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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=yolov8l.pt, data=custom.yaml, epochs=50, time=None, patience=50, batch=16, imgsz=640, save=True, save_period=-1, cache=False, device=None, workers=8, project=None, name=train21, exist_ok=False, pretrained=True, optimizer=auto, verbose=True, seed=0, deterministic=True, single_cls=False, rect=False, cos_lr=False, close_mosaic=10, resume=False, amp=True, fraction=1.0, profile=False, freeze=None, multi_scale=False, overlap_mask=True, mask_ratio=4, dropout=0.0, val=True, split=val, save_json=False, save_hybrid=False, conf=None, iou=0.7, max_det=300, half=False, dnn=False, plots=True, source=None, vid_stride=1, stream_buffer=False, visualize=False, augment=False, agnostic_nms=False, classes=None, retina_masks=False, embed=None, show=False, save_frames=False, save_txt=False, save_conf=False, save_crop=False, show_labels=True, show_conf=True, show_boxes=True, line_width=None, format=torchscript, keras=False, optimize=False, int8=False, dynamic=False, simplify=False, opset=None, workspace=4, nms=False, lr0=0.01, 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/train21
Overriding model.yaml nc=80 with nc=1
from n params module arguments
0 -1 1 1856 ultralytics.nn.modules.conv.Conv [3, 64, 3, 2]
1 -1 1 73984 ultralytics.nn.modules.conv.Conv [64, 128, 3, 2]
2 -1 3 279808 ultralytics.nn.modules.block.C2f [128, 128, 3, True]
3 -1 1 295424 ultralytics.nn.modules.conv.Conv [128, 256, 3, 2]
4 -1 6 2101248 ultralytics.nn.modules.block.C2f [256, 256, 6, True]
5 -1 1 1180672 ultralytics.nn.modules.conv.Conv [256, 512, 3, 2]
6 -1 6 8396800 ultralytics.nn.modules.block.C2f [512, 512, 6, True]
7 -1 1 2360320 ultralytics.nn.modules.conv.Conv [512, 512, 3, 2]
8 -1 3 4461568 ultralytics.nn.modules.block.C2f [512, 512, 3, 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 3 4723712 ultralytics.nn.modules.block.C2f [1024, 512, 3]
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 3 1247744 ultralytics.nn.modules.block.C2f [768, 256, 3]
16 -1 1 590336 ultralytics.nn.modules.conv.Conv [256, 256, 3, 2]
17 [-1, 12] 1 0 ultralytics.nn.modules.conv.Concat [1]
18 -1 3 4592640 ultralytics.nn.modules.block.C2f [768, 512, 3]
19 -1 1 2360320 ultralytics.nn.modules.conv.Conv [512, 512, 3, 2]
20 [-1, 9] 1 0 ultralytics.nn.modules.conv.Concat [1]
21 -1 3 4723712 ultralytics.nn.modules.block.C2f [1024, 512, 3]
22 [15, 18, 21] 1 5583571 ultralytics.nn.modules.head.Detect [1, [256, 512, 512]]
Model summary: 365 layers, 43630611 parameters, 43630595 gradients, 165.4 GFLOPs
Transferred 589/595 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_135318-pbdvt4kv
wandb: Run `wandb offline` to turn off syncing.
wandb: Syncing run train21
wandb: ⭐️ View project at https://wandb.ai/fin-jason20/YOLOv8
wandb: 🚀 View run at https://wandb.ai/fin-jason20/YOLOv8/runs/pbdvt4kv
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/train21/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 97 weight(decay=0.0), 104 weight(decay=0.0005), 103 bias(decay=0.0)
Image sizes 640 train, 640 val
Using 8 dataloader workers
Logging results to [1mruns/detect/train21[0m
Starting training for 50 epochs...
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
0%| | 0/1 [00:00<?, ?it/s] 1/50 9.84G 3.208 3.481 2.744 298 640: 0%| | 0/1 [00:01<?, ?it/s] 1/50 9.84G 3.208 3.481 2.744 298 640: 100%|██████████| 1/1 [00:01<00:00, 1.84s/it] 1/50 9.84G 3.208 3.481 2.744 298 640: 100%|██████████| 1/1 [00:01<00:00, 1.84s/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, 3.94it/s] Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 1/1 [00:00<00:00, 3.93it/s] all 15 218 0.00711 0.147 0.00415 0.000968
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
0%| | 0/1 [00:00<?, ?it/s] 2/50 9.9G 3.21 3.54 2.704 252 640: 0%| | 0/1 [00:00<?, ?it/s] 2/50 9.9G 3.21 3.54 2.704 252 640: 100%|██████████| 1/1 [00:00<00:00, 3.67it/s] 2/50 9.9G 3.21 3.54 2.704 252 640: 100%|██████████| 1/1 [00:00<00:00, 3.67it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 0%| | 0/1 [00:00<?, ?it/s] Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 1/1 [00:00<00:00, 8.15it/s] Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 1/1 [00:00<00:00, 8.13it/s] all 15 218 0.00711 0.147 0.00414 0.000995
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
0%| | 0/1 [00:00<?, ?it/s] 3/50 9.73G 3.26 3.503 2.901 244 640: 0%| | 0/1 [00:00<?, ?it/s] 3/50 9.73G 3.26 3.503 2.901 244 640: 100%|██████████| 1/1 [00:00<00:00, 2.94it/s] 3/50 9.73G 3.26 3.503 2.901 244 640: 100%|██████████| 1/1 [00:00<00:00, 2.94it/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, 7.21it/s] Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 1/1 [00:00<00:00, 7.17it/s] all 15 218 0.00733 0.151 0.00436 0.00103
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
0%| | 0/1 [00:00<?, ?it/s] 4/50 9.75G 3.285 3.533 2.826 250 640: 0%| | 0/1 [00:00<?, ?it/s] 4/50 9.75G 3.285 3.533 2.826 250 640: 100%|██████████| 1/1 [00:00<00:00, 3.66it/s] 4/50 9.75G 3.285 3.533 2.826 250 640: 100%|██████████| 1/1 [00:00<00:00, 3.66it/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, 9.83it/s] Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 1/1 [00:00<00:00, 9.78it/s] all 15 218 0.00689 0.142 0.00398 0.000959
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
0%| | 0/1 [00:00<?, ?it/s] 5/50 9.74G 3.325 3.496 2.896 233 640: 0%| | 0/1 [00:00<?, ?it/s] 5/50 9.74G 3.325 3.496 2.896 233 640: 100%|██████████| 1/1 [00:00<00:00, 3.70it/s] 5/50 9.74G 3.325 3.496 2.896 233 640: 100%|██████████| 1/1 [00:00<00:00, 3.70it/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, 10.06it/s] all 15 218 0.00644 0.133 0.00375 0.000858
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
0%| | 0/1 [00:00<?, ?it/s] 6/50 9.75G 3.437 3.625 2.79 269 640: 0%| | 0/1 [00:00<?, ?it/s] 6/50 9.75G 3.437 3.625 2.79 269 640: 100%|██████████| 1/1 [00:00<00:00, 3.68it/s] 6/50 9.75G 3.437 3.625 2.79 269 640: 100%|██████████| 1/1 [00:00<00:00, 3.68it/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, 10.07it/s] all 15 218 0.00733 0.151 0.00423 0.00101
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
0%| | 0/1 [00:00<?, ?it/s] 7/50 9.79G 3.14 3.438 2.764 228 640: 0%| | 0/1 [00:00<?, ?it/s] 7/50 9.79G 3.14 3.438 2.764 228 640: 100%|██████████| 1/1 [00:00<00:00, 2.73it/s] 7/50 9.79G 3.14 3.438 2.764 228 640: 100%|██████████| 1/1 [00:00<00:00, 2.73it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 0%| | 0/1 [00:00<?, ?it/s] Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 1/1 [00:00<00:00, 12.59it/s] all 15 218 0.0621 0.119 0.028 0.00731
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
0%| | 0/1 [00:00<?, ?it/s] 8/50 10.1G 2.938 3.312 2.619 185 640: 0%| | 0/1 [00:00<?, ?it/s] 8/50 10.1G 2.938 3.312 2.619 185 640: 100%|██████████| 1/1 [00:00<00:00, 3.74it/s] 8/50 10.1G 2.938 3.312 2.619 185 640: 100%|██████████| 1/1 [00:00<00:00, 3.74it/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, 10.10it/s] all 15 218 0.018 0.372 0.0137 0.00422
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
0%| | 0/1 [00:00<?, ?it/s] 9/50 10.2G 2.565 3.036 2.417 233 640: 0%| | 0/1 [00:00<?, ?it/s] 9/50 10.2G 2.565 3.036 2.417 233 640: 100%|██████████| 1/1 [00:00<00:00, 3.61it/s] 9/50 10.2G 2.565 3.036 2.417 233 640: 100%|██████████| 1/1 [00:00<00:00, 3.61it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 0%| | 0/1 [00:00<?, ?it/s] Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 1/1 [00:00<00:00, 10.62it/s] all 15 218 0.051 0.44 0.0364 0.0112
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
0%| | 0/1 [00:00<?, ?it/s] 10/50 10.1G 2.293 2.575 2.19 296 640: 0%| | 0/1 [00:00<?, ?it/s] 10/50 10.1G 2.293 2.575 2.19 296 640: 100%|██████████| 1/1 [00:00<00:00, 3.64it/s] 10/50 10.1G 2.293 2.575 2.19 296 640: 100%|██████████| 1/1 [00:00<00:00, 3.64it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 0%| | 0/1 [00:00<?, ?it/s] Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 1/1 [00:00<00:00, 11.67it/s] all 15 218 0.0553 0.408 0.0471 0.0153
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
0%| | 0/1 [00:00<?, ?it/s] 11/50 10.1G 2.07 2.247 2.085 252 640: 0%| | 0/1 [00:00<?, ?it/s] 11/50 10.1G 2.07 2.247 2.085 252 640: 100%|██████████| 1/1 [00:00<00:00, 3.75it/s] 11/50 10.1G 2.07 2.247 2.085 252 640: 100%|██████████| 1/1 [00:00<00:00, 3.74it/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, 12.63it/s] all 15 218 0.0494 0.28 0.0356 0.0119
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
0%| | 0/1 [00:00<?, ?it/s] 12/50 10.1G 1.975 2.22 2.005 245 640: 0%| | 0/1 [00:00<?, ?it/s] 12/50 10.1G 1.975 2.22 2.005 245 640: 100%|██████████| 1/1 [00:00<00:00, 3.71it/s] 12/50 10.1G 1.975 2.22 2.005 245 640: 100%|██████████| 1/1 [00:00<00:00, 3.71it/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, 12.57it/s] all 15 218 0.0563 0.349 0.0446 0.0147
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
0%| | 0/1 [00:00<?, ?it/s] 13/50 10.1G 2.104 2.582 1.934 192 640: 0%| | 0/1 [00:00<?, ?it/s] 13/50 10.1G 2.104 2.582 1.934 192 640: 100%|██████████| 1/1 [00:00<00:00, 3.63it/s] 13/50 10.1G 2.104 2.582 1.934 192 640: 100%|██████████| 1/1 [00:00<00:00, 3.63it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 0%| | 0/1 [00:00<?, ?it/s] Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 1/1 [00:00<00:00, 11.85it/s] all 15 218 0.00889 0.183 0.00527 0.00183
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
0%| | 0/1 [00:00<?, ?it/s] 14/50 10.2G 1.903 2.516 1.769 203 640: 0%| | 0/1 [00:00<?, ?it/s] 14/50 10.2G 1.903 2.516 1.769 203 640: 100%|██████████| 1/1 [00:00<00:00, 3.68it/s] 14/50 10.2G 1.903 2.516 1.769 203 640: 100%|██████████| 1/1 [00:00<00:00, 3.68it/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, 12.75it/s] all 15 218 0.0151 0.312 0.00995 0.00298
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
0%| | 0/1 [00:00<?, ?it/s] 15/50 10.1G 1.767 2.227 1.837 229 640: 0%| | 0/1 [00:00<?, ?it/s] 15/50 10.1G 1.767 2.227 1.837 229 640: 100%|██████████| 1/1 [00:00<00:00, 3.49it/s] 15/50 10.1G 1.767 2.227 1.837 229 640: 100%|██████████| 1/1 [00:00<00:00, 3.49it/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, 12.99it/s] all 15 218 0.0333 0.683 0.03 0.00986
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
0%| | 0/1 [00:00<?, ?it/s] 16/50 10.2G 1.959 2.046 1.965 248 640: 0%| | 0/1 [00:00<?, ?it/s] 16/50 10.2G 1.959 2.046 1.965 248 640: 100%|██████████| 1/1 [00:00<00:00, 3.61it/s] 16/50 10.2G 1.959 2.046 1.965 248 640: 100%|██████████| 1/1 [00:00<00:00, 3.61it/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, 12.62it/s] all 15 218 0.0387 0.798 0.0386 0.0136
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
0%| | 0/1 [00:00<?, ?it/s] 17/50 10.1G 1.726 1.694 1.774 263 640: 0%| | 0/1 [00:00<?, ?it/s] 17/50 10.1G 1.726 1.694 1.774 263 640: 100%|██████████| 1/1 [00:00<00:00, 3.36it/s] 17/50 10.1G 1.726 1.694 1.774 263 640: 100%|██████████| 1/1 [00:00<00:00, 3.36it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 0%| | 0/1 [00:00<?, ?it/s] Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 1/1 [00:00<00:00, 12.56it/s] all 15 218 0.0414 0.592 0.038 0.0143
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
0%| | 0/1 [00:00<?, ?it/s] 18/50 10.1G 1.77 1.581 1.782 254 640: 0%| | 0/1 [00:00<?, ?it/s] 18/50 10.1G 1.77 1.581 1.782 254 640: 100%|██████████| 1/1 [00:00<00:00, 4.02it/s] 18/50 10.1G 1.77 1.581 1.782 254 640: 100%|██████████| 1/1 [00:00<00:00, 4.01it/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, 12.64it/s] all 15 218 0.0414 0.592 0.038 0.0143
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
0%| | 0/1 [00:00<?, ?it/s] 19/50 10.3G 1.748 1.587 1.764 270 640: 0%| | 0/1 [00:00<?, ?it/s] 19/50 10.3G 1.748 1.587 1.764 270 640: 100%|██████████| 1/1 [00:00<00:00, 4.12it/s] 19/50 10.3G 1.748 1.587 1.764 270 640: 100%|██████████| 1/1 [00:00<00:00, 4.11it/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, 12.96it/s] all 15 218 0.0397 0.56 0.0344 0.0119
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
0%| | 0/1 [00:00<?, ?it/s] 20/50 10.2G 1.663 1.463 1.641 277 640: 0%| | 0/1 [00:00<?, ?it/s] 20/50 10.2G 1.663 1.463 1.641 277 640: 100%|██████████| 1/1 [00:00<00:00, 3.88it/s] 20/50 10.2G 1.663 1.463 1.641 277 640: 100%|██████████| 1/1 [00:00<00:00, 3.87it/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, 12.85it/s] all 15 218 0.0397 0.56 0.0344 0.0119
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
0%| | 0/1 [00:00<?, ?it/s] 21/50 10.2G 1.555 1.423 1.624 264 640: 0%| | 0/1 [00:00<?, ?it/s] 21/50 10.2G 1.555 1.423 1.624 264 640: 100%|██████████| 1/1 [00:00<00:00, 4.09it/s] 21/50 10.2G 1.555 1.423 1.624 264 640: 100%|██████████| 1/1 [00:00<00:00, 4.09it/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, 13.20it/s] all 15 218 0.0269 0.555 0.0212 0.00645
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
0%| | 0/1 [00:00<?, ?it/s] 22/50 10.1G 1.59 1.411 1.617 256 640: 0%| | 0/1 [00:00<?, ?it/s] 22/50 10.1G 1.59 1.411 1.617 256 640: 100%|██████████| 1/1 [00:00<00:00, 4.00it/s] 22/50 10.1G 1.59 1.411 1.617 256 640: 100%|██████████| 1/1 [00:00<00:00, 4.00it/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, 12.19it/s] all 15 218 0.0269 0.555 0.0212 0.00645
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
0%| | 0/1 [00:00<?, ?it/s] 23/50 10.2G 1.594 1.493 1.672 233 640: 0%| | 0/1 [00:00<?, ?it/s] 23/50 10.2G 1.594 1.493 1.672 233 640: 100%|██████████| 1/1 [00:00<00:00, 4.07it/s] 23/50 10.2G 1.594 1.493 1.672 233 640: 100%|██████████| 1/1 [00:00<00:00, 4.07it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 0%| | 0/1 [00:00<?, ?it/s] Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 1/1 [00:00<00:00, 12.81it/s] all 15 218 0.0222 0.459 0.0188 0.00586
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
0%| | 0/1 [00:00<?, ?it/s] 24/50 10.2G 1.605 1.454 1.584 322 640: 0%| | 0/1 [00:00<?, ?it/s] 24/50 10.2G 1.605 1.454 1.584 322 640: 100%|██████████| 1/1 [00:00<00:00, 4.08it/s] 24/50 10.2G 1.605 1.454 1.584 322 640: 100%|██████████| 1/1 [00:00<00:00, 4.07it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 0%| | 0/1 [00:00<?, ?it/s] Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 1/1 [00:00<00:00, 12.94it/s] all 15 218 0.0222 0.459 0.0188 0.00586
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
0%| | 0/1 [00:00<?, ?it/s] 25/50 10.2G 1.582 1.418 1.738 197 640: 0%| | 0/1 [00:00<?, ?it/s] 25/50 10.2G 1.582 1.418 1.738 197 640: 100%|██████████| 1/1 [00:00<00:00, 4.01it/s] 25/50 10.2G 1.582 1.418 1.738 197 640: 100%|██████████| 1/1 [00:00<00:00, 4.01it/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, 12.33it/s] all 15 218 0.0109 0.225 0.00668 0.00229
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
0%| | 0/1 [00:00<?, ?it/s] 26/50 10.1G 1.697 1.382 1.768 201 640: 0%| | 0/1 [00:00<?, ?it/s] 26/50 10.1G 1.697 1.382 1.768 201 640: 100%|██████████| 1/1 [00:00<00:00, 3.90it/s] 26/50 10.1G 1.697 1.382 1.768 201 640: 100%|██████████| 1/1 [00:00<00:00, 3.90it/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, 12.50it/s] all 15 218 0.0109 0.225 0.00668 0.00229
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
0%| | 0/1 [00:00<?, ?it/s] 27/50 10.2G 1.791 1.413 1.867 191 640: 0%| | 0/1 [00:00<?, ?it/s] 27/50 10.2G 1.791 1.413 1.867 191 640: 100%|██████████| 1/1 [00:00<00:00, 4.08it/s] 27/50 10.2G 1.791 1.413 1.867 191 640: 100%|██████████| 1/1 [00:00<00:00, 4.08it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 0%| | 0/1 [00:00<?, ?it/s] Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 1/1 [00:00<00:00, 12.11it/s] all 15 218 0.0108 0.202 0.00638 0.00224
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
0%| | 0/1 [00:00<?, ?it/s] 28/50 10.1G 1.728 1.486 1.759 203 640: 0%| | 0/1 [00:00<?, ?it/s] 28/50 10.1G 1.728 1.486 1.759 203 640: 100%|██████████| 1/1 [00:00<00:00, 4.01it/s] 28/50 10.1G 1.728 1.486 1.759 203 640: 100%|██████████| 1/1 [00:00<00:00, 4.01it/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, 12.01it/s] all 15 218 0.0108 0.202 0.00638 0.00224
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
0%| | 0/1 [00:00<?, ?it/s] 29/50 10.2G 1.53 1.299 1.711 220 640: 0%| | 0/1 [00:00<?, ?it/s] 29/50 10.2G 1.53 1.299 1.711 220 640: 100%|██████████| 1/1 [00:00<00:00, 4.04it/s] 29/50 10.2G 1.53 1.299 1.711 220 640: 100%|██████████| 1/1 [00:00<00:00, 4.03it/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, 10.55it/s] all 15 218 0.0142 0.142 0.00627 0.00206
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
0%| | 0/1 [00:00<?, ?it/s] 30/50 10.1G 1.627 1.395 1.718 271 640: 0%| | 0/1 [00:00<?, ?it/s] 30/50 10.1G 1.627 1.395 1.718 271 640: 100%|██████████| 1/1 [00:00<00:00, 3.76it/s] 30/50 10.1G 1.627 1.395 1.718 271 640: 100%|██████████| 1/1 [00:00<00:00, 3.76it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 0%| | 0/1 [00:00<?, ?it/s] Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 1/1 [00:00<00:00, 10.15it/s] all 15 218 0.0142 0.142 0.00627 0.00206
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
0%| | 0/1 [00:00<?, ?it/s] 31/50 10.2G 1.65 1.356 1.754 256 640: 0%| | 0/1 [00:00<?, ?it/s] 31/50 10.2G 1.65 1.356 1.754 256 640: 100%|██████████| 1/1 [00:00<00:00, 3.97it/s] 31/50 10.2G 1.65 1.356 1.754 256 640: 100%|██████████| 1/1 [00:00<00:00, 3.97it/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, 12.11it/s] all 15 218 0.0197 0.0505 0.0117 0.0021
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
0%| | 0/1 [00:00<?, ?it/s] 32/50 10.1G 1.661 1.378 1.686 251 640: 0%| | 0/1 [00:00<?, ?it/s] 32/50 10.1G 1.661 1.378 1.686 251 640: 100%|██████████| 1/1 [00:00<00:00, 3.99it/s] 32/50 10.1G 1.661 1.378 1.686 251 640: 100%|██████████| 1/1 [00:00<00:00, 3.99it/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, 12.02it/s] all 15 218 0.0197 0.0505 0.0117 0.0021
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
0%| | 0/1 [00:00<?, ?it/s] 33/50 10.2G 1.41 1.293 1.529 312 640: 0%| | 0/1 [00:00<?, ?it/s] 33/50 10.2G 1.41 1.293 1.529 312 640: 100%|██████████| 1/1 [00:00<00:00, 1.70it/s] 33/50 10.2G 1.41 1.293 1.529 312 640: 100%|██████████| 1/1 [00:00<00:00, 1.70it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 0%| | 0/1 [00:00<?, ?it/s] Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 1/1 [00:00<00:00, 10.47it/s] all 15 218 0.268 0.229 0.153 0.0433
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
0%| | 0/1 [00:00<?, ?it/s] 34/50 10.1G 1.548 1.18 1.606 241 640: 0%| | 0/1 [00:00<?, ?it/s] 34/50 10.1G 1.548 1.18 1.606 241 640: 100%|██████████| 1/1 [00:00<00:00, 4.02it/s] 34/50 10.1G 1.548 1.18 1.606 241 640: 100%|██████████| 1/1 [00:00<00:00, 4.01it/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, 12.20it/s] all 15 218 0.268 0.229 0.153 0.0433
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
0%| | 0/1 [00:00<?, ?it/s] 35/50 10.2G 1.454 1.221 1.6 184 640: 0%| | 0/1 [00:00<?, ?it/s] 35/50 10.2G 1.454 1.221 1.6 184 640: 100%|██████████| 1/1 [00:00<00:00, 4.10it/s] 35/50 10.2G 1.454 1.221 1.6 184 640: 100%|██████████| 1/1 [00:00<00:00, 4.09it/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, 12.45it/s] all 15 218 0.421 0.252 0.22 0.0616
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
0%| | 0/1 [00:00<?, ?it/s] 36/50 10.2G 1.776 1.241 1.599 364 640: 0%| | 0/1 [00:00<?, ?it/s] 36/50 10.2G 1.776 1.241 1.599 364 640: 100%|██████████| 1/1 [00:00<00:00, 4.02it/s] 36/50 10.2G 1.776 1.241 1.599 364 640: 100%|██████████| 1/1 [00:00<00:00, 4.02it/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, 12.14it/s] all 15 218 0.421 0.252 0.22 0.0616
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
0%| | 0/1 [00:00<?, ?it/s] 37/50 10.2G 1.561 1.197 1.642 220 640: 0%| | 0/1 [00:00<?, ?it/s] 37/50 10.2G 1.561 1.197 1.642 220 640: 100%|██████████| 1/1 [00:00<00:00, 4.00it/s] 37/50 10.2G 1.561 1.197 1.642 220 640: 100%|██████████| 1/1 [00:00<00:00, 4.00it/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, 12.48it/s] all 15 218 0.476 0.354 0.3 0.0851
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
0%| | 0/1 [00:00<?, ?it/s] 38/50 10.2G 1.417 1.013 1.47 281 640: 0%| | 0/1 [00:00<?, ?it/s] 38/50 10.2G 1.417 1.013 1.47 281 640: 100%|██████████| 1/1 [00:00<00:00, 3.95it/s] 38/50 10.2G 1.417 1.013 1.47 281 640: 100%|██████████| 1/1 [00:00<00:00, 3.95it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 0%| | 0/1 [00:00<?, ?it/s] Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 1/1 [00:00<00:00, 12.14it/s] all 15 218 0.476 0.354 0.3 0.0851
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
0%| | 0/1 [00:00<?, ?it/s] 39/50 10.2G 1.482 1.129 1.604 254 640: 0%| | 0/1 [00:00<?, ?it/s] 39/50 10.2G 1.482 1.129 1.604 254 640: 100%|██████████| 1/1 [00:00<00:00, 4.24it/s] 39/50 10.2G 1.482 1.129 1.604 254 640: 100%|██████████| 1/1 [00:00<00:00, 4.23it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 0%| | 0/1 [00:00<?, ?it/s] Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 1/1 [00:00<00:00, 12.70it/s] all 15 218 0.438 0.427 0.309 0.091
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
0%| | 0/1 [00:00<?, ?it/s] 40/50 10.1G 1.385 1.061 1.547 217 640: 0%| | 0/1 [00:00<?, ?it/s] 40/50 10.1G 1.385 1.061 1.547 217 640: 100%|██████████| 1/1 [00:00<00:00, 3.40it/s] 40/50 10.1G 1.385 1.061 1.547 217 640: 100%|██████████| 1/1 [00:00<00:00, 3.39it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 0%| | 0/1 [00:00<?, ?it/s] Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 1/1 [00:00<00:00, 11.73it/s] all 15 218 0.438 0.427 0.309 0.091
Closing dataloader mosaic
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
0%| | 0/1 [00:00<?, ?it/s] 41/50 10.1G 1.348 1.128 1.638 156 640: 0%| | 0/1 [00:01<?, ?it/s] 41/50 10.1G 1.348 1.128 1.638 156 640: 100%|██████████| 1/1 [00:01<00:00, 1.35s/it] 41/50 10.1G 1.348 1.128 1.638 156 640: 100%|██████████| 1/1 [00:01<00:00, 1.35s/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, 9.91it/s] Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 1/1 [00:00<00:00, 9.88it/s] all 15 218 0.455 0.364 0.292 0.0853
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
0%| | 0/1 [00:00<?, ?it/s] 42/50 10G 1.371 0.9324 1.512 165 640: 0%| | 0/1 [00:00<?, ?it/s] 42/50 10G 1.371 0.9324 1.512 165 640: 100%|██████████| 1/1 [00:00<00:00, 4.09it/s] 42/50 10G 1.371 0.9324 1.512 165 640: 100%|██████████| 1/1 [00:00<00:00, 4.09it/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, 9.70it/s] Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 1/1 [00:00<00:00, 9.67it/s] all 15 218 0.455 0.364 0.292 0.0853
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
0%| | 0/1 [00:00<?, ?it/s] 43/50 10.1G 1.562 1.246 1.775 159 640: 0%| | 0/1 [00:00<?, ?it/s] 43/50 10.1G 1.562 1.246 1.775 159 640: 100%|██████████| 1/1 [00:00<00:00, 3.93it/s] 43/50 10.1G 1.562 1.246 1.775 159 640: 100%|██████████| 1/1 [00:00<00:00, 3.93it/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, 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 0.545 0.362 0.31 0.0869
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
0%| | 0/1 [00:00<?, ?it/s] 44/50 10G 1.347 1.049 1.542 162 640: 0%| | 0/1 [00:00<?, ?it/s] 44/50 10G 1.347 1.049 1.542 162 640: 100%|██████████| 1/1 [00:00<00:00, 4.10it/s] 44/50 10G 1.347 1.049 1.542 162 640: 100%|██████████| 1/1 [00:00<00:00, 4.10it/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, 12.43it/s] all 15 218 0.545 0.362 0.31 0.0869
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
0%| | 0/1 [00:00<?, ?it/s] 45/50 10.1G 1.29 0.9956 1.503 164 640: 0%| | 0/1 [00:00<?, ?it/s] 45/50 10.1G 1.29 0.9956 1.503 164 640: 100%|██████████| 1/1 [00:00<00:00, 3.53it/s] 45/50 10.1G 1.29 0.9956 1.503 164 640: 100%|██████████| 1/1 [00:00<00:00, 3.53it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 0%| | 0/1 [00:00<?, ?it/s] Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 1/1 [00:00<00:00, 12.45it/s] all 15 218 0.453 0.394 0.283 0.08
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
0%| | 0/1 [00:00<?, ?it/s] 46/50 10G 1.215 0.9955 1.465 159 640: 0%| | 0/1 [00:00<?, ?it/s] 46/50 10G 1.215 0.9955 1.465 159 640: 100%|██████████| 1/1 [00:00<00:00, 4.08it/s] 46/50 10G 1.215 0.9955 1.465 159 640: 100%|██████████| 1/1 [00:00<00:00, 4.07it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 0%| | 0/1 [00:00<?, ?it/s] Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 1/1 [00:00<00:00, 12.60it/s] all 15 218 0.453 0.394 0.283 0.08
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
0%| | 0/1 [00:00<?, ?it/s] 47/50 10.1G 1.251 0.9888 1.497 158 640: 0%| | 0/1 [00:00<?, ?it/s] 47/50 10.1G 1.251 0.9888 1.497 158 640: 100%|██████████| 1/1 [00:00<00:00, 4.12it/s] 47/50 10.1G 1.251 0.9888 1.497 158 640: 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, 12.50it/s] all 15 218 0.423 0.44 0.282 0.0805
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
0%| | 0/1 [00:00<?, ?it/s] 48/50 10G 1.285 0.9156 1.432 162 640: 0%| | 0/1 [00:00<?, ?it/s] 48/50 10G 1.285 0.9156 1.432 162 640: 100%|██████████| 1/1 [00:00<00:00, 4.12it/s] 48/50 10G 1.285 0.9156 1.432 162 640: 100%|██████████| 1/1 [00:00<00:00, 4.11it/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, 12.62it/s] all 15 218 0.423 0.44 0.282 0.0805
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
0%| | 0/1 [00:00<?, ?it/s] 49/50 10.1G 1.315 0.9504 1.425 167 640: 0%| | 0/1 [00:00<?, ?it/s] 49/50 10.1G 1.315 0.9504 1.425 167 640: 100%|██████████| 1/1 [00:00<00:00, 3.90it/s] 49/50 10.1G 1.315 0.9504 1.425 167 640: 100%|██████████| 1/1 [00:00<00:00, 3.90it/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, 12.37it/s] all 15 218 0.396 0.431 0.294 0.0869
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
0%| | 0/1 [00:00<?, ?it/s] 50/50 10G 1.324 0.9717 1.422 163 640: 0%| | 0/1 [00:00<?, ?it/s] 50/50 10G 1.324 0.9717 1.422 163 640: 100%|██████████| 1/1 [00:00<00:00, 3.87it/s] 50/50 10G 1.324 0.9717 1.422 163 640: 100%|██████████| 1/1 [00:00<00:00, 3.86it/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, 12.47it/s] all 15 218 0.396 0.431 0.294 0.0869
50 epochs completed in 0.019 hours.
Optimizer stripped from runs/detect/train21/weights/last.pt, 87.7MB
Optimizer stripped from runs/detect/train21/weights/best.pt, 87.7MB
Validating runs/detect/train21/weights/best.pt...
Ultralytics YOLOv8.1.13 🚀 Python-3.8.18 torch-2.1.1+cu121 CUDA:0 (NVIDIA A100 80GB PCIe, 81050MiB)
Model summary (fused): 268 layers, 43607379 parameters, 0 gradients, 164.8 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, 10.53it/s] all 15 218 0.438 0.427 0.309 0.0912
Speed: 0.1ms preprocess, 2.5ms inference, 0.0ms loss, 0.7ms postprocess per image
Results saved to [1mruns/detect/train21[0m
wandb: - 90.249 MB of 90.249 MB uploadedwandb: \ 90.249 MB of 90.249 MB uploadedwandb: | 90.294 MB of 90.294 MB uploadedwandb:
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 3e-05
wandb: lr/pg1 3e-05
wandb: lr/pg2 3e-05
wandb: metrics/mAP50(B) 0.30853
wandb: metrics/mAP50-95(B) 0.09125
wandb: metrics/precision(B) 0.43763
wandb: metrics/recall(B) 0.42661
wandb: model/GFLOPs 165.403
wandb: model/parameters 43630611
wandb: model/speed_PyTorch(ms) 11.436
wandb: train/box_loss 1.32385
wandb: train/cls_loss 0.97167
wandb: train/dfl_loss 1.42211
wandb: val/box_loss 2.62371
wandb: val/cls_loss 2.44795
wandb: val/dfl_loss 2.83756
wandb:
wandb: 🚀 View run train21 at: https://wandb.ai/fin-jason20/YOLOv8/runs/pbdvt4kv
wandb: ️⚡ View job at https://wandb.ai/fin-jason20/YOLOv8/jobs/QXJ0aWZhY3RDb2xsZWN0aW9uOjE0MTIzNTExMg==/version_details/v9
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_135318-pbdvt4kv/logs
Ultralytics YOLOv8.1.13 🚀 Python-3.8.18 torch-2.1.1+cu121 CUDA:0 (NVIDIA A100 80GB PCIe, 81050MiB)
Model summary (fused): 268 layers, 43607379 parameters, 0 gradients, 164.8 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 0.444 0.431 0.312 0.0914
Speed: 0.1ms preprocess, 7.7ms inference, 0.0ms loss, 0.7ms postprocess per image
Results saved to [1mruns/detect/train212[0m
ultralytics.utils.metrics.DetMetrics object with attributes:
ap_class_index: array([0])
box: ultralytics.utils.metrics.Metric object
confusion_matrix: <ultralytics.utils.metrics.ConfusionMatrix object at 0x2ae6591cc8e0>
curves: ['Precision-Recall(B)', 'F1-Confidence(B)', 'Precision-Confidence(B)', 'Recall-Confidence(B)']
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fitness: 0.1135058768965088
keys: ['metrics/precision(B)', 'metrics/recall(B)', 'metrics/mAP50(B)', 'metrics/mAP50-95(B)']
maps: array([ 0.091436])
names: {0: 'microglia'}
plot: True
results_dict: {'metrics/precision(B)': 0.44397393479543373, 'metrics/recall(B)': 0.43119266055045874, 'metrics/mAP50(B)': 0.3121359448785275, 'metrics/mAP50-95(B)': 0.09143586934295116, 'fitness': 0.1135058768965088}
save_dir: PosixPath('runs/detect/train212')
speed: {'preprocess': 0.08026758829752605, 'inference': 7.7227433522542315, 'loss': 0.0006198883056640625, 'postprocess': 0.7332801818847656}
task: 'detect'