50 3.9G 0.01629 0.9763 1.841 358 640: 71%|███████▏ | 5/7 [00:00<00:00, 12.10it/s] 7/50 3.92G 0.01616 0.977 1.833 86 640: 71%|███████▏ | 5/7 [00:00<00:00, 12.10it/s] 7/50 3.92G 0.01616 0.977 1.833 86 640: 100%|██████████| 7/7 [00:00<00:00, 13.62it/s] 7/50 3.92G 0.01616 0.977 1.833 86 640: 100%|██████████| 7/7 [00:00<00:00, 12.66it/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, 10.00it/s] all 28 504 0.544 0.592 0.557 0.222
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
0%| | 0/7 [00:00<?, ?it/s] 8/50 3.92G 0.01584 0.9803 1.87 287 640: 0%| | 0/7 [00:00<?, ?it/s] 8/50 3.92G 0.01584 0.9803 1.87 287 640: 14%|█▍ | 1/7 [00:00<00:00, 8.23it/s] 8/50 3.94G 0.01584 0.9873 1.881 314 640: 14%|█▍ | 1/7 [00:00<00:00, 8.23it/s] 8/50 3.94G 0.01559 0.9604 1.862 315 640: 14%|█▍ | 1/7 [00:00<00:00, 8.23it/s] 8/50 3.94G 0.01559 0.9604 1.862 315 640: 43%|████▎ | 3/7 [00:00<00:00, 11.43it/s] 8/50 3.94G 0.01566 0.9585 1.876 325 640: 43%|████▎ | 3/7 [00:00<00:00, 11.43it/s] 8/50 3.94G 0.01562 0.9553 1.882 299 640: 43%|████▎ | 3/7 [00:00<00:00, 11.43it/s] 8/50 3.94G 0.01562 0.9553 1.882 299 640: 71%|███████▏ | 5/7 [00:00<00:00, 12.17it/s] 8/50 3.94G 0.01569 0.9542 1.886 402 640: 71%|███████▏ | 5/7 [00:00<00:00, 12.17it/s] 8/50 3.95G 0.01582 0.9579 1.889 104 640: 71%|███████▏ | 5/7 [00:00<00:00, 12.17it/s] 8/50 3.95G 0.01582 0.9579 1.889 104 640: 100%|██████████| 7/7 [00:00<00:00, 14.12it/s] 8/50 3.95G 0.01582 0.9579 1.889 104 640: 100%|██████████| 7/7 [00:00<00:00, 13.02it/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, 10.05it/s] all 28 504 0.598 0.49 0.564 0.234
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
0%| | 0/7 [00:00<?, ?it/s] 9/50 3.95G 0.01571 0.9047 1.835 367 640: 0%| | 0/7 [00:00<?, ?it/s] 9/50 3.95G 0.01571 0.9047 1.835 367 640: 14%|█▍ | 1/7 [00:00<00:00, 7.73it/s] 9/50 3.95G 0.01543 0.8957 1.808 331 640: 14%|█▍ | 1/7 [00:00<00:00, 7.73it/s] 9/50 3.96G 0.01543 0.8922 1.81 344 640: 14%|█▍ | 1/7 [00:00<00:00, 7.73it/s] 9/50 3.96G 0.01543 0.8922 1.81 344 640: 43%|████▎ | 3/7 [00:00<00:00, 12.09it/s] 9/50 3.96G 0.01546 0.8919 1.808 366 640: 43%|████▎ | 3/7 [00:00<00:00, 12.09it/s] 9/50 3.96G 0.01545 0.9012 1.801 294 640: 43%|████▎ | 3/7 [00:00<00:00, 12.09it/s] 9/50 3.96G 0.01545 0.9012 1.801 294 640: 71%|███████▏ | 5/7 [00:00<00:00, 12.77it/s] 9/50 3.96G 0.01539 0.9007 1.799 281 640: 71%|███████▏ | 5/7 [00:00<00:00, 12.77it/s] 9/50 3.97G 0.01562 0.9052 1.816 82 640: 71%|███████▏ | 5/7 [00:00<00:00, 12.77it/s] 9/50 3.97G 0.01562 0.9052 1.816 82 640: 100%|██████████| 7/7 [00:00<00:00, 13.64it/s] 9/50 3.97G 0.01562 0.9052 1.816 82 640: 100%|██████████| 7/7 [00:00<00:00, 12.87it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 0%| | 0/1 [00:00<?, ?it/s] Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 1/1 [00:00<00:00, 10.46it/s] all 28 504 0.213 0.367 0.147 0.0525
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
0%| | 0/7 [00:00<?, ?it/s] 10/50 3.86G 0.0164 0.9314 1.841 338 640: 0%| | 0/7 [00:00<?, ?it/s] 10/50 3.86G 0.0164 0.9314 1.841 338 640: 14%|█▍ | 1/7 [00:00<00:00, 8.31it/s] 10/50 3.88G 0.01585 0.9141 1.804 324 640: 14%|█▍ | 1/7 [00:00<00:00, 8.31it/s] 10/50 3.88G 0.01587 0.9214 1.814 407 640: 14%|█▍ | 1/7 [00:00<00:00, 8.31it/s] 10/50 3.88G 0.01587 0.9214 1.814 407 640: 43%|████▎ | 3/7 [00:00<00:00, 11.65it/s] 10/50 3.88G 0.01578 0.9163 1.813 318 640: 43%|████▎ | 3/7 [00:00<00:00, 11.65it/s] 10/50 3.88G 0.01582 0.9187 1.82 351 640: 43%|████▎ | 3/7 [00:00<00:00, 11.65it/s] 10/50 3.88G 0.01582 0.9187 1.82 351 640: 71%|███████▏ | 5/7 [00:00<00:00, 13.10it/s] 10/50 3.88G 0.01575 0.9199 1.813 321 640: 71%|███████▏ | 5/7 [00:00<00:00, 13.10it/s] 10/50 3.88G 0.01573 0.9093 1.806 83 640: 71%|███████▏ | 5/7 [00:00<00:00, 13.10it/s] 10/50 3.88G 0.01573 0.9093 1.806 83 640: 100%|██████████| 7/7 [00:00<00:00, 14.49it/s] 10/50 3.88G 0.01573 0.9093 1.806 83 640: 100%|██████████| 7/7 [00:00<00:00, 13.44it/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, 11.05it/s] all 28 504 0.502 0.397 0.404 0.163
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
0%| | 0/7 [00:00<?, ?it/s] 11/50 3.95G 0.01555 0.8721 1.762 360 640: 0%| | 0/7 [00:00<?, ?it/s] 11/50 3.95G 0.01555 0.8721 1.762 360 640: 14%|█▍ | 1/7 [00:00<00:00, 8.66it/s] 11/50 3.97G 0.01541 0.86 1.75 364 640: 14%|█▍ | 1/7 [00:00<00:00, 8.66it/s] 11/50 3.97G 0.01551 0.8629 1.777 367 640: 14%|█▍ | 1/7 [00:00<00:00, 8.66it/s] 11/50 3.97G 0.01551 0.8629 1.777 367 640: 43%|████▎ | 3/7 [00:00<00:00, 5.44it/s] 11/50 3.97G 0.01546 0.8563 1.775 292 640: 43%|████▎ | 3/7 [00:00<00:00, 5.44it/s] 11/50 3.97G 0.01546 0.8563 1.775 292 640: 57%|█████▋ | 4/7 [00:00<00:00, 5.24it/s] 11/50 3.97G 0.01556 0.8592 1.794 380 640: 57%|█████▋ | 4/7 [00:01<00:00, 5.24it/s] 11/50 3.97G 0.01556 0.8592 1.794 380 640: 71%|███████▏ | 5/7 [00:01<00:00, 3.37it/s] 11/50 3.97G 0.01545 0.8563 1.786 295 640: 71%|███████▏ | 5/7 [00:01<00:00, 3.37it/s] 11/50 3.98G 0.01568 0.8724 1.813 118 640: 71%|███████▏ | 5/7 [00:01<00:00, 3.37it/s] 11/50 3.98G 0.01568 0.8724 1.813 118 640: 100%|██████████| 7/7 [00:01<00:00, 5.59it/s] 11/50 3.98G 0.01568 0.8724 1.813 118 640: 100%|██████████| 7/7 [00:01<00:00, 5.17it/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, 10.61it/s] all 28 504 0.482 0.385 0.373 0.149
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
0%| | 0/7 [00:00<?, ?it/s] 12/50 3.97G 0.01513 0.8434 1.751 383 640: 0%| | 0/7 [00:00<?, ?it/s] 12/50 3.97G 0.01513 0.8434 1.751 383 640: 14%|█▍ | 1/7 [00:00<00:00, 7.24it/s] 12/50 3.97G 0.0147 0.8458 1.734 299 640: 14%|█▍ | 1/7 [00:00<00:00, 7.24it/s] 12/50 3.98G 0.01501 0.8774 1.759 264 640: 14%|█▍ | 1/7 [00:00<00:00, 7.24it/s] 12/50 3.98G 0.01501 0.8774 1.759 264 640: 43%|████▎ | 3/7 [00:00<00:00, 11.73it/s] 12/50 3.98G 0.01501 0.867 1.758 327 640: 43%|████▎ | 3/7 [00:00<00:00, 11.73it/s] 12/50 3.98G 0.0151 0.8689 1.756 339 640: 43%|████▎ | 3/7 [00:00<00:00, 11.73it/s] 12/50 3.98G 0.0151 0.8689 1.756 339 640: 71%|███████▏ | 5/7 [00:00<00:00, 6.97it/s] 12/50 3.98G 0.01518 0.8702 1.759 311 640: 71%|███████▏ | 5/7 [00:01<00:00, 6.97it/s] 12/50 3.98G 0.01518 0.8702 1.759 311 640: 86%|████████▌ | 6/7 [00:01<00:00, 3.36it/s] 12/50 4G 0.01528 0.872 1.765 118 640: 86%|████████▌ | 6/7 [00:01<00:00, 3.36it/s] 12/50 4G 0.01528 0.872 1.765 118 640: 100%|██████████| 7/7 [00:01<00:00, 4.86it/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, 10.85it/s] all 28 504 0.276 0.48 0.259 0.0919
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
0%| | 0/7 [00:00<?, ?it/s] 13/50 3.86G 0.01492 0.8498 1.75 289 640: 0%| | 0/7 [00:00<?, ?it/s] 13/50 3.86G 0.01492 0.8498 1.75 289 640: 14%|█▍ | 1/7 [00:00<00:00, 8.45it/s] 13/50 3.88G 0.01547 0.8632 1.796 308 640: 14%|█▍ | 1/7 [00:00<00:00, 8.45it/s] 13/50 3.88G 0.01524 0.847 1.777 324 640: 14%|█▍ | 1/7 [00:00<00:00, 8.45it/s] 13/50 3.88G 0.01524 0.847 1.777 324 640: 43%|████▎ | 3/7 [00:00<00:00, 12.25it/s] 13/50 3.88G 0.0153 0.8493 1.778 354 640: 43%|████▎ | 3/7 [00:00<00:00, 12.25it/s] 13/50 3.88G 0.01541 0.8586 1.783 283 640: 43%|████▎ | 3/7 [00:00<00:00, 12.25it/s] 13/50 3.88G 0.01541 0.8586 1.783 283 640: 71%|███████▏ | 5/7 [00:00<00:00, 12.89it/s] 13/50 3.88G 0.01553 0.8602 1.791 339 640: 71%|███████▏ | 5/7 [00:00<00:00, 12.89it/s] 13/50 3.89G 0.0153 0.8525 1.781 59 640: 71%|███████▏ | 5/7 [00:00<00:00, 12.89it/s] 13/50 3.89G 0.0153 0.8525 1.781 59 640: 100%|██████████| 7/7 [00:00<00:00, 14.69it/s] 13/50 3.89G 0.0153 0.8525 1.781 59 640: 100%|██████████| 7/7 [00:00<00:00, 13.62it/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, 10.84it/s] all 28 504 0.278 0.468 0.32 0.133
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
0%| | 0/7 [00:00<?, ?it/s] 14/50 3.95G 0.01515 0.8369 1.743 326 640: 0%| | 0/7 [00:00<?, ?it/s] 14/50 3.95G 0.01515 0.8369 1.743 326 640: 14%|█▍ | 1/7 [00:00<00:00, 7.90it/s] 14/50 3.95G 0.01531 0.8384 1.765 313 640: 14%|█▍ | 1/7 [00:00<00:00, 7.90it/s] 14/50 3.96G 0.01566 0.8594 1.796 406 640: 14%|█▍ | 1/7 [00:00<00:00, 7.90it/s] 14/50 3.96G 0.01566 0.8594 1.796 406 640: 43%|████▎ | 3/7 [00:00<00:00, 12.15it/s] 14/50 3.96G 0.01594 0.8668 1.816 387 640: 43%|████▎ | 3/7 [00:00<00:00, 12.15it/s] 14/50 3.96G 0.01604 0.8696 1.826 329 640: 43%|████▎ | 3/7 [00:00<00:00, 12.15it/s] 14/50 3.96G 0.01604 0.8696 1.826 329 640: 71%|███████▏ | 5/7 [00:00<00:00, 8.86it/s] 14/50 3.96G 0.01595 0.8673 1.826 325 640: 71%|███████▏ | 5/7 [00:01<00:00, 8.86it/s] 14/50 3.96G 0.01595 0.8673 1.826 325 640: 86%|████████▌ | 6/7 [00:01<00:00, 4.11it/s] 14/50 3.97G 0.01592 0.8784 1.832 67 640: 86%|████████▌ | 6/7 [00:01<00:00, 4.11it/s] 14/50 3.97G 0.01592 0.8784 1.832 67 640: 100%|██████████| 7/7 [00:01<00:00, 5.91it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 0%| | 0/1 [00:00<?, ?it/s] Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 1/1 [00:00<00:00, 10.81it/s] all 28 504 0.28 0.413 0.317 0.128
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
0%| | 0/7 [00:00<?, ?it/s] 15/50 3.88G 0.01472 0.7984 1.726 326 640: 0%| | 0/7 [00:00<?, ?it/s] 15/50 3.88G 0.01472 0.7984 1.726 326 640: 14%|█▍ | 1/7 [00:00<00:00, 6.07it/s] 15/50 3.9G 0.01496 0.8319 1.751 302 640: 14%|█▍ | 1/7 [00:00<00:00, 6.07it/s] 15/50 3.9G 0.01525 0.8357 1.769 360 640: 14%|█▍ | 1/7 [00:00<00:00, 6.07it/s] 15/50 3.9G 0.01525 0.8357 1.769 360 640: 43%|████▎ | 3/7 [00:00<00:00, 10.38it/s] 15/50 3.9G 0.0153 0.838 1.77 302 640: 43%|████▎ | 3/7 [00:00<00:00, 10.38it/s] 15/50 3.9G 0.01539 0.8491 1.784 348 640: 43%|████▎ | 3/7 [00:00<00:00, 10.38it/s] 15/50 3.9G 0.01539 0.8491 1.784 348 640: 71%|███████▏ | 5/7 [00:00<00:00, 12.10it/s] 15/50 3.9G 0.0155 0.8512 1.795 323 640: 71%|███████▏ | 5/7 [00:00<00:00, 12.10it/s] 15/50 3.9G 0.0154 0.8527 1.79 64 640: 71%|███████▏ | 5/7 [00:00<00:00, 12.10it/s] 15/50 3.9G 0.0154 0.8527 1.79 64 640: 100%|██████████| 7/7 [00:00<00:00, 8.41it/s] 15/50 3.9G 0.0154 0.8527 1.79 64 640: 100%|██████████| 7/7 [00:00<00:00, 8.91it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 0%| | 0/1 [00:00<?, ?it/s] Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 1/1 [00:00<00:00, 10.48it/s] all 28 504 0.538 0.554 0.556 0.238
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
0%| | 0/7 [00:00<?, ?it/s] 16/50 3.88G 0.01474 0.8262 1.767 284 640: 0%| | 0/7 [00:00<?, ?it/s] 16/50 3.88G 0.01474 0.8262 1.767 284 640: 14%|█▍ | 1/7 [00:00<00:00, 8.81it/s] 16/50 3.89G 0.01508 0.8302 1.777 342 640: 14%|█▍ | 1/7 [00:00<00:00, 8.81it/s] 16/50 3.89G 0.01536 0.8383 1.794 318 640: 14%|█▍ | 1/7 [00:00<00:00, 8.81it/s] 16/50 3.89G 0.01536 0.8383 1.794 318 640: 43%|████▎ | 3/7 [00:00<00:00, 11.68it/s] 16/50 3.89G 0.01541 0.8397 1.798 301 640: 43%|████▎ | 3/7 [00:00<00:00, 11.68it/s] 16/50 3.89G 0.01552 0.8401 1.809 357 640: 43%|████▎ | 3/7 [00:00<00:00, 11.68it/s] 16/50 3.89G 0.01552 0.8401 1.809 357 640: 71%|███████▏ | 5/7 [00:00<00:00, 13.27it/s] 16/50 3.89G 0.01552 0.8386 1.816 341 640: 71%|███████▏ | 5/7 [00:00<00:00, 13.27it/s] 16/50 3.91G 0.01563 0.8585 1.824 126 640: 71%|███████▏ | 5/7 [00:00<00:00, 13.27it/s] 16/50 3.91G 0.01563 0.8585 1.824 126 640: 100%|██████████| 7/7 [00:00<00:00, 7.08it/s] 16/50 3.91G 0.01563 0.8585 1.824 126 640: 100%|██████████| 7/7 [00:00<00:00, 8.15it/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, 10.20it/s] all 28 504 0.506 0.486 0.482 0.16
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
0%| | 0/7 [00:00<?, ?it/s] 17/50 3.87G 0.01538 0.8577 1.809 384 640: 0%| | 0/7 [00:00<?, ?it/s] 17/50 3.87G 0.01538 0.8577 1.809 384 640: 14%|█▍ | 1/7 [00:00<00:00, 8.32it/s] 17/50 3.89G 0.01514 0.8635 1.803 282 640: 14%|█▍ | 1/7 [00:00<00:00, 8.32it/s] 17/50 3.89G 0.01508 0.8691 1.797 285 640: 14%|█▍ | 1/7 [00:00<00:00, 8.32it/s] 17/50 3.89G 0.01508 0.8691 1.797 285 640: 43%|████▎ | 3/7 [00:00<00:00, 12.12it/s] 17/50 3.89G 0.01513 0.8667 1.798 276 640: 43%|████▎ | 3/7 [00:00<00:00, 12.12it/s] 17/50 3.89G 0.01507 0.8657 1.791 232 640: 43%|████▎ | 3/7 [00:00<00:00, 12.12it/s] 17/50 3.89G 0.01507 0.8657 1.791 232 640: 71%|███████▏ | 5/7 [00:00<00:00, 12.90it/s] 17/50 3.89G 0.01511 0.8654 1.791 331 640: 71%|███████▏ | 5/7 [00:00<00:00, 12.90it/s] 17/50 3.9G 0.01512 0.8578 1.78 63 640: 71%|███████▏ | 5/7 [00:00<00:00, 12.90it/s] 17/50 3.9G 0.01512 0.8578 1.78 63 640: 100%|██████████| 7/7 [00:00<00:00, 11.87it/s] 17/50 3.9G 0.01512 0.8578 1.78 63 640: 100%|██████████| 7/7 [00:00<00:00, 11.83it/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, 9.78it/s] Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 1/1 [00:00<00:00, 9.75it/s] all 28 504 0.407 0.45 0.413 0.143
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
0%| | 0/7 [00:00<?, ?it/s] 18/50 3.89G 0.01593 0.863 1.805 380 640: 0%| | 0/7 [00:00<?, ?it/s] 18/50 3.89G 0.01593 0.863 1.805 380 640: 14%|█▍ | 1/7 [00:00<00:00, 7.26it/s] 18/50 3.89G 0.01546 0.8422 1.775 353 640: 14%|█▍ | 1/7 [00:00<00:00, 7.26it/s] 18/50 3.9G 0.01544 0.851 1.778 367 640: 14%|█▍ | 1/7 [00:00<00:00, 7.26it/s] 18/50 3.9G 0.01544 0.851 1.778 367 640: 43%|████▎ | 3/7 [00:00<00:00, 11.86it/s] 18/50 3.9G 0.01556 0.8499 1.79 355 640: 43%|████▎ | 3/7 [00:00<00:00, 11.86it/s] 18/50 3.9G 0.01547 0.8478 1.778 344 640: 43%|████▎ | 3/7 [00:00<00:00, 11.86it/s] 18/50 3.9G 0.01547 0.8478 1.778 344 640: 71%|███████▏ | 5/7 [00:00<00:00, 12.28it/s] 18/50 3.9G 0.01541 0.8415 1.771 335 640: 71%|███████▏ | 5/7 [00:00<00:00, 12.28it/s] 18/50 3.92G 0.01542 0.8498 1.767 81 640: 71%|███████▏ | 5/7 [00:00<00:00, 12.28it/s] 18/50 3.92G 0.01542 0.8498 1.767 81 640: 100%|██████████| 7/7 [00:00<00:00, 7.75it/s] 18/50 3.92G 0.01542 0.8498 1.767 81 640: 100%|██████████| 7/7 [00:00<00:00, 8.60it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 0%| | 0/1 [00:00<?, ?it/s] Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 1/1 [00:00<00:00, 10.09it/s] all 28 504 0.448 0.496 0.466 0.188
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
0%| | 0/7 [00:00<?, ?it/s] 19/50 3.98G 0.01552 0.8104 1.771 374 640: 0%| | 0/7 [00:00<?, ?it/s] 19/50 3.98G 0.01552 0.8104 1.771 374 640: 14%|█▍ | 1/7 [00:00<00:00, 8.02it/s] 19/50 3.99G 0.01525 0.807 1.754 331 640: 14%|█▍ | 1/7 [00:00<00:00, 8.02it/s] 19/50 3.99G 0.01528 0.8194 1.771 324 640: 14%|█▍ | 1/7 [00:00<00:00, 8.02it/s] 19/50 3.99G 0.01528 0.8194 1.771 324 640: 43%|████▎ | 3/7 [00:00<00:00, 5.27it/s] 19/50 3.99G 0.01521 0.8296 1.761 274 640: 43%|████▎ | 3/7 [00:00<00:00, 5.27it/s] 19/50 3.99G 0.01521 0.8271 1.757 321 640: 43%|████▎ | 3/7 [00:00<00:00, 5.27it/s] 19/50 3.99G 0.01521 0.8271 1.757 321 640: 71%|███████▏ | 5/7 [00:00<00:00, 7.81it/s] 19/50 3.99G 0.01518 0.8223 1.76 315 640: 71%|███████▏ | 5/7 [00:00<00:00, 7.81it/s] 19/50 3.99G 0.01518 0.8223 1.76 315 640: 86%|████████▌ | 6/7 [00:00<00:00, 5.74it/s] 19/50 3.99G 0.01537 0.8257 1.779 74 640: 86%|████████▌ | 6/7 [00:01<00:00, 5.74it/s] 19/50 3.99G 0.01537 0.8257 1.779 74 640: 100%|██████████| 7/7 [00:01<00:00, 6.79it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 0%| | 0/1 [00:00<?, ?it/s] Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 1/1 [00:00<00:00, 10.00it/s] all 28 504 0.392 0.53 0.386 0.147
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
0%| | 0/7 [00:00<?, ?it/s] 20/50 3.89G 0.01612 0.8335 1.885 332 640: 0%| | 0/7 [00:00<?, ?it/s] 20/50 3.89G 0.01612 0.8335 1.885 332 640: 14%|█▍ | 1/7 [00:00<00:00, 8.34it/s] 20/50 3.9G 0.01535 0.8301 1.806 289 640: 14%|█▍ | 1/7 [00:00<00:00, 8.34it/s] 20/50 3.9G 0.01537 0.8429 1.803 365 640: 14%|█▍ | 1/7 [00:00<00:00, 8.34it/s] 20/50 3.9G 0.01537 0.8429 1.803 365 640: 43%|████▎ | 3/7 [00:00<00:00, 5.09it/s] 20/50 3.9G 0.01524 0.8367 1.795 362 640: 43%|████▎ | 3/7 [00:01<00:00, 5.09it/s] 20/50 3.9G 0.01524 0.8367 1.795 362 640: 57%|█████▋ | 4/7 [00:01<00:00, 3.59it/s] 20/50 3.9G 0.01515 0.8403 1.782 353 640: 57%|█████▋ | 4/7 [00:01<00:00, 3.59it/s] 20/50 3.9G 0.01511 0.8406 1.775 337 640: 57%|█████▋ | 4/7 [00:01<00:00, 3.59it/s] 20/50 3.9G 0.01511 0.8406 1.775 337 640: 86%|████████▌ | 6/7 [00:01<00:00, 5.78it/s] 20/50 3.92G 0.01523 0.8486 1.786 90 640: 86%|████████▌ | 6/7 [00:01<00:00, 5.78it/s] 20/50 3.92G 0.01523 0.8486 1.786 90 640: 100%|██████████| 7/7 [00:01<00:00, 5.90it/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, 10.75it/s] all 28 504 0.259 0.226 0.142 0.0377
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
0%| | 0/7 [00:00<?, ?it/s] 21/50 3.93G 0.01427 0.7704 1.716 299 640: 0%| | 0/7 [00:00<?, ?it/s] 21/50 3.93G 0.01427 0.7704 1.716 299 640: 14%|█▍ | 1/7 [00:00<00:00, 7.30it/s] 21/50 3.94G 0.01485 0.8007 1.755 304 640: 14%|█▍ | 1/7 [00:00<00:00, 7.30it/s] 21/50 3.94G 0.01495 0.8074 1.757 321 640: 14%|█▍ | 1/7 [00:00<00:00, 7.30it/s] 21/50 3.94G 0.01495 0.8074 1.757 321 640: 43%|████▎ | 3/7 [00:00<00:00, 11.79it/s] 21/50 3.94G 0.01496 0.8035 1.753 304 640: 43%|████▎ | 3/7 [00:00<00:00, 11.79it/s] 21/50 3.94G 0.01509 0.8116 1.759 337 640: 43%|████▎ | 3/7 [00:01<00:00, 11.79it/s] 21/50 3.94G 0.01509 0.8116 1.759 337 640: 71%|███████▏ | 5/7 [00:01<00:00, 3.84it/s] 21/50 3.94G 0.01507 0.8071 1.761 353 640: 71%|███████▏ | 5/7 [00:01<00:00, 3.84it/s] 21/50 3.96G 0.0152 0.8149 1.768 82 640: 71%|███████▏ | 5/7 [00:01<00:00, 3.84it/s] 21/50 3.96G 0.0152 0.8149 1.768 82 640: 100%|██████████| 7/7 [00:01<00:00, 5.77it/s] 21/50 3.96G 0.0152 0.8149 1.768 82 640: 100%|██████████| 7/7 [00:01<00:00, 5.68it/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, 10.82it/s] all 28 504 0.382 0.444 0.352 0.104
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
0%| | 0/7 [00:00<?, ?it/s] 22/50 3.97G 0.01477 0.7994 1.743 308 640: 0%| | 0/7 [00:00<?, ?it/s] 22/50 3.97G 0.01477 0.7994 1.743 308 640: 14%|█▍ | 1/7 [00:00<00:01, 5.79it/s] 22/50 3.97G 0.01545 0.8004 1.794 400 640: 14%|█▍ | 1/7 [00:00<00:01, 5.79it/s] 22/50 3.97G 0.01522 0.7949 1.777 323 640: 14%|█▍ | 1/7 [00:00<00:01, 5.79it/s] 22/50 3.97G 0.01522 0.7949 1.777 323 640: 43%|████▎ | 3/7 [00:00<00:00, 10.40it/s] 22/50 3.97G 0.01523 0.7991 1.781 301 640: 43%|████▎ | 3/7 [00:00<00:00, 10.40it/s] 22/50 3.97G 0.01521 0.8003 1.785 373 640: 43%|████▎ | 3/7 [00:00<00:00, 10.40it/s] 22/50 3.97G 0.01521 0.8003 1.785 373 640: 71%|███████▏ | 5/7 [00:00<00:00, 6.48it/s] 22/50 3.97G 0.01514 0.7914 1.775 329 640: 71%|███████▏ | 5/7 [00:01<00:00, 6.48it/s] 22/50 3.97G 0.01514 0.7914 1.775 329 640: 86%|████████▌ | 6/7 [00:01<00:00, 5.08it/s] 22/50 3.99G 0.01512 0.7921 1.758 79 640: 86%|████████▌ | 6/7 [00:01<00:00, 5.08it/s] 22/50 3.99G 0.01512 0.7921 1.758 79 640: 100%|██████████| 7/7 [00:01<00:00, 6.45it/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, 9.11it/s] Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 1/1 [00:00<00:00, 8.80it/s] all 28 504 0.659 0.639 0.685 0.305
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
0%| | 0/7 [00:00<?, ?it/s] 23/50 3.95G 0.01494 0.7501 1.755 398 640: 0%| | 0/7 [00:00<?, ?it/s] 23/50 3.95G 0.01494 0.7501 1.755 398 640: 14%|█▍ | 1/7 [00:00<00:00, 7.99it/s] 23/50 3.97G 0.0156 0.8001 1.807 326 640: 14%|█▍ | 1/7 [00:00<00:00, 7.99it/s] 23/50 3.97G 0.01559 0.8187 1.801 296 640: 14%|█▍ | 1/7 [00:00<00:00, 7.99it/s] 23/50 3.97G 0.01559 0.8187 1.801 296 640: 43%|████▎ | 3/7 [00:00<00:00, 10.28it/s] 23/50 3.97G 0.01539 0.8109 1.782 290 640: 43%|████▎ | 3/7 [00:00<00:00, 10.28it/s] 23/50 3.97G 0.01527 0.8118 1.777 319 640: 43%|████▎ | 3/7 [00:00<00:00, 10.28it/s] 23/50 3.97G 0.01527 0.8118 1.777 319 640: 71%|███████▏ | 5/7 [00:00<00:00, 11.96it/s] 23/50 3.97G 0.01516 0.8082 1.775 286 640: 71%|███████▏ | 5/7 [00:00<00:00, 11.96it/s] 23/50 3.97G 0.01529 0.8085 1.785 75 640: 71%|███████▏ | 5/7 [00:00<00:00, 11.96it/s] 23/50 3.97G 0.01529 0.8085 1.785 75 640: 100%|██████████| 7/7 [00:00<00:00, 12.82it/s] 23/50 3.97G 0.01529 0.8085 1.785 75 640: 100%|██████████| 7/7 [00:00<00:00, 12.01it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 0%| | 0/1 [00:00<?, ?it/s] Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 1/1 [00:00<00:00, 10.34it/s] all 28 504 0.648 0.569 0.631 0.262
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
0%| | 0/7 [00:00<?, ?it/s] 24/50 3.96G 0.01539 0.8327 1.827 314 640: 0%| | 0/7 [00:00<?, ?it/s] 24/50 3.96G 0.01539 0.8327 1.827 314 640: 14%|█▍ | 1/7 [00:00<00:00, 8.67it/s] 24/50 3.97G 0.01537 0.8178 1.809 335 640: 14%|█▍ | 1/7 [00:00<00:00, 8.67it/s] 24/50 3.97G 0.01521 0.8157 1.783 287 640: 14%|█▍ | 1/7 [00:00<00:00, 8.67it/s] 24/50 3.97G 0.01521 0.8157 1.783 287 640: 43%|████▎ | 3/7 [00:00<00:00, 11.72it/s] 24/50 3.97G 0.015 0.8101 1.767 336 640: 43%|████▎ | 3/7 [00:00<00:00, 11.72it/s] 24/50 3.97G 0.0151 0.8109 1.773 373 640: 43%|████▎ | 3/7 [00:00<00:00, 11.72it/s] 24/50 3.97G 0.0151 0.8109 1.773 373 640: 71%|███████▏ | 5/7 [00:00<00:00, 13.30it/s] 24/50 3.97G 0.01516 0.8067 1.775 358 640: 71%|███████▏ | 5/7 [00:00<00:00, 13.30it/s] 24/50 3.98G 0.0152 0.8033 1.778 85 640: 71%|███████▏ | 5/7 [00:00<00:00, 13.30it/s] 24/50 3.98G 0.0152 0.8033 1.778 85 640: 100%|██████████| 7/7 [00:00<00:00, 14.62it/s] 24/50 3.98G 0.0152 0.8033 1.778 85 640: 100%|██████████| 7/7 [00:00<00:00, 13.60it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 0%| | 0/1 [00:00<?, ?it/s] Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 1/1 [00:00<00:00, 10.99it/s] all 28 504 0.588 0.613 0.616 0.264
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
0%| | 0/7 [00:00<?, ?it/s] 25/50 3.93G 0.01505 0.7685 1.769 375 640: 0%| | 0/7 [00:00<?, ?it/s] 25/50 3.93G 0.01505 0.7685 1.769 375 640: 14%|█▍ | 1/7 [00:00<00:00, 8.34it/s] 25/50 3.94G 0.01471 0.7691 1.746 305 640: 14%|█▍ | 1/7 [00:00<00:00, 8.34it/s] 25/50 3.94G 0.01468 0.7708 1.741 332 640: 14%|█▍ | 1/7 [00:00<00:00, 8.34it/s] 25/50 3.94G 0.01468 0.7708 1.741 332 640: 43%|████▎ | 3/7 [00:00<00:00, 12.16it/s] 25/50 3.94G 0.01489 0.769 1.75 338 640: 43%|████▎ | 3/7 [00:00<00:00, 12.16it/s] 25/50 3.94G 0.01494 0.7779 1.755 324 640: 43%|████▎ | 3/7 [00:00<00:00, 12.16it/s] 25/50 3.94G 0.01494 0.7779 1.755 324 640: 71%|███████▏ | 5/7 [00:00<00:00, 12.90it/s] 25/50 3.94G 0.01495 0.7825 1.756 325 640: 71%|███████▏ | 5/7 [00:00<00:00, 12.90it/s] 25/50 3.96G 0.01491 0.7822 1.757 70 640: 71%|███████▏ | 5/7 [00:00<00:00, 12.90it/s] 25/50 3.96G 0.01491 0.7822 1.757 70 640: 100%|██████████| 7/7 [00:00<00:00, 14.75it/s] 25/50 3.96G 0.01491 0.7822 1.757 70 640: 100%|██████████| 7/7 [00:00<00:00, 13.63it/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, 10.13it/s] all 28 504 0.646 0.645 0.657 0.286
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
0%| | 0/7 [00:00<?, ?it/s] 26/50 3.88G 0.01545 0.8199 1.797 335 640: 0%| | 0/7 [00:00<?, ?it/s] 26/50 3.88G 0.01545 0.8199 1.797 335 640: 14%|█▍ | 1/7 [00:00<00:00, 7.70it/s] 26/50 3.88G 0.01511 0.8008 1.773 348 640: 14%|█▍ | 1/7 [00:00<00:00, 7.70it/s] 26/50 3.89G 0.0151 0.7972 1.777 336 640: 14%|█▍ | 1/7 [00:00<00:00, 7.70it/s] 26/50 3.89G 0.0151 0.7972 1.777 336 640: 43%|████▎ | 3/7 [00:00<00:00, 11.90it/s] 26/50 3.89G 0.01494 0.7911 1.769 295 640: 43%|████▎ | 3/7 [00:00<00:00, 11.90it/s] 26/50 3.89G 0.01495 0.7927 1.772 345 640: 43%|████▎ | 3/7 [00:00<00:00, 11.90it/s] 26/50 3.89G 0.01495 0.7927 1.772 345 640: 71%|███████▏ | 5/7 [00:00<00:00, 6.59it/s] 26/50 3.89G 0.01503 0.7938 1.777 351 640: 71%|███████▏ | 5/7 [00:00<00:00, 6.59it/s] 26/50 3.89G 0.01503 0.7938 1.777 351 640: 86%|████████▌ | 6/7 [00:00<00:00, 5.64it/s] 26/50 3.91G 0.01517 0.7885 1.783 95 640: 86%|████████▌ | 6/7 [00:00<00:00, 5.64it/s] 26/50 3.91G 0.01517 0.7885 1.783 95 640: 100%|██████████| 7/7 [00:00<00:00, 7.10it/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, 10.54it/s] all 28 504 0.675 0.657 0.701 0.32
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
0%| | 0/7 [00:00<?, ?it/s] 27/50 3.96G 0.01602 0.7842 1.836 327 640: 0%| | 0/7 [00:00<?, ?it/s] 27/50 3.96G 0.01602 0.7842 1.836 327 640: 14%|█▍ | 1/7 [00:00<00:00, 8.60it/s] 27/50 3.98G 0.01573 0.7817 1.814 319 640: 14%|█▍ | 1/7 [00:00<00:00, 8.60it/s] 27/50 3.98G 0.01518 0.7789 1.769 262 640: 14%|█▍ | 1/7 [00:00<00:00, 8.60it/s] 27/50 3.98G 0.01518 0.7789 1.769 262 640: 43%|████▎ | 3/7 [00:00<00:00, 11.94it/s] 27/50 3.98G 0.01495 0.7724 1.75 339 640: 43%|████▎ | 3/7 [00:00<00:00, 11.94it/s] 27/50 3.98G 0.01482 0.7713 1.74 310 640: 43%|████▎ | 3/7 [00:00<00:00, 11.94it/s] 27/50 3.98G 0.01482 0.7713 1.74 310 640: 71%|███████▏ | 5/7 [00:00<00:00, 10.21it/s] 27/50 3.98G 0.01476 0.772 1.736 329 640: 71%|███████▏ | 5/7 [00:00<00:00, 10.21it/s] 27/50 3.98G 0.01472 0.7772 1.735 89 640: 71%|███████▏ | 5/7 [00:00<00:00, 10.21it/s] 27/50 3.98G 0.01472 0.7772 1.735 89 640: 100%|██████████| 7/7 [00:00<00:00, 7.70it/s] 27/50 3.98G 0.01472 0.7772 1.735 89 640: 100%|██████████| 7/7 [00:00<00:00, 8.43it/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, 10.67it/s] all 28 504 0.616 0.696 0.687 0.28
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
0%| | 0/7 [00:00<?, ?it/s] 28/50 3.88G 0.01474 0.7658 1.736 335 640: 0%| | 0/7 [00:00<?, ?it/s] 28/50 3.88G 0.01474 0.7658 1.736 335 640: 14%|█▍ | 1/7 [00:00<00:00, 7.65it/s] 28/50 3.9G 0.01479 0.7691 1.757 365 640: 14%|█▍ | 1/7 [00:00<00:00, 7.65it/s] 28/50 3.9G 0.01456 0.7585 1.733 314 640: 14%|█▍ | 1/7 [00:00<00:00, 7.65it/s] 28/50 3.9G 0.01456 0.7585 1.733 314 640: 43%|████▎ | 3/7 [00:00<00:00, 11.38it/s] 28/50 3.9G 0.01461 0.7602 1.733 305 640: 43%|████▎ | 3/7 [00:00<00:00, 11.38it/s] 28/50 3.9G 0.01482 0.7691 1.751 342 640: 43%|████▎ | 3/7 [00:00<00:00, 11.38it/s] 28/50 3.9G 0.01482 0.7691 1.751 342 640: 71%|███████▏ | 5/7 [00:00<00:00, 11.92it/s] 28/50 3.9G 0.01482 0.7676 1.742 274 640: 71%|███████▏ | 5/7 [00:00<00:00, 11.92it/s] 28/50 3.91G 0.01496 0.7672 1.759 103 640: 71%|███████▏ | 5/7 [00:00<00:00, 11.92it/s] 28/50 3.91G 0.01496 0.7672 1.759 103 640: 100%|██████████| 7/7 [00:00<00:00, 9.44it/s] 28/50 3.91G 0.01496 0.7672 1.759 103 640: 100%|██████████| 7/7 [00:00<00:00, 9.88it/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, 10.66it/s] all 28 504 0.638 0.567 0.653 0.306
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
0%| | 0/7 [00:00<?, ?it/s] 29/50 3.94G 0.0152 0.7458 1.743 385 640: 0%| | 0/7 [00:00<?, ?it/s] 29/50 3.94G 0.0152 0.7458 1.743 385 640: 14%|█▍ | 1/7 [00:00<00:00, 7.81it/s] 29/50 3.95G 0.01504 0.7433 1.738 365 640: 14%|█▍ | 1/7 [00:00<00:00, 7.81it/s] 29/50 3.95G 0.01493 0.7432 1.741 319 640: 14%|█▍ | 1/7 [00:00<00:00, 7.81it/s] 29/50 3.95G 0.01493 0.7432 1.741 319 640: 43%|████▎ | 3/7 [00:00<00:00, 12.13it/s] 29/50 3.95G 0.01453 0.7441 1.714 259 640: 43%|████▎ | 3/7 [00:00<00:00, 12.13it/s] 29/50 3.95G 0.01454 0.7451 1.714 407 640: 43%|████▎ | 3/7 [00:00<00:00, 12.13it/s] 29/50 3.95G 0.01454 0.7451 1.714 407 640: 71%|███████▏ | 5/7 [00:00<00:00, 4.71it/s] 29/50 3.95G 0.01455 0.744 1.709 426 640: 71%|███████▏ | 5/7 [00:01<00:00, 4.71it/s] 29/50 3.95G 0.01455 0.744 1.709 426 640: 86%|████████▌ | 6/7 [00:01<00:00, 4.29it/s] 29/50 3.97G 0.01463 0.7468 1.705 52 640: 86%|████████▌ | 6/7 [00:01<00:00, 4.29it/s] 29/50 3.97G 0.01463 0.7468 1.705 52 640: 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, 10.81it/s] all 28 504 0.582 0.53 0.6 0.269
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
0%| | 0/7 [00:00<?, ?it/s] 30/50 3.94G 0.01442 0.7109 1.663 328 640: 0%| | 0/7 [00:00<?, ?it/s] 30/50 3.94G 0.01442 0.7109 1.663 328 640: 14%|█▍ | 1/7 [00:00<00:00, 7.03it/s] 30/50 3.94G 0.01454 0.7181 1.689 322 640: 14%|█▍ | 1/7 [00:00<00:00, 7.03it/s] 30/50 3.94G 0.01448 0.7099 1.682 283 640: 14%|█▍ | 1/7 [00:00<00:00, 7.03it/s] 30/50 3.94G 0.01448 0.7099 1.682 283 640: 43%|████▎ | 3/7 [00:00<00:00, 11.39it/s] 30/50 3.94G 0.01469 0.721 1.701 362 640: 43%|████▎ | 3/7 [00:00<00:00, 11.39it/s] 30/50 3.94G 0.01453 0.726 1.683 240 640: 43%|████▎ | 3/7 [00:00<00:00, 11.39it/s] 30/50 3.94G 0.01453 0.726 1.683 240 640: 71%|███████▏ | 5/7 [00:00<00:00, 12.20it/s] 30/50 3.94G 0.01445 0.7316 1.679 336 640: 71%|███████▏ | 5/7 [00:00<00:00, 12.20it/s] 30/50 3.96G 0.01469 0.7462 1.698 115 640: 71%|███████▏ | 5/7 [00:01<00:00, 12.20it/s] 30/50 3.96G 0.01469 0.7462 1.698 115 640: 100%|██████████| 7/7 [00:01<00:00, 5.76it/s] 30/50 3.96G 0.01469 0.7462 1.698 115 640: 100%|██████████| 7/7 [00:01<00:00, 6.80it/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, 10.48it/s] all 28 504 0.631 0.633 0.679 0.307
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
0%| | 0/7 [00:00<?, ?it/s] 31/50 3.88G 0.01472 0.7451 1.732 375 640: 0%| | 0/7 [00:00<?, ?it/s] 31/50 3.88G 0.01472 0.7451 1.732 375 640: 14%|█▍ | 1/7 [00:00<00:00, 8.52it/s] 31/50 3.9G 0.01439 0.729 1.705 350 640: 14%|█▍ | 1/7 [00:00<00:00, 8.52it/s] 31/50 3.9G 0.01413 0.722 1.686 260 640: 14%|█▍ | 1/7 [00:00<00:00, 8.52it/s] 31/50 3.9G 0.01413 0.722 1.686 260 640: 43%|████▎ | 3/7 [00:00<00:00, 11.18it/s] 31/50 3.9G 0.01447 0.7275 1.716 302 640: 43%|████▎ | 3/7 [00:00<00:00, 11.18it/s] 31/50 3.9G 0.01454 0.7324 1.716 331 640: 43%|████▎ | 3/7 [00:00<00:00, 11.18it/s] 31/50 3.9G 0.01454 0.7324 1.716 331 640: 71%|███████▏ | 5/7 [00:00<00:00, 12.30it/s] 31/50 3.9G 0.01449 0.7349 1.715 321 640: 71%|███████▏ | 5/7 [00:00<00:00, 12.30it/s] 31/50 3.9G 0.01433 0.7338 1.709 82 640: 71%|███████▏ | 5/7 [00:00<00:00, 12.30it/s] 31/50 3.9G 0.01433 0.7338 1.709 82 640: 100%|██████████| 7/7 [00:00<00:00, 13.36it/s] 31/50 3.9G 0.01433 0.7338 1.709 82 640: 100%|██████████| 7/7 [00:00<00:00, 12.58it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 0%| | 0/1 [00:00<?, ?it/s] Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 1/1 [00:00<00:00, 10.68it/s] all 28 504 0.604 0.603 0.638 0.287
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
0%| | 0/7 [00:00<?, ?it/s] 32/50 3.88G 0.01446 0.7366 1.713 345 640: 0%| | 0/7 [00:00<?, ?it/s] 32/50 3.88G 0.01446 0.7366 1.713 345 640: 14%|█▍ | 1/7 [00:00<00:00, 8.65it/s] 32/50 3.89G 0.01425 0.7309 1.706 318 640: 14%|█▍ | 1/7 [00:00<00:00, 8.65it/s] 32/50 3.89G 0.01447 0.7384 1.73 345 640: 14%|█▍ | 1/7 [00:00<00:00, 8.65it/s] 32/50 3.89G 0.01447 0.7384 1.73 345 640: 43%|████▎ | 3/7 [00:00<00:00, 11.37it/s] 32/50 3.89G 0.01463 0.7504 1.729 341 640: 43%|████▎ | 3/7 [00:00<00:00, 11.37it/s] 32/50 3.89G 0.01463 0.743 1.73 358 640: 43%|████▎ | 3/7 [00:00<00:00, 11.37it/s] 32/50 3.89G 0.01463 0.743 1.73 358 640: 71%|███████▏ | 5/7 [00:00<00:00, 11.74it/s] 32/50 3.89G 0.01455 0.7388 1.727 357 640: 71%|███████▏ | 5/7 [00:01<00:00, 11.74it/s] 32/50 3.91G 0.01465 0.7376 1.736 118 640: 71%|███████▏ | 5/7 [00:01<00:00, 11.74it/s] 32/50 3.91G 0.01465 0.7376 1.736 118 640: 100%|██████████| 7/7 [00:01<00:00, 4.44it/s] 32/50 3.91G 0.01465 0.7376 1.736 118 640: 100%|██████████| 7/7 [00:01<00:00, 5.51it/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, 10.11it/s] all 28 504 0.588 0.601 0.623 0.28
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
0%| | 0/7 [00:00<?, ?it/s] 33/50 3.96G 0.01477 0.7108 1.746 373 640: 0%| | 0/7 [00:00<?, ?it/s] 33/50 3.96G 0.01477 0.7108 1.746 373 640: 14%|█▍ | 1/7 [00:00<00:00, 6.99it/s] 33/50 3.97G 0.01412 0.7001 1.663 271 640: 14%|█▍ | 1/7 [00:00<00:00, 6.99it/s] 33/50 3.97G 0.01457 0.7206 1.706 363 640: 14%|█▍ | 1/7 [00:00<00:00, 6.99it/s] 33/50 3.97G 0.01457 0.7206 1.706 363 640: 43%|████▎ | 3/7 [00:00<00:00, 10.97it/s] 33/50 3.97G 0.01437 0.7137 1.684 307 640: 43%|████▎ | 3/7 [00:00<00:00, 10.97it/s] 33/50 3.97G 0.01433 0.7137 1.687 343 640: 43%|████▎ | 3/7 [00:00<00:00, 10.97it/s] 33/50 3.97G 0.01433 0.7137 1.687 343 640: 71%|███████▏ | 5/7 [00:00<00:00, 11.72it/s] 33/50 3.97G 0.01421 0.7181 1.682 255 640: 71%|███████▏ | 5/7 [00:00<00:00, 11.72it/s] 33/50 3.99G 0.0144 0.7309 1.699 106 640: 71%|███████▏ | 5/7 [00:00<00:00, 11.72it/s] 33/50 3.99G 0.0144 0.7309 1.699 106 640: 100%|██████████| 7/7 [00:00<00:00, 13.22it/s] 33/50 3.99G 0.0144 0.7309 1.699 106 640: 100%|██████████| 7/7 [00:00<00:00, 12.20it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 0%| | 0/1 [00:00<?, ?it/s] Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 1/1 [00:00<00:00, 9.34it/s] Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 1/1 [00:00<00:00, 9.26it/s] all 28 504 0.571 0.621 0.645 0.289
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
0%| | 0/7 [00:00<?, ?it/s] 34/50 3.98G 0.01464 0.8019 1.705 330 640: 0%| | 0/7 [00:00<?, ?it/s] 34/50 3.98G 0.01464 0.8019 1.705 330 640: 14%|█▍ | 1/7 [00:00<00:00, 6.99it/s] 34/50 3.98G 0.0141 0.7682 1.678 305 640: 14%|█▍ | 1/7 [00:00<00:00, 6.99it/s] 34/50 3.98G 0.01398 0.7617 1.677 318 640: 14%|█▍ | 1/7 [00:00<00:00, 6.99it/s] 34/50 3.98G 0.01398 0.7617 1.677 318 640: 43%|████▎ | 3/7 [00:00<00:00, 11.01it/s] 34/50 3.98G 0.01398 0.7597 1.677 341 640: 43%|████▎ | 3/7 [00:00<00:00, 11.01it/s] 34/50 3.98G 0.01405 0.7571 1.675 304 640: 43%|████▎ | 3/7 [00:00<00:00, 11.01it/s] 34/50 3.98G 0.01405 0.7571 1.675 304 640: 71%|███████▏ | 5/7 [00:00<00:00, 11.59it/s] 34/50 3.98G 0.01414 0.7574 1.684 379 640: 71%|███████▏ | 5/7 [00:00<00:00, 11.59it/s] 34/50 4G 0.01419 0.7706 1.683 100 640: 71%|███████▏ | 5/7 [00:00<00:00, 11.59it/s] 34/50 4G 0.01419 0.7706 1.683 100 640: 100%|██████████| 7/7 [00:00<00:00, 7.18it/s] 34/50 4G 0.01419 0.7706 1.683 100 640: 100%|██████████| 7/7 [00:00<00:00, 8.00it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 0%| | 0/1 [00:00<?, ?it/s] Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 1/1 [00:00<00:00, 8.14it/s] Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 1/1 [00:00<00:00, 8.09it/s] all 28 504 0.475 0.633 0.572 0.257
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
0%| | 0/7 [00:00<?, ?it/s] 35/50 3.95G 0.01468 0.789 1.765 382 640: 0%| | 0/7 [00:00<?, ?it/s] 35/50 3.95G 0.01468 0.789 1.765 382 640: 14%|█▍ | 1/7 [00:00<00:00, 8.19it/s] 35/50 3.96G 0.01476 0.8019 1.758 351 640: 14%|█▍ | 1/7 [00:00<00:00, 8.19it/s] 35/50 3.96G 0.01462 0.7843 1.748 275 640: 14%|█▍ | 1/7 [00:00<00:00, 8.19it/s] 35/50 3.96G 0.01462 0.7843 1.748 275 640: 43%|████▎ | 3/7 [00:00<00:00, 10.80it/s] 35/50 3.96G 0.01445 0.77 1.738 269 640: 43%|████▎ | 3/7 [00:00<00:00, 10.80it/s] 35/50 3.96G 0.01445 0.7651 1.738 355 640: 43%|████▎ | 3/7 [00:00<00:00, 10.80it/s] 35/50 3.96G 0.01445 0.7651 1.738 355 640: 71%|███████▏ | 5/7 [00:00<00:00, 8.11it/s] 35/50 3.96G 0.01427 0.7576 1.723 296 640: 71%|███████▏ | 5/7 [00:00<00:00, 8.11it/s] 35/50 3.96G 0.01436 0.7544 1.729 107 640: 71%|███████▏ | 5/7 [00:00<00:00, 8.11it/s] 35/50 3.96G 0.01436 0.7544 1.729 107 640: 100%|██████████| 7/7 [00:00<00:00, 9.95it/s] 35/50 3.96G 0.01436 0.7544 1.729 107 640: 100%|██████████| 7/7 [00:00<00:00, 9.58it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 0%| | 0/1 [00:00<?, ?it/s] Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 1/1 [00:00<00:00, 8.65it/s] Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 1/1 [00:00<00:00, 8.61it/s] all 28 504 0.642 0.608 0.665 0.282
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
0%| | 0/7 [00:00<?, ?it/s] 36/50 3.88G 0.01385 0.7269 1.68 322 640: 0%| | 0/7 [00:00<?, ?it/s] 36/50 3.88G 0.01385 0.7269 1.68 322 640: 14%|█▍ | 1/7 [00:00<00:00, 7.99it/s] 36/50 3.89G 0.01411 0.7454 1.693 289 640: 14%|█▍ | 1/7 [00:00<00:00, 7.99it/s] 36/50 3.89G 0.01446 0.7568 1.719 426 640: 14%|█▍ | 1/7 [00:00<00:00, 7.99it/s] 36/50 3.89G 0.01446 0.7568 1.719 426 640: 43%|████▎ | 3/7 [00:00<00:00, 11.11it/s] 36/50 3.89G 0.01445 0.745 1.718 290 640: 43%|████▎ | 3/7 [00:00<00:00, 11.11it/s] 36/50 3.89G 0.01448 0.7405 1.721 379 640: 43%|████▎ | 3/7 [00:00<00:00, 11.11it/s] 36/50 3.89G 0.01448 0.7405 1.721 379 640: 71%|███████▏ | 5/7 [00:00<00:00, 11.53it/s] 36/50 3.89G 0.01436 0.7388 1.705 313 640: 71%|███████▏ | 5/7 [00:01<00:00, 11.53it/s] 36/50 3.9G 0.01439 0.7389 1.705 76 640: 71%|███████▏ | 5/7 [00:01<00:00, 11.53it/s] 36/50 3.9G 0.01439 0.7389 1.705 76 640: 100%|██████████| 7/7 [00:01<00:00, 5.04it/s] 36/50 3.9G 0.01439 0.7389 1.705 76 640: 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, 10.39it/s] all 28 504 0.607 0.611 0.653 0.3
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
0%| | 0/7 [00:00<?, ?it/s] 37/50 3.92G 0.01398 0.7356 1.657 362 640: 0%| | 0/7 [00:00<?, ?it/s] 37/50 3.92G 0.01398 0.7356 1.657 362 640: 14%|█▍ | 1/7 [00:00<00:00, 7.71it/s] 37/50 3.94G 0.01443 0.7519 1.687 369 640: 14%|█▍ | 1/7 [00:00<00:00, 7.71it/s] 37/50 3.94G 0.01419 0.7347 1.674 275 640: 14%|█▍ | 1/7 [00:00<00:00, 7.71it/s] 37/50 3.94G 0.01419 0.7347 1.674 275 640: 43%|████▎ | 3/7 [00:00<00:00, 11.39it/s] 37/50 3.94G 0.0141 0.7232 1.666 306 640: 43%|████▎ | 3/7 [00:00<00:00, 11.39it/s] 37/50 3.94G 0.01427 0.7254 1.677 329 640: 43%|████▎ | 3/7 [00:00<00:00, 11.39it/s] 37/50 3.94G 0.01427 0.7254 1.677 329 640: 71%|███████▏ | 5/7 [00:00<00:00, 12.02it/s] 37/50 3.94G 0.01423 0.7267 1.675 360 640: 71%|███████▏ | 5/7 [00:00<00:00, 12.02it/s] 37/50 3.95G 0.01425 0.7284 1.671 66 640: 71%|███████▏ | 5/7 [00:00<00:00, 12.02it/s] 37/50 3.95G 0.01425 0.7284 1.671 66 640: 100%|██████████| 7/7 [00:00<00:00, 10.97it/s] 37/50 3.95G 0.01425 0.7284 1.671 66 640: 100%|██████████| 7/7 [00:00<00:00, 10.97it/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, 10.39it/s] all 28 504 0.621 0.597 0.658 0.308
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
0%| | 0/7 [00:00<?, ?it/s] 38/50 3.89G 0.01451 0.7664 1.678 386 640: 0%| | 0/7 [00:00<?, ?it/s] 38/50 3.89G 0.01451 0.7664 1.678 386 640: 14%|█▍ | 1/7 [00:00<00:00, 6.87it/s] 38/50 3.89G 0.01459 0.7529 1.7 327 640: 14%|█▍ | 1/7 [00:00<00:00, 6.87it/s] 38/50 3.9G 0.0146 0.7394 1.701 396 640: 14%|█▍ | 1/7 [00:00<00:00, 6.87it/s] 38/50 3.9G 0.0146 0.7394 1.701 396 640: 43%|████▎ | 3/7 [00:00<00:00, 11.05it/s] 38/50 3.9G 0.01467 0.7452 1.71 381 640: 43%|████▎ | 3/7 [00:00<00:00, 11.05it/s] 38/50 3.9G 0.01465 0.7401 1.707 271 640: 43%|████▎ | 3/7 [00:00<00:00, 11.05it/s] 38/50 3.9G 0.01465 0.7401 1.707 271 640: 71%|███████▏ | 5/7 [00:00<00:00, 4.49it/s] 38/50 3.9G 0.01463 0.7432 1.712 350 640: 71%|███████▏ | 5/7 [00:01<00:00, 4.49it/s] 38/50 3.92G 0.01464 0.7468 1.711 94 640: 71%|███████▏ | 5/7 [00:01<00:00, 4.49it/s] 38/50 3.92G 0.01464 0.7468 1.711 94 640: 100%|██████████| 7/7 [00:01<00:00, 6.47it/s] 38/50 3.92G 0.01464 0.7468 1.711 94 640: 100%|██████████| 7/7 [00:01<00:00, 6.32it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 0%| | 0/1 [00:00<?, ?it/s] Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 1/1 [00:00<00:00, 10.18it/s] all 28 504 0.614 0.601 0.624 0.277
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
0%| | 0/7 [00:00<?, ?it/s] 39/50 3.88G 0.01421 0.776 1.678 324 640: 0%| | 0/7 [00:00<?, ?it/s] 39/50 3.88G 0.01421 0.776 1.678 324 640: 14%|█▍ | 1/7 [00:00<00:00, 8.29it/s] 39/50 3.89G 0.01448 0.7508 1.712 293 640: 14%|█▍ | 1/7 [00:00<00:00, 8.29it/s] 39/50 3.89G 0.01445 0.7504 1.709 316 640: 14%|█▍ | 1/7 [00:00<00:00, 8.29it/s] 39/50 3.89G 0.01445 0.7504 1.709 316 640: 43%|████▎ | 3/7 [00:00<00:00, 11.17it/s] 39/50 3.89G 0.01448 0.7449 1.714 371 640: 43%|████▎ | 3/7 [00:00<00:00, 11.17it/s] 39/50 3.89G 0.0144 0.7366 1.705 293 640: 43%|████▎ | 3/7 [00:00<00:00, 11.17it/s] 39/50 3.89G 0.0144 0.7366 1.705 293 640: 71%|███████▏ | 5/7 [00:00<00:00, 9.15it/s] 39/50 3.89G 0.0145 0.7396 1.712 378 640: 71%|███████▏ | 5/7 [00:00<00:00, 9.15it/s] 39/50 3.89G 0.01458 0.7402 1.717 82 640: 71%|███████▏ | 5/7 [00:00<00:00, 9.15it/s] 39/50 3.89G 0.01458 0.7402 1.717 82 640: 100%|██████████| 7/7 [00:00<00:00, 11.18it/s] 39/50 3.89G 0.01458 0.7402 1.717 82 640: 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, 10.70it/s] all 28 504 0.595 0.646 0.632 0.279
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
0%| | 0/7 [00:00<?, ?it/s] 40/50 3.88G 0.01458 0.7392 1.755 292 640: 0%| | 0/7 [00:00<?, ?it/s] 40/50 3.88G 0.01458 0.7392 1.755 292 640: 14%|█▍ | 1/7 [00:00<00:00, 8.51it/s] 40/50 3.89G 0.01433 0.7292 1.724 280 640: 14%|█▍ | 1/7 [00:00<00:00, 8.51it/s] 40/50 3.89G 0.0141 0.7133 1.69 296 640: 14%|█▍ | 1/7 [00:00<00:00, 8.51it/s] 40/50 3.89G 0.0141 0.7133 1.69 296 640: 43%|████▎ | 3/7 [00:00<00:00, 11.13it/s] 40/50 3.89G 0.01414 0.7171 1.68 349 640: 43%|████▎ | 3/7 [00:00<00:00, 11.13it/s] 40/50 3.89G 0.01436 0.7279 1.705 337 640: 43%|████▎ | 3/7 [00:00<00:00, 11.13it/s] 40/50 3.89G 0.01436 0.7279 1.705 337 640: 71%|███████▏ | 5/7 [00:00<00:00, 8.05it/s] 40/50 3.89G 0.0144 0.727 1.708 342 640: 71%|███████▏ | 5/7 [00:01<00:00, 8.05it/s] 40/50 3.89G 0.0144 0.727 1.708 342 640: 86%|████████▌ | 6/7 [00:01<00:00, 3.49it/s] 40/50 3.91G 0.01453 0.7237 1.704 66 640: 86%|████████▌ | 6/7 [00:01<00:00, 3.49it/s] 40/50 3.91G 0.01453 0.7237 1.704 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, 10.62it/s] all 28 504 0.625 0.55 0.635 0.3
Closing dataloader mosaic
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
0%| | 0/7 [00:00<?, ?it/s] 41/50 3.83G 0.01272 0.6812 1.553 188 640: 0%| | 0/7 [00:00<?, ?it/s] 41/50 3.83G 0.01272 0.6812 1.553 188 640: 14%|█▍ | 1/7 [00:00<00:01, 4.34it/s] 41/50 3.85G 0.01294 0.7005 1.568 164 640: 14%|█▍ | 1/7 [00:00<00:01, 4.34it/s] 41/50 3.85G 0.01311 0.7044 1.585 165 640: 14%|█▍ | 1/7 [00:00<00:01, 4.34it/s] 41/50 3.85G 0.01311 0.7044 1.585 165 640: 43%|████▎ | 3/7 [00:00<00:00, 8.05it/s] 41/50 3.85G 0.01284 0.7056 1.565 145 640: 43%|████▎ | 3/7 [00:00<00:00, 8.05it/s] 41/50 3.85G 0.01284 0.7056 1.565 145 640: 57%|█████▋ | 4/7 [00:00<00:00, 8.30it/s] 41/50 3.85G 0.01312 0.717 1.584 142 640: 57%|█████▋ | 4/7 [00:00<00:00, 8.30it/s] 41/50 3.85G 0.01317 0.7113 1.583 186 640: 57%|█████▋ | 4/7 [00:00<00:00, 8.30it/s] 41/50 3.85G 0.01317 0.7113 1.583 186 640: 86%|████████▌ | 6/7 [00:00<00:00, 10.57it/s] 41/50 3.86G 0.01311 0.721 1.578 35 640: 86%|████████▌ | 6/7 [00:00<00:00, 10.57it/s] 41/50 3.86G 0.01311 0.721 1.578 35 640: 100%|██████████| 7/7 [00:00<00:00, 9.87it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 0%| | 0/1 [00:00<?, ?it/s] Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 1/1 [00:00<00:00, 10.32it/s] all 28 504 0.582 0.553 0.605 0.279
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
0%| | 0/7 [00:00<?, ?it/s] 42/50 3.82G 0.01317 0.6973 1.506 146 640: 0%| | 0/7 [00:00<?, ?it/s] 42/50 3.82G 0.01317 0.6973 1.506 146 640: 14%|█▍ | 1/7 [00:00<00:00, 7.89it/s] 42/50 3.82G 0.01235 0.6591 1.452 174 640: 14%|█▍ | 1/7 [00:00<00:00, 7.89it/s] 42/50 3.82G 0.01235 0.6591 1.452 174 640: 29%|██▊ | 2/7 [00:00<00:01, 4.28it/s] 42/50 3.82G 0.01235 0.6387 1.469 174 640: 29%|██▊ | 2/7 [00:00<00:01, 4.28it/s] 42/50 3.82G 0.01251 0.6501 1.495 152 640: 29%|██▊ | 2/7 [00:00<00:01, 4.28it/s] 42/50 3.82G 0.01251 0.6501 1.495 152 640: 57%|█████▋ | 4/7 [00:00<00:00, 7.63it/s] 42/50 3.82G 0.01245 0.6424 1.491 170 640: 57%|█████▋ | 4/7 [00:00<00:00, 7.63it/s] 42/50 3.82G 0.01259 0.6362 1.505 175 640: 57%|█████▋ | 4/7 [00:00<00:00, 7.63it/s] 42/50 3.82G 0.01259 0.6362 1.505 175 640: 86%|████████▌ | 6/7 [00:00<00:00, 9.42it/s] 42/50 3.84G 0.01292 0.6311 1.539 33 640: 86%|████████▌ | 6/7 [00:00<00:00, 9.42it/s] 42/50 3.84G 0.01292 0.6311 1.539 33 640: 100%|██████████| 7/7 [00:00<00:00, 9.03it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 0%| | 0/1 [00:00<?, ?it/s] Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 1/1 [00:00<00:00, 9.71it/s] Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 1/1 [00:00<00:00, 9.69it/s] all 28 504 0.688 0.622 0.689 0.32
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
0%| | 0/7 [00:00<?, ?it/s] 43/50 3.87G 0.01375 0.6335 1.616 202 640: 0%| | 0/7 [00:00<?, ?it/s] 43/50 3.87G 0.01375 0.6335 1.616 202 640: 14%|█▍ | 1/7 [00:00<00:00, 8.95it/s] 43/50 3.88G 0.01309 0.6202 1.56 131 640: 14%|█▍ | 1/7 [00:00<00:00, 8.95it/s] 43/50 3.88G 0.01317 0.6186 1.555 175 640: 14%|█▍ | 1/7 [00:00<00:00, 8.95it/s] 43/50 3.88G 0.01317 0.6186 1.555 175 640: 43%|████▎ | 3/7 [00:00<00:01, 3.33it/s] 43/50 3.88G 0.01313 0.618 1.559 186 640: 43%|████▎ | 3/7 [00:00<00:01, 3.33it/s] 43/50 3.88G 0.01308 0.6144 1.544 201 640: 43%|████▎ | 3/7 [00:00<00:01, 3.33it/s] 43/50 3.88G 0.01308 0.6144 1.544 201 640: 71%|███████▏ | 5/7 [00:00<00:00, 5.49it/s] 43/50 3.88G 0.0131 0.609 1.553 138 640: 71%|███████▏ | 5/7 [00:01<00:00, 5.49it/s] 43/50 3.88G 0.01308 0.6007 1.567 35 640: 71%|███████▏ | 5/7 [00:01<00:00, 5.49it/s] 43/50 3.88G 0.01308 0.6007 1.567 35 640: 100%|██████████| 7/7 [00:01<00:00, 7.60it/s] 43/50 3.88G 0.01308 0.6007 1.567 35 640: 100%|██████████| 7/7 [00:01<00:00, 6.30it/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, 10.30it/s] all 28 504 0.572 0.669 0.646 0.284
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
0%| | 0/7 [00:00<?, ?it/s] 44/50 3.85G 0.01285 0.5991 1.573 169 640: 0%| | 0/7 [00:00<?, ?it/s] 44/50 3.85G 0.01285 0.5991 1.573 169 640: 14%|█▍ | 1/7 [00:00<00:00, 8.75it/s] 44/50 3.87G 0.01292 0.5988 1.537 182 640: 14%|█▍ | 1/7 [00:00<00:00, 8.75it/s] 44/50 3.87G 0.01266 0.5831 1.522 161 640: 14%|█▍ | 1/7 [00:00<00:00, 8.75it/s] 44/50 3.87G 0.01266 0.5831 1.522 161 640: 43%|████▎ | 3/7 [00:00<00:00, 11.49it/s] 44/50 3.87G 0.01268 0.5758 1.527 174 640: 43%|████▎ | 3/7 [00:00<00:00, 11.49it/s] 44/50 3.87G 0.01256 0.5718 1.53 157 640: 43%|████▎ | 3/7 [00:00<00:00, 11.49it/s] 44/50 3.87G 0.01256 0.5718 1.53 157 640: 71%|███████▏ | 5/7 [00:00<00:00, 5.85it/s] 44/50 3.87G 0.01246 0.5739 1.518 165 640: 71%|███████▏ | 5/7 [00:00<00:00, 5.85it/s] 44/50 3.87G 0.01246 0.5739 1.518 165 640: 86%|████████▌ | 6/7 [00:00<00:00, 6.39it/s] 44/50 3.88G 0.01244 0.5759 1.522 43 640: 86%|████████▌ | 6/7 [00:00<00:00, 6.39it/s] 44/50 3.88G 0.01244 0.5759 1.522 43 640: 100%|██████████| 7/7 [00:00<00:00, 7.38it/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, 10.45it/s] all 28 504 0.548 0.696 0.658 0.285
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
0%| | 0/7 [00:00<?, ?it/s] 45/50 3.84G 0.01319 0.5721 1.588 177 640: 0%| | 0/7 [00:00<?, ?it/s] 45/50 3.84G 0.01319 0.5721 1.588 177 640: 14%|█▍ | 1/7 [00:00<00:00, 8.22it/s] 45/50 3.86G 0.01318 0.5924 1.584 160 640: 14%|█▍ | 1/7 [00:00<00:00, 8.22it/s] 45/50 3.86G 0.01301 0.5889 1.559 150 640: 14%|█▍ | 1/7 [00:00<00:00, 8.22it/s] 45/50 3.86G 0.01301 0.5889 1.559 150 640: 43%|████▎ | 3/7 [00:00<00:00, 12.09it/s] 45/50 3.86G 0.01287 0.5848 1.555 162 640: 43%|████▎ | 3/7 [00:00<00:00, 12.09it/s] 45/50 3.86G 0.01291 0.5816 1.554 176 640: 43%|████▎ | 3/7 [00:00<00:00, 12.09it/s] 45/50 3.86G 0.01291 0.5816 1.554 176 640: 71%|███████▏ | 5/7 [00:00<00:00, 6.26it/s] 45/50 3.86G 0.0127 0.5708 1.532 162 640: 71%|███████▏ | 5/7 [00:00<00:00, 6.26it/s] 45/50 3.87G 0.01271 0.5692 1.53 44 640: 71%|███████▏ | 5/7 [00:00<00:00, 6.26it/s] 45/50 3.87G 0.01271 0.5692 1.53 44 640: 100%|██████████| 7/7 [00:00<00:00, 8.38it/s] 45/50 3.87G 0.01271 0.5692 1.53 44 640: 100%|██████████| 7/7 [00:00<00:00, 8.20it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 0%| | 0/1 [00:00<?, ?it/s] Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 1/1 [00:00<00:00, 10.08it/s] all 28 504 0.594 0.621 0.661 0.294
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
0%| | 0/7 [00:00<?, ?it/s] 46/50 3.86G 0.01343 0.5785 1.624 179 640: 0%| | 0/7 [00:00<?, ?it/s] 46/50 3.86G 0.01343 0.5785 1.624 179 640: 14%|█▍ | 1/7 [00:00<00:00, 7.84it/s] 46/50 3.86G 0.0132 0.5586 1.583 164 640: 14%|█▍ | 1/7 [00:00<00:00, 7.84it/s] 46/50 3.87G 0.01347 0.5678 1.607 156 640: 14%|█▍ | 1/7 [00:00<00:00, 7.84it/s] 46/50 3.87G 0.01347 0.5678 1.607 156 640: 43%|████▎ | 3/7 [00:00<00:00, 11.97it/s] 46/50 3.87G 0.01339 0.5661 1.593 176 640: 43%|████▎ | 3/7 [00:00<00:00, 11.97it/s] 46/50 3.87G 0.01338 0.5687 1.579 173 640: 43%|████▎ | 3/7 [00:00<00:00, 11.97it/s] 46/50 3.87G 0.01338 0.5687 1.579 173 640: 71%|███████▏ | 5/7 [00:00<00:00, 12.53it/s] 46/50 3.87G 0.01315 0.5641 1.562 171 640: 71%|███████▏ | 5/7 [00:00<00:00, 12.53it/s] 46/50 3.89G 0.013 0.5597 1.547 34 640: 71%|███████▏ | 5/7 [00:00<00:00, 12.53it/s] 46/50 3.89G 0.013 0.5597 1.547 34 640: 100%|██████████| 7/7 [00:00<00:00, 7.97it/s] 46/50 3.89G 0.013 0.5597 1.547 34 640: 100%|██████████| 7/7 [00:00<00:00, 8.84it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 0%| | 0/1 [00:00<?, ?it/s] Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 1/1 [00:00<00:00, 10.45it/s] all 28 504 0.665 0.658 0.696 0.296
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
0%| | 0/7 [00:00<?, ?it/s] 47/50 3.81G 0.01241 0.5263 1.502 166 640: 0%| | 0/7 [00:00<?, ?it/s] 47/50 3.81G 0.01241 0.5263 1.502 166 640: 14%|█▍ | 1/7 [00:00<00:00, 8.37it/s] 47/50 3.83G 0.01228 0.5205 1.472 174 640: 14%|█▍ | 1/7 [00:00<00:00, 8.37it/s] 47/50 3.83G 0.01235 0.5242 1.479 182 640: 14%|█▍ | 1/7 [00:00<00:00, 8.37it/s] 47/50 3.83G 0.01235 0.5242 1.479 182 640: 43%|████▎ | 3/7 [00:00<00:00, 11.26it/s] 47/50 3.83G 0.01239 0.5319 1.489 177 640: 43%|████▎ | 3/7 [00:00<00:00, 11.26it/s] 47/50 3.83G 0.01244 0.5372 1.492 161 640: 43%|████▎ | 3/7 [00:00<00:00, 11.26it/s] 47/50 3.83G 0.01244 0.5372 1.492 161 640: 71%|███████▏ | 5/7 [00:00<00:00, 12.82it/s] 47/50 3.83G 0.01233 0.5457 1.485 165 640: 71%|███████▏ | 5/7 [00:00<00:00, 12.82it/s] 47/50 3.83G 0.01228 0.5431 1.487 50 640: 71%|███████▏ | 5/7 [00:00<00:00, 12.82it/s] 47/50 3.83G 0.01228 0.5431 1.487 50 640: 100%|██████████| 7/7 [00:00<00:00, 13.84it/s] 47/50 3.83G 0.01228 0.5431 1.487 50 640: 100%|██████████| 7/7 [00:00<00:00, 12.96it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 0%| | 0/1 [00:00<?, ?it/s] Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 1/1 [00:00<00:00, 10.67it/s] all 28 504 0.701 0.652 0.727 0.336
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
0%| | 0/7 [00:00<?, ?it/s] 48/50 3.86G 0.01156 0.5294 1.422 174 640: 0%| | 0/7 [00:00<?, ?it/s] 48/50 3.86G 0.01156 0.5294 1.422 174 640: 14%|█▍ | 1/7 [00:00<00:00, 8.45it/s] 48/50 3.87G 0.01242 0.5722 1.494 155 640: 14%|█▍ | 1/7 [00:00<00:00, 8.45it/s] 48/50 3.87G 0.0123 0.5578 1.49 156 640: 14%|█▍ | 1/7 [00:00<00:00, 8.45it/s] 48/50 3.87G 0.0123 0.5578 1.49 156 640: 43%|████▎ | 3/7 [00:00<00:00, 10.95it/s] 48/50 3.87G 0.01243 0.5529 1.497 184 640: 43%|████▎ | 3/7 [00:00<00:00, 10.95it/s] 48/50 3.87G 0.0124 0.5552 1.485 155 640: 43%|████▎ | 3/7 [00:00<00:00, 10.95it/s] 48/50 3.87G 0.0124 0.5552 1.485 155 640: 71%|███████▏ | 5/7 [00:00<00:00, 12.57it/s] 48/50 3.87G 0.01235 0.5539 1.479 154 640: 71%|███████▏ | 5/7 [00:00<00:00, 12.57it/s] 48/50 3.89G 0.01217 0.5513 1.467 40 640: 71%|███████▏ | 5/7 [00:00<00:00, 12.57it/s] 48/50 3.89G 0.01217 0.5513 1.467 40 640: 100%|██████████| 7/7 [00:00<00:00, 13.54it/s] 48/50 3.89G 0.01217 0.5513 1.467 40 640: 100%|██████████| 7/7 [00:00<00:00, 12.69it/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, 10.71it/s] all 28 504 0.674 0.623 0.677 0.322
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
0%| | 0/7 [00:00<?, ?it/s] 49/50 3.8G 0.01239 0.5459 1.548 143 640: 0%| | 0/7 [00:00<?, ?it/s] 49/50 3.8G 0.01239 0.5459 1.548 143 640: 14%|█▍ | 1/7 [00:00<00:00, 8.40it/s] 49/50 3.81G 0.01295 0.5632 1.511 202 640: 14%|█▍ | 1/7 [00:00<00:00, 8.40it/s] 49/50 3.81G 0.01247 0.5534 1.479 201 640: 14%|█▍ | 1/7 [00:00<00:00, 8.40it/s] 49/50 3.81G 0.01247 0.5534 1.479 201 640: 43%|████▎ | 3/7 [00:00<00:00, 12.33it/s] 49/50 3.81G 0.01223 0.5471 1.47 150 640: 43%|████▎ | 3/7 [00:00<00:00, 12.33it/s] 49/50 3.81G 0.01212 0.542 1.465 173 640: 43%|████▎ | 3/7 [00:00<00:00, 12.33it/s] 49/50 3.81G 0.01212 0.542 1.465 173 640: 71%|███████▏ | 5/7 [00:00<00:00, 12.63it/s] 49/50 3.81G 0.01199 0.5345 1.459 151 640: 71%|███████▏ | 5/7 [00:00<00:00, 12.63it/s] 49/50 3.83G 0.01219 0.5429 1.448 41 640: 71%|███████▏ | 5/7 [00:00<00:00, 12.63it/s] 49/50 3.83G 0.01219 0.5429 1.448 41 640: 100%|██████████| 7/7 [00:00<00:00, 14.02it/s] 49/50 3.83G 0.01219 0.5429 1.448 41 640: 100%|██████████| 7/7 [00:00<00:00, 13.18it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 0%| | 0/1 [00:00<?, ?it/s] Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 1/1 [00:00<00:00, 10.88it/s] all 28 504 0.511 0.587 0.577 0.269
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
0%| | 0/7 [00:00<?, ?it/s] 50/50 3.87G 0.01228 0.5058 1.396 173 640: 0%| | 0/7 [00:00<?, ?it/s] 50/50 3.87G 0.01228 0.5058 1.396 173 640: 14%|█▍ | 1/7 [00:00<00:00, 7.34it/s] 50/50 3.87G 0.01221 0.5214 1.421 144 640: 14%|█▍ | 1/7 [00:00<00:00, 7.34it/s] 50/50 3.87G 0.01209 0.5244 1.436 187 640: 14%|█▍ | 1/7 [00:00<00:00, 7.34it/s] 50/50 3.87G 0.01209 0.5244 1.436 187 640: 43%|████▎ | 3/7 [00:00<00:00, 11.73it/s] 50/50 3.87G 0.01226 0.5244 1.462 168 640: 43%|████▎ | 3/7 [00:00<00:00, 11.73it/s] 50/50 3.87G 0.01216 0.5209 1.455 144 640: 43%|████▎ | 3/7 [00:00<00:00, 11.73it/s] 50/50 3.87G 0.01216 0.5209 1.455 144 640: 71%|███████▏ | 5/7 [00:00<00:00, 12.55it/s] 50/50 3.87G 0.01206 0.518 1.442 197 640: 71%|███████▏ | 5/7 [00:00<00:00, 12.55it/s] 50/50 3.89G 0.01211 0.5239 1.448 37 640: 71%|███████▏ | 5/7 [00:00<00:00, 12.55it/s] 50/50 3.89G 0.01211 0.5239 1.448 37 640: 100%|██████████| 7/7 [00:00<00:00, 14.08it/s] 50/50 3.89G 0.01211 0.5239 1.448 37 640: 100%|██████████| 7/7 [00:00<00:00, 13.00it/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, 10.60it/s] all 28 504 0.453 0.454 0.445 0.194
50 epochs completed in 0.023 hours.
Optimizer stripped from runs/detect/train36/weights/last.pt, 22.5MB
Optimizer stripped from runs/detect/train36/weights/best.pt, 22.5MB
Validating runs/detect/train36/weights/best.pt...
Ultralytics YOLOv8.1.13 🚀 Python-3.8.18 torch-2.1.1+cu121 CUDA:0 (NVIDIA A100 80GB PCIe, 81050MiB)
Model summary (fused): 168 layers, 11125971 parameters, 0 gradients, 28.4 GFLOPs
Class Images Instances Box(P R mAP50 mAP50-95): 0%| | 0/1 [00:00<?, ?it/s] Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 1/1 [00:00<00:00, 6.78it/s] Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 1/1 [00:00<00:00, 6.75it/s] all 28 504 0.7 0.652 0.727 0.336
Speed: 0.3ms preprocess, 0.8ms inference, 0.0ms loss, 0.5ms postprocess per image
Results saved to [1mruns/detect/train36[0m
wandb: - 28.957 MB of 28.962 MB uploadedwandb: \ 28.962 MB of 28.962 MB uploadedwandb: | 28.962 MB of 28.962 MB uploadedwandb: / 28.962 MB of 28.962 MB uploadedwandb: - 28.962 MB of 28.962 MB uploadedwandb: \ 28.996 MB of 29.043 MB uploaded (0.002 MB deduped)wandb: | 28.996 MB of 29.043 MB uploaded (0.002 MB deduped)wandb: / 29.043 MB of 29.043 MB uploaded (0.002 MB deduped)wandb:
wandb:
wandb: Run history:
wandb: lr/pg0 ▁▂▂▃▄▄▅▆▇▇▇█████▇▇▇▇▇▇▇▇▆▆▆▆▆▆▆▆▅▅▅▅▅▅▅▄
wandb: lr/pg1 ▁▂▂▃▄▄▅▆▇▇▇█████▇▇▇▇▇▇▇▇▆▆▆▆▆▆▆▆▅▅▅▅▅▅▅▄
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 0.00087
wandb: lr/pg1 0.00087
wandb: lr/pg2 0.00087
wandb: metrics/mAP50(B) 0.72725
wandb: metrics/mAP50-95(B) 0.33551
wandb: metrics/precision(B) 0.69982
wandb: metrics/recall(B) 0.65221
wandb: model/GFLOPs 28.647
wandb: model/parameters 11135987
wandb: model/speed_PyTorch(ms) 4.272
wandb: train/box_loss 0.01211
wandb: train/cls_loss 0.52388
wandb: train/dfl_loss 1.44794
wandb: val/box_loss 0.01753
wandb: val/cls_loss 0.92369
wandb: val/dfl_loss 1.94678
wandb:
wandb: 🚀 View run train36 at: https://wandb.ai/fin-jason20/YOLOv8/runs/6wjozinn/workspace
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-20240403_141610-6wjozinn/logs
Ultralytics YOLOv8.1.13 🚀 Python-3.8.18 torch-2.1.1+cu121 CUDA:0 (NVIDIA A100 80GB PCIe, 81050MiB)
Model summary (fused): 168 layers, 11125971 parameters, 0 gradients, 28.4 GFLOPs
[34m[1mval: [0mScanning /scratch/gilbreth/jpfinley/ultralytics/datasets/astro/valid/labels.cache... 28 images, 0 backgrounds, 0 corrupt: 100%|██████████| 28/28 [00:00<?, ?it/s][34m[1mval: [0mScanning /scratch/gilbreth/jpfinley/ultralytics/datasets/astro/valid/labels.cache... 28 images, 0 backgrounds, 0 corrupt: 100%|██████████| 28/28 [00:00<?, ?it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 0%| | 0/2 [00:00<?, ?it/s] Class Images Instances Box(P R mAP50 mAP50-95): 50%|█████ | 1/2 [00:00<00:00, 1.11it/s] Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 2/2 [00:01<00:00, 1.58it/s] Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 2/2 [00:01<00:00, 1.49it/s] all 28 504 0.7 0.653 0.728 0.336
Speed: 0.1ms preprocess, 13.5ms inference, 0.0ms loss, 3.0ms postprocess per image
Results saved to [1mruns/detect/train362[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 0x2b8108c002e0>
curves: ['Precision-Recall(B)', 'F1-Confidence(B)', 'Precision-Confidence(B)', 'Recall-Confidence(B)']
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fitness: 0.3749228493483426
keys: ['metrics/precision(B)', 'metrics/recall(B)', 'metrics/mAP50(B)', 'metrics/mAP50-95(B)']
maps: array([ 0.33572])
names: {0: 'microglia'}
plot: True
results_dict: {'metrics/precision(B)': 0.7004142528402094, 'metrics/recall(B)': 0.6527777777777778, 'metrics/mAP50(B)': 0.7277406343265245, 'metrics/mAP50-95(B)': 0.33572087323965566, 'fitness': 0.3749228493483426}
save_dir: PosixPath('runs/detect/train362')
speed: {'preprocess': 0.08865765162876674, 'inference': 13.527861663273402, 'loss': 0.0005364418029785156, 'postprocess': 2.98405545098441}
task: 'detect'