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New https://pypi.org/project/ultralytics/8.1.20 available 😃 Update with 'pip install -U ultralytics'
Ultralytics YOLOv8.1.13 🚀 Python-3.8.18 torch-2.1.1+cu121 CUDA:0 (NVIDIA A100 80GB PCIe, 81050MiB)
[34m[1mengine/trainer: [0mtask=detect, mode=train, model=yolov8m.pt, data=custom.yaml, epochs=50, time=None, patience=50, batch=16, imgsz=640, save=True, save_period=-1, cache=False, device=None, workers=8, project=None, name=train17, exist_ok=False, pretrained=True, optimizer=auto, verbose=True, seed=0, deterministic=True, single_cls=False, rect=False, cos_lr=False, close_mosaic=10, resume=False, amp=True, fraction=1.0, profile=False, freeze=None, multi_scale=False, overlap_mask=True, mask_ratio=4, dropout=0.0, val=True, split=val, save_json=False, save_hybrid=False, conf=None, iou=0.7, max_det=300, half=False, dnn=False, plots=True, source=None, vid_stride=1, stream_buffer=False, visualize=False, augment=False, agnostic_nms=False, classes=None, retina_masks=False, embed=None, show=False, save_frames=False, save_txt=False, save_conf=False, save_crop=False, show_labels=True, show_conf=True, show_boxes=True, line_width=None, format=torchscript, keras=False, optimize=False, int8=False, dynamic=False, simplify=False, opset=None, workspace=4, nms=False, lr0=0.01, lrf=0.01, momentum=0.937, weight_decay=0.0005, warmup_epochs=3.0, warmup_momentum=0.8, warmup_bias_lr=0.1, box=7.5, cls=0.5, dfl=1.5, pose=12.0, kobj=1.0, label_smoothing=0.0, nbs=64, hsv_h=0.015, hsv_s=0.7, hsv_v=0.4, degrees=0.0, translate=0.1, scale=0.5, shear=0.0, perspective=0.0, flipud=0.0, fliplr=0.5, mosaic=1.0, mixup=0.0, copy_paste=0.0, auto_augment=randaugment, erasing=0.4, crop_fraction=1.0, cfg=None, tracker=botsort.yaml, save_dir=runs/detect/train17
Overriding model.yaml nc=80 with nc=1
from n params module arguments
0 -1 1 1392 ultralytics.nn.modules.conv.Conv [3, 48, 3, 2]
1 -1 1 41664 ultralytics.nn.modules.conv.Conv [48, 96, 3, 2]
2 -1 2 111360 ultralytics.nn.modules.block.C2f [96, 96, 2, True]
3 -1 1 166272 ultralytics.nn.modules.conv.Conv [96, 192, 3, 2]
4 -1 4 813312 ultralytics.nn.modules.block.C2f [192, 192, 4, True]
5 -1 1 664320 ultralytics.nn.modules.conv.Conv [192, 384, 3, 2]
6 -1 4 3248640 ultralytics.nn.modules.block.C2f [384, 384, 4, True]
7 -1 1 1991808 ultralytics.nn.modules.conv.Conv [384, 576, 3, 2]
8 -1 2 3985920 ultralytics.nn.modules.block.C2f [576, 576, 2, True]
9 -1 1 831168 ultralytics.nn.modules.block.SPPF [576, 576, 5]
10 -1 1 0 torch.nn.modules.upsampling.Upsample [None, 2, 'nearest']
11 [-1, 6] 1 0 ultralytics.nn.modules.conv.Concat [1]
12 -1 2 1993728 ultralytics.nn.modules.block.C2f [960, 384, 2]
13 -1 1 0 torch.nn.modules.upsampling.Upsample [None, 2, 'nearest']
14 [-1, 4] 1 0 ultralytics.nn.modules.conv.Concat [1]
15 -1 2 517632 ultralytics.nn.modules.block.C2f [576, 192, 2]
16 -1 1 332160 ultralytics.nn.modules.conv.Conv [192, 192, 3, 2]
17 [-1, 12] 1 0 ultralytics.nn.modules.conv.Concat [1]
18 -1 2 1846272 ultralytics.nn.modules.block.C2f [576, 384, 2]
19 -1 1 1327872 ultralytics.nn.modules.conv.Conv [384, 384, 3, 2]
20 [-1, 9] 1 0 ultralytics.nn.modules.conv.Concat [1]
21 -1 2 4207104 ultralytics.nn.modules.block.C2f [960, 576, 2]
22 [15, 18, 21] 1 3776275 ultralytics.nn.modules.head.Detect [1, [192, 384, 576]]
Model summary: 295 layers, 25856899 parameters, 25856883 gradients, 79.1 GFLOPs
Transferred 469/475 items from pretrained weights
wandb: Currently logged in as: fin-jason20. Use `wandb login --relogin` to force relogin
wandb: Tracking run with wandb version 0.16.3
wandb: Run data is saved locally in /scratch/gilbreth/jpfinley/ultralytics/wandb/run-20240301_134243-w63slqzc
wandb: Run `wandb offline` to turn off syncing.
wandb: Syncing run train17
wandb: ⭐️ View project at https://wandb.ai/fin-jason20/YOLOv8
wandb: 🚀 View run at https://wandb.ai/fin-jason20/YOLOv8/runs/w63slqzc
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/micro/train/labels.cache... 15 images, 0 backgrounds, 0 corrupt: 100%|██████████| 15/15 [00:00<?, ?it/s][34m[1mtrain: [0mScanning /scratch/gilbreth/jpfinley/ultralytics/datasets/micro/train/labels.cache... 15 images, 0 backgrounds, 0 corrupt: 100%|██████████| 15/15 [00:00<?, ?it/s]
[34m[1mval: [0mScanning /scratch/gilbreth/jpfinley/ultralytics/datasets/micro/valid/labels.cache... 15 images, 0 backgrounds, 0 corrupt: 100%|██████████| 15/15 [00:00<?, ?it/s][34m[1mval: [0mScanning /scratch/gilbreth/jpfinley/ultralytics/datasets/micro/valid/labels.cache... 15 images, 0 backgrounds, 0 corrupt: 100%|██████████| 15/15 [00:00<?, ?it/s]
Plotting labels to runs/detect/train17/labels.jpg...
[34m[1moptimizer:[0m 'optimizer=auto' found, ignoring 'lr0=0.01' and 'momentum=0.937' and determining best 'optimizer', 'lr0' and 'momentum' automatically...
[34m[1moptimizer:[0m AdamW(lr=0.002, momentum=0.9) with parameter groups 77 weight(decay=0.0), 84 weight(decay=0.0005), 83 bias(decay=0.0)
Image sizes 640 train, 640 val
Using 8 dataloader workers
Logging results to [1mruns/detect/train17[0m
Starting training for 50 epochs...
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
0%| | 0/1 [00:00<?, ?it/s] 1/50 6.83G 3.398 4.093 2.793 298 640: 0%| | 0/1 [00:03<?, ?it/s] 1/50 6.83G 3.398 4.093 2.793 298 640: 100%|██████████| 1/1 [00:03<00:00, 3.46s/it] 1/50 6.83G 3.398 4.093 2.793 298 640: 100%|██████████| 1/1 [00:03<00:00, 3.46s/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, 4.72it/s] Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 1/1 [00:00<00:00, 4.71it/s] all 15 218 0.008 0.165 0.00478 0.00156
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
0%| | 0/1 [00:00<?, ?it/s] 2/50 6.81G 3.293 4.037 2.777 252 640: 0%| | 0/1 [00:00<?, ?it/s] 2/50 6.81G 3.293 4.037 2.777 252 640: 100%|██████████| 1/1 [00:00<00:00, 4.91it/s] 2/50 6.81G 3.293 4.037 2.777 252 640: 100%|██████████| 1/1 [00:00<00:00, 4.90it/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, 10.96it/s] all 15 218 0.00822 0.17 0.0049 0.0015
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
0%| | 0/1 [00:00<?, ?it/s] 3/50 6.72G 3.315 3.971 2.906 244 640: 0%| | 0/1 [00:00<?, ?it/s] 3/50 6.72G 3.315 3.971 2.906 244 640: 100%|██████████| 1/1 [00:00<00:00, 5.02it/s] 3/50 6.72G 3.315 3.971 2.906 244 640: 100%|██████████| 1/1 [00:00<00:00, 5.01it/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, 9.66it/s] Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 1/1 [00:00<00:00, 9.64it/s] all 15 218 0.00778 0.161 0.00463 0.00154
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
0%| | 0/1 [00:00<?, ?it/s] 4/50 6.72G 3.383 4.079 2.836 250 640: 0%| | 0/1 [00:00<?, ?it/s] 4/50 6.72G 3.383 4.079 2.836 250 640: 100%|██████████| 1/1 [00:00<00:00, 4.99it/s] 4/50 6.72G 3.383 4.079 2.836 250 640: 100%|██████████| 1/1 [00:00<00:00, 4.99it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 0%| | 0/1 [00:00<?, ?it/s] Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 1/1 [00:00<00:00, 16.09it/s] all 15 218 0.00756 0.156 0.00445 0.00156
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
0%| | 0/1 [00:00<?, ?it/s] 5/50 6.71G 3.451 4.044 2.873 233 640: 0%| | 0/1 [00:00<?, ?it/s] 5/50 6.71G 3.451 4.044 2.873 233 640: 100%|██████████| 1/1 [00:00<00:00, 4.82it/s] 5/50 6.71G 3.451 4.044 2.873 233 640: 100%|██████████| 1/1 [00:00<00:00, 4.81it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 0%| | 0/1 [00:00<?, ?it/s] Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 1/1 [00:00<00:00, 16.18it/s] all 15 218 0.00711 0.147 0.00421 0.00137
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
0%| | 0/1 [00:00<?, ?it/s] 6/50 6.73G 3.554 4.226 2.81 269 640: 0%| | 0/1 [00:00<?, ?it/s] 6/50 6.73G 3.554 4.226 2.81 269 640: 100%|██████████| 1/1 [00:00<00:00, 4.91it/s] 6/50 6.73G 3.554 4.226 2.81 269 640: 100%|██████████| 1/1 [00:00<00:00, 4.90it/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, 15.85it/s] all 15 218 0.00711 0.147 0.00428 0.00121
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
0%| | 0/1 [00:00<?, ?it/s] 7/50 6.74G 3.282 3.79 2.779 228 640: 0%| | 0/1 [00:00<?, ?it/s] 7/50 6.74G 3.282 3.79 2.779 228 640: 100%|██████████| 1/1 [00:00<00:00, 3.78it/s] 7/50 6.74G 3.282 3.79 2.779 228 640: 100%|██████████| 1/1 [00:00<00:00, 3.77it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 0%| | 0/1 [00:00<?, ?it/s] Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 1/1 [00:00<00:00, 15.28it/s] all 15 218 0.014 0.289 0.00913 0.0027
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
0%| | 0/1 [00:00<?, ?it/s] 8/50 6.92G 3.157 3.411 2.693 185 640: 0%| | 0/1 [00:00<?, ?it/s] 8/50 6.92G 3.157 3.411 2.693 185 640: 100%|██████████| 1/1 [00:00<00:00, 4.90it/s] 8/50 6.92G 3.157 3.411 2.693 185 640: 100%|██████████| 1/1 [00:00<00:00, 4.90it/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, 12.43it/s] all 15 218 0.109 0.133 0.0569 0.0136
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
0%| | 0/1 [00:00<?, ?it/s] 9/50 7.03G 2.798 2.893 2.378 233 640: 0%| | 0/1 [00:00<?, ?it/s] 9/50 7.03G 2.798 2.893 2.378 233 640: 100%|██████████| 1/1 [00:00<00:00, 4.92it/s] 9/50 7.03G 2.798 2.893 2.378 233 640: 100%|██████████| 1/1 [00:00<00:00, 4.91it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 0%| | 0/1 [00:00<?, ?it/s] Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 1/1 [00:00<00:00, 11.68it/s] all 15 218 0.102 0.271 0.0887 0.0228
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
0%| | 0/1 [00:00<?, ?it/s] 10/50 6.95G 2.494 2.802 2.173 296 640: 0%| | 0/1 [00:00<?, ?it/s] 10/50 6.95G 2.494 2.802 2.173 296 640: 100%|██████████| 1/1 [00:00<00:00, 4.91it/s] 10/50 6.95G 2.494 2.802 2.173 296 640: 100%|██████████| 1/1 [00:00<00:00, 4.91it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 0%| | 0/1 [00:00<?, ?it/s] Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 1/1 [00:00<00:00, 11.79it/s] all 15 218 0.206 0.367 0.19 0.0549
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
0%| | 0/1 [00:00<?, ?it/s] 11/50 6.95G 2.247 2.404 2.075 252 640: 0%| | 0/1 [00:00<?, ?it/s] 11/50 6.95G 2.247 2.404 2.075 252 640: 100%|██████████| 1/1 [00:00<00:00, 4.95it/s] 11/50 6.95G 2.247 2.404 2.075 252 640: 100%|██████████| 1/1 [00:00<00:00, 4.94it/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, 11.81it/s] all 15 218 0.231 0.376 0.17 0.0537
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
0%| | 0/1 [00:00<?, ?it/s] 12/50 6.94G 2.034 2.154 1.996 245 640: 0%| | 0/1 [00:00<?, ?it/s] 12/50 6.94G 2.034 2.154 1.996 245 640: 100%|██████████| 1/1 [00:00<00:00, 4.97it/s] 12/50 6.94G 2.034 2.154 1.996 245 640: 100%|██████████| 1/1 [00:00<00:00, 4.96it/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, 12.80it/s] all 15 218 0.118 0.546 0.103 0.0365
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
0%| | 0/1 [00:00<?, ?it/s] 13/50 6.92G 2.199 2.318 2.033 192 640: 0%| | 0/1 [00:00<?, ?it/s] 13/50 6.92G 2.199 2.318 2.033 192 640: 100%|██████████| 1/1 [00:00<00:00, 4.99it/s] 13/50 6.92G 2.199 2.318 2.033 192 640: 100%|██████████| 1/1 [00:00<00:00, 4.98it/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, 12.48it/s] all 15 218 0.125 0.642 0.112 0.0385
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
0%| | 0/1 [00:00<?, ?it/s] 14/50 6.96G 1.921 1.962 1.726 203 640: 0%| | 0/1 [00:00<?, ?it/s] 14/50 6.96G 1.921 1.962 1.726 203 640: 100%|██████████| 1/1 [00:00<00:00, 4.93it/s] 14/50 6.96G 1.921 1.962 1.726 203 640: 100%|██████████| 1/1 [00:00<00:00, 4.93it/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, 12.93it/s] all 15 218 0.0957 0.647 0.0847 0.0306
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
0%| | 0/1 [00:00<?, ?it/s] 15/50 6.86G 1.869 1.854 1.758 229 640: 0%| | 0/1 [00:00<?, ?it/s] 15/50 6.86G 1.869 1.854 1.758 229 640: 100%|██████████| 1/1 [00:00<00:00, 5.05it/s] 15/50 6.86G 1.869 1.854 1.758 229 640: 100%|██████████| 1/1 [00:00<00:00, 5.04it/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, 14.19it/s] all 15 218 0.12 0.651 0.106 0.0389
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
0%| | 0/1 [00:00<?, ?it/s] 16/50 6.96G 1.842 1.645 1.662 248 640: 0%| | 0/1 [00:00<?, ?it/s] 16/50 6.96G 1.842 1.645 1.662 248 640: 100%|██████████| 1/1 [00:00<00:00, 4.88it/s] 16/50 6.96G 1.842 1.645 1.662 248 640: 100%|██████████| 1/1 [00:00<00:00, 4.87it/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, 15.53it/s] all 15 218 0.143 0.637 0.124 0.0455
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
0%| | 0/1 [00:00<?, ?it/s] 17/50 6.92G 1.75 1.54 1.572 263 640: 0%| | 0/1 [00:00<?, ?it/s] 17/50 6.92G 1.75 1.54 1.572 263 640: 100%|██████████| 1/1 [00:00<00:00, 4.12it/s] 17/50 6.92G 1.75 1.54 1.572 263 640: 100%|██████████| 1/1 [00:00<00:00, 4.12it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 0%| | 0/1 [00:00<?, ?it/s] Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 1/1 [00:00<00:00, 15.64it/s] all 15 218 0.185 0.651 0.168 0.0532
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
0%| | 0/1 [00:00<?, ?it/s] 18/50 6.93G 1.89 1.567 1.66 254 640: 0%| | 0/1 [00:00<?, ?it/s] 18/50 6.93G 1.89 1.567 1.66 254 640: 100%|██████████| 1/1 [00:00<00:00, 5.25it/s] 18/50 6.93G 1.89 1.567 1.66 254 640: 100%|██████████| 1/1 [00:00<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, 15.90it/s] all 15 218 0.185 0.651 0.168 0.0532
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
0%| | 0/1 [00:00<?, ?it/s] 19/50 6.97G 1.863 1.529 1.688 270 640: 0%| | 0/1 [00:00<?, ?it/s] 19/50 6.97G 1.863 1.529 1.688 270 640: 100%|██████████| 1/1 [00:00<00:00, 6.18it/s] 19/50 6.97G 1.863 1.529 1.688 270 640: 100%|██████████| 1/1 [00:00<00:00, 6.17it/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, 15.52it/s] all 15 218 0.471 0.656 0.478 0.156
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
0%| | 0/1 [00:00<?, ?it/s] 20/50 6.96G 1.704 1.408 1.494 277 640: 0%| | 0/1 [00:00<?, ?it/s] 20/50 6.96G 1.704 1.408 1.494 277 640: 100%|██████████| 1/1 [00:00<00:00, 5.07it/s] 20/50 6.96G 1.704 1.408 1.494 277 640: 100%|██████████| 1/1 [00:00<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, 15.39it/s] all 15 218 0.471 0.656 0.478 0.156
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
0%| | 0/1 [00:00<?, ?it/s] 21/50 6.95G 1.568 1.338 1.437 264 640: 0%| | 0/1 [00:00<?, ?it/s] 21/50 6.95G 1.568 1.338 1.437 264 640: 100%|██████████| 1/1 [00:00<00:00, 6.15it/s] 21/50 6.95G 1.568 1.338 1.437 264 640: 100%|██████████| 1/1 [00:00<00:00, 6.14it/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, 15.70it/s] all 15 218 0.464 0.6 0.471 0.15
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
0%| | 0/1 [00:00<?, ?it/s] 22/50 6.93G 1.668 1.383 1.475 256 640: 0%| | 0/1 [00:00<?, ?it/s] 22/50 6.93G 1.668 1.383 1.475 256 640: 100%|██████████| 1/1 [00:00<00:00, 5.15it/s] 22/50 6.93G 1.668 1.383 1.475 256 640: 100%|██████████| 1/1 [00:00<00:00, 5.14it/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, 15.60it/s] all 15 218 0.464 0.6 0.471 0.15
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
0%| | 0/1 [00:00<?, ?it/s] 23/50 6.94G 1.639 1.37 1.505 233 640: 0%| | 0/1 [00:00<?, ?it/s] 23/50 6.94G 1.639 1.37 1.505 233 640: 100%|██████████| 1/1 [00:00<00:00, 6.11it/s] 23/50 6.94G 1.639 1.37 1.505 233 640: 100%|██████████| 1/1 [00:00<00:00, 6.10it/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, 15.70it/s] all 15 218 0.379 0.541 0.395 0.116
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
0%| | 0/1 [00:00<?, ?it/s] 24/50 6.96G 1.642 1.47 1.443 322 640: 0%| | 0/1 [00:00<?, ?it/s] 24/50 6.96G 1.642 1.47 1.443 322 640: 100%|██████████| 1/1 [00:00<00:00, 5.39it/s] 24/50 6.96G 1.642 1.47 1.443 322 640: 100%|██████████| 1/1 [00:00<00:00, 5.39it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 0%| | 0/1 [00:00<?, ?it/s] Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 1/1 [00:00<00:00, 15.70it/s] all 15 218 0.379 0.541 0.395 0.116
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
0%| | 0/1 [00:00<?, ?it/s] 25/50 6.93G 1.654 1.324 1.511 197 640: 0%| | 0/1 [00:00<?, ?it/s] 25/50 6.93G 1.654 1.324 1.511 197 640: 100%|██████████| 1/1 [00:00<00:00, 6.21it/s] 25/50 6.93G 1.654 1.324 1.511 197 640: 100%|██████████| 1/1 [00:00<00:00, 6.20it/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, 15.80it/s] all 15 218 0.443 0.509 0.403 0.13
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
0%| | 0/1 [00:00<?, ?it/s] 26/50 6.92G 1.707 1.483 1.515 201 640: 0%| | 0/1 [00:00<?, ?it/s] 26/50 6.92G 1.707 1.483 1.515 201 640: 100%|██████████| 1/1 [00:00<00:00, 5.16it/s] 26/50 6.92G 1.707 1.483 1.515 201 640: 100%|██████████| 1/1 [00:00<00:00, 5.16it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 0%| | 0/1 [00:00<?, ?it/s] Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 1/1 [00:00<00:00, 15.81it/s] all 15 218 0.443 0.509 0.403 0.13
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
0%| | 0/1 [00:00<?, ?it/s] 27/50 6.96G 1.712 1.326 1.489 191 640: 0%| | 0/1 [00:00<?, ?it/s] 27/50 6.96G 1.712 1.326 1.489 191 640: 100%|██████████| 1/1 [00:00<00:00, 5.75it/s] 27/50 6.96G 1.712 1.326 1.489 191 640: 100%|██████████| 1/1 [00:00<00:00, 5.74it/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, 15.75it/s] all 15 218 0.471 0.486 0.396 0.118
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
0%| | 0/1 [00:00<?, ?it/s] 28/50 6.94G 1.777 1.549 1.53 203 640: 0%| | 0/1 [00:00<?, ?it/s] 28/50 6.94G 1.777 1.549 1.53 203 640: 100%|██████████| 1/1 [00:00<00:00, 5.40it/s] 28/50 6.94G 1.777 1.549 1.53 203 640: 100%|██████████| 1/1 [00:00<00:00, 5.39it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 0%| | 0/1 [00:00<?, ?it/s] Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 1/1 [00:00<00:00, 15.79it/s] all 15 218 0.471 0.486 0.396 0.118
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
0%| | 0/1 [00:00<?, ?it/s] 29/50 7.03G 1.508 1.2 1.406 220 640: 0%| | 0/1 [00:00<?, ?it/s] 29/50 7.03G 1.508 1.2 1.406 220 640: 100%|██████████| 1/1 [00:00<00:00, 6.12it/s] 29/50 7.03G 1.508 1.2 1.406 220 640: 100%|██████████| 1/1 [00:00<00:00, 6.11it/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, 15.84it/s] all 15 218 0.445 0.431 0.365 0.0984
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
0%| | 0/1 [00:00<?, ?it/s] 30/50 6.94G 1.591 1.237 1.425 271 640: 0%| | 0/1 [00:00<?, ?it/s] 30/50 6.94G 1.591 1.237 1.425 271 640: 100%|██████████| 1/1 [00:00<00:00, 5.35it/s] 30/50 6.94G 1.591 1.237 1.425 271 640: 100%|██████████| 1/1 [00:00<00:00, 5.34it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 0%| | 0/1 [00:00<?, ?it/s] Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 1/1 [00:00<00:00, 15.90it/s] all 15 218 0.445 0.431 0.365 0.0984
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
0%| | 0/1 [00:00<?, ?it/s] 31/50 6.96G 1.609 1.236 1.445 256 640: 0%| | 0/1 [00:00<?, ?it/s] 31/50 6.96G 1.609 1.236 1.445 256 640: 100%|██████████| 1/1 [00:00<00:00, 5.80it/s] 31/50 6.96G 1.609 1.236 1.445 256 640: 100%|██████████| 1/1 [00:00<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, 15.96it/s] all 15 218 0.479 0.427 0.378 0.102
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
0%| | 0/1 [00:00<?, ?it/s] 32/50 6.93G 1.587 1.245 1.429 251 640: 0%| | 0/1 [00:00<?, ?it/s] 32/50 6.93G 1.587 1.245 1.429 251 640: 100%|██████████| 1/1 [00:00<00:00, 4.90it/s] 32/50 6.93G 1.587 1.245 1.429 251 640: 100%|██████████| 1/1 [00:00<00:00, 4.89it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 0%| | 0/1 [00:00<?, ?it/s] Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 1/1 [00:00<00:00, 14.13it/s] all 15 218 0.479 0.427 0.378 0.102
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
0%| | 0/1 [00:00<?, ?it/s] 33/50 6.96G 1.42 1.139 1.347 312 640: 0%| | 0/1 [00:00<?, ?it/s] 33/50 6.96G 1.42 1.139 1.347 312 640: 100%|██████████| 1/1 [00:00<00:00, 5.61it/s] 33/50 6.96G 1.42 1.139 1.347 312 640: 100%|██████████| 1/1 [00:00<00:00, 5.61it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 0%| | 0/1 [00:00<?, ?it/s] Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 1/1 [00:00<00:00, 12.95it/s] all 15 218 0.465 0.454 0.386 0.105
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
0%| | 0/1 [00:00<?, ?it/s] 34/50 6.95G 1.536 1.18 1.379 241 640: 0%| | 0/1 [00:00<?, ?it/s] 34/50 6.95G 1.536 1.18 1.379 241 640: 100%|██████████| 1/1 [00:00<00:00, 5.35it/s] 34/50 6.95G 1.536 1.18 1.379 241 640: 100%|██████████| 1/1 [00:00<00:00, 5.35it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 0%| | 0/1 [00:00<?, ?it/s] Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 1/1 [00:00<00:00, 15.86it/s] all 15 218 0.465 0.454 0.386 0.105
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
0%| | 0/1 [00:00<?, ?it/s] 35/50 6.94G 1.461 1.222 1.393 184 640: 0%| | 0/1 [00:00<?, ?it/s] 35/50 6.94G 1.461 1.222 1.393 184 640: 100%|██████████| 1/1 [00:00<00:00, 6.06it/s] 35/50 6.94G 1.461 1.222 1.393 184 640: 100%|██████████| 1/1 [00:00<00:00, 6.05it/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, 15.75it/s] all 15 218 0.412 0.565 0.413 0.122
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
0%| | 0/1 [00:00<?, ?it/s] 36/50 6.98G 1.745 1.361 1.413 364 640: 0%| | 0/1 [00:00<?, ?it/s] 36/50 6.98G 1.745 1.361 1.413 364 640: 100%|██████████| 1/1 [00:00<00:00, 5.30it/s] 36/50 6.98G 1.745 1.361 1.413 364 640: 100%|██████████| 1/1 [00:00<00:00, 5.30it/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, 15.78it/s] all 15 218 0.412 0.565 0.413 0.122
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
0%| | 0/1 [00:00<?, ?it/s] 37/50 6.93G 1.476 1.051 1.312 220 640: 0%| | 0/1 [00:00<?, ?it/s] 37/50 6.93G 1.476 1.051 1.312 220 640: 100%|██████████| 1/1 [00:00<00:00, 5.78it/s] 37/50 6.93G 1.476 1.051 1.312 220 640: 100%|██████████| 1/1 [00:00<00:00, 5.78it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 0%| | 0/1 [00:00<?, ?it/s] Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 1/1 [00:00<00:00, 15.94it/s] all 15 218 0.479 0.49 0.42 0.13
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
0%| | 0/1 [00:00<?, ?it/s] 38/50 7.03G 1.508 1.154 1.269 281 640: 0%| | 0/1 [00:00<?, ?it/s] 38/50 7.03G 1.508 1.154 1.269 281 640: 100%|██████████| 1/1 [00:00<00:00, 5.26it/s] 38/50 7.03G 1.508 1.154 1.269 281 640: 100%|██████████| 1/1 [00:00<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, 15.69it/s] all 15 218 0.479 0.49 0.42 0.13
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
0%| | 0/1 [00:00<?, ?it/s] 39/50 6.94G 1.586 1.106 1.349 254 640: 0%| | 0/1 [00:00<?, ?it/s] 39/50 6.94G 1.586 1.106 1.349 254 640: 100%|██████████| 1/1 [00:00<00:00, 5.76it/s] 39/50 6.94G 1.586 1.106 1.349 254 640: 100%|██████████| 1/1 [00:00<00:00, 5.76it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 0%| | 0/1 [00:00<?, ?it/s] Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 1/1 [00:00<00:00, 15.80it/s] all 15 218 0.456 0.569 0.476 0.139
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
0%| | 0/1 [00:00<?, ?it/s] 40/50 6.92G 1.417 1.158 1.271 217 640: 0%| | 0/1 [00:00<?, ?it/s] 40/50 6.92G 1.417 1.158 1.271 217 640: 100%|██████████| 1/1 [00:00<00:00, 5.44it/s] 40/50 6.92G 1.417 1.158 1.271 217 640: 100%|██████████| 1/1 [00:00<00:00, 5.43it/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, 15.67it/s] all 15 218 0.456 0.569 0.476 0.139
Closing dataloader mosaic
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
0%| | 0/1 [00:00<?, ?it/s] 41/50 6.87G 1.403 1.009 1.307 156 640: 0%| | 0/1 [00:01<?, ?it/s] 41/50 6.87G 1.403 1.009 1.307 156 640: 100%|██████████| 1/1 [00:01<00:00, 1.31s/it] 41/50 6.87G 1.403 1.009 1.307 156 640: 100%|██████████| 1/1 [00:01<00:00, 1.31s/it]
Class Images Instances Box(P R mAP50 mAP50-95): 0%| | 0/1 [00:00<?, ?it/s] Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 1/1 [00:00<00:00, 11.46it/s] all 15 218 0.497 0.569 0.484 0.139
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
0%| | 0/1 [00:00<?, ?it/s] 42/50 6.87G 1.301 0.8781 1.149 165 640: 0%| | 0/1 [00:00<?, ?it/s] 42/50 6.87G 1.301 0.8781 1.149 165 640: 100%|██████████| 1/1 [00:00<00:00, 5.19it/s] 42/50 6.87G 1.301 0.8781 1.149 165 640: 100%|██████████| 1/1 [00:00<00:00, 5.18it/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, 10.09it/s] all 15 218 0.497 0.569 0.484 0.139
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
0%| | 0/1 [00:00<?, ?it/s] 43/50 6.88G 1.464 0.9761 1.375 159 640: 0%| | 0/1 [00:00<?, ?it/s] 43/50 6.88G 1.464 0.9761 1.375 159 640: 100%|██████████| 1/1 [00:00<00:00, 5.85it/s] 43/50 6.88G 1.464 0.9761 1.375 159 640: 100%|██████████| 1/1 [00:00<00:00, 5.84it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 0%| | 0/1 [00:00<?, ?it/s] Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 1/1 [00:00<00:00, 11.00it/s] all 15 218 0.537 0.584 0.489 0.146
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
0%| | 0/1 [00:00<?, ?it/s] 44/50 6.86G 1.408 0.9779 1.281 162 640: 0%| | 0/1 [00:00<?, ?it/s] 44/50 6.86G 1.408 0.9779 1.281 162 640: 100%|██████████| 1/1 [00:00<00:00, 5.25it/s] 44/50 6.86G 1.408 0.9779 1.281 162 640: 100%|██████████| 1/1 [00:00<00:00, 5.24it/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, 15.71it/s] all 15 218 0.537 0.584 0.489 0.146
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
0%| | 0/1 [00:00<?, ?it/s] 45/50 6.87G 1.274 0.8636 1.203 164 640: 0%| | 0/1 [00:00<?, ?it/s] 45/50 6.87G 1.274 0.8636 1.203 164 640: 100%|██████████| 1/1 [00:00<00:00, 5.77it/s] 45/50 6.87G 1.274 0.8636 1.203 164 640: 100%|██████████| 1/1 [00:00<00:00, 5.76it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 0%| | 0/1 [00:00<?, ?it/s] Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 1/1 [00:00<00:00, 15.93it/s] all 15 218 0.529 0.592 0.517 0.165
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
0%| | 0/1 [00:00<?, ?it/s] 46/50 6.87G 1.246 0.8669 1.215 159 640: 0%| | 0/1 [00:00<?, ?it/s] 46/50 6.87G 1.246 0.8669 1.215 159 640: 100%|██████████| 1/1 [00:00<00:00, 5.23it/s] 46/50 6.87G 1.246 0.8669 1.215 159 640: 100%|██████████| 1/1 [00:00<00:00, 5.23it/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, 15.98it/s] all 15 218 0.529 0.592 0.517 0.165
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
0%| | 0/1 [00:00<?, ?it/s] 47/50 6.87G 1.278 0.8424 1.272 158 640: 0%| | 0/1 [00:00<?, ?it/s] 47/50 6.87G 1.278 0.8424 1.272 158 640: 100%|██████████| 1/1 [00:00<00:00, 5.94it/s] 47/50 6.87G 1.278 0.8424 1.272 158 640: 100%|██████████| 1/1 [00:00<00:00, 5.93it/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, 15.67it/s] all 15 218 0.531 0.596 0.514 0.169
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
0%| | 0/1 [00:00<?, ?it/s] 48/50 6.86G 1.383 0.888 1.2 162 640: 0%| | 0/1 [00:00<?, ?it/s] 48/50 6.86G 1.383 0.888 1.2 162 640: 100%|██████████| 1/1 [00:00<00:00, 5.25it/s] 48/50 6.86G 1.383 0.888 1.2 162 640: 100%|██████████| 1/1 [00:00<00:00, 5.24it/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, 15.68it/s] all 15 218 0.531 0.596 0.514 0.169
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
0%| | 0/1 [00:00<?, ?it/s] 49/50 6.88G 1.395 0.932 1.232 167 640: 0%| | 0/1 [00:00<?, ?it/s] 49/50 6.88G 1.395 0.932 1.232 167 640: 100%|██████████| 1/1 [00:00<00:00, 5.76it/s] 49/50 6.88G 1.395 0.932 1.232 167 640: 100%|██████████| 1/1 [00:00<00:00, 5.76it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 0%| | 0/1 [00:00<?, ?it/s] Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 1/1 [00:00<00:00, 15.51it/s] all 15 218 0.504 0.628 0.522 0.171
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
0%| | 0/1 [00:00<?, ?it/s] 50/50 6.86G 1.437 0.9869 1.229 163 640: 0%| | 0/1 [00:00<?, ?it/s] 50/50 6.86G 1.437 0.9869 1.229 163 640: 100%|██████████| 1/1 [00:00<00:00, 5.33it/s] 50/50 6.86G 1.437 0.9869 1.229 163 640: 100%|██████████| 1/1 [00:00<00:00, 5.33it/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, 15.96it/s] all 15 218 0.504 0.628 0.522 0.171
50 epochs completed in 0.014 hours.
Optimizer stripped from runs/detect/train17/weights/last.pt, 52.0MB
Optimizer stripped from runs/detect/train17/weights/best.pt, 52.0MB
Validating runs/detect/train17/weights/best.pt...
Ultralytics YOLOv8.1.13 🚀 Python-3.8.18 torch-2.1.1+cu121 CUDA:0 (NVIDIA A100 80GB PCIe, 81050MiB)
Model summary (fused): 218 layers, 25840339 parameters, 0 gradients, 78.7 GFLOPs
Class Images Instances Box(P R mAP50 mAP50-95): 0%| | 0/1 [00:00<?, ?it/s] Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 1/1 [00:00<00:00, 11.97it/s] all 15 218 0.504 0.63 0.522 0.17
Speed: 0.1ms preprocess, 1.7ms inference, 0.0ms loss, 0.6ms postprocess per image
Results saved to [1mruns/detect/train17[0m
wandb: - 56.337 MB of 56.337 MB uploadedwandb: \ 56.337 MB of 56.381 MB uploadedwandb: | 56.337 MB of 56.381 MB uploadedwandb: / 56.381 MB of 56.381 MB uploadedwandb:
wandb:
wandb: Run history:
wandb: lr/pg0 ▁▂▂▃▃▄▄▅▅▆▆▆▇▇▇▇███████████▇▇▇▆▆▆▅▅▅▄▃▃▂
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wandb: lr/pg2 ▁▂▂▃▃▄▄▅▅▆▆▆▇▇▇▇███████████▇▇▇▆▆▆▅▅▅▄▃▃▂
wandb: metrics/mAP50(B) ▁▁▁▁▁▁▂▂▃▂▂▂▃▃▃▇▇▇▆▆▆▆▆▆▆▆▆▆▇▇▇▇▇▇██████
wandb: metrics/mAP50-95(B) ▁▁▁▁▁▁▂▂▃▂▃▂▃▃▃▇▇▇▆▆▆▆▆▅▅▅▅▅▆▆▆▇▇▇▇▇████
wandb: metrics/precision(B) ▁▁▁▁▁▁▂▂▄▂▃▂▃▃▃▇▇▇▆▆▇▇▇▇▇▇▇▇▆▇▇▇▇▇██████
wandb: metrics/recall(B) ▁▁▁▁▁▃▁▃▄▇██████▇▇▆▆▆▆▆▅▅▅▅▅▇▆▆▇▇▇▇▇▇▇▇█
wandb: model/GFLOPs ▁
wandb: model/parameters ▁
wandb: model/speed_PyTorch(ms) ▁
wandb: train/box_loss █▇▇▇█▇▇▆▄▃▄▃▃▃▃▃▂▂▂▂▂▂▃▂▂▂▂▂▃▂▂▂▁▁▂▁▁▁▁▂
wandb: train/cls_loss ██▇██▇▆▅▄▄▄▃▃▂▂▂▂▂▂▂▂▂▂▂▂▂▂▂▂▁▂▂▁▁▁▁▁▁▁▁
wandb: train/dfl_loss █▇███▇▇▆▅▄▅▃▃▃▃▃▂▂▂▂▂▂▃▂▂▂▂▂▂▂▁▂▂▁▂▂▁▁▁▁
wandb: val/box_loss █████▇▅▄▂▁▁▁▂▃▃▃▃▃▄▄▄▄▄▅▅▅▅▅▄▄▄▄▄▄▃▃▃▃▃▃
wandb: val/cls_loss ▂▂▂▂▂▂▂▃▄▅▅▇█▅▅▂▂▂▁▁▁▁▁▁▁▁▂▂▁▁▁▁▁▁▁▁▁▁▁▁
wandb: val/dfl_loss ██████▆▄▄▃▃▂▁▃▃▃▄▄▅▅▄▅▅▇▇▇▆▆▅▄▄▄▃▃▃▃▂▂▂▂
wandb:
wandb: Run summary:
wandb: lr/pg0 3e-05
wandb: lr/pg1 3e-05
wandb: lr/pg2 3e-05
wandb: metrics/mAP50(B) 0.52246
wandb: metrics/mAP50-95(B) 0.17015
wandb: metrics/precision(B) 0.5043
wandb: metrics/recall(B) 0.63003
wandb: model/GFLOPs 79.066
wandb: model/parameters 25856899
wandb: model/speed_PyTorch(ms) 9.737
wandb: train/box_loss 1.43663
wandb: train/cls_loss 0.98686
wandb: train/dfl_loss 1.22932
wandb: val/box_loss 2.39648
wandb: val/cls_loss 1.63767
wandb: val/dfl_loss 2.1
wandb:
wandb: 🚀 View run train17 at: https://wandb.ai/fin-jason20/YOLOv8/runs/w63slqzc
wandb: ️⚡ View job at https://wandb.ai/fin-jason20/YOLOv8/jobs/QXJ0aWZhY3RDb2xsZWN0aW9uOjE0MTIzNTExMg==/version_details/v7
wandb: Synced 6 W&B file(s), 20 media file(s), 5 artifact file(s) and 0 other file(s)
wandb: Find logs at: ./wandb/run-20240301_134243-w63slqzc/logs
Ultralytics YOLOv8.1.13 🚀 Python-3.8.18 torch-2.1.1+cu121 CUDA:0 (NVIDIA A100 80GB PCIe, 81050MiB)
Model summary (fused): 218 layers, 25840339 parameters, 0 gradients, 78.7 GFLOPs
[34m[1mval: [0mScanning /scratch/gilbreth/jpfinley/ultralytics/datasets/micro/valid/labels.cache... 15 images, 0 backgrounds, 0 corrupt: 100%|██████████| 15/15 [00:00<?, ?it/s][34m[1mval: [0mScanning /scratch/gilbreth/jpfinley/ultralytics/datasets/micro/valid/labels.cache... 15 images, 0 backgrounds, 0 corrupt: 100%|██████████| 15/15 [00:00<?, ?it/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, 1.45it/s] Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 1/1 [00:00<00:00, 1.45it/s] all 15 218 0.504 0.628 0.522 0.169
Speed: 0.7ms preprocess, 7.8ms inference, 0.0ms loss, 0.6ms postprocess per image
Results saved to [1mruns/detect/train172[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 0x2b9d13d35f10>
curves: ['Precision-Recall(B)', 'F1-Confidence(B)', 'Precision-Confidence(B)', 'Recall-Confidence(B)']
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0.010074, 0.0093066, 0.0058503, 0, 0, 0, 0, 0, 0, 0, 0]]), 'Confidence', 'Recall']]
fitness: 0.204608244542207
keys: ['metrics/precision(B)', 'metrics/recall(B)', 'metrics/mAP50(B)', 'metrics/mAP50-95(B)']
maps: array([ 0.16934])
names: {0: 'microglia'}
plot: True
results_dict: {'metrics/precision(B)': 0.5037817648197777, 'metrics/recall(B)': 0.6284403669724771, 'metrics/mAP50(B)': 0.5220074218283881, 'metrics/mAP50-95(B)': 0.16934166928818686, 'fitness': 0.204608244542207}
save_dir: PosixPath('runs/detect/train172')
speed: {'preprocess': 0.7056872049967449, 'inference': 7.819207509358724, 'loss': 0.000476837158203125, 'postprocess': 0.5614439646402996}
task: 'detect'