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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=yolov8x.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 2320 ultralytics.nn.modules.conv.Conv [3, 80, 3, 2]
1 -1 1 115520 ultralytics.nn.modules.conv.Conv [80, 160, 3, 2]
2 -1 3 436800 ultralytics.nn.modules.block.C2f [160, 160, 3, True]
3 -1 1 461440 ultralytics.nn.modules.conv.Conv [160, 320, 3, 2]
4 -1 6 3281920 ultralytics.nn.modules.block.C2f [320, 320, 6, True]
5 -1 1 1844480 ultralytics.nn.modules.conv.Conv [320, 640, 3, 2]
6 -1 6 13117440 ultralytics.nn.modules.block.C2f [640, 640, 6, True]
7 -1 1 3687680 ultralytics.nn.modules.conv.Conv [640, 640, 3, 2]
8 -1 3 6969600 ultralytics.nn.modules.block.C2f [640, 640, 3, True]
9 -1 1 1025920 ultralytics.nn.modules.block.SPPF [640, 640, 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 7379200 ultralytics.nn.modules.block.C2f [1280, 640, 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 1948800 ultralytics.nn.modules.block.C2f [960, 320, 3]
16 -1 1 922240 ultralytics.nn.modules.conv.Conv [320, 320, 3, 2]
17 [-1, 12] 1 0 ultralytics.nn.modules.conv.Concat [1]
18 -1 3 7174400 ultralytics.nn.modules.block.C2f [960, 640, 3]
19 -1 1 3687680 ultralytics.nn.modules.conv.Conv [640, 640, 3, 2]
20 [-1, 9] 1 0 ultralytics.nn.modules.conv.Concat [1]
21 -1 3 7379200 ultralytics.nn.modules.block.C2f [1280, 640, 3]
22 [15, 18, 21] 1 8718931 ultralytics.nn.modules.head.Detect [1, [320, 640, 640]]
Model summary: 365 layers, 68153571 parameters, 68153555 gradients, 258.1 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_164757-ywp7ommu
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/ywp7ommu
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 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/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 12G 3.28 3.71 2.781 298 640: 0%| | 0/1 [00:03<?, ?it/s] 1/50 12G 3.28 3.71 2.781 298 640: 100%|██████████| 1/1 [00:03<00:00, 3.08s/it] 1/50 12G 3.28 3.71 2.781 298 640: 100%|██████████| 1/1 [00:03<00:00, 3.08s/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, 4.86it/s] Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 1/1 [00:00<00:00, 4.85it/s] all 15 218 0.00667 0.138 0.0062 0.00177
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
0%| | 0/1 [00:00<?, ?it/s] 2/50 12.4G 3.335 3.713 2.776 252 640: 0%| | 0/1 [00:00<?, ?it/s] 2/50 12.4G 3.335 3.713 2.776 252 640: 100%|██████████| 1/1 [00:00<00:00, 3.28it/s] 2/50 12.4G 3.335 3.713 2.776 252 640: 100%|██████████| 1/1 [00:00<00:00, 3.28it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 0%| | 0/1 [00:00<?, ?it/s] Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 1/1 [00:00<00:00, 7.93it/s] Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 1/1 [00:00<00:00, 7.91it/s] all 15 218 0.00733 0.151 0.00748 0.00184
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
0%| | 0/1 [00:00<?, ?it/s] 3/50 11.9G 3.329 3.647 2.941 244 640: 0%| | 0/1 [00:00<?, ?it/s] 3/50 11.9G 3.329 3.647 2.941 244 640: 100%|██████████| 1/1 [00:00<00:00, 3.25it/s] 3/50 11.9G 3.329 3.647 2.941 244 640: 100%|██████████| 1/1 [00:00<00:00, 3.25it/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, 8.00it/s] Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 1/1 [00:00<00:00, 7.99it/s] all 15 218 0.00733 0.151 0.00718 0.00187
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
0%| | 0/1 [00:00<?, ?it/s] 4/50 11.9G 3.308 3.709 2.842 250 640: 0%| | 0/1 [00:00<?, ?it/s] 4/50 11.9G 3.308 3.709 2.842 250 640: 100%|██████████| 1/1 [00:00<00:00, 3.27it/s] 4/50 11.9G 3.308 3.709 2.842 250 640: 100%|██████████| 1/1 [00:00<00:00, 3.27it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 0%| | 0/1 [00:00<?, ?it/s] Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 1/1 [00:00<00:00, 7.04it/s] Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 1/1 [00:00<00:00, 7.02it/s] all 15 218 0.00689 0.142 0.00553 0.00154
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
0%| | 0/1 [00:00<?, ?it/s] 5/50 11.9G 3.346 3.745 2.837 233 640: 0%| | 0/1 [00:00<?, ?it/s] 5/50 11.9G 3.346 3.745 2.837 233 640: 100%|██████████| 1/1 [00:00<00:00, 3.30it/s] 5/50 11.9G 3.346 3.745 2.837 233 640: 100%|██████████| 1/1 [00:00<00:00, 3.30it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 0%| | 0/1 [00:00<?, ?it/s] Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 1/1 [00:00<00:00, 9.97it/s] Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 1/1 [00:00<00:00, 9.94it/s] all 15 218 0.00667 0.138 0.00611 0.00156
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
0%| | 0/1 [00:00<?, ?it/s] 6/50 11.9G 3.495 3.891 2.826 269 640: 0%| | 0/1 [00:00<?, ?it/s] 6/50 11.9G 3.495 3.891 2.826 269 640: 100%|██████████| 1/1 [00:00<00:00, 3.13it/s] 6/50 11.9G 3.495 3.891 2.826 269 640: 100%|██████████| 1/1 [00:00<00:00, 3.12it/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, 9.62it/s] Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 1/1 [00:00<00:00, 9.60it/s] all 15 218 0.00667 0.138 0.00577 0.00147
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
0%| | 0/1 [00:00<?, ?it/s] 7/50 11.9G 3.302 3.541 2.849 228 640: 0%| | 0/1 [00:00<?, ?it/s] 7/50 11.9G 3.302 3.541 2.849 228 640: 100%|██████████| 1/1 [00:00<00:00, 2.69it/s] 7/50 11.9G 3.302 3.541 2.849 228 640: 100%|██████████| 1/1 [00:00<00:00, 2.68it/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, 9.76it/s] Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 1/1 [00:00<00:00, 9.74it/s] all 15 218 0.0203 0.138 0.00989 0.00257
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
0%| | 0/1 [00:00<?, ?it/s] 8/50 12.4G 2.956 3.445 2.596 185 640: 0%| | 0/1 [00:00<?, ?it/s] 8/50 12.4G 2.956 3.445 2.596 185 640: 100%|██████████| 1/1 [00:00<00:00, 3.10it/s] 8/50 12.4G 2.956 3.445 2.596 185 640: 100%|██████████| 1/1 [00:00<00:00, 3.10it/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, 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 0.00844 0.174 0.00499 0.00141
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
0%| | 0/1 [00:00<?, ?it/s] 9/50 12.6G 2.731 2.961 2.587 233 640: 0%| | 0/1 [00:00<?, ?it/s] 9/50 12.6G 2.731 2.961 2.587 233 640: 100%|██████████| 1/1 [00:00<00:00, 3.38it/s] 9/50 12.6G 2.731 2.961 2.587 233 640: 100%|██████████| 1/1 [00:00<00:00, 3.38it/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, 7.90it/s] Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 1/1 [00:00<00:00, 7.88it/s] all 15 218 0.16 0.124 0.0806 0.0233
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
0%| | 0/1 [00:00<?, ?it/s] 10/50 12.5G 2.259 2.631 2.159 296 640: 0%| | 0/1 [00:00<?, ?it/s] 10/50 12.5G 2.259 2.631 2.159 296 640: 100%|██████████| 1/1 [00:00<00:00, 2.72it/s] 10/50 12.5G 2.259 2.631 2.159 296 640: 100%|██████████| 1/1 [00:00<00:00, 2.72it/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, 9.37it/s] Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 1/1 [00:00<00:00, 9.35it/s] all 15 218 0.169 0.216 0.107 0.0295
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
0%| | 0/1 [00:00<?, ?it/s] 11/50 12.5G 2.179 3.729 2.179 252 640: 0%| | 0/1 [00:00<?, ?it/s] 11/50 12.5G 2.179 3.729 2.179 252 640: 100%|██████████| 1/1 [00:00<00:00, 3.36it/s] 11/50 12.5G 2.179 3.729 2.179 252 640: 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, 9.37it/s] Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 1/1 [00:00<00:00, 9.33it/s] all 15 218 0.176 0.22 0.115 0.0307
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
0%| | 0/1 [00:00<?, ?it/s] 12/50 12.5G 2.217 3.851 2.305 245 640: 0%| | 0/1 [00:00<?, ?it/s] 12/50 12.5G 2.217 3.851 2.305 245 640: 100%|██████████| 1/1 [00:00<00:00, 3.43it/s] 12/50 12.5G 2.217 3.851 2.305 245 640: 100%|██████████| 1/1 [00:00<00:00, 3.42it/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, 9.30it/s] Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 1/1 [00:00<00:00, 9.27it/s] all 15 218 0.182 0.234 0.116 0.0315
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
0%| | 0/1 [00:00<?, ?it/s] 13/50 12.4G 2.386 4.307 2.398 192 640: 0%| | 0/1 [00:00<?, ?it/s] 13/50 12.4G 2.386 4.307 2.398 192 640: 100%|██████████| 1/1 [00:00<00:00, 3.39it/s] 13/50 12.4G 2.386 4.307 2.398 192 640: 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, 9.75it/s] Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 1/1 [00:00<00:00, 9.73it/s] all 15 218 0.0127 0.261 0.00813 0.00252
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
0%| | 0/1 [00:00<?, ?it/s] 14/50 12.5G 1.996 2.5 1.819 203 640: 0%| | 0/1 [00:00<?, ?it/s] 14/50 12.5G 1.996 2.5 1.819 203 640: 100%|██████████| 1/1 [00:00<00:00, 3.36it/s] 14/50 12.5G 1.996 2.5 1.819 203 640: 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, 9.87it/s] Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 1/1 [00:00<00:00, 9.85it/s] all 15 218 0.301 0.298 0.182 0.0554
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
0%| | 0/1 [00:00<?, ?it/s] 15/50 12.4G 2.055 2.514 1.741 229 640: 0%| | 0/1 [00:00<?, ?it/s] 15/50 12.4G 2.055 2.514 1.741 229 640: 100%|██████████| 1/1 [00:00<00:00, 3.31it/s] 15/50 12.4G 2.055 2.514 1.741 229 640: 100%|██████████| 1/1 [00:00<00:00, 3.31it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 0%| | 0/1 [00:00<?, ?it/s] Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 1/1 [00:00<00:00, 9.76it/s] Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 1/1 [00:00<00:00, 9.73it/s] all 15 218 0.178 0.349 0.119 0.0359
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
0%| | 0/1 [00:00<?, ?it/s] 16/50 12.5G 1.836 2.323 1.779 248 640: 0%| | 0/1 [00:00<?, ?it/s] 16/50 12.5G 1.836 2.323 1.779 248 640: 100%|██████████| 1/1 [00:00<00:00, 3.39it/s] 16/50 12.5G 1.836 2.323 1.779 248 640: 100%|██████████| 1/1 [00:00<00:00, 3.38it/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, 9.56it/s] Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 1/1 [00:00<00:00, 9.54it/s] all 15 218 0.0957 0.33 0.0614 0.0163
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
0%| | 0/1 [00:00<?, ?it/s] 17/50 12.5G 1.809 2.664 1.83 263 640: 0%| | 0/1 [00:00<?, ?it/s] 17/50 12.5G 1.809 2.664 1.83 263 640: 100%|██████████| 1/1 [00:00<00:00, 3.31it/s] 17/50 12.5G 1.809 2.664 1.83 263 640: 100%|██████████| 1/1 [00:00<00:00, 3.31it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 0%| | 0/1 [00:00<?, ?it/s] Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 1/1 [00:00<00:00, 9.62it/s] Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 1/1 [00:00<00:00, 9.60it/s] all 15 218 0.02 0.413 0.0142 0.00425
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
0%| | 0/1 [00:00<?, ?it/s] 18/50 12.5G 1.861 1.966 1.838 254 640: 0%| | 0/1 [00:00<?, ?it/s] 18/50 12.5G 1.861 1.966 1.838 254 640: 100%|██████████| 1/1 [00:00<00:00, 3.67it/s] 18/50 12.5G 1.861 1.966 1.838 254 640: 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, 9.44it/s] Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 1/1 [00:00<00:00, 9.42it/s] all 15 218 0.02 0.413 0.0142 0.00425
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
0%| | 0/1 [00:00<?, ?it/s] 19/50 12.6G 1.885 1.963 1.826 270 640: 0%| | 0/1 [00:00<?, ?it/s] 19/50 12.6G 1.885 1.963 1.826 270 640: 100%|██████████| 1/1 [00:00<00:00, 3.46it/s] 19/50 12.6G 1.885 1.963 1.826 270 640: 100%|██████████| 1/1 [00:00<00:00, 3.46it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 0%| | 0/1 [00:00<?, ?it/s] Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 1/1 [00:00<00:00, 9.65it/s] Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 1/1 [00:00<00:00, 9.63it/s] all 15 218 0.0228 0.463 0.0169 0.00555
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
0%| | 0/1 [00:00<?, ?it/s] 20/50 12.5G 1.746 1.677 1.661 277 640: 0%| | 0/1 [00:00<?, ?it/s] 20/50 12.5G 1.746 1.677 1.661 277 640: 100%|██████████| 1/1 [00:00<00:00, 3.40it/s] 20/50 12.5G 1.746 1.677 1.661 277 640: 100%|██████████| 1/1 [00:00<00:00, 3.40it/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, 9.67it/s] Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 1/1 [00:00<00:00, 9.65it/s] all 15 218 0.0228 0.463 0.0169 0.00555
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
0%| | 0/1 [00:00<?, ?it/s] 21/50 12.5G 1.749 1.673 1.694 264 640: 0%| | 0/1 [00:00<?, ?it/s] 21/50 12.5G 1.749 1.673 1.694 264 640: 100%|██████████| 1/1 [00:00<00:00, 3.54it/s] 21/50 12.5G 1.749 1.673 1.694 264 640: 100%|██████████| 1/1 [00:00<00:00, 3.54it/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, 9.67it/s] Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 1/1 [00:00<00:00, 9.65it/s] all 15 218 0.0267 0.55 0.0208 0.00652
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
0%| | 0/1 [00:00<?, ?it/s] 22/50 12.5G 1.728 1.639 1.694 256 640: 0%| | 0/1 [00:00<?, ?it/s] 22/50 12.5G 1.728 1.639 1.694 256 640: 100%|██████████| 1/1 [00:00<00:00, 3.64it/s] 22/50 12.5G 1.728 1.639 1.694 256 640: 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, 9.53it/s] Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 1/1 [00:00<00:00, 9.51it/s] all 15 218 0.0267 0.55 0.0208 0.00652
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
0%| | 0/1 [00:00<?, ?it/s] 23/50 12.5G 1.639 1.712 1.7 233 640: 0%| | 0/1 [00:00<?, ?it/s] 23/50 12.5G 1.639 1.712 1.7 233 640: 100%|██████████| 1/1 [00:00<00:00, 3.51it/s] 23/50 12.5G 1.639 1.712 1.7 233 640: 100%|██████████| 1/1 [00:00<00:00, 3.51it/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, 9.24it/s] Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 1/1 [00:00<00:00, 9.22it/s] all 15 218 0.0356 0.55 0.0294 0.00945
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
0%| | 0/1 [00:00<?, ?it/s] 24/50 12.5G 1.777 1.584 1.704 322 640: 0%| | 0/1 [00:00<?, ?it/s] 24/50 12.5G 1.777 1.584 1.704 322 640: 100%|██████████| 1/1 [00:00<00:00, 3.63it/s] 24/50 12.5G 1.777 1.584 1.704 322 640: 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, 9.27it/s] Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 1/1 [00:00<00:00, 9.25it/s] all 15 218 0.0356 0.55 0.0294 0.00945
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
0%| | 0/1 [00:00<?, ?it/s] 25/50 12.5G 1.684 1.641 1.852 197 640: 0%| | 0/1 [00:00<?, ?it/s] 25/50 12.5G 1.684 1.641 1.852 197 640: 100%|██████████| 1/1 [00:00<00:00, 3.56it/s] 25/50 12.5G 1.684 1.641 1.852 197 640: 100%|██████████| 1/1 [00:00<00:00, 3.56it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 0%| | 0/1 [00:00<?, ?it/s] Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 1/1 [00:00<00:00, 9.10it/s] Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 1/1 [00:00<00:00, 9.08it/s] all 15 218 0.0577 0.381 0.0434 0.0143
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
0%| | 0/1 [00:00<?, ?it/s] 26/50 12.4G 1.737 1.595 1.793 201 640: 0%| | 0/1 [00:00<?, ?it/s] 26/50 12.4G 1.737 1.595 1.793 201 640: 100%|██████████| 1/1 [00:00<00:00, 3.22it/s] 26/50 12.4G 1.737 1.595 1.793 201 640: 100%|██████████| 1/1 [00:00<00:00, 3.22it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 0%| | 0/1 [00:00<?, ?it/s] Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 1/1 [00:00<00:00, 9.27it/s] Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 1/1 [00:00<00:00, 9.25it/s] all 15 218 0.0577 0.381 0.0434 0.0143
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
0%| | 0/1 [00:00<?, ?it/s] 27/50 12.5G 1.799 1.653 1.845 191 640: 0%| | 0/1 [00:00<?, ?it/s] 27/50 12.5G 1.799 1.653 1.845 191 640: 100%|██████████| 1/1 [00:00<00:00, 3.52it/s] 27/50 12.5G 1.799 1.653 1.845 191 640: 100%|██████████| 1/1 [00:00<00:00, 3.51it/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, 9.37it/s] Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 1/1 [00:00<00:00, 9.35it/s] all 15 218 0.0227 0.22 0.0154 0.00445
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
0%| | 0/1 [00:00<?, ?it/s] 28/50 12.5G 1.848 1.953 1.753 203 640: 0%| | 0/1 [00:00<?, ?it/s] 28/50 12.5G 1.848 1.953 1.753 203 640: 100%|██████████| 1/1 [00:00<00:00, 3.64it/s] 28/50 12.5G 1.848 1.953 1.753 203 640: 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, 9.34it/s] Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 1/1 [00:00<00:00, 9.32it/s] all 15 218 0.0227 0.22 0.0154 0.00445
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
0%| | 0/1 [00:00<?, ?it/s] 29/50 12.5G 1.76 1.693 1.775 220 640: 0%| | 0/1 [00:00<?, ?it/s] 29/50 12.5G 1.76 1.693 1.775 220 640: 100%|██████████| 1/1 [00:00<00:00, 3.65it/s] 29/50 12.5G 1.76 1.693 1.775 220 640: 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, 9.68it/s] Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 1/1 [00:00<00:00, 9.66it/s] all 15 218 0.182 0.284 0.0834 0.0243
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
0%| | 0/1 [00:00<?, ?it/s] 30/50 12.5G 1.659 1.435 1.642 271 640: 0%| | 0/1 [00:00<?, ?it/s] 30/50 12.5G 1.659 1.435 1.642 271 640: 100%|██████████| 1/1 [00:00<00:00, 3.65it/s] 30/50 12.5G 1.659 1.435 1.642 271 640: 100%|██████████| 1/1 [00:00<00:00, 3.65it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 0%| | 0/1 [00:00<?, ?it/s] Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 1/1 [00:00<00:00, 9.46it/s] Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 1/1 [00:00<00:00, 9.44it/s] all 15 218 0.182 0.284 0.0834 0.0243
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
0%| | 0/1 [00:00<?, ?it/s] 31/50 12.5G 1.638 1.371 1.635 256 640: 0%| | 0/1 [00:00<?, ?it/s] 31/50 12.5G 1.638 1.371 1.635 256 640: 100%|██████████| 1/1 [00:00<00:00, 3.73it/s] 31/50 12.5G 1.638 1.371 1.635 256 640: 100%|██████████| 1/1 [00:00<00:00, 3.73it/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, 9.64it/s] Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 1/1 [00:00<00:00, 9.61it/s] all 15 218 0.422 0.399 0.309 0.0918
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
0%| | 0/1 [00:00<?, ?it/s] 32/50 12.5G 1.876 1.513 1.773 251 640: 0%| | 0/1 [00:00<?, ?it/s] 32/50 12.5G 1.876 1.513 1.773 251 640: 100%|██████████| 1/1 [00:00<00:00, 3.67it/s] 32/50 12.5G 1.876 1.513 1.773 251 640: 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, 9.55it/s] Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 1/1 [00:00<00:00, 9.53it/s] all 15 218 0.422 0.399 0.309 0.0918
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
0%| | 0/1 [00:00<?, ?it/s] 33/50 12.5G 1.574 1.359 1.599 312 640: 0%| | 0/1 [00:00<?, ?it/s] 33/50 12.5G 1.574 1.359 1.599 312 640: 100%|██████████| 1/1 [00:00<00:00, 3.76it/s] 33/50 12.5G 1.574 1.359 1.599 312 640: 100%|██████████| 1/1 [00:00<00:00, 3.75it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 0%| | 0/1 [00:00<?, ?it/s] Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 1/1 [00:00<00:00, 9.73it/s] Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 1/1 [00:00<00:00, 9.70it/s] all 15 218 0.387 0.532 0.352 0.103
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
0%| | 0/1 [00:00<?, ?it/s] 34/50 12.5G 1.841 1.512 1.766 241 640: 0%| | 0/1 [00:00<?, ?it/s] 34/50 12.5G 1.841 1.512 1.766 241 640: 100%|██████████| 1/1 [00:00<00:00, 3.60it/s] 34/50 12.5G 1.841 1.512 1.766 241 640: 100%|██████████| 1/1 [00:00<00:00, 3.60it/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, 9.76it/s] Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 1/1 [00:00<00:00, 9.74it/s] all 15 218 0.387 0.532 0.352 0.103
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
0%| | 0/1 [00:00<?, ?it/s] 35/50 12.5G 1.679 1.53 1.743 184 640: 0%| | 0/1 [00:00<?, ?it/s] 35/50 12.5G 1.679 1.53 1.743 184 640: 100%|██████████| 1/1 [00:00<00:00, 3.62it/s] 35/50 12.5G 1.679 1.53 1.743 184 640: 100%|██████████| 1/1 [00:00<00:00, 3.62it/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, 9.68it/s] Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 1/1 [00:00<00:00, 9.66it/s] all 15 218 0.339 0.429 0.259 0.0747
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
0%| | 0/1 [00:00<?, ?it/s] 36/50 12.6G 1.591 1.228 1.514 364 640: 0%| | 0/1 [00:00<?, ?it/s] 36/50 12.6G 1.591 1.228 1.514 364 640: 100%|██████████| 1/1 [00:00<00:00, 3.46it/s] 36/50 12.6G 1.591 1.228 1.514 364 640: 100%|██████████| 1/1 [00:00<00:00, 3.45it/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, 9.62it/s] Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 1/1 [00:00<00:00, 9.60it/s] all 15 218 0.339 0.429 0.259 0.0747
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
0%| | 0/1 [00:00<?, ?it/s] 37/50 12.4G 1.605 1.374 1.693 220 640: 0%| | 0/1 [00:00<?, ?it/s] 37/50 12.4G 1.605 1.374 1.693 220 640: 100%|██████████| 1/1 [00:00<00:00, 3.59it/s] 37/50 12.4G 1.605 1.374 1.693 220 640: 100%|██████████| 1/1 [00:00<00:00, 3.59it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 0%| | 0/1 [00:00<?, ?it/s] Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 1/1 [00:00<00:00, 9.59it/s] Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 1/1 [00:00<00:00, 9.56it/s] all 15 218 0.353 0.394 0.235 0.072
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
0%| | 0/1 [00:00<?, ?it/s] 38/50 12.6G 1.352 1.115 1.431 281 640: 0%| | 0/1 [00:00<?, ?it/s] 38/50 12.6G 1.352 1.115 1.431 281 640: 100%|██████████| 1/1 [00:00<00:00, 3.53it/s] 38/50 12.6G 1.352 1.115 1.431 281 640: 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, 9.67it/s] Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 1/1 [00:00<00:00, 9.65it/s] all 15 218 0.353 0.394 0.235 0.072
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
0%| | 0/1 [00:00<?, ?it/s] 39/50 12.5G 1.546 1.244 1.659 254 640: 0%| | 0/1 [00:00<?, ?it/s] 39/50 12.5G 1.546 1.244 1.659 254 640: 100%|██████████| 1/1 [00:00<00:00, 3.71it/s] 39/50 12.5G 1.546 1.244 1.659 254 640: 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, 9.62it/s] Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 1/1 [00:00<00:00, 9.60it/s] all 15 218 0.157 0.546 0.117 0.0398
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
0%| | 0/1 [00:00<?, ?it/s] 40/50 12.5G 1.472 1.246 1.577 217 640: 0%| | 0/1 [00:00<?, ?it/s] 40/50 12.5G 1.472 1.246 1.577 217 640: 100%|██████████| 1/1 [00:00<00:00, 3.57it/s] 40/50 12.5G 1.472 1.246 1.577 217 640: 100%|██████████| 1/1 [00:00<00:00, 3.56it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 0%| | 0/1 [00:00<?, ?it/s] Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 1/1 [00:00<00:00, 9.53it/s] Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 1/1 [00:00<00:00, 9.51it/s] all 15 218 0.157 0.546 0.117 0.0398
Closing dataloader mosaic
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
0%| | 0/1 [00:00<?, ?it/s] 41/50 12.4G 1.411 1.308 1.615 156 640: 0%| | 0/1 [00:01<?, ?it/s] 41/50 12.4G 1.411 1.308 1.615 156 640: 100%|██████████| 1/1 [00:01<00:00, 1.35s/it] 41/50 12.4G 1.411 1.308 1.615 156 640: 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, 8.10it/s] Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 1/1 [00:00<00:00, 8.09it/s] all 15 218 0.123 0.537 0.087 0.029
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
0%| | 0/1 [00:00<?, ?it/s] 42/50 12.4G 1.31 1.061 1.463 165 640: 0%| | 0/1 [00:00<?, ?it/s] 42/50 12.4G 1.31 1.061 1.463 165 640: 100%|██████████| 1/1 [00:00<00:00, 3.47it/s] 42/50 12.4G 1.31 1.061 1.463 165 640: 100%|██████████| 1/1 [00:00<00:00, 3.47it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 0%| | 0/1 [00:00<?, ?it/s] Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 1/1 [00:00<00:00, 7.86it/s] Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 1/1 [00:00<00:00, 7.84it/s] all 15 218 0.123 0.537 0.087 0.029
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
0%| | 0/1 [00:00<?, ?it/s] 43/50 12.4G 1.455 1.225 1.6 159 640: 0%| | 0/1 [00:00<?, ?it/s] 43/50 12.4G 1.455 1.225 1.6 159 640: 100%|██████████| 1/1 [00:00<00:00, 3.55it/s] 43/50 12.4G 1.455 1.225 1.6 159 640: 100%|██████████| 1/1 [00:00<00:00, 3.55it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 0%| | 0/1 [00:00<?, ?it/s] Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 1/1 [00:00<00:00, 8.04it/s] Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 1/1 [00:00<00:00, 8.03it/s] all 15 218 0.103 0.418 0.0675 0.0222
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
0%| | 0/1 [00:00<?, ?it/s] 44/50 12.4G 1.432 1.204 1.55 162 640: 0%| | 0/1 [00:00<?, ?it/s] 44/50 12.4G 1.432 1.204 1.55 162 640: 100%|██████████| 1/1 [00:00<00:00, 3.04it/s] 44/50 12.4G 1.432 1.204 1.55 162 640: 100%|██████████| 1/1 [00:00<00:00, 3.03it/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, 9.66it/s] Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 1/1 [00:00<00:00, 9.64it/s] all 15 218 0.103 0.418 0.0675 0.0222
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
0%| | 0/1 [00:00<?, ?it/s] 45/50 12.4G 1.316 1.076 1.457 164 640: 0%| | 0/1 [00:00<?, ?it/s] 45/50 12.4G 1.316 1.076 1.457 164 640: 100%|██████████| 1/1 [00:00<00:00, 3.56it/s] 45/50 12.4G 1.316 1.076 1.457 164 640: 100%|██████████| 1/1 [00:00<00:00, 3.56it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 0%| | 0/1 [00:00<?, ?it/s] Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 1/1 [00:00<00:00, 9.69it/s] Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 1/1 [00:00<00:00, 9.67it/s] all 15 218 0.156 0.33 0.111 0.0331
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
0%| | 0/1 [00:00<?, ?it/s] 46/50 12.4G 1.249 1.087 1.453 159 640: 0%| | 0/1 [00:00<?, ?it/s] 46/50 12.4G 1.249 1.087 1.453 159 640: 100%|██████████| 1/1 [00:00<00:00, 3.68it/s] 46/50 12.4G 1.249 1.087 1.453 159 640: 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, 9.67it/s] Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 1/1 [00:00<00:00, 9.65it/s] all 15 218 0.156 0.33 0.111 0.0331
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
0%| | 0/1 [00:00<?, ?it/s] 47/50 12.4G 1.272 1.034 1.455 158 640: 0%| | 0/1 [00:00<?, ?it/s] 47/50 12.4G 1.272 1.034 1.455 158 640: 100%|██████████| 1/1 [00:00<00:00, 3.43it/s] 47/50 12.4G 1.272 1.034 1.455 158 640: 100%|██████████| 1/1 [00:00<00:00, 3.42it/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, 9.75it/s] Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 1/1 [00:00<00:00, 9.73it/s] all 15 218 0.424 0.317 0.282 0.0821
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
0%| | 0/1 [00:00<?, ?it/s] 48/50 12.4G 1.181 0.9566 1.313 162 640: 0%| | 0/1 [00:00<?, ?it/s] 48/50 12.4G 1.181 0.9566 1.313 162 640: 100%|██████████| 1/1 [00:00<00:00, 2.94it/s] 48/50 12.4G 1.181 0.9566 1.313 162 640: 100%|██████████| 1/1 [00:00<00:00, 2.93it/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 0.424 0.317 0.282 0.0821
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
0%| | 0/1 [00:00<?, ?it/s] 49/50 12.4G 1.337 1.013 1.409 167 640: 0%| | 0/1 [00:00<?, ?it/s] 49/50 12.4G 1.337 1.013 1.409 167 640: 100%|██████████| 1/1 [00:00<00:00, 3.53it/s] 49/50 12.4G 1.337 1.013 1.409 167 640: 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, 9.57it/s] Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 1/1 [00:00<00:00, 9.55it/s] all 15 218 0.365 0.358 0.291 0.0852
Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size
0%| | 0/1 [00:00<?, ?it/s] 50/50 12.4G 1.304 0.9456 1.407 163 640: 0%| | 0/1 [00:00<?, ?it/s] 50/50 12.4G 1.304 0.9456 1.407 163 640: 100%|██████████| 1/1 [00:00<00:00, 3.59it/s] 50/50 12.4G 1.304 0.9456 1.407 163 640: 100%|██████████| 1/1 [00:00<00:00, 3.59it/s]
Class Images Instances Box(P R mAP50 mAP50-95): 0%| | 0/1 [00:00<?, ?it/s] Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 1/1 [00:00<00:00, 9.67it/s] Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 1/1 [00:00<00:00, 9.65it/s] all 15 218 0.365 0.358 0.291 0.0852
50 epochs completed in 0.024 hours.
Optimizer stripped from runs/detect/train17/weights/last.pt, 136.7MB
Optimizer stripped from runs/detect/train17/weights/best.pt, 136.7MB
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): 268 layers, 68124531 parameters, 0 gradients, 257.4 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, 7.68it/s] Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 1/1 [00:00<00:00, 7.66it/s] all 15 218 0.389 0.537 0.351 0.103
Speed: 0.5ms preprocess, 3.7ms inference, 0.0ms loss, 0.7ms postprocess per image
Results saved to [1mruns/detect/train17[0m
wandb: - 137.149 MB of 137.149 MB uploadedwandb: \ 137.149 MB of 137.149 MB uploadedwandb: | 137.194 MB of 137.194 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) 0.35095
wandb: metrics/mAP50-95(B) 0.10315
wandb: metrics/precision(B) 0.3885
wandb: metrics/recall(B) 0.5367
wandb: model/GFLOPs 258.123
wandb: model/parameters 68153571
wandb: model/speed_PyTorch(ms) 10.336
wandb: train/box_loss 1.30449
wandb: train/cls_loss 0.94556
wandb: train/dfl_loss 1.40662
wandb: val/box_loss 2.53519
wandb: val/cls_loss 2.75735
wandb: val/dfl_loss 2.56305
wandb:
wandb: 🚀 View run train17 at: https://wandb.ai/fin-jason20/YOLOv8/runs/ywp7ommu
wandb: ️⚡ View job at https://wandb.ai/fin-jason20/YOLOv8/jobs/QXJ0aWZhY3RDb2xsZWN0aW9uOjE0MTIzNTExMg==/version_details/v8
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_164757-ywp7ommu/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, 68124531 parameters, 0 gradients, 257.4 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, 1.54it/s] Class Images Instances Box(P R mAP50 mAP50-95): 100%|██████████| 1/1 [00:00<00:00, 1.54it/s] all 15 218 0.383 0.528 0.345 0.102
Speed: 0.4ms preprocess, 8.0ms inference, 0.0ms loss, 1.5ms 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 0x2aee74d85f40>
curves: ['Precision-Recall(B)', 'F1-Confidence(B)', 'Precision-Confidence(B)', 'Recall-Confidence(B)']
curves_results: [[array([ 0, 0.001001, 0.002002, 0.003003, 0.004004, 0.005005, 0.006006, 0.007007, 0.008008, 0.009009, 0.01001, 0.011011, 0.012012, 0.013013, 0.014014, 0.015015, 0.016016, 0.017017, 0.018018, 0.019019, 0.02002, 0.021021, 0.022022, 0.023023,
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fitness: 0.1266441318136267
keys: ['metrics/precision(B)', 'metrics/recall(B)', 'metrics/mAP50(B)', 'metrics/mAP50-95(B)']
maps: array([ 0.10237])
names: {0: 'microglia'}
plot: True
results_dict: {'metrics/precision(B)': 0.3827781417251571, 'metrics/recall(B)': 0.5275229357798165, 'metrics/mAP50(B)': 0.3451034012527603, 'metrics/mAP50-95(B)': 0.10237087965372293, 'fitness': 0.1266441318136267}
save_dir: PosixPath('runs/detect/train172')
speed: {'preprocess': 0.3876845041910807, 'inference': 8.038043975830078, 'loss': 0.0005563100179036459, 'postprocess': 1.4815648396809895}
task: 'detect'