diff --git "a/train_h100_clean.log" "b/train_h100_clean.log" new file mode 100644--- /dev/null +++ "b/train_h100_clean.log" @@ -0,0 +1,643 @@ +GPU: NVIDIA H100 NVL | 99.960487936 GB +Ultralytics 8.4.38 πŸš€ Python-3.12.3 torch-2.11.0+cu128 CUDA:0 (NVIDIA H100 NVL, 95330MiB) +engine/trainer: agnostic_nms=False, amp=True, angle=1.0, augment=False, auto_augment=randaugment, batch=64, bgr=0.0, box=7.5, cache=False, cfg=None, classes=None, close_mosaic=15, cls=1.0, cls_pw=0.0, compile=False, conf=None, copy_paste=0.3, copy_paste_mode=flip, cos_lr=True, cutmix=0.0, data=/home/azureuser/clean_merged_data/data.yaml, degrees=5.0, deterministic=True, device=0, dfl=1.5, dnn=False, dropout=0.0, dynamic=False, embed=None, end2end=None, epochs=150, erasing=0.4, exist_ok=True, fliplr=0.5, flipud=0.0, format=torchscript, fraction=1.0, freeze=None, half=False, hsv_h=0.015, hsv_s=0.7, hsv_v=0.4, imgsz=640, int8=False, iou=0.7, keras=False, kobj=1.0, line_width=None, lr0=0.01, lrf=0.01, mask_ratio=4, max_det=300, mixup=0.15, mode=train, model=yolo26m.pt, momentum=0.937, mosaic=1.0, multi_scale=0.0, name=h100_3class, nbs=64, nms=False, opset=None, optimize=False, optimizer=auto, overlap_mask=True, patience=40, perspective=0.0, plots=True, pose=12.0, pretrained=True, profile=False, project=runs_clean, rect=False, resume=False, retina_masks=False, rle=1.0, save=True, save_conf=False, save_crop=False, save_dir=/home/azureuser/runs/detect/runs_clean/h100_3class, save_frames=False, save_json=False, save_period=-1, save_txt=False, scale=0.5, seed=0, shear=0.0, show=False, show_boxes=True, show_conf=True, show_labels=True, simplify=True, single_cls=False, source=None, split=val, stream_buffer=False, task=detect, time=None, tracker=botsort.yaml, translate=0.1, val=True, verbose=True, vid_stride=1, visualize=False, warmup_bias_lr=0.1, warmup_epochs=3.0, warmup_momentum=0.8, weight_decay=0.0005, workers=8, workspace=None + Downloading https://ultralytics.com/assets/Arial.ttf to '/home/azureuser/.config/Ultralytics/Arial.ttf': 100% ━━━━━━━━━━━━ 755.1KB 111.7MB/s 0.0s +Overriding model.yaml nc=80 with nc=3 + + 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 1 111872 ultralytics.nn.modules.block.C3k2 [128, 256, 1, True, 0.25] + 3 -1 1 590336 ultralytics.nn.modules.conv.Conv [256, 256, 3, 2] + 4 -1 1 444928 ultralytics.nn.modules.block.C3k2 [256, 512, 1, True, 0.25] + 5 -1 1 2360320 ultralytics.nn.modules.conv.Conv [512, 512, 3, 2] + 6 -1 1 1380352 ultralytics.nn.modules.block.C3k2 [512, 512, 1, True] + 7 -1 1 2360320 ultralytics.nn.modules.conv.Conv [512, 512, 3, 2] + 8 -1 1 1380352 ultralytics.nn.modules.block.C3k2 [512, 512, 1, True] + 9 -1 1 656896 ultralytics.nn.modules.block.SPPF [512, 512, 5, 3, True] + 10 -1 1 990976 ultralytics.nn.modules.block.C2PSA [512, 512, 1] + 11 -1 1 0 torch.nn.modules.upsampling.Upsample [None, 2, 'nearest'] + 12 [-1, 6] 1 0 ultralytics.nn.modules.conv.Concat [1] + 13 -1 1 1642496 ultralytics.nn.modules.block.C3k2 [1024, 512, 1, True] + 14 -1 1 0 torch.nn.modules.upsampling.Upsample [None, 2, 'nearest'] + 15 [-1, 4] 1 0 ultralytics.nn.modules.conv.Concat [1] + 16 -1 1 542720 ultralytics.nn.modules.block.C3k2 [1024, 256, 1, True] + 17 -1 1 590336 ultralytics.nn.modules.conv.Conv [256, 256, 3, 2] + 18 [-1, 13] 1 0 ultralytics.nn.modules.conv.Concat [1] + 19 -1 1 1511424 ultralytics.nn.modules.block.C3k2 [768, 512, 1, True] + 20 -1 1 2360320 ultralytics.nn.modules.conv.Conv [512, 512, 3, 2] + 21 [-1, 10] 1 0 ultralytics.nn.modules.conv.Concat [1] + 22 -1 1 1974784 ultralytics.nn.modules.block.C3k2 [1024, 512, 1, True, 0.5, True] + 23 [16, 19, 22] 1 2803242 ultralytics.nn.modules.head.Detect [3, 1, True, [256, 512, 512]] +YOLO26m summary: 280 layers, 21,777,514 parameters, 21,777,514 gradients, 74.7 GFLOPs + +Transferred 756/768 items from pretrained weights +AMP: running Automatic Mixed Precision (AMP) checks... + Downloading https://github.com/ultralytics/assets/releases/download/v8.4.0/yolo26n.pt to 'yolo26n.pt': 100% ━━━━━━━━━━━━ 5.3MB 279.6MB/s 0.0s +AMP: checks passed βœ… +train: Fast image access βœ… (ping: 0.0Β±0.0 ms, read: 1876.0Β±774.1 MB/s, size: 58.8 KB) + train: Scanning /home/azureuser/clean_merged_data/train/labels... 222 images, 0 backgrounds, 0 corrupt: 13% ━╸────────── 222/1755 663.7it/s 0.1s<2.3s train: Scanning /home/azureuser/clean_merged_data/train/labels... 416 images, 0 backgrounds, 0 corrupt: 24% ━━╸───────── 416/1755 1.0Kit/s 0.2s<1.3s train: Scanning /home/azureuser/clean_merged_data/train/labels... 605 images, 0 backgrounds, 0 corrupt: 34% ━━━━──────── 605/1755 1.3Kit/s 0.3s<0.9s train: Scanning /home/azureuser/clean_merged_data/train/labels... 801 images, 0 backgrounds, 0 corrupt: 46% ━━━━━─────── 801/1755 1.5Kit/s 0.4s<0.6s train: Scanning /home/azureuser/clean_merged_data/train/labels... 995 images, 0 backgrounds, 0 corrupt: 57% ━━━━━━╸───── 995/1755 1.6Kit/s 0.5s<0.5s train: Scanning /home/azureuser/clean_merged_data/train/labels... 1197 images, 0 backgrounds, 0 corrupt: 68% ━━━━━━━━──── 1197/1755 1.7Kit/s 0.6s<0.3s train: Scanning /home/azureuser/clean_merged_data/train/labels... 1350 images, 0 backgrounds, 0 corrupt: 77% ━━━━━━━━━─── 1350/1755 1.7Kit/s 0.7s<0.2s train: Scanning /home/azureuser/clean_merged_data/train/labels... 1513 images, 0 backgrounds, 0 corrupt: 86% ━━━━━━━━━━── 1513/1755 1.6Kit/s 0.8s<0.1s train: Scanning /home/azureuser/clean_merged_data/train/labels... 1749 images, 0 backgrounds, 0 corrupt: 100% ━━━━━━━━━━━╸ 1749/1755 1.9Kit/s 0.9s<0.0s train: Scanning /home/azureuser/clean_merged_data/train/labels... 1755 images, 0 backgrounds, 0 corrupt: 100% ━━━━━━━━━━━━ 1755/1755 1.9Kit/s 0.9s +train: /home/azureuser/clean_merged_data/train/images/frame_0061_t003038_jpg.rf.298652db614c072b2c227359add69a59_cctv_dataset.jpg: 1 duplicate labels removed +train: /home/azureuser/clean_merged_data/train/images/frame_0105_t005194_jpg.rf.e028aee4869f1f5c37d5a18cc1de288d_cctv_dataset.jpg: 1 duplicate labels removed +train: /home/azureuser/clean_merged_data/train/images/frame_0246_t012397_jpg.rf.4284100f84edd8ccf4d0dfae013d19fe_cctv_dataset.jpg: 1 duplicate labels removed +train: /home/azureuser/clean_merged_data/train/images/frame_0271_t013622_jpg.rf.9a8bb6d467f521311f39b6e5ff67561c_cctv_dataset.jpg: 1 duplicate labels removed +train: /home/azureuser/clean_merged_data/train/images/frame_0298_t014945_jpg.rf.7f4c819ee017c1251e27fa3fbe2e4356_cctv_dataset.jpg: 1 duplicate labels removed +train: /home/azureuser/clean_merged_data/train/images/frame_0382_t019061_jpg.rf.2bc94c7f4cef8989309db1b5a9cafeca_cctv_dataset.jpg: 1 duplicate labels removed +train: /home/azureuser/clean_merged_data/train/images/frame_0488_t024402_jpg.rf.cf4d7df7cce48bc4fe933eb2b314c8c1_cctv_dataset.jpg: 1 duplicate labels removed +train: New cache created: /home/azureuser/clean_merged_data/train/labels.cache +WARNING ⚠️ Box and segment counts should be equal, but got len(segments) = 10007, len(boxes) = 10334. To resolve this only boxes will be used and all segments will be removed. To avoid this please supply either a detect or segment dataset, not a detect-segment mixed dataset. +val: Fast image access βœ… (ping: 0.0Β±0.0 ms, read: 1952.6Β±1259.4 MB/s, size: 66.3 KB) + val: Scanning /home/azureuser/clean_merged_data/valid/labels... 158 images, 0 backgrounds, 0 corrupt: 89% ━━━━━━━━━━╸─ 158/177 472.0it/s 0.1s<0.0s val: Scanning /home/azureuser/clean_merged_data/valid/labels... 177 images, 0 backgrounds, 0 corrupt: 100% ━━━━━━━━━━━━ 177/177 1.6Kit/s 0.1s +val: /home/azureuser/clean_merged_data/valid/images/frame_0111_t005537_jpg.rf.d897501d0d92ec690e4e066d54e142ac_cctv_dataset.jpg: 1 duplicate labels removed +val: New cache created: /home/azureuser/clean_merged_data/valid/labels.cache +WARNING ⚠️ Box and segment counts should be equal, but got len(segments) = 1591, len(boxes) = 1609. To resolve this only boxes will be used and all segments will be removed. To avoid this please supply either a detect or segment dataset, not a detect-segment mixed dataset. +optimizer: 'optimizer=auto' found, ignoring 'lr0=0.01' and 'momentum=0.937' and determining best 'optimizer', 'lr0' and 'momentum' automatically... +optimizer: AdamW(lr=0.001429, momentum=0.9) with parameter groups 124 weight(decay=0.0), 136 weight(decay=0.0005), 136 bias(decay=0.0) +Plotting labels to /home/azureuser/runs/detect/runs_clean/h100_3class/labels.jpg... +Image sizes 640 train, 640 val +Using 8 dataloader workers +Logging results to /home/azureuser/runs/detect/runs_clean/h100_3class +Starting training for 150 epochs... + + Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size +  1/150 34G 2.174 11.18 0.01283 540 640: 0% ──────────── 0/28 10.0s  1/150 34G 2.284 11.24 0.01342 571 640: 4% ──────────── 1/28 1.0it/s 10.3s<26.6s  1/150 34G 2.3 11.04 0.01269 637 640: 7% ╸─────────── 2/28 1.7it/s 10.6s<15.0s  1/150 34G 2.304 10.91 0.01226 642 640: 11% ━─────────── 3/28 2.2it/s 10.9s<11.5s  1/150 34G 2.294 10.92 0.01235 572 640: 14% ━╸────────── 4/28 2.6it/s 11.2s<9.4s  1/150 34G 2.315 11.03 0.01191 546 640: 18% ━━────────── 5/28 2.9it/s 11.5s<8.1s  1/150 34G 2.316 11.01 0.01195 632 640: 21% ━━╸───────── 6/28 3.1it/s 11.8s<7.2s  1/150 34G 2.298 11.05 0.01247 494 640: 25% ━━━───────── 7/28 3.2it/s 12.1s<6.6s  1/150 34.1G 2.302 11.02 0.01249 620 640: 29% ━━━───────── 8/28 3.2it/s 12.4s<6.3s  1/150 34.1G 2.277 10.83 0.01221 678 640: 32% ━━━╸──────── 9/28 3.2it/s 12.7s<5.9s  1/150 34.1G 2.259 10.65 0.01198 667 640: 36% ━━━━──────── 10/28 3.3it/s 13.0s<5.5s  1/150 34.1G 2.226 10.43 0.01165 596 640: 39% ━━━━╸─────── 11/28 3.4it/s 13.3s<5.1s  1/150 34.1G 2.203 10.21 0.01136 677 640: 43% ━━━━━─────── 12/28 3.4it/s 13.6s<4.7s  1/150 34.1G 2.181 10 0.01101 601 640: 46% ━━━━━╸────── 13/28 3.4it/s 13.9s<4.4s  1/150 34.1G 2.157 9.831 0.01084 513 640: 50% ━━━━━━────── 14/28 3.4it/s 14.2s<4.1s  1/150 34.1G 2.131 9.619 0.01071 602 640: 54% ━━━━━━────── 15/28 3.4it/s 14.4s<3.8s  1/150 34.1G 2.113 9.412 0.0106 669 640: 57% ━━━━━━╸───── 16/28 3.4it/s 14.7s<3.5s  1/150 34.1G 2.096 9.226 0.01052 632 640: 61% ━━━━━━━───── 17/28 3.4it/s 15.0s<3.2s  1/150 34.1G 2.079 9.058 0.0104 618 640: 64% ━━━━━━━╸──── 18/28 3.4it/s 15.3s<2.9s  1/150 34.1G 2.058 8.895 0.01032 513 640: 68% ━━━━━━━━──── 19/28 3.4it/s 15.6s<2.6s  1/150 34.1G 2.045 8.722 0.01021 694 640: 71% ━━━━━━━━╸─── 20/28 3.4it/s 15.9s<2.3s  1/150 34.1G 2.034 8.547 0.01013 688 640: 75% ━━━━━━━━━─── 21/28 3.4it/s 16.2s<2.0s  1/150 34.1G 2.023 8.397 0.01007 585 640: 79% ━━━━━━━━━─── 22/28 3.4it/s 16.5s<1.7s  1/150 34.1G 2.014 8.243 0.01002 635 640: 82% ━━━━━━━━━╸── 23/28 3.4it/s 16.8s<1.5s  1/150 34.1G 2.006 8.102 0.009987 645 640: 86% ━━━━━━━━━━── 24/28 3.5it/s 17.1s<1.2s  1/150 34.1G 1.995 7.961 0.009919 580 640: 89% ━━━━━━━━━━╸─ 25/28 3.5it/s 17.3s<0.9s  1/150 34.1G 1.984 7.825 0.009875 598 640: 93% ━━━━━━━━━━━─ 26/28 3.4it/s 17.6s<0.6s  1/150 34.1G 1.973 7.689 0.009784 256 640: 96% ━━━━━━━━━━━╸ 27/28 2.5it/s 22.2s<0.4s  1/150 34.1G 1.973 7.689 0.009784 256 640: 100% ━━━━━━━━━━━━ 28/28 1.3it/s 22.2s +  Class Images Instances Box(P R mAP50 mAP50-95): 50% ━━━━━━────── 1/2 5.6s/it 1.7s<5.6s  Class Images Instances Box(P R mAP50 mAP50-95): 100% ━━━━━━━━━━━━ 2/2 1.6s/it 3.2s + all 177 1609 0.532 0.522 0.484 0.21 + + Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size +  2/150 40.1G 1.751 4.215 0.008405 518 640: 0% ──────────── 0/28 0.3s  2/150 40.1G 1.747 4.212 0.008555 560 640: 4% ──────────── 1/28 1.0s/it 0.6s<27.3s  2/150 40.1G 1.76 4.125 0.008374 686 640: 7% ╸─────────── 2/28 1.7it/s 0.9s<15.0s  2/150 40.1G 1.756 4.12 0.008661 528 640: 11% ━─────────── 3/28 2.3it/s 1.2s<11.0s  2/150 40.1G 1.772 4.115 0.009013 571 640: 14% ━╸────────── 4/28 2.6it/s 1.5s<9.2s  2/150 40.1G 1.762 4.044 0.008807 641 640: 18% ━━────────── 5/28 2.9it/s 1.7s<8.0s  2/150 40.1G 1.76 4.043 0.008963 610 640: 21% ━━╸───────── 6/28 3.1it/s 2.0s<7.2s  2/150 40.1G 1.763 4.023 0.008931 661 640: 25% ━━━───────── 7/28 3.2it/s 2.3s<6.6s  2/150 40.1G 1.761 4.018 0.009021 518 640: 29% ━━━───────── 8/28 3.3it/s 2.6s<6.1s  2/150 40.1G 1.763 3.999 0.009063 540 640: 32% ━━━╸──────── 9/28 3.3it/s 2.9s<5.7s  2/150 40.1G 1.764 3.949 0.009023 667 640: 36% ━━━━──────── 10/28 3.3it/s 3.2s<5.4s  2/150 40.1G 1.764 3.93 0.009043 754 640: 39% ━━━━╸─────── 11/28 3.4it/s 3.5s<5.0s  2/150 40.1G 1.763 3.917 0.00903 642 640: 43% ━━━━━─────── 12/28 3.4it/s 3.8s<4.7s  2/150 40.1G 1.768 3.895 0.00905 585 640: 46% ━━━━━╸────── 13/28 3.4it/s 4.1s<4.4s  2/150 40.1G 1.772 3.867 0.009027 735 640: 50% ━━━━━━────── 14/28 3.4it/s 4.4s<4.1s  2/150 40.1G 1.773 3.848 0.008969 695 640: 54% ━━━━━━────── 15/28 3.4it/s 4.7s<3.8s  2/150 40.1G 1.77 3.815 0.008838 701 640: 57% ━━━━━━╸───── 16/28 3.4it/s 4.9s<3.5s  2/150 40.1G 1.766 3.786 0.008834 583 640: 61% ━━━━━━━───── 17/28 3.4it/s 5.2s<3.2s  2/150 40.1G 1.766 3.772 0.00878 593 640: 64% ━━━━━━━╸──── 18/28 3.4it/s 5.5s<3.0s  2/150 40.1G 1.765 3.757 0.008772 678 640: 68% ━━━━━━━━──── 19/28 3.4it/s 5.8s<2.6s  2/150 40.1G 1.765 3.741 0.00884 592 640: 71% ━━━━━━━━╸─── 20/28 3.4it/s 6.1s<2.3s  2/150 40.1G 1.762 3.716 0.00883 625 640: 75% ━━━━━━━━━─── 21/28 3.4it/s 6.4s<2.0s  2/150 40.1G 1.764 3.699 0.008826 684 640: 79% ━━━━━━━━━─── 22/28 3.4it/s 6.7s<1.8s  2/150 40.1G 1.763 3.684 0.008804 623 640: 82% ━━━━━━━━━╸── 23/28 3.4it/s 7.0s<1.5s  2/150 40.1G 1.761 3.665 0.008775 686 640: 86% ━━━━━━━━━━── 24/28 3.5it/s 7.3s<1.2s  2/150 40.1G 1.761 3.649 0.008752 701 640: 89% ━━━━━━━━━━╸─ 25/28 3.5it/s 7.6s<0.9s  2/150 40.1G 1.763 3.638 0.008712 718 640: 93% ━━━━━━━━━━━─ 26/28 3.4it/s 7.9s<0.6s  2/150 40.1G 1.77 3.624 0.008706 363 640: 96% ━━━━━━━━━━━╸ 27/28 4.4it/s 8.0s<0.2s  2/150 40.1G 1.77 3.624 0.008706 363 640: 100% ━━━━━━━━━━━━ 28/28 3.5it/s 8.0s +  Class Images Instances Box(P R mAP50 mAP50-95): 50% ━━━━━━────── 1/2 1.1it/s 0.3s<0.9s  Class Images Instances Box(P R mAP50 mAP50-95): 100% ━━━━━━━━━━━━ 2/2 5.2it/s 0.4s + all 177 1609 0.565 0.333 0.354 0.158 + + Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size +  3/150 40.1G 1.822 3.521 0.01024 538 640: 0% ──────────── 0/28 0.3s  3/150 40.1G 1.841 3.516 0.01028 693 640: 4% ──────────── 1/28 1.0it/s 0.6s<25.9s  3/150 40.1G 1.836 3.401 0.009948 623 640: 7% ╸─────────── 2/28 1.8it/s 0.9s<14.6s  3/150 40.1G 1.819 3.32 0.009856 540 640: 11% ━─────────── 3/28 2.3it/s 1.1s<10.9s  3/150 40.1G 1.817 3.312 0.009818 596 640: 14% ━╸────────── 4/28 2.6it/s 1.4s<9.1s  3/150 40.1G 1.811 3.316 0.009532 681 640: 18% ━━────────── 5/28 2.9it/s 1.7s<8.0s  3/150 40.1G 1.8 3.288 0.009344 611 640: 21% ━━╸───────── 6/28 3.0it/s 2.0s<7.3s  3/150 40.1G 1.81 3.321 0.009401 565 640: 25% ━━━───────── 7/28 3.2it/s 2.3s<6.6s  3/150 40.1G 1.8 3.3 0.009531 488 640: 29% ━━━───────── 8/28 3.3it/s 2.6s<6.1s  3/150 40.1G 1.801 3.292 0.009566 616 640: 32% ━━━╸──────── 9/28 3.3it/s 2.9s<5.7s  3/150 40.1G 1.812 3.325 0.009573 652 640: 36% ━━━━──────── 10/28 3.4it/s 3.2s<5.3s  3/150 40.1G 1.823 3.343 0.009557 613 640: 39% ━━━━╸─────── 11/28 3.4it/s 3.5s<5.0s  3/150 40.1G 1.821 3.33 0.009528 579 640: 43% ━━━━━─────── 12/28 3.4it/s 3.8s<4.7s  3/150 40.1G 1.818 3.342 0.009511 605 640: 46% ━━━━━╸────── 13/28 3.4it/s 4.0s<4.4s  3/150 40.1G 1.817 3.346 0.009447 628 640: 50% ━━━━━━────── 14/28 3.4it/s 4.3s<4.1s  3/150 40.1G 1.82 3.336 0.009451 572 640: 54% ━━━━━━────── 15/28 3.5it/s 4.6s<3.8s  3/150 40.1G 1.82 3.335 0.009519 651 640: 57% ━━━━━━╸───── 16/28 3.5it/s 4.9s<3.5s  3/150 40.1G 1.825 3.324 0.009527 551 640: 61% ━━━━━━━───── 17/28 3.5it/s 5.2s<3.2s  3/150 40.1G 1.833 3.334 0.009597 672 640: 64% ━━━━━━━╸──── 18/28 3.4it/s 5.5s<2.9s  3/150 40.1G 1.837 3.335 0.009549 663 640: 68% ━━━━━━━━──── 19/28 3.4it/s 5.8s<2.6s  3/150 40.1G 1.837 3.333 0.009534 528 640: 71% ━━━━━━━━╸─── 20/28 3.5it/s 6.1s<2.3s  3/150 40.1G 1.835 3.328 0.009514 676 640: 75% ━━━━━━━━━─── 21/28 3.5it/s 6.4s<2.0s  3/150 40.1G 1.839 3.332 0.009527 656 640: 79% ━━━━━━━━━─── 22/28 3.5it/s 6.6s<1.7s  3/150 40.1G 1.839 3.334 0.009538 662 640: 82% ━━━━━━━━━╸── 23/28 3.4it/s 6.9s<1.5s  3/150 40.1G 1.84 3.337 0.00955 635 640: 86% ━━━━━━━━━━── 24/28 3.5it/s 7.2s<1.2s  3/150 40.1G 1.842 3.326 0.009518 669 640: 89% ━━━━━━━━━━╸─ 25/28 3.4it/s 7.5s<0.9s  3/150 40.1G 1.842 3.325 0.009488 690 640: 93% ━━━━━━━━━━━─ 26/28 3.4it/s 7.8s<0.6s  3/150 40.1G 1.839 3.325 0.009448 261 640: 96% ━━━━━━━━━━━╸ 27/28 4.4it/s 8.0s<0.2s  3/150 40.1G 1.839 3.325 0.009448 261 640: 100% ━━━━━━━━━━━━ 28/28 3.5it/s 8.0s +  Class Images Instances Box(P R mAP50 mAP50-95): 50% ━━━━━━────── 1/2 1.1it/s 0.3s<0.9s  Class Images Instances Box(P R mAP50 mAP50-95): 100% ━━━━━━━━━━━━ 2/2 5.0it/s 0.4s + all 177 1609 0.404 0.342 0.326 0.145 + + Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size +  4/150 40.1G 1.784 3.35 0.009317 540 640: 0% ──────────── 0/28 0.3s  4/150 40.1G 1.758 3.529 0.01008 455 640: 4% ──────────── 1/28 1.0it/s 0.6s<25.9s  4/150 40.1G 1.8 3.527 0.009998 529 640: 7% ╸─────────── 2/28 1.8it/s 0.9s<14.7s  4/150 40.1G 1.808 3.492 0.01006 513 640: 11% ━─────────── 3/28 2.3it/s 1.1s<10.9s  4/150 40.1G 1.84 3.508 0.009902 673 640: 14% ━╸────────── 4/28 2.6it/s 1.5s<9.3s  4/150 40.1G 1.834 3.444 0.009856 526 640: 18% ━━────────���─ 5/28 2.8it/s 1.7s<8.1s  4/150 40.1G 1.841 3.428 0.00984 610 640: 21% ━━╸───────── 6/28 3.0it/s 2.0s<7.4s  4/150 40.1G 1.843 3.42 0.009865 542 640: 25% ━━━───────── 7/28 3.1it/s 2.3s<6.7s  4/150 40.1G 1.853 3.423 0.009847 681 640: 29% ━━━───────── 8/28 3.2it/s 2.6s<6.2s  4/150 40.1G 1.851 3.397 0.009915 665 640: 32% ━━━╸──────── 9/28 3.3it/s 2.9s<5.8s  4/150 40.1G 1.859 3.39 0.009834 684 640: 36% ━━━━──────── 10/28 3.3it/s 3.2s<5.4s  4/150 40.1G 1.859 3.365 0.009819 637 640: 39% ━━━━╸─────── 11/28 3.3it/s 3.5s<5.1s  4/150 40.1G 1.868 3.375 0.009875 632 640: 43% ━━━━━─────── 12/28 3.4it/s 3.8s<4.8s  4/150 40.1G 1.869 3.356 0.009775 642 640: 46% ━━━━━╸────── 13/28 3.4it/s 4.1s<4.4s  4/150 40.1G 1.874 3.36 0.01001 519 640: 50% ━━━━━━────── 14/28 3.4it/s 4.4s<4.1s  4/150 40.1G 1.88 3.368 0.009968 719 640: 54% ━━━━━━────── 15/28 3.4it/s 4.7s<3.8s  4/150 40.1G 1.883 3.373 0.009899 663 640: 57% ━━━━━━╸───── 16/28 3.4it/s 5.0s<3.5s  4/150 40.1G 1.885 3.377 0.009938 605 640: 61% ━━━━━━━───── 17/28 3.4it/s 5.3s<3.2s  4/150 40.1G 1.889 3.383 0.009834 764 640: 64% ━━━━━━━╸──── 18/28 3.4it/s 5.5s<2.9s  4/150 40.1G 1.889 3.384 0.00986 554 640: 68% ━━━━━━━━──── 19/28 3.4it/s 5.8s<2.6s  4/150 40.1G 1.886 3.38 0.009943 500 640: 71% ━━━━━━━━╸─── 20/28 3.4it/s 6.1s<2.3s  4/150 40.1G 1.882 3.375 0.009909 532 640: 75% ━━━━━━━━━─── 21/28 3.4it/s 6.4s<2.1s  4/150 40.1G 1.88 3.368 0.009923 568 640: 79% ━━━━━━━━━─── 22/28 3.4it/s 6.7s<1.8s  4/150 40.1G 1.874 3.365 0.009943 547 640: 82% ━━━━━━━━━╸── 23/28 3.4it/s 7.0s<1.5s  4/150 40.1G 1.875 3.361 0.009972 532 640: 86% ━━━━━━━━━━── 24/28 3.4it/s 7.3s<1.2s  4/150 40.1G 1.873 3.353 0.01 544 640: 89% ━━━━━━━━━━╸─ 25/28 3.4it/s 7.6s<0.9s  4/150 40.1G 1.875 3.353 0.01005 550 640: 93% ━━━━━━━━━━━─ 26/28 3.4it/s 7.9s<0.6s  4/150 40.1G 1.875 3.349 0.0101 222 640: 96% ━━━━━━━━━━━╸ 27/28 4.5it/s 8.0s<0.2s  4/150 40.1G 1.875 3.349 0.0101 222 640: 100% ━━━━━━━━━━━━ 28/28 3.5it/s 8.0s +  Class Images Instances Box(P R mAP50 mAP50-95): 50% ━━━━━━────── 1/2 1.1it/s 0.3s<0.9s  Class Images Instances Box(P R mAP50 mAP50-95): 100% ━━━━━━━━━━━━ 2/2 5.1it/s 0.4s + all 177 1609 0.487 0.362 0.285 0.0993 + + Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size +  5/150 40.1G 1.997 3.542 0.009517 745 640: 0% ──────────── 0/28 0.3s  5/150 40.1G 1.921 3.36 0.008834 580 640: 4% ──────────── 1/28 1.0it/s 0.6s<26.0s  5/150 40.1G 1.909 3.555 0.00982 539 640: 7% ╸─────────── 2/28 1.8it/s 0.9s<14.8s  5/150 40.1G 1.899 3.489 0.01015 522 640: 11% ━─────────── 3/28 2.3it/s 1.2s<11.0s  5/150 40.1G 1.895 3.472 0.01052 508 640: 14% ━╸────────── 4/28 2.6it/s 1.4s<9.1s  5/150 40.1G 1.902 3.419 0.0104 623 640: 18% ━━────────── 5/28 2.9it/s 1.7s<8.0s  5/150 40.1G 1.9 3.418 0.01041 618 640: 21% ━━╸───────── 6/28 3.1it/s 2.0s<7.2s  5/150 40.1G 1.904 3.393 0.01051 655 640: 25% ━━━───────── 7/28 3.1it/s 2.3s<6.7s  5/150 40.1G 1.909 3.392 0.01047 652 640: 29% ━━━───────── 8/28 3.2it/s 2.6s<6.2s  5/150 40.1G 1.911 3.375 0.01033 705 640: 32% ━━━╸──────── 9/28 3.3it/s 2.9s<5.7s  5/150 40.1G 1.917 3.372 0.01042 566 640: 36% ━━━━──────── 10/28 3.4it/s 3.2s<5.4s  5/150 40.1G 1.915 3.37 0.01051 552 640: 39% ━━━━╸─────── 11/28 3.4it/s 3.5s<5.1s  5/150 40.1G 1.914 3.379 0.01052 565 640: 43% ━━━━━─────── 12/28 3.4it/s 3.8s<4.7s  5/150 40.1G 1.913 3.363 0.01038 688 640: 46% ━━━━━╸────── 13/28 3.4it/s 4.1s<4.4s  5/150 40.1G 1.913 3.368 0.01048 635 640: 50% ━━━━━━────── 14/28 3.4it/s 4.3s<4.1s  5/150 40.1G 1.914 3.352 0.01042 692 640: 54% ━━━━━━────── 15/28 3.4it/s 4.6s<3.8s  5/150 40.1G 1.911 3.365 0.01042 587 640: 57% ━━━━━━╸───── 16/28 3.4it/s 4.9s<3.5s  5/150 40.1G 1.904 3.359 0.01036 691 640: 61% ━━━━━━━───── 17/28 3.4it/s 5.2s<3.2s  5/150 40.1G 1.902 3.357 0.01043 533 640: 64% ━━━━━━━╸──── 18/28 3.4it/s 5.5s<2.9s  5/150 40.1G 1.903 3.351 0.01045 567 640: 68% ━━━━━━━━──── 19/28 3.4it/s 5.8s<2.6s  5/150 40.1G 1.901 3.346 0.01033 670 640: 71% ━━━━━━━━╸─── 20/28 3.4it/s 6.1s<2.3s  5/150 40.1G 1.897 3.339 0.01032 635 640: 75% ━━━━━━━━━─── 21/28 3.5it/s 6.4s<2.0s  5/150 40.1G 1.894 3.339 0.01028 616 640: 79% ━━━━━━━━━─── 22/28 3.4it/s 6.7s<1.7s  5/150 40.1G 1.893 3.328 0.01027 576 640: 82% ━━━━━━━━━╸── 23/28 3.5it/s 7.0s<1.4s  5/150 40.1G 1.892 3.325 0.01026 662 640: 86% ━━━━━━━━━━── 24/28 3.5it/s 7.2s<1.2s  5/150 40.1G 1.895 3.32 0.01026 617 640: 89% ━━━━━━━━━━╸─ 25/28 3.4it/s 7.5s<0.9s  5/150 40.1G 1.895 3.315 0.01031 569 640: 93% ━━━━━━━━━━━─ 26/28 3.5it/s 7.8s<0.6s  5/150 40.1G 1.895 3.319 0.01031 289 640: 96% ━━━━━━━━━━━╸ 27/28 4.5it/s 8.0s<0.2s  5/150 40.1G 1.895 3.319 0.01031 289 640: 100% ━━━━━━━━━━━━ 28/28 3.5it/s 8.0s +  Class Images Instances Box(P R mAP50 mAP50-95): 50% ━━━━━━────── 1/2 1.1it/s 0.3s<0.9s  Class Images Instances Box(P R mAP50 mAP50-95): 100% ━━━━━━━━━━━━ 2/2 5.0it/s 0.4s + all 177 1609 0.457 0.291 0.231 0.074 + + Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size +  6/150 40.1G 1.852 3.214 0.01083 512 640: 0% ──────────── 0/28 0.3s  6/150 40.1G 1.838 3.088 0.0104 650 640: 4% ──────────── 1/28 1.0it/s 0.6s<26.4s  6/150 40.1G 1.824 3.072 0.01031 556 640: 7% ╸─────────── 2/28 1.8it/s 0.9s<14.8s  6/150 40.1G 1.838 3.072 0.009933 642 640: 11% ━─────────── 3/28 2.2it/s 1.2s<11.3s  6/150 40.1G 1.862 3.108 0.009812 726 640: 14% ━╸────────── 4/28 2.6it/s 1.5s<9.3s  6/150 40.1G 1.86 3.123 0.009812 583 640: 18% ━━────────── 5/28 2.9it/s 1.7s<8.1s  6/150 40.1G 1.879 3.13 0.01005 533 640: 21% ━━╸───────── 6/28 3.0it/s 2.0s<7.3s  6/150 40.1G 1.879 3.146 0.009802 643 640: 25% ━━━───────── 7/28 3.2it/s 2.3s<6.6s  6/150 40.1G 1.871 3.139 0.009714 597 640: 29% ━━━───────── 8/28 3.3it/s 2.6s<6.1s  6/150 40.1G 1.87 3.14 0.009734 618 640: 32% ━━━╸──────── 9/28 3.3it/s 2.9s<5.8s  6/150 40.1G 1.867 3.141 0.009705 630 640: 36% ━━━━──────── 10/28 3.3it/s 3.2s<5.4s  6/150 40.1G 1.859 3.138 0.009785 588 640: 39% ━━━━╸─────── 11/28 3.3it/s 3.5s<5.1s  6/150 40.1G 1.859 3.129 0.009952 500 640: 43% ━━━━━─────── 12/28 3.4it/s 3.8s<4.7s  6/150 40.1G 1.855 3.131 0.009816 587 640: 46% ━━━━━╸────── 13/28 3.4it/s 4.1s<4.4s  6/150 40.1G 1.857 3.142 0.009942 608 640: 50% ━━━━━━────── 14/28 3.4it/s 4.4s<4.1s  6/150 40.1G 1.857 3.142 0.01002 460 640: 54% ━━━━━━────── 15/28 3.4it/s 4.7s<3.8s  6/150 40.1G 1.855 3.139 0.009988 655 640: 57% ━━━━━━╸───── 16/28 3.4it/s 5.0s<3.5s  6/150 40.1G 1.857 3.138 0.009914 618 640: 61% ━━━━━━━───── 17/28 3.4it/s 5.2s<3.2s  6/150 40.1G 1.857 3.141 0.009829 681 640: 64% ━━━━━━━╸──── 18/28 3.5it/s 5.5s<2.9s  6/150 40.1G 1.854 3.139 0.009834 650 640: 68% ━━━━━━━━──── 19/28 3.5it/s 5.8s<2.6s  6/150 40.1G 1.854 3.147 0.009776 594 640: 71% ━━━━━━━━╸─── 20/28 3.5it/s 6.1s<2.3s  6/150 40.1G 1.853 3.148 0.009745 615 640: 75% ━━━━━━━━━─── 21/28 3.5it/s 6.4s<2.0s  6/150 40.1G 1.849 3.138 0.00969 685 640: 79% ━━━━━━━━━─── 22/28 3.4it/s 6.7s<1.8s  6/150 40.1G 1.853 3.144 0.009656 641 640: 82% ━━━━━━━━━╸── 23/28 3.4it/s 7.0s<1.5s  6/150 40.1G 1.849 3.141 0.009639 549 640: 86% ━━━━━━━━━━── 24/28 3.5it/s 7.3s<1.2s  6/150 40.1G 1.845 3.137 0.009684 518 640: 89% ━━━━━━━━━━╸─ 25/28 3.5it/s 7.6s<0.9s  6/150 40.1G 1.844 3.139 0.009687 529 640: 93% ━━━━━━━━━━━─ 26/28 3.5it/s 7.8s<0.6s  6/150 40.1G 1.844 3.143 0.009654 323 640: 96% ━━━━━━━━━━━╸ 27/28 4.4it/s 8.0s<0.2s  6/150 40.1G 1.844 3.143 0.009654 323 640: 100% ━━━━━━━━━━━━ 28/28 3.5it/s 8.0s +  Class Images Instances Box(P R mAP50 mAP50-95): 50% ━━━━━━────── 1/2 1.1it/s 0.3s<0.9s  Class Images Instances Box(P R mAP50 mAP50-95): 100% ━━━━━━━━━━━━ 2/2 5.0it/s 0.4s + all 177 1609 0.391 0.475 0.353 0.154 + + Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size +  7/150 40.1G 1.764 3.093 0.009376 551 640: 0% ──────────── 0/28 0.3s  7/150 40.1G 1.785 3.081 0.009186 564 640: 4% ──────────── 1/28 1.0it/s 0.6s<25.8s  7/150 40.1G 1.785 3.095 0.009859 529 640: 7% ╸─────────── 2/28 1.8it/s 0.9s<14.7s  7/150 40.1G 1.804 3.099 0.009874 636 640: 11% ━─────────── 3/28 2.2it/s 1.2s<11.2s  7/150 40.1G 1.81 3.062 0.009924 529 640: 14% ━╸────────── 4/28 2.6it/s 1.4s<9.2s  7/150 40.1G 1.809 3.074 0.009906 513 640: 18% ━━────────── 5/28 2.8it/s 1.7s<8.1s  7/150 40.1G 1.81 3.068 0.01006 561 640: 21% ━━╸───────── 6/28 3.0it/s 2.0s<7.3s  7/150 40.1G 1.826 3.066 0.01022 575 640: 25% ━━━───────── 7/28 3.2it/s 2.3s<6.6s  7/150 40.1G 1.829 3.066 0.01016 547 640: 29% ━━━───────── 8/28 3.3it/s 2.6s<6.1s  7/150 40.1G 1.828 3.08 0.01021 531 640: 32% ━━━╸──────── 9/28 3.3it/s 2.9s<5.7s  7/150 40.1G 1.821 3.079 0.01029 563 640: 36% ━━━━──────── 10/28 3.3it/s 3.2s<5.4s  7/150 40.1G 1.817 3.074 0.01023 598 640: 39% ━━━━╸─────── 11/28 3.3it/s 3.5s<5.1s  7/150 40.1G 1.827 3.098 0.01034 572 640: 43% ━━━━━─────── 12/28 3.4it/s 3.8s<4.7s  7/150 40.1G 1.826 3.091 0.01032 624 640: 46% ━━━━━╸────── 13/28 3.4it/s 4.1s<4.4s  7/150 40.1G 1.826 3.093 0.01031 655 640: 50% ━━━━━━────── 14/28 3.4it/s 4.4s<4.1s  7/150 40.1G 1.823 3.081 0.0102 643 640: 54% ━━━━━━────── 15/28 3.4it/s 4.7s<3.8s  7/150 40.1G 1.82 3.077 0.01014 597 640: 57% ━━━━━━╸───── 16/28 3.4it/s 5.0s<3.5s  7/150 40.1G 1.818 3.082 0.01011 614 640: 61% ━━━━━━━───── 17/28 3.4it/s 5.2s<3.2s  7/150 40.1G 1.812 3.07 0.01011 501 640: 64% ━━━━━━━╸──── 18/28 3.5it/s 5.5s<2.9s  7/150 40.1G 1.817 3.073 0.0101 625 640: 68% ━━━━━━━━──── 19/28 3.5it/s 5.8s<2.6s  7/150 40.1G 1.822 3.087 0.01015 555 640: 71% ━━━━━━━━╸─── 20/28 3.5it/s 6.1s<2.3s  7/150 40.1G 1.828 3.087 0.01006 742 640: 75% ━━━━━━━━━─── 21/28 3.5it/s 6.4s<2.0s  7/150 40.1G 1.827 3.08 0.01003 544 640: 79% ━━━━━━━━━─── 22/28 3.5it/s 6.7s<1.7s  7/150 40.1G 1.828 3.081 0.01003 645 640: 82% ━━━━━━━━━╸── 23/28 3.4it/s 7.0s<1.5s  7/150 40.1G 1.826 3.074 0.009971 557 640: 86% ━━━━━━━━━━── 24/28 3.4it/s 7.3s<1.2s  7/150 40.1G 1.823 3.081 0.009917 676 640: 89% ━━━━━━━━━━╸─ 25/28 3.4it/s 7.6s<0.9s  7/150 40.1G 1.825 3.076 0.009859 636 640: 93% ━━━━━━━━━━━─ 26/28 3.4it/s 7.9s<0.6s  7/150 40.1G 1.822 3.069 0.009787 268 640: 96% ━━━━━━━━━━━╸ 27/28 4.5it/s 8.0s<0.2s  7/150 40.1G 1.822 3.069 0.009787 268 640: 100% ━━━━━━━━━━━━ 28/28 3.5it/s 8.0s +  Class Images Instances Box(P R mAP50 mAP50-95): 50% ━━━━━━────── 1/2 1.1it/s 0.3s<0.9s  Class Images Instances Box(P R mAP50 mAP50-95): 100% ━━━━━━━━━━━━ 2/2 5.0it/s 0.4s + all 177 1609 0.631 0.57 0.585 0.235 + + Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size +  8/150 40.1G 1.868 3.332 0.01099 582 640: 0% ──────────── 0/28 0.3s  8/150 40.1G 1.853 3.213 0.0112 527 640: 4% ──────────── 1/28 1.0it/s 0.6s<25.7s  8/150 40.1G 1.845 3.134 0.01044 634 640: 7% ╸─────────── 2/28 1.7it/s 0.9s<15.1s  8/150 40.1G 1.851 3.103 0.01005 823 640: 11% ━─────────── 3/28 2.2it/s 1.2s<11.1s  8/150 40.1G 1.856 3.074 0.009723 613 640: 14% ━╸────────── 4/28 2.6it/s 1.5s<9.2s  8/150 40.1G 1.849 3.057 0.009613 585 640: 18% ━━────────── 5/28 2.8it/s 1.8s<8.1s  8/150 40.1G 1.851 3.086 0.009864 584 640: 21% ━━╸───────── 6/28 3.0it/s 2.1s<7.4s  8/150 40.1G 1.843 3.08 0.009662 549 640: 25% ━━━───────── 7/28 3.1it/s 2.3s<6.7s  8/150 40.1G 1.834 3.068 0.009707 567 640: 29% ━━━───────── 8/28 3.2it/s 2.6s<6.2s  8/150 40.1G 1.837 3.08 0.00972 589 640: 32% ━━━╸──────── 9/28 3.3it/s 2.9s<5.8s  8/150 40.1G 1.832 3.07 0.009562 599 640: 36% ━━━━──────── 10/28 3.3it/s 3.2s<5.4s  8/150 40.1G 1.827 3.074 0.009533 568 640: 39% ━━━━╸─────── 11/28 3.3it/s 3.5s<5.1s  8/150 40.1G 1.831 3.079 0.009482 593 640: 43% ━━━━━─────── 12/28 3.4it/s 3.8s<4.7s  8/150 40.1G 1.83 3.092 0.00955 553 640: 46% ━━━━━╸────── 13/28 3.4it/s 4.1s<4.4s  8/150 40.1G 1.827 3.081 0.009631 583 640: 50% ━━━━━━────── 14/28 3.4it/s 4.4s<4.1s  8/150 40.1G 1.825 3.078 0.009614 564 640: 54% ━━━━━━────── 15/28 3.4it/s 4.7s<3.8s  8/150 40.1G 1.82 3.067 0.009639 543 640: 57% ━━━━━━���───── 16/28 3.4it/s 5.0s<3.5s  8/150 40.1G 1.82 3.051 0.009622 650 640: 61% ━━━━━━━───── 17/28 3.4it/s 5.3s<3.2s  8/150 40.1G 1.815 3.043 0.009556 515 640: 64% ━━━━━━━╸──── 18/28 3.4it/s 5.6s<2.9s  8/150 40.1G 1.814 3.032 0.009522 688 640: 68% ━━━━━━━━──── 19/28 3.4it/s 5.8s<2.6s  8/150 40.1G 1.81 3.035 0.009583 540 640: 71% ━━━━━━━━╸─── 20/28 3.4it/s 6.1s<2.3s  8/150 40.1G 1.806 3.017 0.009555 590 640: 75% ━━━━━━━━━─── 21/28 3.4it/s 6.4s<2.0s  8/150 40.1G 1.806 3.013 0.009538 780 640: 79% ━━━━━━━━━─── 22/28 3.5it/s 6.7s<1.7s  8/150 40.1G 1.81 3.019 0.009593 531 640: 82% ━━━━━━━━━╸── 23/28 3.4it/s 7.0s<1.5s  8/150 40.1G 1.812 3.017 0.009616 540 640: 86% ━━━━━━━━━━── 24/28 3.4it/s 7.3s<1.2s  8/150 40.1G 1.814 3.022 0.009608 594 640: 89% ━━━━━━━━━━╸─ 25/28 3.4it/s 7.6s<0.9s  8/150 40.1G 1.817 3.023 0.009592 676 640: 93% ━━━━━━━━━━━─ 26/28 3.4it/s 7.9s<0.6s  8/150 40.1G 1.818 3.016 0.009694 245 640: 96% ━━━━━━━━━━━╸ 27/28 4.5it/s 8.0s<0.2s  8/150 40.1G 1.818 3.016 0.009694 245 640: 100% ━━━━━━━━━━━━ 28/28 3.5it/s 8.0s +  Class Images Instances Box(P R mAP50 mAP50-95): 50% ━━━━━━────── 1/2 1.1it/s 0.3s<0.9s  Class Images Instances Box(P R mAP50 mAP50-95): 100% ━━━━━━━━━━━━ 2/2 5.0it/s 0.4s + all 177 1609 0.727 0.643 0.721 0.35 + + Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size +  9/150 40.1G 1.823 2.927 0.008724 650 640: 0% ──────────── 0/28 0.3s  9/150 40.1G 1.787 3.043 0.009253 577 640: 4% ──────────── 1/28 1.0it/s 0.6s<26.4s  9/150 40.1G 1.786 3.063 0.009612 591 640: 7% ╸─────────── 2/28 1.7it/s 0.9s<15.1s  9/150 40.1G 1.796 3.056 0.009273 731 640: 11% ━─────────── 3/28 2.3it/s 1.2s<11.1s  9/150 40.1G 1.797 3.014 0.00958 515 640: 14% ━╸────────── 4/28 2.6it/s 1.5s<9.1s  9/150 40.1G 1.825 3.032 0.009617 670 640: 18% ━━────────── 5/28 2.9it/s 1.7s<8.0s  9/150 40.1G 1.828 3.003 0.009535 669 640: 21% ━━╸───────── 6/28 3.1it/s 2.0s<7.2s  9/150 40.1G 1.817 2.975 0.009496 517 640: 25% ━━━───────── 7/28 3.2it/s 2.3s<6.6s  9/150 40.1G 1.825 2.997 0.009512 675 640: 29% ━━━───────── 8/28 3.2it/s 2.6s<6.2s  9/150 40.1G 1.821 2.988 0.009593 588 640: 32% ━━━╸──────── 9/28 3.3it/s 2.9s<5.8s  9/150 40.1G 1.815 2.959 0.009507 714 640: 36% ━━━━──────── 10/28 3.3it/s 3.2s<5.5s  9/150 40.1G 1.805 2.933 0.009279 737 640: 39% ━━━━╸─────── 11/28 3.3it/s 3.5s<5.1s  9/150 40.1G 1.804 2.929 0.009244 594 640: 43% ━━━━━─────── 12/28 3.4it/s 3.8s<4.8s  9/150 40.1G 1.805 2.933 0.009237 533 640: 46% ━━━━━╸────── 13/28 3.3it/s 4.1s<4.5s  9/150 40.1G 1.808 2.942 0.009246 666 640: 50% ━━━━━━────── 14/28 3.4it/s 4.4s<4.1s  9/150 40.1G 1.812 2.948 0.009342 630 640: 54% ━━━━━━────── 15/28 3.4it/s 4.7s<3.8s  9/150 40.1G 1.812 2.943 0.009389 545 640: 57% ━━━━━━╸───── 16/28 3.4it/s 5.0s<3.5s  9/150 40.1G 1.804 2.928 0.009345 620 640: 61% ━━━━━━━───── 17/28 3.4it/s 5.3s<3.2s  9/150 40.1G 1.804 2.924 0.009281 636 640: 64% ━━━━━━━╸──── 18/28 3.4it/s 5.5s<2.9s  9/150 40.1G 1.802 2.916 0.009305 621 640: 68% ━━━━━━━━──── 19/28 3.4it/s 5.8s<2.6s  9/150 40.1G 1.801 2.917 0.009329 601 640: 71% ━━━━━━━━╸─── 20/28 3.4it/s 6.1s<2.3s  9/150 40.1G 1.796 2.908 0.009354 466 640: 75% ━━━━━━━━━─── 21/28 3.4it/s 6.4s<2.1s  9/150 40.1G 1.793 2.906 0.009352 494 640: 79% ━━━━━━━━━─── 22/28 3.4it/s 6.7s<1.7s  9/150 40.1G 1.796 2.913 0.009383 612 640: 82% ━━━━━━━━━╸── 23/28 3.4it/s 7.0s<1.5s  9/150 40.1G 1.793 2.907 0.009347 585 640: 86% ━━━━━━━━━━── 24/28 3.4it/s 7.3s<1.2s  9/150 40.1G 1.793 2.901 0.009352 537 640: 89% ━━━━━━━━━━╸─ 25/28 3.4it/s 7.6s<0.9s  9/150 40.1G 1.791 2.898 0.009363 549 640: 93% ━━━━━━━━━━━─ 26/28 3.4it/s 7.9s<0.6s  9/150 40.1G 1.794 2.904 0.009356 297 640: 96% ━━━━━━━━━━━╸ 27/28 4.4it/s 8.0s<0.2s  9/150 40.1G 1.794 2.904 0.009356 297 640: 100% ━━━━━━━━━━━━ 28/28 3.5it/s 8.0s +  Class Images Instances Box(P R mAP50 mAP50-95): 50% ━━━━━━────── 1/2 1.1it/s 0.3s<0.9s  Class Images Instances Box(P R mAP50 mAP50-95): 100% ━━━━━━━━━━━━ 2/2 5.0it/s 0.4s + all 177 1609 0.705 0.608 0.677 0.314 + + Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size +  10/150 40.1G 1.764 2.895 0.007767 771 640: 0% ──────────── 0/28 0.3s  10/150 40.1G 1.753 2.865 0.009524 476 640: 4% ──────────── 1/28 1.0it/s 0.6s<26.9s  10/150 40.1G 1.772 2.877 0.00921 540 640: 7% ╸─────────── 2/28 1.7it/s 0.9s<15.2s  10/150 40.1G 1.774 2.838 0.009163 586 640: 11% ━─────────── 3/28 2.2it/s 1.2s<11.2s  10/150 40.1G 1.778 2.81 0.009167 632 640: 14% ━╸────────── 4/28 2.6it/s 1.5s<9.4s  10/150 40.1G 1.788 2.811 0.00942 627 640: 18% ━━────────── 5/28 2.8it/s 1.8s<8.1s  10/150 40.1G 1.779 2.78 0.009381 540 640: 21% ━━╸───────── 6/28 3.0it/s 2.1s<7.3s  10/150 40.1G 1.773 2.767 0.00923 639 640: 25% ━━━───────── 7/28 3.1it/s 2.3s<6.7s  10/150 40.1G 1.774 2.772 0.009321 549 640: 29% ━━━───────── 8/28 3.2it/s 2.6s<6.2s  10/150 40.1G 1.773 2.785 0.009392 575 640: 32% ━━━╸──────── 9/28 3.3it/s 2.9s<5.7s  10/150 40.1G 1.768 2.763 0.009289 593 640: 36% ━━━━──────── 10/28 3.4it/s 3.2s<5.4s  10/150 40.1G 1.769 2.761 0.009201 682 640: 39% ━━━━╸─────── 11/28 3.4it/s 3.5s<5.0s  10/150 40.1G 1.766 2.753 0.009187 572 640: 43% ━━━━━─────── 12/28 3.4it/s 3.8s<4.7s  10/150 40.1G 1.769 2.77 0.009258 646 640: 46% ━━━━━╸────── 13/28 3.4it/s 4.1s<4.4s  10/150 40.1G 1.775 2.777 0.009231 619 640: 50% ━━━━━━────── 14/28 3.4it/s 4.4s<4.1s  10/150 40.1G 1.776 2.78 0.009188 735 640: 54% ━━━━━━────── 15/28 3.4it/s 4.7s<3.8s  10/150 40.1G 1.781 2.775 0.009204 678 640: 57% ━━━━━━╸───── 16/28 3.4it/s 5.0s<3.5s  10/150 40.1G 1.776 2.776 0.00924 502 640: 61% ━━━━━━━───── 17/28 3.4it/s 5.3s<3.2s  10/150 40.1G 1.777 2.773 0.009164 644 640: 64% ━━━━━━━╸──── 18/28 3.4it/s 5.6s<2.9s  10/150 40.1G 1.77 2.767 0.009263 422 640: 68% ━━━━━━━━──── 19/28 3.4it/s 5.9s<2.7s  10/150 40.1G 1.772 2.771 0.00925 547 640: 71% ━━━━━━━━╸─── 20/28 3.4it/s 6.1s<2.3s  10/150 40.1G 1.771 2.773 0.009261 537 640: 75% ━━━━━━━━━─── 21/28 3.4it/s 6.4s<2.0s  10/150 40.1G 1.767 2.765 0.009357 435 640: 79% ━━━━━━━━━─── 22/28 3.4it/s 6.7s<1.8s  10/150 40.1G 1.772 2.773 0.009401 605 640: 82% ━━━━━━━━━╸── 23/28 3.4it/s 7.0s<1.5s  10/150 40.1G 1.774 2.78 0.009415 582 640: 86% ━━━━━━━━━━── 24/28 3.4it/s 7.3s<1.2s  10/150 40.1G 1.771 2.777 0.009382 669 640: 89% ━━━━━━━━━━╸─ 25/28 3.4it/s 7.6s<0.9s  10/150 40.1G 1.767 2.771 0.00942 499 640: 93% ━━━━━━━━━━━─ 26/28 3.4it/s 7.9s<0.6s  10/150 40.1G 1.772 2.789 0.00944 336 640: 96% ━━━━━━━━━━━╸ 27/28 4.4it/s 8.1s<0.2s  10/150 40.1G 1.772 2.789 0.00944 336 640: 100% ━━━━━━━━━━━━ 28/28 3.5it/s 8.1s +  Class Images Instances Box(P R mAP50 mAP50-95): 50% ━━━━━━────── 1/2 1.1it/s 0.3s<0.9s  Class Images Instances Box(P R mAP50 mAP50-95): 100% ━━━━━━━━━━━━ 2/2 4.9it/s 0.4s + all 177 1609 0.566 0.602 0.594 0.277 + + Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size +  11/150 40.1G 1.842 3.032 0.01102 471 640: 0% ──────────── 0/28 0.3s  11/150 40.1G 1.853 2.981 0.009459 719 640: 4% ──────────── 1/28 1.0it/s 0.6s<26.4s  11/150 40.1G 1.822 2.99 0.009498 546 640: 7% ╸─────────── 2/28 1.8it/s 0.9s<14.8s  11/150 40.1G 1.8 2.981 0.009338 648 640: 11% ━─────────── 3/28 2.2it/s 1.2s<11.4s  11/150 40.1G 1.811 3.024 0.009301 708 640: 14% ━╸────────── 4/28 2.6it/s 1.5s<9.4s  11/150 40.1G 1.83 3.016 0.009421 639 640: 18% ━━────────── 5/28 2.8it/s 1.8s<8.2s  11/150 40.1G 1.826 3.022 0.009423 517 640: 21% ━━╸───────── 6/28 3.0it/s 2.1s<7.3s  11/150 40.1G 1.823 3.024 0.009276 636 640: 25% ━━━───────── 7/28 3.1it/s 2.4s<6.8s  11/150 40.1G 1.82 2.989 0.009361 575 640: 29% ━━━───────── 8/28 3.2it/s 2.6s<6.2s  11/150 40.1G 1.821 2.983 0.009283 644 640: 32% ━━━╸──────── 9/28 3.3it/s 2.9s<5.8s  11/150 40.1G 1.816 2.96 0.00934 553 640: 36% ━━━━──────── 10/28 3.3it/s 3.2s<5.4s  11/150 40.1G 1.817 2.946 0.009398 537 640: 39% ━━━━╸─────── 11/28 3.4it/s 3.5s<5.1s  11/150 40.1G 1.824 2.957 0.009552 672 640: 43% ━━━━━─────── 12/28 3.4it/s 3.8s<4.7s  11/150 40.1G 1.823 2.945 0.009477 629 640: 46% ━━━━━╸────── 13/28 3.4it/s 4.1s<4.4s  11/150 40.1G 1.818 2.925 0.009469 594 640: 50% ━━━━━━────── 14/28 3.4it/s 4.4s<4.1s  11/150 40.1G 1.823 2.932 0.009534 653 640: 54% ━━━━━━────── 15/28 3.4it/s 4.7s<3.8s  11/150 40.1G 1.822 2.92 0.009651 527 640: 57% ━━━━━━╸───── 16/28 3.4it/s 5.0s<3.5s  11/150 40.1G 1.817 2.91 0.009669 473 640: 61% ━━━━━━━───── 17/28 3.4it/s 5.3s<3.2s  11/150 40.1G 1.811 2.895 0.009653 557 640: 64% ━━━━━━━╸──── 18/28 3.4it/s 5.6s<2.9s  11/150 40.1G 1.804 2.879 0.009678 467 640: 68% ━━━━━━━━──── 19/28 3.4it/s 5.8s<2.6s  11/150 40.1G 1.804 2.886 0.009741 595 640: 71% ━━━━━━━━╸─── 20/28 3.4it/s 6.1s<2.3s  11/150 40.1G 1.805 2.879 0.009741 608 640: 75% ━━━━━━━━━─── 21/28 3.5it/s 6.4s<2.0s  11/150 40.1G 1.804 2.87 0.009672 688 640: 79% ━━━━━━━━━─── 22/28 3.5it/s 6.7s<1.7s  11/150 40.1G 1.805 2.875 0.00966 554 640: 82% ━━━━━━━━━╸── 23/28 3.4it/s 7.0s<1.5s  11/150 40.1G 1.802 2.866 0.009634 555 640: 86% ━━━━━━━━━━── 24/28 3.4it/s 7.3s<1.2s  11/150 40.1G 1.803 2.871 0.00965 583 640: 89% ━━━━━━━━━━╸─ 25/28 3.4it/s 7.6s<0.9s  11/150 40.1G 1.802 2.874 0.009644 592 640: 93% ━━━━━━━━━━━─ 26/28 3.4it/s 7.9s<0.6s  11/150 40.1G 1.796 2.873 0.009638 287 640: 96% ━━━━━━━━━━━╸ 27/28 4.4it/s 8.0s<0.2s  11/150 40.1G 1.796 2.873 0.009638 287 640: 100% ━━━━━━━━━━━━ 28/28 3.5it/s 8.0s +  Class Images Instances Box(P R mAP50 mAP50-95): 50% ━━━━━━────── 1/2 1.1it/s 0.3s<0.9s  Class Images Instances Box(P R mAP50 mAP50-95): 100% ━━━━━━━━━━━━ 2/2 5.2it/s 0.4s + all 177 1609 0.568 0.518 0.509 0.212 + + Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size +  12/150 40.1G 1.837 2.988 0.009212 715 640: 0% ──────────── 0/28 0.3s  12/150 40.1G 1.778 3.023 0.009946 477 640: 4% ──────────── 1/28 1.0it/s 0.6s<26.1s  12/150 40.1G 1.778 3.006 0.009769 600 640: 7% ╸─────────── 2/28 1.8it/s 0.9s<14.7s  12/150 40.1G 1.794 2.984 0.009827 605 640: 11% ━─────────── 3/28 2.3it/s 1.2s<11.1s  12/150 40.1G 1.775 2.936 0.0094 571 640: 14% ━╸────────── 4/28 2.6it/s 1.4s<9.1s  12/150 40.1G 1.758 2.932 0.009294 510 640: 18% ━━────────── 5/28 2.8it/s 1.8s<8.1s  12/150 40.1G 1.757 2.94 0.009232 615 640: 21% ━━╸───────── 6/28 3.0it/s 2.0s<7.3s  12/150 40.1G 1.759 2.95 0.009307 507 640: 25% ━━━───────── 7/28 3.2it/s 2.3s<6.6s  12/150 40.1G 1.752 2.93 0.009355 559 640: 29% ━━━───────── 8/28 3.2it/s 2.6s<6.2s  12/150 40.1G 1.747 2.916 0.009408 544 640: 32% ━━━╸──────── 9/28 3.3it/s 2.9s<5.7s  12/150 40.1G 1.745 2.905 0.009399 589 640: 36% ━━━━──────── 10/28 3.3it/s 3.2s<5.4s  12/150 40.1G 1.746 2.896 0.009311 592 640: 39% ━━━━╸─────── 11/28 3.4it/s 3.5s<5.0s  12/150 40.1G 1.749 2.892 0.009263 661 640: 43% ━━━━━─────── 12/28 3.4it/s 3.8s<4.7s  12/150 40.1G 1.752 2.9 0.009195 619 640: 46% ━━━━━╸────── 13/28 3.4it/s 4.1s<4.4s  12/150 40.1G 1.758 2.89 0.009199 572 640: 50% ━━━━━━────── 14/28 3.4it/s 4.4s<4.1s  12/150 40.1G 1.757 2.887 0.009168 713 640: 54% ━━━━━━────── 15/28 3.4it/s 4.7s<3.8s  12/150 40.1G 1.755 2.883 0.009187 532 640: 57% ━━━━━━╸───── 16/28 3.4it/s 5.0s<3.5s  12/150 40.1G 1.756 2.877 0.009274 550 640: 61% ━━━━━━━───── 17/28 3.4it/s 5.3s<3.2s  12/150 40.1G 1.752 2.864 0.009226 535 640: 64% ━━━━━━━╸──── 18/28 3.4it/s 5.6s<3.0s  12/150 40.1G 1.756 2.881 0.009217 723 640: 68% ━━━━━━━━──── 19/28 3.3it/s 5.9s<2.7s  12/150 40.1G 1.757 2.888 0.00921 675 640: 71% ━━━━━━━━╸─── 20/28 3.4it/s 6.2s<2.4s  12/150 40.1G 1.755 2.883 0.009145 564 640: 75% ━━━━━━━━━─── 21/28 3.4it/s 6.4s<2.1s  12/150 40.1G 1.754 2.877 0.009144 563 640: 79% ━━━━━━━━━─── 22/28 3.4it/s 6.7s<1.8s  12/150 40.1G 1.751 2.867 0.009093 636 640: 82% ━━━━━━━━━╸── 23/28 3.4it/s 7.0s<1.5s  12/150 40.1G 1.749 2.854 0.009108 657 640: 86% ━━━━━━━━━━── 24/28 3.4it/s 7.3s<1.2s  12/150 40.1G 1.745 2.851 0.009119 468 640: 89% ━━━━━━━━━━╸─ 25/28 3.4it/s 7.6s<0.9s  12/150 40.1G 1.745 2.849 0.009258 426 640: 93% ━━━━━━━━━━━─ 26/28 3.4it/s 7.9s<0.6s  12/150 40.1G 1.746 2.857 0.009176 349 640: 96% ��━━━━━━━━━━╸ 27/28 4.4it/s 8.1s<0.2s  12/150 40.1G 1.746 2.857 0.009176 349 640: 100% ━━━━━━━━━━━━ 28/28 3.5it/s 8.1s +  Class Images Instances Box(P R mAP50 mAP50-95): 50% ━━━━━━────── 1/2 1.1it/s 0.3s<0.9s  Class Images Instances Box(P R mAP50 mAP50-95): 100% ━━━━━━━━━━━━ 2/2 5.0it/s 0.4s + all 177 1609 0.551 0.709 0.668 0.306 + + Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size +  13/150 40.1G 1.748 3.063 0.0092 581 640: 0% ──────────── 0/28 0.3s  13/150 40.1G 1.749 2.91 0.009498 522 640: 4% ──────────── 1/28 1.0s/it 0.6s<27.2s  13/150 40.1G 1.764 2.816 0.009125 580 640: 7% ╸─────────── 2/28 1.7it/s 0.9s<15.1s  13/150 40.1G 1.762 2.821 0.0091 695 640: 11% ━─────────── 3/28 2.3it/s 1.2s<11.1s  13/150 40.1G 1.759 2.801 0.009087 649 640: 14% ━╸────────── 4/28 2.6it/s 1.5s<9.2s  13/150 40.1G 1.771 2.81 0.009147 609 640: 18% ━━────────── 5/28 2.9it/s 1.8s<8.0s  13/150 40.1G 1.768 2.775 0.009222 589 640: 21% ━━╸───────── 6/28 3.0it/s 2.1s<7.3s  13/150 40.1G 1.769 2.776 0.009159 629 640: 25% ━━━───────── 7/28 3.1it/s 2.3s<6.7s  13/150 40.1G 1.772 2.809 0.009102 704 640: 29% ━━━───────── 8/28 3.2it/s 2.6s<6.2s  13/150 40.1G 1.776 2.804 0.008956 613 640: 32% ━━━╸──────── 9/28 3.3it/s 2.9s<5.8s  13/150 40.1G 1.769 2.797 0.008996 557 640: 36% ━━━━──────── 10/28 3.3it/s 3.2s<5.4s  13/150 40.1G 1.761 2.784 0.008858 606 640: 39% ━━━━╸─────── 11/28 3.3it/s 3.5s<5.1s  13/150 40.1G 1.76 2.792 0.008937 491 640: 43% ━━━━━─────── 12/28 3.4it/s 3.8s<4.8s  13/150 40.1G 1.757 2.778 0.008957 573 640: 46% ━━━━━╸────── 13/28 3.4it/s 4.1s<4.5s  13/150 40.1G 1.752 2.773 0.00904 516 640: 50% ━━━━━━────── 14/28 3.4it/s 4.4s<4.1s  13/150 40.1G 1.75 2.769 0.009125 532 640: 54% ━━━━━━────── 15/28 3.4it/s 4.7s<3.9s  13/150 40.1G 1.748 2.768 0.009148 520 640: 57% ━━━━━━╸───── 16/28 3.4it/s 5.0s<3.5s  13/150 40.1G 1.743 2.763 0.009251 502 640: 61% ━━━━━━━───── 17/28 3.4it/s 5.3s<3.2s  13/150 40.1G 1.741 2.756 0.009198 680 640: 64% ━━━━━━━╸──── 18/28 3.4it/s 5.6s<2.9s  13/150 40.1G 1.736 2.759 0.009271 502 640: 68% ━━━━━━━━──── 19/28 3.4it/s 5.9s<2.6s  13/150 40.1G 1.739 2.77 0.009212 691 640: 71% ━━━━━━━━╸─── 20/28 3.4it/s 6.2s<2.3s  13/150 40.1G 1.737 2.777 0.009256 596 640: 75% ━━━━━━━━━─── 21/28 3.4it/s 6.5s<2.1s  13/150 40.1G 1.74 2.781 0.009205 715 640: 79% ━━━━━━━━━─── 22/28 3.4it/s 6.7s<1.8s  13/150 40.1G 1.742 2.777 0.009209 645 640: 82% ━━━━━━━━━╸── 23/28 3.4it/s 7.0s<1.5s  13/150 40.1G 1.744 2.779 0.009185 652 640: 86% ━━━━━━━━━━── 24/28 3.4it/s 7.3s<1.2s  13/150 40.1G 1.746 2.785 0.009182 598 640: 89% ━━━━━━━━━━╸─ 25/28 3.4it/s 7.6s<0.9s  13/150 40.1G 1.746 2.782 0.009194 562 640: 93% ━━━━━━━━━━━─ 26/28 3.4it/s 7.9s<0.6s  13/150 40.1G 1.744 2.782 0.009159 234 640: 96% ━━━━━━━━━━━╸ 27/28 4.5it/s 8.1s<0.2s  13/150 40.1G 1.744 2.782 0.009159 234 640: 100% ━━━━━━━━━━━━ 28/28 3.5it/s 8.1s +  Class Images Instances Box(P R mAP50 mAP50-95): 50% ━━━━━━────── 1/2 1.1it/s 0.3s<0.9s  Class Images Instances Box(P R mAP50 mAP50-95): 100% ━━━━━━━━━━━━ 2/2 4.9it/s 0.4s + all 177 1609 0.681 0.701 0.71 0.322 + + Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size +  14/150 40.1G 1.692 2.738 0.008184 676 640: 0% ──────────── 0/28 0.3s  14/150 40.1G 1.715 2.71 0.008804 597 640: 4% ──────────── 1/28 1.0it/s 0.6s<26.0s  14/150 40.1G 1.747 2.738 0.008749 659 640: 7% ╸─────────── 2/28 1.7it/s 0.9s<14.9s  14/150 40.1G 1.737 2.754 0.009036 553 640: 11% ━─────────── 3/28 2.2it/s 1.2s<11.3s  14/150 40.1G 1.741 2.73 0.008956 673 640: 14% ━╸────────── 4/28 2.6it/s 1.5s<9.3s  14/150 40.1G 1.751 2.746 0.008784 718 640: 18% ━━────────── 5/28 2.8it/s 1.8s<8.1s  14/150 40.1G 1.757 2.743 0.008881 641 640: 21% ━━╸───────── 6/28 3.0it/s 2.1s<7.4s  14/150 40.1G 1.748 2.741 0.008717 658 640: 25% ━━━───────── 7/28 3.1it/s 2.4s<6.8s  14/150 40.1G 1.749 2.728 0.008894 555 640: 29% ━━━───────── 8/28 3.2it/s 2.6s<6.3s  14/150 40.1G 1.746 2.739 0.008931 537 640: 32% ━━━╸──────── 9/28 3.3it/s 2.9s<5.8s  14/150 40.1G 1.742 2.724 0.008934 577 640: 36% ━━━━──────── 10/28 3.3it/s 3.2s<5.4s  14/150 40.1G 1.742 2.717 0.008817 700 640: 39% ━━━━╸─────── 11/28 3.3it/s 3.5s<5.1s  14/150 40.1G 1.739 2.713 0.008784 601 640: 43% ━━━━━─────── 12/28 3.4it/s 3.8s<4.8s  14/150 40.1G 1.736 2.694 0.008708 643 640: 46% ━━━━━╸────── 13/28 3.4it/s 4.1s<4.5s  14/150 40.1G 1.743 2.708 0.008691 711 640: 50% ━━━━━━────── 14/28 3.4it/s 4.4s<4.2s  14/150 40.1G 1.744 2.712 0.008749 576 640: 54% ━━━━━━────── 15/28 3.4it/s 4.7s<3.9s  14/150 40.1G 1.739 2.709 0.008714 605 640: 57% ━━━━━━╸───── 16/28 3.4it/s 5.0s<3.5s  14/150 40.1G 1.732 2.7 0.008694 607 640: 61% ━━━━━━━───── 17/28 3.4it/s 5.3s<3.2s  14/150 40.1G 1.734 2.7 0.008703 588 640: 64% ━━━━━━━╸──── 18/28 3.4it/s 5.6s<2.9s  14/150 40.1G 1.732 2.691 0.008634 737 640: 68% ━━━━━━━━──── 19/28 3.4it/s 5.9s<2.6s  14/150 40.1G 1.728 2.696 0.008676 485 640: 71% ━━━━━━━━╸─── 20/28 3.4it/s 6.2s<2.3s  14/150 40.1G 1.731 2.7 0.00863 767 640: 75% ━━━━━━━━━─── 21/28 3.4it/s 6.5s<2.0s  14/150 40.1G 1.733 2.703 0.008659 638 640: 79% ━━━━━━━━━─── 22/28 3.4it/s 6.7s<1.7s  14/150 40.1G 1.732 2.708 0.008609 664 640: 82% ━━━━━━━━━╸── 23/28 3.4it/s 7.0s<1.5s  14/150 40.1G 1.732 2.71 0.008633 560 640: 86% ━━━━━━━━━━── 24/28 3.4it/s 7.3s<1.2s  14/150 40.1G 1.729 2.703 0.008592 614 640: 89% ━━━━━━━━━━╸─ 25/28 3.4it/s 7.6s<0.9s  14/150 40.1G 1.73 2.707 0.00856 632 640: 93% ━━━━━━━━━━━─ 26/28 3.4it/s 7.9s<0.6s  14/150 40.1G 1.728 2.696 0.008511 276 640: 96% ━━━━━━━━━━━╸ 27/28 4.5it/s 8.1s<0.2s  14/150 40.1G 1.728 2.696 0.008511 276 640: 100% ━━━━━━━━━━━━ 28/28 3.5it/s 8.1s +  Class Images Instances Box(P R mAP50 mAP50-95): 50% ━━━━━━────── 1/2 1.1it/s 0.3s<0.9s  Class Images Instances Box(P R mAP50 mAP50-95): 100% ━━━━━━━━━━━━ 2/2 5.0it/s 0.4s + all 177 1609 0.688 0.725 0.727 0.394 + + Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size +  15/150 40.1G 1.641 2.55 0.007908 633 640: 0% ──────────── 0/28 0.3s  15/150 40.1G 1.679 2.604 0.008049 588 640: 4% ──────────── 1/28 1.0s/it 0.6s<27.5s  15/150 40.1G 1.714 2.644 0.008296 595 640: 7% ╸─────────── 2/28 1.7it/s 0.9s<15.0s  15/150 40.1G 1.708 2.628 0.008408 617 640: 11% ━─────────── 3/28 2.2it/s 1.2s<11.2s  15/150 40.1G 1.711 2.655 0.008508 643 640: 14% ━╸────────── 4/28 2.6it/s 1.5s<9.2s  15/150 40.1G 1.703 2.642 0.008649 584 640: 18% ━━────────── 5/28 2.9it/s 1.8s<8.1s  15/150 40.1G 1.699 2.628 0.008553 652 640: 21% ━━╸───────── 6/28 3.0it/s 2.0s<7.2s  15/150 40.1G 1.705 2.617 0.00844 673 640: 25% ━━━───────── 7/28 3.2it/s 2.3s<6.6s  15/150 40.1G 1.701 2.625 0.008432 561 640: 29% ━━━───────── 8/28 3.3it/s 2.6s<6.1s  15/150 40.1G 1.71 2.64 0.008451 690 640: 32% ━━━╸──────── 9/28 3.3it/s 2.9s<5.8s  15/150 40.1G 1.708 2.641 0.008406 613 640: 36% ━━━━──────── 10/28 3.3it/s 3.2s<5.4s  15/150 40.1G 1.712 2.637 0.00839 600 640: 39% ━━━━╸─────── 11/28 3.3it/s 3.5s<5.1s  15/150 40.1G 1.715 2.646 0.008395 655 640: 43% ━━━━━─────── 12/28 3.4it/s 3.8s<4.7s  15/150 40.1G 1.715 2.65 0.008432 626 640: 46% ━━━━━╸────── 13/28 3.4it/s 4.1s<4.5s  15/150 40.1G 1.718 2.65 0.008388 648 640: 50% ━━━━━━────── 14/28 3.4it/s 4.4s<4.2s  15/150 40.1G 1.72 2.653 0.00839 633 640: 54% ━━━━━━────── 15/28 3.4it/s 4.7s<3.8s  15/150 40.1G 1.719 2.657 0.008352 690 640: 57% ━━━━━━╸───── 16/28 3.4it/s 5.0s<3.5s  15/150 40.1G 1.718 2.662 0.008361 589 640: 61% ━━━━━━━───── 17/28 3.4it/s 5.3s<3.2s  15/150 40.1G 1.721 2.665 0.008387 607 640: 64% ━━━━━━━╸──── 18/28 3.4it/s 5.6s<2.9s  15/150 40.1G 1.719 2.657 0.008371 569 640: 68% ━━━━━━━━──── 19/28 3.4it/s 5.9s<2.6s  15/150 40.1G 1.717 2.661 0.00834 622 640: 71% ━━━━━━━━╸─── 20/28 3.4it/s 6.1s<2.3s  15/150 40.1G 1.715 2.664 0.008356 589 640: 75% ━━━━━━━━━─── 21/28 3.4it/s 6.4s<2.1s  15/150 40.1G 1.716 2.663 0.008326 731 640: 79% ━━━━━━━━━─── 22/28 3.4it/s 6.7s<1.8s  15/150 40.1G 1.716 2.664 0.008327 699 640: 82% ━━━━━━━━━╸── 23/28 3.4it/s 7.0s<1.5s  15/150 40.1G 1.714 2.669 0.008358 506 640: 86% ━━━━━━━━━━── 24/28 3.4it/s 7.3s<1.2s  15/150 40.1G 1.714 2.67 0.00844 507 640: 89% ━━━━━━━━━━╸─ 25/28 3.4it/s 7.6s<0.9s  15/150 40.1G 1.713 2.67 0.008446 497 640: 93% ━━━━━━━━━━━─ 26/28 3.4it/s 7.9s<0.6s  15/150 40.1G 1.71 2.671 0.008424 292 640: 96% ━━━━━━━━━━━╸ 27/28 4.5it/s 8.0s<0.2s  15/150 40.1G 1.71 2.671 0.008424 292 640: 100% ━━━━━━━━━━━━ 28/28 3.5it/s 8.0s +  Class Images Instances Box(P R mAP50 mAP50-95): 50% ━━━━━━────── 1/2 1.1it/s 0.3s<0.9s  Class Images Instances Box(P R mAP50 mAP50-95): 100% ━━━━━━━━━━━━ 2/2 5.0it/s 0.4s + all 177 1609 0.715 0.701 0.734 0.394 + + Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size +  16/150 40.1G 1.751 2.703 0.007005 601 640: 0% ──────────── 0/28 0.3s  16/150 40.1G 1.713 2.621 0.008165 507 640: 4% ──────────── 1/28 1.0it/s 0.6s<26.5s  16/150 40.1G 1.719 2.615 0.008376 584 640: 7% ╸─────────── 2/28 1.7it/s 0.9s<14.9s  16/150 40.1G 1.721 2.616 0.008258 690 640: 11% ━���────────── 3/28 2.2it/s 1.2s<11.1s  16/150 40.1G 1.732 2.645 0.008525 687 640: 14% ━╸────────── 4/28 2.6it/s 1.5s<9.2s  16/150 40.1G 1.723 2.627 0.008558 632 640: 18% ━━────────── 5/28 2.8it/s 1.8s<8.1s  16/150 40.1G 1.721 2.627 0.008646 595 640: 21% ━━╸───────── 6/28 3.0it/s 2.1s<7.4s  16/150 40.1G 1.719 2.623 0.008525 535 640: 25% ━━━───────── 7/28 3.1it/s 2.4s<6.8s  16/150 40.1G 1.716 2.636 0.008557 529 640: 29% ━━━───────── 8/28 3.2it/s 2.6s<6.3s  16/150 40.1G 1.718 2.634 0.008596 623 640: 32% ━━━╸──────── 9/28 3.3it/s 2.9s<5.8s  16/150 40.1G 1.712 2.633 0.008585 568 640: 36% ━━━━──────── 10/28 3.3it/s 3.2s<5.5s  16/150 40.1G 1.711 2.643 0.008467 689 640: 39% ━━━━╸─────── 11/28 3.3it/s 3.5s<5.1s  16/150 40.1G 1.709 2.653 0.008446 607 640: 43% ━━━━━─────── 12/28 3.4it/s 3.8s<4.8s  16/150 40.1G 1.707 2.654 0.008576 586 640: 46% ━━━━━╸────── 13/28 3.4it/s 4.1s<4.4s  16/150 40.1G 1.706 2.646 0.008545 636 640: 50% ━━━━━━────── 14/28 3.4it/s 4.4s<4.2s  16/150 40.1G 1.704 2.648 0.008491 630 640: 54% ━━━━━━────── 15/28 3.4it/s 4.7s<3.8s  16/150 40.1G 1.707 2.659 0.008548 645 640: 57% ━━━━━━╸───── 16/28 3.4it/s 5.0s<3.5s  16/150 40.1G 1.706 2.663 0.008515 750 640: 61% ━━━━━━━───── 17/28 3.4it/s 5.3s<3.3s  16/150 40.1G 1.704 2.665 0.008643 549 640: 64% ━━━━━━━╸──── 18/28 3.4it/s 5.6s<3.0s  16/150 40.1G 1.705 2.663 0.00864 672 640: 68% ━━━━━━━━──── 19/28 3.4it/s 5.9s<2.7s  16/150 40.1G 1.708 2.671 0.008655 523 640: 71% ━━━━━━━━╸─── 20/28 3.4it/s 6.2s<2.4s  16/150 40.1G 1.706 2.667 0.008646 633 640: 75% ━━━━━━━━━─── 21/28 3.4it/s 6.5s<2.1s  16/150 40.1G 1.708 2.673 0.008635 646 640: 79% ━━━━━━━━━─── 22/28 3.4it/s 6.8s<1.8s  16/150 40.1G 1.704 2.662 0.008607 645 640: 82% ━━━━━━━━━╸── 23/28 3.4it/s 7.1s<1.5s  16/150 40.1G 1.704 2.655 0.00858 504 640: 86% ━━━━━━━━━━── 24/28 3.4it/s 7.4s<1.2s  16/150 40.1G 1.704 2.661 0.008611 623 640: 89% ━━━━━━━━━━╸─ 25/28 3.4it/s 7.7s<0.9s  16/150 40.1G 1.705 2.663 0.008645 527 640: 93% ━━━━━━━━━━━─ 26/28 3.4it/s 7.9s<0.6s  16/150 40.1G 1.707 2.662 0.008749 185 640: 96% ━━━━━━━━━━━╸ 27/28 4.5it/s 8.1s<0.2s  16/150 40.1G 1.707 2.662 0.008749 185 640: 100% ━━━━━━━━━━━━ 28/28 3.5it/s 8.1s +  Class Images Instances Box(P R mAP50 mAP50-95): 50% ━━━━━━────── 1/2 1.1it/s 0.3s<0.9s  Class Images Instances Box(P R mAP50 mAP50-95): 100% ━━━━━━━━━━━━ 2/2 4.9it/s 0.4s + all 177 1609 0.674 0.69 0.698 0.365 + + Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size +  17/150 40.1G 1.608 2.489 0.008878 561 640: 0% ──────────── 0/28 0.3s  17/150 40.1G 1.661 2.614 0.009464 565 640: 4% ──────────── 1/28 1.0it/s 0.6s<26.0s  17/150 40.1G 1.696 2.649 0.009275 629 640: 7% ╸─────────── 2/28 1.7it/s 0.9s<15.0s  17/150 40.1G 1.686 2.66 0.009215 541 640: 11% ━─────────── 3/28 2.3it/s 1.2s<11.1s  17/150 40.1G 1.681 2.664 0.008953 611 640: 14% ━╸────────── 4/28 2.6it/s 1.5s<9.2s  17/150 40.1G 1.686 2.677 0.009088 530 640: 18% ━━────────── 5/28 2.9it/s 1.7s<8.0s  17/150 40.1G 1.689 2.656 0.009048 587 640: 21% ━━╸───────── 6/28 3.0it/s 2.0s<7.2s  17/150 40.1G 1.691 2.665 0.008972 572 640: 25% ━━━───────── 7/28 3.1it/s 2.3s<6.7s  17/150 40.1G 1.697 2.662 0.00908 558 640: 29% ━━━───────── 8/28 3.2it/s 2.6s<6.2s  17/150 40.1G 1.7 2.655 0.009026 639 640: 32% ━━━╸──────── 9/28 3.3it/s 2.9s<5.8s  17/150 40.1G 1.709 2.665 0.009008 657 640: 36% ━━━━──────── 10/28 3.3it/s 3.2s<5.4s  17/150 40.1G 1.713 2.666 0.008925 607 640: 39% ━━━━╸─────── 11/28 3.4it/s 3.5s<5.1s  17/150 40.1G 1.712 2.665 0.008856 596 640: 43% ━━━━━─────── 12/28 3.4it/s 3.8s<4.7s  17/150 40.1G 1.711 2.669 0.008727 723 640: 46% ━━━━━╸────── 13/28 3.4it/s 4.1s<4.5s  17/150 40.1G 1.707 2.665 0.008751 484 640: 50% ━━━━━━────── 14/28 3.4it/s 4.4s<4.1s  17/150 40.1G 1.709 2.658 0.008748 621 640: 54% ━━━━━━────── 15/28 3.4it/s 4.7s<3.9s  17/150 40.1G 1.71 2.658 0.008756 612 640: 57% ━━━━━━╸───── 16/28 3.4it/s 5.0s<3.5s  17/150 40.1G 1.71 2.657 0.008814 616 640: 61% ━━━━━━━───── 17/28 3.4it/s 5.3s<3.3s  17/150 40.1G 1.704 2.65 0.00882 543 640: 64% ━━━━━━━╸──── 18/28 3.4it/s 5.6s<2.9s  17/150 40.1G 1.707 2.656 0.008806 620 640: 68% ━━━━━━━━──── 19/28 3.4it/s 5.9s<2.6s  17/150 40.1G 1.704 2.649 0.008795 509 640: 71% ━━━━━━━━╸─── 20/28 3.4it/s 6.1s<2.3s  17/150 40.1G 1.702 2.649 0.00876 700 640: 75% ━━━━━━━━━─── 21/28 3.4it/s 6.4s<2.1s  17/150 40.1G 1.702 2.652 0.008809 564 640: 79% ━━━━━━━━━─── 22/28 3.4it/s 6.7s<1.8s  17/150 40.1G 1.7 2.642 0.008759 676 640: 82% ━━━━━━━━━╸── 23/28 3.4it/s 7.0s<1.5s  17/150 40.1G 1.699 2.638 0.008696 615 640: 86% ━━━━━━━━━━── 24/28 3.4it/s 7.3s<1.2s  17/150 40.1G 1.698 2.639 0.008688 688 640: 89% ━━━━━━━━━━╸─ 25/28 3.4it/s 7.6s<0.9s  17/150 40.1G 1.699 2.638 0.008664 656 640: 93% ━━━━━━━━━━━─ 26/28 3.4it/s 7.9s<0.6s  17/150 40.1G 1.701 2.632 0.008722 208 640: 96% ━━━━━━━━━━━╸ 27/28 4.4it/s 8.1s<0.2s  17/150 40.1G 1.701 2.632 0.008722 208 640: 100% ━━━━━━━━━━━━ 28/28 3.5it/s 8.1s +  Class Images Instances Box(P R mAP50 mAP50-95): 50% ━━━━━━────── 1/2 1.1it/s 0.3s<0.9s  Class Images Instances Box(P R mAP50 mAP50-95): 100% ━━━━━━━━━━━━ 2/2 5.0it/s 0.4s + all 177 1609 0.711 0.689 0.725 0.345 + + Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size +  18/150 40.1G 1.765 2.596 0.007035 745 640: 0% ──────────── 0/28 0.3s  18/150 40.1G 1.751 2.725 0.007658 640 640: 4% ──────────── 1/28 1.0it/s 0.6s<25.9s  18/150 40.1G 1.738 2.671 0.008046 587 640: 7% ╸─────────── 2/28 1.8it/s 0.9s<14.7s  18/150 40.1G 1.743 2.663 0.007993 772 640: 11% ━─────────── 3/28 2.2it/s 1.2s<11.2s  18/150 40.1G 1.735 2.632 0.008201 605 640: 14% ━╸────────── 4/28 2.6it/s 1.5s<9.2s  18/150 40.1G 1.752 2.654 0.008383 639 640: 18% ━━────────── 5/28 2.8it/s 1.8s<8.1s  18/150 40.1G 1.741 2.647 0.008381 685 640: 21% ━━╸───────── 6/28 3.0it/s 2.0s<7.3s  18/150 40.1G 1.743 2.638 0.008346 659 640: 25% ━━━───────── 7/28 3.1it/s 2.3s<6.7s  18/150 40.1G 1.742 2.632 0.008236 629 640: 29% ━━━───────── 8/28 3.2it/s 2.6s<6.2s  18/150 40.1G 1.739 2.625 0.008262 602 640: 32% ━━━╸──────── 9/28 3.3it/s 2.9s<5.8s  18/150 40.1G 1.734 2.614 0.008418 590 640: 36% ━━━━──────── 10/28 3.3it/s 3.2s<5.4s  18/150 40.1G 1.724 2.593 0.008323 653 640: 39% ━━━━╸─────── 11/28 3.3it/s 3.5s<5.1s  18/150 40.1G 1.721 2.611 0.008414 547 640: 43% ━━━━━─────── 12/28 3.4it/s 3.8s<4.7s  18/150 40.1G 1.719 2.602 0.008379 530 640: 46% ━━━━━╸────── 13/28 3.4it/s 4.1s<4.4s  18/150 40.1G 1.714 2.603 0.008428 553 640: 50% ━━━━━━────── 14/28 3.4it/s 4.4s<4.1s  18/150 40.1G 1.714 2.602 0.008487 550 640: 54% ━━━━━━────── 15/28 3.4it/s 4.7s<3.8s  18/150 40.1G 1.713 2.602 0.00854 585 640: 57% ━━━━━━╸───── 16/28 3.4it/s 5.0s<3.5s  18/150 40.1G 1.705 2.598 0.008455 573 640: 61% ━━━━━━━───── 17/28 3.4it/s 5.3s<3.2s  18/150 40.1G 1.704 2.59 0.008456 658 640: 64% ━━━━━━━╸──── 18/28 3.4it/s 5.5s<2.9s  18/150 40.1G 1.705 2.589 0.008479 595 640: 68% ━━━━━━━━──── 19/28 3.4it/s 5.8s<2.6s  18/150 40.1G 1.705 2.591 0.008469 706 640: 71% ━━━━━━━━╸─── 20/28 3.4it/s 6.1s<2.3s  18/150 40.1G 1.701 2.592 0.008482 550 640: 75% ━━━━━━━━━─── 21/28 3.4it/s 6.4s<2.0s  18/150 40.1G 1.7 2.599 0.00851 497 640: 79% ━━━━━━━━━─── 22/28 3.4it/s 6.7s<1.7s  18/150 40.1G 1.698 2.596 0.008556 574 640: 82% ━━━━━━━━━╸── 23/28 3.4it/s 7.0s<1.4s  18/150 40.1G 1.697 2.594 0.0085 616 640: 86% ━━━━━━━━━━── 24/28 3.4it/s 7.3s<1.2s  18/150 40.1G 1.694 2.594 0.008575 518 640: 89% ━━━━━━━━━━╸─ 25/28 3.4it/s 7.6s<0.9s  18/150 40.1G 1.694 2.6 0.008573 567 640: 93% ━━━━━━━━━━━─ 26/28 3.4it/s 7.9s<0.6s  18/150 40.1G 1.695 2.602 0.008558 315 640: 96% ━━━━━━━━━━━╸ 27/28 4.4it/s 8.0s<0.2s  18/150 40.1G 1.695 2.602 0.008558 315 640: 100% ━━━━━━━━━━━━ 28/28 3.5it/s 8.0s +  Class Images Instances Box(P R mAP50 mAP50-95): 50% ━━━━━━────── 1/2 1.1it/s 0.3s<0.9s  Class Images Instances Box(P R mAP50 mAP50-95): 100% ━━━━━━━━━━━━ 2/2 4.9it/s 0.4s + all 177 1609 0.579 0.606 0.649 0.311 + + Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size +  19/150 40.1G 1.809 2.938 0.007963 738 640: 0% ──────────── 0/28 0.3s  19/150 40.1G 1.802 2.774 0.00808 688 640: 4% ──────────── 1/28 1.0it/s 0.6s<26.3s  19/150 40.1G 1.771 2.698 0.008309 540 640: 7% ╸─────────── 2/28 1.8it/s 0.9s<14.8s  19/150 40.1G 1.767 2.722 0.008548 599 640: 11% ━─────────── 3/28 2.3it/s 1.2s<11.1s  19/150 40.1G 1.747 2.718 0.008514 551 640: 14% ━╸────────── 4/28 2.6it/s 1.5s<9.2s  19/150 40.1G 1.722 2.698 0.008611 498 640: 18% ━━────────── 5/28 2.9it/s 1.7s<8.1s  19/150 40.1G 1.719 2.7 0.008627 603 640: 21% ━━╸───────── 6/28 3.0it/s 2.0s<7.3s  19/150 40.1G 1.723 2.715 0.008665 672 640: 25% ━━━───────── 7/28 3.1it/s 2.3s<6.7s  19/150 40.1G 1.729 2.735 0.008754 668 640: 29% ━━━───────── 8/28 3.2it/s 2.6s<6.2s  19/150 40.1G 1.725 2.727 0.00868 582 640: 32% ━━━╸──────── 9/28 3.3it/s 2.9s<5.8s  19/150 40.1G 1.72 2.717 0.008661 564 640: 36% ━━━━──────── 10/28 3.3it/s 3.2s<5.4s  19/150 40.1G 1.722 2.703 0.008664 527 640: 39% ━━━━╸──────��� 11/28 3.4it/s 3.5s<5.0s  19/150 40.1G 1.722 2.702 0.00862 769 640: 43% ━━━━━─────── 12/28 3.4it/s 3.8s<4.7s  19/150 40.1G 1.722 2.694 0.008631 535 640: 46% ━━━━━╸────── 13/28 3.4it/s 4.1s<4.4s  19/150 40.1G 1.717 2.682 0.008597 535 640: 50% ━━━━━━────── 14/28 3.4it/s 4.4s<4.1s  19/150 40.1G 1.718 2.684 0.008619 564 640: 54% ━━━━━━────── 15/28 3.4it/s 4.7s<3.9s  19/150 40.1G 1.719 2.698 0.008594 591 640: 57% ━━━━━━╸───── 16/28 3.4it/s 5.0s<3.5s  19/150 40.1G 1.715 2.695 0.008648 605 640: 61% ━━━━━━━───── 17/28 3.4it/s 5.3s<3.2s  19/150 40.1G 1.715 2.689 0.008609 641 640: 64% ━━━━━━━╸──── 18/28 3.4it/s 5.6s<2.9s  19/150 40.1G 1.71 2.678 0.00862 597 640: 68% ━━━━━━━━──── 19/28 3.4it/s 5.9s<2.7s  19/150 40.1G 1.709 2.666 0.008546 743 640: 71% ━━━━━━━━╸─── 20/28 3.4it/s 6.2s<2.4s  19/150 40.1G 1.707 2.656 0.008533 593 640: 75% ━━━━━━━━━─── 21/28 3.4it/s 6.4s<2.1s  19/150 40.1G 1.704 2.646 0.008491 621 640: 79% ━━━━━━━━━─── 22/28 3.4it/s 6.7s<1.8s  19/150 40.1G 1.702 2.639 0.008466 668 640: 82% ━━━━━━━━━╸── 23/28 3.4it/s 7.0s<1.5s  19/150 40.1G 1.701 2.634 0.008438 611 640: 86% ━━━━━━━━━━── 24/28 3.4it/s 7.3s<1.2s  19/150 40.1G 1.699 2.627 0.008447 608 640: 89% ━━━━━━━━━━╸─ 25/28 3.4it/s 7.6s<0.9s  19/150 40.1G 1.698 2.628 0.008466 571 640: 93% ━━━━━━━━━━━─ 26/28 3.4it/s 7.9s<0.6s  19/150 40.1G 1.699 2.623 0.008417 303 640: 96% ━━━━━━━━━━━╸ 27/28 4.4it/s 8.0s<0.2s  19/150 40.1G 1.699 2.623 0.008417 303 640: 100% ━━━━━━━━━━━━ 28/28 3.5it/s 8.0s +  Class Images Instances Box(P R mAP50 mAP50-95): 50% ━━━━━━────── 1/2 1.1it/s 0.3s<0.9s  Class Images Instances Box(P R mAP50 mAP50-95): 100% ━━━━━━━━━━━━ 2/2 5.1it/s 0.4s + all 177 1609 0.701 0.68 0.722 0.375 + + Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size +  20/150 40.1G 1.564 2.159 0.006576 629 640: 0% ──────────── 0/28 0.3s  20/150 40.1G 1.603 2.388 0.0082 633 640: 4% ──────────── 1/28 1.0it/s 0.6s<26.0s  20/150 40.1G 1.62 2.439 0.008318 616 640: 7% ╸─────────── 2/28 1.8it/s 0.9s<14.8s  20/150 40.1G 1.644 2.48 0.008421 642 640: 11% ━─────────── 3/28 2.3it/s 1.2s<11.0s  20/150 40.1G 1.656 2.526 0.008221 781 640: 14% ━╸────────── 4/28 2.6it/s 1.4s<9.2s  20/150 40.1G 1.654 2.546 0.008642 442 640: 18% ━━────────── 5/28 2.9it/s 1.7s<8.0s  20/150 40.1G 1.659 2.548 0.008651 575 640: 21% ━━╸───────── 6/28 3.0it/s 2.0s<7.3s  20/150 40.1G 1.659 2.524 0.008557 638 640: 25% ━━━───────── 7/28 3.1it/s 2.3s<6.8s  20/150 40.1G 1.659 2.512 0.00851 595 640: 29% ━━━───────── 8/28 3.2it/s 2.6s<6.2s  20/150 40.1G 1.651 2.503 0.008484 547 640: 32% ━━━╸──────── 9/28 3.3it/s 2.9s<5.8s  20/150 40.1G 1.649 2.49 0.008406 616 640: 36% ━━━━──────── 10/28 3.3it/s 3.2s<5.5s  20/150 40.1G 1.646 2.486 0.008436 507 640: 39% ━━━━╸─────── 11/28 3.3it/s 3.5s<5.1s  20/150 40.1G 1.648 2.479 0.008588 485 640: 43% ━━━━━─────── 12/28 3.4it/s 3.8s<4.8s  20/150 40.1G 1.651 2.477 0.008714 519 640: 46% ━━━━━╸────── 13/28 3.4it/s 4.1s<4.5s  20/150 40.1G 1.658 2.493 0.008675 604 640: 50% ━━━━━━────── 14/28 3.4it/s 4.4s<4.1s  20/150 40.1G 1.661 2.503 0.008684 575 640: 54% ━━━━━━────── 15/28 3.4it/s 4.7s<3.8s  20/150 40.1G 1.662 2.522 0.008692 632 640: 57% ━━━━━━╸───── 16/28 3.4it/s 5.0s<3.5s  20/150 40.1G 1.664 2.52 0.008642 762 640: 61% ━━━━━━━───── 17/28 3.4it/s 5.3s<3.2s  20/150 40.1G 1.663 2.531 0.008691 574 640: 64% ━━━━━━━╸──── 18/28 3.4it/s 5.6s<2.9s  20/150 40.1G 1.666 2.537 0.008657 622 640: 68% ━━━━━━━━──── 19/28 3.4it/s 5.9s<2.7s  20/150 40.1G 1.669 2.535 0.008642 599 640: 71% ━━━━━━━━╸─── 20/28 3.4it/s 6.2s<2.3s  20/150 40.1G 1.669 2.544 0.008663 558 640: 75% ━━━━━━━━━─── 21/28 3.4it/s 6.4s<2.1s  20/150 40.1G 1.669 2.541 0.008661 626 640: 79% ━━━━━━━━━─── 22/28 3.4it/s 6.7s<1.8s  20/150 40.1G 1.668 2.545 0.008686 538 640: 82% ━━━━━━━━━╸── 23/28 3.4it/s 7.0s<1.5s  20/150 40.1G 1.67 2.548 0.008674 549 640: 86% ━━━━━━━━━━── 24/28 3.4it/s 7.3s<1.2s  20/150 40.1G 1.67 2.549 0.008669 562 640: 89% ━━━━━━━━━━╸─ 25/28 3.4it/s 7.6s<0.9s  20/150 40.1G 1.67 2.555 0.00869 573 640: 93% ━━━━━━━━━━━─ 26/28 3.4it/s 7.9s<0.6s  20/150 40.1G 1.667 2.557 0.008661 235 640: 96% ━━━━━━━━━━━╸ 27/28 4.5it/s 8.0s<0.2s  20/150 40.1G 1.667 2.557 0.008661 235 640: 100% ━━━━━━━━━━━━ 28/28 3.5it/s 8.0s +  Class Images Instances Box(P R mAP50 mAP50-95): 50% ━━━━━━────── 1/2 1.1it/s 0.3s<0.9s  Class Images Instances Box(P R mAP50 mAP50-95): 100% ━━━━━━━━━━━━ 2/2 4.9it/s 0.4s + all 177 1609 0.709 0.7 0.74 0.402 + + Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size +  21/150 40.1G 1.743 2.556 0.007559 687 640: 0% ──────────── 0/28 0.3s  21/150 40.1G 1.737 2.611 0.008517 610 640: 4% ──────────── 1/28 1.0s/it 0.6s<27.4s  21/150 40.1G 1.744 2.612 0.008328 600 640: 7% ╸─────────── 2/28 1.7it/s 0.9s<15.1s  21/150 40.1G 1.714 2.563 0.007864 641 640: 11% ━─────────── 3/28 2.2it/s 1.2s<11.4s  21/150 40.1G 1.691 2.529 0.007871 537 640: 14% ━╸────────── 4/28 2.6it/s 1.5s<9.3s  21/150 40.1G 1.691 2.523 0.007834 639 640: 18% ━━────────── 5/28 2.8it/s 1.8s<8.1s  21/150 40.1G 1.68 2.524 0.008026 651 640: 21% ━━╸───────── 6/28 3.0it/s 2.1s<7.3s  21/150 40.1G 1.69 2.538 0.008039 718 640: 25% ━━━───────── 7/28 3.1it/s 2.4s<6.8s  21/150 40.1G 1.682 2.52 0.00796 569 640: 29% ━━━───────── 8/28 3.2it/s 2.7s<6.2s  21/150 40.1G 1.676 2.514 0.007989 619 640: 32% ━━━╸──────── 9/28 3.3it/s 2.9s<5.8s  21/150 40.1G 1.679 2.53 0.008047 584 640: 36% ━━━━──────── 10/28 3.3it/s 3.2s<5.4s  21/150 40.1G 1.676 2.521 0.007957 702 640: 39% ━━━━╸─────── 11/28 3.3it/s 3.5s<5.1s  21/150 40.1G 1.675 2.538 0.007958 781 640: 43% ━━━━━─────── 12/28 3.3it/s 3.8s<4.8s  21/150 40.1G 1.671 2.535 0.008019 540 640: 46% ━━━━━╸────── 13/28 3.4it/s 4.1s<4.5s  21/150 40.1G 1.669 2.528 0.007999 590 640: 50% ━━━━━━────── 14/28 3.4it/s 4.4s<4.1s  21/150 40.1G 1.667 2.525 0.007961 637 640: 54% ━━━━━━────── 15/28 3.4it/s 4.7s<3.8s  21/150 40.1G 1.665 2.522 0.007954 667 640: 57% ━━━━━━╸───── 16/28 3.4it/s 5.0s<3.5s  21/150 40.1G 1.664 2.517 0.007972 508 640: 61% ━━━━━━━───── 17/28 3.4it/s 5.3s<3.2s  21/150 40.1G 1.664 2.527 0.007973 639 640: 64% ━━━━━━━╸──── 18/28 3.4it/s 5.6s<2.9s  21/150 40.1G 1.664 2.524 0.007926 600 640: 68% ━━━━━━━━──── 19/28 3.4it/s 5.9s<2.7s  21/150 40.1G 1.663 2.523 0.007911 649 640: 71% ━━━━━━━━╸─── 20/28 3.4it/s 6.2s<2.4s  21/150 40.1G 1.662 2.516 0.007902 677 640: 75% ━━━━━━━━━─── 21/28 3.4it/s 6.5s<2.1s  21/150 40.1G 1.66 2.516 0.007932 634 640: 79% ━━━━━━━━━─── 22/28 3.4it/s 6.8s<1.8s  21/150 40.1G 1.658 2.512 0.007907 599 640: 82% ━━━━━━━━━╸── 23/28 3.3it/s 7.1s<1.5s  21/150 40.1G 1.657 2.515 0.007962 578 640: 86% ━━━━━━━━━━── 24/28 3.4it/s 7.4s<1.2s  21/150 40.1G 1.66 2.512 0.007978 685 640: 89% ━━━━━━━━━━╸─ 25/28 3.4it/s 7.7s<0.9s  21/150 40.1G 1.659 2.514 0.007967 570 640: 93% ━━━━━━━━━━━─ 26/28 3.4it/s 8.0s<0.6s  21/150 40.1G 1.66 2.514 0.00803 230 640: 96% ━━━━━━━━━━━╸ 27/28 4.4it/s 8.1s<0.2s  21/150 40.1G 1.66 2.514 0.00803 230 640: 100% ━━━━━━━━━━━━ 28/28 3.5it/s 8.1s +  Class Images Instances Box(P R mAP50 mAP50-95): 50% ━━━━━━────── 1/2 1.1it/s 0.3s<0.9s  Class Images Instances Box(P R mAP50 mAP50-95): 100% ━━━━━━━━━━━━ 2/2 5.0it/s 0.4s + all 177 1609 0.664 0.655 0.708 0.381 + + Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size +  22/150 40.1G 1.677 2.435 0.007568 611 640: 0% ──────────── 0/28 0.3s  22/150 40.1G 1.645 2.465 0.008077 530 640: 4% ──────────── 1/28 1.0it/s 0.6s<26.1s  22/150 40.1G 1.642 2.433 0.007818 754 640: 7% ╸─────────── 2/28 1.8it/s 0.9s<14.8s  22/150 40.1G 1.638 2.431 0.007786 597 640: 11% ━─────────── 3/28 2.2it/s 1.2s<11.1s  22/150 40.1G 1.66 2.468 0.007849 613 640: 14% ━╸────────── 4/28 2.6it/s 1.5s<9.2s  22/150 40.1G 1.678 2.482 0.00797 729 640: 18% ━━────────── 5/28 2.8it/s 1.8s<8.1s  22/150 40.1G 1.683 2.489 0.007863 743 640: 21% ━━╸───────── 6/28 3.0it/s 2.0s<7.3s  22/150 40.1G 1.7 2.524 0.007959 760 640: 25% ━━━───────── 7/28 3.1it/s 2.3s<6.7s  22/150 40.1G 1.688 2.509 0.007951 579 640: 29% ━━━───────── 8/28 3.2it/s 2.6s<6.2s  22/150 40.1G 1.681 2.511 0.008121 443 640: 32% ━━━╸──────── 9/28 3.3it/s 2.9s<5.8s  22/150 40.1G 1.672 2.516 0.008171 567 640: 36% ━━━━──────── 10/28 3.3it/s 3.2s<5.4s  22/150 40.1G 1.677 2.547 0.008196 649 640: 39% ━━━━╸─────── 11/28 3.3it/s 3.5s<5.1s  22/150 40.1G 1.686 2.567 0.008172 763 640: 43% ━━━━━─────── 12/28 3.4it/s 3.8s<4.7s  22/150 40.1G 1.687 2.57 0.008206 645 640: 46% ━━━━━╸────── 13/28 3.4it/s 4.1s<4.4s  22/150 40.1G 1.693 2.572 0.00817 783 640: 50% ━━━━━━────── 14/28 3.4it/s 4.4s<4.1s  22/150 40.1G 1.693 2.568 0.008156 671 640: 54% ━━━━━━────── 15/28 3.4it/s 4.7s<3.8s  22/150 40.1G 1.688 2.565 0.008259 505 640: 57% ━━━━━━╸───── 16/28 3.4it/s 5.0s<3.5s  22/150 40.1G 1.687 2.568 0.008264 617 640: 61% ━━━━━━━───── 17/28 3.4it/s 5.3s<3.2s  22/150 40.1G 1.686 2.568 0.008296 621 640: 64% ━━━━━━━╸──── 18/28 3.4it/s 5.6s<2.9s  22/150 40.1G 1.68 2.562 0.008263 614 640: 68% ━━━━━━━━──── 19/28 3.4it/s 5.9s<2.7s  22/150 40.1G 1.677 2.555 0.008187 650 640: 71% ━━━━━━━━╸─── 20/28 3.4it/s 6.1s<2.4s  22/150 40.1G 1.68 2.562 0.008202 760 640: 75% ━━━━━━━━━─── 21/28 3.4it/s 6.4s<2.1s  22/150 40.1G 1.68 2.563 0.008179 730 640: 79% ━━━━━━━━━─── 22/28 3.4it/s 6.7s<1.8s  22/150 40.1G 1.677 2.566 0.008203 600 640: 82% ━━━━━━━━━╸── 23/28 3.4it/s 7.0s<1.5s  22/150 40.1G 1.676 2.554 0.008209 574 640: 86% ━━━━━━━━━━── 24/28 3.4it/s 7.3s<1.2s  22/150 40.1G 1.677 2.555 0.00823 534 640: 89% ━━━━━━━━━━╸─ 25/28 3.4it/s 7.6s<0.9s  22/150 40.1G 1.675 2.55 0.00824 613 640: 93% ━━━━━━━━━━━─ 26/28 3.4it/s 7.9s<0.6s  22/150 40.1G 1.673 2.547 0.008175 287 640: 96% ━━━━━━━━━━━╸ 27/28 4.4it/s 8.0s<0.2s  22/150 40.1G 1.673 2.547 0.008175 287 640: 100% ━━━━━━━━━━━━ 28/28 3.5it/s 8.0s +  Class Images Instances Box(P R mAP50 mAP50-95): 50% ━━━━━━────── 1/2 1.1it/s 0.3s<0.9s  Class Images Instances Box(P R mAP50 mAP50-95): 100% ━━━━━━━━━━━━ 2/2 5.0it/s 0.4s + all 177 1609 0.767 0.625 0.749 0.427 + + Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size +  23/150 40.1G 1.589 2.497 0.007411 597 640: 0% ──────────── 0/28 0.3s  23/150 40.1G 1.643 2.515 0.00733 753 640: 4% ──────────── 1/28 1.0s/it 0.6s<27.4s  23/150 40.1G 1.652 2.533 0.007479 758 640: 7% ╸─────────── 2/28 1.7it/s 0.9s<15.2s  23/150 40.1G 1.654 2.5 0.007655 602 640: 11% ━─────────── 3/28 2.2it/s 1.2s<11.2s  23/150 40.1G 1.655 2.5 0.00777 584 640: 14% ━╸────────── 4/28 2.6it/s 1.5s<9.3s  23/150 40.1G 1.652 2.497 0.0078 628 640: 18% ━━────────── 5/28 2.8it/s 1.8s<8.1s  23/150 40.1G 1.661 2.497 0.007663 825 640: 21% ━━╸───────── 6/28 3.0it/s 2.1s<7.4s  23/150 40.1G 1.653 2.478 0.007575 630 640: 25% ━━━───────── 7/28 3.1it/s 2.4s<6.8s  23/150 40.1G 1.643 2.468 0.007665 523 640: 29% ━━━───────── 8/28 3.2it/s 2.7s<6.2s  23/150 40.1G 1.634 2.456 0.007673 543 640: 32% ━━━╸──────── 9/28 3.3it/s 2.9s<5.8s  23/150 40.1G 1.636 2.45 0.007628 674 640: 36% ━━━━──────── 10/28 3.3it/s 3.2s<5.4s  23/150 40.1G 1.632 2.433 0.007732 552 640: 39% ━━━━╸─────── 11/28 3.3it/s 3.5s<5.1s  23/150 40.1G 1.628 2.43 0.007913 521 640: 43% ━━━━━─────── 12/28 3.4it/s 3.8s<4.7s  23/150 40.1G 1.63 2.435 0.007998 526 640: 46% ━━━━━╸────── 13/28 3.4it/s 4.1s<4.4s  23/150 40.1G 1.63 2.436 0.008001 632 640: 50% ━━━━━━────── 14/28 3.4it/s 4.4s<4.1s  23/150 40.1G 1.628 2.435 0.007955 649 640: 54% ━━━━━━────── 15/28 3.4it/s 4.7s<3.8s  23/150 40.1G 1.627 2.427 0.00794 621 640: 57% ━━━━━━╸───── 16/28 3.4it/s 5.0s<3.5s  23/150 40.1G 1.623 2.421 0.007869 585 640: 61% ━━━━━━━───── 17/28 3.4it/s 5.3s<3.2s  23/150 40.1G 1.625 2.428 0.007922 673 640: 64% ━━━━━━━╸──── 18/28 3.4it/s 5.6s<3.0s  23/150 40.1G 1.628 2.424 0.007906 628 640: 68% ━━━━━━━━──── 19/28 3.4it/s 5.9s<2.6s  23/150 40.1G 1.626 2.421 0.007944 505 640: 71% ━━━━━━━━╸─── 20/28 3.4it/s 6.2s<2.3s  23/150 40.1G 1.626 2.419 0.007891 688 640: 75% ━━━━━━━━━─── 21/28 3.4it/s 6.5s<2.1s  23/150 40.1G 1.629 2.421 0.007858 752 640: 79% ━━━━━��━━━─── 22/28 3.4it/s 6.7s<1.8s  23/150 40.1G 1.63 2.417 0.007833 677 640: 82% ━━━━━━━━━╸── 23/28 3.4it/s 7.0s<1.5s  23/150 40.1G 1.629 2.423 0.007847 558 640: 86% ━━━━━━━━━━── 24/28 3.4it/s 7.3s<1.2s  23/150 40.1G 1.628 2.422 0.007888 582 640: 89% ━━━━━━━━━━╸─ 25/28 3.5it/s 7.6s<0.9s  23/150 40.1G 1.629 2.426 0.007883 562 640: 93% ━━━━━━━━━━━─ 26/28 3.5it/s 7.9s<0.6s  23/150 40.1G 1.626 2.417 0.007872 210 640: 96% ━━━━━━━━━━━╸ 27/28 4.5it/s 8.0s<0.2s  23/150 40.1G 1.626 2.417 0.007872 210 640: 100% ━━━━━━━━━━━━ 28/28 3.5it/s 8.0s +  Class Images Instances Box(P R mAP50 mAP50-95): 50% ━━━━━━────── 1/2 1.1it/s 0.3s<0.9s  Class Images Instances Box(P R mAP50 mAP50-95): 100% ━━━━━━━━━━━━ 2/2 5.0it/s 0.4s + all 177 1609 0.714 0.695 0.723 0.392 + + Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size +  24/150 40.1G 1.56 2.314 0.006959 625 640: 0% ──────────── 0/28 0.3s  24/150 40.1G 1.629 2.433 0.007508 597 640: 4% ──────────── 1/28 1.0it/s 0.6s<26.3s  24/150 40.1G 1.664 2.513 0.007854 626 640: 7% ╸─────────── 2/28 1.8it/s 0.9s<14.8s  24/150 40.1G 1.657 2.465 0.007805 570 640: 11% ━─────────── 3/28 2.3it/s 1.2s<11.1s  24/150 40.1G 1.655 2.434 0.007607 657 640: 14% ━╸────────── 4/28 2.6it/s 1.5s<9.2s  24/150 40.1G 1.656 2.41 0.007741 498 640: 18% ━━────────── 5/28 2.8it/s 1.8s<8.2s  24/150 40.1G 1.657 2.405 0.007685 681 640: 21% ━━╸───────── 6/28 3.0it/s 2.1s<7.3s  24/150 40.1G 1.659 2.417 0.007708 665 640: 25% ━━━───────── 7/28 3.1it/s 2.3s<6.8s  24/150 40.1G 1.662 2.41 0.00787 546 640: 29% ━━━───────── 8/28 3.2it/s 2.6s<6.2s  24/150 40.1G 1.663 2.417 0.007877 627 640: 32% ━━━╸──────── 9/28 3.3it/s 2.9s<5.8s  24/150 40.1G 1.659 2.423 0.007856 702 640: 36% ━━━━──────── 10/28 3.3it/s 3.2s<5.4s  24/150 40.1G 1.656 2.418 0.007735 714 640: 39% ━━━━╸─────── 11/28 3.3it/s 3.5s<5.1s  24/150 40.1G 1.647 2.414 0.007763 553 640: 43% ━━━━━─────── 12/28 3.4it/s 3.8s<4.7s  24/150 40.1G 1.649 2.422 0.007701 653 640: 46% ━━━━━╸────── 13/28 3.4it/s 4.1s<4.4s  24/150 40.1G 1.65 2.428 0.007776 758 640: 50% ━━━━━━────── 14/28 3.4it/s 4.4s<4.1s  24/150 40.1G 1.651 2.425 0.007826 645 640: 54% ━━━━━━────── 15/28 3.4it/s 4.7s<3.8s  24/150 40.1G 1.651 2.416 0.00783 545 640: 57% ━━━━━━╸───── 16/28 3.4it/s 5.0s<3.5s  24/150 40.1G 1.649 2.415 0.007869 621 640: 61% ━━━━━━━───── 17/28 3.4it/s 5.3s<3.2s  24/150 40.1G 1.649 2.42 0.007839 580 640: 64% ━━━━━━━╸──── 18/28 3.4it/s 5.6s<2.9s  24/150 40.1G 1.649 2.417 0.007776 688 640: 68% ━━━━━━━━──── 19/28 3.4it/s 5.9s<2.7s  24/150 40.1G 1.643 2.415 0.007776 559 640: 71% ━━━━━━━━╸─── 20/28 3.4it/s 6.2s<2.4s  24/150 40.1G 1.642 2.415 0.00774 643 640: 75% ━━━━━━━━━─── 21/28 3.4it/s 6.5s<2.1s  24/150 40.1G 1.64 2.414 0.007717 660 640: 79% ━━━━━━━━━─── 22/28 3.4it/s 6.8s<1.8s  24/150 40.1G 1.641 2.418 0.007757 583 640: 82% ━━━━━━━━━╸── 23/28 3.4it/s 7.0s<1.5s  24/150 40.1G 1.641 2.422 0.007817 567 640: 86% ━━━━━━━━━━── 24/28 3.4it/s 7.3s<1.2s  24/150 40.1G 1.638 2.414 0.007862 499 640: 89% ━━━━━━━━━━╸─ 25/28 3.4it/s 7.6s<0.9s  24/150 40.1G 1.638 2.415 0.007864 648 640: 93% ━━━━━━━━━━━─ 26/28 3.4it/s 7.9s<0.6s  24/150 40.1G 1.642 2.423 0.007841 329 640: 96% ━━━━━━━━━━━╸ 27/28 4.4it/s 8.1s<0.2s  24/150 40.1G 1.642 2.423 0.007841 329 640: 100% ━━━━━━━━━━━━ 28/28 3.5it/s 8.1s +  Class Images Instances Box(P R mAP50 mAP50-95): 50% ━━━━━━────── 1/2 1.1it/s 0.3s<0.9s  Class Images Instances Box(P R mAP50 mAP50-95): 100% ━━━━━━━━━━━━ 2/2 5.0it/s 0.4s + all 177 1609 0.568 0.72 0.648 0.303 + + Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size +  25/150 40.1G 1.732 2.418 0.008949 630 640: 0% ──────────── 0/28 0.3s  25/150 40.1G 1.716 2.432 0.008701 552 640: 4% ──────────── 1/28 1.0it/s 0.6s<26.0s  25/150 40.1G 1.733 2.476 0.008516 750 640: 7% ╸─────────── 2/28 1.8it/s 0.9s<14.8s  25/150 40.1G 1.715 2.485 0.008311 578 640: 11% ━─────────── 3/28 2.3it/s 1.2s<11.1s  25/150 40.1G 1.709 2.462 0.008121 611 640: 14% ━╸────────── 4/28 2.6it/s 1.4s<9.1s  25/150 40.1G 1.7 2.476 0.008146 577 640: 18% ━━────────── 5/28 2.9it/s 1.7s<8.1s  25/150 40.1G 1.691 2.454 0.007968 649 640: 21% ━━╸───────── 6/28 3.0it/s 2.0s<7.3s  25/150 40.1G 1.696 2.466 0.007892 669 640: 25% ━━━───────── 7/28 3.1it/s 2.3s<6.7s  25/150 40.1G 1.687 2.455 0.007863 701 640: 29% ━━━───────── 8/28 3.2it/s 2.6s<6.2s  25/150 40.1G 1.681 2.468 0.00799 546 640: 32% ━━━╸──────── 9/28 3.3it/s 2.9s<5.8s  25/150 40.1G 1.686 2.48 0.007998 678 640: 36% ━━━━──────── 10/28 3.3it/s 3.2s<5.4s  25/150 40.1G 1.682 2.483 0.007981 644 640: 39% ━━━━╸─────── 11/28 3.4it/s 3.5s<5.1s  25/150 40.1G 1.683 2.477 0.008027 504 640: 43% ━━━━━─────── 12/28 3.4it/s 3.8s<4.7s  25/150 40.1G 1.684 2.465 0.008079 572 640: 46% ━━━━━╸────── 13/28 3.4it/s 4.1s<4.5s  25/150 40.1G 1.681 2.456 0.008017 589 640: 50% ━━━━━━────── 14/28 3.4it/s 4.4s<4.1s  25/150 40.1G 1.683 2.453 0.008049 634 640: 54% ━━━━━━────── 15/28 3.4it/s 4.7s<3.8s  25/150 40.1G 1.675 2.449 0.008057 565 640: 57% ━━━━━━╸───── 16/28 3.4it/s 5.0s<3.5s  25/150 40.1G 1.672 2.446 0.007992 617 640: 61% ━━━━━━━───── 17/28 3.4it/s 5.2s<3.2s  25/150 40.1G 1.672 2.445 0.008078 538 640: 64% ━━━━━━━╸──── 18/28 3.4it/s 5.5s<2.9s  25/150 40.1G 1.668 2.446 0.008071 525 640: 68% ━━━━━━━━──── 19/28 3.4it/s 5.8s<2.6s  25/150 40.1G 1.662 2.438 0.00813 555 640: 71% ━━━━━━━━╸─── 20/28 3.4it/s 6.1s<2.3s  25/150 40.1G 1.663 2.447 0.008232 514 640: 75% ━━━━━━━━━─── 21/28 3.4it/s 6.4s<2.0s  25/150 40.1G 1.665 2.457 0.008246 721 640: 79% ━━━━━━━━━─── 22/28 3.4it/s 6.7s<1.7s  25/150 40.1G 1.661 2.46 0.008275 567 640: 82% ━━━━━━━━━╸── 23/28 3.4it/s 7.0s<1.5s  25/150 40.1G 1.658 2.456 0.008231 551 640: 86% ━━━━━━━━━━── 24/28 3.4it/s 7.3s<1.2s  25/150 40.1G 1.655 2.456 0.008247 522 640: 89% ━━━━━━━━━━╸─ 25/28 3.5it/s 7.6s<0.9s  25/150 40.1G 1.654 2.461 0.008243 666 640: 93% ━━━━━━━━━━━─ 26/28 3.4it/s 7.9s<0.6s  25/150 40.1G 1.655 2.465 0.008199 354 640: 96% ━━━━━━━━━━━╸ 27/28 4.4it/s 8.0s<0.2s  25/150 40.1G 1.655 2.465 0.008199 354 640: 100% ━━━━━━━━━━━━ 28/28 3.5it/s 8.0s +  Class Images Instances Box(P R mAP50 mAP50-95): 50% ━━━━━━────── 1/2 1.1it/s 0.3s<0.9s  Class Images Instances Box(P R mAP50 mAP50-95): 100% ━━━━━━━━━━━━ 2/2 4.9it/s 0.4s + all 177 1609 0.726 0.713 0.731 0.397 + + Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size +  26/150 40.1G 1.699 2.614 0.009386 616 640: 0% ──────────── 0/28 0.3s  26/150 40.1G 1.683 2.505 0.008777 586 640: 4% ──────────── 1/28 1.0it/s 0.6s<26.1s  26/150 40.1G 1.648 2.417 0.008246 539 640: 7% ╸─────────── 2/28 1.8it/s 0.9s<14.8s  26/150 40.1G 1.657 2.452 0.008223 637 640: 11% ━─────────── 3/28 2.2it/s 1.2s<11.2s  26/150 40.1G 1.659 2.477 0.008484 595 640: 14% ━╸────────── 4/28 2.6it/s 1.5s<9.2s  26/150 40.1G 1.65 2.447 0.00837 611 640: 18% ━━────────── 5/28 2.8it/s 1.8s<8.2s  26/150 40.1G 1.647 2.439 0.008356 610 640: 21% ━━╸───────── 6/28 3.0it/s 2.1s<7.4s  26/150 40.1G 1.646 2.421 0.008295 628 640: 25% ━━━───────── 7/28 3.1it/s 2.3s<6.7s  26/150 40.1G 1.66 2.428 0.008239 667 640: 29% ━━━───────── 8/28 3.2it/s 2.6s<6.2s  26/150 40.1G 1.671 2.435 0.008168 776 640: 32% ━━━╸──────── 9/28 3.2it/s 2.9s<5.9s  26/150 40.1G 1.669 2.431 0.008278 579 640: 36% ━━━━──────── 10/28 3.3it/s 3.2s<5.5s  26/150 40.1G 1.67 2.431 0.008311 668 640: 39% ━━━━╸─────── 11/28 3.3it/s 3.5s<5.1s  26/150 40.1G 1.665 2.422 0.008299 579 640: 43% ━━━━━─────── 12/28 3.4it/s 3.8s<4.8s  26/150 40.1G 1.662 2.422 0.008218 590 640: 46% ━━━━━╸────── 13/28 3.4it/s 4.1s<4.4s  26/150 40.1G 1.66 2.423 0.008296 522 640: 50% ━━━━━━────── 14/28 3.4it/s 4.4s<4.1s  26/150 40.1G 1.655 2.432 0.008233 632 640: 54% ━━━━━━────── 15/28 3.4it/s 4.7s<3.8s  26/150 40.1G 1.651 2.434 0.008325 435 640: 57% ━━━━━━╸───── 16/28 3.4it/s 5.0s<3.5s  26/150 40.1G 1.648 2.431 0.008272 712 640: 61% ━━━━━━━───── 17/28 3.4it/s 5.3s<3.2s  26/150 40.1G 1.645 2.427 0.008216 634 640: 64% ━━━━━━━╸──── 18/28 3.4it/s 5.6s<3.0s  26/150 40.1G 1.644 2.426 0.008205 600 640: 68% ━━━━━━━━──── 19/28 3.4it/s 5.9s<2.7s  26/150 40.1G 1.646 2.419 0.008173 672 640: 71% ━━━━━━━━╸─── 20/28 3.4it/s 6.2s<2.4s  26/150 40.1G 1.645 2.411 0.008083 687 640: 75% ━━━━━━━━━─── 21/28 3.4it/s 6.5s<2.1s  26/150 40.1G 1.649 2.428 0.0081 644 640: 79% ━━━━━━━━━─── 22/28 3.4it/s 6.7s<1.8s  26/150 40.1G 1.648 2.431 0.008118 584 640: 82% ━━━━━━━━━╸── 23/28 3.4it/s 7.0s<1.5s  26/150 40.1G 1.651 2.428 0.008171 609 640: 86% ━━━━━━━━━━── 24/28 3.4it/s 7.3s<1.2s  26/150 40.1G 1.649 2.422 0.008179 591 640: 89% ━━━━━━━━━━╸─ 25/28 3.4it/s 7.6s<0.9s  26/150 40.1G 1.649 2.425 0.008173 677 640: 93% ━━━━━━━━━━━─ 26/28 3.4it/s 7.9s<0.6s  26/150 40.1G 1.653 2.436 0.008132 281 640: 96% ━━━━━━━━━━━╸ 27/28 4.4it/s 8.1s<0.2s  26/150 40.1G 1.653 2.436 0.008132 281 640: 100% ━━━━━━━━━━━━ 28/28 3.5it/s 8.1s +  Class Images Instances Box(P R mAP50 mAP50-95): 50% ━━━━━━────── 1/2 1.1it/s 0.3s<0.9s  Class Images Instances Box(P R mAP50 mAP50-95): 100% ━━━━━━━���━━━━ 2/2 5.0it/s 0.4s + all 177 1609 0.687 0.715 0.736 0.396 + + Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size +  27/150 40.1G 1.563 2.294 0.006672 666 640: 0% ──────────── 0/28 0.3s  27/150 40.1G 1.601 2.378 0.007649 552 640: 4% ──────────── 1/28 1.0it/s 0.6s<25.8s  27/150 40.1G 1.643 2.423 0.008025 633 640: 7% ╸─────────── 2/28 1.7it/s 0.9s<14.9s  27/150 40.1G 1.667 2.454 0.008047 676 640: 11% ━─────────── 3/28 2.2it/s 1.2s<11.2s  27/150 40.1G 1.653 2.41 0.008071 566 640: 14% ━╸────────── 4/28 2.6it/s 1.5s<9.2s  27/150 40.1G 1.65 2.431 0.007977 660 640: 18% ━━────────── 5/28 2.8it/s 1.8s<8.2s  27/150 40.1G 1.653 2.444 0.007855 638 640: 21% ━━╸───────── 6/28 2.9it/s 2.1s<7.5s  27/150 40.1G 1.639 2.436 0.007865 643 640: 25% ━━━───────── 7/28 3.1it/s 2.4s<6.8s  27/150 40.1G 1.63 2.412 0.007788 699 640: 29% ━━━───────── 8/28 3.2it/s 2.7s<6.3s  27/150 40.1G 1.629 2.411 0.007763 670 640: 32% ━━━╸──────── 9/28 3.3it/s 2.9s<5.8s  27/150 40.1G 1.622 2.425 0.008013 437 640: 36% ━━━━──────── 10/28 3.3it/s 3.2s<5.4s  27/150 40.1G 1.624 2.426 0.008047 591 640: 39% ━━━━╸─────── 11/28 3.4it/s 3.5s<5.1s  27/150 40.1G 1.626 2.434 0.00805 574 640: 43% ━━━━━─────── 12/28 3.4it/s 3.8s<4.7s  27/150 40.1G 1.633 2.444 0.007956 745 640: 46% ━━━━━╸────── 13/28 3.4it/s 4.1s<4.4s  27/150 40.1G 1.636 2.439 0.007918 717 640: 50% ━━━━━━────── 14/28 3.4it/s 4.4s<4.1s  27/150 40.1G 1.64 2.438 0.007929 690 640: 54% ━━━━━━────── 15/28 3.4it/s 4.7s<3.9s  27/150 40.1G 1.641 2.433 0.007958 578 640: 57% ━━━━━━╸───── 16/28 3.4it/s 5.0s<3.5s  27/150 40.1G 1.643 2.433 0.007976 627 640: 61% ━━━━━━━───── 17/28 3.4it/s 5.3s<3.2s  27/150 40.1G 1.638 2.431 0.007913 612 640: 64% ━━━━━━━╸──── 18/28 3.4it/s 5.6s<2.9s  27/150 40.1G 1.636 2.428 0.007959 571 640: 68% ━━━━━━━━──── 19/28 3.4it/s 5.9s<2.7s  27/150 40.1G 1.634 2.416 0.007935 673 640: 71% ━━━━━━━━╸─── 20/28 3.4it/s 6.2s<2.4s  27/150 40.1G 1.633 2.416 0.007894 746 640: 75% ━━━━━━━━━─── 21/28 3.4it/s 6.5s<2.1s  27/150 40.1G 1.631 2.412 0.007868 608 640: 79% ━━━━━━━━━─── 22/28 3.4it/s 6.8s<1.8s  27/150 40.1G 1.626 2.411 0.00783 572 640: 82% ━━━━━━━━━╸── 23/28 3.4it/s 7.1s<1.5s  27/150 40.1G 1.626 2.413 0.007803 790 640: 86% ━━━━━━━━━━── 24/28 3.4it/s 7.3s<1.2s  27/150 40.1G 1.623 2.408 0.007777 550 640: 89% ━━━━━━━━━━╸─ 25/28 3.4it/s 7.6s<0.9s  27/150 40.1G 1.624 2.413 0.007791 645 640: 93% ━━━━━━━━━━━─ 26/28 3.4it/s 7.9s<0.6s  27/150 40.1G 1.618 2.404 0.00775 279 640: 96% ━━━━━━━━━━━╸ 27/28 4.4it/s 8.1s<0.2s  27/150 40.1G 1.618 2.404 0.00775 279 640: 100% ━━━━━━━━━━━━ 28/28 3.5it/s 8.1s +  Class Images Instances Box(P R mAP50 mAP50-95): 50% ━━━━━━────── 1/2 1.1it/s 0.3s<0.9s  Class Images Instances Box(P R mAP50 mAP50-95): 100% ━━━━━━━━━━━━ 2/2 5.2it/s 0.4s + all 177 1609 0.714 0.715 0.758 0.417 + + Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size +  28/150 40.1G 1.605 2.37 0.008468 554 640: 0% ──────────── 0/28 0.3s  28/150 40.1G 1.596 2.32 0.008437 427 640: 4% ──────────── 1/28 1.0s/it 0.6s<27.5s  28/150 40.1G 1.595 2.325 0.008176 603 640: 7% ╸─────────── 2/28 1.7it/s 0.9s<15.2s  28/150 40.1G 1.589 2.363 0.008059 603 640: 11% ━─────────── 3/28 2.2it/s 1.2s<11.2s  28/150 40.1G 1.59 2.335 0.007857 675 640: 14% ━╸────────── 4/28 2.6it/s 1.5s<9.2s  28/150 40.1G 1.587 2.332 0.007817 599 640: 18% ━━────────── 5/28 2.8it/s 1.8s<8.1s  28/150 40.1G 1.585 2.336 0.007818 569 640: 21% ━━╸───────── 6/28 3.0it/s 2.1s<7.3s  28/150 40.1G 1.592 2.335 0.00798 521 640: 25% ━━━───────── 7/28 3.1it/s 2.3s<6.7s  28/150 40.1G 1.587 2.332 0.007997 527 640: 29% ━━━───────── 8/28 3.2it/s 2.6s<6.2s  28/150 40.1G 1.591 2.318 0.007906 633 640: 32% ━━━╸──────── 9/28 3.2it/s 2.9s<5.9s  28/150 40.1G 1.585 2.296 0.007822 647 640: 36% ━━━━──────── 10/28 3.3it/s 3.2s<5.4s  28/150 40.1G 1.587 2.302 0.007785 563 640: 39% ━━━━╸─────── 11/28 3.3it/s 3.5s<5.1s  28/150 40.1G 1.584 2.306 0.007889 500 640: 43% ━━━━━─────── 12/28 3.4it/s 3.8s<4.7s  28/150 40.1G 1.584 2.312 0.00787 642 640: 46% ━━━━━╸────── 13/28 3.4it/s 4.1s<4.4s  28/150 40.1G 1.58 2.317 0.00789 479 640: 50% ━━━━━━────── 14/28 3.4it/s 4.4s<4.1s  28/150 40.1G 1.574 2.318 0.007877 522 640: 54% ━━━━━━────── 15/28 3.4it/s 4.7s<3.9s  28/150 40.1G 1.572 2.309 0.007815 554 640: 57% ━━━━━━╸───── 16/28 3.4it/s 5.0s<3.5s  28/150 40.1G 1.572 2.312 0.007787 546 640: 61% ━━━━━━━───── 17/28 3.4it/s 5.3s<3.3s  28/150 40.1G 1.571 2.303 0.007774 578 640: 64% ━━━━━━━╸──── 18/28 3.4it/s 5.6s<3.0s  28/150 40.1G 1.57 2.297 0.007786 596 640: 68% ━━━━━━━━──── 19/28 3.4it/s 5.9s<2.6s  28/150 40.1G 1.567 2.287 0.007766 596 640: 71% ━━━━━━━━╸─── 20/28 3.4it/s 6.2s<2.3s  28/150 40.1G 1.571 2.287 0.007735 685 640: 75% ━━━━━━━━━─── 21/28 3.4it/s 6.5s<2.1s  28/150 40.1G 1.574 2.292 0.007732 614 640: 79% ━━━━━━━━━─── 22/28 3.4it/s 6.8s<1.8s  28/150 40.1G 1.576 2.287 0.007721 621 640: 82% ━━━━━━━━━╸── 23/28 3.4it/s 7.0s<1.5s  28/150 40.1G 1.577 2.288 0.007724 531 640: 86% ━━━━━━━━━━── 24/28 3.4it/s 7.3s<1.2s  28/150 40.1G 1.577 2.284 0.007749 573 640: 89% ━━━━━━━━━━╸─ 25/28 3.4it/s 7.6s<0.9s  28/150 40.1G 1.576 2.284 0.007734 617 640: 93% ━━━━━━━━━━━─ 26/28 3.4it/s 7.9s<0.6s  28/150 40.1G 1.579 2.294 0.007739 236 640: 96% ━━━━━━━━━━━╸ 27/28 4.4it/s 8.1s<0.2s  28/150 40.1G 1.579 2.294 0.007739 236 640: 100% ━━━━━━━━━━━━ 28/28 3.5it/s 8.1s +  Class Images Instances Box(P R mAP50 mAP50-95): 50% ━━━━━━────── 1/2 1.1it/s 0.3s<0.9s  Class Images Instances Box(P R mAP50 mAP50-95): 100% ━━━━━━━━━━━━ 2/2 4.9it/s 0.4s + all 177 1609 0.751 0.719 0.745 0.422 + + Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size +  29/150 40.1G 1.605 2.193 0.007104 637 640: 0% ──────────── 0/28 0.3s  29/150 40.1G 1.566 2.21 0.007477 605 640: 4% ──────────── 1/28 1.0it/s 0.6s<26.2s  29/150 40.1G 1.575 2.262 0.00837 454 640: 7% ╸─────────── 2/28 1.8it/s 0.9s<14.8s  29/150 40.1G 1.567 2.254 0.007958 523 640: 11% ━─────────── 3/28 2.3it/s 1.2s<11.0s  29/150 40.1G 1.582 2.298 0.007986 537 640: 14% ━╸────────── 4/28 2.6it/s 1.4s<9.1s  29/150 40.1G 1.59 2.321 0.008064 596 640: 18% ━━────────── 5/28 2.8it/s 1.7s<8.1s  29/150 40.1G 1.584 2.316 0.008023 594 640: 21% ━━╸───────── 6/28 3.0it/s 2.1s<7.4s  29/150 40.1G 1.587 2.311 0.007894 646 640: 25% ━━━───────── 7/28 3.1it/s 2.3s<6.8s  29/150 40.1G 1.584 2.327 0.0079 607 640: 29% ━━━───────── 8/28 3.2it/s 2.6s<6.2s  29/150 40.1G 1.591 2.346 0.007989 637 640: 32% ━━━╸──────── 9/28 3.3it/s 2.9s<5.8s  29/150 40.1G 1.6 2.355 0.008063 605 640: 36% ━━━━──────── 10/28 3.3it/s 3.2s<5.5s  29/150 40.1G 1.596 2.352 0.008061 524 640: 39% ━━━━╸─────── 11/28 3.1it/s 3.6s<5.6s  29/150 40.1G 1.603 2.361 0.008033 682 640: 43% ━━━━━─────── 12/28 3.1it/s 3.9s<5.1s  29/150 40.1G 1.605 2.364 0.008039 591 640: 46% ━━━━━╸────── 13/28 3.2it/s 4.2s<4.7s  29/150 40.1G 1.606 2.368 0.008029 672 640: 50% ━━━━━━────── 14/28 3.2it/s 4.5s<4.3s  29/150 40.1G 1.613 2.372 0.008082 618 640: 54% ━━━━━━────── 15/28 3.3it/s 4.8s<4.0s  29/150 40.1G 1.613 2.372 0.008122 519 640: 57% ━━━━━━╸───── 16/28 3.3it/s 5.1s<3.6s  29/150 40.1G 1.611 2.365 0.008124 678 640: 61% ━━━━━━━───── 17/28 3.3it/s 5.4s<3.3s  29/150 40.1G 1.615 2.366 0.008152 607 640: 64% ━━━━━━━╸──── 18/28 3.4it/s 5.7s<3.0s  29/150 40.1G 1.613 2.361 0.008145 660 640: 68% ━━━━━━━━──── 19/28 3.4it/s 6.0s<2.7s  29/150 40.1G 1.615 2.36 0.008076 769 640: 71% ━━━━━━━━╸─── 20/28 3.4it/s 6.3s<2.4s  29/150 40.1G 1.615 2.36 0.008016 632 640: 75% ━━━━━━━━━─── 21/28 3.4it/s 6.6s<2.1s  29/150 40.1G 1.614 2.362 0.008029 517 640: 79% ━━━━━━━━━─── 22/28 3.4it/s 6.9s<1.8s  29/150 40.1G 1.614 2.36 0.007991 566 640: 82% ━━━━━━━━━╸── 23/28 3.4it/s 7.2s<1.5s  29/150 40.1G 1.614 2.362 0.00797 688 640: 86% ━━━━━━━━━━── 24/28 3.4it/s 7.5s<1.2s  29/150 40.1G 1.614 2.362 0.00799 603 640: 89% ━━━━━━━━━━╸─ 25/28 3.4it/s 7.8s<0.9s  29/150 40.1G 1.612 2.359 0.007995 458 640: 93% ━━━━━━━━━━━─ 26/28 3.4it/s 8.1s<0.6s  29/150 40.1G 1.61 2.36 0.007957 281 640: 96% ━━━━━━━━━━━╸ 27/28 4.4it/s 8.2s<0.2s  29/150 40.1G 1.61 2.36 0.007957 281 640: 100% ━━━━━━━━━━━━ 28/28 3.4it/s 8.2s +  Class Images Instances Box(P R mAP50 mAP50-95): 50% ━━━━━━────── 1/2 1.1it/s 0.3s<0.9s  Class Images Instances Box(P R mAP50 mAP50-95): 100% ━━━━━━━━━━━━ 2/2 4.9it/s 0.4s + all 177 1609 0.699 0.669 0.727 0.409 + + Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size +  30/150 40.1G 1.628 2.429 0.007522 708 640: 0% ──────────── 0/28 0.3s  30/150 40.1G 1.608 2.399 0.007523 689 640: 4% ──────────── 1/28 1.0it/s 0.6s<26.2s  30/150 40.1G 1.621 2.454 0.007619 783 640: 7% ╸─────────── 2/28 1.7it/s 0.9s<14.9s  30/150 40.1G 1.606 2.408 0.007778 611 640: 11% ━─────────── 3/28 2.2it/s 1.2s<11.4s  30/150 40.1G 1.59 2.385 0.007964 546 640: 14% ━╸────────── 4/28 2.6it/s 1.5s<9.3s  30/150 40.1G 1.588 2.377 0.008099 566 640: 18% ━━────────── 5/28 2.8it/s 1.8s<8.1s  30/150 40.1G 1.597 2.37 0.007861 673 640: 21% ━━╸───────── 6/28 3.0it/s 2.1s<7.3s  30/150 40.1G 1.597 2.368 0.00799 533 640: 25% ━━━───────── 7/28 3.1it/s 2.4s<6.8s  30/150 40.1G 1.59 2.353 0.007783 716 640: 29% ━━━───────── 8/28 3.2it/s 2.7s<6.3s  30/150 40.1G 1.59 2.34 0.007772 566 640: 32% ━━━╸──────── 9/28 3.3it/s 2.9s<5.8s  30/150 40.1G 1.583 2.33 0.007777 538 640: 36% ━━━━──────── 10/28 3.3it/s 3.2s<5.4s  30/150 40.1G 1.583 2.328 0.007697 598 640: 39% ━━━━╸─────── 11/28 3.3it/s 3.5s<5.1s  30/150 40.1G 1.582 2.321 0.007717 607 640: 43% ━━━━━─────── 12/28 3.4it/s 3.8s<4.7s  30/150 40.1G 1.584 2.315 0.00764 676 640: 46% ━━━━━╸────── 13/28 3.4it/s 4.1s<4.4s  30/150 40.1G 1.585 2.314 0.007619 685 640: 50% ━━━━━━────── 14/28 3.4it/s 4.4s<4.1s  30/150 40.1G 1.589 2.321 0.007631 545 640: 54% ━━━━━━────── 15/28 3.4it/s 4.7s<3.9s  30/150 40.1G 1.587 2.319 0.007654 592 640: 57% ━━━━━━╸───── 16/28 3.4it/s 5.0s<3.5s  30/150 40.1G 1.587 2.313 0.007652 568 640: 61% ━━━━━━━───── 17/28 3.4it/s 5.3s<3.3s  30/150 40.1G 1.585 2.323 0.007744 468 640: 64% ━━━━━━━╸──── 18/28 3.4it/s 5.6s<2.9s  30/150 40.1G 1.585 2.325 0.007712 681 640: 68% ━━━━━━━━──── 19/28 3.4it/s 5.9s<2.6s  30/150 40.1G 1.586 2.331 0.007739 567 640: 71% ━━━━━━━━╸─── 20/28 3.4it/s 6.2s<2.3s  30/150 40.1G 1.585 2.331 0.007685 580 640: 75% ━━━━━━━━━─── 21/28 3.4it/s 6.5s<2.0s  30/150 40.1G 1.583 2.324 0.007701 537 640: 79% ━━━━━━━━━─── 22/28 3.4it/s 6.8s<1.8s  30/150 40.1G 1.583 2.332 0.007826 533 640: 82% ━━━━━━━━━╸── 23/28 3.4it/s 7.1s<1.5s  30/150 40.1G 1.58 2.321 0.007834 532 640: 86% ━━━━━━━━━━── 24/28 3.4it/s 7.3s<1.2s  30/150 40.1G 1.583 2.324 0.007826 732 640: 89% ━━━━━━━━━━╸─ 25/28 3.4it/s 7.6s<0.9s  30/150 40.1G 1.582 2.318 0.007816 577 640: 93% ━━━━━━━━━━━─ 26/28 3.4it/s 7.9s<0.6s  30/150 40.1G 1.581 2.314 0.007789 257 640: 96% ━━━━━━━━━━━╸ 27/28 4.4it/s 8.1s<0.2s  30/150 40.1G 1.581 2.314 0.007789 257 640: 100% ━━━━━━━━━━━━ 28/28 3.5it/s 8.1s +  Class Images Instances Box(P R mAP50 mAP50-95): 50% ━━━━━━────── 1/2 1.1it/s 0.3s<0.9s  Class Images Instances Box(P R mAP50 mAP50-95): 100% ━━━━━━━━━━━━ 2/2 5.2it/s 0.4s + all 177 1609 0.765 0.682 0.735 0.381 + + Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size +  31/150 40.1G 1.545 2.338 0.008077 588 640: 0% ──────────── 0/28 0.3s  31/150 40.1G 1.562 2.291 0.008006 599 640: 4% ──────────── 1/28 1.0it/s 0.6s<26.4s  31/150 40.1G 1.582 2.27 0.007638 690 640: 7% ╸─────────── 2/28 1.7it/s 0.9s<15.0s  31/150 40.1G 1.596 2.268 0.007731 594 640: 11% ━─────────── 3/28 2.2it/s 1.2s<11.1s  31/150 40.1G 1.589 2.24 0.007681 567 640: 14% ━╸────────── 4/28 2.6it/s 1.5s<9.2s  31/150 40.1G 1.583 2.287 0.007826 626 640: 18% ━━────────── 5/28 2.8it/s 1.8s<8.1s  31/150 40.1G 1.59 2.299 0.007774 663 640: 21% ━━╸───────── 6/28 3.0it/s 2.1s<7.3s  31/150 40.1G 1.592 2.266 0.007548 792 640: 25% ━━━───────── 7/28 3.1it/s 2.4s<6.8s  31/150 40.1G 1.587 2.252 0.007513 593 640: 29% ━━━───────── 8/28 3.2it/s 2.6s<6.3s  31/150 40.1G 1.596 2.265 0.007573 691 640: 32% ━━���╸──────── 9/28 3.3it/s 2.9s<5.8s  31/150 40.1G 1.594 2.274 0.007585 596 640: 36% ━━━━──────── 10/28 3.3it/s 3.2s<5.4s  31/150 40.1G 1.591 2.262 0.007435 628 640: 39% ━━━━╸─────── 11/28 3.3it/s 3.5s<5.1s  31/150 40.1G 1.589 2.255 0.007465 571 640: 43% ━━━━━─────── 12/28 3.3it/s 3.8s<4.8s  31/150 40.1G 1.586 2.256 0.007455 573 640: 46% ━━━━━╸────── 13/28 3.4it/s 4.1s<4.5s  31/150 40.1G 1.578 2.247 0.007562 544 640: 50% ━━━━━━────── 14/28 3.4it/s 4.4s<4.1s  31/150 40.1G 1.577 2.244 0.007543 592 640: 54% ━━━━━━────── 15/28 3.4it/s 4.7s<3.8s  31/150 40.1G 1.583 2.252 0.007512 703 640: 57% ━━━━━━╸───── 16/28 3.4it/s 5.0s<3.5s  31/150 40.1G 1.582 2.255 0.00754 556 640: 61% ━━━━━━━───── 17/28 3.4it/s 5.3s<3.3s  31/150 40.1G 1.583 2.254 0.007499 714 640: 64% ━━━━━━━╸──── 18/28 3.3it/s 5.6s<3.0s  31/150 40.1G 1.586 2.264 0.007532 634 640: 68% ━━━━━━━━──── 19/28 3.4it/s 5.9s<2.7s  31/150 40.1G 1.585 2.273 0.007597 531 640: 71% ━━━━━━━━╸─── 20/28 3.4it/s 6.2s<2.4s  31/150 40.1G 1.581 2.27 0.007671 462 640: 75% ━━━━━━━━━─── 21/28 3.4it/s 6.5s<2.0s  31/150 40.1G 1.583 2.273 0.00768 654 640: 79% ━━━━━━━━━─── 22/28 3.4it/s 6.8s<1.8s  31/150 40.1G 1.586 2.286 0.007657 703 640: 82% ━━━━━━━━━╸── 23/28 3.4it/s 7.1s<1.5s  31/150 40.1G 1.588 2.287 0.007672 673 640: 86% ━━━━━━━━━━── 24/28 3.4it/s 7.4s<1.2s  31/150 40.1G 1.588 2.29 0.007674 590 640: 89% ━━━━━━━━━━╸─ 25/28 3.3it/s 7.7s<0.9s  31/150 40.1G 1.586 2.294 0.007693 556 640: 93% ━━━━━━━━━━━─ 26/28 3.4it/s 8.0s<0.6s  31/150 40.1G 1.581 2.291 0.007763 211 640: 96% ━━━━━━━━━━━╸ 27/28 4.4it/s 8.1s<0.2s  31/150 40.1G 1.581 2.291 0.007763 211 640: 100% ━━━━━━━━━━━━ 28/28 3.5it/s 8.1s +  Class Images Instances Box(P R mAP50 mAP50-95): 50% ━━━━━━────── 1/2 1.1it/s 0.3s<0.9s  Class Images Instances Box(P R mAP50 mAP50-95): 100% ━━━━━━━━━━━━ 2/2 4.9it/s 0.4s + all 177 1609 0.758 0.69 0.738 0.413 + + Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size +  32/150 40.1G 1.64 2.194 0.007526 619 640: 0% ──────────── 0/28 0.3s  32/150 40.1G 1.581 2.245 0.008773 437 640: 4% ──────────── 1/28 1.0it/s 0.6s<26.3s  32/150 40.1G 1.586 2.252 0.007978 658 640: 7% ╸─────────── 2/28 1.7it/s 0.9s<15.1s  32/150 40.1G 1.577 2.273 0.008026 540 640: 11% ━─────────── 3/28 2.2it/s 1.2s<11.2s  32/150 40.1G 1.582 2.25 0.00779 655 640: 14% ━╸────────── 4/28 2.6it/s 1.5s<9.3s  32/150 40.1G 1.577 2.246 0.007636 589 640: 18% ━━────────── 5/28 2.8it/s 1.8s<8.2s  32/150 40.1G 1.574 2.228 0.007597 624 640: 21% ━━╸───────── 6/28 3.0it/s 2.1s<7.3s  32/150 40.1G 1.572 2.223 0.00766 656 640: 25% ━━━───────── 7/28 3.1it/s 2.4s<6.8s  32/150 40.1G 1.563 2.228 0.007784 469 640: 29% ━━━───────── 8/28 3.2it/s 2.7s<6.3s  32/150 40.1G 1.568 2.236 0.007744 671 640: 32% ━━━╸──────── 9/28 3.3it/s 2.9s<5.8s  32/150 40.1G 1.572 2.258 0.007666 686 640: 36% ━━━━──────── 10/28 3.3it/s 3.2s<5.4s  32/150 40.1G 1.573 2.251 0.007665 616 640: 39% ━━━━╸─────── 11/28 3.3it/s 3.5s<5.1s  32/150 40.1G 1.574 2.242 0.007609 635 640: 43% ━━━━━─────── 12/28 3.4it/s 3.8s<4.7s  32/150 40.1G 1.568 2.244 0.007663 467 640: 46% ━━━━━╸────── 13/28 3.4it/s 4.1s<4.4s  32/150 40.1G 1.569 2.251 0.007585 742 640: 50% ━━━━━━────── 14/28 3.4it/s 4.4s<4.1s  32/150 40.1G 1.575 2.252 0.007562 647 640: 54% ━━━━━━────── 15/28 3.4it/s 4.7s<3.8s  32/150 40.1G 1.574 2.249 0.007547 589 640: 57% ━━━━━━╸───── 16/28 3.4it/s 5.0s<3.5s  32/150 40.1G 1.569 2.241 0.007563 607 640: 61% ━━━━━━━───── 17/28 3.4it/s 5.3s<3.2s  32/150 40.1G 1.568 2.24 0.007571 596 640: 64% ━━━━━━━╸──── 18/28 3.4it/s 5.6s<2.9s  32/150 40.1G 1.566 2.229 0.007615 485 640: 68% ━━━━━━━━──── 19/28 3.4it/s 5.9s<2.6s  32/150 40.1G 1.566 2.226 0.007603 648 640: 71% ━━━━━━━━╸─── 20/28 3.4it/s 6.2s<2.3s  32/150 40.1G 1.564 2.225 0.007566 653 640: 75% ━━━━━━━━━─── 21/28 3.4it/s 6.5s<2.1s  32/150 40.1G 1.568 2.222 0.007506 710 640: 79% ━━━━━━━━━─── 22/28 3.4it/s 6.8s<1.8s  32/150 40.1G 1.566 2.222 0.007491 670 640: 82% ━━━━━━━━━╸── 23/28 3.4it/s 7.0s<1.5s  32/150 40.1G 1.567 2.224 0.007514 564 640: 86% ━━━━━━━━━━── 24/28 3.4it/s 7.3s<1.2s  32/150 40.1G 1.567 2.222 0.007508 678 640: 89% ━━━━━━━━━━╸─ 25/28 3.4it/s 7.6s<0.9s  32/150 40.1G 1.566 2.227 0.007482 636 640: 93% ━━━━━━━━━━━─ 26/28 3.4it/s 7.9s<0.6s  32/150 40.1G 1.57 2.233 0.007631 207 640: 96% ━━━━━━━━━━━╸ 27/28 4.4it/s 8.1s<0.2s  32/150 40.1G 1.57 2.233 0.007631 207 640: 100% ━━━━━━━━━━━━ 28/28 3.5it/s 8.1s +  Class Images Instances Box(P R mAP50 mAP50-95): 50% ━━━━━━────── 1/2 1.1it/s 0.3s<0.9s  Class Images Instances Box(P R mAP50 mAP50-95): 100% ━━━━━━━━━━━━ 2/2 5.0it/s 0.4s + all 177 1609 0.769 0.681 0.739 0.399 + + Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size +  33/150 40.1G 1.631 2.442 0.008326 595 640: 0% ──────────── 0/28 0.3s  33/150 40.1G 1.619 2.455 0.008515 581 640: 4% ──────────── 1/28 1.0it/s 0.6s<26.5s  33/150 40.1G 1.599 2.393 0.008299 533 640: 7% ╸─────────── 2/28 1.7it/s 0.9s<15.1s  33/150 40.1G 1.594 2.328 0.008098 616 640: 11% ━─────────── 3/28 2.2it/s 1.2s<11.1s  33/150 40.1G 1.615 2.353 0.007972 661 640: 14% ━╸────────── 4/28 2.6it/s 1.5s<9.3s  33/150 40.1G 1.597 2.323 0.008058 583 640: 18% ━━────────── 5/28 2.8it/s 1.8s<8.2s  33/150 40.1G 1.593 2.295 0.008039 633 640: 21% ━━╸───────── 6/28 3.0it/s 2.1s<7.3s  33/150 40.1G 1.589 2.262 0.007995 552 640: 25% ━━━───────── 7/28 3.1it/s 2.3s<6.7s  33/150 40.1G 1.592 2.274 0.007874 713 640: 29% ━━━───────── 8/28 3.2it/s 2.6s<6.2s  33/150 40.1G 1.581 2.26 0.007813 551 640: 32% ━━━╸──────── 9/28 3.3it/s 2.9s<5.8s  33/150 40.1G 1.587 2.269 0.007844 584 640: 36% ━━━━──────── 10/28 3.3it/s 3.2s<5.5s  33/150 40.1G 1.58 2.263 0.008018 497 640: 39% ━━━━╸─────── 11/28 3.3it/s 3.5s<5.1s  33/150 40.1G 1.581 2.255 0.008055 497 640: 43% ━━━━━─────── 12/28 3.4it/s 3.8s<4.7s  33/150 40.1G 1.579 2.254 0.008087 589 640: 46% ━━━━━╸────── 13/28 3.4it/s 4.1s<4.4s  33/150 40.1G 1.579 2.247 0.008016 623 640: 50% ━━━━━━────── 14/28 3.4it/s 4.4s<4.2s  33/150 40.1G 1.581 2.249 0.007969 687 640: 54% ━━━━━━────── 15/28 3.4it/s 4.7s<3.8s  33/150 40.1G 1.583 2.251 0.007927 742 640: 57% ━━━━━━╸───── 16/28 3.4it/s 5.0s<3.6s  33/150 40.1G 1.579 2.25 0.007958 575 640: 61% ━━━━━━━───── 17/28 3.4it/s 5.3s<3.2s  33/150 40.1G 1.581 2.25 0.007874 698 640: 64% ━━━━━━━╸──── 18/28 3.4it/s 5.6s<3.0s  33/150 40.1G 1.578 2.244 0.007839 629 640: 68% ━━━━━━━━──── 19/28 3.4it/s 5.9s<2.6s  33/150 40.1G 1.579 2.243 0.007766 622 640: 71% ━━━━━━━━╸─── 20/28 3.4it/s 6.2s<2.3s  33/150 40.1G 1.58 2.242 0.007774 586 640: 75% ━━━━━━━━━─── 21/28 3.4it/s 6.5s<2.1s  33/150 40.1G 1.576 2.236 0.007791 563 640: 79% ━━━━━━━━━─── 22/28 3.4it/s 6.8s<1.8s  33/150 40.1G 1.571 2.23 0.007776 596 640: 82% ━━━━━━━━━╸── 23/28 3.4it/s 7.1s<1.5s  33/150 40.1G 1.571 2.231 0.007763 626 640: 86% ━━━━━━━━━━── 24/28 3.4it/s 7.3s<1.2s  33/150 40.1G 1.572 2.225 0.007812 597 640: 89% ━━━━━━━━━━╸─ 25/28 3.4it/s 7.6s<0.9s  33/150 40.1G 1.573 2.22 0.007755 650 640: 93% ━━━━━━━━━━━─ 26/28 3.4it/s 7.9s<0.6s  33/150 40.1G 1.572 2.22 0.007815 214 640: 96% ━━━━━━━━━━━╸ 27/28 4.4it/s 8.1s<0.2s  33/150 40.1G 1.572 2.22 0.007815 214 640: 100% ━━━━━━━━━━━━ 28/28 3.5it/s 8.1s +  Class Images Instances Box(P R mAP50 mAP50-95): 50% ━━━━━━────── 1/2 1.1it/s 0.3s<0.9s  Class Images Instances Box(P R mAP50 mAP50-95): 100% ━━━━━━━━━━━━ 2/2 5.0it/s 0.4s + all 177 1609 0.707 0.73 0.752 0.446 + + Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size +  34/150 40.1G 1.596 2.264 0.00941 525 640: 0% ──────────── 0/28 0.3s  34/150 40.1G 1.601 2.194 0.008805 523 640: 4% ──────────── 1/28 1.0it/s 0.6s<26.2s  34/150 40.1G 1.606 2.163 0.007958 681 640: 7% ╸─────────── 2/28 1.7it/s 0.9s<14.9s  34/150 40.1G 1.626 2.22 0.008203 612 640: 11% ━─────────── 3/28 2.3it/s 1.2s<11.1s  34/150 40.1G 1.612 2.211 0.00807 657 640: 14% ━╸────────── 4/28 2.6it/s 1.5s<9.2s  34/150 40.1G 1.608 2.2 0.008116 661 640: 18% ━━────────── 5/28 2.8it/s 1.8s<8.1s  34/150 40.1G 1.607 2.196 0.007894 690 640: 21% ━━╸───────── 6/28 3.0it/s 2.0s<7.3s  34/150 40.1G 1.59 2.199 0.007938 516 640: 25% ━━━───────── 7/28 3.1it/s 2.3s<6.7s  34/150 40.1G 1.591 2.211 0.007886 605 640: 29% ━━━───────── 8/28 3.2it/s 2.6s<6.2s  34/150 40.1G 1.59 2.217 0.007781 628 640: 32% ━━━╸──────── 9/28 3.3it/s 2.9s<5.8s  34/150 40.1G 1.582 2.214 0.00764 707 640: 36% ━━━━──────── 10/28 3.3it/s 3.2s<5.4s  34/150 40.1G 1.583 2.22 0.007697 574 640: 39% ━━━━╸─────── 11/28 3.4it/s 3.5s<5.1s  34/150 40.1G 1.577 2.214 0.00773 529 640: 43% ━━━━━─────── 12/28 3.4it/s 3.8s<4.7s  34/150 40.1G 1.576 2.208 0.007768 618 640: 46% ━━━━━╸────── 13/28 3.4it/s 4.1s<4.4s  34/150 40.1G 1.575 2.201 0.007689 536 640: 50% ━━━━━━────── 14/28 3.4it/s 4.4s<4.1s  34/150 40.1G 1.567 2.192 0.007672 514 640: 54% ━━━━━━────── 15/28 3.4it/s 4.7s<3.8s  34/150 40.1G 1.567 2.186 0.007605 643 640: 57% ━━━━━━╸───── 16/28 3.4it/s 5.0s<3.5s  34/150 40.1G 1.568 2.191 0.007609 582 640: 61% ━━━━━━━───��─ 17/28 3.4it/s 5.3s<3.2s  34/150 40.1G 1.57 2.197 0.007609 715 640: 64% ━━━━━━━╸──── 18/28 3.4it/s 5.6s<2.9s  34/150 40.1G 1.574 2.198 0.00759 758 640: 68% ━━━━━━━━──── 19/28 3.4it/s 5.8s<2.6s  34/150 40.1G 1.57 2.188 0.007535 619 640: 71% ━━━━━━━━╸─── 20/28 3.4it/s 6.1s<2.3s  34/150 40.1G 1.57 2.193 0.007511 650 640: 75% ━━━━━━━━━─── 21/28 3.4it/s 6.4s<2.1s  34/150 40.1G 1.568 2.191 0.007442 634 640: 79% ━━━━━━━━━─── 22/28 3.4it/s 6.7s<1.8s  34/150 40.1G 1.568 2.194 0.007458 667 640: 82% ━━━━━━━━━╸── 23/28 3.3it/s 7.0s<1.5s  34/150 40.1G 1.564 2.192 0.007473 520 640: 86% ━━━━━━━━━━── 24/28 3.4it/s 7.3s<1.2s  34/150 40.1G 1.562 2.187 0.007445 586 640: 89% ━━━━━━━━━━╸─ 25/28 3.4it/s 7.6s<0.9s  34/150 40.1G 1.565 2.194 0.00747 658 640: 93% ━━━━━━━━━━━─ 26/28 3.3it/s 7.9s<0.6s  34/150 40.1G 1.567 2.205 0.007486 277 640: 96% ━━━━━━━━━━━╸ 27/28 4.4it/s 8.1s<0.2s  34/150 40.1G 1.567 2.205 0.007486 277 640: 100% ━━━━━━━━━━━━ 28/28 3.5it/s 8.1s +  Class Images Instances Box(P R mAP50 mAP50-95): 50% ━━━━━━────── 1/2 1.1it/s 0.3s<0.9s  Class Images Instances Box(P R mAP50 mAP50-95): 100% ━━━━━━━━━━━━ 2/2 5.1it/s 0.4s + all 177 1609 0.762 0.691 0.76 0.432 + + Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size +  35/150 40.1G 1.593 2.365 0.007059 658 640: 0% ──────────── 0/28 0.3s  35/150 40.1G 1.589 2.263 0.007386 617 640: 4% ──────────── 1/28 1.0s/it 0.6s<27.3s  35/150 40.1G 1.59 2.238 0.007145 704 640: 7% ╸─────────── 2/28 1.7it/s 0.9s<15.5s  35/150 40.1G 1.601 2.289 0.007343 645 640: 11% ━─────────── 3/28 2.2it/s 1.2s<11.4s  35/150 40.1G 1.583 2.244 0.007197 554 640: 14% ━╸────────── 4/28 2.6it/s 1.5s<9.3s  35/150 40.1G 1.57 2.235 0.007524 489 640: 18% ━━────────── 5/28 2.8it/s 1.8s<8.2s  35/150 40.1G 1.582 2.248 0.007612 622 640: 21% ━━╸───────── 6/28 3.0it/s 2.1s<7.3s  35/150 40.1G 1.572 2.229 0.007543 595 640: 25% ━━━───────── 7/28 3.1it/s 2.4s<6.7s  35/150 40.1G 1.571 2.231 0.007456 680 640: 29% ━━━───────── 8/28 3.2it/s 2.7s<6.2s  35/150 40.1G 1.564 2.222 0.007488 523 640: 32% ━━━╸──────── 9/28 3.3it/s 2.9s<5.8s  35/150 40.1G 1.557 2.208 0.007354 657 640: 36% ━━━━──────── 10/28 3.3it/s 3.2s<5.5s  35/150 40.1G 1.562 2.217 0.007428 653 640: 39% ━━━━╸─────── 11/28 3.3it/s 3.5s<5.1s  35/150 40.1G 1.556 2.208 0.007404 610 640: 43% ━━━━━─────── 12/28 3.4it/s 3.8s<4.7s  35/150 40.1G 1.549 2.191 0.007364 610 640: 46% ━━━━━╸────── 13/28 3.4it/s 4.1s<4.4s  35/150 40.1G 1.545 2.185 0.007362 528 640: 50% ━━━━━━────── 14/28 3.4it/s 4.4s<4.1s  35/150 40.1G 1.542 2.183 0.007399 580 640: 54% ━━━━━━────── 15/28 3.4it/s 4.7s<3.8s  35/150 40.1G 1.546 2.188 0.007484 529 640: 57% ━━━━━━╸───── 16/28 3.4it/s 5.0s<3.5s  35/150 40.1G 1.544 2.179 0.007501 549 640: 61% ━━━━━━━───── 17/28 3.4it/s 5.3s<3.2s  35/150 40.1G 1.55 2.192 0.007477 706 640: 64% ━━━━━━━╸──── 18/28 3.4it/s 5.6s<2.9s  35/150 40.1G 1.551 2.189 0.007467 651 640: 68% ━━━━━━━━──── 19/28 3.4it/s 5.9s<2.6s  35/150 40.1G 1.55 2.184 0.007477 603 640: 71% ━━━━━━━━╸─── 20/28 3.4it/s 6.2s<2.4s  35/150 40.1G 1.549 2.175 0.00746 619 640: 75% ━━━━━━━━━─── 21/28 3.4it/s 6.5s<2.1s  35/150 40.1G 1.551 2.176 0.007448 657 640: 79% ━━━━━━━━━─── 22/28 3.3it/s 6.8s<1.8s  35/150 40.1G 1.55 2.172 0.007463 485 640: 82% ━━━━━━━━━╸── 23/28 3.4it/s 7.1s<1.5s  35/150 40.1G 1.555 2.18 0.007458 715 640: 86% ━━━━━━━━━━── 24/28 3.4it/s 7.4s<1.2s  35/150 40.1G 1.554 2.178 0.007421 646 640: 89% ━━━━━━━━━━╸─ 25/28 3.4it/s 7.6s<0.9s  35/150 40.1G 1.555 2.18 0.007405 733 640: 93% ━━━━━━━━━━━─ 26/28 3.4it/s 7.9s<0.6s  35/150 40.1G 1.558 2.175 0.007392 269 640: 96% ━━━━━━━━━━━╸ 27/28 4.4it/s 8.1s<0.2s  35/150 40.1G 1.558 2.175 0.007392 269 640: 100% ━━━━━━━━━━━━ 28/28 3.5it/s 8.1s +  Class Images Instances Box(P R mAP50 mAP50-95): 50% ━━━━━━────── 1/2 1.1it/s 0.3s<0.9s  Class Images Instances Box(P R mAP50 mAP50-95): 100% ━━━━━━━━━━━━ 2/2 5.0it/s 0.4s + all 177 1609 0.742 0.744 0.753 0.419 + + Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size +  36/150 40.1G 1.552 2.199 0.006566 620 640: 0% ──────────── 0/28 0.3s  36/150 40.1G 1.557 2.21 0.007419 513 640: 4% ──────────── 1/28 1.0it/s 0.6s<25.9s  36/150 40.1G 1.538 2.137 0.00727 545 640: 7% ╸─────────── 2/28 1.8it/s 0.9s<14.7s  36/150 40.1G 1.567 2.154 0.007424 684 640: 11% ━─────────── 3/28 2.3it/s 1.2s<11.1s  36/150 40.1G 1.564 2.149 0.007508 675 640: 14% ━╸────────── 4/28 2.6it/s 1.4s<9.2s  36/150 40.1G 1.573 2.153 0.00758 630 640: 18% ━━────────── 5/28 2.9it/s 1.7s<8.1s  36/150 40.1G 1.56 2.133 0.007447 657 640: 21% ━━╸───────── 6/28 3.0it/s 2.0s<7.2s  36/150 40.1G 1.569 2.135 0.007608 580 640: 25% ━━━───────── 7/28 3.2it/s 2.3s<6.7s  36/150 40.1G 1.571 2.152 0.007562 616 640: 29% ━━━───────── 8/28 3.2it/s 2.6s<6.2s  36/150 40.1G 1.572 2.147 0.00762 671 640: 32% ━━━╸──────── 9/28 3.3it/s 2.9s<5.8s  36/150 40.1G 1.569 2.147 0.007712 593 640: 36% ━━━━──────── 10/28 3.3it/s 3.2s<5.4s  36/150 40.1G 1.569 2.15 0.007603 657 640: 39% ━━━━╸─────── 11/28 3.3it/s 3.5s<5.1s  36/150 40.1G 1.568 2.148 0.007589 618 640: 43% ━━━━━─────── 12/28 3.4it/s 3.8s<4.7s  36/150 40.1G 1.568 2.158 0.00766 636 640: 46% ━━━━━╸────── 13/28 3.4it/s 4.1s<4.4s  36/150 40.1G 1.563 2.16 0.007721 438 640: 50% ━━━━━━────── 14/28 3.4it/s 4.4s<4.2s  36/150 40.1G 1.561 2.17 0.007685 668 640: 54% ━━━━━━────── 15/28 3.4it/s 4.7s<3.8s  36/150 40.1G 1.555 2.16 0.007692 517 640: 57% ━━━━━━╸───── 16/28 3.4it/s 5.0s<3.5s  36/150 40.1G 1.549 2.15 0.007646 554 640: 61% ━━━━━━━───── 17/28 3.4it/s 5.3s<3.2s  36/150 40.1G 1.554 2.159 0.007592 659 640: 64% ━━━━━━━╸──── 18/28 3.4it/s 5.5s<2.9s  36/150 40.1G 1.552 2.155 0.007609 541 640: 68% ━━━━━━━━──── 19/28 3.4it/s 5.8s<2.6s  36/150 40.1G 1.55 2.158 0.007601 654 640: 71% ━━━━━━━━╸─── 20/28 3.4it/s 6.1s<2.3s  36/150 40.1G 1.547 2.15 0.007569 643 640: 75% ━━━━━━━━━─── 21/28 3.4it/s 6.4s<2.0s  36/150 40.1G 1.545 2.15 0.007533 747 640: 79% ━━━━━━━━━─── 22/28 3.4it/s 6.7s<1.7s  36/150 40.1G 1.549 2.159 0.007495 648 640: 82% ━━━━━━━━━╸── 23/28 3.4it/s 7.0s<1.5s  36/150 40.1G 1.548 2.156 0.007474 641 640: 86% ━━━━━━━━━━── 24/28 3.4it/s 7.3s<1.2s  36/150 40.1G 1.552 2.16 0.007505 590 640: 89% ━━━━━━━━━━╸─ 25/28 3.4it/s 7.6s<0.9s  36/150 40.1G 1.55 2.154 0.007472 619 640: 93% ━━━━━━━━━━━─ 26/28 3.4it/s 7.9s<0.6s  36/150 40.1G 1.549 2.157 0.007428 284 640: 96% ━━━━━━━━━━━╸ 27/28 4.5it/s 8.0s<0.2s  36/150 40.1G 1.549 2.157 0.007428 284 640: 100% ━━━━━━━━━━━━ 28/28 3.5it/s 8.0s +  Class Images Instances Box(P R mAP50 mAP50-95): 50% ━━━━━━────── 1/2 1.1it/s 0.3s<0.9s  Class Images Instances Box(P R mAP50 mAP50-95): 100% ━━━━━━━━━━━━ 2/2 4.9it/s 0.4s + all 177 1609 0.745 0.732 0.741 0.397 + + Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size +  37/150 40.1G 1.585 2.252 0.009932 537 640: 0% ──────────── 0/28 0.3s  37/150 40.1G 1.575 2.223 0.00914 521 640: 4% ──────────── 1/28 1.0it/s 0.6s<25.9s  37/150 40.1G 1.566 2.191 0.008392 606 640: 7% ╸─────────── 2/28 1.8it/s 0.9s<14.8s  37/150 40.1G 1.559 2.213 0.008042 670 640: 11% ━─────────── 3/28 2.3it/s 1.2s<11.0s  37/150 40.1G 1.562 2.238 0.007872 614 640: 14% ━╸────────── 4/28 2.6it/s 1.4s<9.2s  37/150 40.1G 1.57 2.243 0.007683 700 640: 18% ━━────────── 5/28 2.9it/s 1.7s<8.0s  37/150 40.1G 1.569 2.24 0.007692 593 640: 21% ━━╸───────── 6/28 3.0it/s 2.0s<7.3s  37/150 40.1G 1.544 2.21 0.007702 491 640: 25% ━━━───────── 7/28 3.2it/s 2.3s<6.7s  37/150 40.1G 1.542 2.211 0.00772 499 640: 29% ━━━───────── 8/28 3.2it/s 2.6s<6.2s  37/150 40.1G 1.543 2.196 0.007586 611 640: 32% ━━━╸──────── 9/28 3.3it/s 2.9s<5.8s  37/150 40.1G 1.541 2.201 0.00758 595 640: 36% ━━━━──────── 10/28 3.3it/s 3.2s<5.4s  37/150 40.1G 1.549 2.213 0.007541 689 640: 39% ━━━━╸─────── 11/28 3.3it/s 3.5s<5.1s  37/150 40.1G 1.556 2.226 0.007559 681 640: 43% ━━━━━─────── 12/28 3.4it/s 3.8s<4.8s  37/150 40.1G 1.554 2.209 0.007559 575 640: 46% ━━━━━╸────── 13/28 3.4it/s 4.1s<4.4s  37/150 40.1G 1.551 2.194 0.007586 601 640: 50% ━━━━━━────── 14/28 3.4it/s 4.4s<4.1s  37/150 40.1G 1.547 2.181 0.007609 562 640: 54% ━━━━━━────── 15/28 3.4it/s 4.7s<3.9s  37/150 40.1G 1.546 2.181 0.007621 576 640: 57% ━━━━━━╸───── 16/28 3.4it/s 5.0s<3.5s  37/150 40.1G 1.546 2.181 0.007634 600 640: 61% ━━━━━━━───── 17/28 3.4it/s 5.3s<3.3s  37/150 40.1G 1.547 2.18 0.007648 668 640: 64% ━━━━━━━╸──── 18/28 3.4it/s 5.6s<3.0s  37/150 40.1G 1.551 2.18 0.007613 688 640: 68% ━━━━━━━━──── 19/28 3.4it/s 5.9s<2.7s  37/150 40.1G 1.55 2.179 0.00758 682 640: 71% ━━━━━━━━╸─── 20/28 3.4it/s 6.1s<2.4s  37/150 40.1G 1.548 2.176 0.00758 632 640: 75% ━━━━━━━━━─── 21/28 3.4it/s 6.4s<2.0s  37/150 40.1G 1.544 2.164 0.007578 467 640: 79% ━━━━━━━━━─── 22/28 3.4it/s 6.7s<1.8s  37/150 40.1G 1.542 2.162 0.00754 617 640: 82% ━━━━━━━━━╸── 23/28 3.4it/s 7.0s<1.5s  37/150 40.1G 1.541 2.164 0.007556 612 640: 86% ━━━━━━━━━━── 24/28 3.4it/s 7.3s<1.2s  37/150 40.1G 1.54 2.159 0.007547 531 640: 89% ━━━━━━━━━━╸─ 25/28 3.4it/s 7.6s<0.9s  37/150 40.1G 1.545 2.159 0.007527 742 640: 93% ━━━━━━━━━━━─ 26/28 3.4it/s 7.9s<0.6s  37/150 40.1G 1.547 2.161 0.007515 296 640: 96% ━━━━━━━━━━━╸ 27/28 4.4it/s 8.1s<0.2s  37/150 40.1G 1.547 2.161 0.007515 296 640: 100% ━━━━━━━━━━━━ 28/28 3.5it/s 8.1s +  Class Images Instances Box(P R mAP50 mAP50-95): 50% ━━━━━━────── 1/2 1.1it/s 0.3s<0.9s  Class Images Instances Box(P R mAP50 mAP50-95): 100% ━━━━━━━━━━━━ 2/2 5.1it/s 0.4s + all 177 1609 0.765 0.745 0.751 0.428 + + Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size +  38/150 40.1G 1.492 2.145 0.007869 590 640: 0% ──────────── 0/28 0.3s  38/150 40.1G 1.493 2.09 0.0074 562 640: 4% ──────────── 1/28 1.0it/s 0.6s<26.0s  38/150 40.1G 1.506 2.09 0.007468 549 640: 7% ╸─────────── 2/28 1.8it/s 0.9s<14.8s  38/150 40.1G 1.518 2.096 0.007627 581 640: 11% ━─────────── 3/28 2.3it/s 1.2s<11.1s  38/150 40.1G 1.523 2.103 0.007841 535 640: 14% ━╸────────── 4/28 2.6it/s 1.5s<9.2s  38/150 40.1G 1.525 2.102 0.007851 598 640: 18% ━━────────── 5/28 2.9it/s 1.7s<8.1s  38/150 40.1G 1.521 2.093 0.007709 560 640: 21% ━━╸───────── 6/28 3.0it/s 2.0s<7.3s  38/150 40.1G 1.519 2.097 0.007757 551 640: 25% ━━━───────── 7/28 3.1it/s 2.3s<6.8s  38/150 40.1G 1.521 2.099 0.007777 535 640: 29% ━━━───────── 8/28 3.2it/s 2.6s<6.2s  38/150 40.1G 1.531 2.118 0.007662 725 640: 32% ━━━╸──────── 9/28 3.3it/s 2.9s<5.8s  38/150 40.1G 1.524 2.104 0.007637 519 640: 36% ━━━━──────── 10/28 3.3it/s 3.2s<5.5s  38/150 40.1G 1.521 2.098 0.007617 599 640: 39% ━━━━╸─────── 11/28 3.3it/s 3.5s<5.2s  38/150 40.1G 1.525 2.095 0.007591 556 640: 43% ━━━━━─────── 12/28 3.3it/s 3.8s<4.8s  38/150 40.1G 1.523 2.097 0.007566 621 640: 46% ━━━━━╸────── 13/28 3.4it/s 4.1s<4.5s  38/150 40.1G 1.522 2.097 0.007575 578 640: 50% ━━━━━━────── 14/28 3.4it/s 4.4s<4.1s  38/150 40.1G 1.523 2.101 0.007588 649 640: 54% ━━━━━━────── 15/28 3.4it/s 4.7s<3.9s  38/150 40.1G 1.528 2.094 0.007519 715 640: 57% ━━━━━━╸───── 16/28 3.4it/s 5.0s<3.6s  38/150 40.1G 1.527 2.087 0.007483 608 640: 61% ━━━━━━━───── 17/28 3.4it/s 5.3s<3.3s  38/150 40.1G 1.526 2.081 0.007434 629 640: 64% ━━━━━━━╸──── 18/28 3.4it/s 5.6s<2.9s  38/150 40.1G 1.521 2.075 0.007516 456 640: 68% ━━━━━━━━──── 19/28 3.4it/s 5.9s<2.7s  38/150 40.1G 1.522 2.077 0.007475 668 640: 71% ━━━━━━━━╸─── 20/28 3.4it/s 6.2s<2.4s  38/150 40.1G 1.516 2.074 0.007468 522 640: 75% ━━━━━━━━━─── 21/28 3.4it/s 6.5s<2.0s  38/150 40.1G 1.514 2.072 0.007488 470 640: 79% ━━━━━━━━━─── 22/28 3.4it/s 6.7s<1.8s  38/150 40.1G 1.515 2.074 0.007482 560 640: 82% ━━━━━━━━━╸── 23/28 3.4it/s 7.0s<1.5s  38/150 40.1G 1.516 2.072 0.007506 573 640: 86% ━━━━━━━━━━── 24/28 3.4it/s 7.3s<1.2s  38/150 40.1G 1.519 2.073 0.007516 585 640: 89% ━━━━━━━━━━╸─ 25/28 3.4it/s 7.6s<0.9s  38/150 40.1G 1.518 2.071 0.007503 507 640: 93% ━━━━━━━━━━━─ 26/28 3.4it/s 7.9s<0.6s  38/150 40.1G 1.519 2.078 0.007497 280 640: 96% ━━━━━━━━━━━╸ 27/28 4.4it/s 8.1s<0.2s  38/150 40.1G 1.519 2.078 0.007497 280 640: 100% ━━━━��━━━━━━━ 28/28 3.5it/s 8.1s +  Class Images Instances Box(P R mAP50 mAP50-95): 50% ━━━━━━────── 1/2 1.1it/s 0.3s<0.9s  Class Images Instances Box(P R mAP50 mAP50-95): 100% ━━━━━━━━━━━━ 2/2 5.0it/s 0.4s + all 177 1609 0.75 0.714 0.746 0.441 + + Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size +  39/150 40.1G 1.523 2.121 0.007466 623 640: 0% ──────────── 0/28 0.3s  39/150 40.1G 1.502 2.103 0.007682 580 640: 4% ──────────── 1/28 1.0it/s 0.6s<26.1s  39/150 40.1G 1.493 2.039 0.007668 525 640: 7% ╸─────────── 2/28 1.8it/s 0.9s<14.8s  39/150 40.1G 1.49 2.026 0.00755 624 640: 11% ━─────────── 3/28 2.3it/s 1.2s<11.1s  39/150 40.1G 1.496 2.065 0.007905 508 640: 14% ━╸────────── 4/28 2.6it/s 1.4s<9.1s  39/150 40.1G 1.499 2.067 0.007798 629 640: 18% ━━────────── 5/28 2.8it/s 1.8s<8.1s  39/150 40.1G 1.503 2.063 0.007805 622 640: 21% ━━╸───────── 6/28 3.0it/s 2.0s<7.3s  39/150 40.1G 1.504 2.038 0.007655 583 640: 25% ━━━───────── 7/28 3.1it/s 2.3s<6.8s  39/150 40.1G 1.512 2.049 0.007508 761 640: 29% ━━━───────── 8/28 3.2it/s 2.6s<6.2s  39/150 40.1G 1.512 2.049 0.007384 598 640: 32% ━━━╸──────── 9/28 3.3it/s 2.9s<5.8s  39/150 40.1G 1.517 2.062 0.007465 585 640: 36% ━━━━──────── 10/28 3.3it/s 3.2s<5.4s  39/150 40.1G 1.521 2.066 0.00742 620 640: 39% ━━━━╸─────── 11/28 3.4it/s 3.5s<5.1s  39/150 40.1G 1.524 2.078 0.00745 544 640: 43% ━━━━━─────── 12/28 3.4it/s 3.8s<4.7s  39/150 40.1G 1.522 2.081 0.007595 546 640: 46% ━━━━━╸────── 13/28 3.4it/s 4.1s<4.4s  39/150 40.1G 1.523 2.085 0.007563 590 640: 50% ━━━━━━────── 14/28 3.4it/s 4.4s<4.2s  39/150 40.1G 1.526 2.09 0.007501 661 640: 54% ━━━━━━────── 15/28 3.4it/s 4.7s<3.9s  39/150 40.1G 1.527 2.092 0.007524 586 640: 57% ━━━━━━╸───── 16/28 3.4it/s 5.0s<3.5s  39/150 40.1G 1.532 2.102 0.007519 495 640: 61% ━━━━━━━───── 17/28 3.4it/s 5.3s<3.3s  39/150 40.1G 1.536 2.106 0.00741 722 640: 64% ━━━━━━━╸──── 18/28 3.3it/s 5.6s<3.0s  39/150 40.1G 1.535 2.099 0.007374 686 640: 68% ━━━━━━━━──── 19/28 3.4it/s 5.9s<2.7s  39/150 40.1G 1.535 2.102 0.007334 702 640: 71% ━━━━━━━━╸─── 20/28 3.4it/s 6.2s<2.4s  39/150 40.1G 1.535 2.106 0.007324 641 640: 75% ━━━━━━━━━─── 21/28 3.4it/s 6.5s<2.1s  39/150 40.1G 1.532 2.1 0.007312 596 640: 79% ━━━━━━━━━─── 22/28 3.4it/s 6.8s<1.8s  39/150 40.1G 1.531 2.1 0.007307 707 640: 82% ━━━━━━━━━╸── 23/28 3.4it/s 7.0s<1.5s  39/150 40.1G 1.532 2.1 0.007304 659 640: 86% ━━━━━━━━━━── 24/28 3.4it/s 7.3s<1.2s  39/150 40.1G 1.533 2.099 0.007251 715 640: 89% ━━━━━━━━━━╸─ 25/28 3.4it/s 7.6s<0.9s  39/150 40.1G 1.537 2.1 0.007211 747 640: 93% ━━━━━━━━━━━─ 26/28 3.4it/s 7.9s<0.6s  39/150 40.1G 1.539 2.11 0.007192 354 640: 96% ━━━━━━━━━━━╸ 27/28 4.4it/s 8.1s<0.2s  39/150 40.1G 1.539 2.11 0.007192 354 640: 100% ━━━━━━━━━━━━ 28/28 3.5it/s 8.1s +  Class Images Instances Box(P R mAP50 mAP50-95): 50% ━━━━━━────── 1/2 1.1it/s 0.3s<0.9s  Class Images Instances Box(P R mAP50 mAP50-95): 100% ━━━━━━━━━━━━ 2/2 5.0it/s 0.4s + all 177 1609 0.726 0.704 0.729 0.389 + + Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size +  40/150 40.1G 1.547 2.264 0.007379 565 640: 0% ──────────── 0/28 0.3s  40/150 40.1G 1.547 2.24 0.008106 589 640: 4% ──────────── 1/28 1.0s/it 0.6s<27.1s  40/150 40.1G 1.584 2.303 0.008042 723 640: 7% ╸─────────── 2/28 1.7it/s 0.9s<15.1s  40/150 40.1G 1.57 2.257 0.007807 744 640: 11% ━─────────── 3/28 2.2it/s 1.2s<11.2s  40/150 40.1G 1.573 2.224 0.007531 653 640: 14% ━╸────────── 4/28 2.6it/s 1.5s<9.3s  40/150 40.1G 1.558 2.175 0.007316 542 640: 18% ━━────────── 5/28 2.8it/s 1.8s<8.1s  40/150 40.1G 1.564 2.194 0.007428 611 640: 21% ━━╸───────── 6/28 3.0it/s 2.1s<7.3s  40/150 40.1G 1.555 2.164 0.007622 498 640: 25% ━━━───────── 7/28 3.1it/s 2.3s<6.7s  40/150 40.1G 1.547 2.149 0.007613 557 640: 29% ━━━───────── 8/28 3.2it/s 2.6s<6.2s  40/150 40.1G 1.549 2.148 0.007582 655 640: 32% ━━━╸──────── 9/28 3.3it/s 2.9s<5.8s  40/150 40.1G 1.549 2.151 0.007478 631 640: 36% ━━━━──────── 10/28 3.3it/s 3.2s<5.4s  40/150 40.1G 1.545 2.145 0.007457 563 640: 39% ━━━━╸─────── 11/28 3.4it/s 3.5s<5.1s  40/150 40.1G 1.54 2.135 0.007452 514 640: 43% ━━━━━─────── 12/28 3.4it/s 3.8s<4.7s  40/150 40.1G 1.541 2.128 0.007358 672 640: 46% ━━━━━╸────── 13/28 3.4it/s 4.1s<4.5s  40/150 40.1G 1.536 2.113 0.00731 556 640: 50% ━━━━━━────── 14/28 3.4it/s 4.4s<4.2s  40/150 40.1G 1.533 2.104 0.007281 598 640: 54% ━━━━━━────── 15/28 3.3it/s 4.7s<3.9s  40/150 40.1G 1.534 2.109 0.007261 663 640: 57% ━━━━━━╸───── 16/28 3.4it/s 5.0s<3.6s  40/150 40.1G 1.535 2.11 0.007221 648 640: 61% ━━━━━━━───── 17/28 3.4it/s 5.3s<3.2s  40/150 40.1G 1.532 2.11 0.007226 619 640: 64% ━━━━━━━╸──── 18/28 3.4it/s 5.6s<2.9s  40/150 40.1G 1.533 2.114 0.007201 683 640: 68% ━━━━━━━━──── 19/28 3.4it/s 5.9s<2.6s  40/150 40.1G 1.531 2.102 0.007228 531 640: 71% ━━━━━━━━╸─── 20/28 3.4it/s 6.2s<2.3s  40/150 40.1G 1.532 2.107 0.007239 626 640: 75% ━━━━━━━━━─── 21/28 3.4it/s 6.5s<2.0s  40/150 40.1G 1.53 2.107 0.007208 600 640: 79% ━━━━━━━━━─── 22/28 3.4it/s 6.8s<1.8s  40/150 40.1G 1.53 2.11 0.007237 573 640: 82% ━━━━━━━━━╸── 23/28 3.4it/s 7.0s<1.5s  40/150 40.1G 1.53 2.111 0.00723 591 640: 86% ━━━━━━━━━━── 24/28 3.4it/s 7.3s<1.2s  40/150 40.1G 1.532 2.11 0.007194 696 640: 89% ━━━━━━━━━━╸─ 25/28 3.4it/s 7.6s<0.9s  40/150 40.1G 1.527 2.102 0.007153 605 640: 93% ━━━━━━━━━━━─ 26/28 3.4it/s 7.9s<0.6s  40/150 40.1G 1.525 2.097 0.007131 264 640: 96% ━━━━━━━━━━━╸ 27/28 4.4it/s 8.1s<0.2s  40/150 40.1G 1.525 2.097 0.007131 264 640: 100% ━━━━━━━━━━━━ 28/28 3.5it/s 8.1s +  Class Images Instances Box(P R mAP50 mAP50-95): 50% ━━━━━━────── 1/2 1.1it/s 0.3s<0.9s  Class Images Instances Box(P R mAP50 mAP50-95): 100% ━━━━━━━━━━━━ 2/2 4.9it/s 0.4s + all 177 1609 0.669 0.758 0.735 0.441 + + Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size +  41/150 40.1G 1.563 2.202 0.005831 670 640: 0% ──────────── 0/28 0.3s  41/150 40.1G 1.528 2.118 0.006011 669 640: 4% ──────────── 1/28 1.0it/s 0.6s<26.1s  41/150 40.1G 1.515 2.111 0.006504 680 640: 7% ╸─────────── 2/28 1.7it/s 0.9s<14.9s  41/150 40.1G 1.518 2.119 0.006697 599 640: 11% ━─────────── 3/28 2.3it/s 1.2s<11.1s  41/150 40.1G 1.51 2.118 0.006997 517 640: 14% ━╸────────── 4/28 2.6it/s 1.5s<9.2s  41/150 40.1G 1.507 2.089 0.006965 623 640: 18% ━━────────── 5/28 2.9it/s 1.7s<8.1s  41/150 40.1G 1.493 2.059 0.006886 537 640: 21% ━━╸───────── 6/28 3.0it/s 2.1s<7.4s  41/150 40.1G 1.502 2.067 0.00687 620 640: 25% ━━━───────── 7/28 3.1it/s 2.4s<6.8s  41/150 40.1G 1.509 2.083 0.006804 695 640: 29% ━━━───────── 8/28 3.2it/s 2.6s<6.3s  41/150 40.1G 1.501 2.053 0.006696 611 640: 32% ━━━╸──────── 9/28 3.3it/s 2.9s<5.8s  41/150 40.1G 1.5 2.057 0.006632 592 640: 36% ━━━━──────── 10/28 3.3it/s 3.2s<5.5s  41/150 40.1G 1.497 2.05 0.006677 564 640: 39% ━━━━╸─────── 11/28 3.3it/s 3.5s<5.2s  41/150 40.1G 1.5 2.051 0.00666 753 640: 43% ━━━━━─────── 12/28 3.3it/s 3.8s<4.8s  41/150 40.1G 1.5 2.045 0.006711 662 640: 46% ━━━━━╸────── 13/28 3.3it/s 4.1s<4.5s  41/150 40.1G 1.499 2.039 0.006813 520 640: 50% ━━━━━━────── 14/28 3.3it/s 4.4s<4.2s  41/150 40.1G 1.5 2.041 0.006834 605 640: 54% ━━━━━━────── 15/28 3.3it/s 4.7s<4.0s  41/150 40.1G 1.504 2.042 0.00681 630 640: 57% ━━━━━━╸───── 16/28 3.3it/s 5.0s<3.6s  41/150 40.1G 1.506 2.045 0.006911 512 640: 61% ━━━━━━━───── 17/28 3.4it/s 5.3s<3.3s  41/150 40.1G 1.51 2.052 0.006882 663 640: 64% ━━━━━━━╸──── 18/28 3.4it/s 5.6s<3.0s  41/150 40.1G 1.513 2.06 0.006918 664 640: 68% ━━━━━━━━──── 19/28 3.4it/s 5.9s<2.7s  41/150 40.1G 1.51 2.052 0.006906 576 640: 71% ━━━━━━━━╸─── 20/28 3.4it/s 6.2s<2.3s  41/150 40.1G 1.513 2.057 0.007061 515 640: 75% ━━━━━━━━━─── 21/28 3.4it/s 6.5s<2.0s  41/150 40.1G 1.509 2.053 0.007056 591 640: 79% ━━━━━━━━━─── 22/28 3.4it/s 6.8s<1.7s  41/150 40.1G 1.509 2.051 0.00706 675 640: 82% ━━━━━━━━━╸── 23/28 3.4it/s 7.1s<1.5s  41/150 40.1G 1.51 2.052 0.007056 635 640: 86% ━━━━━━━━━━── 24/28 3.4it/s 7.4s<1.2s  41/150 40.1G 1.51 2.054 0.007024 693 640: 89% ━━━━━━━━━━╸─ 25/28 3.4it/s 7.7s<0.9s  41/150 40.1G 1.509 2.048 0.006979 633 640: 93% ━━━━━━━━━━━─ 26/28 3.4it/s 7.9s<0.6s  41/150 40.1G 1.509 2.047 0.007013 257 640: 96% ━━━━━━━━━━━╸ 27/28 4.5it/s 8.1s<0.2s  41/150 40.1G 1.509 2.047 0.007013 257 640: 100% ━━━━━━━━━━━━ 28/28 3.5it/s 8.1s +  Class Images Instances Box(P R mAP50 mAP50-95): 50% ━━━━━━────── 1/2 1.1it/s 0.3s<0.9s  Class Images Instances Box(P R mAP50 mAP50-95): 100% ━━━━━━━━━━━━ 2/2 5.0it/s 0.4s + all 177 1609 0.749 0.711 0.745 0.432 + + Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size +  42/150 40.1G 1.488 1.865 0.006507 560 640: 0% ──────────── 0/28 0.3s  42/150 40.1G 1.539 1.997 0.006909 661 640: 4% ──────────── 1/28 1.0it/s 0.6s<26.4s  42/150 40.1G 1.538 2.064 0.006962 548 640: 7% ╸─────────── 2/28 1.7it/s 0.9s<15.2s  42/150 40.1G 1.53 2.067 0.007173 655 640: 11% ━─────────── 3/28 2.2it/s 1.2s<11.2s  42/150 40.1G 1.529 2.069 0.007258 605 640: 14% ━╸───��────── 4/28 2.6it/s 1.5s<9.3s  42/150 40.1G 1.528 2.073 0.007277 510 640: 18% ━━────────── 5/28 2.8it/s 1.8s<8.1s  42/150 40.1G 1.527 2.067 0.007081 664 640: 21% ━━╸───────── 6/28 3.0it/s 2.1s<7.3s  42/150 40.1G 1.521 2.042 0.007098 568 640: 25% ━━━───────── 7/28 3.1it/s 2.3s<6.7s  42/150 40.1G 1.521 2.035 0.007053 630 640: 29% ━━━───────── 8/28 3.2it/s 2.6s<6.2s  42/150 40.1G 1.514 2.021 0.007049 565 640: 32% ━━━╸──────── 9/28 3.3it/s 2.9s<5.8s  42/150 40.1G 1.517 2.022 0.007107 694 640: 36% ━━━━──────── 10/28 3.3it/s 3.2s<5.4s  42/150 40.1G 1.515 2.025 0.007109 680 640: 39% ━━━━╸─────── 11/28 3.4it/s 3.5s<5.1s  42/150 40.1G 1.515 2.026 0.007093 640 640: 43% ━━━━━─────── 12/28 3.4it/s 3.8s<4.7s  42/150 40.1G 1.517 2.041 0.00714 632 640: 46% ━━━━━╸────── 13/28 3.4it/s 4.1s<4.4s  42/150 40.1G 1.517 2.048 0.007164 654 640: 50% ━━━━━━────── 14/28 3.4it/s 4.4s<4.2s  42/150 40.1G 1.525 2.057 0.007158 669 640: 54% ━━━━━━────── 15/28 3.4it/s 4.7s<3.8s  42/150 40.1G 1.527 2.053 0.00716 611 640: 57% ━━━━━━╸───── 16/28 3.4it/s 5.0s<3.5s  42/150 40.1G 1.525 2.05 0.00722 499 640: 61% ━━━━━━━───── 17/28 3.4it/s 5.3s<3.2s  42/150 40.1G 1.531 2.065 0.007223 696 640: 64% ━━━━━━━╸──── 18/28 3.4it/s 5.6s<2.9s  42/150 40.1G 1.531 2.059 0.007279 539 640: 68% ━━━━━━━━──── 19/28 3.4it/s 5.9s<2.7s  42/150 40.1G 1.535 2.063 0.007256 671 640: 71% ━━━━━━━━╸─── 20/28 3.4it/s 6.2s<2.4s  42/150 40.1G 1.537 2.06 0.007216 720 640: 75% ━━━━━━━━━─── 21/28 3.4it/s 6.4s<2.1s  42/150 40.1G 1.537 2.06 0.007202 608 640: 79% ━━━━━━━━━─── 22/28 3.4it/s 6.7s<1.8s  42/150 40.1G 1.535 2.057 0.0072 478 640: 82% ━━━━━━━━━╸── 23/28 3.4it/s 7.0s<1.5s  42/150 40.1G 1.534 2.058 0.007152 577 640: 86% ━━━━━━━━━━── 24/28 3.4it/s 7.3s<1.2s  42/150 40.1G 1.536 2.063 0.007153 592 640: 89% ━━━━━━━━━━╸─ 25/28 3.4it/s 7.6s<0.9s  42/150 40.1G 1.537 2.065 0.007162 619 640: 93% ━━━━━━━━━━━─ 26/28 3.4it/s 7.9s<0.6s  42/150 40.1G 1.538 2.068 0.007197 299 640: 96% ━━━━━━━━━━━╸ 27/28 4.4it/s 8.1s<0.2s  42/150 40.1G 1.538 2.068 0.007197 299 640: 100% ━━━━━━━━━━━━ 28/28 3.5it/s 8.1s +  Class Images Instances Box(P R mAP50 mAP50-95): 50% ━━━━━━────── 1/2 1.1it/s 0.3s<0.9s  Class Images Instances Box(P R mAP50 mAP50-95): 100% ━━━━━━━━━━━━ 2/2 4.9it/s 0.4s + all 177 1609 0.706 0.707 0.725 0.391 + + Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size +  43/150 40.1G 1.589 2.122 0.006008 792 640: 0% ──────────── 0/28 0.3s  43/150 40.1G 1.572 2.096 0.006713 628 640: 4% ──────────── 1/28 1.0s/it 0.6s<27.2s  43/150 40.1G 1.551 2.162 0.007034 520 640: 7% ╸─────────── 2/28 1.7it/s 0.9s<15.1s  43/150 40.1G 1.544 2.13 0.006878 629 640: 11% ━─────────── 3/28 2.2it/s 1.2s<11.2s  43/150 40.1G 1.538 2.116 0.006918 689 640: 14% ━╸────────── 4/28 2.6it/s 1.5s<9.3s  43/150 40.1G 1.537 2.097 0.006774 669 640: 18% ━━────────── 5/28 2.8it/s 1.8s<8.1s  43/150 40.1G 1.545 2.104 0.006846 580 640: 21% ━━╸───────── 6/28 3.0it/s 2.1s<7.3s  43/150 40.1G 1.543 2.102 0.006964 603 640: 25% ━━━───────── 7/28 3.1it/s 2.4s<6.7s  43/150 40.1G 1.546 2.131 0.00694 665 640: 29% ━━━───────── 8/28 3.2it/s 2.7s<6.3s  43/150 40.1G 1.535 2.113 0.00703 537 640: 32% ━━━╸──────── 9/28 3.2it/s 3.0s<5.9s  43/150 40.1G 1.526 2.082 0.007022 461 640: 36% ━━━━──────── 10/28 3.3it/s 3.2s<5.5s  43/150 40.1G 1.53 2.073 0.006986 689 640: 39% ━━━━╸─────── 11/28 3.3it/s 3.5s<5.1s  43/150 40.1G 1.526 2.078 0.007028 499 640: 43% ━━━━━─────── 12/28 3.4it/s 3.8s<4.8s  43/150 40.1G 1.52 2.071 0.007021 611 640: 46% ━━━━━╸────── 13/28 3.4it/s 4.1s<4.4s  43/150 40.1G 1.52 2.082 0.007011 653 640: 50% ━━━━━━────── 14/28 3.4it/s 4.4s<4.1s  43/150 40.1G 1.523 2.077 0.007036 679 640: 54% ━━━━━━────── 15/28 3.4it/s 4.7s<3.8s  43/150 40.1G 1.525 2.075 0.007075 704 640: 57% ━━━━━━╸───── 16/28 3.4it/s 5.0s<3.5s  43/150 40.1G 1.527 2.069 0.007116 632 640: 61% ━━━━━━━───── 17/28 3.4it/s 5.3s<3.2s  43/150 40.1G 1.526 2.065 0.007099 566 640: 64% ━━━━━━━╸──── 18/28 3.4it/s 5.6s<2.9s  43/150 40.1G 1.532 2.068 0.007085 694 640: 68% ━━━━━━━━──── 19/28 3.4it/s 5.9s<2.6s  43/150 40.1G 1.532 2.067 0.007071 692 640: 71% ━━━━━━━━╸─── 20/28 3.4it/s 6.2s<2.3s  43/150 40.1G 1.528 2.059 0.00702 632 640: 75% ━━━━━━━━━─── 21/28 3.4it/s 6.5s<2.1s  43/150 40.1G 1.526 2.049 0.007021 605 640: 79% ━━━━━━━━━─── 22/28 3.4it/s 6.8s<1.8s  43/150 40.1G 1.524 2.041 0.007068 530 640: 82% ━━━━━━━━━╸── 23/28 3.4it/s 7.1s<1.5s  43/150 40.1G 1.522 2.029 0.007041 545 640: 86% ━━━━━━━━━━── 24/28 3.4it/s 7.3s<1.2s  43/150 40.1G 1.522 2.023 0.007042 549 640: 89% ━━━━━━━━━━╸─ 25/28 3.4it/s 7.6s<0.9s  43/150 40.1G 1.523 2.033 0.007027 697 640: 93% ━━━━━━━━━━━─ 26/28 3.4it/s 7.9s<0.6s  43/150 40.1G 1.524 2.04 0.007034 322 640: 96% ━━━━━━━━━━━╸ 27/28 4.4it/s 8.1s<0.2s  43/150 40.1G 1.524 2.04 0.007034 322 640: 100% ━━━━━━━━━━━━ 28/28 3.5it/s 8.1s +  Class Images Instances Box(P R mAP50 mAP50-95): 50% ━━━━━━────── 1/2 1.1it/s 0.3s<0.9s  Class Images Instances Box(P R mAP50 mAP50-95): 100% ━━━━━━━━━━━━ 2/2 5.0it/s 0.4s + all 177 1609 0.709 0.72 0.723 0.408 + + Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size +  44/150 40.1G 1.457 2.069 0.007725 560 640: 0% ──────────── 0/28 0.3s  44/150 40.1G 1.509 2.039 0.007413 717 640: 4% ──────────── 1/28 1.0s/it 0.6s<27.9s  44/150 40.1G 1.52 2.056 0.007181 617 640: 7% ╸─────────── 2/28 1.7it/s 0.9s<15.2s  44/150 40.1G 1.53 2.063 0.007335 623 640: 11% ━─────────── 3/28 2.2it/s 1.2s<11.3s  44/150 40.1G 1.535 2.08 0.00756 577 640: 14% ━╸────────── 4/28 2.5it/s 1.5s<9.5s  44/150 40.1G 1.544 2.079 0.007265 731 640: 18% ━━────────── 5/28 2.8it/s 1.8s<8.3s  44/150 40.1G 1.525 2.067 0.007278 464 640: 21% ━━╸───────── 6/28 3.0it/s 2.1s<7.3s  44/150 40.1G 1.526 2.064 0.007253 592 640: 25% ━━━───────── 7/28 3.1it/s 2.4s<6.8s  44/150 40.1G 1.508 2.042 0.007285 414 640: 29% ━━━───────── 8/28 3.2it/s 2.7s<6.3s  44/150 40.1G 1.505 2.027 0.007304 521 640: 32% ━━━╸──────── 9/28 3.2it/s 3.0s<5.9s  44/150 40.1G 1.519 2.042 0.007142 954 640: 36% ━━━━──────── 10/28 3.3it/s 3.3s<5.5s  44/150 40.1G 1.527 2.047 0.007215 679 640: 39% ━━━━╸─────── 11/28 3.3it/s 3.6s<5.1s  44/150 40.1G 1.529 2.059 0.007131 603 640: 43% ━━━━━─────── 12/28 3.4it/s 3.9s<4.8s  44/150 40.1G 1.527 2.054 0.007133 581 640: 46% ━━━━━╸────── 13/28 3.3it/s 4.2s<4.5s  44/150 40.1G 1.526 2.049 0.007147 575 640: 50% ━━━━━━────── 14/28 3.3it/s 4.5s<4.2s  44/150 40.1G 1.527 2.049 0.007191 622 640: 54% ━━━━━━────── 15/28 3.3it/s 4.8s<3.9s  44/150 40.1G 1.521 2.041 0.007118 587 640: 57% ━━━━━━╸───── 16/28 3.4it/s 5.1s<3.6s  44/150 40.1G 1.517 2.042 0.007127 518 640: 61% ━━━━━━━───── 17/28 3.4it/s 5.3s<3.3s  44/150 40.1G 1.516 2.032 0.007097 537 640: 64% ━━━━━━━╸──── 18/28 3.4it/s 5.6s<2.9s  44/150 40.1G 1.513 2.03 0.007078 546 640: 68% ━━━━━━━━──── 19/28 3.4it/s 5.9s<2.6s  44/150 40.1G 1.511 2.023 0.007082 576 640: 71% ━━━━━━━━╸─── 20/28 3.4it/s 6.2s<2.3s  44/150 40.1G 1.51 2.02 0.007085 710 640: 75% ━━━━━━━━━─── 21/28 3.4it/s 6.5s<2.0s  44/150 40.1G 1.514 2.026 0.007084 683 640: 79% ━━━━━━━━━─── 22/28 3.4it/s 6.8s<1.8s  44/150 40.1G 1.513 2.029 0.007075 577 640: 82% ━━━━━━━━━╸── 23/28 3.4it/s 7.1s<1.5s  44/150 40.1G 1.51 2.033 0.007089 567 640: 86% ━━━━━━━━━━── 24/28 3.4it/s 7.4s<1.2s  44/150 40.1G 1.509 2.028 0.0071 535 640: 89% ━━━━━━━━━━╸─ 25/28 3.4it/s 7.7s<0.9s  44/150 40.1G 1.511 2.033 0.007058 734 640: 93% ━━━━━━━━━━━─ 26/28 3.4it/s 8.0s<0.6s  44/150 40.1G 1.511 2.035 0.007091 249 640: 96% ━━━━━━━━━━━╸ 27/28 4.4it/s 8.1s<0.2s  44/150 40.1G 1.511 2.035 0.007091 249 640: 100% ━━━━━━━━━━━━ 28/28 3.4it/s 8.1s +  Class Images Instances Box(P R mAP50 mAP50-95): 50% ━━━━━━────── 1/2 1.1it/s 0.3s<0.9s  Class Images Instances Box(P R mAP50 mAP50-95): 100% ━━━━━━━━━━━━ 2/2 5.0it/s 0.4s + all 177 1609 0.678 0.715 0.737 0.432 + + Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size +  45/150 40.1G 1.406 1.859 0.0066 531 640: 0% ──────────── 0/28 0.3s  45/150 40.1G 1.452 1.881 0.006344 667 640: 4% ──────────── 1/28 1.0s/it 0.6s<27.2s  45/150 40.1G 1.449 1.899 0.00698 514 640: 7% ╸─────────── 2/28 1.7it/s 0.9s<14.9s  45/150 40.1G 1.479 1.921 0.00682 666 640: 11% ━─────────── 3/28 2.2it/s 1.2s<11.3s  45/150 40.1G 1.472 1.927 0.006859 566 640: 14% ━╸────────── 4/28 2.6it/s 1.5s<9.3s  45/150 40.1G 1.48 1.931 0.006793 608 640: 18% ━━────────── 5/28 2.8it/s 1.8s<8.2s  45/150 40.1G 1.482 1.927 0.006782 678 640: 21% ━━╸───────── 6/28 3.0it/s 2.1s<7.4s  45/150 40.1G 1.498 1.984 0.006916 653 640: 25% ━━━───────── 7/28 3.1it/s 2.4s<6.7s  45/150 40.1G 1.5 1.982 0.006966 588 640: 29% ━━━───────── 8/28 3.2it/s 2.6s<6.2s  45/150 40.1G 1.501 1.984 0.006897 602 640: 32% ━━━╸──────── 9/28 3.2it/s 3.0s<5.9s  45/150 40.1G 1.5 1.997 0.00692 714 640: 36% ━━━━──────── 10/28 3.3it/s 3.2s<5.5s  45/150 40.1G 1.494 1.999 0.006977 540 640: 39% ━━━━╸─────── 11/28 3.3it/s 3.5s<5.1s  45/150 40.1G 1.499 2.009 0.006948 705 640: 43% ━━━━━─────── 12/28 3.4it/s 3.8s<4.8s  45/150 40.1G 1.5 2.009 0.007025 488 640: 46% ━━━━━╸────── 13/28 3.4it/s 4.1s<4.5s  45/150 40.1G 1.498 2.013 0.007031 663 640: 50% ━━━━━━────── 14/28 3.4it/s 4.4s<4.1s  45/150 40.1G 1.494 2.014 0.007116 528 640: 54% ━━━━━━────── 15/28 3.4it/s 4.7s<3.8s  45/150 40.1G 1.49 2.012 0.007115 583 640: 57% ━━━━━━╸───── 16/28 3.4it/s 5.0s<3.5s  45/150 40.1G 1.491 2.022 0.007135 658 640: 61% ━━━━━━━───── 17/28 3.4it/s 5.3s<3.2s  45/150 40.1G 1.49 2.022 0.007157 563 640: 64% ━━━━━━━╸──── 18/28 3.4it/s 5.6s<3.0s  45/150 40.1G 1.489 2.021 0.007155 595 640: 68% ━━━━━━━━──── 19/28 3.4it/s 5.9s<2.7s  45/150 40.1G 1.489 2.026 0.007151 617 640: 71% ━━━━━━━━╸─── 20/28 3.4it/s 6.2s<2.3s  45/150 40.1G 1.488 2.024 0.007176 478 640: 75% ━━━━━━━━━─── 21/28 3.4it/s 6.5s<2.1s  45/150 40.1G 1.488 2.019 0.007184 637 640: 79% ━━━━━━━━━─── 22/28 3.4it/s 6.8s<1.8s  45/150 40.1G 1.49 2.02 0.007146 752 640: 82% ━━━━━━━━━╸── 23/28 3.4it/s 7.1s<1.5s  45/150 40.1G 1.488 2.013 0.007171 544 640: 86% ━━━━━━━━━━── 24/28 3.4it/s 7.4s<1.2s  45/150 40.1G 1.49 2.018 0.007186 606 640: 89% ━━━━━━━━━━╸─ 25/28 3.4it/s 7.7s<0.9s  45/150 40.1G 1.491 2.027 0.007242 516 640: 93% ━━━━━━━━━━━─ 26/28 3.4it/s 7.9s<0.6s  45/150 40.1G 1.491 2.03 0.00724 223 640: 96% ━━━━━━━━━━━╸ 27/28 4.4it/s 8.1s<0.2s  45/150 40.1G 1.491 2.03 0.00724 223 640: 100% ━━━━━━━━━━━━ 28/28 3.5it/s 8.1s +  Class Images Instances Box(P R mAP50 mAP50-95): 50% ━━━━━━────── 1/2 1.1it/s 0.3s<0.9s  Class Images Instances Box(P R mAP50 mAP50-95): 100% ━━━━━━━━━━━━ 2/2 5.1it/s 0.4s + all 177 1609 0.797 0.682 0.731 0.433 + + Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size +  46/150 40.1G 1.486 2.041 0.007103 586 640: 0% ──────────── 0/28 0.3s  46/150 40.1G 1.55 2.141 0.007386 713 640: 4% ──────────── 1/28 1.0it/s 0.6s<26.6s  46/150 40.1G 1.525 2.09 0.006815 711 640: 7% ╸─────────── 2/28 1.7it/s 0.9s<14.9s  46/150 40.1G 1.521 2.051 0.006678 642 640: 11% ━─────────── 3/28 2.3it/s 1.2s<11.1s  46/150 40.1G 1.51 2.086 0.006683 577 640: 14% ━╸────────── 4/28 2.6it/s 1.5s<9.2s  46/150 40.1G 1.504 2.105 0.006776 620 640: 18% ━━────────── 5/28 2.8it/s 1.8s<8.1s  46/150 40.1G 1.497 2.09 0.006902 474 640: 21% ━━╸───────── 6/28 3.0it/s 2.0s<7.3s  46/150 40.1G 1.486 2.082 0.006954 510 640: 25% ━━━───────── 7/28 3.1it/s 2.3s<6.7s  46/150 40.1G 1.476 2.07 0.006955 517 640: 29% ━━━───────── 8/28 3.2it/s 2.6s<6.2s  46/150 40.1G 1.48 2.07 0.00694 604 640: 32% ━━━╸──────── 9/28 3.3it/s 2.9s<5.8s  46/150 40.1G 1.486 2.074 0.006905 677 640: 36% ━━━━──────── 10/28 3.3it/s 3.2s<5.4s  46/150 40.1G 1.481 2.072 0.006836 660 640: 39% ━━━━╸─────── 11/28 3.4it/s 3.5s<5.1s  46/150 40.1G 1.476 2.064 0.006851 612 640: 43% ━━━━━─────── 12/28 3.4it/s 3.8s<4.7s  46/150 40.1G 1.477 2.045 0.006833 581 640: 46% ━━━━━╸────── 13/28 3.4it/s 4.1s<4.4s  46/150 40.1G 1.477 2.047 0.006812 584 640: 50% ━━━━━━────── 14/28 3.4it/s 4.4s<4.1s  46/150 40.1G 1.471 2.029 0.006803 552 640: 54% ━━━━━━────── 15/28 3.4it/s 4.7s<3.8s  46/150 40.1G 1.471 2.023 0.006727 763 640: 57% ━━━━━━╸───── 16/28 3.4it/s 5.0s<3.5s  46/150 40.1G 1.47 2.013 0.006676 589 640: 61% ━━━━━━━───── 17/28 3.4it/s 5.3s<3.2s  46/150 40.1G 1.471 2.017 0.006693 616 640: 64% ━━━━━━━╸──── 18/28 3.4it/s 5.6s<2.9s  46/150 40.1G 1.468 2.004 0.006676 586 640: 68% ━━━━━━━━──── 19/28 3.4it/s 5.9s<2.6s  46/150 40.1G 1.472 2.006 0.006634 741 640: 71% ━━━━━━━━╸─── 20/28 3.4it/s 6.1s<2.3s  46/150 40.1G 1.474 2.015 0.006661 715 640: 75% ━━━━━━━━━─── 21/28 3.4it/s 6.4s<2.0s  46/150 40.1G 1.475 2.013 0.006727 624 640: 79% ━━━━━━━━━─── 22/28 3.4it/s 6.7s<1.8s  46/150 40.1G 1.474 2.012 0.00674 627 640: 82% ━━━━━━━━━╸── 23/28 3.4it/s 7.0s<1.5s  46/150 40.1G 1.478 2.019 0.006886 502 640: 86% ━━━━━━━━━━── 24/28 3.4it/s 7.3s<1.2s  46/150 40.1G 1.476 2.016 0.00685 588 640: 89% ━━━━━━━━━━╸─ 25/28 3.4it/s 7.6s<0.9s  46/150 40.1G 1.475 2.015 0.00689 545 640: 93% ━━━━━━━━━━━─ 26/28 3.4it/s 7.9s<0.6s  46/150 40.1G 1.477 2.009 0.006841 273 640: 96% ━━━━━━━━━━━╸ 27/28 4.4it/s 8.1s<0.2s  46/150 40.1G 1.477 2.009 0.006841 273 640: 100% ━━━━━━━━━━━━ 28/28 3.5it/s 8.1s +  Class Images Instances Box(P R mAP50 mAP50-95): 50% ━━━━━━────── 1/2 1.1it/s 0.3s<0.9s  Class Images Instances Box(P R mAP50 mAP50-95): 100% ━━━━━━━━━━━━ 2/2 5.0it/s 0.4s + all 177 1609 0.717 0.682 0.734 0.441 + + Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size +  47/150 40.1G 1.502 2.017 0.007441 606 640: 0% ──────────── 0/28 0.3s  47/150 40.1G 1.479 1.994 0.007637 539 640: 4% ──────────── 1/28 1.0it/s 0.6s<26.0s  47/150 40.1G 1.471 1.961 0.007381 645 640: 7% ╸─────────── 2/28 1.8it/s 0.9s<14.7s  47/150 40.1G 1.449 1.947 0.007173 539 640: 11% ━─────────── 3/28 2.3it/s 1.2s<11.1s  47/150 40.1G 1.443 1.958 0.007312 560 640: 14% ━╸────────── 4/28 2.6it/s 1.4s<9.2s  47/150 40.1G 1.431 1.923 0.007191 565 640: 18% ━━────────── 5/28 2.8it/s 1.8s<8.2s  47/150 40.1G 1.437 1.911 0.007418 409 640: 21% ━━╸───────── 6/28 3.0it/s 2.0s<7.3s  47/150 40.1G 1.447 1.931 0.0073 691 640: 25% ━━━───────── 7/28 3.1it/s 2.3s<6.7s  47/150 40.1G 1.453 1.975 0.007344 670 640: 29% ━━━───────── 8/28 3.2it/s 2.6s<6.2s  47/150 40.1G 1.455 1.977 0.007239 621 640: 32% ━━━╸──────── 9/28 3.3it/s 2.9s<5.8s  47/150 40.1G 1.45 1.979 0.007191 527 640: 36% ━━━━──────── 10/28 3.3it/s 3.2s<5.4s  47/150 40.1G 1.45 1.977 0.007159 653 640: 39% ━━━━╸─────── 11/28 3.4it/s 3.5s<5.1s  47/150 40.1G 1.456 1.981 0.007152 633 640: 43% ━━━━━─────── 12/28 3.4it/s 3.8s<4.7s  47/150 40.1G 1.458 1.968 0.007086 669 640: 46% ━━━━━╸────── 13/28 3.4it/s 4.1s<4.4s  47/150 40.1G 1.467 1.983 0.007075 765 640: 50% ━━━━━━────── 14/28 3.4it/s 4.4s<4.2s  47/150 40.1G 1.469 1.978 0.007 634 640: 54% ━━━━━━────── 15/28 3.4it/s 4.7s<3.8s  47/150 40.1G 1.468 1.982 0.007056 514 640: 57% ━━━━━━╸───── 16/28 3.4it/s 5.0s<3.5s  47/150 40.1G 1.468 1.975 0.006961 704 640: 61% ━━━━━━━───── 17/28 3.4it/s 5.3s<3.2s  47/150 40.1G 1.469 1.979 0.007015 615 640: 64% ━━━━━━━╸──── 18/28 3.4it/s 5.6s<3.0s  47/150 40.1G 1.465 1.968 0.006978 567 640: 68% ━━━━━━━━──── 19/28 3.4it/s 5.9s<2.6s  47/150 40.1G 1.464 1.972 0.006945 692 640: 71% ━━━━━━━━╸─── 20/28 3.4it/s 6.1s<2.3s  47/150 40.1G 1.462 1.967 0.006927 575 640: 75% ━━━━━━━━━─── 21/28 3.4it/s 6.4s<2.0s  47/150 40.1G 1.46 1.963 0.006914 652 640: 79% ━━━━━━━━━─── 22/28 3.4it/s 6.7s<1.8s  47/150 40.1G 1.464 1.962 0.006888 652 640: 82% ━━━━━━━━━╸── 23/28 3.4it/s 7.0s<1.5s  47/150 40.1G 1.464 1.957 0.006875 635 640: 86% ━━━━━━━━━━── 24/28 3.4it/s 7.3s<1.2s  47/150 40.1G 1.463 1.953 0.006855 665 640: 89% ━━━━━━━━━━╸─ 25/28 3.3it/s 7.6s<0.9s  47/150 40.1G 1.465 1.957 0.006899 572 640: 93% ━━━━━━━━━━━─ 26/28 3.4it/s 7.9s<0.6s  47/150 40.1G 1.463 1.946 0.006926 242 640: 96% ━━━━━━━━━━━╸ 27/28 4.4it/s 8.1s<0.2s  47/150 40.1G 1.463 1.946 0.006926 242 640: 100% ━━━━━━━━━━━━ 28/28 3.5it/s 8.1s +  Class Images Instances Box(P R mAP50 mAP50-95): 50% ━━━━━━────── 1/2 1.1it/s 0.3s<0.9s  Class Images Instances Box(P R mAP50 mAP50-95): 100% ━━━━━━━━━━━━ 2/2 4.9it/s 0.4s + all 177 1609 0.727 0.712 0.724 0.408 + + Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size +  48/150 40.1G 1.43 1.815 0.006084 613 640: 0% ──────────── 0/28 0.3s  48/150 40.1G 1.485 1.953 0.006251 737 640: 4% ──────────── 1/28 1.0it/s 0.6s<26.3s  48/150 40.1G 1.485 1.974 0.006484 662 640: 7% ╸─────────── 2/28 1.8it/s 0.9s<14.8s  48/150 40.1G 1.48 1.946 0.006769 547 640: 11% ━─────────── 3/28 2.2it/s 1.2s<11.3s  48/150 40.1G 1.469 1.929 0.006703 585 640: 14% ━╸────────── 4/28 2.6it/s 1.5s<9.3s  48/150 40.1G 1.468 1.958 0.006721 668 640: 18% ━━────────── 5/28 2.8it/s 1.8s<8.2s  48/150 40.1G 1.458 1.935 0.006668 626 640: 21% ━━╸───────── 6/28 3.0it/s 2.1s<7.3s  48/150 40.1G 1.459 1.915 0.006639 631 640: 25% ━━━───────── 7/28 3.1it/s 2.4s<6.8s  48/150 40.1G 1.468 1.927 0.006602 707 640: 29% ━━━───────── 8/28 3.2it/s 2.6s<6.3s  48/150 40.1G 1.473 1.931 0.006738 566 640: 32% ━━━╸──────── 9/28 3.3it/s 2.9s<5.8s  48/150 40.1G 1.478 1.942 0.007025 470 640: 36% ━━━━──────── 10/28 3.3it/s 3.2s<5.4s  48/150 40.1G 1.483 1.953 0.007043 638 640: 39% ━━━━╸─────── 11/28 3.3it/s 3.5s<5.1s  48/150 40.1G 1.482 1.947 0.006979 641 640: 43% ━━━━━─────── 12/28 3.4it/s 3.8s<4.7s  48/150 40.1G 1.484 1.953 0.007046 632 640: 46% ━━━━━╸────── 13/28 3.4it/s 4.1s<4.4s  48/150 40.1G 1.484 1.958 0.007011 743 640: 50% ━━━━━━────── 14/28 3.4it/s 4.4s<4.2s  48/150 40.1G 1.486 1.959 0.006968 717 640: 54% ━━━━━━────── 15/28 3.4it/s 4.7s<3.8s  48/150 40.1G 1.486 1.958 0.00689 670 640: 57% ━━━━━━╸───── 16/28 3.4it/s 5.0s<3.5s  48/150 40.1G 1.488 1.962 0.006878 724 640: 61% ━━━━━━━───── 17/28 3.4it/s 5.3s<3.2s  48/150 40.1G 1.493 1.964 0.006836 674 640: 64% ━━━━━━━╸──── 18/28 3.4it/s 5.6s<2.9s  48/150 40.1G 1.496 1.962 0.006889 667 640: 68% ━━━━━━━━──── 19/28 3.4it/s 5.9s<2.6s  48/150 40.1G 1.496 1.965 0.006843 757 640: 71% ━━━━━━━━╸─── 20/28 3.4it/s 6.2s<2.3s  48/150 40.1G 1.498 1.97 0.006858 618 640: 75% ━━━━━━━━━─── 21/28 3.4it/s 6.5s<2.0s  48/150 40.1G 1.493 1.965 0.006859 615 640: 79% ━━━━━━━━━─── 22/28 3.4it/s 6.7s<1.8s  48/150 40.1G 1.491 1.964 0.006863 566 640: 82% ━━━━━━━━━╸── 23/28 3.4it/s 7.0s<1.5s  48/150 40.1G 1.49 1.96 0.006896 505 640: 86% ━━━━━━━━━━── 24/28 3.4it/s 7.3s<1.2s  48/150 40.1G 1.49 1.96 0.006923 581 640: 89% ━━━━━━━━━━╸─ 25/28 3.4it/s 7.6s<0.9s  48/150 40.1G 1.49 1.961 0.006933 579 640: 93% ━━━━━━━━━━━─ 26/28 3.4it/s 7.9s<0.6s  48/150 40.1G 1.488 1.966 0.006949 229 640: 96% ━━━━━━━━━━━╸ 27/28 4.4it/s 8.1s<0.2s  48/150 40.1G 1.488 1.966 0.006949 229 640: 100% ━━━━━━━━━━━━ 28/28 3.5it/s 8.1s +  Class Images Instances Box(P R mAP50 mAP50-95): 50% ━━━━━━────── 1/2 1.1it/s 0.3s<0.9s  Class Images Instances Box(P R mAP50 mAP50-95): 100% ━━━━━━━━━━━━ 2/2 4.9it/s 0.4s + all 177 1609 0.731 0.74 0.743 0.416 + + Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size +  49/150 40.1G 1.409 1.809 0.007173 587 640: 0% ──────────── 0/28 0.3s  49/150 40.1G 1.419 1.812 0.007137 596 640: 4% ──────────── 1/28 1.0it/s 0.6s<26.2s  49/150 40.1G 1.421 1.799 0.006794 671 640: 7% ╸─────────── 2/28 1.8it/s 0.9s<14.8s  49/150 40.1G 1.456 1.867 0.006651 731 640: 11% ━─────────── 3/28 2.2it/s 1.2s<11.2s  49/150 40.1G 1.464 1.899 0.006543 630 640: 14% ━╸────────── 4/28 2.6it/s 1.5s<9.2s  49/150 40.1G 1.464 1.922 0.006624 505 640: 18% ━━────────── 5/28 2.8it/s 1.8s<8.1s  49/150 40.1G 1.468 1.98 0.006862 542 640: 21% ━━╸───────── 6/28 3.0it/s 2.0s<7.3s  49/150 40.1G 1.47 1.963 0.00687 572 640: 25% ━━━───────── 7/28 3.1it/s 2.3s<6.7s  49/150 40.1G 1.469 1.96 0.006953 517 640: 29% ━━━───────── 8/28 3.2it/s 2.6s<6.2s  49/150 40.1G 1.464 1.946 0.006944 552 640: 32% ━━━╸──────── 9/28 3.3it/s 2.9s<5.8s  49/150 40.1G 1.467 1.957 0.00694 629 640: 36% ━━━━──────── 10/28 3.3it/s 3.2s<5.4s  49/150 40.1G 1.474 1.954 0.006936 593 640: 39% ━━━━╸─────── 11/28 3.3it/s 3.5s<5.1s  49/150 40.1G 1.479 1.963 0.006959 615 640: 43% ━━━━━─────── 12/28 3.4it/s 3.8s<4.7s  49/150 40.1G 1.477 1.969 0.006993 526 640: 46% ━━━━━╸────── 13/28 3.4it/s 4.1s<4.4s  49/150 40.1G 1.474 1.96 0.006965 613 640: 50% ━━━━━━────── 14/28 3.4it/s 4.4s<4.1s  49/150 40.1G 1.473 1.957 0.006907 565 640: 54% ━━━━━━────── 15/28 3.4it/s 4.7s<3.8s  49/150 40.1G 1.474 1.953 0.006918 628 640: 57% ━━━━━━╸───── 16/28 3.4it/s 5.0s<3.5s  49/150 40.1G 1.473 1.949 0.006958 533 640: 61% ━━━━━━━───── 17/28 3.4it/s 5.3s<3.3s  49/150 40.1G 1.473 1.951 0.007003 481 640: 64% ━━━━━━━╸──── 18/28 3.3it/s 5.6s<3.0s  49/150 40.1G 1.475 1.963 0.007066 544 640: 68% ━━━━━━━━──── 19/28 3.4it/s 5.9s<2.7s  49/150 40.1G 1.477 1.96 0.00702 708 640: 71% ━━━━━━━━╸─── 20/28 3.4it/s 6.2s<2.4s  49/150 40.1G 1.479 1.961 0.007044 603 640: 75% ━━━━━━━━━─── 21/28 3.4it/s 6.5s<2.1s  49/150 40.1G 1.479 1.963 0.007026 581 640: 79% ━━━━━━━━━─── 22/28 3.3it/s 6.8s<1.8s  49/150 40.1G 1.478 1.958 0.007013 629 640: 82% ━━━━━━━━━╸── 23/28 3.4it/s 7.1s<1.5s  49/150 40.1G 1.478 1.962 0.007005 559 640: 86% ━━━━━━━━━━── 24/28 3.4it/s 7.4s<1.2s  49/150 40.1G 1.477 1.954 0.006962 604 640: 89% ━━━━━━━━━━╸─ 25/28 3.4it/s 7.6s<0.9s  49/150 40.1G 1.477 1.947 0.00696 584 640: 93% ━━━━━━━━━━━─ 26/28 3.4it/s 7.9s<0.6s  49/150 40.1G 1.473 1.937 0.006898 287 640: 96% ━━━━━━━━━━━╸ 27/28 4.4it/s 8.1s<0.2s  49/150 40.1G 1.473 1.937 0.006898 287 640: 100% ━━━━━━━━━━━━ 28/28 3.5it/s 8.1s +  Class Images Instances Box(P R mAP50 mAP50-95): 50% ━━━━━━────── 1/2 1.1it/s 0.3s<0.9s  Class Images Instances Box(P R mAP50 mAP50-95): 100% ━━━━━━━━━━━━ 2/2 5.0it/s 0.4s + all 177 1609 0.653 0.693 0.724 0.394 + + Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size +  50/150 40.1G 1.536 1.905 0.006417 610 640: 0% ──────────── 0/28 0.3s  50/150 40.1G 1.537 1.97 0.006617 647 640: 4% ──────────── 1/28 1.0it/s 0.6s<26.2s  50/150 40.1G 1.549 2.006 0.006693 632 640: 7% ╸─────────── 2/28 1.8it/s 0.9s<14.8s  50/150 40.1G 1.524 1.974 0.007247 508 640: 11% ━─────────── 3/28 2.3it/s 1.2s<11.1s  50/150 40.1G 1.526 1.981 0.007089 684 640: 14% ━╸────────── 4/28 2.6it/s 1.5s<9.2s  50/150 40.1G 1.521 1.973 0.006908 616 640: 18% ━━────────── 5/28 2.9it/s 1.7s<8.0s  50/150 40.1G 1.508 1.965 0.006927 596 640: 21% ━━╸───────── 6/28 3.0it/s 2.0s<7.3s  50/150 40.1G 1.484 1.932 0.006973 506 640: 25% ━━━───────── 7/28 3.1it/s 2.3s<6.7s  50/150 40.1G 1.491 1.964 0.006983 676 640: 29% ━━━───────── 8/28 3.2it/s 2.6s<6.2s  50/150 40.1G 1.497 1.982 0.007099 590 640: 32% ━━━╸──────── 9/28 3.3it/s 2.9s<5.8s  50/150 40.1G 1.49 1.965 0.007057 506 640: 36% ━━━━──────── 10/28 3.3it/s 3.2s<5.4s  50/150 40.1G 1.491 1.964 0.007063 599 640: 39% ━━━━╸─────── 11/28 3.3it/s 3.5s<5.1s  50/150 40.1G 1.486 1.963 0.007076 618 640: 43% ━━━━━─────── 12/28 3.4it/s 3.8s<4.7s  50/150 40.1G 1.484 1.959 0.006994 598 640: 46% ━━━━━╸────── 13/28 3.4it/s 4.1s<4.4s  50/150 40.1G 1.481 1.952 0.00689 622 640: 50% ━━━━━━────── 14/28 3.4it/s 4.4s<4.1s  50/150 40.1G 1.478 1.942 0.006873 579 640: 54% ━━━━━━────── 15/28 3.4it/s 4.7s<3.9s  50/150 40.1G 1.48 1.935 0.006849 647 640: 57% ━━━━━━╸───── 16/28 3.4it/s 5.0s<3.6s  50/150 40.1G 1.485 1.94 0.006896 612 640: 61% ━━━━━━━───── 17/28 3.4it/s 5.3s<3.3s  50/150 40.1G 1.484 1.933 0.006851 613 640: 64% ━━━━━━━╸──── 18/28 3.4it/s 5.6s<3.0s  50/150 40.1G 1.485 1.942 0.006832 772 640: 68% ━━━━━━━━──── 19/28 3.4it/s 5.9s<2.7s  50/150 40.1G 1.488 1.949 0.006763 844 640: 71% ━━━━━━━━╸─── 20/28 3.4it/s 6.2s<2.4s  50/150 40.1G 1.486 1.951 0.006794 564 640: 75% ━━━━━━━━━─── 21/28 3.4it/s 6.5s<2.1s  50/150 40.1G 1.483 1.945 0.006758 613 640: 79% ━━━━━━━━━─── 22/28 3.4it/s 6.7s<1.8s  50/150 40.1G 1.482 1.939 0.006712 781 640: 82% ━━━━━━━━━╸── 23/28 3.4it/s 7.0s<1.5s  50/150 40.1G 1.482 1.941 0.006716 611 640: 86% ━━━━━━━━━━── 24/28 3.4it/s 7.3s<1.2s  50/150 40.1G 1.484 1.942 0.006782 587 640: 89% ━━━━━━━━━━╸─ 25/28 3.4it/s 7.6s<0.9s  50/150 40.1G 1.484 1.945 0.006783 647 640: 93% ━━━━━━━━━━━─ 26/28 3.4it/s 7.9s<0.6s  50/150 40.1G 1.487 1.94 0.006722 320 640: 96% ━━━━━━━━━━━╸ 27/28 4.4it/s 8.1s<0.2s  50/150 40.1G 1.487 1.94 0.006722 320 640: 100% ━━━━━━━━━━━━ 28/28 3.5it/s 8.1s +  Class Images Instances Box(P R mAP50 mAP50-95): 50% ━━━━━━────── 1/2 1.1it/s 0.3s<0.9s  Class Images Instances Box(P R mAP50 mAP50-95): 100% ━━━━━━━━━━━━ 2/2 5.0it/s 0.4s + all 177 1609 0.72 0.747 0.749 0.427 + + Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size +  51/150 40.1G 1.501 1.951 0.008386 589 640: 0% ──────────── 0/28 0.3s  51/150 40.1G 1.481 2.014 0.007984 584 640: 4% ──────────── 1/28 1.0s/it 0.6s<27.5s  51/150 40.1G 1.496 1.996 0.007778 600 640: 7% ╸─────────── 2/28 1.7it/s 0.9s<15.4s  51/150 40.1G 1.478 1.942 0.007647 567 640: 11% ━─────────── 3/28 2.2it/s 1.2s<11.5s  51/150 40.1G 1.471 1.919 0.007371 629 640: 14% ━╸────────── 4/28 2.6it/s 1.5s<9.4s  51/150 40.1G 1.473 1.908 0.007282 709 640: 18% ━━────────── 5/28 2.8it/s 1.8s<8.2s  51/150 40.1G 1.468 1.919 0.007205 616 640: 21% ━━╸───────── 6/28 3.0it/s 2.1s<7.3s  51/150 40.1G 1.478 1.945 0.007111 605 640: 25% ━━━───────── 7/28 3.1it/s 2.4s<6.7s  51/150 40.1G 1.474 1.933 0.00713 520 640: 29% ━━━───────── 8/28 3.2it/s 2.7s<6.2s  51/150 40.1G 1.479 1.923 0.007033 685 640: 32% ━━━╸──────── 9/28 3.3it/s 3.0s<5.8s  51/150 40.1G 1.475 1.921 0.007002 564 640: 36% ━━━━──────── 10/28 3.3it/s 3.2s<5.4s  51/150 40.1G 1.471 1.915 0.007048 518 640: 39% ━━━━╸─────── 11/28 3.3it/s 3.5s<5.1s  51/150 40.1G 1.479 1.913 0.007015 642 640: 43% ━━━━━─────── 12/28 3.4it/s 3.8s<4.7s  51/150 40.1G 1.473 1.906 0.007046 477 640: 46% ━━━━━╸────── 13/28 3.4it/s 4.1s<4.4s  51/150 40.1G 1.473 1.911 0.006991 697 640: 50% ━━━━━━────── 14/28 3.4it/s 4.4s<4.1s  51/150 40.1G 1.469 1.909 0.00692 601 640: 54% ━━━━━━────── 15/28 3.4it/s 4.7s<3.9s  51/150 40.1G 1.472 1.91 0.006902 629 640: 57% ━━━━━━╸───── 16/28 3.4it/s 5.0s<3.6s  51/150 40.1G 1.47 1.901 0.006875 559 640: 61% ━━━━━━━───── 17/28 3.4it/s 5.3s<3.2s  51/150 40.1G 1.469 1.893 0.006883 643 640: 64% ━━━━━━━╸──── 18/28 3.4it/s 5.6s<2.9s  51/150 40.1G 1.465 1.88 0.006905 566 640: 68% ━━━━━━━━──── 19/28 3.4it/s 5.9s<2.6s  51/150 40.1G 1.462 1.873 0.006875 576 640: 71% ━━━━━━━━╸─── 20/28 3.4it/s 6.2s<2.3s  51/150 40.1G 1.461 1.87 0.006926 573 640: 75% ━━━━━━━━━─── 21/28 3.4it/s 6.5s<2.0s  51/150 40.1G 1.461 1.875 0.00692 585 640: 79% ━━━━━━━━━─── 22/28 3.4it/s 6.8s<1.8s  51/150 40.1G 1.458 1.875 0.006878 727 640: 82% ━━━━━━━━━╸── 23/28 3.4it/s 7.1s<1.5s  51/150 40.1G 1.46 1.879 0.00689 532 640: 86% ━━━━━━━━━━── 24/28 3.4it/s 7.4s<1.2s  51/150 40.1G 1.459 1.874 0.006883 588 640: 89% ━━━━━━━━━━╸─ 25/28 3.4it/s 7.6s<0.9s  51/150 40.1G 1.461 1.878 0.006917 605 640: 93% ━━━━━━━━━━━─ 26/28 3.4it/s 7.9s<0.6s  51/150 40.1G 1.462 1.877 0.006902 262 640: 96% ━━━━━━━━━━━╸ 27/28 4.4it/s 8.1s<0.2s  51/150 40.1G 1.462 1.877 0.006902 262 640: 100% ━━━━━━━━━━━━ 28/28 3.5it/s 8.1s +  Class Images Instances Box(P R mAP50 mAP50-95): 50% ━━━━━━────── 1/2 1.1it/s 0.3s<0.9s  Class Images Instances Box(P R mAP50 mAP50-95): 100% ━━━━━━━━━━━━ 2/2 5.1it/s 0.4s + all 177 1609 0.711 0.755 0.742 0.439 + + Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size +  52/150 40.1G 1.514 2.02 0.007569 689 640: 0% ──────────── 0/28 0.3s  52/150 40.1G 1.478 1.934 0.007011 643 640: 4% ──────────── 1/28 1.0it/s 0.6s<25.9s  52/150 40.1G 1.456 1.916 0.006986 616 640: 7% ╸─────────── 2/28 1.8it/s 0.9s<14.9s  52/150 40.1G 1.448 1.892 0.006679 628 640: 11% ━─────────── 3/28 2.2it/s 1.2s<11.1s  52/150 40.1G 1.446 1.886 0.006529 654 640: 14% ━╸────────── 4/28 2.6it/s 1.5s<9.3s  52/150 40.1G 1.447 1.869 0.00671 566 640: 18% ━━────────── 5/28 2.8it/s 1.8s<8.1s  52/150 40.1G 1.458 1.869 0.006737 724 640: 21% ━━╸───────── 6/28 3.0it/s 2.1s<7.4s  52/150 40.1G 1.451 1.86 0.00684 557 640: 25% ━━━───────── 7/28 3.1it/s 2.4s<6.7s  52/150 40.1G 1.447 1.862 0.006865 584 640: 29% ━━━───────── 8/28 3.2it/s 2.7s<6.3s  52/150 40.1G 1.449 1.86 0.006799 640 640: 32% ━━━╸──────── 9/28 3.2it/s 2.9s<5.8s  52/150 40.1G 1.442 1.855 0.006836 511 640: 36% ━━━━──────── 10/28 3.3it/s 3.3s<5.5s  52/150 40.1G 1.442 1.86 0.00679 655 640: 39% ━━━━╸─────── 11/28 3.3it/s 3.6s<5.2s  52/150 40.1G 1.441 1.852 0.006714 707 640: 43% ━━━━━─────── 12/28 3.2it/s 3.9s<5.0s  52/150 40.1G 1.439 1.845 0.006627 536 640: 46% ━━━━━╸────── 13/28 3.2it/s 4.2s<4.7s  52/150 40.1G 1.443 1.846 0.006645 562 640: 50% ━━━━━━────── 14/28 3.1it/s 4.5s<4.5s  52/150 40.1G 1.446 1.846 0.006651 593 640: 54% ━━━━━━────── 15/28 3.0it/s 4.9s<4.4s  52/150 40.1G 1.45 1.846 0.006677 538 640: 57% ━━━━━━╸───── 16/28 2.8it/s 5.3s<4.2s  52/150 40.1G 1.452 1.846 0.00666 623 640: 61% ━━━━━━━───── 17/28 2.7it/s 5.7s<4.0s  52/150 40.1G 1.455 1.856 0.006692 630 640: 64% ━━━━━━━╸──── 18/28 2.7it/s 6.1s<3.7s  52/150 40.1G 1.455 1.85 0.006671 621 640: 68% ━━━━━━━━──── 19/28 2.6it/s 6.5s<3.4s  52/150 40.1G 1.457 1.851 0.006661 666 640: 71% ━━━━━━━━╸─── 20/28 2.7it/s 6.9s<3.0s  52/150 40.1G 1.458 1.85 0.006656 617 640: 75% ━━━━━━━━━─── 21/28 2.9it/s 7.2s<2.4s  52/150 40.1G 1.453 1.845 0.006647 585 640: 79% ━━━━━━━━━─── 22/28 3.0it/s 7.5s<2.0s  52/150 40.1G 1.45 1.845 0.006683 577 640: 82% ━━━━━━━━━╸── 23/28 3.2it/s 7.8s<1.6s  52/150 40.1G 1.448 1.846 0.006704 592 640: 86% ━━━━━━━━━━── 24/28 3.2it/s 8.0s<1.2s  52/150 40.1G 1.445 1.841 0.006736 547 640: 89% ━━━━━━━━━━╸─ 25/28 3.3it/s 8.3s<0.9s  52/150 40.1G 1.446 1.844 0.006733 566 640: 93% ━━━━━━━━━━━─ 26/28 3.3it/s 8.6s<0.6s  52/150 40.1G 1.444 1.838 0.006754 210 640: 96% ━━━━━━━━━━━╸ 27/28 4.4it/s 8.8s<0.2s  52/150 40.1G 1.444 1.838 0.006754 210 640: 100% ━━━━━━━━━━━━ 28/28 3.2it/s 8.8s +  Class Images Instances Box(P R mAP50 mAP50-95): 50% ━━━━━━────── 1/2 1.1it/s 0.3s<0.9s  Class Images Instances Box(P R mAP50 mAP50-95): 100% ━━━━━━━━━━━━ 2/2 5.0it/s 0.4s + all 177 1609 0.731 0.684 0.732 0.43 + + Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size +  53/150 40.1G 1.459 1.822 0.006684 631 640: 0% ──────────── 0/28 0.3s  53/150 40.1G 1.413 1.815 0.006825 586 640: 4% ──────────── 1/28 1.0s/it 0.6s<27.2s  53/150 40.1G 1.433 1.884 0.006715 669 640: 7% ╸─────────── 2/28 1.7it/s 0.9s<15.2s  53/150 40.1G 1.475 1.92 0.00663 753 640: 11% ━─────────── 3/28 2.2it/s 1.2s<11.3s  53/150 40.1G 1.461 1.946 0.006814 521 640: 14% ━╸────────── 4/28 2.6it/s 1.5s<9.3s  53/150 40.1G 1.466 1.929 0.006561 641 640: 18% ━━────────── 5/28 2.8it/s 1.8s<8.1s  53/150 40.1G 1.474 1.946 0.006548 758 640: 21% ━━╸───────── 6/28 3.0it/s 2.1s<7.3s  53/150 40.1G 1.478 1.934 0.006559 607 640: 25% ━━━───────── 7/28 3.1it/s 2.3s<6.7s  53/150 40.1G 1.475 1.926 0.006588 612 640: 29% ━━━───────── 8/28 3.2it/s 2.6s<6.2s  53/150 40.1G 1.477 1.94 0.006793 539 640: 32% ━━━╸──────── 9/28 3.3it/s 2.9s<5.8s  53/150 40.1G 1.473 1.926 0.006742 580 640: 36% ━━━━──────── 10/28 3.3it/s 3.2s<5.4s  53/150 40.1G 1.481 1.946 0.006828 644 640: 39% ━━━━╸─────── 11/28 3.3it/s 3.5s<5.1s  53/150 40.1G 1.478 1.935 0.006835 591 640: 43% ━━━━━─────── 12/28 3.4it/s 3.8s<4.8s  53/150 40.1G 1.479 1.942 0.006932 558 640: 46% ━━━━━╸────── 13/28 3.4it/s 4.1s<4.4s  53/150 40.1G 1.47 1.925 0.006886 498 640: 50% ━━━━━━────── 14/28 3.4it/s 4.4s<4.1s  53/150 40.1G 1.465 1.914 0.006824 604 640: 54% ━━━━━━────── 15/28 3.4it/s 4.7s<3.9s  53/150 40.1G 1.465 1.908 0.006856 500 640: 57% ━━━━━━╸───── 16/28 3.4it/s 5.0s<3.5s  53/150 40.1G 1.465 1.907 0.006802 649 640: 61% ━━━━━━━───── 17/28 3.4it/s 5.3s<3.3s  53/150 40.1G 1.461 1.9 0.006787 619 640: 64% ━━━━━━━╸──── 18/28 3.3it/s 5.6s<3.0s  53/150 40.1G 1.46 1.894 0.006784 660 640: 68% ━━━━━━━━──── 19/28 3.4it/s 5.9s<2.7s  53/150 40.1G 1.461 1.888 0.006836 532 640: 71% ━━━━━━━━╸─── 20/28 3.4it/s 6.2s<2.4s  53/150 40.1G 1.462 1.887 0.006838 521 640: 75% ━━━━━━━━━─── 21/28 3.4it/s 6.5s<2.1s  53/150 40.1G 1.462 1.885 0.006836 611 640: 79% ━━━━━━━━━─── 22/28 3.4it/s 6.8s<1.8s  53/150 40.1G 1.463 1.88 0.00682 557 640: 82% ━━━━━━━━━╸── 23/28 3.4it/s 7.1s<1.5s  53/150 40.1G 1.465 1.879 0.00678 753 640: 86% ━━━━━━━━━━── 24/28 3.4it/s 7.4s<1.2s  53/150 40.1G 1.466 1.876 0.006745 657 640: 89% ━━━━━━━━━━╸─ 25/28 3.4it/s 7.7s<0.9s  53/150 40.1G 1.465 1.876 0.006745 509 640: 93% ━━━━━━━━━━━─ 26/28 3.4it/s 7.9s<0.6s  53/150 40.1G 1.464 1.877 0.006743 275 640: 96% ━━━━━━━━━━━╸ 27/28 4.4it/s 8.1s<0.2s  53/150 40.1G 1.464 1.877 0.006743 275 640: 100% ━━━━━━━━━━━━ 28/28 3.5it/s 8.1s +  Class Images Instances Box(P R mAP50 mAP50-95): 50% ━━━━━━────── 1/2 1.1it/s 0.3s<0.9s  Class Images Instances Box(P R mAP50 mAP50-95): 100% ━━━━━━━━━━━━ 2/2 4.9it/s 0.4s + all 177 1609 0.733 0.744 0.761 0.453 + + Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size +  54/150 40.1G 1.47 1.906 0.006812 617 640: 0% ──────────── 0/28 0.3s  54/150 40.1G 1.438 1.81 0.006591 655 640: 4% ──────────── 1/28 1.0it/s 0.6s<26.3s  54/150 40.1G 1.417 1.754 0.006767 587 640: 7% ╸─────────── 2/28 1.8it/s 0.9s<14.8s  54/150 40.1G 1.428 1.75 0.006659 532 640: 11% ━─────────── 3/28 2.3it/s 1.2s<11.0s  54/150 40.1G 1.427 1.784 0.006638 653 640: 14% ━╸────────── 4/28 2.6it/s 1.5s<9.2s  54/150 40.1G 1.428 1.778 0.006442 645 640: 18% ━━────────── 5/28 2.9it/s 1.7s<8.0s  54/150 40.1G 1.43 1.77 0.006607 527 640: 21% ━━╸───────── 6/28 3.0it/s 2.0s<7.2s  54/150 40.1G 1.433 1.794 0.006541 659 640: 25% ━━━───────── 7/28 3.1it/s 2.3s<6.7s  54/150 40.1G 1.43 1.802 0.006551 573 640: 29% ━━━───────── 8/28 3.2it/s 2.6s<6.2s  54/150 40.1G 1.421 1.791 0.006611 474 640: 32% ━━━╸──────── 9/28 3.3it/s 2.9s<5.8s  54/150 40.1G 1.423 1.778 0.006626 635 640: 36% ━━━━──────── 10/28 3.3it/s 3.2s<5.5s  54/150 40.1G 1.423 1.771 0.006735 529 640: 39% ━━━━╸─────── 11/28 3.3it/s 3.5s<5.1s  54/150 40.1G 1.422 1.765 0.006678 671 640: 43% ━━━━━─────── 12/28 3.4it/s 3.8s<4.8s  54/150 40.1G 1.428 1.781 0.006644 703 640: 46% ━━━━━╸────── 13/28 3.4it/s 4.1s<4.4s  54/150 40.1G 1.424 1.772 0.006594 575 640: 50% ━━━━━━────── 14/28 3.4it/s 4.4s<4.1s  54/150 40.1G 1.424 1.776 0.006572 606 640: 54% ━━━━━━────── 15/28 3.4it/s 4.7s<3.9s  54/150 40.1G 1.426 1.776 0.006547 730 640: 57% ━━━━━━╸───── 16/28 3.4it/s 5.0s<3.6s  54/150 40.1G 1.424 1.773 0.006484 649 640: 61% ━━━━━━━───── 17/28 3.4it/s 5.3s<3.3s  54/150 40.1G 1.421 1.785 0.006518 564 640: 64% ━━━━━━━╸──── 18/28 3.4it/s 5.6s<2.9s  54/150 40.1G 1.423 1.79 0.006507 716 640: 68% ━━━━━━━━──── 19/28 3.4it/s 5.9s<2.7s  54/150 40.1G 1.426 1.794 0.006514 664 640: 71% ━━━━━━━━╸─── 20/28 3.4it/s 6.2s<2.4s  54/150 40.1G 1.426 1.789 0.006524 665 640: 75% ━━━━━━━━━─── 21/28 3.4it/s 6.5s<2.1s  54/150 40.1G 1.424 1.785 0.00653 563 640: 79% ━━━━━━━━━─── 22/28 3.3it/s 6.8s<1.8s  54/150 40.1G 1.424 1.783 0.006517 593 640: 82% ━━━━━━━━━╸── 23/28 3.4it/s 7.1s<1.5s  54/150 40.1G 1.424 1.791 0.006533 532 640: 86% ━━━━━━━━━━── 24/28 3.4it/s 7.4s<1.2s  54/150 40.1G 1.421 1.786 0.006541 525 640: 89% ━━━━━━━━━━╸─ 25/28 3.4it/s 7.6s<0.9s  54/150 40.1G 1.419 1.786 0.006581 570 640: 93% ━━━━━━━━━━━─ 26/28 3.4it/s 7.9s<0.6s  54/150 40.1G 1.42 1.786 0.006647 231 640: 96% ━━━━━━━━━━━╸ 27/28 4.4it/s 8.1s<0.2s  54/150 40.1G 1.42 1.786 0.006647 231 640: 100% ━━━━━━━━━━━━ 28/28 3.5it/s 8.1s +  Class Images Instances Box(P R mAP50 mAP50-95): 50% ━━━━━━────── 1/2 1.1it/s 0.3s<0.9s  Class Images Instances Box(P R mAP50 mAP50-95): 100% ━━━━━━━━━━━━ 2/2 5.0it/s 0.4s + all 177 1609 0.761 0.677 0.725 0.451 + + Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size +  55/150 40.1G 1.366 1.877 0.006127 645 640: 0% ──────────── 0/28 0.3s  55/150 40.1G 1.389 1.796 0.006375 563 640: 4% ──────────── 1/28 1.0it/s 0.6s<26.2s  55/150 40.1G 1.413 1.784 0.006325 695 640: 7% ╸─────────── 2/28 1.8it/s 0.9s<14.8s  55/150 40.1G 1.445 1.829 0.006613 628 640: 11% ━─────────── 3/28 2.3it/s 1.2s<11.1s  55/150 40.1G 1.435 1.855 0.006582 578 640: 14% ━╸────────── 4/28 2.6it/s 1.5s<9.3s  55/150 40.1G 1.425 1.836 0.006599 543 640: 18% ━━────────── 5/28 2.9it/s 1.8s<8.1s  55/150 40.1G 1.407 1.805 0.006411 588 640: 21% ━━╸───────── 6/28 3.0it/s 2.0s<7.3s  55/150 40.1G 1.403 1.817 0.006477 694 640: 25% ━━━───────── 7/28 3.1it/s 2.3s<6.8s  55/150 40.1G 1.401 1.816 0.006436 600 640: 29% ━━━───────── 8/28 3.2it/s 2.6s<6.2s  55/150 40.1G 1.399 1.812 0.006398 593 640: 32% ━━━╸──────── 9/28 3.3it/s 2.9s<5.8s  55/150 40.1G 1.401 1.808 0.006414 596 640: 36% ━━━━──────── 10/28 3.3it/s 3.2s<5.4s  55/150 40.1G 1.404 1.819 0.006452 661 640: 39% ━━━━╸─────── 11/28 3.4it/s 3.5s<5.1s  55/150 40.1G 1.405 1.823 0.006424 646 640: 43% ━━━━━─────── 12/28 3.4it/s 3.8s<4.7s  55/150 40.1G 1.407 1.836 0.00657 596 640: 46% ━━━━━╸────── 13/28 3.4it/s 4.1s<4.4s  55/150 40.1G 1.404 1.828 0.00659 565 640: 50% ━━━━━━────── 14/28 3.4it/s 4.4s<4.1s  55/150 40.1G 1.407 1.835 0.006609 686 640: 54% ━━━━━━────── 15/28 3.4it/s 4.7s<3.9s  55/150 40.1G 1.407 1.845 0.006612 580 640: 57% ━━━━━━╸───── 16/28 3.4it/s 5.0s<3.6s  55/150 40.1G 1.41 1.853 0.006617 583 640: 61% ━━━━━━━───── 17/28 3.4it/s 5.3s<3.2s  55/150 40.1G 1.414 1.859 0.006606 700 640: 64% ━━━━━━━╸──── 18/28 3.4it/s 5.6s<2.9s  55/150 40.1G 1.415 1.855 0.006587 589 640: 68% ━━━━━━━━──── 19/28 3.4it/s 5.9s<2.6s  55/150 40.1G 1.414 1.854 0.006627 557 640: 71% ━━━━━━━━╸─── 20/28 3.4it/s 6.2s<2.3s  55/150 40.1G 1.416 1.85 0.006623 557 640: 75% ━━━━━━━━━─── 21/28 3.4it/s 6.4s<2.0s  55/150 40.1G 1.418 1.848 0.00661 591 640: 79% ━━━━━━━━━─── 22/28 3.4it/s 6.7s<1.7s  55/150 40.1G 1.418 1.851 0.006644 552 640: 82% ━━━━━━━━━╸── 23/28 3.4it/s 7.0s<1.5s  55/150 40.1G 1.422 1.845 0.006689 549 640: 86% ━━━━━━━━━━── 24/28 3.4it/s 7.3s<1.2s  55/150 40.1G 1.422 1.849 0.006694 585 640: 89% ━━━━━━━━━━╸─ 25/28 3.4it/s 7.6s<0.9s  55/150 40.1G 1.422 1.85 0.006686 670 640: 93% ━━━━━━━━━━━─ 26/28 3.4it/s 7.9s<0.6s  55/150 40.1G 1.427 1.858 0.00668 293 640: 96% ━━━━━━━━━━━╸ 27/28 4.4it/s 8.1s<0.2s  55/150 40.1G 1.427 1.858 0.00668 293 640: 100% ━━━━━━━━━━━━ 28/28 3.5it/s 8.1s +  Class Images Instances Box(P R mAP50 mAP50-95): 50% ━━━━━━────── 1/2 1.1it/s 0.3s<0.9s  Class Images Instances Box(P R mAP50 mAP50-95): 100% ━━━━━━━━━━━━ 2/2 5.1it/s 0.4s + all 177 1609 0.771 0.726 0.752 0.488 + + Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size +  56/150 40.1G 1.393 1.735 0.007661 591 640: 0% ──────────── 0/28 0.3s  56/150 40.1G 1.481 1.853 0.007174 745 640: 4% ──────────── 1/28 1.0s/it 0.6s<27.8s  56/150 40.1G 1.463 1.831 0.006786 665 640: 7% ╸─────────── 2/28 1.7it/s 0.9s<15.2s  56/150 40.1G 1.47 1.865 0.007034 653 640: 11% ━─────────── 3/28 2.2it/s 1.2s<11.2s  56/150 40.1G 1.446 1.843 0.006967 530 640: 14% ━╸────────── 4/28 2.6it/s 1.5s<9.2s  56/150 40.1G 1.438 1.843 0.006827 558 640: 18% ━━────────── 5/28 2.9it/s 1.8s<8.0s  56/150 40.1G 1.428 1.837 0.006807 575 640: 21% ━━╸───────── 6/28 3.0it/s 2.1s<7.3s  56/150 40.1G 1.436 1.85 0.006778 657 640: 25% ━━━───────── 7/28 3.1it/s 2.3s<6.7s  56/150 40.1G 1.438 1.837 0.006783 644 640: 29% ━━━───────── 8/28 3.2it/s 2.6s<6.2s  56/150 40.1G 1.447 1.86 0.006806 667 640: 32% ━━━╸──────── 9/28 3.2it/s 2.9s<5.9s  56/150 40.1G 1.457 1.885 0.006771 722 640: 36% ━━━━──────── 10/28 3.3it/s 3.2s<5.5s  56/150 40.1G 1.456 1.888 0.006804 495 640: 39% ━━━━╸─────── 11/28 3.3it/s 3.5s<5.1s  56/150 40.1G 1.456 1.868 0.006756 575 640: 43% ━━━━━─────── 12/28 3.3it/s 3.8s<4.8s  56/150 40.1G 1.457 1.861 0.006696 594 640: 46% ━━━━━╸────── 13/28 3.4it/s 4.1s<4.5s  56/150 40.1G 1.457 1.853 0.006646 686 640: 50% ━━━━━━────── 14/28 3.4it/s 4.4s<4.2s  56/150 40.1G 1.455 1.847 0.006601 530 640: 54% ━━━━━━────── 15/28 3.3it/s 4.7s<3.9s  56/150 40.1G 1.449 1.841 0.006575 635 640: 57% ━━━━━━╸───── 16/28 3.4it/s 5.0s<3.6s  56/150 40.1G 1.443 1.827 0.006555 506 640: 61% ━━━━━━━───── 17/28 3.4it/s 5.3s<3.2s  56/150 40.1G 1.444 1.824 0.006568 635 640: 64% ━━━━━━━╸──── 18/28 3.4it/s 5.6s<3.0s  56/150 40.1G 1.439 1.821 0.006535 672 640: 68% ━━━━━━━━──── 19/28 3.4it/s 5.9s<2.7s  56/150 40.1G 1.439 1.813 0.006509 618 640: 71% ━━━━━━━━╸─── 20/28 3.4it/s 6.2s<2.4s  56/150 40.1G 1.435 1.807 0.006489 552 640: 75% ━━━━━━━━━─── 21/28 3.4it/s 6.5s<2.1s  56/150 40.1G 1.437 1.815 0.00648 574 640: 79% ━━━━━━━━━─── 22/28 3.4it/s 6.8s<1.8s  56/150 40.1G 1.436 1.816 0.006496 659 640: 82% ━━━━━━━━━╸── 23/28 3.4it/s 7.1s<1.5s  56/150 40.1G 1.438 1.821 0.006495 677 640: 86% ━━━━━━━━━━── 24/28 3.4it/s 7.4s<1.2s  56/150 40.1G 1.436 1.814 0.006455 635 640: 89% ━━━━━━━━━━╸─ 25/28 3.4it/s 7.7s<0.9s  56/150 40.1G 1.434 1.808 0.006514 519 640: 93% ━━━━━━━━━━━─ 26/28 3.4it/s 8.0s<0.6s  56/150 40.1G 1.433 1.808 0.006585 215 640: 96% ━━━━━━━━━━━╸ 27/28 4.4it/s 8.1s<0.2s  56/150 40.1G 1.433 1.808 0.006585 215 640: 100% ━━━━━━━━━━━━ 28/28 3.5it/s 8.1s +  Class Images Instances Box(P R mAP50 mAP50-95): 50% ━━━━━━────── 1/2 1.1it/s 0.3s<0.9s  Class Images Instances Box(P R mAP50 mAP50-95): 100% ━━━━━━━━━━━━ 2/2 5.0it/s 0.4s + all 177 1609 0.748 0.704 0.736 0.458 + + Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size +  57/150 40.1G 1.35 1.737 0.007924 479 640: 0% ──────────── 0/28 0.3s  57/150 40.1G 1.36 1.71 0.006918 572 640: 4% ──────────── 1/28 1.0s/it 0.6s<27.2s  57/150 40.1G 1.346 1.744 0.00646 578 640: 7% ╸─────────── 2/28 1.7it/s 0.9s<15.5s  57/150 40.1G 1.373 1.777 0.00664 598 640: 11% ━─────────── 3/28 2.2it/s 1.2s<11.4s  57/150 40.1G 1.376 1.798 0.006836 590 640: 14% ━╸────────── 4/28 2.5it/s 1.5s<9.4s  57/150 40.1G 1.379 1.792 0.006866 634 640: 18% ━━────────── 5/28 2.8it/s 1.8s<8.3s  57/150 40.1G 1.379 1.788 0.006736 632 640: 21% ━━╸───────── 6/28 3.0it/s 2.1s<7.4s  57/150 40.1G 1.379 1.784 0.006735 558 640: 25% ━━━───────── 7/28 3.1it/s 2.4s<6.8s  57/150 40.1G 1.382 1.785 0.006652 571 640: 29% ━━━───────── 8/28 3.2it/s 2.7s<6.3s  57/150 40.1G 1.384 1.786 0.006614 700 640: 32% ━━━╸──────── 9/28 3.3it/s 3.0s<5.8s  57/150 40.1G 1.381 1.786 0.006604 606 640: 36% ━━━━──────── 10/28 3.3it/s 3.3s<5.4s  57/150 40.1G 1.378 1.76 0.006618 457 640: 39% ━━━━╸─────── 11/28 3.3it/s 3.6s<5.1s  57/150 40.1G 1.373 1.752 0.006578 630 640: 43% ━━━━━─────── 12/28 3.3it/s 3.8s<4.8s  57/150 40.1G 1.375 1.75 0.006527 597 640: 46% ━━━━━╸────── 13/28 3.3it/s 4.1s<4.5s  57/150 40.1G 1.375 1.752 0.006483 652 640: 50% ━━━━━━────── 14/28 3.4it/s 4.4s<4.2s  57/150 40.1G 1.377 1.757 0.006465 692 640: 54% ━━━━━━────── 15/28 3.4it/s 4.7s<3.8s  57/150 40.1G 1.38 1.766 0.006435 650 640: 57% ━━━━━━╸───── 16/28 3.4it/s 5.0s<3.5s  57/150 40.1G 1.381 1.768 0.006444 648 640: 61% ━━━━━━━───── 17/28 3.4it/s 5.3s<3.2s  57/150 40.1G 1.382 1.764 0.006429 615 640: 64% ━━━━━━━╸──── 18/28 3.3it/s 5.6s<3.0s  57/150 40.1G 1.384 1.769 0.006444 572 640: 68% ━━━━━━━━──── 19/28 3.4it/s 5.9s<2.7s  57/150 40.1G 1.382 1.762 0.006462 560 640: 71% ━━━━━━━━╸─── 20/28 3.4it/s 6.2s<2.4s  57/150 40.1G 1.386 1.766 0.006473 622 640: 75% ━━━━━━━━━─── 21/28 3.4it/s 6.5s<2.1s  57/150 40.1G 1.39 1.767 0.006497 591 640: 79% ━━━━━━━━━─── 22/28 3.4it/s 6.8s<1.8s  57/150 40.1G 1.393 1.772 0.006481 703 640: 82% ━━━━━━━━━╸── 23/28 3.4it/s 7.1s<1.5s  57/150 40.1G 1.391 1.778 0.006483 559 640: 86% ━━━━━━━━━━── 24/28 3.4it/s 7.4s<1.2s  57/150 40.1G 1.392 1.783 0.006494 653 640: 89% ━━━━━━━━━━╸─ 25/28 3.4it/s 7.7s<0.9s  57/150 40.1G 1.39 1.778 0.00648 562 640: 93% ━━━━━━━━━━━─ 26/28 3.4it/s 8.0s<0.6s  57/150 40.1G 1.389 1.775 0.00649 189 640: 96% ━━━━━━━━━━━╸ 27/28 4.4it/s 8.1s<0.2s  57/150 40.1G 1.389 1.775 0.00649 189 640: 100% ━━━━━━━━━━━━ 28/28 3.4it/s 8.1s +  Class Images Instances Box(P R mAP50 mAP50-95): 50% ━━━━━━────── 1/2 1.1it/s 0.3s<0.9s  Class Images Instances Box(P R mAP50 mAP50-95): 100% ━━━━━━━━━━━━ 2/2 4.9it/s 0.4s + all 177 1609 0.776 0.699 0.748 0.461 + + Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size +  58/150 40.1G 1.381 1.787 0.007351 481 640: 0% ──────────── 0/28 0.3s  58/150 40.1G 1.411 1.84 0.006803 586 640: 4% ──────────── 1/28 1.0it/s 0.6s<26.1s  58/150 40.1G 1.423 1.855 0.006737 606 640: 7% ╸─────────── 2/28 1.7it/s 0.9s<14.9s  58/150 40.1G 1.4 1.842 0.006516 596 640: 11% ━─────────── 3/28 2.2it/s 1.2s<11.1s  58/150 40.1G 1.411 1.838 0.006782 589 640: 14% ━╸────────── 4/28 2.6it/s 1.5s<9.2s  58/150 40.1G 1.415 1.856 0.006931 654 640: 18% ━━────────── 5/28 2.8it/s 1.8s<8.1s  58/150 40.1G 1.405 1.846 0.006891 589 640: 21% ━━╸───────── 6/28 3.0it/s 2.0s<7.3s  58/150 40.1G 1.395 1.827 0.006801 578 640: 25% ━━━───────── 7/28 3.1it/s 2.3s<6.7s  58/150 40.1G 1.4 1.82 0.006719 753 640: 29% ━━━───────── 8/28 3.2it/s 2.6s<6.2s  58/150 40.1G 1.393 1.81 0.006748 534 640: 32% ━━━╸──────── 9/28 3.3it/s 2.9s<5.8s  58/150 40.1G 1.387 1.784 0.006729 552 640: 36% ━━━━──────── 10/28 3.3it/s 3.2s<5.4s  58/150 40.1G 1.394 1.797 0.006728 680 640: 39% ━━━━╸─────── 11/28 3.3it/s 3.5s<5.1s  58/150 40.1G 1.395 1.792 0.00672 612 640: 43% ━━━━━─────── 12/28 3.3it/s 3.8s<4.8s  58/150 40.1G 1.4 1.812 0.006697 773 640: 46% ━━━━━╸────── 13/28 3.3it/s 4.1s<4.5s  58/150 40.1G 1.401 1.803 0.006659 685 640: 50% ━━━━━━────── 14/28 3.4it/s 4.4s<4.1s  58/150 40.1G 1.402 1.796 0.006689 528 640: 54% ━━━━━━────── 15/28 3.4it/s 4.7s<3.8s  58/150 40.1G 1.397 1.792 0.00665 607 640: 57% ━━━━━━╸───── 16/28 3.4it/s 5.0s<3.5s  58/150 40.1G 1.397 1.792 0.006599 749 640: 61% ━━━━━━━───── 17/28 3.4it/s 5.3s<3.2s  58/150 40.1G 1.4 1.794 0.006667 620 640: 64% ━━━━━━━╸──── 18/28 3.4it/s 5.6s<2.9s  58/150 40.1G 1.4 1.79 0.006609 679 640: 68% ━━━━━━━━──── 19/28 3.4it/s 5.9s<2.7s  58/150 40.1G 1.404 1.794 0.006559 754 640: 71% ━━━━━━━━╸─── 20/28 3.4it/s 6.2s<2.4s  58/150 40.1G 1.403 1.797 0.006558 599 640: 75% ━━━━━━━━━─── 21/28 3.4it/s 6.4s<2.1s  58/150 40.1G 1.407 1.797 0.006562 599 640: 79% ━━━━━━━━━─── 22/28 3.4it/s 6.7s<1.8s  58/150 40.1G 1.411 1.807 0.006554 710 640: 82% ━━━━━━━━━╸── 23/28 3.4it/s 7.0s<1.5s  58/150 40.1G 1.41 1.809 0.006528 599 640: 86% ━━━━━━━━━━── 24/28 3.4it/s 7.3s<1.2s  58/150 40.1G 1.412 1.817 0.006504 722 640: 89% ━━━━━━━━━━╸─ 25/28 3.4it/s 7.6s<0.9s  58/150 40.1G 1.411 1.814 0.00647 757 640: 93% ━━━━━━━━━━━─ 26/28 3.4it/s 7.9s<0.6s  58/150 40.1G 1.407 1.808 0.006481 221 640: 96% ━━━━━━━━━━━╸ 27/28 4.4it/s 8.1s<0.2s  58/150 40.1G 1.407 1.808 0.006481 221 640: 100% ━━━━━━━━━━━━ 28/28 3.5it/s 8.1s +  Class Images Instances Box(P R mAP50 mAP50-95): 50% ━━━━━━────── 1/2 1.1it/s 0.3s<0.9s  Class Images Instances Box(P R mAP50 mAP50-95): 100% ━━━━━━━━━━━━ 2/2 5.0it/s 0.4s + all 177 1609 0.723 0.748 0.747 0.475 + + Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size +  59/150 40.1G 1.372 1.768 0.005815 619 640: 0% ──────────── 0/28 0.3s  59/150 40.1G 1.362 1.715 0.006138 630 640: 4% ──────────── 1/28 1.0s/it 0.6s<27.3s  59/150 40.1G 1.383 1.734 0.00623 611 640: 7% ╸─────────── 2/28 1.7it/s 0.9s<15.1s  59/150 40.1G 1.385 1.734 0.006161 651 640: 11% ━─────────── 3/28 2.2it/s 1.2s<11.2s  59/150 40.1G 1.382 1.739 0.006059 625 640: 14% ━╸────────── 4/28 2.6it/s 1.5s<9.2s  59/150 40.1G 1.371 1.724 0.006238 531 640: 18% ━━────────── 5/28 2.9it/s 1.8s<8.0s  59/150 40.1G 1.374 1.75 0.00623 674 640: 21% ━━╸───────── 6/28 3.0it/s 2.1s<7.3s  59/150 40.1G 1.373 1.774 0.006298 633 640: 25% ━━━───────── 7/28 3.1it/s 2.3s<6.7s  59/150 40.1G 1.373 1.782 0.006315 527 640: 29% ━━━───────── 8/28 3.2it/s 2.6s<6.2s  59/150 40.1G 1.383 1.789 0.006361 611 640: 32% ━━━╸──────── 9/28 3.3it/s 2.9s<5.8s  59/150 40.1G 1.374 1.773 0.006296 622 640: 36% ━━━━──────── 10/28 3.3it/s 3.2s<5.4s  59/150 40.1G 1.378 1.783 0.006253 645 640: 39% ━━━━╸─────── 11/28 3.3it/s 3.5s<5.1s  59/150 40.1G 1.379 1.781 0.00625 626 640: 43% ━━━━━─────── 12/28 3.4it/s 3.8s<4.7s  59/150 40.1G 1.379 1.777 0.006238 603 640: 46% ━━━━━╸────── 13/28 3.4it/s 4.1s<4.5s  59/150 40.1G 1.379 1.775 0.006204 679 640: 50% ━━━━━━────── 14/28 3.4it/s 4.4s<4.1s  59/150 40.1G 1.383 1.78 0.006225 725 640: 54% ━━━━━━────── 15/28 3.4it/s 4.7s<3.8s  59/150 40.1G 1.392 1.788 0.006232 781 640: 57% ━━━━━━╸───── 16/28 3.4it/s 5.0s<3.5s  59/150 40.1G 1.396 1.792 0.006215 643 640: 61% ━━━━━━━───── 17/28 3.4it/s 5.3s<3.2s  59/150 40.1G 1.391 1.781 0.006301 502 640: 64% ━━━━━━━╸──── 18/28 3.4it/s 5.6s<2.9s  59/150 40.1G 1.388 1.77 0.006358 506 640: 68% ━━━━━━━━──── 19/28 3.4it/s 5.9s<2.6s  59/150 40.1G 1.385 1.768 0.006348 512 640: 71% ━━━━━━━━╸─── 20/28 3.4it/s 6.2s<2.3s  59/150 40.1G 1.389 1.774 0.006325 647 640: 75% ━━━━━━━━━─── 21/28 3.4it/s 6.4s<2.0s  59/150 40.1G 1.388 1.773 0.006338 618 640: 79% ━━━━━━━━━─── 22/28 3.4it/s 6.8s<1.8s  59/150 40.1G 1.386 1.777 0.006403 516 640: 82% ━━━━━━━━━╸── 23/28 3.4it/s 7.0s<1.5s  59/150 40.1G 1.383 1.773 0.006406 590 640: 86% ━━━━━━━━━━── 24/28 3.4it/s 7.3s<1.2s  59/150 40.1G 1.384 1.772 0.006393 652 640: 89% ━━━━━━━━━━╸─ 25/28 3.4it/s 7.6s<0.9s  59/150 40.1G 1.385 1.776 0.0064 589 640: 93% ━━━━━━━━━━━─ 26/28 3.4it/s 7.9s<0.6s  59/150 40.1G 1.384 1.77 0.006515 187 640: 96% ━━━━━━━━━━━╸ 27/28 4.4it/s 8.1s<0.2s  59/150 40.1G 1.384 1.77 0.006515 187 640: 100% ━━━━━━━━━━━━ 28/28 3.5it/s 8.1s +  Class Images Instances Box(P R mAP50 mAP50-95): 50% ━━━━━━────── 1/2 1.1it/s 0.3s<0.9s  Class Images Instances Box(P R mAP50 mAP50-95): 100% ━━━━━━━━━━━━ 2/2 5.0it/s 0.4s + all 177 1609 0.787 0.712 0.751 0.469 + + Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size +  60/150 40.1G 1.334 1.761 0.006521 598 640: 0% ──────────── 0/28 0.3s  60/150 40.1G 1.398 1.879 0.006368 746 640: 4% ──────────── 1/28 1.0it/s 0.6s<26.4s  60/150 40.1G 1.397 1.833 0.006232 727 640: 7% ╸─────────── 2/28 1.7it/s 0.9s<14.9s  60/150 40.1G 1.373 1.777 0.006023 636 640: 11% ━─────────── 3/28 2.3it/s 1.2s<11.1s  60/150 40.1G 1.367 1.784 0.006097 635 640: 14% ━╸────────── 4/28 2.6it/s 1.5s<9.2s  60/150 40.1G 1.352 1.743 0.006189 496 640: 18% ━━────────── 5/28 2.9it/s 1.7s<8.0s  60/150 40.1G 1.348 1.724 0.00638 599 640: 21% ━━╸───────── 6/28 3.0it/s 2.0s<7.2s  60/150 40.1G 1.332 1.705 0.006541 405 640: 25% ━━━───────── 7/28 3.2it/s 2.3s<6.6s  60/150 40.1G 1.327 1.684 0.006546 551 640: 29% ━━━───────── 8/28 3.3it/s 2.6s<6.1s  60/150 40.1G 1.335 1.689 0.006725 561 640: 32% ━━━╸──────── 9/28 3.3it/s 2.9s<5.7s  60/150 40.1G 1.341 1.704 0.006757 580 640: 36% ━━━━──────── 10/28 3.4it/s 3.2s<5.4s  60/150 40.1G 1.345 1.723 0.006769 616 640: 39% ━━━━╸─────── 11/28 3.3it/s 3.5s<5.1s  60/150 40.1G 1.345 1.714 0.006747 585 640: 43% ━━━━━─────── 12/28 3.4it/s 3.8s<4.7s  60/150 40.1G 1.346 1.713 0.006831 448 640: 46% ━━━━━╸────── 13/28 3.4it/s 4.1s<4.5s  60/150 40.1G 1.34 1.704 0.006739 643 640: 50% ━━━━━━────── 14/28 3.4it/s 4.4s<4.1s  60/150 40.1G 1.342 1.708 0.006673 592 640: 54% ━━━━━━────── 15/28 3.4it/s 4.7s<3.8s  60/150 40.1G 1.34 1.7 0.00661 644 640: 57% ━━━━━━╸───── 16/28 3.4it/s 5.0s<3.5s  60/150 40.1G 1.339 1.695 0.006584 600 640: 61% ━━━━━━━───── 17/28 3.4it/s 5.3s<3.2s  60/150 40.1G 1.341 1.695 0.006549 552 640: 64% ━━━━━━━╸──── 18/28 3.4it/s 5.6s<3.0s  60/150 40.1G 1.341 1.69 0.006514 628 640: 68% ━━━━━━━━──── 19/28 3.4it/s 5.8s<2.7s  60/150 40.1G 1.341 1.687 0.006472 645 640: 71% ━━━━━━━━╸─── 20/28 3.4it/s 6.1s<2.4s  60/150 40.1G 1.339 1.677 0.006422 577 640: 75% ━━━━━━━━━─── 21/28 3.4it/s 6.4s<2.1s  60/150 40.1G 1.339 1.678 0.006431 647 640: 79% ━━━━━━━━━─── 22/28 3.4it/s 6.7s<1.8s  60/150 40.1G 1.336 1.672 0.006406 581 640: 82% ━━━━━━━━━╸── 23/28 3.4it/s 7.0s<1.5s  60/150 40.1G 1.339 1.67 0.00639 655 640: 86% ━━━━━━━━━━── 24/28 3.4it/s 7.3s<1.2s  60/150 40.1G 1.34 1.672 0.00639 669 640: 89% ━━━━━━━━━━╸─ 25/28 3.4it/s 7.6s<0.9s  60/150 40.1G 1.341 1.67 0.006395 574 640: 93% ━━━━━━━━━━━─ 26/28 3.4it/s 7.9s<0.6s  60/150 40.1G 1.348 1.678 0.006434 250 640: 96% ━━━━━━━━━━━╸ 27/28 4.4it/s 8.1s<0.2s  60/150 40.1G 1.348 1.678 0.006434 250 640: 100% ━━━━━━━━━━━━ 28/28 3.5it/s 8.1s +  Class Images Instances Box(P R mAP50 mAP50-95): 50% ━━━━━━────── 1/2 1.1it/s 0.3s<0.9s  Class Images Instances Box(P R mAP50 mAP50-95): 100% ━━━━━━━━━━━━ 2/2 5.0it/s 0.4s + all 177 1609 0.774 0.711 0.738 0.47 + + Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size +  61/150 40.1G 1.438 1.768 0.007188 642 640: 0% ──────────── 0/28 0.3s  61/150 40.1G 1.416 1.733 0.006793 590 640: 4% ──────────── 1/28 1.0it/s 0.6s<26.5s  61/150 40.1G 1.392 1.738 0.006583 646 640: 7% ╸─────────── 2/28 1.7it/s 0.9s<14.9s  61/150 40.1G 1.402 1.794 0.006463 746 640: 11% ━─────────── 3/28 2.3it/s 1.2s<11.1s  61/150 40.1G 1.402 1.799 0.006591 472 640: 14% ━╸────────── 4/28 2.6it/s 1.5s<9.2s  61/150 40.1G 1.403 1.813 0.006478 585 640: 18% ━━────────── 5/28 2.8it/s 1.8s<8.2s  61/150 40.1G 1.402 1.822 0.006573 593 640: 21% ━━╸───────── 6/28 3.0it/s 2.1s<7.3s  61/150 40.1G 1.402 1.834 0.006638 578 640: 25% ━━━───────── 7/28 3.1it/s 2.3s<6.7s  61/150 40.1G 1.405 1.833 0.006567 711 640: 29% ━━━───────── 8/28 3.2it/s 2.6s<6.3s  61/150 40.1G 1.402 1.827 0.006573 571 640: 32% ━━━╸──────── 9/28 3.3it/s 2.9s<5.8s  61/150 40.1G 1.399 1.824 0.006514 619 640: 36% ━━━━──────── 10/28 3.3it/s 3.2s<5.5s  61/150 40.1G 1.392 1.812 0.006526 517 640: 39% ━━━━╸─────── 11/28 3.3it/s 3.5s<5.1s  61/150 40.1G 1.392 1.809 0.006501 613 640: 43% ━━━━━─────── 12/28 3.4it/s 3.8s<4.8s  61/150 40.1G 1.387 1.8 0.006519 539 640: 46% ━━━━━╸────── 13/28 3.4it/s 4.1s<4.4s  61/150 40.1G 1.391 1.805 0.006486 747 640: 50% ━━━━━━────── 14/28 3.4it/s 4.4s<4.1s  61/150 40.1G 1.393 1.801 0.006445 665 640: 54% ━━━━━━────── 15/28 3.4it/s 4.7s<3.9s  61/150 40.1G 1.39 1.796 0.006451 603 640: 57% ━━━━━━╸───── 16/28 3.4it/s 5.0s<3.5s  61/150 40.1G 1.386 1.78 0.006428 594 640: 61% ━━━━━━━───── 17/28 3.3it/s 5.3s<3.3s  61/150 40.1G 1.382 1.773 0.00642 597 640: 64% ━━━━━━━╸──── 18/28 3.4it/s 5.6s<3.0s  61/150 40.1G 1.386 1.777 0.006358 787 640: 68% ━━━━━━━━──── 19/28 3.3it/s 5.9s<2.7s  61/150 40.1G 1.386 1.776 0.006349 604 640: 71% ━━━━━━━━╸─── 20/28 3.4it/s 6.2s<2.4s  61/150 40.1G 1.383 1.77 0.006336 660 640: 75% ━���━━━━━━━─── 21/28 3.4it/s 6.5s<2.1s  61/150 40.1G 1.382 1.764 0.006326 590 640: 79% ━━━━━━━━━─── 22/28 3.4it/s 6.8s<1.8s  61/150 40.1G 1.383 1.767 0.006421 492 640: 82% ━━━━━━━━━╸── 23/28 3.4it/s 7.1s<1.5s  61/150 40.1G 1.384 1.771 0.006441 674 640: 86% ━━━━━━━━━━── 24/28 3.4it/s 7.3s<1.2s  61/150 40.1G 1.384 1.764 0.006382 691 640: 89% ━━━━━━━━━━╸─ 25/28 3.4it/s 7.6s<0.9s  61/150 40.1G 1.383 1.764 0.006382 674 640: 93% ━━━━━━━━━━━─ 26/28 3.4it/s 7.9s<0.6s  61/150 40.1G 1.379 1.753 0.006409 194 640: 96% ━━━━━━━━━━━╸ 27/28 4.4it/s 8.1s<0.2s  61/150 40.1G 1.379 1.753 0.006409 194 640: 100% ━━━━━━━━━━━━ 28/28 3.5it/s 8.1s +  Class Images Instances Box(P R mAP50 mAP50-95): 50% ━━━━━━────── 1/2 1.1it/s 0.3s<0.9s  Class Images Instances Box(P R mAP50 mAP50-95): 100% ━━━━━━━━━━━━ 2/2 5.0it/s 0.4s + all 177 1609 0.745 0.705 0.735 0.473 + + Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size +  62/150 40.1G 1.322 1.688 0.006608 556 640: 0% ──────────── 0/28 0.3s  62/150 40.1G 1.362 1.684 0.006269 630 640: 4% ──────────── 1/28 1.0it/s 0.6s<26.5s  62/150 40.1G 1.324 1.674 0.006078 626 640: 7% ╸─────────── 2/28 1.7it/s 0.9s<15.0s  62/150 40.1G 1.304 1.638 0.006023 526 640: 11% ━─────────── 3/28 2.2it/s 1.2s<11.1s  62/150 40.1G 1.315 1.638 0.00619 524 640: 14% ━╸────────── 4/28 2.6it/s 1.5s<9.3s  62/150 40.1G 1.321 1.652 0.006101 659 640: 18% ━━────────── 5/28 2.8it/s 1.8s<8.1s  62/150 40.1G 1.329 1.659 0.006186 593 640: 21% ━━╸───────── 6/28 3.0it/s 2.1s<7.4s  62/150 40.1G 1.329 1.66 0.006074 601 640: 25% ━━━───────── 7/28 3.1it/s 2.4s<6.8s  62/150 40.1G 1.334 1.678 0.006087 625 640: 29% ━━━───────── 8/28 3.2it/s 2.7s<6.3s  62/150 40.1G 1.334 1.662 0.006036 528 640: 32% ━━━╸──────── 9/28 3.3it/s 2.9s<5.8s  62/150 40.1G 1.336 1.667 0.006108 630 640: 36% ━━━━──────── 10/28 3.3it/s 3.2s<5.5s  62/150 40.1G 1.344 1.664 0.006156 606 640: 39% ━━━━╸─────── 11/28 3.3it/s 3.5s<5.1s  62/150 40.1G 1.344 1.645 0.006105 547 640: 43% ━━━━━─────── 12/28 3.4it/s 3.8s<4.8s  62/150 40.1G 1.345 1.651 0.006077 653 640: 46% ━━━━━╸────── 13/28 3.4it/s 4.1s<4.4s  62/150 40.1G 1.35 1.662 0.006058 637 640: 50% ━━━━━━────── 14/28 3.4it/s 4.4s<4.2s  62/150 40.1G 1.351 1.664 0.006075 565 640: 54% ━━━━━━────── 15/28 3.4it/s 4.7s<3.8s  62/150 40.1G 1.347 1.657 0.006046 625 640: 57% ━━━━━━╸───── 16/28 3.4it/s 5.0s<3.5s  62/150 40.1G 1.352 1.663 0.006051 718 640: 61% ━━━━━━━───── 17/28 3.4it/s 5.3s<3.3s  62/150 40.1G 1.358 1.682 0.006138 565 640: 64% ━━━━━━━╸──── 18/28 3.4it/s 5.6s<3.0s  62/150 40.1G 1.362 1.679 0.006133 538 640: 68% ━━━━━━━━──── 19/28 3.4it/s 5.9s<2.7s  62/150 40.1G 1.363 1.685 0.006142 678 640: 71% ━━━━━━━━╸─── 20/28 3.4it/s 6.2s<2.4s  62/150 40.1G 1.365 1.686 0.006123 665 640: 75% ━━━━━━━━━─── 21/28 3.4it/s 6.5s<2.1s  62/150 40.1G 1.368 1.691 0.006144 693 640: 79% ━━━━━━━━━─── 22/28 3.4it/s 6.8s<1.8s  62/150 40.1G 1.37 1.692 0.006145 589 640: 82% ━━━━━━━━━╸── 23/28 3.4it/s 7.1s<1.5s  62/150 40.1G 1.366 1.687 0.006127 558 640: 86% ━━━━━━━━━━── 24/28 3.4it/s 7.4s<1.2s  62/150 40.1G 1.365 1.684 0.006111 661 640: 89% ━━━━━━━━━━╸─ 25/28 3.4it/s 7.7s<0.9s  62/150 40.1G 1.367 1.691 0.006115 649 640: 93% ━━━━━━━━━━━─ 26/28 3.4it/s 7.9s<0.6s  62/150 40.1G 1.366 1.683 0.006193 204 640: 96% ━━━━━━━━━━━╸ 27/28 4.4it/s 8.1s<0.2s  62/150 40.1G 1.366 1.683 0.006193 204 640: 100% ━━━━━━━━━━━━ 28/28 3.5it/s 8.1s +  Class Images Instances Box(P R mAP50 mAP50-95): 50% ━━━━━━────── 1/2 1.1it/s 0.3s<0.9s  Class Images Instances Box(P R mAP50 mAP50-95): 100% ━━━━━━━━━━━━ 2/2 5.0it/s 0.4s + all 177 1609 0.743 0.739 0.753 0.48 + + Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size +  63/150 40.1G 1.382 1.736 0.005708 690 640: 0% ──────────── 0/28 0.3s  63/150 40.1G 1.376 1.765 0.006162 579 640: 4% ──────────── 1/28 1.0s/it 0.6s<27.0s  63/150 40.1G 1.374 1.787 0.006689 570 640: 7% ╸─────────── 2/28 1.7it/s 0.9s<15.1s  63/150 40.1G 1.363 1.75 0.006624 597 640: 11% ━─────────── 3/28 2.2it/s 1.2s<11.4s  63/150 40.1G 1.367 1.767 0.006479 804 640: 14% ━╸────────── 4/28 2.6it/s 1.5s<9.4s  63/150 40.1G 1.364 1.774 0.006785 495 640: 18% ━━────────── 5/28 2.8it/s 1.8s<8.1s  63/150 40.1G 1.362 1.765 0.006673 628 640: 21% ━━╸───────── 6/28 3.0it/s 2.1s<7.4s  63/150 40.1G 1.356 1.742 0.006632 610 640: 25% ━━━───────── 7/28 3.1it/s 2.4s<6.8s  63/150 40.1G 1.342 1.708 0.006553 535 640: 29% ━━━───────── 8/28 3.2it/s 2.7s<6.2s  63/150 40.1G 1.347 1.712 0.006499 647 640: 32% ━━━╸──────── 9/28 3.3it/s 3.0s<5.8s  63/150 40.1G 1.346 1.706 0.006453 635 640: 36% ━━━━──────── 10/28 3.3it/s 3.2s<5.5s  63/150 40.1G 1.342 1.693 0.00646 537 640: 39% ━━━━╸─────── 11/28 3.3it/s 3.5s<5.1s  63/150 40.1G 1.348 1.69 0.006477 555 640: 43% ━━━━━─────── 12/28 3.4it/s 3.8s<4.8s  63/150 40.1G 1.349 1.702 0.006554 513 640: 46% ━━━━━╸────── 13/28 3.3it/s 4.1s<4.5s  63/150 40.1G 1.347 1.697 0.006602 525 640: 50% ━━━━━━────── 14/28 3.4it/s 4.4s<4.2s  63/150 40.1G 1.346 1.688 0.006576 456 640: 54% ━━━━━━────── 15/28 3.4it/s 4.7s<3.9s  63/150 40.1G 1.349 1.687 0.006553 603 640: 57% ━━━━━━╸───── 16/28 3.4it/s 5.0s<3.5s  63/150 40.1G 1.354 1.703 0.006576 585 640: 61% ━━━━━━━───── 17/28 3.4it/s 5.3s<3.2s  63/150 40.1G 1.351 1.706 0.006546 631 640: 64% ━━━━━━━╸──── 18/28 3.4it/s 5.6s<2.9s  63/150 40.1G 1.351 1.706 0.00659 483 640: 68% ━━━━━━━━──── 19/28 3.4it/s 5.9s<2.6s  63/150 40.1G 1.354 1.712 0.006562 685 640: 71% ━━━━━━━━╸─── 20/28 3.4it/s 6.2s<2.3s  63/150 40.1G 1.356 1.716 0.006572 583 640: 75% ━━━━━━━━━─── 21/28 3.4it/s 6.5s<2.0s  63/150 40.1G 1.353 1.704 0.006546 578 640: 79% ━━━━━━━━━─── 22/28 3.4it/s 6.8s<1.7s  63/150 40.1G 1.352 1.699 0.006499 600 640: 82% ━━━━━━━━━╸── 23/28 3.4it/s 7.1s<1.5s  63/150 40.1G 1.355 1.702 0.006487 600 640: 86% ━━━━━━━━━━── 24/28 3.4it/s 7.4s<1.2s  63/150 40.1G 1.356 1.707 0.006466 635 640: 89% ━━━━━━━━━━╸─ 25/28 3.4it/s 7.6s<0.9s  63/150 40.1G 1.354 1.707 0.006491 492 640: 93% ━━━━━━━━━━━─ 26/28 3.4it/s 7.9s<0.6s  63/150 40.1G 1.352 1.699 0.006469 239 640: 96% ━━━━━━━━━━━╸ 27/28 4.4it/s 8.1s<0.2s  63/150 40.1G 1.352 1.699 0.006469 239 640: 100% ━━━━━━━━━━━━ 28/28 3.5it/s 8.1s +  Class Images Instances Box(P R mAP50 mAP50-95): 50% ━━━━━━────── 1/2 1.1it/s 0.3s<0.9s  Class Images Instances Box(P R mAP50 mAP50-95): 100% ━━━━━━━━━━━━ 2/2 4.9it/s 0.4s + all 177 1609 0.733 0.708 0.738 0.472 + + Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size +  64/150 40.1G 1.376 1.737 0.006891 548 640: 0% ──────────── 0/28 0.3s  64/150 40.1G 1.387 1.761 0.006206 704 640: 4% ──────────── 1/28 1.0it/s 0.6s<26.4s  64/150 40.1G 1.378 1.755 0.006573 535 640: 7% ╸─────────── 2/28 1.7it/s 0.9s<15.2s  64/150 40.1G 1.357 1.698 0.006383 587 640: 11% ━─────────── 3/28 2.2it/s 1.2s<11.2s  64/150 40.1G 1.377 1.737 0.006823 519 640: 14% ━╸────────── 4/28 2.6it/s 1.5s<9.3s  64/150 40.1G 1.372 1.741 0.006772 594 640: 18% ━━────────── 5/28 2.8it/s 1.8s<8.1s  64/150 40.1G 1.372 1.756 0.006505 664 640: 21% ━━╸───────── 6/28 3.0it/s 2.1s<7.3s  64/150 40.1G 1.365 1.732 0.006468 511 640: 25% ━━━───────── 7/28 3.1it/s 2.4s<6.8s  64/150 40.1G 1.357 1.705 0.006319 640 640: 29% ━━━───────── 8/28 3.2it/s 2.7s<6.3s  64/150 40.1G 1.363 1.715 0.006321 671 640: 32% ━━━╸──────── 9/28 3.2it/s 3.0s<5.9s  64/150 40.1G 1.362 1.733 0.00629 612 640: 36% ━━━━──────── 10/28 3.3it/s 3.3s<5.5s  64/150 40.1G 1.361 1.729 0.006285 696 640: 39% ━━━━╸─────── 11/28 3.3it/s 3.5s<5.1s  64/150 40.1G 1.353 1.711 0.006206 613 640: 43% ━━━━━─────── 12/28 3.4it/s 3.8s<4.8s  64/150 40.1G 1.354 1.697 0.006259 585 640: 46% ━━━━━╸────── 13/28 3.4it/s 4.1s<4.4s  64/150 40.1G 1.35 1.699 0.006273 648 640: 50% ━━━━━━────── 14/28 3.4it/s 4.4s<4.1s  64/150 40.1G 1.354 1.699 0.006258 598 640: 54% ━━━━━━────── 15/28 3.4it/s 4.7s<3.8s  64/150 40.1G 1.352 1.698 0.006275 600 640: 57% ━━━━━━╸───── 16/28 3.4it/s 5.0s<3.5s  64/150 40.1G 1.348 1.694 0.006256 634 640: 61% ━━━━━━━───── 17/28 3.4it/s 5.3s<3.3s  64/150 40.1G 1.346 1.694 0.006263 588 640: 64% ━━━━━━━╸──── 18/28 3.4it/s 5.6s<3.0s  64/150 40.1G 1.349 1.702 0.006248 721 640: 68% ━━━━━━━━──── 19/28 3.4it/s 5.9s<2.7s  64/150 40.1G 1.351 1.705 0.006212 689 640: 71% ━━━━━━━━╸─── 20/28 3.4it/s 6.2s<2.4s  64/150 40.1G 1.347 1.692 0.006226 493 640: 75% ━━━━━━━━━─── 21/28 3.4it/s 6.5s<2.1s  64/150 40.1G 1.346 1.687 0.00622 567 640: 79% ━━━━━━━━━─── 22/28 3.4it/s 6.8s<1.8s  64/150 40.1G 1.347 1.682 0.006183 697 640: 82% ━━━━━━━━━╸── 23/28 3.4it/s 7.1s<1.5s  64/150 40.1G 1.346 1.683 0.00619 616 640: 86% ━━━━━━━━━━── 24/28 3.4it/s 7.4s<1.2s  64/150 40.1G 1.349 1.686 0.006207 657 640: 89% ━━━━━━━━━━╸─ 25/28 3.4it/s 7.7s<0.9s  64/150 40.1G 1.349 1.687 0.006212 605 640: 93% ━━━━━━━━━━━─ 26/28 3.4it/s 7.9s<0.6s  64/150 40.1G 1.349 1.688 0.006166 272 640: 96% ━━━━━━━━━━━╸ 27/28 4.4it/s 8.1s<0.2s  64/150 40.1G 1.349 1.688 0.006166 272 640: 100% ━━━━━━━━━━━━ 28/28 3.5it/s 8.1s +  Class Images Instances Box(P R mAP50 mAP50-95): 50% ━━━━━━���───── 1/2 1.1it/s 0.3s<0.9s  Class Images Instances Box(P R mAP50 mAP50-95): 100% ━━━━━━━━━━━━ 2/2 4.9it/s 0.4s + all 177 1609 0.744 0.771 0.753 0.485 + + Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size +  65/150 40.1G 1.247 1.497 0.006207 486 640: 0% ──────────── 0/28 0.3s  65/150 40.1G 1.302 1.59 0.006291 658 640: 4% ──────────── 1/28 1.0it/s 0.6s<26.3s  65/150 40.1G 1.311 1.66 0.006086 626 640: 7% ╸─────────── 2/28 1.7it/s 0.9s<15.0s  65/150 40.1G 1.307 1.623 0.006059 509 640: 11% ━─────────── 3/28 2.3it/s 1.2s<11.1s  65/150 40.1G 1.322 1.631 0.005782 739 640: 14% ━╸────────── 4/28 2.6it/s 1.5s<9.2s  65/150 40.1G 1.34 1.657 0.005778 649 640: 18% ━━────────── 5/28 2.8it/s 1.8s<8.1s  65/150 40.1G 1.329 1.658 0.005832 575 640: 21% ━━╸───────── 6/28 3.0it/s 2.1s<7.4s  65/150 40.1G 1.341 1.682 0.005748 812 640: 25% ━━━───────── 7/28 3.1it/s 2.4s<6.8s  65/150 40.1G 1.342 1.67 0.005825 536 640: 29% ━━━───────── 8/28 3.2it/s 2.6s<6.2s  65/150 40.1G 1.347 1.686 0.005805 638 640: 32% ━━━╸──────── 9/28 3.2it/s 2.9s<5.9s  65/150 40.1G 1.349 1.692 0.00584 586 640: 36% ━━━━──────── 10/28 3.3it/s 3.2s<5.5s  65/150 40.1G 1.344 1.682 0.005855 535 640: 39% ━━━━╸─────── 11/28 3.4it/s 3.5s<5.1s  65/150 40.1G 1.342 1.686 0.005843 662 640: 43% ━━━━━─────── 12/28 3.4it/s 3.8s<4.8s  65/150 40.1G 1.341 1.684 0.005806 630 640: 46% ━━━━━╸────── 13/28 3.4it/s 4.1s<4.5s  65/150 40.1G 1.342 1.692 0.005847 708 640: 50% ━━━━━━────── 14/28 3.4it/s 4.4s<4.1s  65/150 40.1G 1.341 1.687 0.005876 588 640: 54% ━━━━━━────── 15/28 3.4it/s 4.7s<3.8s  65/150 40.1G 1.34 1.685 0.005824 643 640: 57% ━━━━━━╸───── 16/28 3.4it/s 5.0s<3.5s  65/150 40.1G 1.339 1.682 0.005806 628 640: 61% ━━━━━━━───── 17/28 3.4it/s 5.3s<3.2s  65/150 40.1G 1.339 1.686 0.005841 598 640: 64% ━━━━━━━╸──── 18/28 3.4it/s 5.6s<2.9s  65/150 40.1G 1.337 1.684 0.005906 514 640: 68% ━━━━━━━━──── 19/28 3.4it/s 5.9s<2.6s  65/150 40.1G 1.338 1.685 0.005903 573 640: 71% ━━━━━━━━╸─── 20/28 3.4it/s 6.2s<2.3s  65/150 40.1G 1.337 1.678 0.005918 570 640: 75% ━━━━━━━━━─── 21/28 3.4it/s 6.5s<2.0s  65/150 40.1G 1.333 1.673 0.00593 569 640: 79% ━━━━━━━━━─── 22/28 3.4it/s 6.7s<1.8s  65/150 40.1G 1.335 1.677 0.005933 588 640: 82% ━━━━━━━━━╸── 23/28 3.4it/s 7.0s<1.5s  65/150 40.1G 1.34 1.681 0.005916 783 640: 86% ━━━━━━━━━━── 24/28 3.4it/s 7.3s<1.2s  65/150 40.1G 1.339 1.678 0.005918 599 640: 89% ━━━━━━━━━━╸─ 25/28 3.4it/s 7.6s<0.9s  65/150 40.1G 1.339 1.676 0.005876 696 640: 93% ━━━━━━━━━━━─ 26/28 3.4it/s 7.9s<0.6s  65/150 40.1G 1.333 1.674 0.005864 215 640: 96% ━━━━━━━━━━━╸ 27/28 4.5it/s 8.1s<0.2s  65/150 40.1G 1.333 1.674 0.005864 215 640: 100% ━━━━━━━━━━━━ 28/28 3.5it/s 8.1s +  Class Images Instances Box(P R mAP50 mAP50-95): 50% ━━━━━━────── 1/2 1.1it/s 0.3s<0.9s  Class Images Instances Box(P R mAP50 mAP50-95): 100% ━━━━━━━━━━━━ 2/2 4.9it/s 0.4s + all 177 1609 0.735 0.714 0.737 0.466 + + Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size +  66/150 40.1G 1.429 1.87 0.005594 753 640: 0% ──────────── 0/28 0.3s  66/150 40.1G 1.394 1.701 0.005476 603 640: 4% ──────────── 1/28 1.0it/s 0.6s<26.4s  66/150 40.1G 1.361 1.729 0.006042 537 640: 7% ╸─────────── 2/28 1.7it/s 0.9s<15.2s  66/150 40.1G 1.352 1.714 0.005953 669 640: 11% ━─────────── 3/28 2.2it/s 1.2s<11.3s  66/150 40.1G 1.347 1.718 0.006048 605 640: 14% ━╸────────── 4/28 2.6it/s 1.5s<9.3s  66/150 40.1G 1.346 1.697 0.005868 678 640: 18% ━━────────── 5/28 2.8it/s 1.8s<8.1s  66/150 40.1G 1.345 1.717 0.005838 696 640: 21% ━━╸───────── 6/28 3.0it/s 2.1s<7.4s  66/150 40.1G 1.348 1.727 0.005961 600 640: 25% ━━━───────── 7/28 3.1it/s 2.4s<6.8s  66/150 40.1G 1.35 1.725 0.00594 813 640: 29% ━━━───────── 8/28 3.2it/s 2.7s<6.3s  66/150 40.1G 1.358 1.733 0.005942 661 640: 32% ━━━╸──────── 9/28 3.2it/s 3.0s<5.9s  66/150 40.1G 1.357 1.736 0.005981 571 640: 36% ━━━━──────── 10/28 3.2it/s 3.3s<5.5s  66/150 40.1G 1.345 1.717 0.005989 508 640: 39% ━━━━╸─────── 11/28 3.3it/s 3.6s<5.1s  66/150 40.1G 1.352 1.725 0.006059 642 640: 43% ━━━━━─────── 12/28 3.3it/s 3.8s<4.8s  66/150 40.1G 1.353 1.723 0.006085 575 640: 46% ━━━━━╸────── 13/28 3.4it/s 4.1s<4.5s  66/150 40.1G 1.349 1.718 0.006105 632 640: 50% ━━━━━━────── 14/28 3.4it/s 4.4s<4.1s  66/150 40.1G 1.352 1.719 0.00613 605 640: 54% ━━━━━━────── 15/28 3.4it/s 4.7s<3.8s  66/150 40.1G 1.347 1.714 0.006125 615 640: 57% ━━━━━━╸───── 16/28 3.4it/s 5.0s<3.5s  66/150 40.1G 1.341 1.7 0.006122 566 640: 61% ━━━━━━━───── 17/28 3.4it/s 5.3s<3.2s  66/150 40.1G 1.347 1.708 0.006099 778 640: 64% ━━━━━━━╸──── 18/28 3.4it/s 5.6s<2.9s  66/150 40.1G 1.344 1.706 0.006152 537 640: 68% ━━━━━━━━──── 19/28 3.4it/s 5.9s<2.6s  66/150 40.1G 1.344 1.706 0.006136 598 640: 71% ━━━━━━━━╸─── 20/28 3.4it/s 6.2s<2.3s  66/150 40.1G 1.338 1.697 0.006124 588 640: 75% ━━━━━━━━━─── 21/28 3.4it/s 6.5s<2.0s  66/150 40.1G 1.337 1.699 0.006162 515 640: 79% ━━━━━━━━━─── 22/28 3.4it/s 6.8s<1.8s  66/150 40.1G 1.335 1.697 0.006172 503 640: 82% ━━━━━━━━━╸── 23/28 3.4it/s 7.1s<1.5s  66/150 40.1G 1.331 1.69 0.00621 543 640: 86% ━━━━━━━━━━── 24/28 3.4it/s 7.3s<1.2s  66/150 40.1G 1.336 1.696 0.006222 732 640: 89% ━━━━━━━━━━╸─ 25/28 3.4it/s 7.6s<0.9s  66/150 40.1G 1.334 1.694 0.006179 611 640: 93% ━━━━━━━━━━━─ 26/28 3.4it/s 7.9s<0.6s  66/150 40.1G 1.335 1.693 0.006145 240 640: 96% ━━━━━━━━━━━╸ 27/28 4.4it/s 8.1s<0.2s  66/150 40.1G 1.335 1.693 0.006145 240 640: 100% ━━━━━━━━━━━━ 28/28 3.5it/s 8.1s +  Class Images Instances Box(P R mAP50 mAP50-95): 50% ━━━━━━────── 1/2 1.1it/s 0.3s<0.9s  Class Images Instances Box(P R mAP50 mAP50-95): 100% ━━━━━━━━━━━━ 2/2 5.0it/s 0.4s + all 177 1609 0.751 0.739 0.751 0.48 + + Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size +  67/150 40.1G 1.277 1.563 0.006976 503 640: 0% ──────────── 0/28 0.3s  67/150 40.1G 1.33 1.642 0.006498 673 640: 4% ──────────── 1/28 1.0it/s 0.6s<26.2s  67/150 40.1G 1.342 1.693 0.006358 706 640: 7% ╸─────────── 2/28 1.7it/s 0.9s<14.9s  67/150 40.1G 1.335 1.681 0.006391 596 640: 11% ━─────────── 3/28 2.3it/s 1.2s<11.1s  67/150 40.1G 1.327 1.681 0.006626 538 640: 14% ━╸────────── 4/28 2.6it/s 1.5s<9.2s  67/150 40.1G 1.34 1.697 0.006533 726 640: 18% ━━────────── 5/28 2.9it/s 1.7s<8.1s  67/150 40.1G 1.338 1.698 0.006474 616 640: 21% ━━╸───────── 6/28 3.0it/s 2.0s<7.3s  67/150 40.1G 1.332 1.682 0.0064 613 640: 25% ━━━───────── 7/28 3.1it/s 2.3s<6.8s  67/150 40.1G 1.328 1.678 0.006391 571 640: 29% ━━━───────── 8/28 3.2it/s 2.6s<6.3s  67/150 40.1G 1.315 1.642 0.006266 584 640: 32% ━━━╸──────── 9/28 3.3it/s 2.9s<5.8s  67/150 40.1G 1.325 1.645 0.006184 798 640: 36% ━━━━──────── 10/28 3.3it/s 3.2s<5.4s  67/150 40.1G 1.32 1.64 0.006143 555 640: 39% ━━━━╸─────── 11/28 3.4it/s 3.5s<5.1s  67/150 40.1G 1.317 1.649 0.00617 595 640: 43% ━━━━━─────── 12/28 3.4it/s 3.8s<4.7s  67/150 40.1G 1.323 1.66 0.006168 656 640: 46% ━━━━━╸────── 13/28 3.4it/s 4.1s<4.5s  67/150 40.1G 1.327 1.672 0.006131 645 640: 50% ━━━━━━────── 14/28 3.4it/s 4.4s<4.1s  67/150 40.1G 1.326 1.666 0.006148 551 640: 54% ━━━━━━────── 15/28 3.4it/s 4.7s<3.9s  67/150 40.1G 1.33 1.67 0.006139 701 640: 57% ━━━━━━╸───── 16/28 3.4it/s 5.0s<3.6s  67/150 40.1G 1.328 1.666 0.006089 668 640: 61% ━━━━━━━───── 17/28 3.4it/s 5.3s<3.2s  67/150 40.1G 1.328 1.662 0.006053 573 640: 64% ━━━━━━━╸──── 18/28 3.4it/s 5.6s<2.9s  67/150 40.1G 1.329 1.662 0.00606 603 640: 68% ━━━━━━━━──── 19/28 3.4it/s 5.9s<2.6s  67/150 40.1G 1.326 1.658 0.006059 530 640: 71% ━━━━━━━━╸─── 20/28 3.4it/s 6.2s<2.3s  67/150 40.1G 1.325 1.656 0.006074 600 640: 75% ━━━━━━━━━─── 21/28 3.4it/s 6.4s<2.0s  67/150 40.1G 1.325 1.655 0.006107 553 640: 79% ━━━━━━━━━─── 22/28 3.4it/s 6.7s<1.8s  67/150 40.1G 1.329 1.657 0.006105 558 640: 82% ━━━━━━━━━╸── 23/28 3.4it/s 7.0s<1.5s  67/150 40.1G 1.333 1.662 0.006119 632 640: 86% ━━━━━━━━━━── 24/28 3.4it/s 7.3s<1.2s  67/150 40.1G 1.334 1.666 0.006096 632 640: 89% ━━━━━━━━━━╸─ 25/28 3.4it/s 7.6s<0.9s  67/150 40.1G 1.332 1.662 0.00609 612 640: 93% ━━━━━━━━━━━─ 26/28 3.4it/s 7.9s<0.6s  67/150 40.1G 1.331 1.651 0.00612 177 640: 96% ━━━━━━━━━━━╸ 27/28 4.4it/s 8.1s<0.2s  67/150 40.1G 1.331 1.651 0.00612 177 640: 100% ━━━━━━━━━━━━ 28/28 3.5it/s 8.1s +  Class Images Instances Box(P R mAP50 mAP50-95): 50% ━━━━━━────── 1/2 1.1it/s 0.3s<0.9s  Class Images Instances Box(P R mAP50 mAP50-95): 100% ━━━━━━━━━━━━ 2/2 5.0it/s 0.4s + all 177 1609 0.756 0.753 0.762 0.507 + + Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size +  68/150 40.1G 1.357 1.527 0.005647 681 640: 0% ──────────── 0/28 0.3s  68/150 40.1G 1.338 1.551 0.005559 736 640: 4% ──────────── 1/28 1.0it/s 0.6s<26.2s  68/150 40.1G 1.331 1.586 0.005572 646 640: 7% ╸─────────── 2/28 1.7it/s 0.9s<15.1s  68/150 40.1G 1.324 1.6 0.005729 561 640: 11% ━─────────── 3/28 2.2it/s 1.2s<11.1s  68/150 40.1G 1.33 1.633 0.005911 567 640: 14% ━╸────────── 4/28 2.6it/s 1.5s<9.2s  68/150 40.1G 1.317 1.621 0.005953 524 640: 18% ━━────────���─ 5/28 2.9it/s 1.7s<8.0s  68/150 40.1G 1.317 1.605 0.00589 617 640: 21% ━━╸───────── 6/28 3.0it/s 2.0s<7.2s  68/150 40.1G 1.318 1.618 0.006019 564 640: 25% ━━━───────── 7/28 3.2it/s 2.3s<6.6s  68/150 40.1G 1.325 1.64 0.006215 560 640: 29% ━━━───────── 8/28 3.2it/s 2.6s<6.2s  68/150 40.1G 1.329 1.642 0.006114 737 640: 32% ━━━╸──────── 9/28 3.3it/s 2.9s<5.8s  68/150 40.1G 1.33 1.661 0.006104 624 640: 36% ━━━━──────── 10/28 3.3it/s 3.2s<5.4s  68/150 40.1G 1.327 1.659 0.006118 579 640: 39% ━━━━╸─────── 11/28 3.4it/s 3.5s<5.1s  68/150 40.1G 1.318 1.644 0.006051 592 640: 43% ━━━━━─────── 12/28 3.4it/s 3.8s<4.7s  68/150 40.1G 1.319 1.643 0.006064 585 640: 46% ━━━━━╸────── 13/28 3.4it/s 4.1s<4.4s  68/150 40.1G 1.312 1.634 0.00607 518 640: 50% ━━━━━━────── 14/28 3.4it/s 4.4s<4.1s  68/150 40.1G 1.313 1.633 0.006067 589 640: 54% ━━━━━━────── 15/28 3.4it/s 4.7s<3.8s  68/150 40.1G 1.311 1.629 0.00609 590 640: 57% ━━━━━━╸───── 16/28 3.4it/s 4.9s<3.5s  68/150 40.1G 1.312 1.628 0.006064 688 640: 61% ━━━━━━━───── 17/28 3.4it/s 5.2s<3.2s  68/150 40.1G 1.312 1.627 0.006062 580 640: 64% ━━━━━━━╸──── 18/28 3.4it/s 5.5s<2.9s  68/150 40.1G 1.311 1.629 0.006063 561 640: 68% ━━━━━━━━──── 19/28 3.4it/s 5.8s<2.6s  68/150 40.1G 1.309 1.62 0.006043 593 640: 71% ━━━━━━━━╸─── 20/28 3.4it/s 6.1s<2.3s  68/150 40.1G 1.308 1.619 0.006024 616 640: 75% ━━━━━━━━━─── 21/28 3.4it/s 6.4s<2.0s  68/150 40.1G 1.306 1.616 0.006019 533 640: 79% ━━━━━━━━━─── 22/28 3.4it/s 6.7s<1.8s  68/150 40.1G 1.307 1.615 0.006006 600 640: 82% ━━━━━━━━━╸── 23/28 3.4it/s 7.0s<1.5s  68/150 40.1G 1.307 1.616 0.005989 627 640: 86% ━━━━━━━━━━── 24/28 3.4it/s 7.3s<1.2s  68/150 40.1G 1.313 1.623 0.005993 635 640: 89% ━━━━━━━━━━╸─ 25/28 3.4it/s 7.6s<0.9s  68/150 40.1G 1.312 1.621 0.006041 479 640: 93% ━━━━━━━━━━━─ 26/28 3.4it/s 7.9s<0.6s  68/150 40.1G 1.309 1.615 0.006017 242 640: 96% ━━━━━━━━━━━╸ 27/28 4.4it/s 8.0s<0.2s  68/150 40.1G 1.309 1.615 0.006017 242 640: 100% ━━━━━━━━━━━━ 28/28 3.5it/s 8.0s +  Class Images Instances Box(P R mAP50 mAP50-95): 50% ━━━━━━────── 1/2 1.1it/s 0.3s<0.9s  Class Images Instances Box(P R mAP50 mAP50-95): 100% ━━━━━━━━━━━━ 2/2 5.1it/s 0.4s + all 177 1609 0.749 0.754 0.753 0.491 + + Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size +  69/150 40.1G 1.389 1.751 0.005982 705 640: 0% ──────────── 0/28 0.3s  69/150 40.1G 1.314 1.668 0.006135 542 640: 4% ──────────── 1/28 1.0it/s 0.6s<25.8s  69/150 40.1G 1.285 1.587 0.005857 553 640: 7% ╸─────────── 2/28 1.8it/s 0.9s<14.7s  69/150 40.1G 1.282 1.609 0.0062 521 640: 11% ━─────────── 3/28 2.3it/s 1.2s<11.0s  69/150 40.1G 1.287 1.621 0.006163 732 640: 14% ━╸────────── 4/28 2.6it/s 1.5s<9.2s  69/150 40.1G 1.286 1.624 0.006127 626 640: 18% ━━────────── 5/28 2.9it/s 1.7s<8.0s  69/150 40.1G 1.276 1.606 0.006134 526 640: 21% ━━╸───────── 6/28 3.0it/s 2.0s<7.3s  69/150 40.1G 1.281 1.605 0.00603 572 640: 25% ━━━───────── 7/28 3.1it/s 2.3s<6.7s  69/150 40.1G 1.282 1.597 0.006016 517 640: 29% ━━━───────── 8/28 3.2it/s 2.6s<6.2s  69/150 40.1G 1.291 1.615 0.006044 663 640: 32% ━━━╸──────── 9/28 3.3it/s 2.9s<5.8s  69/150 40.1G 1.304 1.625 0.006124 631 640: 36% ━━━━──────── 10/28 3.3it/s 3.2s<5.4s  69/150 40.1G 1.304 1.623 0.00608 564 640: 39% ━━━━╸─────── 11/28 3.4it/s 3.5s<5.1s  69/150 40.1G 1.305 1.62 0.006013 555 640: 43% ━━━━━─────── 12/28 3.4it/s 3.8s<4.7s  69/150 40.1G 1.304 1.609 0.005982 590 640: 46% ━━━━━╸────── 13/28 3.4it/s 4.1s<4.4s  69/150 40.1G 1.303 1.606 0.006044 552 640: 50% ━━━━━━────── 14/28 3.4it/s 4.4s<4.1s  69/150 40.1G 1.3 1.598 0.006033 617 640: 54% ━━━━━━────── 15/28 3.4it/s 4.7s<3.8s  69/150 40.1G 1.304 1.608 0.006034 707 640: 57% ━━━━━━╸───── 16/28 3.4it/s 5.0s<3.5s  69/150 40.1G 1.311 1.61 0.006107 624 640: 61% ━━━━━━━───── 17/28 3.4it/s 5.3s<3.2s  69/150 40.1G 1.31 1.608 0.006069 680 640: 64% ━━━━━━━╸──── 18/28 3.4it/s 5.5s<2.9s  69/150 40.1G 1.308 1.609 0.006098 536 640: 68% ━━━━━━━━──── 19/28 3.4it/s 5.8s<2.7s  69/150 40.1G 1.307 1.605 0.006027 624 640: 71% ━━━━━━━━╸─── 20/28 3.4it/s 6.1s<2.3s  69/150 40.1G 1.311 1.614 0.006018 685 640: 75% ━━━━━━━━━─── 21/28 3.4it/s 6.4s<2.1s  69/150 40.1G 1.309 1.609 0.006025 544 640: 79% ━━━━━━━━━─── 22/28 3.4it/s 6.7s<1.8s  69/150 40.1G 1.308 1.609 0.006026 569 640: 82% ━━━━━━━━━╸── 23/28 3.4it/s 7.0s<1.5s  69/150 40.1G 1.308 1.604 0.006011 619 640: 86% ━━━━━━━━━━── 24/28 3.4it/s 7.3s<1.2s  69/150 40.1G 1.307 1.609 0.006023 587 640: 89% ━━━━━━━━━━╸─ 25/28 3.4it/s 7.6s<0.9s  69/150 40.1G 1.31 1.615 0.005983 737 640: 93% ━━━━━━━━━━━─ 26/28 3.4it/s 7.9s<0.6s  69/150 40.1G 1.304 1.603 0.006023 167 640: 96% ━━━━━━━━━━━╸ 27/28 4.4it/s 8.1s<0.2s  69/150 40.1G 1.304 1.603 0.006023 167 640: 100% ━━━━━━━━━━━━ 28/28 3.5it/s 8.1s +  Class Images Instances Box(P R mAP50 mAP50-95): 50% ━━━━━━────── 1/2 1.1it/s 0.3s<0.9s  Class Images Instances Box(P R mAP50 mAP50-95): 100% ━━━━━━━━━━━━ 2/2 5.0it/s 0.4s + all 177 1609 0.758 0.749 0.748 0.49 + + Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size +  70/150 40.1G 1.41 1.789 0.004987 670 640: 0% ──────────── 0/28 0.3s  70/150 40.1G 1.361 1.696 0.005283 622 640: 4% ──────────── 1/28 1.0it/s 0.6s<26.2s  70/150 40.1G 1.315 1.659 0.00548 536 640: 7% ╸─────────── 2/28 1.8it/s 0.9s<14.8s  70/150 40.1G 1.327 1.657 0.005498 682 640: 11% ━─────────── 3/28 2.3it/s 1.2s<11.1s  70/150 40.1G 1.325 1.629 0.005507 684 640: 14% ━╸────────── 4/28 2.6it/s 1.5s<9.2s  70/150 40.1G 1.321 1.618 0.005606 518 640: 18% ━━────────── 5/28 2.8it/s 1.8s<8.2s  70/150 40.1G 1.32 1.663 0.00563 650 640: 21% ━━╸───────── 6/28 3.0it/s 2.1s<7.4s  70/150 40.1G 1.312 1.664 0.005643 566 640: 25% ━━━───────── 7/28 3.1it/s 2.3s<6.7s  70/150 40.1G 1.307 1.649 0.005639 540 640: 29% ━━━───────── 8/28 3.2it/s 2.6s<6.2s  70/150 40.1G 1.302 1.645 0.005788 505 640: 32% ━━━╸──────── 9/28 3.3it/s 2.9s<5.8s  70/150 40.1G 1.302 1.64 0.005748 671 640: 36% ━━━━──────── 10/28 3.3it/s 3.2s<5.4s  70/150 40.1G 1.299 1.626 0.005718 584 640: 39% ━━━━╸─────── 11/28 3.3it/s 3.5s<5.1s  70/150 40.1G 1.301 1.621 0.005655 678 640: 43% ━━━━━─────── 12/28 3.4it/s 3.8s<4.8s  70/150 40.1G 1.298 1.617 0.005736 550 640: 46% ━━━━━╸────── 13/28 3.4it/s 4.1s<4.4s  70/150 40.1G 1.301 1.625 0.005786 659 640: 50% ━━━━━━────── 14/28 3.4it/s 4.4s<4.1s  70/150 40.1G 1.299 1.618 0.005742 595 640: 54% ━━━━━━────── 15/28 3.4it/s 4.7s<3.8s  70/150 40.1G 1.301 1.612 0.005708 737 640: 57% ━━━━━━╸───── 16/28 3.4it/s 5.0s<3.6s  70/150 40.1G 1.299 1.611 0.005719 649 640: 61% ━━━━━━━───── 17/28 3.4it/s 5.3s<3.2s  70/150 40.1G 1.301 1.615 0.005745 648 640: 64% ━━━━━━━╸──── 18/28 3.4it/s 5.6s<2.9s  70/150 40.1G 1.305 1.62 0.005752 655 640: 68% ━━━━━━━━──── 19/28 3.4it/s 5.9s<2.7s  70/150 40.1G 1.306 1.624 0.005858 466 640: 71% ━━━━━━━━╸─── 20/28 3.4it/s 6.2s<2.4s  70/150 40.1G 1.304 1.617 0.005817 656 640: 75% ━━━━━━━━━─── 21/28 3.4it/s 6.5s<2.1s  70/150 40.1G 1.305 1.623 0.005849 607 640: 79% ━━━━━━━━━─── 22/28 3.4it/s 6.8s<1.8s  70/150 40.1G 1.309 1.624 0.005812 831 640: 82% ━━━━━━━━━╸── 23/28 3.4it/s 7.1s<1.5s  70/150 40.1G 1.31 1.621 0.005759 716 640: 86% ━━━━━━━━━━── 24/28 3.4it/s 7.4s<1.2s  70/150 40.1G 1.308 1.616 0.005778 596 640: 89% ━━━━━━━━━━╸─ 25/28 3.3it/s 7.7s<0.9s  70/150 40.1G 1.309 1.611 0.005779 610 640: 93% ━━━━━━━━━━━─ 26/28 3.3it/s 8.0s<0.6s  70/150 40.1G 1.304 1.604 0.005782 226 640: 96% ━━━━━━━━━━━╸ 27/28 4.4it/s 8.1s<0.2s  70/150 40.1G 1.304 1.604 0.005782 226 640: 100% ━━━━━━━━━━━━ 28/28 3.5it/s 8.1s +  Class Images Instances Box(P R mAP50 mAP50-95): 50% ━━━━━━────── 1/2 1.1it/s 0.3s<0.9s  Class Images Instances Box(P R mAP50 mAP50-95): 100% ━━━━━━━━━━━━ 2/2 5.0it/s 0.4s + all 177 1609 0.743 0.72 0.738 0.484 + + Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size +  71/150 40.1G 1.366 1.616 0.006158 673 640: 0% ──────────── 0/28 0.3s  71/150 40.1G 1.396 1.685 0.005866 723 640: 4% ──────────── 1/28 1.0it/s 0.6s<26.3s  71/150 40.1G 1.359 1.667 0.005682 602 640: 7% ╸─────────── 2/28 1.8it/s 0.9s<14.9s  71/150 40.1G 1.33 1.669 0.005661 646 640: 11% ━─────────── 3/28 2.2it/s 1.2s<11.1s  71/150 40.1G 1.325 1.678 0.005868 522 640: 14% ━╸────────── 4/28 2.6it/s 1.5s<9.2s  71/150 40.1G 1.304 1.645 0.00579 562 640: 18% ━━────────── 5/28 2.8it/s 1.8s<8.1s  71/150 40.1G 1.294 1.618 0.005951 522 640: 21% ━━╸───────── 6/28 3.0it/s 2.1s<7.4s  71/150 40.1G 1.295 1.603 0.005991 523 640: 25% ━━━───────── 7/28 3.1it/s 2.4s<6.8s  71/150 40.1G 1.3 1.608 0.006014 670 640: 29% ━━━───────── 8/28 3.2it/s 2.7s<6.3s  71/150 40.1G 1.301 1.604 0.006054 587 640: 32% ━━━╸──────── 9/28 3.2it/s 3.0s<5.9s  71/150 40.1G 1.302 1.597 0.006026 567 640: 36% ━━━━──────── 10/28 3.3it/s 3.2s<5.5s  71/150 40.1G 1.295 1.588 0.006037 525 640: 39% ━━━━╸─────── 11/28 3.3it/s 3.5s<5.2s  71/150 40.1G 1.293 1.585 0.006057 533 640: 43% ━━━━━─────── 12/28 3.3it/s 3.8s<4.8s  71/150 40.1G 1.292 1.591 0.006054 650 640: 46% ━━━━━╸────── 13/28 3.3it/s 4.1s<4.5s  71/150 40.1G 1.294 1.602 0.006063 643 640: 50% ━━━━━━────── 14/28 3.3it/s 4.4s<4.2s  71/150 40.1G 1.291 1.6 0.00607 539 640: 54% ━━━━━━────── 15/28 3.4it/s 4.7s<3.9s  71/150 40.1G 1.289 1.594 0.006008 664 640: 57% ━━━━━━╸───── 16/28 3.4it/s 5.0s<3.5s  71/150 40.1G 1.287 1.593 0.005972 567 640: 61% ━━━━━━━───── 17/28 3.4it/s 5.3s<3.3s  71/150 40.1G 1.289 1.59 0.005912 731 640: 64% ━━━━━━━╸──── 18/28 3.4it/s 5.6s<3.0s  71/150 40.1G 1.288 1.587 0.005899 675 640: 68% ━━━━━━━━──── 19/28 3.3it/s 5.9s<2.7s  71/150 40.1G 1.286 1.586 0.005885 564 640: 71% ━━━━━━━━╸─── 20/28 3.4it/s 6.2s<2.4s  71/150 40.1G 1.284 1.583 0.005913 559 640: 75% ━━━━━━━━━─── 21/28 3.4it/s 6.5s<2.1s  71/150 40.1G 1.283 1.58 0.005882 594 640: 79% ━━━━━━━━━─── 22/28 3.4it/s 6.8s<1.8s  71/150 40.1G 1.281 1.574 0.00585 586 640: 82% ━━━━━━━━━╸── 23/28 3.4it/s 7.1s<1.5s  71/150 40.1G 1.283 1.576 0.005844 679 640: 86% ━━━━━━━━━━── 24/28 3.4it/s 7.4s<1.2s  71/150 40.1G 1.286 1.581 0.005839 648 640: 89% ━━━━━━━━━━╸─ 25/28 3.4it/s 7.7s<0.9s  71/150 40.1G 1.282 1.576 0.005851 569 640: 93% ━━━━━━━━━━━─ 26/28 3.4it/s 8.0s<0.6s  71/150 40.1G 1.277 1.572 0.005838 232 640: 96% ━━━━━━━━━━━╸ 27/28 4.5it/s 8.1s<0.2s  71/150 40.1G 1.277 1.572 0.005838 232 640: 100% ━━━━━━━━━━━━ 28/28 3.5it/s 8.1s +  Class Images Instances Box(P R mAP50 mAP50-95): 50% ━━━━━━────── 1/2 1.1it/s 0.3s<0.9s  Class Images Instances Box(P R mAP50 mAP50-95): 100% ━━━━━━━━━━━━ 2/2 5.0it/s 0.4s + all 177 1609 0.781 0.718 0.747 0.476 + + Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size +  72/150 40.1G 1.259 1.6 0.005453 625 640: 0% ──────────── 0/28 0.3s  72/150 40.1G 1.344 1.737 0.006205 673 640: 4% ──────────── 1/28 1.0it/s 0.6s<26.5s  72/150 40.1G 1.313 1.674 0.005927 708 640: 7% ╸─────────── 2/28 1.7it/s 0.9s<15.0s  72/150 40.1G 1.321 1.669 0.00601 598 640: 11% ━─────────── 3/28 2.2it/s 1.2s<11.2s  72/150 40.1G 1.311 1.656 0.005957 655 640: 14% ━╸────────── 4/28 2.6it/s 1.5s<9.2s  72/150 40.1G 1.303 1.656 0.005982 531 640: 18% ━━────────── 5/28 2.9it/s 1.8s<8.1s  72/150 40.1G 1.285 1.629 0.006075 476 640: 21% ━━╸───────── 6/28 3.0it/s 2.0s<7.3s  72/150 40.1G 1.286 1.629 0.006087 588 640: 25% ━━━───────── 7/28 3.1it/s 2.3s<6.8s  72/150 40.1G 1.285 1.63 0.006099 574 640: 29% ━━━───────── 8/28 3.2it/s 2.6s<6.2s  72/150 40.1G 1.29 1.633 0.006121 719 640: 32% ━━━╸──────── 9/28 3.3it/s 2.9s<5.8s  72/150 40.1G 1.299 1.635 0.006086 688 640: 36% ━━━━──────── 10/28 3.3it/s 3.2s<5.5s  72/150 40.1G 1.305 1.649 0.006035 757 640: 39% ━━━━╸─────── 11/28 3.3it/s 3.5s<5.1s  72/150 40.1G 1.309 1.649 0.006098 593 640: 43% ━━━━━─────── 12/28 3.4it/s 3.8s<4.8s  72/150 40.1G 1.312 1.655 0.006048 679 640: 46% ━━━━━╸────── 13/28 3.4it/s 4.1s<4.5s  72/150 40.1G 1.314 1.661 0.006014 654 640: 50% ━━━━━━────── 14/28 3.4it/s 4.4s<4.1s  72/150 40.1G 1.317 1.66 0.00598 622 640: 54% ━━━━━━────── 15/28 3.3it/s 4.7s<3.9s  72/150 40.1G 1.313 1.65 0.00603 594 640: 57% ━━━━━━���───── 16/28 3.4it/s 5.0s<3.6s  72/150 40.1G 1.317 1.65 0.006067 555 640: 61% ━━━━━━━───── 17/28 3.4it/s 5.3s<3.3s  72/150 40.1G 1.317 1.643 0.006076 642 640: 64% ━━━━━━━╸──── 18/28 3.3it/s 5.6s<3.0s  72/150 40.1G 1.316 1.638 0.006024 703 640: 68% ━━━━━━━━──── 19/28 3.4it/s 5.9s<2.7s  72/150 40.1G 1.318 1.639 0.006008 649 640: 71% ━━━━━━━━╸─── 20/28 3.4it/s 6.2s<2.4s  72/150 40.1G 1.317 1.639 0.006027 561 640: 75% ━━━━━━━━━─── 21/28 3.4it/s 6.5s<2.1s  72/150 40.1G 1.317 1.636 0.006005 627 640: 79% ━━━━━━━━━─── 22/28 3.4it/s 6.8s<1.8s  72/150 40.1G 1.31 1.623 0.005999 546 640: 82% ━━━━━━━━━╸── 23/28 3.4it/s 7.1s<1.5s  72/150 40.1G 1.309 1.62 0.005957 673 640: 86% ━━━━━━━━━━── 24/28 3.4it/s 7.4s<1.2s  72/150 40.1G 1.307 1.613 0.005953 593 640: 89% ━━━━━━━━━━╸─ 25/28 3.4it/s 7.7s<0.9s  72/150 40.1G 1.31 1.62 0.00595 784 640: 93% ━━━━━━━━━━━─ 26/28 3.4it/s 8.0s<0.6s  72/150 40.1G 1.311 1.616 0.005967 226 640: 96% ━━━━━━━━━━━╸ 27/28 4.4it/s 8.1s<0.2s  72/150 40.1G 1.311 1.616 0.005967 226 640: 100% ━━━━━━━━━━━━ 28/28 3.5it/s 8.1s +  Class Images Instances Box(P R mAP50 mAP50-95): 50% ━━━━━━────── 1/2 1.1it/s 0.3s<0.9s  Class Images Instances Box(P R mAP50 mAP50-95): 100% ━━━━━━━━━━━━ 2/2 5.0it/s 0.4s + all 177 1609 0.725 0.71 0.747 0.47 + + Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size +  73/150 40.1G 1.321 1.593 0.006916 555 640: 0% ──────────── 0/28 0.3s  73/150 40.1G 1.31 1.583 0.006104 546 640: 4% ──────────── 1/28 1.0it/s 0.6s<26.2s  73/150 40.1G 1.291 1.552 0.005947 510 640: 7% ╸─────────── 2/28 1.8it/s 0.9s<14.9s  73/150 40.1G 1.267 1.536 0.00588 595 640: 11% ━─────────── 3/28 2.3it/s 1.2s<11.1s  73/150 40.1G 1.263 1.516 0.005668 641 640: 14% ━╸────────── 4/28 2.6it/s 1.5s<9.2s  73/150 40.1G 1.284 1.567 0.005867 657 640: 18% ━━────────── 5/28 2.8it/s 1.8s<8.2s  73/150 40.1G 1.271 1.54 0.00586 565 640: 21% ━━╸───────── 6/28 3.0it/s 2.0s<7.3s  73/150 40.1G 1.264 1.528 0.005854 607 640: 25% ━━━───────── 7/28 3.1it/s 2.3s<6.8s  73/150 40.1G 1.266 1.54 0.005857 623 640: 29% ━━━───────── 8/28 3.2it/s 2.6s<6.2s  73/150 40.1G 1.268 1.536 0.005735 733 640: 32% ━━━╸──────── 9/28 3.3it/s 2.9s<5.8s  73/150 40.1G 1.267 1.538 0.005739 594 640: 36% ━━━━──────── 10/28 3.3it/s 3.2s<5.4s  73/150 40.1G 1.272 1.548 0.005805 623 640: 39% ━━━━╸─────── 11/28 3.4it/s 3.5s<5.0s  73/150 40.1G 1.27 1.539 0.005774 652 640: 43% ━━━━━─────── 12/28 3.3it/s 3.8s<4.8s  73/150 40.1G 1.279 1.548 0.005753 813 640: 46% ━━━━━╸────── 13/28 3.4it/s 4.1s<4.5s  73/150 40.1G 1.282 1.553 0.005704 641 640: 50% ━━━━━━────── 14/28 3.4it/s 4.4s<4.1s  73/150 40.1G 1.279 1.55 0.005719 541 640: 54% ━━━━━━────── 15/28 3.4it/s 4.7s<3.8s  73/150 40.1G 1.278 1.557 0.005733 620 640: 57% ━━━━━━╸───── 16/28 3.4it/s 5.0s<3.5s  73/150 40.1G 1.276 1.559 0.005787 594 640: 61% ━━━━━━━───── 17/28 3.4it/s 5.3s<3.2s  73/150 40.1G 1.279 1.568 0.005779 667 640: 64% ━━━━━━━╸──── 18/28 3.4it/s 5.6s<2.9s  73/150 40.1G 1.278 1.573 0.005743 611 640: 68% ━━━━━━━━──── 19/28 3.4it/s 5.9s<2.6s  73/150 40.1G 1.277 1.571 0.005707 567 640: 71% ━━━━━━━━╸─── 20/28 3.4it/s 6.2s<2.3s  73/150 40.1G 1.279 1.572 0.005772 590 640: 75% ━━━━━━━━━─── 21/28 3.4it/s 6.5s<2.1s  73/150 40.1G 1.281 1.572 0.005788 588 640: 79% ━━━━━━━━━─── 22/28 3.4it/s 6.7s<1.8s  73/150 40.1G 1.281 1.571 0.005788 666 640: 82% ━━━━━━━━━╸── 23/28 3.4it/s 7.0s<1.5s  73/150 40.1G 1.284 1.574 0.005774 682 640: 86% ━━━━━━━━━━── 24/28 3.4it/s 7.3s<1.2s  73/150 40.1G 1.282 1.57 0.005761 594 640: 89% ━━━━━━━━━━╸─ 25/28 3.4it/s 7.6s<0.9s  73/150 40.1G 1.281 1.571 0.005788 586 640: 93% ━━━━━━━━━━━─ 26/28 3.4it/s 7.9s<0.6s  73/150 40.1G 1.282 1.575 0.005843 221 640: 96% ━━━━━━━━━━━╸ 27/28 4.4it/s 8.1s<0.2s  73/150 40.1G 1.282 1.575 0.005843 221 640: 100% ━━━━━━━━━━━━ 28/28 3.5it/s 8.1s +  Class Images Instances Box(P R mAP50 mAP50-95): 50% ━━━━━━────── 1/2 1.1it/s 0.3s<0.9s  Class Images Instances Box(P R mAP50 mAP50-95): 100% ━━━━━━━━━━━━ 2/2 5.1it/s 0.4s + all 177 1609 0.753 0.759 0.764 0.493 + + Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size +  74/150 40.1G 1.226 1.477 0.005609 574 640: 0% ──────────── 0/28 0.3s  74/150 40.1G 1.308 1.583 0.006351 610 640: 4% ──────────── 1/28 1.0it/s 0.6s<26.4s  74/150 40.1G 1.286 1.586 0.006021 617 640: 7% ╸─────────── 2/28 1.8it/s 0.9s<14.8s  74/150 40.1G 1.316 1.64 0.005922 665 640: 11% ━─────────── 3/28 2.3it/s 1.2s<11.1s  74/150 40.1G 1.303 1.623 0.005796 642 640: 14% ━╸────────── 4/28 2.6it/s 1.5s<9.2s  74/150 40.1G 1.283 1.598 0.005926 535 640: 18% ━━────────── 5/28 2.9it/s 1.7s<8.0s  74/150 40.1G 1.286 1.593 0.006127 545 640: 21% ━━╸───────── 6/28 3.0it/s 2.0s<7.2s  74/150 40.1G 1.29 1.593 0.006144 597 640: 25% ━━━───────── 7/28 3.2it/s 2.3s<6.6s  74/150 40.1G 1.292 1.593 0.006045 700 640: 29% ━━━───────── 8/28 3.2it/s 2.6s<6.2s  74/150 40.1G 1.287 1.582 0.006034 552 640: 32% ━━━╸──────── 9/28 3.3it/s 2.9s<5.8s  74/150 40.1G 1.289 1.594 0.00596 720 640: 36% ━━━━──────── 10/28 3.3it/s 3.2s<5.4s  74/150 40.1G 1.287 1.597 0.005993 522 640: 39% ━━━━╸─────── 11/28 3.3it/s 3.5s<5.1s  74/150 40.1G 1.285 1.584 0.005948 556 640: 43% ━━━━━─────── 12/28 3.4it/s 3.8s<4.7s  74/150 40.1G 1.287 1.582 0.005939 679 640: 46% ━━━━━╸────── 13/28 3.3it/s 4.1s<4.5s  74/150 40.1G 1.287 1.582 0.005955 503 640: 50% ━━━━━━────── 14/28 3.3it/s 4.4s<4.2s  74/150 40.1G 1.288 1.594 0.005962 668 640: 54% ━━━━━━────── 15/28 3.3it/s 4.7s<3.9s  74/150 40.1G 1.283 1.579 0.005942 515 640: 57% ━━━━━━╸───── 16/28 3.4it/s 5.0s<3.6s  74/150 40.1G 1.28 1.575 0.005904 578 640: 61% ━━━━━━━───── 17/28 3.4it/s 5.3s<3.3s  74/150 40.1G 1.284 1.586 0.005936 668 640: 64% ━━━━━━━╸──── 18/28 3.4it/s 5.6s<3.0s  74/150 40.1G 1.278 1.58 0.005966 532 640: 68% ━━━━━━━━──── 19/28 3.3it/s 5.9s<2.7s  74/150 40.1G 1.281 1.58 0.005936 669 640: 71% ━━━━━━━━╸─── 20/28 3.4it/s 6.2s<2.4s  74/150 40.1G 1.28 1.58 0.005953 567 640: 75% ━━━━━━━━━─── 21/28 3.3it/s 6.5s<2.1s  74/150 40.1G 1.28 1.576 0.005935 571 640: 79% ━━━━━━━━━─── 22/28 3.4it/s 6.8s<1.8s  74/150 40.1G 1.276 1.567 0.005917 528 640: 82% ━━━━━━━━━╸── 23/28 3.3it/s 7.1s<1.5s  74/150 40.1G 1.278 1.573 0.00588 697 640: 86% ━━━━━━━━━━── 24/28 3.4it/s 7.4s<1.2s  74/150 40.1G 1.279 1.572 0.005868 588 640: 89% ━━━━━━━━━━╸─ 25/28 3.3it/s 7.7s<0.9s  74/150 40.1G 1.277 1.569 0.005887 500 640: 93% ━━━━━━━━━━━─ 26/28 3.4it/s 8.0s<0.6s  74/150 40.1G 1.275 1.56 0.005901 211 640: 96% ━━━━━━━━━━━╸ 27/28 4.4it/s 8.1s<0.2s  74/150 40.1G 1.275 1.56 0.005901 211 640: 100% ━━━━━━━━━━━━ 28/28 3.4it/s 8.1s +  Class Images Instances Box(P R mAP50 mAP50-95): 50% ━━━━━━────── 1/2 1.1it/s 0.3s<0.9s  Class Images Instances Box(P R mAP50 mAP50-95): 100% ━━━━━━━━━━━━ 2/2 5.0it/s 0.4s + all 177 1609 0.746 0.72 0.738 0.49 + + Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size +  75/150 40.1G 1.283 1.469 0.005592 606 640: 0% ──────────── 0/28 0.3s  75/150 40.1G 1.241 1.442 0.00596 577 640: 4% ──────────── 1/28 1.0it/s 0.6s<26.0s  75/150 40.1G 1.247 1.467 0.005936 515 640: 7% ╸─────────── 2/28 1.7it/s 0.9s<15.2s  75/150 40.1G 1.262 1.474 0.005995 620 640: 11% ━─────────── 3/28 2.2it/s 1.2s<11.2s  75/150 40.1G 1.256 1.492 0.005783 545 640: 14% ━╸────────── 4/28 2.6it/s 1.5s<9.3s  75/150 40.1G 1.268 1.535 0.005755 734 640: 18% ━━────────── 5/28 2.8it/s 1.8s<8.1s  75/150 40.1G 1.268 1.526 0.005736 644 640: 21% ━━╸───────── 6/28 3.0it/s 2.1s<7.3s  75/150 40.1G 1.263 1.522 0.005747 565 640: 25% ━━━───────── 7/28 3.1it/s 2.3s<6.7s  75/150 40.1G 1.273 1.535 0.005759 617 640: 29% ━━━───────── 8/28 3.2it/s 2.6s<6.2s  75/150 40.1G 1.272 1.543 0.005772 616 640: 32% ━━━╸──────── 9/28 3.3it/s 2.9s<5.8s  75/150 40.1G 1.268 1.554 0.005833 531 640: 36% ━━━━──────── 10/28 3.3it/s 3.2s<5.5s  75/150 40.1G 1.263 1.559 0.005886 462 640: 39% ━━━━╸─────── 11/28 3.3it/s 3.5s<5.1s  75/150 40.1G 1.263 1.558 0.005839 661 640: 43% ━━━━━─────── 12/28 3.3it/s 3.8s<4.8s  75/150 40.1G 1.263 1.557 0.00583 535 640: 46% ━━━━━╸────── 13/28 3.4it/s 4.1s<4.5s  75/150 40.1G 1.26 1.551 0.005801 637 640: 50% ━━━━━━────── 14/28 3.3it/s 4.4s<4.2s  75/150 40.1G 1.264 1.564 0.005813 644 640: 54% ━━━━━━────── 15/28 3.3it/s 4.7s<3.9s  75/150 40.1G 1.262 1.568 0.005801 614 640: 57% ━━━━━━╸───── 16/28 3.4it/s 5.0s<3.6s  75/150 40.1G 1.262 1.567 0.005803 642 640: 61% ━━━━━━━───── 17/28 3.3it/s 5.3s<3.3s  75/150 40.1G 1.265 1.576 0.005798 668 640: 64% ━━━━━━━╸──── 18/28 3.4it/s 5.6s<3.0s  75/150 40.1G 1.266 1.579 0.005767 654 640: 68% ━━━━━━━━──── 19/28 3.4it/s 5.9s<2.7s  75/150 40.1G 1.267 1.583 0.005808 563 640: 71% ━━━━━━━━╸─── 20/28 3.4it/s 6.2s<2.4s  75/150 40.1G 1.264 1.582 0.005844 548 640: 75% ━━━━━━━━━─── 21/28 3.4it/s 6.5s<2.1s  75/150 40.1G 1.268 1.592 0.005854 609 640: 79% ━━━━━━━━━─── 22/28 3.4it/s 6.8s<1.8s  75/150 40.1G 1.271 1.598 0.005879 684 640: 82% ━━━━━━━━━╸── 23/28 3.4it/s 7.1s<1.5s  75/150 40.1G 1.272 1.604 0.005897 603 640: 86% ━━━━━━━━━━── 24/28 3.4it/s 7.4s<1.2s  75/150 40.1G 1.274 1.608 0.005873 607 640: 89% ━━━━━━━━━━╸─ 25/28 3.4it/s 7.7s<0.9s  75/150 40.1G 1.275 1.608 0.005874 617 640: 93% ━━━━━━━━━━━─ 26/28 3.4it/s 8.0s<0.6s  75/150 40.1G 1.274 1.602 0.005827 283 640: 96% ━━━━━━━━━━━╸ 27/28 4.4it/s 8.1s<0.2s  75/150 40.1G 1.274 1.602 0.005827 283 640: 100% ━━━━━━━━━━━━ 28/28 3.4it/s 8.1s +  Class Images Instances Box(P R mAP50 mAP50-95): 50% ━━━━━━────── 1/2 1.1it/s 0.3s<0.9s  Class Images Instances Box(P R mAP50 mAP50-95): 100% ━━━━━━━━━━━━ 2/2 5.0it/s 0.4s + all 177 1609 0.752 0.734 0.745 0.496 + + Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size +  76/150 40.1G 1.288 1.643 0.006082 552 640: 0% ──────────── 0/28 0.3s  76/150 40.1G 1.266 1.621 0.006917 539 640: 4% ──────────── 1/28 1.0it/s 0.6s<26.5s  76/150 40.1G 1.288 1.655 0.006457 680 640: 7% ╸─────────── 2/28 1.7it/s 0.9s<15.0s  76/150 40.1G 1.289 1.648 0.006302 610 640: 11% ━─────────── 3/28 2.2it/s 1.2s<11.2s  76/150 40.1G 1.292 1.679 0.006363 659 640: 14% ━╸────────── 4/28 2.6it/s 1.5s<9.2s  76/150 40.1G 1.293 1.669 0.006394 594 640: 18% ━━────────── 5/28 2.8it/s 1.8s<8.1s  76/150 40.1G 1.286 1.658 0.006441 533 640: 21% ━━╸───────── 6/28 3.0it/s 2.0s<7.3s  76/150 40.1G 1.281 1.638 0.006346 604 640: 25% ━━━───────── 7/28 3.1it/s 2.4s<6.8s  76/150 40.1G 1.287 1.637 0.006326 569 640: 29% ━━━───────── 8/28 3.2it/s 2.6s<6.3s  76/150 40.1G 1.289 1.634 0.006251 649 640: 32% ━━━╸──────── 9/28 3.3it/s 2.9s<5.8s  76/150 40.1G 1.285 1.618 0.006211 563 640: 36% ━━━━──────── 10/28 3.3it/s 3.2s<5.5s  76/150 40.1G 1.281 1.601 0.006125 569 640: 39% ━━━━╸─────── 11/28 3.3it/s 3.5s<5.1s  76/150 40.1G 1.277 1.587 0.006083 563 640: 43% ━━━━━─────── 12/28 3.3it/s 3.8s<4.8s  76/150 40.1G 1.274 1.577 0.006069 557 640: 46% ━━━━━╸────── 13/28 3.3it/s 4.1s<4.5s  76/150 40.1G 1.272 1.568 0.006057 614 640: 50% ━━━━━━────── 14/28 3.4it/s 4.4s<4.2s  76/150 40.1G 1.274 1.572 0.006089 617 640: 54% ━━━━━━────── 15/28 3.4it/s 4.7s<3.8s  76/150 40.1G 1.273 1.567 0.006098 514 640: 57% ━━━━━━╸───── 16/28 3.4it/s 5.0s<3.5s  76/150 40.1G 1.271 1.562 0.006091 549 640: 61% ━━━━━━━───── 17/28 3.4it/s 5.3s<3.2s  76/150 40.1G 1.267 1.556 0.00609 562 640: 64% ━━━━━━━╸──── 18/28 3.4it/s 5.6s<3.0s  76/150 40.1G 1.267 1.557 0.006073 593 640: 68% ━━━━━━━━──── 19/28 3.4it/s 5.9s<2.6s  76/150 40.1G 1.267 1.553 0.00604 582 640: 71% ━━━━━━━━╸─── 20/28 3.4it/s 6.2s<2.3s  76/150 40.1G 1.267 1.548 0.006054 558 640: 75% ━━━━━━━━━─── 21/28 3.4it/s 6.5s<2.1s  76/150 40.1G 1.264 1.546 0.006038 488 640: 79% ━━━━━━━━━─── 22/28 3.4it/s 6.8s<1.8s  76/150 40.1G 1.262 1.553 0.006046 607 640: 82% ━━━━━━━━━╸── 23/28 3.4it/s 7.1s<1.5s  76/150 40.1G 1.258 1.542 0.006024 510 640: 86% ━━━━━━━━━━── 24/28 3.4it/s 7.4s<1.2s  76/150 40.1G 1.256 1.537 0.005985 637 640: 89% ━━━━━━━━━━╸─ 25/28 3.4it/s 7.6s<0.9s  76/150 40.1G 1.258 1.539 0.005946 681 640: 93% ━━━━━━━━━━━─ 26/28 3.4it/s 7.9s<0.6s  76/150 40.1G 1.256 1.539 0.005993 184 640: 96% ��━━━━━━━━━━╸ 27/28 4.5it/s 8.1s<0.2s  76/150 40.1G 1.256 1.539 0.005993 184 640: 100% ━━━━━━━━━━━━ 28/28 3.5it/s 8.1s +  Class Images Instances Box(P R mAP50 mAP50-95): 50% ━━━━━━────── 1/2 1.1it/s 0.3s<0.9s  Class Images Instances Box(P R mAP50 mAP50-95): 100% ━━━━━━━━━━━━ 2/2 5.0it/s 0.4s + all 177 1609 0.721 0.743 0.746 0.492 + + Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size +  77/150 40.1G 1.156 1.362 0.005973 543 640: 0% ──────────── 0/28 0.3s  77/150 40.1G 1.245 1.501 0.00554 730 640: 4% ──────────── 1/28 1.0it/s 0.6s<26.2s  77/150 40.1G 1.267 1.571 0.005763 667 640: 7% ╸─────────── 2/28 1.8it/s 0.9s<14.8s  77/150 40.1G 1.286 1.579 0.00596 582 640: 11% ━─────────── 3/28 2.3it/s 1.2s<11.1s  77/150 40.1G 1.284 1.575 0.00605 551 640: 14% ━╸────────── 4/28 2.6it/s 1.5s<9.2s  77/150 40.1G 1.276 1.572 0.005803 669 640: 18% ━━────────── 5/28 2.8it/s 1.8s<8.2s  77/150 40.1G 1.269 1.575 0.005916 508 640: 21% ━━╸───────── 6/28 3.0it/s 2.0s<7.3s  77/150 40.1G 1.278 1.576 0.005818 704 640: 25% ━━━───────── 7/28 3.1it/s 2.3s<6.7s  77/150 40.1G 1.278 1.577 0.005787 663 640: 29% ━━━───────── 8/28 3.2it/s 2.6s<6.2s  77/150 40.1G 1.277 1.576 0.00579 780 640: 32% ━━━╸──────── 9/28 3.3it/s 2.9s<5.8s  77/150 40.1G 1.286 1.597 0.005812 626 640: 36% ━━━━──────── 10/28 3.3it/s 3.2s<5.4s  77/150 40.1G 1.29 1.607 0.005811 576 640: 39% ━━━━╸─────── 11/28 3.3it/s 3.5s<5.1s  77/150 40.1G 1.295 1.607 0.005787 701 640: 43% ━━━━━─────── 12/28 3.3it/s 3.8s<4.8s  77/150 40.1G 1.295 1.594 0.005783 650 640: 46% ━━━━━╸────── 13/28 3.4it/s 4.1s<4.4s  77/150 40.1G 1.291 1.587 0.00576 605 640: 50% ━━━━━━────── 14/28 3.4it/s 4.4s<4.2s  77/150 40.1G 1.289 1.583 0.005712 582 640: 54% ━━━━━━────── 15/28 3.3it/s 4.7s<3.9s  77/150 40.1G 1.295 1.59 0.005705 832 640: 57% ━━━━━━╸───── 16/28 3.4it/s 5.0s<3.6s  77/150 40.1G 1.292 1.583 0.005672 653 640: 61% ━━━━━━━───── 17/28 3.4it/s 5.3s<3.2s  77/150 40.1G 1.294 1.588 0.005717 597 640: 64% ━━━━━━━╸──── 18/28 3.4it/s 5.6s<2.9s  77/150 40.1G 1.289 1.579 0.005714 506 640: 68% ━━━━━━━━──── 19/28 3.4it/s 5.9s<2.6s  77/150 40.1G 1.288 1.576 0.005706 658 640: 71% ━━━━━━━━╸─── 20/28 3.4it/s 6.2s<2.3s  77/150 40.1G 1.288 1.581 0.005718 581 640: 75% ━━━━━━━━━─── 21/28 3.4it/s 6.5s<2.0s  77/150 40.1G 1.29 1.584 0.005779 565 640: 79% ━━━━━━━━━─── 22/28 3.4it/s 6.7s<1.7s  77/150 40.1G 1.288 1.578 0.005757 558 640: 82% ━━━━━━━━━╸── 23/28 3.4it/s 7.0s<1.5s  77/150 40.1G 1.287 1.58 0.005759 631 640: 86% ━━━━━━━━━━── 24/28 3.4it/s 7.3s<1.2s  77/150 40.1G 1.285 1.581 0.005757 613 640: 89% ━━━━━━━━━━╸─ 25/28 3.4it/s 7.6s<0.9s  77/150 40.1G 1.287 1.583 0.005734 705 640: 93% ━━━━━━━━━━━─ 26/28 3.4it/s 7.9s<0.6s  77/150 40.1G 1.287 1.584 0.005738 252 640: 96% ━━━━━━━━━━━╸ 27/28 4.4it/s 8.1s<0.2s  77/150 40.1G 1.287 1.584 0.005738 252 640: 100% ━━━━━━━━━━━━ 28/28 3.5it/s 8.1s +  Class Images Instances Box(P R mAP50 mAP50-95): 50% ━━━━━━────── 1/2 1.1it/s 0.3s<0.9s  Class Images Instances Box(P R mAP50 mAP50-95): 100% ━━━━━━━━━━━━ 2/2 5.0it/s 0.4s + all 177 1609 0.742 0.74 0.74 0.474 + + Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size +  78/150 40.1G 1.292 1.429 0.005108 689 640: 0% ──────────── 0/28 0.3s  78/150 40.1G 1.315 1.525 0.005518 600 640: 4% ──────────── 1/28 1.0s/it 0.6s<27.0s  78/150 40.1G 1.284 1.524 0.005502 591 640: 7% ╸─────────── 2/28 1.7it/s 0.9s<15.3s  78/150 40.1G 1.273 1.509 0.005543 505 640: 11% ━─────────── 3/28 2.2it/s 1.2s<11.3s  78/150 40.1G 1.259 1.47 0.00555 569 640: 14% ━╸────────── 4/28 2.6it/s 1.5s<9.2s  78/150 40.1G 1.261 1.469 0.005424 736 640: 18% ━━────────── 5/28 2.8it/s 1.8s<8.2s  78/150 40.1G 1.251 1.463 0.005616 456 640: 21% ━━╸───────── 6/28 3.0it/s 2.1s<7.3s  78/150 40.1G 1.261 1.479 0.005532 667 640: 25% ━━━───────── 7/28 3.1it/s 2.4s<6.7s  78/150 40.1G 1.275 1.493 0.005529 684 640: 29% ━━━───────── 8/28 3.2it/s 2.6s<6.2s  78/150 40.1G 1.282 1.514 0.005595 583 640: 32% ━━━╸──────── 9/28 3.2it/s 3.0s<5.9s  78/150 40.1G 1.283 1.511 0.005615 630 640: 36% ━━━━──────── 10/28 3.3it/s 3.2s<5.5s  78/150 40.1G 1.285 1.518 0.005561 702 640: 39% ━━━━╸─────── 11/28 3.3it/s 3.5s<5.1s  78/150 40.1G 1.282 1.519 0.005536 589 640: 43% ━━━━━─────── 12/28 3.4it/s 3.8s<4.8s  78/150 40.1G 1.281 1.507 0.005456 688 640: 46% ━━━━━╸────── 13/28 3.4it/s 4.1s<4.5s  78/150 40.1G 1.283 1.515 0.005458 698 640: 50% ━━━━━━────── 14/28 3.4it/s 4.4s<4.1s  78/150 40.1G 1.284 1.523 0.0055 591 640: 54% ━━━━━━────── 15/28 3.4it/s 4.7s<3.8s  78/150 40.1G 1.282 1.523 0.005501 547 640: 57% ━━━━━━╸───── 16/28 3.4it/s 5.0s<3.5s  78/150 40.1G 1.283 1.525 0.005459 792 640: 61% ━━━━━━━───── 17/28 3.4it/s 5.3s<3.3s  78/150 40.1G 1.281 1.525 0.005503 482 640: 64% ━━━━━━━╸──── 18/28 3.4it/s 5.6s<3.0s  78/150 40.1G 1.283 1.532 0.005535 613 640: 68% ━━━━━━━━──── 19/28 3.4it/s 5.9s<2.7s  78/150 40.1G 1.278 1.534 0.005537 616 640: 71% ━━━━━━━━╸─── 20/28 3.4it/s 6.2s<2.3s  78/150 40.1G 1.277 1.532 0.005535 520 640: 75% ━━━━━━━━━─── 21/28 3.4it/s 6.5s<2.1s  78/150 40.1G 1.272 1.526 0.005509 563 640: 79% ━━━━━━━━━─── 22/28 3.4it/s 6.8s<1.8s  78/150 40.1G 1.269 1.523 0.005481 661 640: 82% ━━━━━━━━━╸── 23/28 3.4it/s 7.1s<1.5s  78/150 40.1G 1.269 1.52 0.005525 541 640: 86% ━━━━━━━━━━── 24/28 3.4it/s 7.4s<1.2s  78/150 40.1G 1.268 1.514 0.005532 602 640: 89% ━━━━━━━━━━╸─ 25/28 3.4it/s 7.6s<0.9s  78/150 40.1G 1.27 1.515 0.005536 645 640: 93% ━━━━━━━━━━━─ 26/28 3.4it/s 7.9s<0.6s  78/150 40.1G 1.274 1.522 0.005515 355 640: 96% ━━━━━━━━━━━╸ 27/28 4.4it/s 8.1s<0.2s  78/150 40.1G 1.274 1.522 0.005515 355 640: 100% ━━━━━━━━━━━━ 28/28 3.5it/s 8.1s +  Class Images Instances Box(P R mAP50 mAP50-95): 50% ━━━━━━────── 1/2 1.1it/s 0.3s<0.9s  Class Images Instances Box(P R mAP50 mAP50-95): 100% ━━━━━━━━━━━━ 2/2 5.3it/s 0.4s + all 177 1609 0.764 0.747 0.747 0.489 + + Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size +  79/150 40.1G 1.287 1.537 0.005336 630 640: 0% ──────────── 0/28 0.3s  79/150 40.1G 1.27 1.511 0.00513 588 640: 4% ──────────── 1/28 1.0it/s 0.6s<26.2s  79/150 40.1G 1.267 1.499 0.005355 677 640: 7% ╸─────────── 2/28 1.8it/s 0.9s<14.8s  79/150 40.1G 1.272 1.532 0.005501 565 640: 11% ━─────────── 3/28 2.3it/s 1.2s<11.1s  79/150 40.1G 1.274 1.545 0.005682 517 640: 14% ━╸────────── 4/28 2.6it/s 1.5s<9.2s  79/150 40.1G 1.277 1.538 0.005568 755 640: 18% ━━────────── 5/28 2.8it/s 1.7s<8.1s  79/150 40.1G 1.261 1.538 0.005549 581 640: 21% ━━╸───────── 6/28 3.0it/s 2.0s<7.3s  79/150 40.1G 1.259 1.529 0.005594 558 640: 25% ━━━───────── 7/28 3.1it/s 2.3s<6.7s  79/150 40.1G 1.259 1.526 0.00561 577 640: 29% ━━━───────── 8/28 3.2it/s 2.6s<6.2s  79/150 40.1G 1.26 1.527 0.005588 500 640: 32% ━━━╸──────── 9/28 3.3it/s 2.9s<5.8s  79/150 40.1G 1.258 1.535 0.00561 550 640: 36% ━━━━──────── 10/28 3.3it/s 3.2s<5.4s  79/150 40.1G 1.258 1.534 0.005657 570 640: 39% ━━━━╸─────── 11/28 3.4it/s 3.5s<5.1s  79/150 40.1G 1.265 1.537 0.0057 670 640: 43% ━━━━━─────── 12/28 3.4it/s 3.8s<4.7s  79/150 40.1G 1.271 1.527 0.005676 707 640: 46% ━━━━━╸────── 13/28 3.4it/s 4.1s<4.4s  79/150 40.1G 1.273 1.524 0.005655 638 640: 50% ━━━━━━────── 14/28 3.4it/s 4.4s<4.1s  79/150 40.1G 1.273 1.529 0.005639 715 640: 54% ━━━━━━────── 15/28 3.4it/s 4.7s<3.8s  79/150 40.1G 1.279 1.533 0.005641 707 640: 57% ━━━━━━╸───── 16/28 3.4it/s 5.0s<3.5s  79/150 40.1G 1.281 1.526 0.005598 694 640: 61% ━━━━━━━───── 17/28 3.4it/s 5.2s<3.2s  79/150 40.1G 1.278 1.518 0.005598 578 640: 64% ━━━━━━━╸──── 18/28 3.4it/s 5.5s<2.9s  79/150 40.1G 1.279 1.526 0.005592 566 640: 68% ━━━━━━━━──── 19/28 3.4it/s 5.8s<2.7s  79/150 40.1G 1.282 1.531 0.005588 780 640: 71% ━━━━━━━━╸─── 20/28 3.4it/s 6.1s<2.4s  79/150 40.1G 1.28 1.535 0.00559 641 640: 75% ━━━━━━━━━─── 21/28 3.4it/s 6.4s<2.1s  79/150 40.1G 1.277 1.534 0.005574 632 640: 79% ━━━━━━━━━─── 22/28 3.4it/s 6.7s<1.8s  79/150 40.1G 1.278 1.535 0.005559 636 640: 82% ━━━━━━━━━╸── 23/28 3.4it/s 7.0s<1.5s  79/150 40.1G 1.276 1.532 0.005542 590 640: 86% ━━━━━━━━━━── 24/28 3.4it/s 7.3s<1.2s  79/150 40.1G 1.273 1.526 0.005518 565 640: 89% ━━━━━━━━━━╸─ 25/28 3.4it/s 7.6s<0.9s  79/150 40.1G 1.271 1.526 0.005517 620 640: 93% ━━━━━━━━━━━─ 26/28 3.4it/s 7.9s<0.6s  79/150 40.1G 1.273 1.526 0.005519 275 640: 96% ━━━━━━━━━━━╸ 27/28 4.4it/s 8.1s<0.2s  79/150 40.1G 1.273 1.526 0.005519 275 640: 100% ━━━━━━━━━━━━ 28/28 3.5it/s 8.1s +  Class Images Instances Box(P R mAP50 mAP50-95): 50% ━━━━━━────── 1/2 1.1it/s 0.3s<0.9s  Class Images Instances Box(P R mAP50 mAP50-95): 100% ━━━━━━━━━━━━ 2/2 5.0it/s 0.4s + all 177 1609 0.725 0.754 0.752 0.495 + + Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size +  80/150 40.1G 1.121 1.292 0.005179 504 640: 0% ──────────── 0/28 0.3s  80/150 40.1G 1.195 1.414 0.005077 694 640: 4% ──────────── 1/28 1.0it/s 0.6s<26.3s  80/150 40.1G 1.207 1.434 0.005183 558 640: 7% ╸─────────── 2/28 1.7it/s 0.9s<15.1s  80/150 40.1G 1.217 1.448 0.005648 601 640: 11% ━���────────── 3/28 2.2it/s 1.2s<11.2s  80/150 40.1G 1.229 1.465 0.005744 607 640: 14% ━╸────────── 4/28 2.6it/s 1.5s<9.2s  80/150 40.1G 1.233 1.45 0.005576 556 640: 18% ━━────────── 5/28 2.8it/s 1.8s<8.2s  80/150 40.1G 1.231 1.446 0.005599 561 640: 21% ━━╸───────── 6/28 3.0it/s 2.1s<7.3s  80/150 40.1G 1.241 1.459 0.005652 590 640: 25% ━━━───────── 7/28 3.1it/s 2.3s<6.7s  80/150 40.1G 1.247 1.478 0.005635 656 640: 29% ━━━───────── 8/28 3.2it/s 2.6s<6.2s  80/150 40.1G 1.245 1.485 0.005649 571 640: 32% ━━━╸──────── 9/28 3.3it/s 2.9s<5.8s  80/150 40.1G 1.249 1.501 0.005635 738 640: 36% ━━━━──────── 10/28 3.3it/s 3.2s<5.4s  80/150 40.1G 1.246 1.492 0.005629 663 640: 39% ━━━━╸─────── 11/28 3.4it/s 3.5s<5.1s  80/150 40.1G 1.252 1.495 0.005642 630 640: 43% ━━━━━─────── 12/28 3.4it/s 3.8s<4.7s  80/150 40.1G 1.257 1.499 0.005612 631 640: 46% ━━━━━╸────── 13/28 3.4it/s 4.1s<4.4s  80/150 40.1G 1.259 1.513 0.005607 705 640: 50% ━━━━━━────── 14/28 3.4it/s 4.4s<4.1s  80/150 40.1G 1.256 1.508 0.005608 587 640: 54% ━━━━━━────── 15/28 3.4it/s 4.7s<3.8s  80/150 40.1G 1.252 1.499 0.00562 563 640: 57% ━━━━━━╸───── 16/28 3.4it/s 5.0s<3.5s  80/150 40.1G 1.248 1.491 0.005576 580 640: 61% ━━━━━━━───── 17/28 3.4it/s 5.3s<3.2s  80/150 40.1G 1.244 1.489 0.005603 575 640: 64% ━━━━━━━╸──── 18/28 3.4it/s 5.5s<2.9s  80/150 40.1G 1.244 1.493 0.005577 605 640: 68% ━━━━━━━━──── 19/28 3.4it/s 5.8s<2.6s  80/150 40.1G 1.244 1.489 0.005559 632 640: 71% ━━━━━━━━╸─── 20/28 3.4it/s 6.1s<2.3s  80/150 40.1G 1.243 1.483 0.005535 601 640: 75% ━━━━━━━━━─── 21/28 3.4it/s 6.4s<2.0s  80/150 40.1G 1.245 1.492 0.005684 473 640: 79% ━━━━━━━━━─── 22/28 3.4it/s 6.7s<1.7s  80/150 40.1G 1.245 1.487 0.005682 560 640: 82% ━━━━━━━━━╸── 23/28 3.4it/s 7.0s<1.5s  80/150 40.1G 1.245 1.493 0.005648 704 640: 86% ━━━━━━━━━━── 24/28 3.4it/s 7.3s<1.2s  80/150 40.1G 1.247 1.497 0.005648 693 640: 89% ━━━━━━━━━━╸─ 25/28 3.4it/s 7.6s<0.9s  80/150 40.1G 1.249 1.497 0.005662 543 640: 93% ━━━━━━━━━━━─ 26/28 3.4it/s 7.9s<0.6s  80/150 40.1G 1.249 1.498 0.005661 201 640: 96% ━━━━━━━━━━━╸ 27/28 4.5it/s 8.0s<0.2s  80/150 40.1G 1.249 1.498 0.005661 201 640: 100% ━━━━━━━━━━━━ 28/28 3.5it/s 8.0s +  Class Images Instances Box(P R mAP50 mAP50-95): 50% ━━━━━━────── 1/2 1.1it/s 0.3s<0.9s  Class Images Instances Box(P R mAP50 mAP50-95): 100% ━━━━━━━━━━━━ 2/2 5.0it/s 0.4s + all 177 1609 0.756 0.722 0.74 0.482 + + Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size +  81/150 40.1G 1.317 1.596 0.006556 608 640: 0% ──────────── 0/28 0.3s  81/150 40.1G 1.326 1.658 0.005886 697 640: 4% ──────────── 1/28 1.0s/it 0.6s<27.1s  81/150 40.1G 1.305 1.639 0.005788 665 640: 7% ╸─────────── 2/28 1.7it/s 0.9s<15.1s  81/150 40.1G 1.297 1.599 0.005573 536 640: 11% ━─────────── 3/28 2.2it/s 1.2s<11.2s  81/150 40.1G 1.282 1.552 0.005637 514 640: 14% ━╸────────── 4/28 2.6it/s 1.5s<9.2s  81/150 40.1G 1.27 1.532 0.005629 546 640: 18% ━━────────── 5/28 2.8it/s 1.8s<8.2s  81/150 40.1G 1.269 1.548 0.005607 599 640: 21% ━━╸───────── 6/28 3.0it/s 2.1s<7.3s  81/150 40.1G 1.267 1.551 0.005611 629 640: 25% ━━━───────── 7/28 3.1it/s 2.4s<6.8s  81/150 40.1G 1.276 1.561 0.005599 690 640: 29% ━━━───────── 8/28 3.2it/s 2.7s<6.3s  81/150 40.1G 1.279 1.559 0.00563 658 640: 32% ━━━╸──────── 9/28 3.3it/s 2.9s<5.8s  81/150 40.1G 1.273 1.548 0.005644 565 640: 36% ━━━━──────── 10/28 3.3it/s 3.2s<5.5s  81/150 40.1G 1.264 1.532 0.005614 508 640: 39% ━━━━╸─────── 11/28 3.3it/s 3.5s<5.1s  81/150 40.1G 1.266 1.531 0.005624 617 640: 43% ━━━━━─────── 12/28 3.4it/s 3.8s<4.7s  81/150 40.1G 1.269 1.535 0.005662 651 640: 46% ━━━━━╸────── 13/28 3.4it/s 4.1s<4.5s  81/150 40.1G 1.268 1.541 0.005751 561 640: 50% ━━━━━━────── 14/28 3.4it/s 4.4s<4.2s  81/150 40.1G 1.271 1.547 0.005712 649 640: 54% ━━━━━━────── 15/28 3.4it/s 4.7s<3.9s  81/150 40.1G 1.269 1.543 0.005697 563 640: 57% ━━━━━━╸───── 16/28 3.3it/s 5.0s<3.6s  81/150 40.1G 1.266 1.532 0.00562 699 640: 61% ━━━━━━━───── 17/28 3.4it/s 5.3s<3.3s  81/150 40.1G 1.264 1.524 0.005642 551 640: 64% ━━━━━━━╸──── 18/28 3.4it/s 5.6s<3.0s  81/150 40.1G 1.263 1.518 0.005617 623 640: 68% ━━━━━━━━──── 19/28 3.4it/s 5.9s<2.7s  81/150 40.1G 1.258 1.505 0.005569 482 640: 71% ━━━━━━━━╸─── 20/28 3.4it/s 6.2s<2.3s  81/150 40.1G 1.259 1.504 0.005544 625 640: 75% ━━━━━━━━━─── 21/28 3.4it/s 6.5s<2.1s  81/150 40.1G 1.258 1.507 0.005582 626 640: 79% ━━━━━━━━━─── 22/28 3.4it/s 6.8s<1.8s  81/150 40.1G 1.254 1.501 0.005567 535 640: 82% ━━━━━━━━━╸── 23/28 3.4it/s 7.1s<1.5s  81/150 40.1G 1.253 1.5 0.005614 517 640: 86% ━━━━━━━━━━── 24/28 3.4it/s 7.4s<1.2s  81/150 40.1G 1.251 1.497 0.005622 522 640: 89% ━━━━━━━━━━╸─ 25/28 3.4it/s 7.7s<0.9s  81/150 40.1G 1.248 1.492 0.005591 494 640: 93% ━━━━━━━━━━━─ 26/28 3.4it/s 8.0s<0.6s  81/150 40.1G 1.249 1.495 0.005556 285 640: 96% ━━━━━━━━━━━╸ 27/28 4.4it/s 8.1s<0.2s  81/150 40.1G 1.249 1.495 0.005556 285 640: 100% ━━━━━━━━━━━━ 28/28 3.5it/s 8.1s +  Class Images Instances Box(P R mAP50 mAP50-95): 50% ━━━━━━────── 1/2 1.1it/s 0.3s<0.9s  Class Images Instances Box(P R mAP50 mAP50-95): 100% ━━━━━━━━━━━━ 2/2 5.0it/s 0.4s + all 177 1609 0.739 0.754 0.75 0.486 + + Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size +  82/150 40.1G 1.207 1.56 0.005 664 640: 0% ──────────── 0/28 0.3s  82/150 40.1G 1.227 1.499 0.005311 603 640: 4% ──────────── 1/28 1.0s/it 0.6s<27.2s  82/150 40.1G 1.222 1.508 0.005473 524 640: 7% ╸─────────── 2/28 1.7it/s 0.9s<15.1s  82/150 40.1G 1.255 1.569 0.005401 735 640: 11% ━─────────── 3/28 2.2it/s 1.2s<11.2s  82/150 40.1G 1.257 1.558 0.005574 597 640: 14% ━╸────────── 4/28 2.6it/s 1.5s<9.2s  82/150 40.1G 1.259 1.559 0.005679 571 640: 18% ━━────────── 5/28 2.8it/s 1.8s<8.2s  82/150 40.1G 1.262 1.557 0.005655 696 640: 21% ━━╸───────── 6/28 3.0it/s 2.1s<7.4s  82/150 40.1G 1.272 1.567 0.005606 591 640: 25% ━━━───────── 7/28 3.1it/s 2.4s<6.7s  82/150 40.1G 1.257 1.543 0.005614 551 640: 29% ━━━───────── 8/28 3.2it/s 2.6s<6.2s  82/150 40.1G 1.253 1.541 0.005549 641 640: 32% ━━━╸──────── 9/28 3.3it/s 2.9s<5.8s  82/150 40.1G 1.263 1.546 0.005605 680 640: 36% ━━━━──────── 10/28 3.3it/s 3.2s<5.4s  82/150 40.1G 1.261 1.533 0.005618 602 640: 39% ━━━━╸─────── 11/28 3.4it/s 3.5s<5.1s  82/150 40.1G 1.259 1.527 0.005607 628 640: 43% ━━━━━─────── 12/28 3.4it/s 3.8s<4.7s  82/150 40.1G 1.256 1.524 0.00564 547 640: 46% ━━━━━╸────── 13/28 3.4it/s 4.1s<4.5s  82/150 40.1G 1.253 1.522 0.005573 614 640: 50% ━━━━━━────── 14/28 3.4it/s 4.4s<4.1s  82/150 40.1G 1.255 1.531 0.005659 440 640: 54% ━━━━━━────── 15/28 3.4it/s 4.7s<3.8s  82/150 40.1G 1.254 1.526 0.005675 540 640: 57% ━━━━━━╸───── 16/28 3.4it/s 5.0s<3.5s  82/150 40.1G 1.251 1.523 0.005643 600 640: 61% ━━━━━━━───── 17/28 3.4it/s 5.3s<3.3s  82/150 40.1G 1.251 1.532 0.005692 573 640: 64% ━━━━━━━╸──── 18/28 3.3it/s 5.6s<3.0s  82/150 40.1G 1.252 1.53 0.005698 562 640: 68% ━━━━━━━━──── 19/28 3.4it/s 5.9s<2.7s  82/150 40.1G 1.249 1.522 0.005691 509 640: 71% ━━━━━━━━╸─── 20/28 3.4it/s 6.2s<2.4s  82/150 40.1G 1.251 1.527 0.005667 728 640: 75% ━━━━━━━━━─── 21/28 3.4it/s 6.5s<2.1s  82/150 40.1G 1.25 1.522 0.005651 559 640: 79% ━━━━━━━━━─── 22/28 3.4it/s 6.8s<1.8s  82/150 40.1G 1.249 1.518 0.005646 601 640: 82% ━━━━━━━━━╸── 23/28 3.4it/s 7.1s<1.5s  82/150 40.1G 1.249 1.521 0.00563 619 640: 86% ━━━━━━━━━━── 24/28 3.4it/s 7.3s<1.2s  82/150 40.1G 1.246 1.517 0.005603 594 640: 89% ━━━━━━━━━━╸─ 25/28 3.4it/s 7.6s<0.9s  82/150 40.1G 1.244 1.512 0.005612 555 640: 93% ━━━━━━━━━━━─ 26/28 3.5it/s 7.9s<0.6s  82/150 40.1G 1.247 1.513 0.005599 349 640: 96% ━━━━━━━━━━━╸ 27/28 4.5it/s 8.1s<0.2s  82/150 40.1G 1.247 1.513 0.005599 349 640: 100% ━━━━━━━━━━━━ 28/28 3.5it/s 8.1s +  Class Images Instances Box(P R mAP50 mAP50-95): 50% ━━━━━━────── 1/2 1.1it/s 0.3s<0.9s  Class Images Instances Box(P R mAP50 mAP50-95): 100% ━━━━━━━━━━━━ 2/2 5.0it/s 0.4s + all 177 1609 0.787 0.715 0.736 0.486 + + Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size +  83/150 40.1G 1.26 1.548 0.005662 667 640: 0% ──────────── 0/28 0.3s  83/150 40.1G 1.248 1.492 0.00563 639 640: 4% ──────────── 1/28 1.0it/s 0.6s<26.1s  83/150 40.1G 1.244 1.489 0.005538 691 640: 7% ╸─────────── 2/28 1.8it/s 0.9s<14.8s  83/150 40.1G 1.244 1.469 0.005881 542 640: 11% ━─────────── 3/28 2.2it/s 1.2s<11.3s  83/150 40.1G 1.226 1.447 0.005779 551 640: 14% ━╸────────── 4/28 2.6it/s 1.5s<9.2s  83/150 40.1G 1.236 1.458 0.005572 797 640: 18% ━━────────── 5/28 2.8it/s 1.8s<8.1s  83/150 40.1G 1.244 1.48 0.005634 616 640: 21% ━━╸───────── 6/28 3.0it/s 2.1s<7.4s  83/150 40.1G 1.249 1.505 0.005606 664 640: 25% ━━━───────── 7/28 3.1it/s 2.4s<6.7s  83/150 40.1G 1.256 1.511 0.005533 771 640: 29% ━━━───────── 8/28 3.2it/s 2.6s<6.2s  83/150 40.1G 1.252 1.498 0.005534 636 640: 32% ━━━╸──────── 9/28 3.2it/s 2.9s<5.9s  83/150 40.1G 1.243 1.487 0.005458 568 640: 36% ━━━━──────── 10/28 3.3it/s 3.2s<5.5s  83/150 40.1G 1.241 1.482 0.005408 611 640: 39% ━━━━╸──────��� 11/28 3.3it/s 3.5s<5.1s  83/150 40.1G 1.236 1.475 0.005402 522 640: 43% ━━━━━─────── 12/28 3.3it/s 3.8s<4.8s  83/150 40.1G 1.235 1.471 0.005414 536 640: 46% ━━━━━╸────── 13/28 3.4it/s 4.1s<4.5s  83/150 40.1G 1.239 1.477 0.005362 731 640: 50% ━━━━━━────── 14/28 3.4it/s 4.4s<4.1s  83/150 40.1G 1.233 1.467 0.005319 613 640: 54% ━━━━━━────── 15/28 3.4it/s 4.7s<3.8s  83/150 40.1G 1.235 1.472 0.005408 531 640: 57% ━━━━━━╸───── 16/28 3.4it/s 5.0s<3.5s  83/150 40.1G 1.236 1.473 0.005394 645 640: 61% ━━━━━━━───── 17/28 3.4it/s 5.3s<3.2s  83/150 40.1G 1.239 1.476 0.005345 653 640: 64% ━━━━━━━╸──── 18/28 3.4it/s 5.6s<2.9s  83/150 40.1G 1.241 1.479 0.00535 643 640: 68% ━━━━━━━━──── 19/28 3.4it/s 5.9s<2.6s  83/150 40.1G 1.242 1.486 0.005349 666 640: 71% ━━━━━━━━╸─── 20/28 3.4it/s 6.2s<2.3s  83/150 40.1G 1.244 1.493 0.005335 730 640: 75% ━━━━━━━━━─── 21/28 3.4it/s 6.5s<2.0s  83/150 40.1G 1.241 1.488 0.005328 682 640: 79% ━━━━━━━━━─── 22/28 3.4it/s 6.7s<1.7s  83/150 40.1G 1.238 1.484 0.005301 659 640: 82% ━━━━━━━━━╸── 23/28 3.4it/s 7.0s<1.5s  83/150 40.1G 1.236 1.484 0.005311 636 640: 86% ━━━━━━━━━━── 24/28 3.4it/s 7.3s<1.2s  83/150 40.1G 1.233 1.48 0.005312 570 640: 89% ━━━━━━━━━━╸─ 25/28 3.4it/s 7.6s<0.9s  83/150 40.1G 1.233 1.482 0.005297 637 640: 93% ━━━━━━━━━━━─ 26/28 3.4it/s 7.9s<0.6s  83/150 40.1G 1.233 1.483 0.005316 248 640: 96% ━━━━━━━━━━━╸ 27/28 4.4it/s 8.1s<0.2s  83/150 40.1G 1.233 1.483 0.005316 248 640: 100% ━━━━━━━━━━━━ 28/28 3.5it/s 8.1s +  Class Images Instances Box(P R mAP50 mAP50-95): 50% ━━━━━━────── 1/2 1.1it/s 0.3s<0.9s  Class Images Instances Box(P R mAP50 mAP50-95): 100% ━━━━━━━━━━━━ 2/2 5.0it/s 0.4s + all 177 1609 0.764 0.738 0.744 0.487 + + Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size +  84/150 40.1G 1.29 1.571 0.005652 702 640: 0% ──────────── 0/28 0.3s  84/150 40.1G 1.257 1.466 0.005994 485 640: 4% ──────────── 1/28 1.0it/s 0.6s<26.6s  84/150 40.1G 1.245 1.522 0.006136 602 640: 7% ╸─────────── 2/28 1.8it/s 0.9s<14.8s  84/150 40.1G 1.252 1.526 0.005979 622 640: 11% ━─────────── 3/28 2.3it/s 1.2s<11.1s  84/150 40.1G 1.265 1.545 0.006025 624 640: 14% ━╸────────── 4/28 2.6it/s 1.5s<9.2s  84/150 40.1G 1.265 1.527 0.00584 629 640: 18% ━━────────── 5/28 2.9it/s 1.8s<8.1s  84/150 40.1G 1.252 1.533 0.005849 498 640: 21% ━━╸───────── 6/28 3.0it/s 2.0s<7.2s  84/150 40.1G 1.252 1.533 0.005939 541 640: 25% ━━━───────── 7/28 3.1it/s 2.3s<6.7s  84/150 40.1G 1.256 1.537 0.005733 760 640: 29% ━━━───────── 8/28 3.2it/s 2.6s<6.2s  84/150 40.1G 1.257 1.526 0.005722 619 640: 32% ━━━╸──────── 9/28 3.3it/s 2.9s<5.8s  84/150 40.1G 1.247 1.508 0.005736 614 640: 36% ━━━━──────── 10/28 3.3it/s 3.2s<5.5s  84/150 40.1G 1.254 1.522 0.005757 682 640: 39% ━━━━╸─────── 11/28 3.3it/s 3.5s<5.1s  84/150 40.1G 1.249 1.523 0.005777 569 640: 43% ━━━━━─────── 12/28 3.4it/s 3.8s<4.8s  84/150 40.1G 1.24 1.515 0.005705 565 640: 46% ━━━━━╸────── 13/28 3.3it/s 4.1s<4.5s  84/150 40.1G 1.239 1.505 0.005691 580 640: 50% ━━━━━━────── 14/28 3.4it/s 4.4s<4.2s  84/150 40.1G 1.234 1.5 0.005651 552 640: 54% ━━━━━━────── 15/28 3.4it/s 4.7s<3.8s  84/150 40.1G 1.24 1.511 0.005617 605 640: 57% ━━━━━━╸───── 16/28 3.4it/s 5.0s<3.5s  84/150 40.1G 1.238 1.505 0.005602 553 640: 61% ━━━━━━━───── 17/28 3.4it/s 5.3s<3.3s  84/150 40.1G 1.239 1.506 0.005571 661 640: 64% ━━━━━━━╸──── 18/28 3.4it/s 5.6s<3.0s  84/150 40.1G 1.235 1.502 0.005516 613 640: 68% ━━━━━━━━──── 19/28 3.4it/s 5.9s<2.6s  84/150 40.1G 1.236 1.504 0.00552 592 640: 71% ━━━━━━━━╸─── 20/28 3.4it/s 6.2s<2.3s  84/150 40.1G 1.234 1.506 0.005507 647 640: 75% ━━━━━━━━━─── 21/28 3.4it/s 6.5s<2.0s  84/150 40.1G 1.23 1.496 0.005455 598 640: 79% ━━━━━━━━━─── 22/28 3.4it/s 6.8s<1.7s  84/150 40.1G 1.231 1.492 0.005536 487 640: 82% ━━━━━━━━━╸── 23/28 3.4it/s 7.0s<1.5s  84/150 40.1G 1.23 1.492 0.005526 560 640: 86% ━━━━━━━━━━── 24/28 3.4it/s 7.3s<1.2s  84/150 40.1G 1.233 1.493 0.005518 700 640: 89% ━━━━━━━━━━╸─ 25/28 3.4it/s 7.6s<0.9s  84/150 40.1G 1.233 1.494 0.005549 655 640: 93% ━━━━━━━━━━━─ 26/28 3.4it/s 7.9s<0.6s  84/150 40.1G 1.236 1.498 0.005518 345 640: 96% ━━━━━━━━━━━╸ 27/28 4.5it/s 8.1s<0.2s  84/150 40.1G 1.236 1.498 0.005518 345 640: 100% ━━━━━━━━━━━━ 28/28 3.5it/s 8.1s +  Class Images Instances Box(P R mAP50 mAP50-95): 50% ━━━━━━────── 1/2 1.1it/s 0.3s<0.9s  Class Images Instances Box(P R mAP50 mAP50-95): 100% ━━━━━━━━━━━━ 2/2 5.0it/s 0.4s + all 177 1609 0.753 0.728 0.732 0.487 + + Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size +  85/150 40.1G 1.239 1.439 0.005245 632 640: 0% ──────────── 0/28 0.3s  85/150 40.1G 1.254 1.508 0.00509 689 640: 4% ──────────── 1/28 1.0it/s 0.6s<26.7s  85/150 40.1G 1.27 1.538 0.00525 658 640: 7% ╸─────────── 2/28 1.7it/s 0.9s<14.9s  85/150 40.1G 1.26 1.507 0.005436 559 640: 11% ━─────────── 3/28 2.2it/s 1.2s<11.1s  85/150 40.1G 1.245 1.47 0.005402 626 640: 14% ━╸────────── 4/28 2.6it/s 1.5s<9.2s  85/150 40.1G 1.242 1.47 0.005345 647 640: 18% ━━────────── 5/28 2.8it/s 1.8s<8.2s  85/150 40.1G 1.239 1.465 0.005316 597 640: 21% ━━╸───────── 6/28 3.0it/s 2.1s<7.3s  85/150 40.1G 1.237 1.468 0.005404 592 640: 25% ━━━───────── 7/28 3.1it/s 2.3s<6.7s  85/150 40.1G 1.228 1.459 0.005428 444 640: 29% ━━━───────── 8/28 3.2it/s 2.6s<6.2s  85/150 40.1G 1.223 1.443 0.005433 531 640: 32% ━━━╸──────── 9/28 3.3it/s 2.9s<5.8s  85/150 40.1G 1.219 1.43 0.005396 726 640: 36% ━━━━──────── 10/28 3.3it/s 3.2s<5.5s  85/150 40.1G 1.217 1.441 0.005427 555 640: 39% ━━━━╸─────── 11/28 3.3it/s 3.5s<5.1s  85/150 40.1G 1.217 1.449 0.005454 621 640: 43% ━━━━━─────── 12/28 3.4it/s 3.8s<4.8s  85/150 40.1G 1.22 1.456 0.005429 708 640: 46% ━━━━━╸────── 13/28 3.3it/s 4.1s<4.5s  85/150 40.1G 1.219 1.459 0.005453 607 640: 50% ━━━━━━────── 14/28 3.4it/s 4.4s<4.2s  85/150 40.1G 1.215 1.454 0.005425 593 640: 54% ━━━━━━────── 15/28 3.3it/s 4.7s<3.9s  85/150 40.1G 1.214 1.452 0.005411 572 640: 57% ━━━━━━╸───── 16/28 3.4it/s 5.0s<3.6s  85/150 40.1G 1.212 1.449 0.005379 619 640: 61% ━━━━━━━───── 17/28 3.4it/s 5.3s<3.3s  85/150 40.1G 1.207 1.439 0.005364 519 640: 64% ━━━━━━━╸──── 18/28 3.4it/s 5.6s<2.9s  85/150 40.1G 1.21 1.438 0.005354 636 640: 68% ━━━━━━━━──── 19/28 3.4it/s 5.9s<2.6s  85/150 40.1G 1.208 1.433 0.005356 671 640: 71% ━━━━━━━━╸─── 20/28 3.4it/s 6.2s<2.3s  85/150 40.1G 1.206 1.433 0.005362 581 640: 75% ━━━━━━━━━─── 21/28 3.4it/s 6.5s<2.0s  85/150 40.1G 1.206 1.434 0.005355 606 640: 79% ━━━━━━━━━─── 22/28 3.4it/s 6.8s<1.8s  85/150 40.1G 1.208 1.436 0.005352 670 640: 82% ━━━━━━━━━╸── 23/28 3.4it/s 7.1s<1.5s  85/150 40.1G 1.205 1.43 0.00534 522 640: 86% ━━━━━━━━━━── 24/28 3.4it/s 7.3s<1.2s  85/150 40.1G 1.205 1.43 0.005322 668 640: 89% ━━━━━━━━━━╸─ 25/28 3.4it/s 7.6s<0.9s  85/150 40.1G 1.205 1.429 0.005332 530 640: 93% ━━━━━━━━━━━─ 26/28 3.4it/s 7.9s<0.6s  85/150 40.1G 1.202 1.433 0.00538 181 640: 96% ━━━━━━━━━━━╸ 27/28 4.4it/s 8.1s<0.2s  85/150 40.1G 1.202 1.433 0.00538 181 640: 100% ━━━━━━━━━━━━ 28/28 3.5it/s 8.1s +  Class Images Instances Box(P R mAP50 mAP50-95): 50% ━━━━━━────── 1/2 1.1it/s 0.3s<0.9s  Class Images Instances Box(P R mAP50 mAP50-95): 100% ━━━━━━━━━━━━ 2/2 5.0it/s 0.4s + all 177 1609 0.779 0.712 0.735 0.491 + + Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size +  86/150 40.1G 1.226 1.423 0.005077 685 640: 0% ──────────── 0/28 0.3s  86/150 40.1G 1.224 1.457 0.005118 592 640: 4% ──────────── 1/28 1.0s/it 0.6s<27.2s  86/150 40.1G 1.192 1.392 0.005461 543 640: 7% ╸─────────── 2/28 1.7it/s 0.9s<15.3s  86/150 40.1G 1.213 1.436 0.005286 793 640: 11% ━─────────── 3/28 2.2it/s 1.2s<11.2s  86/150 40.1G 1.215 1.436 0.005256 654 640: 14% ━╸────────── 4/28 2.6it/s 1.5s<9.3s  86/150 40.1G 1.213 1.424 0.005179 676 640: 18% ━━────────── 5/28 2.8it/s 1.8s<8.2s  86/150 40.1G 1.223 1.449 0.005289 677 640: 21% ━━╸───────── 6/28 3.0it/s 2.1s<7.3s  86/150 40.1G 1.226 1.463 0.005352 630 640: 25% ━━━───────── 7/28 3.1it/s 2.4s<6.7s  86/150 40.1G 1.228 1.466 0.005379 659 640: 29% ━━━───────── 8/28 3.2it/s 2.6s<6.2s  86/150 40.1G 1.224 1.469 0.005393 671 640: 32% ━━━╸──────── 9/28 3.3it/s 2.9s<5.8s  86/150 40.1G 1.215 1.452 0.005333 552 640: 36% ━━━━──────── 10/28 3.3it/s 3.2s<5.4s  86/150 40.1G 1.22 1.463 0.005284 667 640: 39% ━━━━╸─────── 11/28 3.3it/s 3.5s<5.1s  86/150 40.1G 1.222 1.471 0.005338 611 640: 43% ━━━━━─────── 12/28 3.4it/s 3.8s<4.8s  86/150 40.1G 1.223 1.479 0.005364 570 640: 46% ━━━━━╸────── 13/28 3.4it/s 4.1s<4.4s  86/150 40.1G 1.224 1.487 0.005404 667 640: 50% ━━━━━━────── 14/28 3.4it/s 4.4s<4.1s  86/150 40.1G 1.218 1.478 0.005385 599 640: 54% ━━━━━━────── 15/28 3.4it/s 4.7s<3.8s  86/150 40.1G 1.217 1.479 0.005384 641 640: 57% ━━━━━━╸───── 16/28 3.4it/s 5.0s<3.5s  86/150 40.1G 1.214 1.467 0.005337 645 640: 61% ━━━━━━━───── 17/28 3.4it/s 5.3s<3.2s  86/150 40.1G 1.215 1.465 0.005344 635 640: 64% ━━━━━━━╸──── 18/28 3.4it/s 5.6s<2.9s  86/150 40.1G 1.216 1.462 0.005345 571 640: 68% ━━━━━━━━──── 19/28 3.4it/s 5.9s<2.7s  86/150 40.1G 1.215 1.462 0.005339 511 640: 71% ━━━━━━━━╸─── 20/28 3.4it/s 6.2s<2.3s  86/150 40.1G 1.214 1.46 0.005333 572 640: 75% ━━━━━━━━━─── 21/28 3.4it/s 6.5s<2.1s  86/150 40.1G 1.213 1.459 0.005348 639 640: 79% ━━━━━━━━━─── 22/28 3.4it/s 6.7s<1.8s  86/150 40.1G 1.213 1.453 0.005327 616 640: 82% ━━━━━━━━━╸── 23/28 3.4it/s 7.0s<1.5s  86/150 40.1G 1.212 1.448 0.005302 610 640: 86% ━━━━━━━━━━── 24/28 3.4it/s 7.3s<1.2s  86/150 40.1G 1.215 1.447 0.00528 693 640: 89% ━━━━━━━━━━╸─ 25/28 3.4it/s 7.6s<0.9s  86/150 40.1G 1.214 1.449 0.005267 642 640: 93% ━━━━━━━━━━━─ 26/28 3.4it/s 7.9s<0.6s  86/150 40.1G 1.215 1.446 0.005232 299 640: 96% ━━━━━━━━━━━╸ 27/28 4.4it/s 8.1s<0.2s  86/150 40.1G 1.215 1.446 0.005232 299 640: 100% ━━━━━━━━━━━━ 28/28 3.5it/s 8.1s +  Class Images Instances Box(P R mAP50 mAP50-95): 50% ━━━━━━────── 1/2 1.1it/s 0.3s<0.9s  Class Images Instances Box(P R mAP50 mAP50-95): 100% ━━━━━━━━━━━━ 2/2 5.0it/s 0.4s + all 177 1609 0.765 0.745 0.753 0.505 + + Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size +  87/150 40.1G 1.276 1.648 0.005322 729 640: 0% ──────────── 0/28 0.3s  87/150 40.1G 1.233 1.546 0.005167 619 640: 4% ──────────── 1/28 1.0it/s 0.6s<26.1s  87/150 40.1G 1.232 1.515 0.005051 731 640: 7% ╸─────────── 2/28 1.7it/s 0.9s<14.9s  87/150 40.1G 1.232 1.514 0.005146 557 640: 11% ━─────────── 3/28 2.2it/s 1.2s<11.1s  87/150 40.1G 1.226 1.511 0.005128 686 640: 14% ━╸────────── 4/28 2.6it/s 1.5s<9.2s  87/150 40.1G 1.242 1.523 0.005131 741 640: 18% ━━────────── 5/28 2.8it/s 1.8s<8.2s  87/150 40.1G 1.234 1.507 0.004981 723 640: 21% ━━╸───────── 6/28 3.0it/s 2.1s<7.4s  87/150 40.1G 1.229 1.498 0.004945 585 640: 25% ━━━───────── 7/28 3.1it/s 2.4s<6.8s  87/150 40.1G 1.218 1.478 0.004999 517 640: 29% ━━━───────── 8/28 3.2it/s 2.6s<6.2s  87/150 40.1G 1.22 1.476 0.005076 636 640: 32% ━━━╸──────── 9/28 3.3it/s 2.9s<5.8s  87/150 40.1G 1.217 1.481 0.005144 518 640: 36% ━━━━──────── 10/28 3.3it/s 3.2s<5.5s  87/150 40.1G 1.218 1.49 0.005134 613 640: 39% ━━━━╸─────── 11/28 3.3it/s 3.5s<5.1s  87/150 40.1G 1.218 1.5 0.005216 590 640: 43% ━━━━━─────── 12/28 3.4it/s 3.8s<4.8s  87/150 40.1G 1.214 1.481 0.005219 555 640: 46% ━━━━━╸────── 13/28 3.4it/s 4.1s<4.4s  87/150 40.1G 1.216 1.486 0.00526 584 640: 50% ━━━━━━────── 14/28 3.4it/s 4.4s<4.1s  87/150 40.1G 1.216 1.48 0.005233 630 640: 54% ━━━━━━────── 15/28 3.4it/s 4.7s<3.8s  87/150 40.1G 1.214 1.473 0.005217 626 640: 57% ━━━━━━╸───── 16/28 3.4it/s 5.0s<3.5s  87/150 40.1G 1.208 1.457 0.005213 527 640: 61% ━━━━━━━───── 17/28 3.4it/s 5.3s<3.2s  87/150 40.1G 1.203 1.448 0.005232 507 640: 64% ━━━━━━━╸──── 18/28 3.4it/s 5.6s<3.0s  87/150 40.1G 1.207 1.456 0.005219 729 640: 68% ━━━━━━━━──── 19/28 3.4it/s 5.9s<2.6s  87/150 40.1G 1.205 1.452 0.005247 472 640: 71% ━━━━━━━━╸─── 20/28 3.4it/s 6.2s<2.3s  87/150 40.1G 1.204 1.454 0.005249 581 640: 75% ━━━━━━━━━─── 21/28 3.4it/s 6.5s<2.1s  87/150 40.1G 1.205 1.454 0.005271 590 640: 79% ━━━━━��━━━─── 22/28 3.4it/s 6.8s<1.8s  87/150 40.1G 1.205 1.448 0.005242 564 640: 82% ━━━━━━━━━╸── 23/28 3.4it/s 7.0s<1.5s  87/150 40.1G 1.207 1.457 0.005259 590 640: 86% ━━━━━━━━━━── 24/28 3.4it/s 7.3s<1.2s  87/150 40.1G 1.208 1.451 0.005249 566 640: 89% ━━━━━━━━━━╸─ 25/28 3.4it/s 7.6s<0.9s  87/150 40.1G 1.209 1.453 0.005266 637 640: 93% ━━━━━━━━━━━─ 26/28 3.4it/s 7.9s<0.6s  87/150 40.1G 1.209 1.448 0.005256 292 640: 96% ━━━━━━━━━━━╸ 27/28 4.5it/s 8.1s<0.2s  87/150 40.1G 1.209 1.448 0.005256 292 640: 100% ━━━━━━━━━━━━ 28/28 3.5it/s 8.1s +  Class Images Instances Box(P R mAP50 mAP50-95): 50% ━━━━━━────── 1/2 1.1it/s 0.3s<0.9s  Class Images Instances Box(P R mAP50 mAP50-95): 100% ━━━━━━━━━━━━ 2/2 5.0it/s 0.4s + all 177 1609 0.748 0.759 0.74 0.501 + + Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size +  88/150 40.1G 1.224 1.556 0.005685 632 640: 0% ──────────── 0/28 0.3s  88/150 40.1G 1.239 1.516 0.005697 577 640: 4% ──────────── 1/28 1.0s/it 0.6s<27.1s  88/150 40.1G 1.249 1.506 0.005547 665 640: 7% ╸─────────── 2/28 1.7it/s 0.9s<15.1s  88/150 40.1G 1.231 1.485 0.005675 549 640: 11% ━─────────── 3/28 2.2it/s 1.2s<11.1s  88/150 40.1G 1.217 1.459 0.005612 530 640: 14% ━╸────────── 4/28 2.6it/s 1.5s<9.2s  88/150 40.1G 1.215 1.459 0.005791 497 640: 18% ━━────────── 5/28 2.9it/s 1.8s<8.1s  88/150 40.1G 1.215 1.459 0.005738 598 640: 21% ━━╸───────── 6/28 3.0it/s 2.0s<7.3s  88/150 40.1G 1.227 1.476 0.005646 743 640: 25% ━━━───────── 7/28 3.1it/s 2.3s<6.7s  88/150 40.1G 1.234 1.471 0.005626 585 640: 29% ━━━───────── 8/28 3.2it/s 2.6s<6.2s  88/150 40.1G 1.231 1.462 0.00562 609 640: 32% ━━━╸──────── 9/28 3.2it/s 2.9s<5.9s  88/150 40.1G 1.232 1.46 0.005571 594 640: 36% ━━━━──────── 10/28 3.3it/s 3.2s<5.5s  88/150 40.1G 1.228 1.455 0.005481 647 640: 39% ━━━━╸─────── 11/28 3.3it/s 3.5s<5.1s  88/150 40.1G 1.227 1.452 0.005453 656 640: 43% ━━━━━─────── 12/28 3.4it/s 3.8s<4.7s  88/150 40.1G 1.229 1.455 0.00549 664 640: 46% ━━━━━╸────── 13/28 3.4it/s 4.1s<4.4s  88/150 40.1G 1.229 1.463 0.005538 549 640: 50% ━━━━━━────── 14/28 3.4it/s 4.4s<4.1s  88/150 40.1G 1.228 1.465 0.005444 780 640: 54% ━━━━━━────── 15/28 3.4it/s 4.7s<3.8s  88/150 40.1G 1.226 1.456 0.005512 524 640: 57% ━━━━━━╸───── 16/28 3.4it/s 5.0s<3.5s  88/150 40.1G 1.229 1.456 0.005499 693 640: 61% ━━━━━━━───── 17/28 3.4it/s 5.3s<3.3s  88/150 40.1G 1.222 1.442 0.00547 525 640: 64% ━━━━━━━╸──── 18/28 3.4it/s 5.6s<3.0s  88/150 40.1G 1.222 1.441 0.005454 538 640: 68% ━━━━━━━━──── 19/28 3.3it/s 5.9s<2.7s  88/150 40.1G 1.22 1.435 0.005421 604 640: 71% ━━━━━━━━╸─── 20/28 3.4it/s 6.2s<2.4s  88/150 40.1G 1.223 1.438 0.00541 714 640: 75% ━━━━━━━━━─── 21/28 3.4it/s 6.5s<2.1s  88/150 40.1G 1.225 1.437 0.005378 569 640: 79% ━━━━━━━━━─── 22/28 3.4it/s 6.8s<1.8s  88/150 40.1G 1.224 1.432 0.005382 574 640: 82% ━━━━━━━━━╸── 23/28 3.4it/s 7.1s<1.5s  88/150 40.1G 1.223 1.434 0.00541 632 640: 86% ━━━━━━━━━━── 24/28 3.4it/s 7.4s<1.2s  88/150 40.1G 1.219 1.428 0.005393 560 640: 89% ━━━━━━━━━━╸─ 25/28 3.4it/s 7.7s<0.9s  88/150 40.1G 1.215 1.421 0.00538 547 640: 93% ━━━━━━━━━━━─ 26/28 3.4it/s 8.0s<0.6s  88/150 40.1G 1.218 1.418 0.005383 259 640: 96% ━━━━━━━━━━━╸ 27/28 4.4it/s 8.1s<0.2s  88/150 40.1G 1.218 1.418 0.005383 259 640: 100% ━━━━━━━━━━━━ 28/28 3.5it/s 8.1s +  Class Images Instances Box(P R mAP50 mAP50-95): 50% ━━━━━━────── 1/2 1.1it/s 0.3s<0.9s  Class Images Instances Box(P R mAP50 mAP50-95): 100% ━━━━━━━━━━━━ 2/2 5.0it/s 0.4s + all 177 1609 0.774 0.724 0.739 0.487 + + Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size +  89/150 40.1G 1.211 1.348 0.004651 628 640: 0% ──────────── 0/28 0.3s  89/150 40.1G 1.262 1.45 0.004874 697 640: 4% ──────────── 1/28 1.0it/s 0.6s<26.2s  89/150 40.1G 1.233 1.473 0.004892 604 640: 7% ╸─────────── 2/28 1.8it/s 0.9s<14.8s  89/150 40.1G 1.22 1.461 0.004832 679 640: 11% ━─────────── 3/28 2.3it/s 1.2s<11.1s  89/150 40.1G 1.217 1.456 0.004887 672 640: 14% ━╸────────── 4/28 2.6it/s 1.5s<9.2s  89/150 40.1G 1.215 1.448 0.004967 587 640: 18% ━━────────── 5/28 2.8it/s 1.8s<8.2s  89/150 40.1G 1.207 1.439 0.004972 557 640: 21% ━━╸───────── 6/28 3.0it/s 2.1s<7.4s  89/150 40.1G 1.191 1.417 0.00506 450 640: 25% ━━━───────── 7/28 3.1it/s 2.3s<6.7s  89/150 40.1G 1.194 1.425 0.005122 620 640: 29% ━━━───────── 8/28 3.2it/s 2.6s<6.2s  89/150 40.1G 1.198 1.432 0.005116 774 640: 32% ━━━╸──────── 9/28 3.3it/s 2.9s<5.8s  89/150 40.1G 1.199 1.433 0.005084 569 640: 36% ━━━━──────── 10/28 3.3it/s 3.2s<5.5s  89/150 40.1G 1.201 1.438 0.005058 770 640: 39% ━━━━╸─────── 11/28 3.3it/s 3.5s<5.1s  89/150 40.1G 1.208 1.449 0.00502 771 640: 43% ━━━━━─────── 12/28 3.3it/s 3.8s<4.8s  89/150 40.1G 1.212 1.459 0.005114 549 640: 46% ━━━━━╸────── 13/28 3.3it/s 4.1s<4.5s  89/150 40.1G 1.209 1.457 0.005155 515 640: 50% ━━━━━━────── 14/28 3.3it/s 4.4s<4.2s  89/150 40.1G 1.213 1.459 0.005232 479 640: 54% ━━━━━━────── 15/28 3.4it/s 4.7s<3.9s  89/150 40.1G 1.211 1.448 0.005202 670 640: 57% ━━━━━━╸───── 16/28 3.4it/s 5.0s<3.5s  89/150 40.1G 1.213 1.458 0.005209 655 640: 61% ━━━━━━━───── 17/28 3.4it/s 5.3s<3.2s  89/150 40.1G 1.218 1.464 0.005193 726 640: 64% ━━━━━━━╸──── 18/28 3.4it/s 5.6s<2.9s  89/150 40.1G 1.218 1.461 0.005173 634 640: 68% ━━━━━━━━──── 19/28 3.4it/s 5.9s<2.6s  89/150 40.1G 1.215 1.456 0.005198 605 640: 71% ━━━━━━━━╸─── 20/28 3.4it/s 6.2s<2.4s  89/150 40.1G 1.214 1.458 0.005207 562 640: 75% ━━━━━━━━━─── 21/28 3.4it/s 6.5s<2.1s  89/150 40.1G 1.217 1.466 0.005178 827 640: 79% ━━━━━━━━━─── 22/28 3.3it/s 6.8s<1.8s  89/150 40.1G 1.217 1.474 0.005189 551 640: 82% ━━━━━━━━━╸── 23/28 3.4it/s 7.1s<1.5s  89/150 40.1G 1.214 1.471 0.005208 614 640: 86% ━━━━━━━━━━── 24/28 3.4it/s 7.4s<1.2s  89/150 40.1G 1.213 1.469 0.005231 669 640: 89% ━━━━━━━━━━╸─ 25/28 3.4it/s 7.7s<0.9s  89/150 40.1G 1.213 1.464 0.005221 674 640: 93% ━━━━━━━━━━━─ 26/28 3.4it/s 8.0s<0.6s  89/150 40.1G 1.212 1.467 0.005223 262 640: 96% ━━━━━━━━━━━╸ 27/28 4.4it/s 8.1s<0.2s  89/150 40.1G 1.212 1.467 0.005223 262 640: 100% ━━━━━━━━━━━━ 28/28 3.5it/s 8.1s +  Class Images Instances Box(P R mAP50 mAP50-95): 50% ━━━━━━────── 1/2 1.1it/s 0.3s<0.9s  Class Images Instances Box(P R mAP50 mAP50-95): 100% ━━━━━━━━━━━━ 2/2 4.9it/s 0.4s + all 177 1609 0.719 0.756 0.74 0.483 + + Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size +  90/150 40.1G 1.197 1.467 0.004345 769 640: 0% ──────────── 0/28 0.3s  90/150 40.1G 1.171 1.338 0.005022 506 640: 4% ──────────── 1/28 1.0s/it 0.6s<27.1s  90/150 40.1G 1.189 1.386 0.004956 693 640: 7% ╸─────────── 2/28 1.7it/s 0.9s<15.4s  90/150 40.1G 1.18 1.357 0.005019 596 640: 11% ━─────────── 3/28 2.2it/s 1.2s<11.4s  90/150 40.1G 1.185 1.368 0.004882 650 640: 14% ━╸────────── 4/28 2.5it/s 1.5s<9.4s  90/150 40.1G 1.181 1.36 0.005038 536 640: 18% ━━────────── 5/28 2.8it/s 1.8s<8.3s  90/150 40.1G 1.183 1.356 0.005018 576 640: 21% ━━╸───────── 6/28 3.0it/s 2.1s<7.4s  90/150 40.1G 1.176 1.347 0.005016 597 640: 25% ━━━───────── 7/28 3.1it/s 2.4s<6.7s  90/150 40.1G 1.189 1.373 0.005108 632 640: 29% ━━━───────── 8/28 3.2it/s 2.7s<6.2s  90/150 40.1G 1.18 1.355 0.00507 622 640: 32% ━━━╸──────── 9/28 3.3it/s 2.9s<5.8s  90/150 40.1G 1.177 1.367 0.005179 438 640: 36% ━━━━──────── 10/28 3.3it/s 3.2s<5.4s  90/150 40.1G 1.183 1.384 0.005256 587 640: 39% ━━━━╸─────── 11/28 3.4it/s 3.5s<5.0s  90/150 40.1G 1.179 1.385 0.005266 528 640: 43% ━━━━━─────── 12/28 3.4it/s 3.8s<4.7s  90/150 40.1G 1.185 1.395 0.005254 669 640: 46% ━━━━━╸────── 13/28 3.4it/s 4.1s<4.4s  90/150 40.1G 1.192 1.406 0.005272 610 640: 50% ━━━━━━────── 14/28 3.4it/s 4.4s<4.1s  90/150 40.1G 1.186 1.395 0.00523 541 640: 54% ━━━━━━────── 15/28 3.4it/s 4.7s<3.8s  90/150 40.1G 1.183 1.391 0.005185 685 640: 57% ━━━━━━╸───── 16/28 3.4it/s 5.0s<3.5s  90/150 40.1G 1.184 1.396 0.005195 557 640: 61% ━━━━━━━───── 17/28 3.4it/s 5.3s<3.2s  90/150 40.1G 1.187 1.399 0.005185 618 640: 64% ━━━━━━━╸──── 18/28 3.4it/s 5.6s<3.0s  90/150 40.1G 1.186 1.398 0.005175 642 640: 68% ━━━━━━━━──── 19/28 3.4it/s 5.9s<2.7s  90/150 40.1G 1.185 1.395 0.005156 714 640: 71% ━━━━━━━━╸─── 20/28 3.4it/s 6.2s<2.4s  90/150 40.1G 1.183 1.391 0.005223 532 640: 75% ━━━━━━━━━─── 21/28 3.4it/s 6.5s<2.1s  90/150 40.1G 1.183 1.39 0.005246 545 640: 79% ━━━━━━━━━─── 22/28 3.4it/s 6.8s<1.8s  90/150 40.1G 1.185 1.394 0.005232 707 640: 82% ━━━━━━━━━╸── 23/28 3.4it/s 7.1s<1.5s  90/150 40.1G 1.183 1.391 0.005222 578 640: 86% ━━━━━━━━━━── 24/28 3.4it/s 7.4s<1.2s  90/150 40.1G 1.184 1.395 0.005249 549 640: 89% ━━━━━━━━━━╸─ 25/28 3.4it/s 7.7s<0.9s  90/150 40.1G 1.185 1.393 0.005271 629 640: 93% ━━━━━━━━━━━─ 26/28 3.4it/s 7.9s<0.6s  90/150 40.1G 1.186 1.398 0.005312 243 640: 96% ━━━━━━━━━━━╸ 27/28 4.2it/s 8.1s<0.2s  90/150 40.1G 1.186 1.398 0.005312 243 640: 100% ━━━━━━━━━━━━ 28/28 3.5it/s 8.1s +  Class Images Instances Box(P R mAP50 mAP50-95): 50% ━━━━━━────── 1/2 1.1it/s 0.3s<0.9s  Class Images Instances Box(P R mAP50 mAP50-95): 100% ━━━━━━━���━━━━ 2/2 5.2it/s 0.4s + all 177 1609 0.741 0.745 0.737 0.474 + + Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size +  91/150 40.1G 1.113 1.233 0.005123 515 640: 0% ──────────── 0/28 0.3s  91/150 40.1G 1.115 1.248 0.004985 557 640: 4% ──────────── 1/28 1.0it/s 0.6s<26.3s  91/150 40.1G 1.156 1.333 0.005126 646 640: 7% ╸─────────── 2/28 1.7it/s 0.9s<14.9s  91/150 40.1G 1.169 1.345 0.005067 596 640: 11% ━─────────── 3/28 2.2it/s 1.2s<11.1s  91/150 40.1G 1.169 1.363 0.005131 563 640: 14% ━╸────────── 4/28 2.6it/s 1.5s<9.2s  91/150 40.1G 1.19 1.408 0.005305 633 640: 18% ━━────────── 5/28 2.8it/s 1.8s<8.1s  91/150 40.1G 1.193 1.403 0.005263 667 640: 21% ━━╸───────── 6/28 3.0it/s 2.0s<7.3s  91/150 40.1G 1.207 1.424 0.005179 804 640: 25% ━━━───────── 7/28 3.1it/s 2.3s<6.7s  91/150 40.1G 1.214 1.447 0.005131 703 640: 29% ━━━───────── 8/28 3.2it/s 2.6s<6.2s  91/150 40.1G 1.214 1.442 0.005117 643 640: 32% ━━━╸──────── 9/28 3.3it/s 2.9s<5.8s  91/150 40.1G 1.217 1.446 0.005175 503 640: 36% ━━━━──────── 10/28 3.3it/s 3.2s<5.4s  91/150 40.1G 1.213 1.441 0.005161 604 640: 39% ━━━━╸─────── 11/28 3.3it/s 3.5s<5.1s  91/150 40.1G 1.216 1.444 0.005189 611 640: 43% ━━━━━─────── 12/28 3.4it/s 3.8s<4.8s  91/150 40.1G 1.214 1.438 0.00522 556 640: 46% ━━━━━╸────── 13/28 3.3it/s 4.1s<4.5s  91/150 40.1G 1.204 1.425 0.005172 609 640: 50% ━━━━━━────── 14/28 3.3it/s 4.4s<4.2s  91/150 40.1G 1.206 1.433 0.005176 665 640: 54% ━━━━━━────── 15/28 3.3it/s 4.7s<3.9s  91/150 40.1G 1.203 1.421 0.005241 571 640: 57% ━━━━━━╸───── 16/28 3.4it/s 5.0s<3.6s  91/150 40.1G 1.206 1.431 0.005243 723 640: 61% ━━━━━━━───── 17/28 3.4it/s 5.3s<3.3s  91/150 40.1G 1.205 1.434 0.005221 606 640: 64% ━━━━━━━╸──── 18/28 3.4it/s 5.6s<2.9s  91/150 40.1G 1.206 1.436 0.005221 583 640: 68% ━━━━━━━━──── 19/28 3.4it/s 5.9s<2.7s  91/150 40.1G 1.207 1.439 0.005216 622 640: 71% ━━━━━━━━╸─── 20/28 3.4it/s 6.2s<2.4s  91/150 40.1G 1.207 1.443 0.005232 654 640: 75% ━━━━━━━━━─── 21/28 3.4it/s 6.5s<2.1s  91/150 40.1G 1.208 1.442 0.005237 728 640: 79% ━━━━━━━━━─── 22/28 3.4it/s 6.8s<1.8s  91/150 40.1G 1.208 1.439 0.005244 581 640: 82% ━━━━━━━━━╸── 23/28 3.4it/s 7.1s<1.5s  91/150 40.1G 1.207 1.434 0.005232 553 640: 86% ━━━━━━━━━━── 24/28 3.4it/s 7.4s<1.2s  91/150 40.1G 1.205 1.433 0.005235 513 640: 89% ━━━━━━━━━━╸─ 25/28 3.4it/s 7.6s<0.9s  91/150 40.1G 1.201 1.431 0.005268 448 640: 93% ━━━━━━━━━━━─ 26/28 3.4it/s 7.9s<0.6s  91/150 40.1G 1.203 1.434 0.005304 295 640: 96% ━━━━━━━━━━━╸ 27/28 4.4it/s 8.1s<0.2s  91/150 40.1G 1.203 1.434 0.005304 295 640: 100% ━━━━━━━━━━━━ 28/28 3.5it/s 8.1s +  Class Images Instances Box(P R mAP50 mAP50-95): 50% ━━━━━━────── 1/2 1.1it/s 0.3s<0.9s  Class Images Instances Box(P R mAP50 mAP50-95): 100% ━━━━━━━━━━━━ 2/2 5.0it/s 0.4s + all 177 1609 0.759 0.755 0.746 0.496 + + Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size +  92/150 40.1G 1.1 1.306 0.005505 533 640: 0% ──────────── 0/28 0.3s  92/150 40.1G 1.181 1.428 0.005628 632 640: 4% ──────────── 1/28 1.0s/it 0.6s<27.2s  92/150 40.1G 1.182 1.412 0.005844 560 640: 7% ╸─────────── 2/28 1.7it/s 0.9s<15.1s  92/150 40.1G 1.161 1.39 0.005844 480 640: 11% ━─────────── 3/28 2.2it/s 1.2s<11.2s  92/150 40.1G 1.169 1.407 0.005531 630 640: 14% ━╸────────── 4/28 2.6it/s 1.5s<9.3s  92/150 40.1G 1.162 1.383 0.005631 459 640: 18% ━━────────── 5/28 2.8it/s 1.8s<8.1s  92/150 40.1G 1.171 1.393 0.005471 650 640: 21% ━━╸───────── 6/28 3.0it/s 2.1s<7.3s  92/150 40.1G 1.183 1.413 0.005352 801 640: 25% ━━━───────── 7/28 3.1it/s 2.3s<6.7s  92/150 40.1G 1.182 1.407 0.005376 625 640: 29% ━━━───────── 8/28 3.2it/s 2.6s<6.2s  92/150 40.1G 1.179 1.4 0.005274 578 640: 32% ━━━╸──────── 9/28 3.3it/s 2.9s<5.8s  92/150 40.1G 1.185 1.401 0.005301 620 640: 36% ━━━━──────── 10/28 3.3it/s 3.2s<5.5s  92/150 40.1G 1.177 1.398 0.005326 493 640: 39% ━━━━╸─────── 11/28 3.3it/s 3.5s<5.1s  92/150 40.1G 1.177 1.399 0.005303 611 640: 43% ━━━━━─────── 12/28 3.4it/s 3.8s<4.8s  92/150 40.1G 1.178 1.395 0.00526 641 640: 46% ━━━━━╸────── 13/28 3.3it/s 4.1s<4.5s  92/150 40.1G 1.178 1.397 0.005237 703 640: 50% ━━━━━━────── 14/28 3.4it/s 4.4s<4.2s  92/150 40.1G 1.18 1.405 0.005225 759 640: 54% ━━━━━━────── 15/28 3.4it/s 4.7s<3.9s  92/150 40.1G 1.185 1.411 0.005234 651 640: 57% ━━━━━━╸───── 16/28 3.4it/s 5.0s<3.5s  92/150 40.1G 1.192 1.417 0.005216 653 640: 61% ━━━━━━━───── 17/28 3.4it/s 5.3s<3.2s  92/150 40.1G 1.188 1.41 0.005187 529 640: 64% ━━━━━━━╸──── 18/28 3.4it/s 5.6s<2.9s  92/150 40.1G 1.183 1.404 0.005179 593 640: 68% ━━━━━━━━──── 19/28 3.4it/s 5.9s<2.7s  92/150 40.1G 1.185 1.404 0.005191 664 640: 71% ━━━━━━━━╸─── 20/28 3.4it/s 6.2s<2.4s  92/150 40.1G 1.186 1.402 0.005216 605 640: 75% ━━━━━━━━━─── 21/28 3.4it/s 6.5s<2.1s  92/150 40.1G 1.187 1.401 0.005207 658 640: 79% ━━━━━━━━━─── 22/28 3.4it/s 6.8s<1.8s  92/150 40.1G 1.189 1.403 0.005218 612 640: 82% ━━━━━━━━━╸── 23/28 3.4it/s 7.0s<1.5s  92/150 40.1G 1.19 1.409 0.005205 640 640: 86% ━━━━━━━━━━── 24/28 3.4it/s 7.3s<1.2s  92/150 40.1G 1.19 1.414 0.005187 599 640: 89% ━━━━━━━━━━╸─ 25/28 3.4it/s 7.6s<0.9s  92/150 40.1G 1.187 1.405 0.005164 567 640: 93% ━━━━━━━━━━━─ 26/28 3.4it/s 7.9s<0.6s  92/150 40.1G 1.186 1.398 0.005129 327 640: 96% ━━━━━━━━━━━╸ 27/28 4.4it/s 8.1s<0.2s  92/150 40.1G 1.186 1.398 0.005129 327 640: 100% ━━━━━━━━━━━━ 28/28 3.5it/s 8.1s +  Class Images Instances Box(P R mAP50 mAP50-95): 50% ━━━━━━────── 1/2 1.1it/s 0.3s<0.9s  Class Images Instances Box(P R mAP50 mAP50-95): 100% ━━━━━━━━━━━━ 2/2 5.0it/s 0.4s + all 177 1609 0.772 0.735 0.734 0.486 + + Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size +  93/150 40.1G 1.196 1.496 0.00487 707 640: 0% ──────────── 0/28 0.3s  93/150 40.1G 1.133 1.383 0.005806 460 640: 4% ──────────── 1/28 1.0it/s 0.6s<26.0s  93/150 40.1G 1.119 1.32 0.005494 542 640: 7% ╸─────────── 2/28 1.7it/s 0.9s<15.1s  93/150 40.1G 1.122 1.285 0.005264 564 640: 11% ━─────────── 3/28 2.2it/s 1.2s<11.2s  93/150 40.1G 1.153 1.323 0.005089 682 640: 14% ━╸────────── 4/28 2.6it/s 1.5s<9.3s  93/150 40.1G 1.153 1.331 0.005103 562 640: 18% ━━────────── 5/28 2.8it/s 1.8s<8.1s  93/150 40.1G 1.167 1.36 0.005119 691 640: 21% ━━╸───────── 6/28 3.0it/s 2.1s<7.4s  93/150 40.1G 1.167 1.369 0.005113 671 640: 25% ━━━───────── 7/28 3.1it/s 2.4s<6.8s  93/150 40.1G 1.172 1.373 0.005031 658 640: 29% ━━━───────── 8/28 3.2it/s 2.7s<6.3s  93/150 40.1G 1.167 1.364 0.004987 582 640: 32% ━━━╸──────── 9/28 3.2it/s 3.0s<5.8s  93/150 40.1G 1.169 1.371 0.004983 598 640: 36% ━━━━──────── 10/28 3.2it/s 3.3s<5.6s  93/150 40.1G 1.172 1.378 0.005144 585 640: 39% ━━━━╸─────── 11/28 3.3it/s 3.6s<5.2s  93/150 40.1G 1.168 1.37 0.005147 548 640: 43% ━━━━━─────── 12/28 3.3it/s 3.8s<4.8s  93/150 40.1G 1.173 1.387 0.00515 639 640: 46% ━━━━━╸────── 13/28 3.4it/s 4.1s<4.5s  93/150 40.1G 1.175 1.394 0.005172 664 640: 50% ━━━━━━────── 14/28 3.4it/s 4.4s<4.2s  93/150 40.1G 1.176 1.398 0.005167 638 640: 54% ━━━━━━────── 15/28 3.4it/s 4.7s<3.8s  93/150 40.1G 1.18 1.409 0.005139 710 640: 57% ━━━━━━╸───── 16/28 3.4it/s 5.0s<3.6s  93/150 40.1G 1.179 1.406 0.005153 619 640: 61% ━━━━━━━───── 17/28 3.4it/s 5.3s<3.2s  93/150 40.1G 1.176 1.398 0.005169 556 640: 64% ━━━━━━━╸──── 18/28 3.4it/s 5.6s<2.9s  93/150 40.1G 1.179 1.399 0.005147 732 640: 68% ━━━━━━━━──── 19/28 3.4it/s 5.9s<2.7s  93/150 40.1G 1.18 1.399 0.00514 637 640: 71% ━━━━━━━━╸─── 20/28 3.4it/s 6.2s<2.3s  93/150 40.1G 1.18 1.402 0.005147 675 640: 75% ━━━━━━━━━─── 21/28 3.4it/s 6.5s<2.0s  93/150 40.1G 1.179 1.398 0.005136 641 640: 79% ━━━━━━━━━─── 22/28 3.4it/s 6.8s<1.8s  93/150 40.1G 1.176 1.39 0.005168 525 640: 82% ━━━━━━━━━╸── 23/28 3.4it/s 7.1s<1.5s  93/150 40.1G 1.178 1.394 0.005156 763 640: 86% ━━━━━━━━━━── 24/28 3.4it/s 7.4s<1.2s  93/150 40.1G 1.178 1.391 0.005153 615 640: 89% ━━━━━━━━━━╸─ 25/28 3.4it/s 7.7s<0.9s  93/150 40.1G 1.178 1.39 0.005135 689 640: 93% ━━━━━━━━━━━─ 26/28 3.4it/s 8.0s<0.6s  93/150 40.1G 1.177 1.391 0.005231 198 640: 96% ━━━━━━━━━━━╸ 27/28 4.4it/s 8.1s<0.2s  93/150 40.1G 1.177 1.391 0.005231 198 640: 100% ━━━━━━━━━━━━ 28/28 3.5it/s 8.1s +  Class Images Instances Box(P R mAP50 mAP50-95): 50% ━━━━━━────── 1/2 1.1it/s 0.3s<0.9s  Class Images Instances Box(P R mAP50 mAP50-95): 100% ━━━━━━━━━━━━ 2/2 5.0it/s 0.4s + all 177 1609 0.776 0.722 0.737 0.492 + + Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size +  94/150 40.1G 1.093 1.138 0.005316 522 640: 0% ──────────── 0/28 0.3s  94/150 40.1G 1.129 1.279 0.005227 534 640: 4% ──────────── 1/28 1.0s/it 0.6s<27.0s  94/150 40.1G 1.155 1.313 0.005446 564 640: 7% ╸─────────── 2/28 1.7it/s 0.9s<14.9s  94/150 40.1G 1.15 1.309 0.005697 476 640: 11% ━─────────── 3/28 2.2it/s 1.2s<11.1s  94/150 40.1G 1.161 1.326 0.005527 634 640: 14% ━╸────────── 4/28 2.6it/s 1.5s<9.3s  94/150 40.1G 1.161 1.324 0.005555 718 640: 18% ━━────────── 5/28 2.8it/s 1.8s<8.1s  94/150 40.1G 1.162 1.328 0.00549 561 640: 21% ━━╸───────── 6/28 3.0it/s 2.1s<7.3s  94/150 40.1G 1.156 1.334 0.005457 619 640: 25% ━━━───────── 7/28 3.1it/s 2.3s<6.7s  94/150 40.1G 1.156 1.33 0.005374 608 640: 29% ━━━───────── 8/28 3.2it/s 2.6s<6.2s  94/150 40.1G 1.162 1.349 0.005331 675 640: 32% ━━━╸──────── 9/28 3.3it/s 2.9s<5.8s  94/150 40.1G 1.167 1.372 0.005433 573 640: 36% ━━━━──────── 10/28 3.3it/s 3.2s<5.4s  94/150 40.1G 1.169 1.372 0.005361 661 640: 39% ━━━━╸─────── 11/28 3.4it/s 3.5s<5.1s  94/150 40.1G 1.171 1.374 0.005283 770 640: 43% ━━━━━─────── 12/28 3.4it/s 3.8s<4.7s  94/150 40.1G 1.176 1.382 0.005276 737 640: 46% ━━━━━╸────── 13/28 3.3it/s 4.1s<4.5s  94/150 40.1G 1.17 1.372 0.005234 600 640: 50% ━━━━━━────── 14/28 3.4it/s 4.4s<4.1s  94/150 40.1G 1.168 1.374 0.005292 524 640: 54% ━━━━━━────── 15/28 3.4it/s 4.7s<3.8s  94/150 40.1G 1.164 1.37 0.00527 556 640: 57% ━━━━━━╸───── 16/28 3.4it/s 5.0s<3.5s  94/150 40.1G 1.166 1.381 0.005246 653 640: 61% ━━━━━━━───── 17/28 3.4it/s 5.3s<3.2s  94/150 40.1G 1.165 1.379 0.005313 563 640: 64% ━━━━━━━╸──── 18/28 3.4it/s 5.6s<2.9s  94/150 40.1G 1.17 1.389 0.005336 661 640: 68% ━━━━━━━━──── 19/28 3.4it/s 5.8s<2.6s  94/150 40.1G 1.171 1.389 0.005299 628 640: 71% ━━━━━━━━╸─── 20/28 3.4it/s 6.2s<2.4s  94/150 40.1G 1.17 1.383 0.005258 652 640: 75% ━━━━━━━━━─── 21/28 3.4it/s 6.4s<2.1s  94/150 40.1G 1.171 1.384 0.005286 522 640: 79% ━━━━━━━━━─── 22/28 3.4it/s 6.7s<1.8s  94/150 40.1G 1.171 1.383 0.005262 729 640: 82% ━━━━━━━━━╸── 23/28 3.4it/s 7.0s<1.5s  94/150 40.1G 1.17 1.377 0.005227 633 640: 86% ━━━━━━━━━━── 24/28 3.4it/s 7.3s<1.2s  94/150 40.1G 1.168 1.373 0.005227 584 640: 89% ━━━━━━━━━━╸─ 25/28 3.4it/s 7.6s<0.9s  94/150 40.1G 1.17 1.377 0.00523 601 640: 93% ━━━━━━━━━━━─ 26/28 3.4it/s 7.9s<0.6s  94/150 40.1G 1.17 1.382 0.005223 273 640: 96% ━━━━━━━━━━━╸ 27/28 4.5it/s 8.0s<0.2s  94/150 40.1G 1.17 1.382 0.005223 273 640: 100% ━━━━━━━━━━━━ 28/28 3.5it/s 8.0s +  Class Images Instances Box(P R mAP50 mAP50-95): 50% ━━━━━━────── 1/2 1.1it/s 0.3s<0.9s  Class Images Instances Box(P R mAP50 mAP50-95): 100% ━━━━━━━━━━━━ 2/2 5.0it/s 0.4s + all 177 1609 0.761 0.741 0.74 0.492 + + Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size +  95/150 40.1G 1.166 1.357 0.004684 693 640: 0% ──────────── 0/28 0.3s  95/150 40.1G 1.157 1.314 0.004985 612 640: 4% ──────────── 1/28 1.0it/s 0.6s<26.2s  95/150 40.1G 1.166 1.342 0.004831 572 640: 7% ╸─────────── 2/28 1.7it/s 0.9s<15.0s  95/150 40.1G 1.157 1.344 0.004685 589 640: 11% ━─────────── 3/28 2.2it/s 1.2s<11.1s  95/150 40.1G 1.161 1.358 0.00469 610 640: 14% ━╸────────── 4/28 2.6it/s 1.5s<9.3s  95/150 40.1G 1.15 1.347 0.004796 545 640: 18% ━━────────── 5/28 2.9it/s 1.8s<8.1s  95/150 40.1G 1.146 1.343 0.004747 622 640: 21% ━━╸───────── 6/28 3.0it/s 2.0s<7.3s  95/150 40.1G 1.162 1.366 0.004842 728 640: 25% ━━━───────── 7/28 3.1it/s 2.3s<6.7s  95/150 40.1G 1.165 1.372 0.004786 738 640: 29% ━━━───────── 8/28 3.2it/s 2.6s<6.2s  95/150 40.1G 1.16 1.361 0.004816 656 640: 32% ━━���╸──────── 9/28 3.2it/s 2.9s<5.9s  95/150 40.1G 1.163 1.358 0.004889 527 640: 36% ━━━━──────── 10/28 3.3it/s 3.2s<5.5s  95/150 40.1G 1.17 1.373 0.004944 709 640: 39% ━━━━╸─────── 11/28 3.3it/s 3.5s<5.2s  95/150 40.1G 1.179 1.383 0.004912 728 640: 43% ━━━━━─────── 12/28 3.3it/s 3.8s<4.8s  95/150 40.1G 1.179 1.398 0.005014 531 640: 46% ━━━━━╸────── 13/28 3.3it/s 4.1s<4.5s  95/150 40.1G 1.178 1.4 0.005021 600 640: 50% ━━━━━━────── 14/28 3.3it/s 4.4s<4.2s  95/150 40.1G 1.178 1.399 0.005075 562 640: 54% ━━━━━━────── 15/28 3.4it/s 4.7s<3.9s  95/150 40.1G 1.174 1.395 0.005088 624 640: 57% ━━━━━━╸───── 16/28 3.4it/s 5.0s<3.5s  95/150 40.1G 1.176 1.396 0.005093 701 640: 61% ━━━━━━━───── 17/28 3.4it/s 5.3s<3.2s  95/150 40.1G 1.172 1.392 0.005108 557 640: 64% ━━━━━━━╸──── 18/28 3.4it/s 5.6s<3.0s  95/150 40.1G 1.172 1.389 0.005093 673 640: 68% ━━━━━━━━──── 19/28 3.4it/s 5.9s<2.7s  95/150 40.1G 1.172 1.391 0.005109 512 640: 71% ━━━━━━━━╸─── 20/28 3.4it/s 6.2s<2.4s  95/150 40.1G 1.175 1.39 0.005066 727 640: 75% ━━━━━━━━━─── 21/28 3.4it/s 6.5s<2.1s  95/150 40.1G 1.172 1.387 0.005074 524 640: 79% ━━━━━━━━━─── 22/28 3.4it/s 6.8s<1.8s  95/150 40.1G 1.175 1.391 0.005085 638 640: 82% ━━━━━━━━━╸── 23/28 3.4it/s 7.1s<1.5s  95/150 40.1G 1.174 1.389 0.005104 610 640: 86% ━━━━━━━━━━── 24/28 3.4it/s 7.4s<1.2s  95/150 40.1G 1.171 1.381 0.005094 571 640: 89% ━━━━━━━━━━╸─ 25/28 3.4it/s 7.6s<0.9s  95/150 40.1G 1.171 1.379 0.005127 504 640: 93% ━━━━━━━━━━━─ 26/28 3.4it/s 7.9s<0.6s  95/150 40.1G 1.175 1.387 0.00514 263 640: 96% ━━━━━━━━━━━╸ 27/28 4.5it/s 8.1s<0.2s  95/150 40.1G 1.175 1.387 0.00514 263 640: 100% ━━━━━━━━━━━━ 28/28 3.5it/s 8.1s +  Class Images Instances Box(P R mAP50 mAP50-95): 50% ━━━━━━────── 1/2 1.1it/s 0.3s<0.9s  Class Images Instances Box(P R mAP50 mAP50-95): 100% ━━━━━━━━━━━━ 2/2 5.0it/s 0.4s + all 177 1609 0.746 0.758 0.737 0.497 + + Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size +  96/150 40.1G 1.142 1.302 0.00621 551 640: 0% ──────────── 0/28 0.3s  96/150 40.1G 1.182 1.373 0.006067 562 640: 4% ──────────── 1/28 1.0it/s 0.6s<27.0s  96/150 40.1G 1.21 1.41 0.005743 677 640: 7% ╸─────────── 2/28 1.7it/s 0.9s<15.0s  96/150 40.1G 1.197 1.391 0.00543 587 640: 11% ━─────────── 3/28 2.2it/s 1.2s<11.4s  96/150 40.1G 1.18 1.374 0.005147 615 640: 14% ━╸────────── 4/28 2.5it/s 1.5s<9.4s  96/150 40.1G 1.183 1.377 0.005008 674 640: 18% ━━────────── 5/28 2.8it/s 1.8s<8.2s  96/150 40.1G 1.181 1.384 0.005068 607 640: 21% ━━╸───────── 6/28 3.0it/s 2.1s<7.4s  96/150 40.1G 1.17 1.367 0.005015 614 640: 25% ━━━───────── 7/28 3.1it/s 2.4s<6.7s  96/150 40.1G 1.174 1.366 0.004995 645 640: 29% ━━━───────── 8/28 3.2it/s 2.7s<6.2s  96/150 40.1G 1.167 1.358 0.005019 570 640: 32% ━━━╸──────── 9/28 3.3it/s 2.9s<5.8s  96/150 40.1G 1.167 1.357 0.004975 675 640: 36% ━━━━──────── 10/28 3.3it/s 3.2s<5.4s  96/150 40.1G 1.173 1.356 0.004913 753 640: 39% ━━━━╸─────── 11/28 3.3it/s 3.5s<5.1s  96/150 40.1G 1.174 1.356 0.004914 741 640: 43% ━━━━━─────── 12/28 3.4it/s 3.8s<4.8s  96/150 40.1G 1.172 1.353 0.004922 639 640: 46% ━━━━━╸────── 13/28 3.4it/s 4.1s<4.5s  96/150 40.1G 1.173 1.353 0.004929 624 640: 50% ━━━━━━────── 14/28 3.4it/s 4.4s<4.1s  96/150 40.1G 1.17 1.349 0.004966 544 640: 54% ━━━━━━────── 15/28 3.3it/s 4.7s<3.9s  96/150 40.1G 1.171 1.355 0.004932 741 640: 57% ━━━━━━╸───── 16/28 3.4it/s 5.0s<3.5s  96/150 40.1G 1.172 1.354 0.004921 641 640: 61% ━━━━━━━───── 17/28 3.4it/s 5.3s<3.2s  96/150 40.1G 1.171 1.351 0.004954 548 640: 64% ━━━━━━━╸──── 18/28 3.4it/s 5.6s<2.9s  96/150 40.1G 1.173 1.35 0.00493 681 640: 68% ━━━━━━━━──── 19/28 3.4it/s 5.9s<2.6s  96/150 40.1G 1.17 1.342 0.004885 618 640: 71% ━━━━━━━━╸─── 20/28 3.4it/s 6.2s<2.3s  96/150 40.1G 1.169 1.349 0.004953 542 640: 75% ━━━━━━━━━─── 21/28 3.4it/s 6.5s<2.0s  96/150 40.1G 1.166 1.345 0.005001 523 640: 79% ━━━━━━━━━─── 22/28 3.4it/s 6.8s<1.7s  96/150 40.1G 1.161 1.339 0.005001 514 640: 82% ━━━━━━━━━╸── 23/28 3.4it/s 7.1s<1.5s  96/150 40.1G 1.158 1.334 0.005004 548 640: 86% ━━━━━━━━━━── 24/28 3.5it/s 7.3s<1.2s  96/150 40.1G 1.156 1.334 0.005012 504 640: 89% ━━━━━━━━━━╸─ 25/28 3.4it/s 7.6s<0.9s  96/150 40.1G 1.155 1.335 0.005025 589 640: 93% ━━━━━━━━━━━─ 26/28 3.5it/s 7.9s<0.6s  96/150 40.1G 1.161 1.342 0.005035 272 640: 96% ━━━━━━━━━━━╸ 27/28 4.5it/s 8.1s<0.2s  96/150 40.1G 1.161 1.342 0.005035 272 640: 100% ━━━━━━━━━━━━ 28/28 3.5it/s 8.1s +  Class Images Instances Box(P R mAP50 mAP50-95): 50% ━━━━━━────── 1/2 1.1it/s 0.3s<0.9s  Class Images Instances Box(P R mAP50 mAP50-95): 100% ━━━━━━━━━━━━ 2/2 5.0it/s 0.4s + all 177 1609 0.767 0.733 0.743 0.492 + + Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size +  97/150 40.1G 1.106 1.259 0.004702 603 640: 0% ──────────── 0/28 0.3s  97/150 40.1G 1.116 1.26 0.004553 599 640: 4% ──────────── 1/28 1.0it/s 0.6s<26.4s  97/150 40.1G 1.16 1.321 0.004877 647 640: 7% ╸─────────── 2/28 1.8it/s 0.9s<14.8s  97/150 40.1G 1.146 1.305 0.004978 506 640: 11% ━─────────── 3/28 2.3it/s 1.2s<11.0s  97/150 40.1G 1.135 1.258 0.004911 589 640: 14% ━╸────────── 4/28 2.6it/s 1.4s<9.1s  97/150 40.1G 1.135 1.279 0.00485 586 640: 18% ━━────────── 5/28 2.9it/s 1.7s<8.0s  97/150 40.1G 1.141 1.302 0.004983 537 640: 21% ━━╸───────── 6/28 3.0it/s 2.0s<7.3s  97/150 40.1G 1.147 1.313 0.005055 650 640: 25% ━━━───────── 7/28 3.1it/s 2.3s<6.7s  97/150 40.1G 1.158 1.326 0.005143 592 640: 29% ━━━───────── 8/28 3.2it/s 2.6s<6.2s  97/150 40.1G 1.156 1.322 0.005116 645 640: 32% ━━━╸──────── 9/28 3.2it/s 2.9s<5.8s  97/150 40.1G 1.148 1.317 0.00506 566 640: 36% ━━━━──────── 10/28 3.3it/s 3.2s<5.5s  97/150 40.1G 1.146 1.322 0.005021 546 640: 39% ━━━━╸─────── 11/28 3.3it/s 3.5s<5.1s  97/150 40.1G 1.14 1.32 0.005026 575 640: 43% ━━━━━─────── 12/28 3.4it/s 3.8s<4.7s  97/150 40.1G 1.13 1.313 0.005098 460 640: 46% ━━━━━╸────── 13/28 3.4it/s 4.1s<4.4s  97/150 40.1G 1.136 1.334 0.005193 601 640: 50% ━━━━━━────── 14/28 3.4it/s 4.4s<4.1s  97/150 40.1G 1.14 1.341 0.005213 585 640: 54% ━━━━━━────── 15/28 3.4it/s 4.7s<3.8s  97/150 40.1G 1.14 1.349 0.005222 645 640: 57% ━━━━━━╸───── 16/28 3.4it/s 5.0s<3.5s  97/150 40.1G 1.14 1.34 0.00519 564 640: 61% ━━━━━━━───── 17/28 3.4it/s 5.3s<3.2s  97/150 40.1G 1.14 1.336 0.005136 689 640: 64% ━━━━━━━╸──── 18/28 3.4it/s 5.6s<3.0s  97/150 40.1G 1.139 1.336 0.005136 618 640: 68% ━━━━━━━━──── 19/28 3.4it/s 5.8s<2.7s  97/150 40.1G 1.141 1.347 0.005198 578 640: 71% ━━━━━━━━╸─── 20/28 3.4it/s 6.1s<2.3s  97/150 40.1G 1.14 1.343 0.005231 479 640: 75% ━━━━━━━━━─── 21/28 3.4it/s 6.4s<2.1s  97/150 40.1G 1.14 1.346 0.005224 609 640: 79% ━━━━━━━━━─── 22/28 3.4it/s 6.7s<1.8s  97/150 40.1G 1.14 1.344 0.005195 600 640: 82% ━━━━━━━━━╸── 23/28 3.4it/s 7.0s<1.5s  97/150 40.1G 1.142 1.347 0.005184 638 640: 86% ━━━━━━━━━━── 24/28 3.4it/s 7.3s<1.2s  97/150 40.1G 1.139 1.338 0.00515 648 640: 89% ━━━━━━━━━━╸─ 25/28 3.4it/s 7.6s<0.9s  97/150 40.1G 1.138 1.335 0.005132 600 640: 93% ━━━━━━━━━━━─ 26/28 3.4it/s 7.9s<0.6s  97/150 40.1G 1.14 1.333 0.005162 240 640: 96% ━━━━━━━━━━━╸ 27/28 4.5it/s 8.0s<0.2s  97/150 40.1G 1.14 1.333 0.005162 240 640: 100% ━━━━━━━━━━━━ 28/28 3.5it/s 8.0s +  Class Images Instances Box(P R mAP50 mAP50-95): 50% ━━━━━━────── 1/2 1.1it/s 0.3s<0.9s  Class Images Instances Box(P R mAP50 mAP50-95): 100% ━━━━━━━━━━━━ 2/2 5.0it/s 0.4s + all 177 1609 0.749 0.729 0.727 0.493 + + Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size +  98/150 40.1G 1.163 1.437 0.00506 668 640: 0% ──────────── 0/28 0.3s  98/150 40.1G 1.217 1.423 0.004852 718 640: 4% ──────────── 1/28 1.0it/s 0.6s<26.4s  98/150 40.1G 1.203 1.422 0.004985 593 640: 7% ╸─────────── 2/28 1.8it/s 0.9s<14.9s  98/150 40.1G 1.208 1.437 0.005122 573 640: 11% ━─────────── 3/28 2.3it/s 1.2s<11.1s  98/150 40.1G 1.191 1.418 0.004946 641 640: 14% ━╸────────── 4/28 2.6it/s 1.5s<9.2s  98/150 40.1G 1.183 1.389 0.004936 635 640: 18% ━━────────── 5/28 2.9it/s 1.7s<8.0s  98/150 40.1G 1.194 1.419 0.004968 647 640: 21% ━━╸───────── 6/28 3.0it/s 2.0s<7.3s  98/150 40.1G 1.191 1.412 0.00491 680 640: 25% ━━━───────── 7/28 3.2it/s 2.3s<6.7s  98/150 40.1G 1.179 1.386 0.004936 630 640: 29% ━━━───────── 8/28 3.2it/s 2.6s<6.2s  98/150 40.1G 1.176 1.378 0.004969 618 640: 32% ━━━╸──────── 9/28 3.3it/s 2.9s<5.8s  98/150 40.1G 1.167 1.367 0.00495 644 640: 36% ━━━━──────── 10/28 3.3it/s 3.2s<5.4s  98/150 40.1G 1.165 1.37 0.004937 660 640: 39% ━━━━╸─────── 11/28 3.4it/s 3.5s<5.0s  98/150 40.1G 1.167 1.381 0.005009 516 640: 43% ━━━━━─────── 12/28 3.4it/s 3.8s<4.7s  98/150 40.1G 1.169 1.378 0.004996 615 640: 46% ━━━━━╸────── 13/28 3.4it/s 4.1s<4.4s  98/150 40.1G 1.172 1.374 0.005037 568 640: 50% ━━━━━━────── 14/28 3.4it/s 4.4s<4.1s  98/150 40.1G 1.174 1.378 0.004988 753 640: 54% ━━━━━━────── 15/28 3.4it/s 4.7s<3.8s  98/150 40.1G 1.175 1.381 0.005006 584 640: 57% ━━━━━━╸───── 16/28 3.4it/s 5.0s<3.5s  98/150 40.1G 1.169 1.371 0.005031 484 640: 61% ━━━━━━━───��─ 17/28 3.4it/s 5.2s<3.2s  98/150 40.1G 1.17 1.371 0.005021 592 640: 64% ━━━━━━━╸──── 18/28 3.4it/s 5.5s<2.9s  98/150 40.1G 1.168 1.372 0.005036 556 640: 68% ━━━━━━━━──── 19/28 3.4it/s 5.8s<2.6s  98/150 40.1G 1.165 1.362 0.005027 568 640: 71% ━━━━━━━━╸─── 20/28 3.4it/s 6.1s<2.3s  98/150 40.1G 1.164 1.356 0.005038 554 640: 75% ━━━━━━━━━─── 21/28 3.4it/s 6.4s<2.0s  98/150 40.1G 1.163 1.353 0.005003 580 640: 79% ━━━━━━━━━─── 22/28 3.4it/s 6.7s<1.8s  98/150 40.1G 1.164 1.357 0.004999 640 640: 82% ━━━━━━━━━╸── 23/28 3.4it/s 7.0s<1.5s  98/150 40.1G 1.166 1.359 0.004989 685 640: 86% ━━━━━━━━━━── 24/28 3.4it/s 7.3s<1.2s  98/150 40.1G 1.165 1.361 0.005019 623 640: 89% ━━━━━━━━━━╸─ 25/28 3.4it/s 7.6s<0.9s  98/150 40.1G 1.166 1.363 0.005042 559 640: 93% ━━━━━━━━━━━─ 26/28 3.4it/s 7.9s<0.6s  98/150 40.1G 1.164 1.368 0.005096 202 640: 96% ━━━━━━━━━━━╸ 27/28 4.5it/s 8.0s<0.2s  98/150 40.1G 1.164 1.368 0.005096 202 640: 100% ━━━━━━━━━━━━ 28/28 3.5it/s 8.0s +  Class Images Instances Box(P R mAP50 mAP50-95): 50% ━━━━━━────── 1/2 1.1it/s 0.3s<0.9s  Class Images Instances Box(P R mAP50 mAP50-95): 100% ━━━━━━━━━━━━ 2/2 5.0it/s 0.4s + all 177 1609 0.785 0.743 0.745 0.49 + + Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size +  99/150 40.1G 1.151 1.414 0.00551 561 640: 0% ──────────── 0/28 0.3s  99/150 40.1G 1.178 1.383 0.005589 710 640: 4% ──────────── 1/28 1.0it/s 0.6s<26.2s  99/150 40.1G 1.174 1.397 0.005264 621 640: 7% ╸─────────── 2/28 1.8it/s 0.9s<14.8s  99/150 40.1G 1.166 1.376 0.00511 637 640: 11% ━─────────── 3/28 2.3it/s 1.2s<11.1s  99/150 40.1G 1.15 1.324 0.005079 547 640: 14% ━╸────────── 4/28 2.6it/s 1.4s<9.1s  99/150 40.1G 1.14 1.313 0.005026 533 640: 18% ━━────────── 5/28 2.8it/s 1.7s<8.1s  99/150 40.1G 1.13 1.297 0.004943 570 640: 21% ━━╸───────── 6/28 3.0it/s 2.0s<7.3s  99/150 40.1G 1.138 1.312 0.004953 606 640: 25% ━━━───────── 7/28 3.1it/s 2.3s<6.7s  99/150 40.1G 1.136 1.307 0.005053 573 640: 29% ━━━───────── 8/28 3.2it/s 2.6s<6.2s  99/150 40.1G 1.132 1.297 0.005002 620 640: 32% ━━━╸──────── 9/28 3.3it/s 2.9s<5.8s  99/150 40.1G 1.129 1.294 0.004919 681 640: 36% ━━━━──────── 10/28 3.3it/s 3.2s<5.4s  99/150 40.1G 1.126 1.293 0.00491 514 640: 39% ━━━━╸─────── 11/28 3.3it/s 3.5s<5.1s  99/150 40.1G 1.127 1.299 0.00489 690 640: 43% ━━━━━─────── 12/28 3.4it/s 3.8s<4.7s  99/150 40.1G 1.124 1.285 0.004935 563 640: 46% ━━━━━╸────── 13/28 3.4it/s 4.1s<4.4s  99/150 40.1G 1.125 1.285 0.004997 479 640: 50% ━━━━━━────── 14/28 3.4it/s 4.4s<4.2s  99/150 40.1G 1.124 1.288 0.004939 621 640: 54% ━━━━━━────── 15/28 3.4it/s 4.7s<3.8s  99/150 40.1G 1.127 1.292 0.004941 630 640: 57% ━━━━━━╸───── 16/28 3.4it/s 5.0s<3.5s  99/150 40.1G 1.13 1.299 0.004945 689 640: 61% ━━━━━━━───── 17/28 3.4it/s 5.3s<3.2s  99/150 40.1G 1.132 1.299 0.004961 698 640: 64% ━━━━━━━╸──── 18/28 3.4it/s 5.5s<2.9s  99/150 40.1G 1.134 1.302 0.004997 531 640: 68% ━━━━━━━━──── 19/28 3.4it/s 5.8s<2.6s  99/150 40.1G 1.132 1.299 0.005006 484 640: 71% ━━━━━━━━╸─── 20/28 3.4it/s 6.1s<2.4s  99/150 40.1G 1.136 1.308 0.005016 659 640: 75% ━━━━━━━━━─── 21/28 3.4it/s 6.4s<2.1s  99/150 40.1G 1.13 1.296 0.005019 513 640: 79% ━━━━━━━━━─── 22/28 3.4it/s 6.7s<1.8s  99/150 40.1G 1.133 1.3 0.004984 645 640: 82% ━━━━━━━━━╸── 23/28 3.4it/s 7.0s<1.5s  99/150 40.1G 1.137 1.303 0.005028 549 640: 86% ━━━━━━━━━━── 24/28 3.4it/s 7.3s<1.2s  99/150 40.1G 1.14 1.306 0.005069 605 640: 89% ━━━━━━━━━━╸─ 25/28 3.4it/s 7.6s<0.9s  99/150 40.1G 1.141 1.314 0.005097 529 640: 93% ━━━━━━━━━━━─ 26/28 3.4it/s 7.9s<0.6s  99/150 40.1G 1.138 1.31 0.005128 199 640: 96% ━━━━━━━━━━━╸ 27/28 4.4it/s 8.1s<0.2s  99/150 40.1G 1.138 1.31 0.005128 199 640: 100% ━━━━━━━━━━━━ 28/28 3.5it/s 8.1s +  Class Images Instances Box(P R mAP50 mAP50-95): 50% ━━━━━━────── 1/2 1.1it/s 0.3s<0.9s  Class Images Instances Box(P R mAP50 mAP50-95): 100% ━━━━━━━━━━━━ 2/2 5.0it/s 0.4s + all 177 1609 0.759 0.742 0.741 0.498 + + Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size +  100/150 40.1G 1.036 1.029 0.00368 578 640: 0% ──────────── 0/28 0.3s  100/150 40.1G 1.074 1.124 0.00437 573 640: 4% ──────────── 1/28 1.0it/s 0.6s<26.9s  100/150 40.1G 1.127 1.27 0.004579 705 640: 7% ╸─────────── 2/28 1.7it/s 0.9s<15.0s  100/150 40.1G 1.139 1.309 0.004763 645 640: 11% ━─────────── 3/28 2.2it/s 1.2s<11.4s  100/150 40.1G 1.129 1.313 0.004697 573 640: 14% ━╸────────── 4/28 2.6it/s 1.5s<9.3s  100/150 40.1G 1.132 1.329 0.004786 594 640: 18% ━━────────── 5/28 2.8it/s 1.8s<8.2s  100/150 40.1G 1.129 1.332 0.004912 520 640: 21% ━━╸───────── 6/28 3.0it/s 2.1s<7.4s  100/150 40.1G 1.133 1.335 0.004911 678 640: 25% ━━━───────── 7/28 3.1it/s 2.4s<6.7s  100/150 40.1G 1.132 1.323 0.004887 610 640: 29% ━━━───────── 8/28 3.2it/s 2.7s<6.2s  100/150 40.1G 1.138 1.319 0.00487 683 640: 32% ━━━╸──────── 9/28 3.3it/s 2.9s<5.8s  100/150 40.1G 1.138 1.312 0.004895 530 640: 36% ━━━━──────── 10/28 3.3it/s 3.2s<5.4s  100/150 40.1G 1.136 1.302 0.004897 581 640: 39% ━━━━╸─────── 11/28 3.3it/s 3.5s<5.1s  100/150 40.1G 1.137 1.316 0.004928 551 640: 43% ━━━━━─────── 12/28 3.3it/s 3.8s<4.8s  100/150 40.1G 1.137 1.316 0.004964 605 640: 46% ━━━━━╸────── 13/28 3.4it/s 4.1s<4.4s  100/150 40.1G 1.141 1.316 0.004968 702 640: 50% ━━━━━━────── 14/28 3.4it/s 4.4s<4.1s  100/150 40.1G 1.143 1.318 0.004979 671 640: 54% ━━━━━━────── 15/28 3.4it/s 4.7s<3.9s  100/150 40.1G 1.146 1.327 0.004988 664 640: 57% ━━━━━━╸───── 16/28 3.4it/s 5.0s<3.6s  100/150 40.1G 1.15 1.34 0.005034 648 640: 61% ━━━━━━━───── 17/28 3.4it/s 5.3s<3.2s  100/150 40.1G 1.152 1.342 0.005018 646 640: 64% ━━━━━━━╸──── 18/28 3.4it/s 5.6s<2.9s  100/150 40.1G 1.148 1.334 0.005047 504 640: 68% ━━━━━━━━──── 19/28 3.4it/s 5.9s<2.6s  100/150 40.1G 1.14 1.321 0.00504 491 640: 71% ━━━━━━━━╸─── 20/28 3.4it/s 6.2s<2.3s  100/150 40.1G 1.138 1.314 0.005069 552 640: 75% ━━━━━━━━━─── 21/28 3.4it/s 6.5s<2.0s  100/150 40.1G 1.139 1.315 0.005065 670 640: 79% ━━━━━━━━━─── 22/28 3.4it/s 6.8s<1.8s  100/150 40.1G 1.141 1.32 0.005059 630 640: 82% ━━━━━━━━━╸── 23/28 3.4it/s 7.1s<1.5s  100/150 40.1G 1.141 1.324 0.005035 593 640: 86% ━━━━━━━━━━── 24/28 3.4it/s 7.4s<1.2s  100/150 40.1G 1.142 1.324 0.005005 745 640: 89% ━━━━━━━━━━╸─ 25/28 3.4it/s 7.6s<0.9s  100/150 40.1G 1.141 1.326 0.005021 555 640: 93% ━━━━━━━━━━━─ 26/28 3.4it/s 7.9s<0.6s  100/150 40.1G 1.138 1.328 0.00509 188 640: 96% ━━━━━━━━━━━╸ 27/28 4.4it/s 8.1s<0.2s  100/150 40.1G 1.138 1.328 0.00509 188 640: 100% ━━━━━━━━━━━━ 28/28 3.5it/s 8.1s +  Class Images Instances Box(P R mAP50 mAP50-95): 50% ━━━━━━────── 1/2 1.1it/s 0.3s<0.9s  Class Images Instances Box(P R mAP50 mAP50-95): 100% ━━━━━━━━━━━━ 2/2 5.0it/s 0.4s + all 177 1609 0.76 0.739 0.743 0.488 + + Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size +  101/150 40.1G 1.152 1.376 0.005215 660 640: 0% ──────────── 0/28 0.3s  101/150 40.1G 1.128 1.342 0.004887 562 640: 4% ──────────── 1/28 1.0it/s 0.6s<25.9s  101/150 40.1G 1.124 1.299 0.005162 497 640: 7% ╸─────────── 2/28 1.8it/s 0.9s<14.8s  101/150 40.1G 1.143 1.361 0.00537 560 640: 11% ━─────────── 3/28 2.3it/s 1.2s<11.0s  101/150 40.1G 1.139 1.35 0.005191 680 640: 14% ━╸────────── 4/28 2.6it/s 1.4s<9.2s  101/150 40.1G 1.141 1.336 0.005167 508 640: 18% ━━────────── 5/28 2.9it/s 1.7s<8.0s  101/150 40.1G 1.146 1.349 0.005223 602 640: 21% ━━╸───────── 6/28 3.0it/s 2.0s<7.3s  101/150 40.1G 1.143 1.346 0.005207 540 640: 25% ━━━───────── 7/28 3.1it/s 2.3s<6.7s  101/150 40.1G 1.138 1.341 0.005174 556 640: 29% ━━━───────── 8/28 3.2it/s 2.6s<6.2s  101/150 40.1G 1.141 1.342 0.005239 657 640: 32% ━━━╸──────── 9/28 3.3it/s 2.9s<5.8s  101/150 40.1G 1.143 1.344 0.005175 724 640: 36% ━━━━──────── 10/28 3.3it/s 3.2s<5.4s  101/150 40.1G 1.141 1.339 0.005145 604 640: 39% ━━━━╸─────── 11/28 3.4it/s 3.5s<5.1s  101/150 40.1G 1.141 1.34 0.005085 668 640: 43% ━━━━━─────── 12/28 3.4it/s 3.8s<4.7s  101/150 40.1G 1.145 1.343 0.005066 627 640: 46% ━━━━━╸────── 13/28 3.4it/s 4.1s<4.4s  101/150 40.1G 1.144 1.336 0.00509 611 640: 50% ━━━━━━────── 14/28 3.4it/s 4.4s<4.1s  101/150 40.1G 1.148 1.341 0.005083 644 640: 54% ━━━━━━────── 15/28 3.4it/s 4.7s<3.8s  101/150 40.1G 1.15 1.341 0.00507 667 640: 57% ━━━━━━╸───── 16/28 3.4it/s 5.0s<3.5s  101/150 40.1G 1.146 1.338 0.005078 632 640: 61% ━━━━━━━───── 17/28 3.4it/s 5.2s<3.2s  101/150 40.1G 1.148 1.337 0.005071 725 640: 64% ━━━━━━━╸──── 18/28 3.4it/s 5.5s<2.9s  101/150 40.1G 1.149 1.338 0.005052 602 640: 68% ━━━━━━━━──── 19/28 3.4it/s 5.8s<2.6s  101/150 40.1G 1.145 1.334 0.005022 579 640: 71% ━━━━━━━━╸─── 20/28 3.4it/s 6.1s<2.3s  101/150 40.1G 1.146 1.333 0.004973 765 640: 75% ━━━━━━━━━─── 21/28 3.4it/s 6.4s<2.0s  101/150 40.1G 1.145 1.329 0.00497 591 640: 79% ━━━━━━━━━─── 22/28 3.4it/s 6.7s<1.8s  101/150 40.1G 1.143 1.324 0.004953 545 640: 82% ━━━━━━━━━╸── 23/28 3.4it/s 7.0s<1.5s  101/150 40.1G 1.144 1.321 0.004944 583 640: 86% ━━━━━━━━━━── 24/28 3.4it/s 7.3s<1.2s  101/150 40.1G 1.145 1.325 0.004942 756 640: 89% ━━━━━━━━━━╸─ 25/28 3.4it/s 7.6s<0.9s  101/150 40.1G 1.141 1.319 0.004945 522 640: 93% ━━━━━━━━━━━─ 26/28 3.4it/s 7.9s<0.6s  101/150 40.1G 1.148 1.328 0.004941 329 640: 96% ━━━━━━━━━━━╸ 27/28 4.4it/s 8.0s<0.2s  101/150 40.1G 1.148 1.328 0.004941 329 640: 100% ━━━━━━━━━━━━ 28/28 3.5it/s 8.0s +  Class Images Instances Box(P R mAP50 mAP50-95): 50% ━━━━━━────── 1/2 1.1it/s 0.3s<0.9s  Class Images Instances Box(P R mAP50 mAP50-95): 100% ━━━━━━━━━━━━ 2/2 5.1it/s 0.4s + all 177 1609 0.749 0.746 0.734 0.495 + + Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size +  102/150 40.1G 1.088 1.179 0.004595 602 640: 0% ──────────── 0/28 0.3s  102/150 40.1G 1.131 1.245 0.004626 643 640: 4% ──────────── 1/28 1.0s/it 0.6s<27.2s  102/150 40.1G 1.142 1.285 0.004708 655 640: 7% ╸─────────── 2/28 1.7it/s 0.9s<15.2s  102/150 40.1G 1.15 1.311 0.004824 624 640: 11% ━─────────── 3/28 2.2it/s 1.2s<11.2s  102/150 40.1G 1.16 1.325 0.00477 651 640: 14% ━╸────────── 4/28 2.6it/s 1.5s<9.2s  102/150 40.1G 1.158 1.327 0.005009 548 640: 18% ━━────────── 5/28 2.8it/s 1.8s<8.1s  102/150 40.1G 1.165 1.352 0.004921 675 640: 21% ━━╸───────── 6/28 3.0it/s 2.1s<7.4s  102/150 40.1G 1.162 1.356 0.00483 612 640: 25% ━━━───────── 7/28 3.1it/s 2.3s<6.7s  102/150 40.1G 1.165 1.361 0.004887 656 640: 29% ━━━───────── 8/28 3.2it/s 2.6s<6.2s  102/150 40.1G 1.169 1.378 0.004857 734 640: 32% ━━━╸──────── 9/28 3.2it/s 2.9s<5.9s  102/150 40.1G 1.165 1.363 0.004882 534 640: 36% ━━━━──────── 10/28 3.3it/s 3.2s<5.5s  102/150 40.1G 1.161 1.361 0.004924 552 640: 39% ━━━━╸─────── 11/28 3.3it/s 3.5s<5.1s  102/150 40.1G 1.166 1.378 0.004952 653 640: 43% ━━━━━─────── 12/28 3.3it/s 3.8s<4.8s  102/150 40.1G 1.156 1.364 0.004921 639 640: 46% ━━━━━╸────── 13/28 3.4it/s 4.1s<4.5s  102/150 40.1G 1.148 1.351 0.00487 564 640: 50% ━━━━━━────── 14/28 3.4it/s 4.4s<4.1s  102/150 40.1G 1.145 1.347 0.004844 593 640: 54% ━━━━━━────── 15/28 3.4it/s 4.7s<3.9s  102/150 40.1G 1.147 1.347 0.004828 688 640: 57% ━━━━━━╸───── 16/28 3.4it/s 5.0s<3.5s  102/150 40.1G 1.147 1.346 0.004828 663 640: 61% ━━━━━━━───── 17/28 3.4it/s 5.3s<3.2s  102/150 40.1G 1.148 1.353 0.004868 659 640: 64% ━━━━━━━╸──── 18/28 3.4it/s 5.6s<2.9s  102/150 40.1G 1.144 1.344 0.004918 501 640: 68% ━━━━━━━━──── 19/28 3.4it/s 5.9s<2.6s  102/150 40.1G 1.144 1.34 0.004911 599 640: 71% ━━━━━━━━╸─── 20/28 3.4it/s 6.2s<2.3s  102/150 40.1G 1.14 1.33 0.004879 600 640: 75% ━━━━━━━━━─── 21/28 3.4it/s 6.5s<2.0s  102/150 40.1G 1.137 1.325 0.004861 603 640: 79% ━━━━━━━━━─── 22/28 3.4it/s 6.7s<1.7s  102/150 40.1G 1.136 1.323 0.004841 682 640: 82% ━━━━━━━━━╸── 23/28 3.4it/s 7.0s<1.5s  102/150 40.1G 1.134 1.322 0.004866 483 640: 86% ━━━━━━━━━━── 24/28 3.4it/s 7.3s<1.2s  102/150 40.1G 1.132 1.317 0.004891 537 640: 89% ━━━━━━━━━━╸─ 25/28 3.4it/s 7.6s<0.9s  102/150 40.1G 1.133 1.316 0.004895 534 640: 93% ━━━━━━━━━━━─ 26/28 3.4it/s 7.9s<0.6s  102/150 40.1G 1.132 1.315 0.004927 216 640: 96% ━━━━━━━━━━━╸ 27/28 4.4it/s 8.1s<0.2s  102/150 40.1G 1.132 1.315 0.004927 216 640: 100% ━━━━��━━━━━━━ 28/28 3.5it/s 8.1s +  Class Images Instances Box(P R mAP50 mAP50-95): 50% ━━━━━━────── 1/2 1.1it/s 0.3s<0.9s  Class Images Instances Box(P R mAP50 mAP50-95): 100% ━━━━━━━━━━━━ 2/2 5.1it/s 0.4s + all 177 1609 0.765 0.719 0.731 0.504 + + Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size +  103/150 40.1G 1.134 1.244 0.004224 616 640: 0% ──────────── 0/28 0.3s  103/150 40.1G 1.108 1.275 0.005256 559 640: 4% ──────────── 1/28 1.0it/s 0.6s<26.2s  103/150 40.1G 1.119 1.295 0.005131 583 640: 7% ╸─────────── 2/28 1.8it/s 0.9s<14.8s  103/150 40.1G 1.103 1.28 0.004964 552 640: 11% ━─────────── 3/28 2.3it/s 1.2s<11.1s  103/150 40.1G 1.108 1.277 0.005159 594 640: 14% ━╸────────── 4/28 2.6it/s 1.5s<9.2s  103/150 40.1G 1.108 1.297 0.005293 530 640: 18% ━━────────── 5/28 2.9it/s 1.7s<8.0s  103/150 40.1G 1.125 1.302 0.005158 717 640: 21% ━━╸───────── 6/28 3.0it/s 2.0s<7.2s  103/150 40.1G 1.117 1.306 0.005408 430 640: 25% ━━━───────── 7/28 3.2it/s 2.3s<6.6s  103/150 40.1G 1.13 1.308 0.00537 622 640: 29% ━━━───────── 8/28 3.2it/s 2.6s<6.2s  103/150 40.1G 1.129 1.318 0.005409 622 640: 32% ━━━╸──────── 9/28 3.3it/s 2.9s<5.8s  103/150 40.1G 1.134 1.328 0.005426 558 640: 36% ━━━━──────── 10/28 3.3it/s 3.2s<5.4s  103/150 40.1G 1.142 1.34 0.005444 564 640: 39% ━━━━╸─────── 11/28 3.4it/s 3.5s<5.1s  103/150 40.1G 1.146 1.349 0.005457 642 640: 43% ━━━━━─────── 12/28 3.4it/s 3.8s<4.7s  103/150 40.1G 1.146 1.347 0.005395 644 640: 46% ━━━━━╸────── 13/28 3.4it/s 4.1s<4.5s  103/150 40.1G 1.149 1.345 0.005371 693 640: 50% ━━━━━━────── 14/28 3.3it/s 4.4s<4.2s  103/150 40.1G 1.149 1.351 0.005332 698 640: 54% ━━━━━━────── 15/28 3.4it/s 4.7s<3.9s  103/150 40.1G 1.142 1.34 0.005299 548 640: 57% ━━━━━━╸───── 16/28 3.4it/s 5.0s<3.5s  103/150 40.1G 1.143 1.339 0.005301 611 640: 61% ━━━━━━━───── 17/28 3.4it/s 5.3s<3.3s  103/150 40.1G 1.143 1.335 0.005261 664 640: 64% ━━━━━━━╸──── 18/28 3.3it/s 5.6s<3.0s  103/150 40.1G 1.146 1.336 0.005236 630 640: 68% ━━━━━━━━──── 19/28 3.4it/s 5.9s<2.7s  103/150 40.1G 1.141 1.331 0.005242 559 640: 71% ━━━━━━━━╸─── 20/28 3.4it/s 6.2s<2.4s  103/150 40.1G 1.136 1.324 0.005213 546 640: 75% ━━━━━━━━━─── 21/28 3.4it/s 6.5s<2.1s  103/150 40.1G 1.137 1.323 0.005176 669 640: 79% ━━━━━━━━━─── 22/28 3.3it/s 6.8s<1.8s  103/150 40.1G 1.142 1.335 0.005187 651 640: 82% ━━━━━━━━━╸── 23/28 3.4it/s 7.1s<1.5s  103/150 40.1G 1.14 1.335 0.005169 616 640: 86% ━━━━━━━━━━── 24/28 3.4it/s 7.4s<1.2s  103/150 40.1G 1.14 1.335 0.005183 576 640: 89% ━━━━━━━━━━╸─ 25/28 3.4it/s 7.7s<0.9s  103/150 40.1G 1.138 1.333 0.005169 629 640: 93% ━━━━━━━━━━━─ 26/28 3.4it/s 7.9s<0.6s  103/150 40.1G 1.137 1.332 0.005147 276 640: 96% ━━━━━━━━━━━╸ 27/28 4.4it/s 8.1s<0.2s  103/150 40.1G 1.137 1.332 0.005147 276 640: 100% ━━━━━━━━━━━━ 28/28 3.5it/s 8.1s +  Class Images Instances Box(P R mAP50 mAP50-95): 50% ━━━━━━────── 1/2 1.1it/s 0.3s<0.9s  Class Images Instances Box(P R mAP50 mAP50-95): 100% ━━━━━━━━━━━━ 2/2 5.0it/s 0.4s + all 177 1609 0.748 0.758 0.737 0.501 + + Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size +  104/150 40.1G 1.175 1.418 0.005504 651 640: 0% ──────────── 0/28 0.3s  104/150 40.1G 1.179 1.447 0.004972 632 640: 4% ──────────── 1/28 1.0s/it 0.6s<27.3s  104/150 40.1G 1.126 1.36 0.004954 536 640: 7% ╸─────────── 2/28 1.7it/s 0.9s<15.0s  104/150 40.1G 1.139 1.363 0.005039 601 640: 11% ━─────────── 3/28 2.2it/s 1.2s<11.2s  104/150 40.1G 1.138 1.355 0.005003 610 640: 14% ━╸────────── 4/28 2.6it/s 1.5s<9.2s  104/150 40.1G 1.137 1.342 0.005046 583 640: 18% ━━────────── 5/28 2.9it/s 1.8s<8.1s  104/150 40.1G 1.14 1.355 0.004985 721 640: 21% ━━╸───────── 6/28 3.0it/s 2.0s<7.3s  104/150 40.1G 1.156 1.383 0.005092 578 640: 25% ━━━───────── 7/28 3.2it/s 2.3s<6.7s  104/150 40.1G 1.154 1.391 0.005054 609 640: 29% ━━━───────── 8/28 3.2it/s 2.6s<6.2s  104/150 40.1G 1.153 1.384 0.005122 567 640: 32% ━━━╸──────── 9/28 3.3it/s 2.9s<5.8s  104/150 40.1G 1.143 1.363 0.005078 613 640: 36% ━━━━──────── 10/28 3.3it/s 3.2s<5.4s  104/150 40.1G 1.139 1.356 0.005052 566 640: 39% ━━━━╸─────── 11/28 3.3it/s 3.5s<5.1s  104/150 40.1G 1.139 1.356 0.004978 623 640: 43% ━━━━━─────── 12/28 3.4it/s 3.8s<4.7s  104/150 40.1G 1.14 1.361 0.005011 574 640: 46% ━━━━━╸────── 13/28 3.3it/s 4.1s<4.5s  104/150 40.1G 1.14 1.364 0.004954 646 640: 50% ━━━━━━────── 14/28 3.4it/s 4.4s<4.2s  104/150 40.1G 1.142 1.369 0.004967 662 640: 54% ━━━━━━────── 15/28 3.4it/s 4.7s<3.8s  104/150 40.1G 1.133 1.356 0.005006 501 640: 57% ━━━━━━╸───── 16/28 3.4it/s 5.0s<3.5s  104/150 40.1G 1.134 1.354 0.004996 622 640: 61% ━━━━━━━───── 17/28 3.4it/s 5.3s<3.3s  104/150 40.1G 1.129 1.342 0.004984 475 640: 64% ━━━━━━━╸──── 18/28 3.4it/s 5.6s<3.0s  104/150 40.1G 1.13 1.338 0.004971 608 640: 68% ━━━━━━━━──── 19/28 3.4it/s 5.9s<2.7s  104/150 40.1G 1.13 1.343 0.004997 566 640: 71% ━━━━━━━━╸─── 20/28 3.4it/s 6.2s<2.4s  104/150 40.1G 1.134 1.35 0.005007 657 640: 75% ━━━━━━━━━─── 21/28 3.4it/s 6.5s<2.1s  104/150 40.1G 1.133 1.344 0.004982 617 640: 79% ━━━━━━━━━─── 22/28 3.4it/s 6.8s<1.8s  104/150 40.1G 1.132 1.341 0.005019 545 640: 82% ━━━━━━━━━╸── 23/28 3.4it/s 7.0s<1.5s  104/150 40.1G 1.131 1.335 0.005047 595 640: 86% ━━━━━━━━━━── 24/28 3.4it/s 7.3s<1.2s  104/150 40.1G 1.133 1.335 0.005033 684 640: 89% ━━━━━━━━━━╸─ 25/28 3.4it/s 7.6s<0.9s  104/150 40.1G 1.132 1.33 0.005013 627 640: 93% ━━━━━━━━━━━─ 26/28 3.4it/s 7.9s<0.6s  104/150 40.1G 1.133 1.33 0.004954 325 640: 96% ━━━━━━━━━━━╸ 27/28 4.4it/s 8.1s<0.2s  104/150 40.1G 1.133 1.33 0.004954 325 640: 100% ━━━━━━━━━━━━ 28/28 3.5it/s 8.1s +  Class Images Instances Box(P R mAP50 mAP50-95): 50% ━━━━━━────── 1/2 1.1it/s 0.3s<0.9s  Class Images Instances Box(P R mAP50 mAP50-95): 100% ━━━━━━━━━━━━ 2/2 4.9it/s 0.4s + all 177 1609 0.723 0.779 0.748 0.499 + + Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size +  105/150 40.1G 1.117 1.427 0.005664 480 640: 0% ──────────── 0/28 0.3s  105/150 40.1G 1.116 1.387 0.005346 604 640: 4% ──────────── 1/28 1.0s/it 0.6s<27.2s  105/150 40.1G 1.117 1.334 0.005076 594 640: 7% ╸─────────── 2/28 1.7it/s 0.9s<15.1s  105/150 40.1G 1.119 1.298 0.005115 566 640: 11% ━─────────── 3/28 2.2it/s 1.2s<11.2s  105/150 40.1G 1.121 1.294 0.004938 621 640: 14% ━╸────────── 4/28 2.6it/s 1.5s<9.3s  105/150 40.1G 1.125 1.296 0.00484 604 640: 18% ━━────────── 5/28 2.8it/s 1.8s<8.2s  105/150 40.1G 1.109 1.275 0.004854 480 640: 21% ━━╸───────── 6/28 3.0it/s 2.1s<7.3s  105/150 40.1G 1.117 1.283 0.004801 644 640: 25% ━━━───────── 7/28 3.1it/s 2.3s<6.7s  105/150 40.1G 1.124 1.29 0.0048 632 640: 29% ━━━───────── 8/28 3.2it/s 2.6s<6.2s  105/150 40.1G 1.117 1.274 0.004729 539 640: 32% ━━━╸──────── 9/28 3.2it/s 2.9s<5.9s  105/150 40.1G 1.113 1.271 0.004759 572 640: 36% ━━━━──────── 10/28 3.3it/s 3.2s<5.5s  105/150 40.1G 1.111 1.266 0.004823 526 640: 39% ━━━━╸─────── 11/28 3.3it/s 3.5s<5.1s  105/150 40.1G 1.117 1.271 0.004817 619 640: 43% ━━━━━─────── 12/28 3.3it/s 3.8s<4.8s  105/150 40.1G 1.12 1.271 0.004787 683 640: 46% ━━━━━╸────── 13/28 3.4it/s 4.1s<4.5s  105/150 40.1G 1.121 1.268 0.004769 640 640: 50% ━━━━━━────── 14/28 3.4it/s 4.4s<4.1s  105/150 40.1G 1.123 1.265 0.004728 682 640: 54% ━━━━━━────── 15/28 3.4it/s 4.7s<3.9s  105/150 40.1G 1.121 1.264 0.004813 512 640: 57% ━━━━━━╸───── 16/28 3.4it/s 5.0s<3.5s  105/150 40.1G 1.125 1.274 0.004834 735 640: 61% ━━━━━━━───── 17/28 3.4it/s 5.3s<3.2s  105/150 40.1G 1.124 1.268 0.004837 589 640: 64% ━━━━━━━╸──── 18/28 3.4it/s 5.6s<3.0s  105/150 40.1G 1.128 1.272 0.004844 575 640: 68% ━━━━━━━━──── 19/28 3.4it/s 5.9s<2.6s  105/150 40.1G 1.128 1.272 0.00483 598 640: 71% ━━━━━━━━╸─── 20/28 3.4it/s 6.2s<2.4s  105/150 40.1G 1.13 1.285 0.004832 634 640: 75% ━━━━━━━━━─── 21/28 3.4it/s 6.5s<2.0s  105/150 40.1G 1.131 1.283 0.004823 652 640: 79% ━━━━━━━━━─── 22/28 3.4it/s 6.8s<1.8s  105/150 40.1G 1.134 1.289 0.004799 725 640: 82% ━━━━━━━━━╸── 23/28 3.4it/s 7.1s<1.5s  105/150 40.1G 1.13 1.287 0.004787 543 640: 86% ━━━━━━━━━━── 24/28 3.4it/s 7.3s<1.2s  105/150 40.1G 1.131 1.288 0.004772 660 640: 89% ━━━━━━━━━━╸─ 25/28 3.4it/s 7.6s<0.9s  105/150 40.1G 1.131 1.289 0.00477 598 640: 93% ━━━━━━━━━━━─ 26/28 3.4it/s 7.9s<0.6s  105/150 40.1G 1.134 1.291 0.004837 210 640: 96% ━━━━━━━━━━━╸ 27/28 4.4it/s 8.1s<0.2s  105/150 40.1G 1.134 1.291 0.004837 210 640: 100% ━━━━━━━━━━━━ 28/28 3.5it/s 8.1s +  Class Images Instances Box(P R mAP50 mAP50-95): 50% ━━━━━━────── 1/2 1.1it/s 0.3s<0.9s  Class Images Instances Box(P R mAP50 mAP50-95): 100% ━━━━━━━━━━━━ 2/2 5.2it/s 0.4s + all 177 1609 0.749 0.753 0.742 0.504 + + Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size +  106/150 40.1G 1.117 1.248 0.004653 697 640: 0% ──────────── 0/28 0.3s  106/150 40.1G 1.101 1.237 0.004682 571 640: 4% ──────────── 1/28 1.0it/s 0.6s<26.9s  106/150 40.1G 1.098 1.25 0.0048 613 640: 7% ╸─────────── 2/28 1.7it/s 0.9s<15.1s  106/150 40.1G 1.099 1.255 0.004673 611 640: 11% ━─────────── 3/28 2.2it/s 1.2s<11.2s  106/150 40.1G 1.082 1.246 0.005002 512 640: 14% ━╸───��────── 4/28 2.6it/s 1.5s<9.2s  106/150 40.1G 1.088 1.262 0.005182 561 640: 18% ━━────────── 5/28 2.9it/s 1.8s<8.1s  106/150 40.1G 1.108 1.283 0.005151 641 640: 21% ━━╸───────── 6/28 3.0it/s 2.0s<7.3s  106/150 40.1G 1.108 1.275 0.005149 565 640: 25% ━━━───────── 7/28 3.1it/s 2.3s<6.7s  106/150 40.1G 1.109 1.269 0.005046 667 640: 29% ━━━───────── 8/28 3.2it/s 2.6s<6.2s  106/150 40.1G 1.106 1.264 0.005009 556 640: 32% ━━━╸──────── 9/28 3.3it/s 2.9s<5.8s  106/150 40.1G 1.103 1.262 0.005042 552 640: 36% ━━━━──────── 10/28 3.4it/s 3.2s<5.4s  106/150 40.1G 1.107 1.26 0.004986 661 640: 39% ━━━━╸─────── 11/28 3.3it/s 3.5s<5.1s  106/150 40.1G 1.112 1.261 0.004986 632 640: 43% ━━━━━─────── 12/28 3.4it/s 3.8s<4.7s  106/150 40.1G 1.112 1.258 0.005035 479 640: 46% ━━━━━╸────── 13/28 3.4it/s 4.1s<4.4s  106/150 40.1G 1.114 1.268 0.005047 605 640: 50% ━━━━━━────── 14/28 3.4it/s 4.4s<4.1s  106/150 40.1G 1.115 1.264 0.005019 635 640: 54% ━━━━━━────── 15/28 3.4it/s 4.7s<3.8s  106/150 40.1G 1.109 1.258 0.004993 596 640: 57% ━━━━━━╸───── 16/28 3.4it/s 5.0s<3.5s  106/150 40.1G 1.111 1.255 0.004986 585 640: 61% ━━━━━━━───── 17/28 3.4it/s 5.3s<3.2s  106/150 40.1G 1.11 1.26 0.004982 609 640: 64% ━━━━━━━╸──── 18/28 3.4it/s 5.6s<3.0s  106/150 40.1G 1.112 1.267 0.004968 662 640: 68% ━━━━━━━━──── 19/28 3.4it/s 5.9s<2.7s  106/150 40.1G 1.113 1.268 0.00495 622 640: 71% ━━━━━━━━╸─── 20/28 3.4it/s 6.1s<2.4s  106/150 40.1G 1.113 1.27 0.00499 526 640: 75% ━━━━━━━━━─── 21/28 3.4it/s 6.4s<2.1s  106/150 40.1G 1.109 1.264 0.004979 537 640: 79% ━━━━━━━━━─── 22/28 3.4it/s 6.7s<1.8s  106/150 40.1G 1.11 1.269 0.004954 736 640: 82% ━━━━━━━━━╸── 23/28 3.4it/s 7.0s<1.5s  106/150 40.1G 1.112 1.268 0.004927 722 640: 86% ━━━━━━━━━━── 24/28 3.4it/s 7.3s<1.2s  106/150 40.1G 1.113 1.271 0.004914 622 640: 89% ━━━━━━━━━━╸─ 25/28 3.4it/s 7.6s<0.9s  106/150 40.1G 1.11 1.267 0.004896 547 640: 93% ━━━━━━━━━━━─ 26/28 3.4it/s 7.9s<0.6s  106/150 40.1G 1.111 1.267 0.004876 269 640: 96% ━━━━━━━━━━━╸ 27/28 4.4it/s 8.1s<0.2s  106/150 40.1G 1.111 1.267 0.004876 269 640: 100% ━━━━━━━━━━━━ 28/28 3.5it/s 8.1s +  Class Images Instances Box(P R mAP50 mAP50-95): 50% ━━━━━━────── 1/2 1.1it/s 0.3s<0.9s  Class Images Instances Box(P R mAP50 mAP50-95): 100% ━━━━━━━━━━━━ 2/2 5.0it/s 0.4s + all 177 1609 0.729 0.748 0.735 0.495 + + Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size +  107/150 40.1G 1.145 1.268 0.003874 754 640: 0% ──────────── 0/28 0.3s  107/150 40.1G 1.157 1.315 0.004806 592 640: 4% ──────────── 1/28 1.0it/s 0.6s<26.7s  107/150 40.1G 1.152 1.357 0.005031 509 640: 7% ╸─────────── 2/28 1.8it/s 0.9s<14.8s  107/150 40.1G 1.152 1.374 0.005095 552 640: 11% ━─────────── 3/28 2.3it/s 1.2s<11.1s  107/150 40.1G 1.146 1.363 0.005044 661 640: 14% ━╸────────── 4/28 2.6it/s 1.5s<9.2s  107/150 40.1G 1.14 1.353 0.005132 596 640: 18% ━━────────── 5/28 2.9it/s 1.7s<8.0s  107/150 40.1G 1.142 1.355 0.005031 664 640: 21% ━━╸───────── 6/28 3.0it/s 2.0s<7.3s  107/150 40.1G 1.129 1.322 0.005036 556 640: 25% ━━━───────── 7/28 3.2it/s 2.3s<6.7s  107/150 40.1G 1.123 1.307 0.004909 717 640: 29% ━━━───────── 8/28 3.3it/s 2.6s<6.2s  107/150 40.1G 1.123 1.311 0.005026 549 640: 32% ━━━╸──────── 9/28 3.3it/s 2.9s<5.8s  107/150 40.1G 1.109 1.289 0.004939 550 640: 36% ━━━━──────── 10/28 3.3it/s 3.2s<5.5s  107/150 40.1G 1.112 1.286 0.004908 734 640: 39% ━━━━╸─────── 11/28 3.3it/s 3.5s<5.1s  107/150 40.1G 1.114 1.3 0.004903 707 640: 43% ━━━━━─────── 12/28 3.4it/s 3.8s<4.8s  107/150 40.1G 1.109 1.289 0.004918 649 640: 46% ━━━━━╸────── 13/28 3.3it/s 4.1s<4.5s  107/150 40.1G 1.103 1.285 0.004865 620 640: 50% ━━━━━━────── 14/28 3.4it/s 4.4s<4.1s  107/150 40.1G 1.099 1.274 0.00491 495 640: 54% ━━━━━━────── 15/28 3.4it/s 4.7s<3.8s  107/150 40.1G 1.099 1.274 0.004868 717 640: 57% ━━━━━━╸───── 16/28 3.4it/s 5.0s<3.5s  107/150 40.1G 1.101 1.28 0.004912 527 640: 61% ━━━━━━━───── 17/28 3.4it/s 5.3s<3.2s  107/150 40.1G 1.097 1.271 0.004878 583 640: 64% ━━━━━━━╸──── 18/28 3.4it/s 5.6s<3.0s  107/150 40.1G 1.097 1.27 0.004808 695 640: 68% ━━━━━━━━──── 19/28 3.4it/s 5.9s<2.7s  107/150 40.1G 1.102 1.275 0.004785 803 640: 71% ━━━━━━━━╸─── 20/28 3.4it/s 6.2s<2.4s  107/150 40.1G 1.103 1.278 0.004769 686 640: 75% ━━━━━━━━━─── 21/28 3.4it/s 6.4s<2.1s  107/150 40.1G 1.101 1.273 0.004791 653 640: 79% ━━━━━━━━━─── 22/28 3.4it/s 6.7s<1.8s  107/150 40.1G 1.101 1.272 0.004808 527 640: 82% ━━━━━━━━━╸── 23/28 3.3it/s 7.1s<1.5s  107/150 40.1G 1.104 1.28 0.004822 601 640: 86% ━━━━━━━━━━── 24/28 3.4it/s 7.4s<1.2s  107/150 40.1G 1.103 1.281 0.004817 633 640: 89% ━━━━━━━━━━╸─ 25/28 3.4it/s 7.6s<0.9s  107/150 40.1G 1.104 1.283 0.004818 655 640: 93% ━━━━━━━━━━━─ 26/28 3.4it/s 7.9s<0.6s  107/150 40.1G 1.106 1.289 0.004868 258 640: 96% ━━━━━━━━━━━╸ 27/28 4.4it/s 8.1s<0.2s  107/150 40.1G 1.106 1.289 0.004868 258 640: 100% ━━━━━━━━━━━━ 28/28 3.5it/s 8.1s +  Class Images Instances Box(P R mAP50 mAP50-95): 50% ━━━━━━────── 1/2 1.1it/s 0.3s<0.9s  Class Images Instances Box(P R mAP50 mAP50-95): 100% ━━━━━━━━━━━━ 2/2 5.0it/s 0.4s + all 177 1609 0.758 0.742 0.731 0.498 +EarlyStopping: Training stopped early as no improvement observed in last 40 epochs. Best results observed at epoch 67, best model saved as best.pt. +To update EarlyStopping(patience=40) pass a new patience value, i.e. `patience=300` or use `patience=0` to disable EarlyStopping. + +107 epochs completed in 0.279 hours. +Optimizer stripped from /home/azureuser/runs/detect/runs_clean/h100_3class/weights/last.pt, 44.0MB +Optimizer stripped from /home/azureuser/runs/detect/runs_clean/h100_3class/weights/best.pt, 44.0MB + +Validating /home/azureuser/runs/detect/runs_clean/h100_3class/weights/best.pt... +Ultralytics 8.4.38 πŸš€ Python-3.12.3 torch-2.11.0+cu128 CUDA:0 (NVIDIA H100 NVL, 95330MiB) +YOLO26m summary (fused): 132 layers, 20,351,765 parameters, 0 gradients, 67.9 GFLOPs +  Class Images Instances Box(P R mAP50 mAP50-95): 50% ━━━━━━────── 1/2 1.0s/it 0.3s<1.0s  Class Images Instances Box(P R mAP50 mAP50-95): 100% ━━━━━━━━━━━━ 2/2 4.4it/s 0.5s + all 177 1609 0.754 0.751 0.762 0.507 + no-helmet 100 1342 0.697 0.656 0.713 0.411 + with-helmet 39 229 0.592 0.607 0.582 0.344 + triple-riding 38 38 0.974 0.989 0.99 0.767 +Speed: 0.0ms preprocess, 1.2ms inference, 0.0ms loss, 0.1ms postprocess per image +Results saved to /home/azureuser/runs/detect/runs_clean/h100_3class +TRAIN DONE β€” running val on test split +Traceback (most recent call last): + File "/home/azureuser/train_h100_clean.py", line 49, in + m = YOLO('runs_clean/h100_3class/weights/best.pt') + ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^ + File "/home/azureuser/yolo_env/lib/python3.12/site-packages/ultralytics/models/yolo/model.py", line 76, in __init__ + super().__init__(model=model, task=task, verbose=verbose) + File "/home/azureuser/yolo_env/lib/python3.12/site-packages/ultralytics/engine/model.py", line 144, in __init__ + self._load(model, task=task) + File "/home/azureuser/yolo_env/lib/python3.12/site-packages/ultralytics/engine/model.py", line 283, in _load + self.model, self.ckpt = load_checkpoint(weights) + ^^^^^^^^^^^^^^^^^^^^^^^^ + File "/home/azureuser/yolo_env/lib/python3.12/site-packages/ultralytics/nn/tasks.py", line 1515, in load_checkpoint + ckpt, weight = torch_safe_load(weight) # load ckpt + ^^^^^^^^^^^^^^^^^^^^^^^ + File "/home/azureuser/yolo_env/lib/python3.12/site-packages/ultralytics/nn/tasks.py", line 1463, in torch_safe_load + ckpt = torch_load(file, map_location="cpu") + ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^ + File "/home/azureuser/yolo_env/lib/python3.12/site-packages/ultralytics/utils/patches.py", line 178, in torch_load + return torch.load(*args, **kwargs) + ^^^^^^^^^^^^^^^^^^^^^^^^^^^ + File "/home/azureuser/yolo_env/lib/python3.12/site-packages/torch/serialization.py", line 1530, in load + with _open_file_like(f, "rb") as opened_file: + ^^^^^^^^^^^^^^^^^^^^^^^^ + File "/home/azureuser/yolo_env/lib/python3.12/site-packages/torch/serialization.py", line 795, in _open_file_like + return _open_file(name_or_buffer, mode) + ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^ + File "/home/azureuser/yolo_env/lib/python3.12/site-packages/torch/serialization.py", line 776, in __init__ + super().__init__(open(name, mode)) # noqa: SIM115 + ^^^^^^^^^^^^^^^^ +FileNotFoundError: [Errno 2] No such file or directory: 'runs_clean/h100_3class/weights/best.pt'