diff --git "a/train_v3.log" "b/train_v3.log" new file mode 100644--- /dev/null +++ "b/train_v3.log" @@ -0,0 +1,889 @@ +GPU: NVIDIA H100 NVL | 100 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=128, bgr=0.0, box=7.5, cache=ram, cfg=None, classes=None, close_mosaic=20, 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/merged_v3/data.yaml, degrees=5.0, deterministic=True, device=0, dfl=1.5, dnn=False, dropout=0.0, dynamic=False, embed=None, end2end=None, epochs=200, 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_v3, nbs=64, nms=False, opset=None, optimize=False, optimizer=auto, overlap_mask=True, patience=60, perspective=0.0, plots=True, pose=12.0, pretrained=True, profile=False, project=runs_v3, 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_v3/h100_3class_v3, 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=16, workspace=None +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... +AMP: checks passed βœ… +train: Fast image access βœ… (ping: 0.0Β±0.0 ms, read: 2133.5Β±1013.3 MB/s, size: 60.9 KB) + train: Scanning /home/azureuser/merged_v3/train/labels.cache... 6673 images, 0 backgrounds, 0 corrupt: 100% ━━━━━━━━━━━━ 6673/6673 1.4Git/s 0.0s +train: /home/azureuser/merged_v3/train/images/BikesHelmets446_png.rf.1dc30fe7d9690524fe33ffc1ee665fac_learning_test.jpg: 1 duplicate labels removed +train: /home/azureuser/merged_v3/train/images/frame_0061_t003038_jpg.rf.298652db614c072b2c227359add69a59_cctv_dataset.jpg: 1 duplicate labels removed +train: /home/azureuser/merged_v3/train/images/frame_0105_t005194_jpg.rf.e028aee4869f1f5c37d5a18cc1de288d_cctv_dataset.jpg: 1 duplicate labels removed +train: /home/azureuser/merged_v3/train/images/frame_0246_t012397_jpg.rf.4284100f84edd8ccf4d0dfae013d19fe_cctv_dataset.jpg: 1 duplicate labels removed +train: /home/azureuser/merged_v3/train/images/frame_0271_t013622_jpg.rf.9a8bb6d467f521311f39b6e5ff67561c_cctv_dataset.jpg: 1 duplicate labels removed +train: /home/azureuser/merged_v3/train/images/frame_0298_t014945_jpg.rf.7f4c819ee017c1251e27fa3fbe2e4356_cctv_dataset.jpg: 1 duplicate labels removed +train: /home/azureuser/merged_v3/train/images/frame_0382_t019061_jpg.rf.2bc94c7f4cef8989309db1b5a9cafeca_cctv_dataset.jpg: 1 duplicate labels removed +train: /home/azureuser/merged_v3/train/images/frame_0488_t024402_jpg.rf.cf4d7df7cce48bc4fe933eb2b314c8c1_cctv_dataset.jpg: 1 duplicate labels removed +WARNING ⚠️ Box and segment counts should be equal, but got len(segments) = 10007, len(boxes) = 20433. 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. +WARNING ⚠️ cache='ram' may produce non-deterministic training results. Consider cache='disk' as a deterministic alternative if your disk space allows. + train: Caching images (0.1GB RAM): 1% ──────────── 74/6673 202.6it/s 0.1s<32.6s train: Caching images (0.7GB RAM): 10% ━─────────── 644/6673 1.8Kit/s 0.2s<3.3s train: Caching images (1.1GB RAM): 16% ━╸────────── 1078/6673 2.6Kit/s 0.3s<2.2s train: Caching images (1.6GB RAM): 23% ━━╸───────── 1508/6673 3.1Kit/s 0.4s<1.7s train: Caching images (2.0GB RAM): 29% ━━━───────── 1936/6673 3.4Kit/s 0.5s<1.4s train: Caching images (2.5GB RAM): 36% ━━━━──────── 2371/6673 3.7Kit/s 0.6s<1.2s train: Caching images (2.9GB RAM): 42% ━━━━━─────── 2798/6673 3.9Kit/s 0.7s<1.0s train: Caching images (3.4GB RAM): 47% ━━━━━╸────── 3164/6673 3.8Kit/s 0.8s<0.9s train: Caching images (3.8GB RAM): 53% ━━━━━━────── 3529/6673 3.8Kit/s 0.9s<0.8s train: Caching images (4.2GB RAM): 58% ━━━━━━━───── 3903/6673 3.7Kit/s 1.0s<0.7s train: Caching images (4.6GB RAM): 64% ━━━━━━━╸──── 4270/6673 3.7Kit/s 1.1s<0.6s train: Caching images (5.0GB RAM): 70% ━━━━━━━━──── 4652/6673 3.7Kit/s 1.2s<0.5s train: Caching images (5.5GB RAM): 75% ━━━━━━━━━─── 5033/6673 3.8Kit/s 1.3s<0.4s train: Caching images (5.9GB RAM): 81% ━━━━━━━━━╸── 5417/6673 3.8Kit/s 1.4s<0.3s train: Caching images (6.4GB RAM): 87% ━━━━━━━━━━── 5804/6673 3.8Kit/s 1.5s<0.2s train: Caching images (6.8GB RAM): 92% ━━━━━━━━━━━─ 6162/6673 3.7Kit/s 1.6s<0.1s train: Caching images (7.2GB RAM): 98% ━━━━━━━━━━━╸ 6544/6673 3.8Kit/s 1.7s<0.0s train: Caching images (7.4GB RAM): 100% ━━━━━━━━━━━━ 6673/6673 3.8Kit/s 1.7s +val: Fast image access βœ… (ping: 0.0Β±0.0 ms, read: 1082.3Β±1512.5 MB/s, size: 64.5 KB) + val: Scanning /home/azureuser/merged_v3/valid/labels.cache... 177 images, 0 backgrounds, 0 corrupt: 100% ━━━━━━━━━━━━ 177/177 5.8Mit/s 0.0s +val: /home/azureuser/merged_v3/valid/images/frame_0111_t005537_jpg.rf.d897501d0d92ec690e4e066d54e142ac_cctv_dataset.jpg: 1 duplicate labels removed +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. +WARNING ⚠️ cache='ram' may produce non-deterministic training results. Consider cache='disk' as a deterministic alternative if your disk space allows. + val: Caching images (0.2GB RAM): 100% ━━━━━━━━━━━━ 177/177 3.4Kit/s 0.1s +optimizer: 'optimizer=auto' found, ignoring 'lr0=0.01' and 'momentum=0.937' and determining best 'optimizer', 'lr0' and 'momentum' automatically... +optimizer: MuSGD(lr=0.01, momentum=0.9) with parameter groups 124 weight(decay=0.0), 136 weight(decay=0.001), 136 bias(decay=0.0) +Plotting labels to /home/azureuser/runs/detect/runs_v3/h100_3class_v3/labels.jpg... +Image sizes 640 train, 640 val +Using 16 dataloader workers +Logging results to /home/azureuser/runs/detect/runs_v3/h100_3class_v3 +Starting training for 200 epochs... + + Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size +  1/200 67.2G 2.07 14.06 0.01087 617 640: 0% ──────────── 0/53 16.8s  1/200 67.2G 2.099 13.98 0.01138 634 640: 2% ──────────── 1/53 4.5s/it 18.1s<3:51  1/200 67.2G 2.119 13.82 0.0113 681 640: 4% ──────────── 2/53 2.1s/it 19.0s<1:47  1/200 67.2G 2.129 13.77 0.01121 665 640: 6% ╸─────────── 3/53 1.8s/it 20.4s<1:30  1/200 67.2G 2.124 13.76 0.01131 630 640: 8% ╸─────────── 4/53 1.6s/it 21.6s<1:17  1/200 67.2G 2.134 13.71 0.01146 684 640: 9% ━─────────── 5/53 1.3s/it 22.6s<1:04  1/200 67.2G 2.12 13.79 0.01135 576 640: 11% ━─────────── 6/53 1.2s/it 23.5s<55.2s  1/200 67.2G 2.124 13.74 0.01126 693 640: 13% ━╸────────── 7/53 1.1it/s 24.1s<42.4s  1/200 67.2G 2.129 13.71 0.01123 686 640: 15% ━╸────────── 8/53 1.3it/s 24.7s<33.8s  1/200 67.2G 2.13 13.68 0.0112 706 640: 17% ━━────────── 9/53 1.5it/s 25.2s<29.3s  1/200 67.2G 2.125 13.7 0.01118 632 640: 19% ━━────────── 10/53 1.4it/s 26.0s<29.9s  1/200 67.3G 2.117 13.71 0.01136 524 640: 21% ━━────────── 11/53 1.5it/s 26.6s<28.5s  1/200 67.3G 2.116 13.54 0.01132 632 640: 23% ━━╸───────── 12/53 1.4it/s 27.3s<28.4s  1/200 67.3G 2.106 13.31 0.01128 689 640: 25% ━━╸───────── 13/53 1.5it/s 28.0s<27.0s  1/200 67.3G 2.102 13.05 0.01116 747 640: 26% ━━━───────── 14/53 1.5it/s 28.6s<25.9s  1/200 67.3G 2.089 12.82 0.01114 569 640: 28% ━━━───────── 15/53 1.5it/s 29.2s<24.9s  1/200 67.3G 2.076 12.57 0.01106 626 640: 30% ━━━╸──────── 16/53 1.5it/s 29.9s<24.1s  1/200 67.3G 2.061 12.32 0.01093 648 640: 32% ━━━╸──────── 17/53 1.5it/s 30.5s<23.3s  1/200 67.3G 2.051 12.08 0.01086 626 640: 34% ━━━━──────── 18/53 1.5it/s 31.2s<22.6s  1/200 67.3G 2.038 11.83 0.01073 657 640: 36% ━━━━──────── 19/53 1.6it/s 31.8s<21.9s  1/200 67.3G 2.029 11.59 0.01065 709 640: 38% ━━━━╸─────── 20/53 1.6it/s 32.4s<21.2s  1/200 67.3G 2.02 11.36 0.01058 693 640: 40% ━━━━╸─────── 21/53 1.6it/s 33.1s<20.6s  1/200 67.3G 2.013 11.13 0.0105 714 640: 42% ━━━━╸─────── 22/53 1.6it/s 33.7s<19.9s  1/200 67.3G 2.004 10.92 0.01046 622 640: 43% ━━━━━─────── 23/53 1.6it/s 34.4s<19.2s  1/200 67.3G 1.999 10.71 0.01041 634 640: 45% ━━━━━─────── 24/53 1.6it/s 35.0s<18.7s  1/200 67.3G 1.993 10.49 0.01033 663 640: 47% ━━━━━╸────── 25/53 1.6it/s 35.6s<18.0s  1/200 67.3G 1.987 10.3 0.01029 611 640: 49% ━━━━━╸────── 26/53 1.6it/s 36.3s<17.3s  1/200 67.3G 1.981 10.11 0.01023 681 640: 51% ━━━━━━────── 27/53 1.6it/s 36.9s<16.6s  1/200 67.3G 1.975 9.92 0.0102 589 640: 53% ━━━━━━────── 28/53 1.6it/s 37.6s<16.0s  1/200 67.3G 1.967 9.743 0.01017 670 640: 55% ━━━━━━╸───── 29/53 1.6it/s 38.2s<15.4s  1/200 67.3G 1.961 9.575 0.01015 593 640: 57% ━━━━━━╸───── 30/53 1.6it/s 38.8s<14.7s  1/200 67.3G 1.954 9.409 0.01008 662 640: 58% ━━━━━━━───── 31/53 1.6it/s 39.5s<14.1s  1/200 67.3G 1.948 9.247 0.01004 606 640: 60% ━━━━━━━───── 32/53 1.6it/s 40.1s<13.5s  1/200 67.3G 1.941 9.096 0.01001 548 640: 62% ━━━━━━━───── 33/53 1.6it/s 40.8s<12.8s  1/200 67.3G 1.934 8.948 0.009951 655 640: 64% ━━━━━━━╸──── 34/53 1.6it/s 41.4s<12.2s  1/200 67.3G 1.928 8.818 0.009937 588 640: 66% ━━━━━━━╸──── 35/53 1.6it/s 42.1s<11.6s  1/200 67.3G 1.923 8.678 0.009895 683 640: 68% ━━━━━━━━──── 36/53 1.6it/s 42.7s<10.9s  1/200 67.3G 1.918 8.552 0.009848 614 640: 70% ━━━━━━━━──── 37/53 1.6it/s 43.3s<10.3s  1/200 67.3G 1.915 8.433 0.009832 704 640: 72% ━━━━━━━━╸─── 38/53 1.6it/s 44.0s<9.6s  1/200 67.3G 1.909 8.318 0.009817 587 640: 74% ━━━━━━━━╸─── 39/53 1.6it/s 44.6s<9.0s  1/200 67.3G 1.905 8.205 0.009772 681 640: 75% ━━━━━━━━━─── 40/53 1.6it/s 45.3s<8.4s  1/200 67.3G 1.901 8.095 0.009723 692 640: 77% ━━━━━━━━━─── 41/53 1.5it/s 45.9s<7.8s  1/200 67.3G 1.899 7.992 0.009698 677 640: 79% ━━━━━━━━━╸── 42/53 1.5it/s 46.6s<7.1s  1/200 67.3G 1.894 7.886 0.009652 678 640: 81% ━━━━━━━━━╸── 43/53 1.5it/s 47.2s<6.5s  1/200 67.3G 1.891 7.792 0.009624 738 640: 83% ━━━━━━━━━╸── 44/53 1.5it/s 47.9s<5.8s  1/200 67.3G 1.885 7.696 0.009597 584 640: 85% ━━━━━━━━━━── 45/53 1.5it/s 48.5s<5.2s  1/200 67.3G 1.881 7.607 0.009564 699 640: 87% ━━━━━━━━━━── 46/53 1.5it/s 49.2s<4.5s  1/200 67.3G 1.875 7.519 0.009537 577 640: 89% ━━━━━━━━━━╸─ 47/53 1.5it/s 49.8s<3.9s  1/200 67.3G 1.871 7.433 0.009508 714 640: 91% ━━━━━━━━━━╸─ 48/53 1.5it/s 50.5s<3.2s  1/200 67.3G 1.867 7.349 0.009481 683 640: 92% ━━━━━━━━━━━─ 49/53 1.5it/s 51.1s<2.6s  1/200 67.3G 1.863 7.267 0.009451 663 640: 94% ━━━━━━━━━━━─ 50/53 1.5it/s 51.8s<1.9s  1/200 67.3G 1.859 7.191 0.009432 607 640: 96% ━━━━━━━━━━━╸ 51/53 1.6it/s 52.4s<1.3s  1/200 67.3G 1.856 7.112 0.009379 115 640: 98% ━━━━━━━━━━━╸ 52/53 1.1it/s 57.2s<0.9s  1/200 67.3G 1.856 7.112 0.009379 115 640: 100% ━━━━━━━━━━━━ 53/53 1.1s/it 57.2s +  Class Images Instances Box(P R mAP50 mAP50-95): 100% ━━━━━━━━━━━━ 1/1 1.8s/it 1.8s + all 177 1609 0.505 0.609 0.611 0.364 + + Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size +  2/200 67.9G 1.622 3.182 0.007753 586 640: 0% ──────────── 0/53 0.6s  2/200 67.9G 1.648 3.394 0.008045 747 640: 2% ──────────── 1/53 2.2s/it 1.3s<1:52  2/200 67.9G 1.648 3.48 0.00808 664 640: 4% ──────────── 2/53 1.3s/it 1.9s<1:04  2/200 67.9G 1.656 3.393 0.008021 615 640: 6% ╸─────────── 3/53 1.0it/s 2.6s<49.0s  2/200 67.9G 1.652 3.367 0.008085 608 640: 8% ╸─────────── 4/53 1.2it/s 3.2s<41.6s  2/200 67.9G 1.648 3.365 0.008033 731 640: 9% ━─────────── 5/53 1.3it/s 3.9s<37.2s  2/200 67.9G 1.653 3.353 0.008106 693 640: 11% ━─────────── 6/53 1.4it/s 4.5s<34.3s  2/200 67.9G 1.646 3.304 0.008066 667 640: 13% ━╸────────── 7/53 1.4it/s 5.2s<32.3s  2/200 67.9G 1.646 3.295 0.008018 764 640: 15% ━╸────────── 8/53 1.5it/s 5.8s<30.7s  2/200 67.9G 1.64 3.261 0.007936 723 640: 17% ━━────────── 9/53 1.5it/s 6.4s<29.4s  2/200 67.9G 1.635 3.267 0.007989 571 640: 19% ━━────────── 10/53 1.5it/s 7.1s<28.4s  2/200 67.9G 1.632 3.283 0.007987 683 640: 21% ━━────────── 11/53 1.5it/s 7.7s<27.6s  2/200 67.9G 1.625 3.265 0.007956 662 640: 23% ━━╸───────── 12/53 1.5it/s 8.4s<26.7s  2/200 67.9G 1.627 3.259 0.007939 759 640: 25% ━━╸───────── 13/53 1.5it/s 9.0s<26.0s  2/200 67.9G 1.625 3.231 0.007987 549 640: 26% ━━━───────── 14/53 1.5it/s 9.7s<25.3s  2/200 67.9G 1.62 3.221 0.008012 653 640: 28% ━━━───────── 15/53 1.5it/s 10.3s<24.6s  2/200 67.9G 1.623 3.209 0.007982 762 640: 30% ━━━╸──────── 16/53 1.5it/s 10.9s<23.9s  2/200 67.9G 1.625 3.191 0.007979 629 640: 32% ━━━╸──────── 17/53 1.5it/s 11.6s<23.3s  2/200 67.9G 1.626 3.171 0.007915 742 640: 34% ━━━━──────── 18/53 1.5it/s 12.2s<22.6s  2/200 67.9G 1.624 3.17 0.007896 599 640: 36% ━━━━──────── 19/53 1.5it/s 12.9s<22.0s  2/200 67.9G 1.624 3.16 0.007883 650 640: 38% ━━━━╸─────── 20/53 1.5it/s 13.5s<21.3s  2/200 67.9G 1.621 3.148 0.007866 652 640: 40% ━━━━╸─────── 21/53 1.5it/s 14.2s<20.7s  2/200 67.9G 1.619 3.136 0.007862 608 640: 42% ━━━━╸─────── 22/53 1.6it/s 14.8s<19.9s  2/200 67.9G 1.616 3.127 0.007891 620 640: 43% ━━━━━─────── 23/53 1.6it/s 15.5s<19.3s  2/200 67.9G 1.614 3.116 0.007884 629 640: 45% ━━━━━─────── 24/53 1.6it/s 16.1s<18.6s  2/200 67.9G 1.612 3.103 0.0079 585 640: 47% ━━━━━╸────── 25/53 1.6it/s 16.7s<17.9s  2/200 67.9G 1.612 3.099 0.007912 581 640: 49% ━━━━━╸────── 26/53 1.6it/s 17.4s<17.3s  2/200 67.9G 1.608 3.089 0.007902 634 640: 51% ━━━━━━────── 27/53 1.6it/s 18.0s<16.6s  2/200 67.9G 1.611 3.088 0.00788 790 640: 53% ━━━━━━────── 28/53 1.6it/s 18.7s<16.1s  2/200 67.9G 1.61 3.077 0.007863 715 640: 55% ━━━━━━╸───── 29/53 1.5it/s 19.3s<15.5s  2/200 67.9G 1.609 3.073 0.007875 676 640: 57% ━━━━━━╸───── 30/53 1.5it/s 20.0s<14.9s  2/200 67.9G 1.607 3.071 0.007892 604 640: 58% ━━━━━━━───── 31/53 1.6it/s 20.6s<14.2s  2/200 67.9G 1.606 3.062 0.007877 656 640: 60% ━━━━━━━───── 32/53 1.6it/s 21.2s<13.5s  2/200 67.9G 1.606 3.059 0.007863 617 640: 62% ━━━━━━━───── 33/53 1.6it/s 21.9s<12.9s  2/200 67.9G 1.605 3.053 0.007884 643 640: 64% ━━━━━━━╸──── 34/53 1.6it/s 22.5s<12.2s  2/200 67.9G 1.605 3.047 0.007894 653 640: 66% ━━━━━━━╸──── 35/53 1.6it/s 23.2s<11.6s  2/200 67.9G 1.607 3.039 0.007886 759 640: 68% ━━━━━━━━──── 36/53 1.6it/s 23.8s<10.9s  2/200 67.9G 1.607 3.031 0.007891 677 640: 70% ━━━━━━━━──── 37/53 1.6it/s 24.5s<10.3s  2/200 67.9G 1.607 3.029 0.007878 729 640: 72% ━━━━━━━━╸─── 38/53 1.6it/s 25.1s<9.6s  2/200 67.9G 1.605 3.025 0.007875 613 640: 74% ━━━━━━━━╸─── 39/53 1.6it/s 25.7s<9.0s  2/200 67.9G 1.606 3.024 0.007879 699 640: 75% ━━━━━━━━━─── 40/53 1.6it/s 26.4s<8.4s  2/200 67.9G 1.607 3.023 0.007872 732 640: 77% ━━━━━━━━━─── 41/53 1.6it/s 27.0s<7.7s  2/200 67.9G 1.606 3.017 0.007852 731 640: 79% ━━━━━━━━━╸── 42/53 1.5it/s 27.7s<7.1s  2/200 67.9G 1.606 3.015 0.007856 637 640: 81% ━━━━━���━━━╸── 43/53 1.5it/s 28.3s<6.5s  2/200 67.9G 1.604 3.013 0.007843 593 640: 83% ━━━━━━━━━╸── 44/53 1.6it/s 29.0s<5.8s  2/200 67.9G 1.604 3.012 0.007847 718 640: 85% ━━━━━━━━━━── 45/53 1.5it/s 29.6s<5.2s  2/200 67.9G 1.603 3.01 0.007872 628 640: 87% ━━━━━━━━━━── 46/53 1.6it/s 30.3s<4.5s  2/200 67.9G 1.604 3.005 0.007879 652 640: 89% ━━━━━━━━━━╸─ 47/53 1.5it/s 30.9s<3.9s  2/200 67.9G 1.603 2.999 0.007882 600 640: 91% ━━━━━━━━━━╸─ 48/53 1.6it/s 31.6s<3.2s  2/200 67.9G 1.604 2.997 0.007885 679 640: 92% ━━━━━━━━━━━─ 49/53 1.5it/s 32.2s<2.6s  2/200 67.9G 1.605 2.992 0.00788 675 640: 94% ━━━━━━━━━━━─ 50/53 1.5it/s 32.8s<1.9s  2/200 67.9G 1.606 2.987 0.007868 735 640: 96% ━━━━━━━━━━━╸ 51/53 1.5it/s 33.5s<1.3s  2/200 67.9G 1.607 2.988 0.007859 78 640: 98% ━━━━━━━━━━━╸ 52/53 2.4it/s 33.7s<0.4s  2/200 67.9G 1.607 2.988 0.007859 78 640: 100% ━━━━━━━━━━━━ 53/53 1.6it/s 33.7s +  Class Images Instances Box(P R mAP50 mAP50-95): 100% ━━━━━━━━━━━━ 1/1 2.5it/s 0.4s + all 177 1609 0.703 0.669 0.671 0.407 + + Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size +  3/200 67.2G 1.652 3.174 0.007362 753 640: 0% ──────────── 0/53 0.6s  3/200 67.2G 1.622 3.056 0.007416 740 640: 2% ──────────── 1/53 2.2s/it 1.3s<1:53  3/200 67.2G 1.633 3.008 0.007414 671 640: 4% ──────────── 2/53 1.3s/it 2.0s<1:06  3/200 67.2G 1.598 2.891 0.00737 614 640: 6% ╸─────────── 3/53 1.0it/s 2.6s<49.4s  3/200 67.2G 1.582 2.879 0.007449 622 640: 8% ╸─────────── 4/53 1.2it/s 3.2s<41.7s  3/200 67.2G 1.58 2.875 0.007625 618 640: 9% ━─────────── 5/53 1.3it/s 3.9s<37.2s  3/200 67.2G 1.584 2.861 0.007771 660 640: 11% ━─────────── 6/53 1.4it/s 4.5s<34.3s  3/200 67.2G 1.595 2.884 0.007881 726 640: 13% ━╸────────── 7/53 1.4it/s 5.2s<32.3s  3/200 67.2G 1.598 2.878 0.007997 580 640: 15% ━╸────────── 8/53 1.5it/s 5.8s<30.8s  3/200 67.2G 1.599 2.874 0.008052 575 640: 17% ━━────────── 9/53 1.5it/s 6.5s<29.6s  3/200 67.2G 1.597 2.87 0.008042 652 640: 19% ━━────────── 10/53 1.5it/s 7.1s<28.6s  3/200 67.2G 1.6 2.875 0.00807 671 640: 21% ━━────────── 11/53 1.5it/s 7.8s<27.7s  3/200 67.2G 1.596 2.874 0.008044 629 640: 23% ━━╸───────── 12/53 1.5it/s 8.4s<26.8s  3/200 67.2G 1.597 2.873 0.008039 616 640: 25% ━━╸───────── 13/53 1.5it/s 9.0s<26.1s  3/200 67.2G 1.603 2.873 0.008085 577 640: 26% ━━━───────── 14/53 1.5it/s 9.7s<25.5s  3/200 67.2G 1.598 2.857 0.008081 597 640: 28% ━━━───────── 15/53 1.5it/s 10.4s<24.8s  3/200 67.2G 1.597 2.847 0.008038 609 640: 30% ━━━╸──────── 16/53 1.5it/s 11.0s<24.0s  3/200 67.2G 1.597 2.856 0.008035 648 640: 32% ━━━╸──────── 17/53 1.5it/s 11.6s<23.3s  3/200 67.2G 1.6 2.862 0.008042 730 640: 34% ━━━━──────── 18/53 1.5it/s 12.3s<22.7s  3/200 67.2G 1.596 2.857 0.008085 533 640: 36% ━━━━──────── 19/53 1.5it/s 12.9s<22.0s  3/200 67.2G 1.6 2.857 0.008091 633 640: 38% ━━━━╸─────── 20/53 1.5it/s 13.6s<21.3s  3/200 67.2G 1.599 2.845 0.008053 621 640: 40% ━━━━╸─────── 21/53 1.5it/s 14.2s<20.7s  3/200 67.2G 1.603 2.846 0.008039 737 640: 42% ━━━━╸─────── 22/53 1.5it/s 14.9s<20.1s  3/200 67.2G 1.602 2.855 0.008058 659 640: 43% ━━━━━─────── 23/53 1.5it/s 15.5s<19.4s  3/200 67.2G 1.606 2.853 0.008045 705 640: 45% ━━━━━─────── 24/53 1.5it/s 16.2s<18.8s  3/200 67.2G 1.607 2.848 0.00801 702 640: 47% ━━━━━╸────── 25/53 1.5it/s 16.8s<18.2s  3/200 67.2G 1.608 2.859 0.008009 776 640: 49% ━━━━━╸────── 26/53 1.5it/s 17.5s<17.5s  3/200 67.2G 1.611 2.863 0.008014 709 640: 51% ━━━━━━────── 27/53 1.5it/s 18.1s<16.9s  3/200 67.2G 1.611 2.875 0.008031 699 640: 53% ━━━━━━────── 28/53 1.5it/s 18.8s<16.3s  3/200 67.2G 1.611 2.869 0.008064 577 640: 55% ━━━━━━╸───── 29/53 1.5it/s 19.4s<15.6s  3/200 67.2G 1.611 2.861 0.008046 732 640: 57% ━━━━━━╸───── 30/53 1.5it/s 20.1s<14.9s  3/200 67.2G 1.615 2.866 0.008072 715 640: 58% ━━━━━━━───── 31/53 1.5it/s 20.7s<14.3s  3/200 67.2G 1.614 2.867 0.00807 675 640: 60% ━━━━━━━───── 32/53 1.5it/s 21.4s<13.6s  3/200 67.2G 1.614 2.869 0.00807 585 640: 62% ━━━━━━━───── 33/53 1.5it/s 22.0s<13.0s  3/200 67.2G 1.614 2.87 0.008088 641 640: 64% ━━━━━━━╸──── 34/53 1.5it/s 22.7s<12.3s  3/200 67.2G 1.615 2.867 0.008087 664 640: 66% ━━━━━━━╸──── 35/53 1.5it/s 23.3s<11.7s  3/200 67.2G 1.616 2.88 0.008095 682 640: 68% ━━━━━━━━──── 36/53 1.5it/s 24.0s<11.1s  3/200 67.2G 1.615 2.885 0.00809 644 640: 70% ━━━━━━━━──── 37/53 1.5it/s 24.6s<10.4s  3/200 67.2G 1.615 2.882 0.008075 631 640: 72% ━━━━━━━━╸─── 38/53 1.5it/s 25.3s<9.8s  3/200 67.2G 1.614 2.881 0.008065 620 640: 74% ━━━━━━━━╸─── 39/53 1.5it/s 25.9s<9.1s  3/200 67.2G 1.613 2.881 0.00806 577 640: 75% ━━━━━━━━━─── 40/53 1.5it/s 26.6s<8.5s  3/200 67.2G 1.612 2.879 0.00806 632 640: 77% ━━━━━━━━━─── 41/53 1.5it/s 27.2s<7.8s  3/200 67.2G 1.613 2.881 0.008049 740 640: 79% ━━━━━━━━━╸── 42/53 1.5it/s 27.9s<7.1s  3/200 67.2G 1.61 2.878 0.00803 617 640: 81% ━━━━━━━━━╸── 43/53 1.5it/s 28.5s<6.5s  3/200 67.2G 1.612 2.876 0.008014 745 640: 83% ━━━━━━━━━╸── 44/53 1.5it/s 29.2s<5.8s  3/200 67.2G 1.611 2.868 0.008002 622 640: 85% ━━━━━━━━━━── 45/53 1.5it/s 29.8s<5.2s  3/200 67.2G 1.612 2.87 0.008014 677 640: 87% ━━━━━━━━━━── 46/53 1.5it/s 30.4s<4.5s  3/200 67.2G 1.611 2.868 0.008003 620 640: 89% ━━━━━━━━━━╸─ 47/53 1.5it/s 31.1s<3.9s  3/200 67.2G 1.611 2.868 0.008014 564 640: 91% ━━━━━━━━━━╸─ 48/53 1.5it/s 31.7s<3.2s  3/200 67.2G 1.613 2.875 0.008039 650 640: 92% ━━━━━━━━━━━─ 49/53 1.5it/s 32.4s<2.6s  3/200 67.2G 1.614 2.875 0.00802 807 640: 94% ━━━━━━━━━━━─ 50/53 1.5it/s 33.0s<1.9s  3/200 67.2G 1.616 2.878 0.008011 755 640: 96% ━━━━━━━━━━━╸ 51/53 1.5it/s 33.7s<1.3s  3/200 67.2G 1.625 2.882 0.008022 136 640: 98% ━━━━━━━━━━━╸ 52/53 2.4it/s 33.9s<0.4s  3/200 67.2G 1.625 2.882 0.008022 136 640: 100% ━━━━━━━━━━━━ 53/53 1.6it/s 33.9s +  Class Images Instances Box(P R mAP50 mAP50-95): 100% ━━━━━━━━━━━━ 1/1 2.2it/s 0.4s + all 177 1609 0.639 0.647 0.667 0.316 + + Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size +  4/200 68.2G 1.689 2.8 0.00829 677 640: 0% ──────────── 0/53 0.6s  4/200 68.2G 1.698 2.951 0.008144 714 640: 2% ──────────── 1/53 2.2s/it 1.3s<1:54  4/200 68.2G 1.679 2.932 0.008157 649 640: 4% ──────────── 2/53 1.3s/it 2.0s<1:05  4/200 68.2G 1.685 3.025 0.008117 640 640: 6% ╸─────────── 3/53 1.0it/s 2.6s<49.5s  4/200 68.2G 1.67 2.977 0.008137 638 640: 8% ╸─────────── 4/53 1.2it/s 3.3s<41.9s  4/200 68.2G 1.667 2.996 0.008355 647 640: 9% ━─────────── 5/53 1.3it/s 3.9s<37.4s  4/200 68.2G 1.669 2.964 0.008349 657 640: 11% ━─────────── 6/53 1.4it/s 4.5s<34.6s  4/200 68.2G 1.673 2.977 0.008539 579 640: 13% ━╸────────── 7/53 1.4it/s 5.2s<32.5s  4/200 68.2G 1.661 2.955 0.008523 563 640: 15% ━╸────────── 8/53 1.5it/s 5.8s<30.9s  4/200 68.2G 1.663 2.962 0.008536 666 640: 17% ━━────────── 9/53 1.5it/s 6.5s<29.7s  4/200 68.2G 1.657 2.961 0.008542 659 640: 19% ━━────────── 10/53 1.5it/s 7.1s<28.7s  4/200 68.2G 1.657 2.967 0.0085 712 640: 21% ━━────────── 11/53 1.5it/s 7.8s<27.8s  4/200 68.2G 1.654 2.967 0.00849 583 640: 23% ━━╸───────── 12/53 1.5it/s 8.4s<26.9s  4/200 68.2G 1.649 2.956 0.008523 541 640: 25% ━━╸───────── 13/53 1.5it/s 9.1s<26.1s  4/200 68.2G 1.651 2.96 0.008529 705 640: 26% ━━━───────── 14/53 1.5it/s 9.7s<25.5s  4/200 68.2G 1.648 2.948 0.008518 597 640: 28% ━━━───────── 15/53 1.5it/s 10.4s<24.7s  4/200 68.2G 1.645 2.946 0.008546 632 640: 30% ━━━╸──────── 16/53 1.5it/s 11.0s<24.0s  4/200 68.2G 1.65 2.939 0.008526 744 640: 32% ━━━╸──────── 17/53 1.5it/s 11.7s<23.4s  4/200 68.2G 1.649 2.93 0.008517 641 640: 34% ━━━━──────── 18/53 1.5it/s 12.3s<22.7s  4/200 68.2G 1.65 2.924 0.008463 736 640: 36% ━━━━──────── 19/53 1.5it/s 13.0s<22.1s  4/200 68.2G 1.653 2.925 0.00843 692 640: 38% ━━━━╸─────── 20/53 1.5it/s 13.6s<21.4s  4/200 68.2G 1.653 2.938 0.008448 572 640: 40% ━━━━╸─────── 21/53 1.5it/s 14.3s<20.7s  4/200 68.2G 1.655 2.94 0.008446 631 640: 42% ━━━━╸─────── 22/53 1.5it/s 14.9s<20.1s  4/200 68.2G 1.655 2.939 0.00846 590 640: 43% ━━━━━─────── 23/53 1.5it/s 15.6s<19.4s  4/200 68.2G 1.655 2.935 0.008431 720 640: 45% ━━━━━─────── 24/53 1.5it/s 16.2s<18.8s  4/200 68.2G 1.656 2.929 0.00844 628 640: 47% ━━━━━╸────── 25/53 1.5it/s 16.9s<18.2s  4/200 68.2G 1.653 2.932 0.008409 710 640: 49% ━━━━━╸────── 26/53 1.5it/s 17.5s<17.5s  4/200 68.2G 1.65 2.927 0.008438 569 640: 51% ━━━━━━────── 27/53 1.5it/s 18.2s<16.9s  4/200 68.2G 1.651 2.92 0.008397 750 640: 53% ━━━━━━────── 28/53 1.5it/s 18.8s<16.2s  4/200 68.2G 1.65 2.923 0.008383 671 640: 55% ━━━━━━╸───── 29/53 1.5it/s 19.5s<15.6s  4/200 68.2G 1.652 2.936 0.008381 659 640: 57% ━━━━━━╸───── 30/53 1.5it/s 20.1s<15.0s  4/200 68.2G 1.651 2.932 0.00837 675 640: 58% ━━━━━━━───── 31/53 1.5it/s 20.8s<14.3s  4/200 68.2G 1.649 2.929 0.00835 631 640: 60% ━━━━━━━───── 32/53 1.5it/s 21.4s<13.6s  4/200 68.2G 1.648 2.925 0.00837 634 640: 62% ━━━━━━━───── 33/53 1.5it/s 22.1s<13.0s  4/200 68.2G 1.651 2.922 0.008356 682 640: 64% ━━━━━━━╸──── 34/53 1.5it/s 22.7s<12.3s  4/200 68.2G 1.649 2.917 0.008354 634 640: 66% ━━━━━━━╸──── 35/53 1.5it/s 23.3s<11.7s  4/200 68.2G 1.65 2.91 0.008371 568 640: 68% ━━━━━━━━──── 36/53 1.5it/s 24.0s<11.0s  4/200 68.2G 1.649 2.91 0.008392 600 640: 70% ━━━━━━━━──── 37/53 1.5it/s 24.6s<10.4s  4/200 68.2G 1.649 2.909 0.008411 638 640: 72% ━━━━━━━━╸─── 38/53 1.5it/s 25.3s<9.7s  4/200 68.2G 1.648 2.905 0.008459 600 640: 74% ━━━━━━━━╸─── 39/53 1.5it/s 25.9s<9.1s  4/200 68.2G 1.648 2.903 0.00845 593 640: 75% ━━━━━━━━━─── 40/53 1.5it/s 26.6s<8.4s  4/200 68.2G 1.647 2.9 0.008427 718 640: 77% ━━━━━━━━━─── 41/53 1.5it/s 27.2s<7.8s  4/200 68.2G 1.648 2.902 0.008426 717 640: 79% ━━━━━━━━━╸── 42/53 1.5it/s 27.9s<7.1s  4/200 68.2G 1.647 2.9 0.00841 662 640: 81% ━━━━━━━━━╸── 43/53 1.5it/s 28.5s<6.5s  4/200 68.2G 1.647 2.901 0.008422 623 640: 83% ━━━━━━━━━╸── 44/53 1.5it/s 29.2s<5.8s  4/200 68.2G 1.646 2.901 0.008405 638 640: 85% ━━━━━━━━━━── 45/53 1.5it/s 29.8s<5.2s  4/200 68.2G 1.646 2.899 0.008399 684 640: 87% ━━━━━━━━━━── 46/53 1.5it/s 30.5s<4.5s  4/200 68.2G 1.646 2.898 0.008406 716 640: 89% ━━━━━━━━━━╸─ 47/53 1.5it/s 31.1s<3.9s  4/200 68.2G 1.646 2.898 0.008414 616 640: 91% ━━━━━━━━━━╸─ 48/53 1.5it/s 31.8s<3.2s  4/200 68.2G 1.646 2.898 0.008402 758 640: 92% ━━━━━━━━━━━─ 49/53 1.5it/s 32.4s<2.6s  4/200 68.2G 1.646 2.895 0.008407 669 640: 94% ━━━━━━━━━━━─ 50/53 1.5it/s 33.1s<1.9s  4/200 68.2G 1.647 2.894 0.008403 793 640: 96% ━━━━━━━━━━━╸ 51/53 1.5it/s 33.7s<1.3s  4/200 68.2G 1.653 2.907 0.008419 99 640: 98% ━━━━━━━━━━━╸ 52/53 2.4it/s 33.9s<0.4s  4/200 68.2G 1.653 2.907 0.008419 99 640: 100% ━━━━━━━━━━━━ 53/53 1.6it/s 33.9s +  Class Images Instances Box(P R mAP50 mAP50-95): 100% ━━━━━━━━━━━━ 1/1 2.3it/s 0.4s + all 177 1609 0.503 0.567 0.497 0.208 + + Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size +  5/200 68.4G 1.605 2.81 0.008653 593 640: 0% ──────────── 0/53 0.6s  5/200 68.4G 1.638 2.88 0.008401 743 640: 2% ──────────── 1/53 2.2s/it 1.3s<1:52  5/200 68.4G 1.651 2.862 0.008323 734 640: 4% ──────────── 2/53 1.3s/it 1.9s<1:05  5/200 68.4G 1.64 2.846 0.008387 562 640: 6% ╸─────────── 3/53 1.0it/s 2.6s<49.5s  5/200 68.4G 1.632 2.835 0.008087 711 640: 8% ╸─────────── 4/53 1.2it/s 3.2s<42.0s  5/200 68.4G 1.635 2.815 0.008126 620 640: 9% ━─────────── 5/53 1.3it/s 3.9s<37.6s  5/200 68.4G 1.648 2.829 0.008169 662 640: 11% ━─────────── 6/53 1.4it/s 4.5s<34.7s  5/200 68.4G 1.642 2.816 0.008147 652 640: 13% ━╸────────── 7/53 1.4it/s 5.2s<32.5s  5/200 68.4G 1.639 2.798 0.008155 576 640: 15% ━╸────────── 8/53 1.4it/s 5.8s<31.0s  5/200 68.4G 1.636 2.77 0.008124 637 640: 17% ━━────────── 9/53 1.5it/s 6.5s<29.8s  5/200 68.4G 1.639 2.763 0.008104 770 640: 19% ━━────────── 10/53 1.5it/s 7.2s<28.8s  5/200 68.4G 1.644 2.772 0.00807 796 640: 21% ━━────────── 11/53 1.5it/s 7.8s<28.0s  5/200 68.4G 1.644 2.764 0.008068 666 640: 23% ━━╸───────── 12/53 1.5it/s 8.5s<27.1s  5/200 68.4G 1.643 2.769 0.008111 620 640: 25% ━━╸───────── 13/53 1.5it/s 9.1s<26.2s  5/200 68.4G 1.643 2.754 0.008105 681 640: 26% ━━━───────── 14/53 1.5it/s 9.8s<25.6s  5/200 68.4G 1.637 2.735 0.008143 547 640: 28% ━━━───────── 15/53 1.5it/s 10.4s<24.9s  5/200 68.4G 1.639 2.74 0.008136 649 640: 30% ━━━╸──────── 16/53 1.5it/s 11.1s<24.1s  5/200 68.4G 1.636 2.733 0.008166 614 640: 32% ━━━╸──────── 17/53 1.5it/s 11.7s<23.5s  5/200 68.4G 1.636 2.728 0.008171 662 640: 34% ━━━━──────── 18/53 1.5it/s 12.4s<22.8s  5/200 68.4G 1.633 2.72 0.008162 607 640: 36% ━━━━──────── 19/53 1.5it/s 13.0s<22.1s  5/200 68.4G 1.631 2.719 0.008174 588 640: 38% ━━━━╸─────── 20/53 1.5it/s 13.7s<21.4s  5/200 68.4G 1.632 2.727 0.008155 775 640: 40% ━━━━╸─────── 21/53 1.5it/s 14.3s<20.8s  5/200 68.4G 1.631 2.727 0.008181 633 640: 42% ━━━━╸─────── 22/53 1.5it/s 15.0s<20.1s  5/200 68.4G 1.626 2.723 0.008194 610 640: 43% ━━━━━─────── 23/53 1.5it/s 15.6s<19.4s  5/200 68.4G 1.627 2.72 0.008195 653 640: 45% ━━━━━─────── 24/53 1.5it/s 16.2s<18.8s  5/200 68.4G 1.626 2.717 0.008196 661 640: 47% ━━━━━╸────── 25/53 1.5it/s 16.9s<18.2s  5/200 68.4G 1.628 2.712 0.008197 613 640: 49% ━━━━━╸────── 26/53 1.5it/s 17.5s<17.5s  5/200 68.4G 1.629 2.711 0.008203 549 640: 51% ━━━━━━────── 27/53 1.5it/s 18.2s<16.9s  5/200 68.4G 1.626 2.703 0.008179 565 640: 53% ━━━━━━────── 28/53 1.5it/s 18.8s<16.2s  5/200 68.4G 1.625 2.705 0.008221 630 640: 55% ━━━━━━╸───── 29/53 1.5it/s 19.5s<15.6s  5/200 68.4G 1.627 2.705 0.00825 586 640: 57% ━━━━━━╸───── 30/53 1.5it/s 20.1s<14.9s  5/200 68.4G 1.625 2.701 0.008237 678 640: 58% ━━━━━━━───── 31/53 1.5it/s 20.8s<14.3s  5/200 68.4G 1.626 2.704 0.008256 547 640: 60% ━━━━━━━───── 32/53 1.5it/s 21.4s<13.6s  5/200 68.4G 1.628 2.707 0.008277 600 640: 62% ━━━━━━━───── 33/53 1.5it/s 22.1s<13.0s  5/200 68.4G 1.629 2.707 0.008285 643 640: 64% ━━━━━━━╸──── 34/53 1.5it/s 22.7s<12.3s  5/200 68.4G 1.631 2.71 0.008299 722 640: 66% ━━━━━━━╸──── 35/53 1.5it/s 23.4s<11.7s  5/200 68.4G 1.631 2.71 0.008285 691 640: 68% ━━━━━━━━──── 36/53 1.5it/s 24.0s<11.0s  5/200 68.4G 1.634 2.714 0.008284 818 640: 70% ━━━━━━━━──── 37/53 1.5it/s 24.7s<10.4s  5/200 68.4G 1.634 2.711 0.008276 623 640: 72% ━━━━━━━━╸─── 38/53 1.5it/s 25.3s<9.8s  5/200 68.4G 1.632 2.712 0.008294 581 640: 74% ━━━━━━━━╸─── 39/53 1.5it/s 26.0s<9.1s  5/200 68.4G 1.631 2.706 0.008285 528 640: 75% ━━━━━━━━━─── 40/53 1.5it/s 26.6s<8.4s  5/200 68.4G 1.631 2.703 0.008319 588 640: 77% ━━━━━━━━━─── 41/53 1.5it/s 27.3s<7.8s  5/200 68.4G 1.631 2.705 0.008333 624 640: 79% ━━━━━━━━━╸── 42/53 1.5it/s 27.9s<7.2s  5/200 68.4G 1.631 2.702 0.008336 635 640: 81% ━━━━━━━━━╸── 43/53 1.5it/s 28.6s<6.5s  5/200 68.4G 1.632 2.705 0.008341 549 640: 83% ━━━━━━━━━╸── 44/53 1.5it/s 29.2s<5.8s  5/200 68.4G 1.633 2.709 0.008341 707 640: 85% ━━━━━━━━━━── 45/53 1.5it/s 29.9s<5.2s  5/200 68.4G 1.633 2.711 0.008349 698 640: 87% ━━━━━━━━━━── 46/53 1.5it/s 30.5s<4.6s  5/200 68.4G 1.635 2.71 0.008351 686 640: 89% ━━━━━━━━━━╸─ 47/53 1.5it/s 31.2s<3.9s  5/200 68.4G 1.635 2.706 0.008347 739 640: 91% ━━━━━━━━━━╸─ 48/53 1.5it/s 31.8s<3.2s  5/200 68.4G 1.635 2.706 0.008345 684 640: 92% ━━━━━━━━━━━─ 49/53 1.5it/s 32.5s<2.6s  5/200 68.4G 1.635 2.705 0.008348 696 640: 94% ━━━━━━━━━━━─ 50/53 1.5it/s 33.1s<2.0s  5/200 68.4G 1.637 2.707 0.00834 775 640: 96% ━━━━━━━━━━━╸ 51/53 1.5it/s 33.8s<1.3s  5/200 68.4G 1.638 2.704 0.008341 89 640: 98% ━━━━━━━━━━━╸ 52/53 2.4it/s 34.0s<0.4s  5/200 68.4G 1.638 2.704 0.008341 89 640: 100% ━━━━━━━━━━━━ 53/53 1.6it/s 34.0s +  Class Images Instances Box(P R mAP50 mAP50-95): 100% ━━━━━━━━━━━━ 1/1 2.5it/s 0.4s + all 177 1609 0.395 0.471 0.382 0.18 + + Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size +  6/200 68.3G 1.681 2.739 0.00833 727 640: 0% ──────────── 0/53 0.6s  6/200 68.3G 1.692 2.762 0.008358 740 640: 2% ──────────── 1/53 2.2s/it 1.3s<1:53  6/200 68.3G 1.653 2.697 0.00867 575 640: 4% ──────────── 2/53 1.3s/it 1.9s<1:05  6/200 68.3G 1.64 2.697 0.008463 641 640: 6% ╸─────────── 3/53 1.0it/s 2.6s<49.6s  6/200 68.3G 1.638 2.68 0.008362 655 640: 8% ╸─────────── 4/53 1.2it/s 3.2s<41.9s  6/200 68.3G 1.641 2.698 0.008262 755 640: 9% ━─────────── 5/53 1.3it/s 3.9s<37.5s  6/200 68.3G 1.648 2.696 0.008307 680 640: 11% ━─────────── 6/53 1.4it/s 4.5s<34.6s  6/200 68.3G 1.662 2.743 0.00834 712 640: 13% ━╸────────── 7/53 1.4it/s 5.2s<32.7s  6/200 68.3G 1.665 2.75 0.008318 637 640: 15% ━╸────────── 8/53 1.4it/s 5.9s<31.1s  6/200 68.3G 1.663 2.75 0.008321 723 640: 17% ━━────────── 9/53 1.5it/s 6.5s<29.8s  6/200 68.3G 1.656 2.726 0.008312 660 640: 19% ━━────────── 10/53 1.5it/s 7.1s<28.7s  6/200 68.3G 1.654 2.719 0.008234 748 640: 21% ━━────────── 11/53 1.5it/s 7.8s<27.9s  6/200 68.3G 1.652 2.707 0.008246 630 640: 23% ━━╸───────── 12/53 1.5it/s 8.4s<27.0s  6/200 68.3G 1.65 2.709 0.008267 745 640: 25% ━━╸───────── 13/53 1.5it/s 9.1s<26.3s  6/200 68.3G 1.648 2.703 0.00822 602 640: 26% ━━━───────── 14/53 1.5it/s 9.7s<25.5s  6/200 68.3G 1.645 2.704 0.008175 635 640: 28% ━━━───────── 15/53 1.5it/s 10.4s<24.8s  6/200 68.3G 1.645 2.713 0.008299 548 640: 30% ━━━╸──────── 16/53 1.5it/s 11.0s<24.1s  6/200 68.3G 1.645 2.709 0.00832 645 640: 32% ━━━╸──────── 17/53 1.5it/s 11.7s<23.4s  6/200 68.3G 1.647 2.708 0.008285 684 640: 34% ━━━━──────── 18/53 1.5it/s 12.3s<22.8s  6/200 68.3G 1.645 2.7 0.008315 627 640: 36% ━━━━──────── 19/53 1.5it/s 13.0s<22.1s  6/200 68.3G 1.646 2.695 0.00832 663 640: 38% ━━━━╸─────── 20/53 1.5it/s 13.6s<21.4s  6/200 68.3G 1.648 2.694 0.008336 702 640: 40% ━━━━╸─────── 21/53 1.5it/s 14.3s<20.8s  6/200 68.3G 1.647 2.687 0.008337 611 640: 42% ━━━━╸─────── 22/53 1.5it/s 14.9s<20.1s  6/200 68.3G 1.647 2.684 0.008341 607 640: 43% ━━━━━─────── 23/53 1.5it/s 15.6s<19.5s  6/200 68.3G 1.647 2.68 0.008337 645 640: 45% ━━━━━─────── 24/53 1.5it/s 16.2s<18.8s  6/200 68.3G 1.648 2.677 0.00834 634 640: 47% ━━━━━╸────── 25/53 1.5it/s 16.9s<18.2s  6/200 68.3G 1.648 2.668 0.008313 695 640: 49% ━━━━━╸────── 26/53 1.5it/s 17.5s<17.6s  6/200 68.3G 1.649 2.666 0.008316 602 640: 51% ━━━━━━────── 27/53 1.5it/s 18.2s<16.9s  6/200 68.3G 1.648 2.66 0.008332 584 640: 53% ━━━━━━────── 28/53 1.5it/s 18.8s<16.2s  6/200 68.3G 1.645 2.657 0.008339 553 640: 55% ━━━━━━╸───── 29/53 1.5it/s 19.5s<15.6s  6/200 68.3G 1.644 2.656 0.008315 624 640: 57% ━━━━━━╸───── 30/53 1.5it/s 20.1s<15.0s  6/200 68.3G 1.644 2.656 0.008323 677 640: 58% ━━━━━━━───── 31/53 1.5it/s 20.8s<14.3s  6/200 68.3G 1.642 2.656 0.008292 626 640: 60% ━━━━━━━───── 32/53 1.5it/s 21.4s<13.7s  6/200 68.3G 1.639 2.649 0.008268 683 640: 62% ━━━━━━━───── 33/53 1.5it/s 22.1s<13.0s  6/200 68.3G 1.637 2.644 0.008265 595 640: 64% ━━━━━━━╸──── 34/53 1.5it/s 22.7s<12.4s  6/200 68.3G 1.638 2.647 0.008263 714 640: 66% ━━━━━━━╸──── 35/53 1.5it/s 23.4s<11.7s  6/200 68.3G 1.638 2.651 0.008264 692 640: 68% ━━━━━━━━──── 36/53 1.5it/s 24.0s<11.1s  6/200 68.3G 1.635 2.652 0.008272 584 640: 70% ━━━━━━━━──── 37/53 1.5it/s 24.7s<10.4s  6/200 68.3G 1.635 2.652 0.008247 689 640: 72% ━━━━━━━━╸─── 38/53 1.5it/s 25.3s<9.8s  6/200 68.3G 1.635 2.655 0.008239 701 640: 74% ━━━━━━━━╸─── 39/53 1.5it/s 26.0s<9.1s  6/200 68.3G 1.633 2.655 0.008233 575 640: 75% ━━━━━━━━━─── 40/53 1.5it/s 26.6s<8.4s  6/200 68.3G 1.633 2.657 0.00823 621 640: 77% ━━━━━━━━━─── 41/53 1.5it/s 27.3s<7.8s  6/200 68.3G 1.633 2.659 0.008217 627 640: 79% ━━━━━━━━━╸── 42/53 1.5it/s 27.9s<7.1s  6/200 68.3G 1.632 2.655 0.008213 580 640: 81% ━━━━━━━━━╸── 43/53 1.5it/s 28.6s<6.5s  6/200 68.3G 1.632 2.659 0.008228 722 640: 83% ━━━━━━━━━╸── 44/53 1.5it/s 29.2s<5.8s  6/200 68.3G 1.631 2.66 0.008242 607 640: 85% ━━━━━━━━━━── 45/53 1.5it/s 29.9s<5.2s  6/200 68.3G 1.63 2.658 0.008237 634 640: 87% ━━━━━━━━━━── 46/53 1.5it/s 30.5s<4.6s  6/200 68.3G 1.629 2.658 0.008234 637 640: 89% ━━━━━━━━━━╸─ 47/53 1.5it/s 31.2s<3.9s  6/200 68.3G 1.628 2.654 0.008265 540 640: 91% ━━━━━━━━━━╸─ 48/53 1.5it/s 31.8s<3.2s  6/200 68.3G 1.629 2.647 0.008266 591 640: 92% ━━━━━━━━━━━─ 49/53 1.5it/s 32.5s<2.6s  6/200 68.3G 1.63 2.651 0.008275 675 640: 94% ━━━━━━━━━━━─ 50/53 1.5it/s 33.1s<1.9s  6/200 68.3G 1.63 2.65 0.008281 625 640: 96% ━━━━━━━━━━━╸ 51/53 1.5it/s 33.8s<1.3s  6/200 68.3G 1.626 2.639 0.008262 70 640: 98% ━━━━━━━━━━━╸ 52/53 2.4it/s 34.0s<0.4s  6/200 68.3G 1.626 2.639 0.008262 70 640: 100% ━━━━━━━━━━━━ 53/53 1.6it/s 34.0s +  Class Images Instances Box(P R mAP50 mAP50-95): 100% ━━━━━━━━━━━━ 1/1 2.5it/s 0.4s + all 177 1609 0.633 0.616 0.615 0.28 + + Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size +  7/200 67.8G 1.588 2.675 0.009032 541 640: 0% ──────────── 0/53 0.6s  7/200 67.8G 1.606 2.671 0.00885 679 640: 2% ──────────── 1/53 2.2s/it 1.3s<1:52  7/200 67.8G 1.621 2.698 0.008936 596 640: 4% ──────────── 2/53 1.3s/it 1.9s<1:05  7/200 67.8G 1.627 2.678 0.008606 707 640: 6% ╸─────────── 3/53 1.0it/s 2.6s<49.3s  7/200 67.8G 1.642 2.647 0.00853 649 640: 8% ╸─────────── 4/53 1.2it/s 3.2s<41.9s  7/200 67.8G 1.641 2.654 0.008393 697 640: 9% ━─────────── 5/53 1.3it/s 3.9s<37.4s  7/200 67.8G 1.647 2.661 0.008478 615 640: 11% ━─────────── 6/53 1.4it/s 4.5s<34.6s  7/200 67.8G 1.641 2.657 0.008501 624 640: 13% ━╸────────── 7/53 1.4it/s 5.2s<32.6s  7/200 67.8G 1.637 2.64 0.008434 725 640: 15% ━╸────────── 8/53 1.4it/s 5.8s<31.1s  7/200 67.8G 1.639 2.644 0.008383 636 640: 17% ━━────────── 9/53 1.5it/s 6.5s<29.8s  7/200 67.8G 1.641 2.646 0.008487 617 640: 19% ━━────────── 10/53 1.5it/s 7.1s<28.8s  7/200 67.8G 1.638 2.624 0.008467 587 640: 21% ━━────────── 11/53 1.5it/s 7.8s<27.8s  7/200 67.8G 1.635 2.627 0.008496 592 640: 23% ━━╸───────── 12/53 1.5it/s 8.4s<27.0s  7/200 67.8G 1.63 2.625 0.008436 625 640: 25% ━━╸───────── 13/53 1.5it/s 9.1s<26.2s  7/200 67.8G 1.624 2.61 0.008412 626 640: 26% ━━━───────── 14/53 1.5it/s 9.7s<25.5s  7/200 67.8G 1.622 2.597 0.008395 603 640: 28% ━━━───────── 15/53 1.5it/s 10.4s<24.8s  7/200 67.8G 1.619 2.595 0.008365 704 640: 30% ━━━╸──────── 16/53 1.5it/s 11.0s<24.1s  7/200 67.8G 1.619 2.602 0.008385 688 640: 32% ━━━╸──────── 17/53 1.5it/s 11.7s<23.4s  7/200 67.8G 1.619 2.604 0.008396 688 640: 34% ━━━━──────── 18/53 1.5it/s 12.3s<22.7s  7/200 67.8G 1.615 2.602 0.008378 597 640: 36% ━━━━──────── 19/53 1.5it/s 13.0s<22.0s  7/200 67.8G 1.619 2.598 0.008366 716 640: 38% ━━━━╸─────── 20/53 1.5it/s 13.6s<21.4s  7/200 67.8G 1.62 2.597 0.008338 666 640: 40% ━━━━╸─────── 21/53 1.5it/s 14.3s<20.8s  7/200 67.8G 1.619 2.6 0.008342 668 640: 42% ━━━━╸─────── 22/53 1.5it/s 14.9s<20.1s  7/200 67.8G 1.618 2.591 0.008318 640 640: 43% ━━━━━─────── 23/53 1.5it/s 15.6s<19.4s  7/200 67.8G 1.616 2.59 0.00837 582 640: 45% ━━━━━─────── 24/53 1.5it/s 16.2s<18.8s  7/200 67.8G 1.615 2.584 0.008381 647 640: 47% ━━━━━╸────── 25/53 1.5it/s 16.9s<18.2s  7/200 67.8G 1.615 2.584 0.008399 571 640: 49% ━━━━━╸────── 26/53 1.5it/s 17.5s<17.5s  7/200 67.8G 1.619 2.59 0.008376 737 640: 51% ━━━━━━────── 27/53 1.5it/s 18.2s<16.9s  7/200 67.8G 1.617 2.59 0.00835 713 640: 53% ━━━━━━────── 28/53 1.5it/s 18.8s<16.2s  7/200 67.8G 1.619 2.587 0.008311 729 640: 55% ━━━━━━╸───── 29/53 1.5it/s 19.5s<15.6s  7/200 67.8G 1.619 2.588 0.008304 689 640: 57% ━━━━━━╸───── 30/53 1.5it/s 20.1s<14.9s  7/200 67.8G 1.619 2.589 0.008276 680 640: 58% ━━━━━━━───── 31/53 1.5it/s 20.8s<14.3s  7/200 67.8G 1.62 2.593 0.008296 559 640: 60% ━━━━━━━───── 32/53 1.5it/s 21.4s<13.6s  7/200 67.8G 1.62 2.589 0.008293 603 640: 62% ━━━━━━━───── 33/53 1.5it/s 22.1s<13.0s  7/200 67.8G 1.618 2.581 0.008286 639 640: 64% ━━━━━━━╸──── 34/53 1.5it/s 22.7s<12.3s  7/200 67.8G 1.617 2.576 0.008264 677 640: 66% ━━━━━━━╸──── 35/53 1.5it/s 23.4s<11.7s  7/200 67.8G 1.618 2.574 0.008262 684 640: 68% ━━━━━━━━──── 36/53 1.5it/s 24.0s<11.0s  7/200 67.8G 1.619 2.576 0.008236 757 640: 70% ━━━━━━━━──── 37/53 1.5it/s 24.7s<10.4s  7/200 67.8G 1.62 2.576 0.008233 623 640: 72% ━━━━━━━━╸─── 38/53 1.5it/s 25.3s<9.8s  7/200 67.8G 1.619 2.571 0.008239 579 640: 74% ━━━━━━━━╸─── 39/53 1.5it/s 26.0s<9.1s  7/200 67.8G 1.618 2.573 0.008223 669 640: 75% ━━━━━━━━━─── 40/53 1.5it/s 26.6s<8.4s  7/200 67.8G 1.617 2.565 0.008223 587 640: 77% ━━━━━━━━━─── 41/53 1.5it/s 27.3s<7.8s  7/200 67.8G 1.617 2.561 0.00822 592 640: 79% ━━━━━━━━━╸── 42/53 1.5it/s 27.9s<7.1s  7/200 67.8G 1.618 2.565 0.008219 681 640: 81% ━━━━━━━━━╸── 43/53 1.5it/s 28.6s<6.5s  7/200 67.8G 1.618 2.56 0.008198 639 640: 83% ━━━━━━━━━╸── 44/53 1.5it/s 29.2s<5.8s  7/200 67.8G 1.618 2.555 0.008185 666 640: 85% ━━━━━━━━━━── 45/53 1.5it/s 29.8s<5.2s  7/200 67.8G 1.617 2.549 0.008176 682 640: 87% ━━━━━━━━━━── 46/53 1.5it/s 30.5s<4.5s  7/200 67.8G 1.617 2.55 0.008185 680 640: 89% ━━━━━━━━━━╸─ 47/53 1.5it/s 31.1s<3.9s  7/200 67.8G 1.615 2.546 0.00819 526 640: 91% ━━━━━━━━━━╸─ 48/53 1.5it/s 31.8s<3.2s  7/200 67.8G 1.614 2.542 0.008182 606 640: 92% ━━━━━━━━━━━─ 49/53 1.5it/s 32.4s<2.6s  7/200 67.8G 1.615 2.541 0.008174 749 640: 94% ━━━━━━━━━━━─ 50/53 1.5it/s 33.1s<1.9s  7/200 67.8G 1.616 2.541 0.008171 674 640: 96% ━━━━━━━━━━━╸ 51/53 1.5it/s 33.7s<1.3s  7/200 67.8G 1.62 2.559 0.008207 97 640: 98% ━━━━━━━━━━━╸ 52/53 2.4it/s 34.0s<0.4s  7/200 67.8G 1.62 2.559 0.008207 97 640: 100% ━━━━━━━━━━━━ 53/53 1.6it/s 34.0s +  Class Images Instances Box(P R mAP50 mAP50-95): 100% ━━━━━━━━━━━━ 1/1 2.5it/s 0.4s + all 177 1609 0.707 0.51 0.621 0.266 + + Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size +  8/200 68.3G 1.553 2.324 0.007726 673 640: 0% ──────────── 0/53 0.6s  8/200 68.3G 1.588 2.529 0.007742 648 640: 2% ──────────── 1/53 2.2s/it 1.3s<1:53  8/200 68.3G 1.588 2.568 0.007926 674 640: 4% ──────────── 2/53 1.3s/it 2.0s<1:05  8/200 68.3G 1.586 2.609 0.008099 600 640: 6% ╸─────────── 3/53 1.0it/s 2.6s<49.7s  8/200 68.3G 1.594 2.555 0.008066 556 640: 8% ╸─────────── 4/53 1.2it/s 3.2s<41.9s  8/200 68.3G 1.598 2.545 0.00796 775 640: 9% ━─────────── 5/53 1.3it/s 3.9s<37.6s  8/200 68.3G 1.605 2.574 0.008005 669 640: 11% ━─────────── 6/53 1.4it/s 4.6s<34.7s  8/200 68.3G 1.601 2.558 0.007954 625 640: 13% ━╸────────── 7/53 1.4it/s 5.2s<32.7s  8/200 68.3G 1.605 2.557 0.007909 731 640: 15% ━╸────────── 8/53 1.4it/s 5.9s<31.2s  8/200 68.3G 1.611 2.562 0.007994 616 640: 17% ━━────────── 9/53 1.5it/s 6.5s<29.9s  8/200 68.3G 1.614 2.554 0.007952 709 640: 19% ━━────────── 10/53 1.5it/s 7.2s<28.9s  8/200 68.3G 1.614 2.565 0.008013 584 640: 21% ━━────────── 11/53 1.5it/s 7.8s<27.9s  8/200 68.3G 1.615 2.57 0.007985 775 640: 23% ━━╸───────── 12/53 1.5it/s 8.5s<27.1s  8/200 68.3G 1.615 2.569 0.007992 694 640: 25% ━━╸───────── 13/53 1.5it/s 9.1s<26.3s  8/200 68.3G 1.613 2.564 0.00802 628 640: 26% ━━━───────── 14/53 1.5it/s 9.8s<25.6s  8/200 68.3G 1.618 2.563 0.008044 696 640: 28% ━━━───────── 15/53 1.5it/s 10.4s<24.8s  8/200 68.3G 1.613 2.55 0.008069 616 640: 30% ━━━╸──────── 16/53 1.5it/s 11.1s<24.1s  8/200 68.3G 1.611 2.542 0.008094 598 640: 32% ━━━╸──────── 17/53 1.5it/s 11.7s<23.4s  8/200 68.3G 1.61 2.538 0.008079 645 640: 34% ━━━━──────── 18/53 1.5it/s 12.4s<22.8s  8/200 68.3G 1.605 2.527 0.008084 613 640: 36% ━━━━──────── 19/53 1.5it/s 13.0s<22.1s  8/200 68.3G 1.603 2.518 0.008074 648 640: 38% ━━━━╸─────── 20/53 1.5it/s 13.7s<21.4s  8/200 68.3G 1.601 2.513 0.008039 640 640: 40% ━━━━╸─────── 21/53 1.5it/s 14.3s<20.8s  8/200 68.3G 1.601 2.517 0.008002 705 640: 42% ━━━━╸─────── 22/53 1.5it/s 15.0s<20.2s  8/200 68.3G 1.603 2.521 0.007994 703 640: 43% ━━━━━─────── 23/53 1.5it/s 15.6s<19.6s  8/200 68.3G 1.602 2.525 0.008003 668 640: 45% ━━━━━─────── 24/53 1.5it/s 16.3s<18.9s  8/200 68.3G 1.601 2.527 0.008037 556 640: 47% ━━━━━╸────── 25/53 1.5it/s 16.9s<18.2s  8/200 68.3G 1.596 2.515 0.008035 553 640: 49% ━━━━━╸────── 26/53 1.5it/s 17.6s<17.5s  8/200 68.3G 1.594 2.505 0.008053 540 640: 51% ━━━━━━────── 27/53 1.5it/s 18.2s<16.9s  8/200 68.3G 1.595 2.507 0.008037 733 640: 53% ━━━━━━────── 28/53 1.5it/s 18.9s<16.3s  8/200 68.3G 1.596 2.513 0.008035 647 640: 55% ━━━━━━╸───── 29/53 1.5it/s 19.5s<15.6s  8/200 68.3G 1.594 2.504 0.008049 562 640: 57% ━━━━━━╸───── 30/53 1.5it/s 20.2s<15.0s  8/200 68.3G 1.594 2.504 0.008063 633 640: 58% ━━━━━━━───── 31/53 1.5it/s 20.8s<14.3s  8/200 68.3G 1.594 2.5 0.008069 612 640: 60% ━━━━━━━───── 32/53 1.5it/s 21.5s<13.6s  8/200 68.3G 1.592 2.496 0.008067 629 640: 62% ━━━━━━━───── 33/53 1.5it/s 22.1s<13.0s  8/200 68.3G 1.593 2.497 0.008078 679 640: 64% ━━━━━━━╸──── 34/53 1.5it/s 22.8s<12.3s  8/200 68.3G 1.593 2.499 0.008071 661 640: 66% ━━━━━━━╸──── 35/53 1.5it/s 23.4s<11.7s  8/200 68.3G 1.594 2.502 0.008075 621 640: 68% ━━━━━━━━──── 36/53 1.5it/s 24.1s<11.0s  8/200 68.3G 1.593 2.499 0.008079 629 640: 70% ━━━━━━━━──── 37/53 1.5it/s 24.7s<10.4s  8/200 68.3G 1.594 2.497 0.008067 669 640: 72% ━━━━━━━━╸─── 38/53 1.5it/s 25.4s<9.7s  8/200 68.3G 1.594 2.497 0.008089 654 640: 74% ━━━━━━━━╸─── 39/53 1.5it/s 26.0s<9.1s  8/200 68.3G 1.594 2.493 0.008088 633 640: 75% ━━━━━━━━━─── 40/53 1.5it/s 26.6s<8.4s  8/200 68.3G 1.594 2.487 0.008085 603 640: 77% ━━━━━━━━━─── 41/53 1.5it/s 27.3s<7.8s  8/200 68.3G 1.596 2.487 0.008101 657 640: 79% ━━━━━━━━━╸── 42/53 1.5it/s 28.0s<7.2s  8/200 68.3G 1.596 2.483 0.008084 692 640: 81% ━━━━━━━━━╸── 43/53 1.5it/s 28.6s<6.5s  8/200 68.3G 1.597 2.483 0.00806 670 640: 83% ━━━━━━━━━╸── 44/53 1.5it/s 29.3s<5.8s  8/200 68.3G 1.596 2.484 0.008061 708 640: 85% ━━━━━━━━━━── 45/53 1.5it/s 29.9s<5.2s  8/200 68.3G 1.597 2.484 0.008054 714 640: 87% ━━━━━━━━━━── 46/53 1.5it/s 30.6s<4.5s  8/200 68.3G 1.597 2.484 0.008055 645 640: 89% ━━━━━━━━━━╸─ 47/53 1.5it/s 31.2s<3.9s  8/200 68.3G 1.596 2.48 0.008059 581 640: 91% ━━━━━━━━━━╸─ 48/53 1.5it/s 31.9s<3.2s  8/200 68.3G 1.596 2.478 0.008054 627 640: 92% ━━━━━━━━━━━─ 49/53 1.5it/s 32.5s<2.6s  8/200 68.3G 1.596 2.476 0.008051 641 640: 94% ━━━━━━━━━━━─ 50/53 1.5it/s 33.2s<1.9s  8/200 68.3G 1.595 2.477 0.008046 715 640: 96% ━━━━━━━━━━━╸ 51/53 1.5it/s 33.8s<1.3s  8/200 68.3G 1.595 2.476 0.008083 70 640: 98% ━━━━━━━━━━━╸ 52/53 2.4it/s 34.0s<0.4s  8/200 68.3G 1.595 2.476 0.008083 70 640: 100% ━━━━━━━━━━━━ 53/53 1.6it/s 34.0s +  Class Images Instances Box(P R mAP50 mAP50-95): 100% ━━━━━━━━━━━━ 1/1 2.3it/s 0.4s + all 177 1609 0.675 0.653 0.683 0.332 + + Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size +  9/200 68.2G 1.559 2.141 0.008336 614 640: 0% ──────────── 0/53 0.6s  9/200 68.2G 1.597 2.317 0.007952 742 640: 2% ──────────── 1/53 2.2s/it 1.3s<1:52  9/200 68.2G 1.595 2.311 0.007997 627 640: 4% ──────────── 2/53 1.3s/it 1.9s<1:05  9/200 68.2G 1.585 2.345 0.008017 696 640: 6% ╸─────────── 3/53 1.0it/s 2.6s<49.4s  9/200 68.2G 1.581 2.37 0.00805 627 640: 8% ╸─────────── 4/53 1.2it/s 3.3s<42.0s  9/200 68.2G 1.591 2.403 0.007957 732 640: 9% ━─────────── 5/53 1.3it/s 3.9s<37.6s  9/200 68.2G 1.595 2.428 0.007894 632 640: 11% ━─────────── 6/53 1.4it/s 4.5s<34.6s  9/200 68.2G 1.605 2.435 0.007889 706 640: 13% ━╸────────── 7/53 1.4it/s 5.2s<32.5s  9/200 68.2G 1.613 2.449 0.007855 717 640: 15% ━╸────────── 8/53 1.5it/s 5.8s<31.0s  9/200 68.2G 1.605 2.455 0.00792 615 640: 17% ━━────────── 9/53 1.5it/s 6.5s<29.7s  9/200 68.2G 1.596 2.445 0.007974 509 640: 19% ━━────────── 10/53 1.5it/s 7.1s<28.6s  9/200 68.2G 1.593 2.443 0.008022 589 640: 21% ━━────────── 11/53 1.5it/s 7.8s<27.8s  9/200 68.2G 1.594 2.453 0.008064 630 640: 23% ━━╸───────── 12/53 1.5it/s 8.4s<27.0s  9/200 68.2G 1.597 2.465 0.00803 721 640: 25% ━━╸───────── 13/53 1.5it/s 9.1s<26.3s  9/200 68.2G 1.595 2.455 0.007988 613 640: 26% ━━━───────── 14/53 1.5it/s 9.7s<25.5s  9/200 68.2G 1.598 2.456 0.007945 715 640: 28% ━━━───────── 15/53 1.5it/s 10.4s<24.8s  9/200 68.2G 1.599 2.454 0.007923 710 640: 30% ━━━╸──────── 16/53 1.5it/s 11.0s<24.1s  9/200 68.2G 1.595 2.453 0.00794 582 640: 32% ━━━╸──────── 17/53 1.5it/s 11.7s<23.4s  9/200 68.2G 1.596 2.451 0.008002 542 640: 34% ━━━━──────── 18/53 1.5it/s 12.3s<22.7s  9/200 68.2G 1.595 2.45 0.008051 644 640: 36% ━━━━──────── 19/53 1.5it/s 13.0s<22.1s  9/200 68.2G 1.597 2.461 0.008063 728 640: 38% ━━━━╸─────── 20/53 1.5it/s 13.6s<21.4s  9/200 68.2G 1.599 2.469 0.008031 703 640: 40% ━━━━╸─────── 21/53 1.5it/s 14.3s<20.8s  9/200 68.2G 1.598 2.471 0.007987 708 640: 42% ━━━━╸─────── 22/53 1.5it/s 14.9s<20.1s  9/200 68.2G 1.599 2.472 0.007964 707 640: 43% ━━━━━─────── 23/53 1.5it/s 15.6s<19.5s  9/200 68.2G 1.6 2.474 0.007984 696 640: 45% ━━━━━─────── 24/53 1.5it/s 16.2s<18.8s  9/200 68.2G 1.599 2.469 0.007958 700 640: 47% ━━━━━╸────── 25/53 1.5it/s 16.9s<18.2s  9/200 68.2G 1.598 2.463 0.007936 580 640: 49% ━━━━━╸────── 26/53 1.5it/s 17.5s<17.6s  9/200 68.2G 1.598 2.464 0.007925 692 640: 51% ━━━━━━────── 27/53 1.5it/s 18.2s<16.9s  9/200 68.2G 1.597 2.466 0.007932 570 640: 53% ━━━━━━────── 28/53 1.5it/s 18.8s<16.2s  9/200 68.2G 1.593 2.461 0.007933 612 640: 55% ━━━━━━╸───── 29/53 1.5it/s 19.5s<15.6s  9/200 68.2G 1.591 2.455 0.007935 568 640: 57% ━━━━━━╸───── 30/53 1.5it/s 20.1s<14.9s  9/200 68.2G 1.591 2.466 0.007956 647 640: 58% ━━━━━━━───── 31/53 1.5it/s 20.8s<14.3s  9/200 68.2G 1.591 2.465 0.007941 783 640: 60% ━━━━━━━───── 32/53 1.5it/s 21.4s<13.6s  9/200 68.2G 1.592 2.473 0.007942 681 640: 62% ━━━━━━━───── 33/53 1.5it/s 22.1s<13.0s  9/200 68.2G 1.594 2.472 0.007922 779 640: 64% ━━━━━━━╸──── 34/53 1.5it/s 22.7s<12.4s  9/200 68.2G 1.593 2.468 0.007908 741 640: 66% ━━━━━━━╸──── 35/53 1.5it/s 23.4s<11.7s  9/200 68.2G 1.594 2.465 0.007905 720 640: 68% ━━━━━━━━──── 36/53 1.5it/s 24.0s<11.1s  9/200 68.2G 1.593 2.458 0.007896 692 640: 70% ━━━━━━━━──── 37/53 1.5it/s 24.7s<10.4s  9/200 68.2G 1.594 2.459 0.007882 761 640: 72% ━━━━━━━━╸─── 38/53 1.5it/s 25.3s<9.8s  9/200 68.2G 1.593 2.457 0.007856 749 640: 74% ━━━━━━━━╸─── 39/53 1.5it/s 26.0s<9.2s  9/200 68.2G 1.592 2.458 0.007867 645 640: 75% ━━━━━━━━━─── 40/53 1.5it/s 26.6s<8.5s  9/200 68.2G 1.592 2.457 0.00786 669 640: 77% ━━━━━━━━━─── 41/53 1.5it/s 27.3s<7.8s  9/200 68.2G 1.591 2.452 0.00786 629 640: 79% ━━━━━━━━━╸── 42/53 1.5it/s 27.9s<7.2s  9/200 68.2G 1.592 2.455 0.007868 706 640: 81% ━━━━━━━━━╸── 43/53 1.5it/s 28.6s<6.5s  9/200 68.2G 1.591 2.449 0.00788 661 640: 83% ━━━━━━━━━╸── 44/53 1.5it/s 29.2s<5.9s  9/200 68.2G 1.591 2.446 0.007884 665 640: 85% ━━━━━━━━━━── 45/53 1.5it/s 29.9s<5.2s  9/200 68.2G 1.59 2.444 0.007898 608 640: 87% ━━━━━━━━━━── 46/53 1.5it/s 30.5s<4.5s  9/200 68.2G 1.587 2.438 0.007906 577 640: 89% ━━━━━━━━━━╸─ 47/53 1.5it/s 31.2s<3.9s  9/200 68.2G 1.586 2.435 0.007884 741 640: 91% ━━━━━━━━━━╸─ 48/53 1.5it/s 31.8s<3.2s  9/200 68.2G 1.586 2.436 0.0079 671 640: 92% ━━━━━━━━━━━─ 49/53 1.5it/s 32.5s<2.6s  9/200 68.2G 1.586 2.433 0.007906 611 640: 94% ━━━━━━━━━━━─ 50/53 1.5it/s 33.1s<2.0s  9/200 68.2G 1.585 2.43 0.0079 657 640: 96% ━━━━━━━━━━━╸ 51/53 1.5it/s 33.8s<1.3s  9/200 68.2G 1.589 2.438 0.007877 152 640: 98% ━━━━━━━━━━━╸ 52/53 2.4it/s 34.0s<0.4s  9/200 68.2G 1.589 2.438 0.007877 152 640: 100% ━━━━━━━━━━━━ 53/53 1.6it/s 34.0s +  Class Images Instances Box(P R mAP50 mAP50-95): 100% ━━━━━━━━━━━━ 1/1 2.4it/s 0.4s + all 177 1609 0.667 0.629 0.666 0.32 + + Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size +  10/200 67.9G 1.643 2.57 0.008279 707 640: 0% ──────────── 0/53 0.6s  10/200 67.9G 1.558 2.399 0.008125 624 640: 2% ──────────── 1/53 2.2s/it 1.3s<1:53  10/200 67.9G 1.571 2.353 0.007811 639 640: 4% ──────────── 2/53 1.3s/it 1.9s<1:05  10/200 67.9G 1.567 2.346 0.007796 622 640: 6% ╸─────────── 3/53 1.0it/s 2.6s<49.3s  10/200 67.9G 1.553 2.354 0.007921 546 640: 8% ╸─────────── 4/53 1.2it/s 3.2s<41.8s  10/200 67.9G 1.558 2.345 0.007789 675 640: 9% ━─────────── 5/53 1.3it/s 3.9s<37.3s  10/200 67.9G 1.563 2.361 0.007796 661 640: 11% ━─────────── 6/53 1.4it/s 4.5s<34.5s  10/200 67.9G 1.566 2.359 0.007825 613 640: 13% ━╸────────── 7/53 1.4it/s 5.2s<32.5s  10/200 67.9G 1.576 2.384 0.007768 720 640: 15% ━╸────────── 8/53 1.4it/s 5.8s<31.1s  10/200 67.9G 1.575 2.391 0.007756 701 640: 17% ━━────────── 9/53 1.5it/s 6.5s<29.8s  10/200 67.9G 1.576 2.408 0.00779 647 640: 19% ━━────────── 10/53 1.5it/s 7.1s<28.8s  10/200 67.9G 1.58 2.412 0.007805 683 640: 21% ━━────────── 11/53 1.5it/s 7.8s<27.9s  10/200 67.9G 1.579 2.394 0.007801 701 640: 23% ━━╸───────── 12/53 1.5it/s 8.4s<27.0s  10/200 67.9G 1.576 2.385 0.007785 619 640: 25% ━━╸───────── 13/53 1.5it/s 9.1s<26.2s  10/200 67.9G 1.576 2.399 0.007787 672 640: 26% ━━━───────── 14/53 1.5it/s 9.7s<25.5s  10/200 67.9G 1.577 2.404 0.007789 643 640: 28% ━━━───────── 15/53 1.5it/s 10.4s<24.8s  10/200 67.9G 1.577 2.408 0.007812 677 640: 30% ━━━╸──────── 16/53 1.5it/s 11.0s<24.1s  10/200 67.9G 1.577 2.407 0.007808 656 640: 32% ━━━╸──────── 17/53 1.5it/s 11.7s<23.4s  10/200 67.9G 1.581 2.412 0.007799 675 640: 34% ━━━━──────── 18/53 1.5it/s 12.3s<22.8s  10/200 67.9G 1.58 2.411 0.007775 713 640: 36% ━━━━──────── 19/53 1.5it/s 13.0s<22.1s  10/200 67.9G 1.579 2.41 0.007767 677 640: 38% ━━━━╸─────── 20/53 1.5it/s 13.6s<21.4s  10/200 67.9G 1.58 2.415 0.007771 724 640: 40% ━━━━╸─────── 21/53 1.5it/s 14.3s<20.8s  10/200 67.9G 1.578 2.413 0.007799 642 640: 42% ━━━━╸─────── 22/53 1.5it/s 14.9s<20.2s  10/200 67.9G 1.578 2.411 0.007823 599 640: 43% ━━━━━─────── 23/53 1.5it/s 15.6s<19.5s  10/200 67.9G 1.579 2.414 0.007826 631 640: 45% ━━━━━─────── 24/53 1.5it/s 16.2s<18.9s  10/200 67.9G 1.58 2.419 0.007799 672 640: 47% ━━━━━╸────── 25/53 1.5it/s 16.9s<18.2s  10/200 67.9G 1.582 2.423 0.007817 634 640: 49% ━━━━━╸────── 26/53 1.5it/s 17.5s<17.5s  10/200 67.9G 1.581 2.424 0.007831 591 640: 51% ━━━━━━────── 27/53 1.5it/s 18.2s<16.9s  10/200 67.9G 1.581 2.424 0.007804 682 640: 53% ━━━━━━────── 28/53 1.5it/s 18.8s<16.3s  10/200 67.9G 1.579 2.423 0.0078 631 640: 55% ━━━━━━╸───── 29/53 1.5it/s 19.5s<15.6s  10/200 67.9G 1.579 2.427 0.007812 626 640: 57% ━━━━━━╸───── 30/53 1.5it/s 20.1s<15.0s  10/200 67.9G 1.579 2.425 0.007819 632 640: 58% ━━━━━━━───── 31/53 1.5it/s 20.8s<14.3s  10/200 67.9G 1.576 2.424 0.007817 597 640: 60% ━━━━━━━───── 32/53 1.5it/s 21.4s<13.7s  10/200 67.9G 1.576 2.428 0.007807 641 640: 62% ━━━━━━━───── 33/53 1.5it/s 22.1s<13.0s  10/200 67.9G 1.576 2.425 0.007823 682 640: 64% ━━━━━━━╸──── 34/53 1.5it/s 22.7s<12.3s  10/200 67.9G 1.577 2.424 0.007819 682 640: 66% ━━━━━━━╸──── 35/53 1.5it/s 23.4s<11.7s  10/200 67.9G 1.576 2.417 0.007837 590 640: 68% ━━━━━━━━──── 36/53 1.5it/s 24.0s<11.0s  10/200 67.9G 1.574 2.415 0.007853 587 640: 70% ━━━━━━━━──── 37/53 1.5it/s 24.7s<10.4s  10/200 67.9G 1.576 2.42 0.007857 759 640: 72% ━━━━━━━━╸─── 38/53 1.5it/s 25.3s<9.7s  10/200 67.9G 1.577 2.417 0.007853 697 640: 74% ━━━━━━━━╸─── 39/53 1.5it/s 26.0s<9.1s  10/200 67.9G 1.577 2.415 0.007888 586 640: 75% ━━━━━━━━━─── 40/53 1.5it/s 26.6s<8.4s  10/200 67.9G 1.577 2.417 0.007884 727 640: 77% ━━━━━━━━━─── 41/53 1.5it/s 27.3s<7.8s  10/200 67.9G 1.578 2.422 0.007911 638 640: 79% ━━━━━━━━━╸── 42/53 1.5it/s 27.9s<7.2s  10/200 67.9G 1.577 2.422 0.00791 576 640: 81% ━━━━━━━━━╸── 43/53 1.5it/s 28.6s<6.5s  10/200 67.9G 1.576 2.419 0.007906 689 640: 83% ━━━━━━━━━╸── 44/53 1.5it/s 29.2s<5.8s  10/200 67.9G 1.577 2.423 0.007908 639 640: 85% ━━━━━━━━━━── 45/53 1.5it/s 29.9s<5.2s  10/200 67.9G 1.576 2.422 0.007901 599 640: 87% ━━━━━━━━━━── 46/53 1.5it/s 30.5s<4.5s  10/200 67.9G 1.576 2.419 0.007915 632 640: 89% ━━━━━━━━━━╸─ 47/53 1.5it/s 31.2s<3.9s  10/200 67.9G 1.576 2.417 0.007899 704 640: 91% ━━━━━━━━━━╸─ 48/53 1.5it/s 31.8s<3.3s  10/200 67.9G 1.576 2.415 0.007884 704 640: 92% ━━━━━━━━━━━─ 49/53 1.5it/s 32.5s<2.6s  10/200 67.9G 1.576 2.417 0.007895 658 640: 94% ━━━━━━━━━━━─ 50/53 1.5it/s 33.1s<2.0s  10/200 67.9G 1.576 2.414 0.007887 624 640: 96% ━━━━━━━━━━━╸ 51/53 1.5it/s 33.8s<1.3s  10/200 67.9G 1.575 2.411 0.007858 75 640: 98% ━━━━━━━━━━━╸ 52/53 2.4it/s 34.0s<0.4s  10/200 67.9G 1.575 2.411 0.007858 75 640: 100% ━━━━━━━━━━━━ 53/53 1.6it/s 34.0s +  Class Images Instances Box(P R mAP50 mAP50-95): 100% ━━━━━━━━━━━━ 1/1 2.3it/s 0.4s + all 177 1609 0.684 0.647 0.683 0.362 + + Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size +  11/200 67.9G 1.603 2.389 0.007707 662 640: 0% ──────────── 0/53 0.6s  11/200 67.9G 1.609 2.361 0.007864 621 640: 2% ──────────── 1/53 2.2s/it 1.3s<1:52  11/200 67.9G 1.588 2.41 0.007829 617 640: 4% ──────────── 2/53 1.3s/it 1.9s<1:05  11/200 67.9G 1.571 2.411 0.00791 711 640: 6% ╸─────────── 3/53 1.0it/s 2.6s<49.4s  11/200 67.9G 1.58 2.432 0.007826 695 640: 8% ╸─────────── 4/53 1.2it/s 3.2s<41.9s  11/200 67.9G 1.576 2.411 0.007862 648 640: 9% ━─────────── 5/53 1.3it/s 3.9s<37.5s  11/200 67.9G 1.581 2.435 0.007844 713 640: 11% ━─────────── 6/53 1.4it/s 4.5s<34.6s  11/200 67.9G 1.579 2.433 0.007843 696 640: 13% ━╸────────── 7/53 1.4it/s 5.2s<32.5s  11/200 67.9G 1.573 2.427 0.007833 642 640: 15% ━╸────────── 8/53 1.5it/s 5.8s<31.0s  11/200 67.9G 1.574 2.422 0.0078 719 640: 17% ━━────────── 9/53 1.5it/s 6.5s<29.8s  11/200 67.9G 1.584 2.423 0.007797 761 640: 19% ━━────────── 10/53 1.5it/s 7.1s<28.8s  11/200 67.9G 1.577 2.404 0.007766 625 640: 21% ━━────────── 11/53 1.5it/s 7.8s<27.8s  11/200 67.9G 1.578 2.408 0.007804 616 640: 23% ━━╸───────── 12/53 1.5it/s 8.4s<27.0s  11/200 67.9G 1.574 2.393 0.007783 658 640: 25% ━━╸───────── 13/53 1.5it/s 9.1s<26.2s  11/200 67.9G 1.572 2.378 0.007819 609 640: 26% ━━━───────── 14/53 1.5it/s 9.7s<25.5s  11/200 67.9G 1.576 2.39 0.007855 616 640: 28% ━━━───────── 15/53 1.5it/s 10.4s<24.9s  11/200 67.9G 1.584 2.397 0.00787 835 640: 30% ━━━╸──────── 16/53 1.5it/s 11.1s<24.3s  11/200 67.9G 1.581 2.389 0.007867 650 640: 32% ━━━╸──────── 17/53 1.5it/s 11.7s<23.6s  11/200 67.9G 1.577 2.38 0.007869 615 640: 34% ━━━━──────── 18/53 1.5it/s 12.4s<22.8s  11/200 67.9G 1.576 2.367 0.007834 615 640: 36% ━━━━──────── 19/53 1.5it/s 13.0s<22.2s  11/200 67.9G 1.578 2.372 0.007876 551 640: 38% ━━━━╸─────── 20/53 1.5it/s 13.7s<21.4s  11/200 67.9G 1.575 2.368 0.007906 615 640: 40% ━━━━╸─────── 21/53 1.5it/s 14.3s<20.8s  11/200 67.9G 1.574 2.361 0.007835 770 640: 42% ━━━━╸─────── 22/53 1.5it/s 15.0s<20.2s  11/200 67.9G 1.574 2.358 0.007807 662 640: 43% ━━━━━─────── 23/53 1.5it/s 15.6s<19.5s  11/200 67.9G 1.574 2.357 0.00784 585 640: 45% ━━━━━─────── 24/53 1.5it/s 16.3s<18.8s  11/200 67.9G 1.572 2.354 0.007847 678 640: 47% ━━━━━╸────── 25/53 1.5it/s 16.9s<18.2s  11/200 67.9G 1.57 2.349 0.007842 640 640: 49% ━━━━━╸────── 26/53 1.5it/s 17.6s<17.6s  11/200 67.9G 1.571 2.352 0.007828 820 640: 51% ━━━━━━────── 27/53 1.5it/s 18.2s<16.9s  11/200 67.9G 1.572 2.357 0.00786 627 640: 53% ━━━━━━────── 28/53 1.5it/s 18.9s<16.3s  11/200 67.9G 1.574 2.352 0.007832 734 640: 55% ━━━━━━╸───── 29/53 1.5it/s 19.5s<15.6s  11/200 67.9G 1.574 2.353 0.007842 576 640: 57% ━━━━━━╸───── 30/53 1.5it/s 20.2s<15.0s  11/200 67.9G 1.574 2.352 0.007813 697 640: 58% ━━━━━━━───── 31/53 1.5it/s 20.8s<14.3s  11/200 67.9G 1.574 2.354 0.007811 612 640: 60% ━━━━━━━───── 32/53 1.5it/s 21.5s<13.7s  11/200 67.9G 1.576 2.354 0.007817 695 640: 62% ━━━━━━━───── 33/53 1.5it/s 22.1s<13.0s  11/200 67.9G 1.577 2.358 0.007807 751 640: 64% ━━━━━━━╸──── 34/53 1.5it/s 22.8s<12.4s  11/200 67.9G 1.577 2.357 0.007815 602 640: 66% ━━━━━━━╸──── 35/53 1.5it/s 23.4s<11.7s  11/200 67.9G 1.576 2.356 0.007826 674 640: 68% ━━━━━━━━──── 36/53 1.5it/s 24.1s<11.1s  11/200 67.9G 1.577 2.355 0.007802 794 640: 70% ━━━━━━━━──── 37/53 1.5it/s 24.7s<10.4s  11/200 67.9G 1.576 2.352 0.007788 657 640: 72% ━━━━━━━━╸─── 38/53 1.5it/s 25.4s<9.8s  11/200 67.9G 1.577 2.355 0.007776 660 640: 74% ━━━━━━━━╸─── 39/53 1.5it/s 26.0s<9.1s  11/200 67.9G 1.575 2.353 0.007773 659 640: 75% ━━━━━━━━━─── 40/53 1.5it/s 26.7s<8.5s  11/200 67.9G 1.574 2.355 0.007765 658 640: 77% ━━━━━━━━━─── 41/53 1.5it/s 27.3s<7.8s  11/200 67.9G 1.572 2.352 0.00775 672 640: 79% ━━━━━━━━━╸── 42/53 1.5it/s 28.0s<7.2s  11/200 67.9G 1.571 2.353 0.007748 559 640: 81% ━━━━━━━━━╸── 43/53 1.5it/s 28.6s<6.5s  11/200 67.9G 1.57 2.356 0.007742 678 640: 83% ━━━━━━━━━╸── 44/53 1.5it/s 29.3s<5.9s  11/200 67.9G 1.569 2.351 0.007746 633 640: 85% ━━━━━━━━━━── 45/53 1.5it/s 29.9s<5.2s  11/200 67.9G 1.568 2.349 0.007748 677 640: 87% ━━━━━━━━━━── 46/53 1.5it/s 30.6s<4.6s  11/200 67.9G 1.568 2.348 0.007746 679 640: 89% ━━━━━━━━━━╸─ 47/53 1.5it/s 31.2s<3.9s  11/200 67.9G 1.569 2.349 0.007753 668 640: 91% ━━━━━━━━━━╸─ 48/53 1.5it/s 31.9s<3.3s  11/200 67.9G 1.568 2.349 0.007745 681 640: 92% ━━━━━━━━━━━─ 49/53 1.5it/s 32.5s<2.6s  11/200 67.9G 1.567 2.346 0.007768 547 640: 94% ━━━━━━━━━━━─ 50/53 1.5it/s 33.2s<2.0s  11/200 67.9G 1.567 2.349 0.007777 623 640: 96% ━━━━━━━━━━━╸ 51/53 1.5it/s 33.8s<1.3s  11/200 67.9G 1.567 2.346 0.007753 105 640: 98% ━━━━━━━━━━━╸ 52/53 2.4it/s 34.1s<0.4s  11/200 67.9G 1.567 2.346 0.007753 105 640: 100% ━━━━━━━━━━━━ 53/53 1.6it/s 34.1s +  Class Images Instances Box(P R mAP50 mAP50-95): 100% ━━━━━━━━━━━━ 1/1 2.4it/s 0.4s + all 177 1609 0.715 0.689 0.71 0.395 + + Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size +  12/200 67.3G 1.574 2.431 0.007553 570 640: 0% ──────────── 0/53 0.7s  12/200 67.3G 1.606 2.412 0.007818 629 640: 2% ──────────── 1/53 2.2s/it 1.3s<1:52  12/200 67.3G 1.585 2.378 0.008088 671 640: 4% ──────────── 2/53 1.3s/it 2.0s<1:05  12/200 67.3G 1.582 2.333 0.007797 690 640: 6% ╸─────────── 3/53 1.0it/s 2.6s<49.5s  12/200 67.3G 1.573 2.327 0.007737 670 640: 8% ╸─────────── 4/53 1.2it/s 3.3s<42.0s  12/200 67.3G 1.567 2.32 0.007739 665 640: 9% ━─────────── 5/53 1.3it/s 3.9s<37.5s  12/200 67.3G 1.557 2.292 0.007794 617 640: 11% ━─────────── 6/53 1.4it/s 4.6s<34.6s  12/200 67.3G 1.557 2.264 0.007751 678 640: 13% ━╸────────── 7/53 1.4it/s 5.2s<32.5s  12/200 67.3G 1.568 2.274 0.007741 690 640: 15% ━╸────────── 8/53 1.5it/s 5.9s<31.0s  12/200 67.3G 1.568 2.265 0.007697 677 640: 17% ━━────────── 9/53 1.5it/s 6.5s<29.8s  12/200 67.3G 1.576 2.286 0.007608 791 640: 19% ━━────────── 10/53 1.5it/s 7.2s<28.8s  12/200 67.3G 1.582 2.307 0.007624 732 640: 21% ━━────────── 11/53 1.5it/s 7.8s<27.9s  12/200 67.3G 1.584 2.312 0.007621 660 640: 23% ━━╸───────── 12/53 1.5it/s 8.5s<27.1s  12/200 67.3G 1.589 2.32 0.007651 707 640: 25% ━━╸───────── 13/53 1.5it/s 9.1s<26.3s  12/200 67.3G 1.582 2.318 0.007721 618 640: 26% ━━━───────── 14/53 1.5it/s 9.8s<25.5s  12/200 67.3G 1.578 2.317 0.007718 625 640: 28% ━━━───────── 15/53 1.5it/s 10.4s<24.9s  12/200 67.3G 1.579 2.325 0.007741 635 640: 30% ━━━╸──────── 16/53 1.5it/s 11.1s<24.1s  12/200 67.3G 1.581 2.309 0.007771 631 640: 32% ━━━╸──────── 17/53 1.5it/s 11.7s<23.4s  12/200 67.3G 1.585 2.32 0.007756 764 640: 34% ━━━━──────── 18/53 1.5it/s 12.4s<22.8s  12/200 67.3G 1.583 2.314 0.007764 609 640: 36% ━━━━──────── 19/53 1.5it/s 13.0s<22.1s  12/200 67.3G 1.582 2.323 0.007765 686 640: 38% ━━━━╸─────── 20/53 1.5it/s 13.7s<21.5s  12/200 67.3G 1.581 2.315 0.007806 537 640: 40% ━━━━╸─────── 21/53 1.5it/s 14.3s<20.7s  12/200 67.3G 1.582 2.323 0.007807 669 640: 42% ━━━━╸─────── 22/53 1.5it/s 15.0s<20.2s  12/200 67.3G 1.578 2.313 0.007805 623 640: 43% ━━━━━─────── 23/53 1.5it/s 15.6s<19.5s  12/200 67.3G 1.579 2.318 0.007808 705 640: 45% ━━━━━─────── 24/53 1.5it/s 16.3s<18.9s  12/200 67.3G 1.577 2.313 0.007821 648 640: 47% ━━━━━╸────── 25/53 1.5it/s 16.9s<18.3s  12/200 67.3G 1.577 2.311 0.007771 741 640: 49% ━━━━━╸────── 26/53 1.5it/s 17.6s<17.6s  12/200 67.3G 1.577 2.314 0.007766 669 640: 51% ━━━━━━────── 27/53 1.5it/s 18.2s<17.0s  12/200 67.3G 1.574 2.31 0.007767 536 640: 53% ━━━━━━────── 28/53 1.5it/s 18.9s<16.4s  12/200 67.3G 1.574 2.31 0.00774 772 640: 55% ━━━━━━╸───── 29/53 1.5it/s 19.5s<15.7s  12/200 67.3G 1.576 2.316 0.007738 693 640: 57% ━━━━━━╸───── 30/53 1.5it/s 20.2s<15.0s  12/200 67.3G 1.572 2.308 0.007727 535 640: 58% ━━━━━━━───── 31/53 1.5it/s 20.8s<14.3s  12/200 67.3G 1.574 2.312 0.007734 701 640: 60% ━━━━━━━───── 32/53 1.5it/s 21.5s<13.7s  12/200 67.3G 1.575 2.313 0.007747 619 640: 62% ━━━━━━━───── 33/53 1.5it/s 22.2s<13.2s  12/200 67.3G 1.574 2.314 0.007742 609 640: 64% ━━━━━━━╸──── 34/53 1.5it/s 22.8s<12.5s  12/200 67.3G 1.572 2.311 0.007751 629 640: 66% ━━━━━━━╸──── 35/53 1.5it/s 23.5s<11.8s  12/200 67.3G 1.572 2.308 0.007758 650 640: 68% ━━━━━━━━──── 36/53 1.5it/s 24.1s<11.1s  12/200 67.3G 1.572 2.309 0.007765 623 640: 70% ━━━━━━━━──── 37/53 1.5it/s 24.8s<10.4s  12/200 67.3G 1.572 2.312 0.007755 731 640: 72% ━━━━━━━━╸─── 38/53 1.5it/s 25.4s<9.8s  12/200 67.3G 1.574 2.316 0.007779 733 640: 74% ━━━━━━━━╸─── 39/53 1.5it/s 26.1s<9.1s  12/200 67.3G 1.576 2.32 0.007774 769 640: 75% ━━━━━━━━━─── 40/53 1.5it/s 26.7s<8.5s  12/200 67.3G 1.577 2.319 0.007767 751 640: 77% ━━━━━━━━━─── 41/53 1.5it/s 27.4s<7.8s  12/200 67.3G 1.577 2.321 0.007789 552 640: 79% ━━━━━━━━━╸── 42/53 1.5it/s 28.0s<7.1s  12/200 67.3G 1.577 2.322 0.007792 738 640: 81% ━━━━━━━━━╸── 43/53 1.5it/s 28.7s<6.5s  12/200 67.3G 1.576 2.32 0.007784 678 640: 83% ━━━━━━━━━╸── 44/53 1.5it/s 29.3s<5.8s  12/200 67.3G 1.574 2.316 0.007768 641 640: 85% ━━━━━━━━━━── 45/53 1.5it/s 30.0s<5.2s  12/200 67.3G 1.573 2.313 0.007746 667 640: 87% ━━━━━━━━━━── 46/53 1.5it/s 30.6s<4.5s  12/200 67.3G 1.57 2.307 0.007756 610 640: 89% ━━━━━━━━━━╸─ 47/53 1.5it/s 31.3s<3.9s  12/200 67.3G 1.571 2.307 0.00775 674 640: 91% ━━━━━━━━━━╸─ 48/53 1.5it/s 31.9s<3.2s  12/200 67.3G 1.572 2.313 0.007754 677 640: 92% ━━━━━━━━━━━─ 49/53 1.5it/s 32.6s<2.6s  12/200 67.3G 1.572 2.315 0.007764 613 640: 94% ━━━━━━━━━━━─ 50/53 1.5it/s 33.2s<2.0s  12/200 67.3G 1.572 2.318 0.007767 689 640: 96% ━━━━━━━━━━━╸ 51/53 1.5it/s 33.9s<1.3s  12/200 67.3G 1.574 2.324 0.007774 94 640: 98% ━━━━━━━━━━━╸ 52/53 2.4it/s 34.1s<0.4s  12/200 67.3G 1.574 2.324 0.007774 94 640: 100% ━━━━━━━━━━━━ 53/53 1.6it/s 34.1s +  Class Images Instances Box(P R mAP50 mAP50-95): 100% ━━━━━━━━━━━━ 1/1 2.5it/s 0.4s + all 177 1609 0.628 0.67 0.678 0.352 + + Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size +  13/200 67.1G 1.605 2.408 0.008041 640 640: 0% ──────────── 0/53 0.7s  13/200 67.1G 1.583 2.351 0.007629 587 640: 2% ──────────── 1/53 2.2s/it 1.3s<1:52  13/200 67.1G 1.563 2.314 0.007407 705 640: 4% ──────────── 2/53 1.3s/it 1.9s<1:05  13/200 67.1G 1.556 2.288 0.007417 697 640: 6% ╸─────────── 3/53 1.0it/s 2.6s<49.3s  13/200 67.1G 1.557 2.302 0.007454 680 640: 8% ╸─────────── 4/53 1.2it/s 3.2s<41.7s  13/200 67.1G 1.562 2.344 0.007512 714 640: 9% ━─────────── 5/53 1.3it/s 3.9s<37.4s  13/200 67.1G 1.556 2.342 0.007596 589 640: 11% ━─────────── 6/53 1.4it/s 4.5s<34.6s  13/200 67.1G 1.557 2.351 0.007583 701 640: 13% ━╸────────── 7/53 1.4it/s 5.2s<32.7s  13/200 67.1G 1.553 2.337 0.007609 612 640: 15% ━╸────────── 8/53 1.4it/s 5.9s<31.1s  13/200 67.1G 1.548 2.319 0.007636 619 640: 17% ━━────────── 9/53 1.5it/s 6.5s<29.9s  13/200 67.1G 1.551 2.331 0.007632 701 640: 19% ━━────────── 10/53 1.5it/s 7.1s<28.7s  13/200 67.1G 1.547 2.323 0.007644 610 640: 21% ━━────────── 11/53 1.5it/s 7.8s<27.9s  13/200 67.1G 1.547 2.319 0.007691 632 640: 23% ━━╸───────── 12/53 1.5it/s 8.4s<27.0s  13/200 67.1G 1.546 2.312 0.007694 642 640: 25% ━━╸───────── 13/53 1.5it/s 9.1s<26.2s  13/200 67.1G 1.544 2.305 0.007638 637 640: 26% ━━━───────── 14/53 1.5it/s 9.7s<25.5s  13/200 67.1G 1.545 2.302 0.007574 643 640: 28% ━━━───────── 15/53 1.5it/s 10.4s<24.8s  13/200 67.1G 1.54 2.291 0.00758 574 640: 30% ━━━╸──────── 16/53 1.5it/s 11.0s<24.1s  13/200 67.1G 1.539 2.276 0.00757 610 640: 32% ━━━╸──────── 17/53 1.5it/s 11.7s<23.4s  13/200 67.1G 1.537 2.276 0.007612 603 640: 34% ━━━━──────── 18/53 1.5it/s 12.3s<22.7s  13/200 67.1G 1.538 2.27 0.007583 661 640: 36% ━━━━──────── 19/53 1.5it/s 13.0s<22.1s  13/200 67.1G 1.54 2.275 0.007551 753 640: 38% ━━━━╸─────── 20/53 1.5it/s 13.6s<21.4s  13/200 67.1G 1.54 2.282 0.007572 637 640: 40% ━━━━╸─────── 21/53 1.5it/s 14.3s<20.9s  13/200 67.1G 1.542 2.284 0.007554 742 640: 42% ━━━━╸─────── 22/53 1.5it/s 14.9s<20.2s  13/200 67.1G 1.538 2.281 0.007568 686 640: 43% ━━━━━─────── 23/53 1.5it/s 15.6s<19.6s  13/200 67.1G 1.538 2.282 0.007557 620 640: 45% ━━━━━─────── 24/53 1.5it/s 16.2s<18.9s  13/200 67.1G 1.54 2.291 0.00759 697 640: 47% ━━━━━╸────── 25/53 1.5it/s 16.9s<18.2s  13/200 67.1G 1.54 2.284 0.00757 716 640: 49% ━━━━━╸────── 26/53 1.5it/s 17.5s<17.6s  13/200 67.1G 1.542 2.286 0.007591 688 640: 51% ━━━━━━────── 27/53 1.5it/s 18.2s<16.9s  13/200 67.1G 1.543 2.287 0.007589 567 640: 53% ━━━━━━────── 28/53 1.5it/s 18.8s<16.2s  13/200 67.1G 1.546 2.29 0.007569 807 640: 55% ━━━━━━╸───── 29/53 1.5it/s 19.5s<15.6s  13/200 67.1G 1.548 2.292 0.007565 627 640: 57% ━━━━━━╸───── 30/53 1.5it/s 20.2s<15.0s  13/200 67.1G 1.548 2.292 0.007572 753 640: 58% ━━━━━━━───── 31/53 1.5it/s 20.8s<14.3s  13/200 67.1G 1.548 2.29 0.007621 553 640: 60% ━━━━━━━───── 32/53 1.5it/s 21.4s<13.6s  13/200 67.1G 1.55 2.29 0.007607 743 640: 62% ━━━━━━━───── 33/53 1.5it/s 22.1s<13.0s  13/200 67.1G 1.55 2.286 0.007594 778 640: 64% ━━━━━━━╸──── 34/53 1.5it/s 22.7s<12.3s  13/200 67.1G 1.55 2.286 0.007593 583 640: 66% ━━━━━━━╸──── 35/53 1.5it/s 23.4s<11.8s  13/200 67.1G 1.55 2.282 0.007613 598 640: 68% ━━━━━━━━──── 36/53 1.5it/s 24.1s<11.1s  13/200 67.1G 1.549 2.279 0.007612 673 640: 70% ━━━━━━━━──── 37/53 1.5it/s 24.7s<10.5s  13/200 67.1G 1.55 2.28 0.00761 671 640: 72% ━━━━━━━━╸─── 38/53 1.5it/s 25.4s<9.8s  13/200 67.1G 1.551 2.278 0.007605 755 640: 74% ━━━━━━━━╸─── 39/53 1.5it/s 26.0s<9.1s  13/200 67.1G 1.55 2.277 0.007611 679 640: 75% ━━━━━━━━━─── 40/53 1.5it/s 26.7s<8.5s  13/200 67.1G 1.551 2.276 0.007615 613 640: 77% ━━━━━━━━━─── 41/53 1.5it/s 27.3s<7.8s  13/200 67.1G 1.551 2.273 0.007609 705 640: 79% ━━━━━━━━━╸── 42/53 1.5it/s 28.0s<7.2s  13/200 67.1G 1.551 2.268 0.007614 642 640: 81% ━━━━━━━━━╸── 43/53 1.5it/s 28.6s<6.5s  13/200 67.1G 1.551 2.266 0.007625 665 640: 83% ━━━━━━━━━╸── 44/53 1.5it/s 29.3s<5.9s  13/200 67.1G 1.551 2.267 0.007628 712 640: 85% ━━━━━━━━━━── 45/53 1.5it/s 29.9s<5.2s  13/200 67.1G 1.551 2.266 0.007644 655 640: 87% ━━━━━━━━━━── 46/53 1.5it/s 30.6s<4.6s  13/200 67.1G 1.552 2.267 0.007643 738 640: 89% ━━━━━━━━━━╸─ 47/53 1.5it/s 31.2s<3.9s  13/200 67.1G 1.552 2.265 0.007637 759 640: 91% ━━━━━━━━━━╸─ 48/53 1.5it/s 31.9s<3.3s  13/200 67.1G 1.551 2.263 0.007619 723 640: 92% ━━━━━━━━━━━─ 49/53 1.5it/s 32.6s<2.6s  13/200 67.1G 1.551 2.263 0.007617 742 640: 94% ━━━━━━━━━━━─ 50/53 1.5it/s 33.2s<2.0s  13/200 67.1G 1.552 2.267 0.007612 717 640: 96% ━━━━━━━━━━━╸ 51/53 1.5it/s 33.9s<1.3s  13/200 67.1G 1.551 2.259 0.007644 89 640: 98% ━━━━━━━━━━━╸ 52/53 2.4it/s 34.1s<0.4s  13/200 67.1G 1.551 2.259 0.007644 89 640: 100% ━━━━━━━━━━━━ 53/53 1.6it/s 34.1s +  Class Images Instances Box(P R mAP50 mAP50-95): 100% ━━━━━━━━━━━━ 1/1 2.4it/s 0.4s + all 177 1609 0.721 0.639 0.689 0.356 + + Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size +  14/200 68.2G 1.56 2.157 0.007304 646 640: 0% ──────────── 0/53 0.7s  14/200 68.2G 1.562 2.238 0.007932 635 640: 2% ──────────── 1/53 2.2s/it 1.3s<1:53  14/200 68.2G 1.576 2.347 0.008205 575 640: 4% ──────────── 2/53 1.3s/it 2.0s<1:05  14/200 68.2G 1.564 2.333 0.007934 677 640: 6% ╸─────────── 3/53 1.0it/s 2.6s<49.6s  14/200 68.2G 1.571 2.316 0.007748 726 640: 8% ╸─────────── 4/53 1.2it/s 3.3s<42.0s  14/200 68.2G 1.57 2.284 0.007598 705 640: 9% ━─────────── 5/53 1.3it/s 3.9s<37.5s  14/200 68.2G 1.566 2.286 0.007634 740 640: 11% ━─────────── 6/53 1.4it/s 4.6s<34.6s  14/200 68.2G 1.567 2.278 0.007581 745 640: 13% ━╸────────── 7/53 1.4it/s 5.2s<32.7s  14/200 68.2G 1.565 2.256 0.00756 651 640: 15% ━╸────────── 8/53 1.5it/s 5.9s<31.0s  14/200 68.2G 1.556 2.241 0.007607 577 640: 17% ━━────────── 9/53 1.5it/s 6.5s<29.7s  14/200 68.2G 1.562 2.263 0.007718 591 640: 19% ━━────────── 10/53 1.5it/s 7.1s<28.6s  14/200 68.2G 1.554 2.231 0.007773 550 640: 21% ━━────────── 11/53 1.5it/s 7.8s<27.7s  14/200 68.2G 1.557 2.229 0.007725 654 640: 23% ━━╸───────── 12/53 1.5it/s 8.4s<26.9s  14/200 68.2G 1.556 2.226 0.007649 731 640: 25% ━━╸───────── 13/53 1.5it/s 9.1s<26.1s  14/200 68.2G 1.56 2.23 0.007658 726 640: 26% ━━━───────── 14/53 1.5it/s 9.7s<25.4s  14/200 68.2G 1.561 2.237 0.007667 683 640: 28% ━━━───────── 15/53 1.5it/s 10.4s<24.7s  14/200 68.2G 1.561 2.235 0.007637 638 640: 30% ━━━╸──────── 16/53 1.5it/s 11.0s<24.0s  14/200 68.2G 1.56 2.237 0.00768 674 640: 32% ━━━╸──────── 17/53 1.5it/s 11.7s<23.4s  14/200 68.2G 1.563 2.244 0.007719 606 640: 34% ━━━━──────── 18/53 1.5it/s 12.3s<22.7s  14/200 68.2G 1.558 2.238 0.00774 568 640: 36% ━━━━──────── 19/53 1.5it/s 13.0s<22.0s  14/200 68.2G 1.555 2.247 0.007763 574 640: 38% ━━━━╸─────── 20/53 1.5it/s 13.6s<21.4s  14/200 68.2G 1.553 2.239 0.007733 704 640: 40% ━━━━╸─────── 21/53 1.5it/s 14.3s<20.7s  14/200 68.2G 1.552 2.238 0.007734 621 640: 42% ━━━━╸─────── 22/53 1.5it/s 14.9s<20.1s  14/200 68.2G 1.553 2.238 0.007725 759 640: 43% ━━━━━─────── 23/53 1.5it/s 15.6s<19.5s  14/200 68.2G 1.554 2.241 0.0077 742 640: 45% ━━━━━─────── 24/53 1.5it/s 16.2s<18.8s  14/200 68.2G 1.551 2.24 0.00769 623 640: 47% ━━━━━╸────── 25/53 1.5it/s 16.9s<18.2s  14/200 68.2G 1.549 2.237 0.00768 669 640: 49% ━━━━━╸────── 26/53 1.5it/s 17.5s<17.5s  14/200 68.2G 1.549 2.231 0.007692 602 640: 51% ━━━━━━────── 27/53 1.5it/s 18.2s<16.9s  14/200 68.2G 1.548 2.231 0.007688 648 640: 53% ━━━━━━────── 28/53 1.5it/s 18.8s<16.2s  14/200 68.2G 1.547 2.23 0.007697 707 640: 55% ━━━━━━╸───── 29/53 1.5it/s 19.5s<15.6s  14/200 68.2G 1.546 2.224 0.007665 703 640: 57% ━━━━━━╸───── 30/53 1.5it/s 20.1s<15.0s  14/200 68.2G 1.546 2.223 0.007665 644 640: 58% ━━━━━━━───── 31/53 1.5it/s 20.8s<14.3s  14/200 68.2G 1.546 2.226 0.007658 599 640: 60% ━━━━━━━───── 32/53 1.5it/s 21.4s<13.6s  14/200 68.2G 1.545 2.223 0.007661 613 640: 62% ━━━━━━━───── 33/53 1.5it/s 22.1s<13.0s  14/200 68.2G 1.545 2.219 0.007671 632 640: 64% ━━━━━━━╸──── 34/53 1.5it/s 22.7s<12.5s  14/200 68.2G 1.547 2.22 0.007682 608 640: 66% ━━━━━━━╸──── 35/53 1.5it/s 23.4s<11.9s  14/200 68.2G 1.547 2.222 0.007688 703 640: 68% ━━━━━━━━──── 36/53 1.5it/s 24.1s<11.2s  14/200 68.2G 1.544 2.22 0.007713 518 640: 70% ━━━━━━━━──── 37/53 1.5it/s 24.7s<10.5s  14/200 68.2G 1.547 2.226 0.007739 699 640: 72% ━━━━━━━━╸─── 38/53 1.5it/s 25.4s<9.8s  14/200 68.2G 1.548 2.228 0.007723 755 640: 74% ━━━━━━━━╸─── 39/53 1.5it/s 26.0s<9.2s  14/200 68.2G 1.547 2.226 0.007714 785 640: 75% ━━━━━━━━━─── 40/53 1.5it/s 26.7s<8.5s  14/200 68.2G 1.546 2.225 0.007697 751 640: 77% ━━━━━━━━━─── 41/53 1.5it/s 27.3s<7.8s  14/200 68.2G 1.547 2.225 0.007692 749 640: 79% ━━━━━━━━━╸── 42/53 1.5it/s 28.0s<7.2s  14/200 68.2G 1.547 2.227 0.007692 708 640: 81% ━━━━━━━━━╸── 43/53 1.5it/s 28.6s<6.5s  14/200 68.2G 1.547 2.225 0.007678 649 640: 83% ━━━━━━━━━╸── 44/53 1.5it/s 29.3s<5.9s  14/200 68.2G 1.546 2.226 0.007662 688 640: 85% ━━━━━━━━━━── 45/53 1.5it/s 29.9s<5.2s  14/200 68.2G 1.545 2.224 0.007675 575 640: 87% ━━━━━━━━━━── 46/53 1.5it/s 30.6s<4.5s  14/200 68.2G 1.544 2.221 0.007683 564 640: 89% ━━━━━━━━━━╸─ 47/53 1.5it/s 31.2s<3.9s  14/200 68.2G 1.545 2.227 0.007679 678 640: 91% ━━━━━━━━━━╸─ 48/53 1.5it/s 31.8s<3.2s  14/200 68.2G 1.544 2.228 0.007668 762 640: 92% ━━━━━━━━━━━─ 49/53 1.5it/s 32.5s<2.6s  14/200 68.2G 1.544 2.225 0.00766 618 640: 94% ━━━━━━━━━━━─ 50/53 1.5it/s 33.2s<2.0s  14/200 68.2G 1.544 2.224 0.00767 626 640: 96% ━━━━━━━━━━━╸ 51/53 1.5it/s 33.8s<1.3s  14/200 68.2G 1.545 2.225 0.007653 88 640: 98% ━━━━━━━━━━━╸ 52/53 2.4it/s 34.0s<0.4s  14/200 68.2G 1.545 2.225 0.007653 88 640: 100% ━━━━━━━━━━━━ 53/53 1.6it/s 34.0s +  Class Images Instances Box(P R mAP50 mAP50-95): 100% ━━━━━━━━━━━━ 1/1 2.2it/s 0.4s + all 177 1609 0.712 0.667 0.73 0.409 + + Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size +  15/200 67.7G 1.593 2.2 0.007704 686 640: 0% ──────────── 0/53 0.7s  15/200 67.7G 1.556 2.176 0.007344 663 640: 2% ──────────── 1/53 2.2s/it 1.3s<1:52  15/200 67.7G 1.563 2.198 0.007271 723 640: 4% ──────────── 2/53 1.3s/it 2.0s<1:05  15/200 67.7G 1.562 2.202 0.007345 706 640: 6% ╸─────────── 3/53 1.0it/s 2.6s<49.3s  15/200 67.7G 1.564 2.179 0.007294 703 640: 8% ╸─────────── 4/53 1.2it/s 3.3s<42.0s  15/200 67.7G 1.567 2.211 0.007448 584 640: 9% ━─────────── 5/53 1.3it/s 3.9s<37.4s  15/200 67.7G 1.564 2.205 0.007414 626 640: 11% ━─────────── 6/53 1.4it/s 4.5s<34.5s  15/200 67.7G 1.553 2.188 0.007362 660 640: 13% ━╸────────── 7/53 1.4it/s 5.2s<32.4s  15/200 67.7G 1.553 2.216 0.007486 642 640: 15% ━╸────────── 8/53 1.5it/s 5.8s<30.9s  15/200 67.7G 1.555 2.222 0.007454 602 640: 17% ━━────────── 9/53 1.5it/s 6.5s<29.7s  15/200 67.7G 1.552 2.223 0.007488 638 640: 19% ━━────────── 10/53 1.5it/s 7.1s<28.7s  15/200 67.7G 1.557 2.229 0.00749 704 640: 21% ━━────────── 11/53 1.5it/s 7.8s<27.8s  15/200 67.7G 1.556 2.24 0.007487 700 640: 23% ━━╸───────── 12/53 1.5it/s 8.4s<27.0s  15/200 67.7G 1.558 2.237 0.007454 722 640: 25% ━━╸───────── 13/53 1.5it/s 9.1s<26.3s  15/200 67.7G 1.552 2.236 0.007535 570 640: 26% ━━━───────── 14/53 1.5it/s 9.7s<25.5s  15/200 67.7G 1.552 2.229 0.007539 633 640: 28% ━━━───────── 15/53 1.5it/s 10.4s<24.8s  15/200 67.7G 1.548 2.229 0.007511 671 640: 30% ━━━╸──────── 16/53 1.5it/s 11.0s<24.1s  15/200 67.7G 1.545 2.228 0.007494 635 640: 32% ━━━╸──────── 17/53 1.5it/s 11.7s<23.4s  15/200 67.7G 1.544 2.222 0.007492 580 640: 34% ━━━━──────── 18/53 1.5it/s 12.3s<22.7s  15/200 67.7G 1.543 2.225 0.007488 659 640: 36% ━━━━──────── 19/53 1.5it/s 13.0s<22.0s  15/200 67.7G 1.543 2.234 0.007469 716 640: 38% ━━━━╸─────── 20/53 1.5it/s 13.6s<21.4s  15/200 67.7G 1.538 2.23 0.007442 646 640: 40% ━━━━╸─────── 21/53 1.5it/s 14.3s<20.8s  15/200 67.7G 1.536 2.226 0.007444 573 640: 42% ━━━━╸─────── 22/53 1.5it/s 14.9s<20.1s  15/200 67.7G 1.539 2.232 0.007462 683 640: 43% ━━━━━─────── 23/53 1.5it/s 15.6s<19.5s  15/200 67.7G 1.542 2.235 0.007457 762 640: 45% ━━━━━─────── 24/53 1.5it/s 16.2s<18.9s  15/200 67.7G 1.543 2.227 0.007469 671 640: 47% ━━━━━╸────── 25/53 1.5it/s 16.9s<18.2s  15/200 67.7G 1.542 2.222 0.007462 588 640: 49% ━━━━━╸────── 26/53 1.5it/s 17.5s<17.5s  15/200 67.7G 1.541 2.222 0.007456 661 640: 51% ━━━━━━────── 27/53 1.5it/s 18.2s<16.9s  15/200 67.7G 1.544 2.224 0.007447 655 640: 53% ━━━━━━────── 28/53 1.5it/s 18.8s<16.3s  15/200 67.7G 1.543 2.224 0.007432 701 640: 55% ━━━━━━╸───── 29/53 1.5it/s 19.5s<15.7s  15/200 67.7G 1.543 2.225 0.007435 596 640: 57% ━━━━━━╸───── 30/53 1.5it/s 20.1s<15.1s  15/200 67.7G 1.543 2.225 0.007458 658 640: 58% ━━━━━━━───── 31/53 1.5it/s 20.8s<14.4s  15/200 67.7G 1.543 2.224 0.00746 634 640: 60% ━━━━━━━───── 32/53 1.5it/s 21.4s<13.7s  15/200 67.7G 1.545 2.223 0.007462 652 640: 62% ━━━━━━━───── 33/53 1.5it/s 22.1s<13.0s  15/200 67.7G 1.546 2.223 0.007475 659 640: 64% ━━━━━━━╸──── 34/53 1.5it/s 22.8s<12.4s  15/200 67.7G 1.544 2.218 0.007494 634 640: 66% ━━━━━━━╸──── 35/53 1.5it/s 23.4s<11.7s  15/200 67.7G 1.545 2.221 0.007492 660 640: 68% ━━━━━━━━──── 36/53 1.5it/s 24.0s<11.1s  15/200 67.7G 1.546 2.219 0.007491 643 640: 70% ━━━━━━━━──── 37/53 1.5it/s 24.7s<10.4s  15/200 67.7G 1.545 2.218 0.007498 684 640: 72% ━━━━━━━━╸─── 38/53 1.5it/s 25.3s<9.7s  15/200 67.7G 1.545 2.213 0.007504 624 640: 74% ━━━━━━━━╸─── 39/53 1.5it/s 26.0s<9.1s  15/200 67.7G 1.545 2.208 0.007526 541 640: 75% ━━━━━━━━━─── 40/53 1.5it/s 26.6s<8.5s  15/200 67.7G 1.543 2.204 0.007512 689 640: 77% ━━━━━━━━━─── 41/53 1.5it/s 27.3s<7.8s  15/200 67.7G 1.542 2.203 0.007493 674 640: 79% ━━━━━━━━━╸── 42/53 1.5it/s 27.9s<7.2s  15/200 67.7G 1.54 2.2 0.007493 700 640: 81% ━━━━━━━━━╸── 43/53 1.5it/s 28.6s<6.5s  15/200 67.7G 1.539 2.198 0.007473 647 640: 83% ━━━━━━━━━╸── 44/53 1.5it/s 29.3s<5.9s  15/200 67.7G 1.539 2.193 0.007465 737 640: 85% ━━━━━━━━━━── 45/53 1.5it/s 29.9s<5.2s  15/200 67.7G 1.54 2.193 0.007477 706 640: 87% ━━━━━━━━━━── 46/53 1.5it/s 30.6s<4.6s  15/200 67.7G 1.539 2.19 0.007488 563 640: 89% ━━━━━━━━━━╸─ 47/53 1.5it/s 31.2s<3.9s  15/200 67.7G 1.538 2.186 0.007482 624 640: 91% ━━━━━━━━━━╸─ 48/53 1.5it/s 31.8s<3.2s  15/200 67.7G 1.537 2.186 0.007478 702 640: 92% ━━━━━━━━━━━─ 49/53 1.5it/s 32.5s<2.6s  15/200 67.7G 1.538 2.187 0.00748 640 640: 94% ━━━━━━━━━━━─ 50/53 1.5it/s 33.1s<1.9s  15/200 67.7G 1.537 2.183 0.007483 679 640: 96% ━━━━━━━━━━━╸ 51/53 1.5it/s 33.8s<1.3s  15/200 67.7G 1.537 2.185 0.007479 88 640: 98% ━━━━━━━━━━━╸ 52/53 2.4it/s 34.0s<0.4s  15/200 67.7G 1.537 2.185 0.007479 88 640: 100% ━━━━━━━━━━━━ 53/53 1.6it/s 34.0s +  Class Images Instances Box(P R mAP50 mAP50-95): 100% ━━━━━━━━━━━━ 1/1 2.5it/s 0.4s + all 177 1609 0.54 0.481 0.494 0.242 + + Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size +  16/200 67G 1.569 2.178 0.007742 700 640: 0% ──────────── 0/53 0.7s  16/200 67G 1.551 2.255 0.007824 660 640: 2% ──────────── 1/53 2.2s/it 1.3s<1:52  16/200 67G 1.579 2.275 0.007808 752 640: 4% ──────────── 2/53 1.3s/it 2.0s<1:05  16/200 67G 1.562 2.211 0.008031 588 640: 6% ╸─────────── 3/53 1.0it/s 2.6s<49.4s  16/200 67G 1.56 2.231 0.007771 713 640: 8% ╸─────────── 4/53 1.2it/s 3.2s<41.9s  16/200 67G 1.559 2.223 0.007672 668 640: 9% ━─────────── 5/53 1.3it/s 3.9s<37.4s  16/200 67G 1.549 2.198 0.007506 661 640: 11% ━─────────── 6/53 1.4it/s 4.5s<34.6s  16/200 67G 1.54 2.175 0.00747 614 640: 13% ━╸────────── 7/53 1.4it/s 5.2s<32.5s  16/200 67G 1.537 2.182 0.007491 677 640: 15% ━╸────────── 8/53 1.5it/s 5.8s<31.0s  16/200 67G 1.54 2.192 0.007542 663 640: 17% ━━────────── 9/53 1.5it/s 6.5s<29.7s  16/200 67G 1.538 2.197 0.00758 606 640: 19% ━━────────── 10/53 1.5it/s 7.1s<28.6s  16/200 67G 1.538 2.201 0.00755 705 640: 21% ━━────────── 11/53 1.5it/s 7.8s<27.8s  16/200 67G 1.547 2.217 0.007603 706 640: 23% ━━╸───────── 12/53 1.5it/s 8.4s<27.0s  16/200 67G 1.547 2.209 0.007603 677 640: 25% ━━╸───────── 13/53 1.5it/s 9.1s<26.3s  16/200 67G 1.545 2.201 0.00757 706 640: 26% ━━━───────── 14/53 1.5it/s 9.7s<25.6s  16/200 67G 1.545 2.192 0.007521 683 640: 28% ━━━───────── 15/53 1.5it/s 10.4s<24.9s  16/200 67G 1.539 2.188 0.007489 668 640: 30% ━━━╸──────── 16/53 1.5it/s 11.0s<24.1s  16/200 67G 1.537 2.188 0.007468 673 640: 32% ━━━╸──────── 17/53 1.5it/s 11.7s<23.4s  16/200 67G 1.536 2.188 0.007457 710 640: 34% ━━━━──────── 18/53 1.5it/s 12.3s<22.7s  16/200 67G 1.539 2.194 0.007433 655 640: 36% ━━━━──────── 19/53 1.5it/s 13.0s<22.1s  16/200 67G 1.537 2.196 0.00746 610 640: 38% ━━━━╸─────── 20/53 1.5it/s 13.6s<21.4s  16/200 67G 1.538 2.197 0.007437 644 640: 40% ━━━━╸─────── 21/53 1.5it/s 14.3s<20.8s  16/200 67G 1.537 2.187 0.007448 646 640: 42% ━━━━╸─────── 22/53 1.5it/s 14.9s<20.1s  16/200 67G 1.537 2.189 0.007457 712 640: 43% ━━━━━─────── 23/53 1.5it/s 15.6s<19.4s  16/200 67G 1.534 2.187 0.007499 586 640: 45% ━━━━━─────── 24/53 1.5it/s 16.2s<18.8s  16/200 67G 1.533 2.187 0.007468 722 640: 47% ━━━━━╸────── 25/53 1.5it/s 16.9s<18.2s  16/200 67G 1.533 2.191 0.007498 637 640: 49% ━━━━━╸────── 26/53 1.5it/s 17.5s<17.6s  16/200 67G 1.535 2.197 0.007499 713 640: 51% ━━━━━━────── 27/53 1.5it/s 18.2s<16.9s  16/200 67G 1.536 2.201 0.007492 681 640: 53% ━━━━━━────── 28/53 1.5it/s 18.9s<16.4s  16/200 67G 1.534 2.199 0.007516 547 640: 55% ━━━━━━╸───── 29/53 1.5it/s 19.5s<15.7s  16/200 67G 1.534 2.198 0.007499 632 640: 57% ━━━━━━╸───── 30/53 1.5it/s 20.1s<15.0s  16/200 67G 1.534 2.196 0.007523 619 640: 58% ━━━━━━━───── 31/53 1.5it/s 20.8s<14.3s  16/200 67G 1.533 2.194 0.00753 635 640: 60% ━━━━━━━───── 32/53 1.5it/s 21.4s<13.7s  16/200 67G 1.533 2.197 0.007516 682 640: 62% ━━━━━━━───── 33/53 1.5it/s 22.1s<13.0s  16/200 67G 1.532 2.195 0.007498 659 640: 64% ━━━━━━━╸──── 34/53 1.5it/s 22.7s<12.4s  16/200 67G 1.534 2.193 0.007495 717 640: 66% ━━━━━━━╸──── 35/53 1.5it/s 23.4s<11.7s  16/200 67G 1.534 2.19 0.007485 645 640: 68% ━━━━━━━━──── 36/53 1.5it/s 24.0s<11.1s  16/200 67G 1.533 2.187 0.007489 605 640: 70% ━━━━━━━━──── 37/53 1.5it/s 24.7s<10.4s  16/200 67G 1.532 2.185 0.007513 623 640: 72% ━━━━━━━━╸─── 38/53 1.5it/s 25.4s<9.8s  16/200 67G 1.534 2.185 0.007504 756 640: 74% ━━━━━━━━╸─── 39/53 1.5it/s 26.0s<9.1s  16/200 67G 1.534 2.188 0.007508 642 640: 75% ━━━━━━━━━─── 40/53 1.5it/s 26.7s<8.5s  16/200 67G 1.533 2.186 0.007494 594 640: 77% ━━━━━━━━━─── 41/53 1.5it/s 27.3s<7.8s  16/200 67G 1.532 2.185 0.007485 642 640: 79% ━━━━━━━━━╸── 42/53 1.5it/s 28.0s<7.2s  16/200 67G 1.531 2.181 0.007478 723 640: 81% ━━━━━━━━━╸── 43/53 1.5it/s 28.6s<6.5s  16/200 67G 1.53 2.183 0.007486 591 640: 83% ━━━━━━━━━╸── 44/53 1.5it/s 29.3s<5.9s  16/200 67G 1.53 2.184 0.007475 688 640: 85% ━━━━━━━━━━── 45/53 1.5it/s 29.9s<5.2s  16/200 67G 1.529 2.18 0.007472 639 640: 87% ━━━━━━━━━━── 46/53 1.5it/s 30.6s<4.6s  16/200 67G 1.53 2.182 0.007477 638 640: 89% ━━━━━━━━━━╸─ 47/53 1.5it/s 31.2s<3.9s  16/200 67G 1.531 2.182 0.007477 759 640: 91% ━━━━━━━━━━╸─ 48/53 1.5it/s 31.9s<3.3s  16/200 67G 1.531 2.183 0.007475 637 640: 92% ━━━━━━━━━━━─ 49/53 1.5it/s 32.5s<2.6s  16/200 67G 1.531 2.185 0.007463 716 640: 94% ━━━━━━━━━━━─ 50/53 1.5it/s 33.2s<2.0s  16/200 67G 1.529 2.182 0.007459 633 640: 96% ━━━━━━━━━━━╸ 51/53 1.5it/s 33.8s<1.3s  16/200 67G 1.528 2.18 0.007434 86 640: 98% ━━━━━━━━━━━╸ 52/53 2.4it/s 34.0s<0.4s  16/200 67G 1.528 2.18 0.007434 86 640: 100% ━━━━━━━━━━━━ 53/53 1.6it/s 34.0s +  Class Images Instances Box(P R mAP50 mAP50-95): 100% ━━━━━━━━━━━━ 1/1 2.5it/s 0.4s + all 177 1609 0.738 0.673 0.697 0.426 + + Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size +  17/200 67.2G 1.55 2.083 0.007865 671 640: 0% ──────────── 0/53 0.7s  17/200 67.2G 1.49 1.998 0.007149 586 640: 2% ──────────── 1/53 2.2s/it 1.3s<1:52  17/200 67.2G 1.493 2.024 0.007413 654 640: 4% ──────────── 2/53 1.3s/it 1.9s<1:05  17/200 67.2G 1.513 2.082 0.007544 651 640: 6% ╸─────────── 3/53 1.0s/it 2.6s<50.1s  17/200 67.2G 1.512 2.086 0.00742 636 640: 8% ╸─────────── 4/53 1.1it/s 3.3s<42.9s  17/200 67.2G 1.515 2.09 0.007572 612 640: 9% ━─────────── 5/53 1.3it/s 3.9s<37.9s  17/200 67.2G 1.522 2.09 0.007569 628 640: 11% ━─────────── 6/53 1.3it/s 4.6s<34.8s  17/200 67.2G 1.528 2.081 0.007553 693 640: 13% ━╸────────── 7/53 1.4it/s 5.2s<32.7s  17/200 67.2G 1.526 2.079 0.007616 620 640: 15% ━╸────────── 8/53 1.4it/s 5.9s<31.2s  17/200 67.2G 1.521 2.087 0.007615 620 640: 17% ━━────────── 9/53 1.5it/s 6.5s<29.8s  17/200 67.2G 1.517 2.078 0.007611 587 640: 19% ━━────────── 10/53 1.5it/s 7.2s<28.7s  17/200 67.2G 1.513 2.073 0.007556 574 640: 21% ━━────────── 11/53 1.5it/s 7.8s<27.9s  17/200 67.2G 1.518 2.094 0.007599 715 640: 23% ━━╸───────── 12/53 1.5it/s 8.5s<27.1s  17/200 67.2G 1.519 2.097 0.007661 598 640: 25% ━━╸───────── 13/53 1.5it/s 9.1s<26.3s  17/200 67.2G 1.514 2.102 0.007671 638 640: 26% ━━━───────── 14/53 1.5it/s 9.8s<25.5s  17/200 67.2G 1.511 2.11 0.007644 639 640: 28% ━━━───────── 15/53 1.5it/s 10.4s<24.7s  17/200 67.2G 1.516 2.114 0.007613 699 640: 30% ━━━╸──────── 16/53 1.5it/s 11.1s<24.0s  17/200 67.2G 1.515 2.12 0.007587 700 640: 32% ━━━╸──────── 17/53 1.5it/s 11.7s<23.4s  17/200 67.2G 1.515 2.12 0.007566 582 640: 34% ━━━━──────── 18/53 1.5it/s 12.4s<22.7s  17/200 67.2G 1.512 2.122 0.007578 639 640: 36% ━━━━──────── 19/53 1.5it/s 13.0s<22.1s  17/200 67.2G 1.513 2.125 0.007615 609 640: 38% ━━━━╸─────── 20/53 1.5it/s 13.7s<21.4s  17/200 67.2G 1.515 2.143 0.007566 781 640: 40% ━━━━╸─────── 21/53 1.5it/s 14.3s<20.8s  17/200 67.2G 1.517 2.145 0.007581 666 640: 42% ━━━━╸─────── 22/53 1.5it/s 15.0s<20.1s  17/200 67.2G 1.516 2.146 0.007559 668 640: 43% ━━━━━─────── 23/53 1.5it/s 15.6s<19.5s  17/200 67.2G 1.516 2.147 0.007531 636 640: 45% ━━━━━─────── 24/53 1.5it/s 16.3s<18.9s  17/200 67.2G 1.515 2.144 0.007508 654 640: 47% ━━━━━╸────── 25/53 1.5it/s 16.9s<18.2s  17/200 67.2G 1.516 2.142 0.007523 590 640: 49% ━━━━━╸────── 26/53 1.5it/s 17.6s<17.6s  17/200 67.2G 1.514 2.139 0.007515 667 640: 51% ━━━━━━────── 27/53 1.5it/s 18.2s<16.9s  17/200 67.2G 1.515 2.146 0.007519 667 640: 53% ━━━━━━────── 28/53 1.5it/s 18.9s<16.2s  17/200 67.2G 1.515 2.143 0.007536 671 640: 55% ━━━━━━╸───── 29/53 1.5it/s 19.5s<15.6s  17/200 67.2G 1.515 2.141 0.007516 656 640: 57% ━━━━━━╸───── 30/53 1.5it/s 20.2s<15.0s  17/200 67.2G 1.516 2.148 0.007514 642 640: 58% ━━━━━━━───── 31/53 1.5it/s 20.8s<14.3s  17/200 67.2G 1.516 2.149 0.007499 801 640: 60% ━━━━━━━───── 32/53 1.5it/s 21.5s<13.7s  17/200 67.2G 1.518 2.154 0.0075 679 640: 62% ━━━━━━━───── 33/53 1.5it/s 22.1s<13.0s  17/200 67.2G 1.518 2.156 0.007472 779 640: 64% ━━━━━━━╸──── 34/53 1.5it/s 22.8s<12.3s  17/200 67.2G 1.517 2.155 0.007473 623 640: 66% ━━━━━━━╸──── 35/53 1.5it/s 23.4s<11.7s  17/200 67.2G 1.516 2.154 0.007475 625 640: 68% ━━━━━━━━──── 36/53 1.5it/s 24.1s<11.0s  17/200 67.2G 1.517 2.149 0.007482 640 640: 70% ━━━━━━━━──── 37/53 1.5it/s 24.7s<10.4s  17/200 67.2G 1.516 2.145 0.00749 547 640: 72% ━━━━━━━━╸─── 38/53 1.5it/s 25.4s<9.7s  17/200 67.2G 1.516 2.15 0.007505 684 640: 74% ━━━━━━━━╸─── 39/53 1.5it/s 26.0s<9.1s  17/200 67.2G 1.517 2.157 0.007511 634 640: 75% ━━━━━━━━━─── 40/53 1.5it/s 26.7s<8.5s  17/200 67.2G 1.517 2.159 0.007509 580 640: 77% ━━━━━━━━━─── 41/53 1.5it/s 27.3s<7.8s  17/200 67.2G 1.517 2.161 0.007492 786 640: 79% ━━━━━━━━━╸── 42/53 1.5it/s 28.0s<7.2s  17/200 67.2G 1.516 2.162 0.007505 643 640: 81% ━━━━━━━━━╸── 43/53 1.5it/s 28.6s<6.5s  17/200 67.2G 1.517 2.167 0.007503 678 640: 83% ━━━━━━━━━╸── 44/53 1.5it/s 29.3s<5.9s  17/200 67.2G 1.516 2.165 0.007505 628 640: 85% ━━━━━━━━━━── 45/53 1.5it/s 29.9s<5.2s  17/200 67.2G 1.516 2.16 0.007485 689 640: 87% ━━━━━━━━━━── 46/53 1.5it/s 30.6s<4.6s  17/200 67.2G 1.516 2.159 0.007505 628 640: 89% ━━━━━━━━━━╸─ 47/53 1.5it/s 31.2s<3.9s  17/200 67.2G 1.516 2.16 0.007501 669 640: 91% ━━━━━━━━━━╸─ 48/53 1.5it/s 31.9s<3.3s  17/200 67.2G 1.515 2.159 0.007493 718 640: 92% ━━━━━━━━━━━─ 49/53 1.5it/s 32.5s<2.6s  17/200 67.2G 1.516 2.161 0.007494 746 640: 94% ━━━━━━━━━━━─ 50/53 1.5it/s 33.2s<2.0s  17/200 67.2G 1.516 2.16 0.007497 650 640: 96% ━━━━━━━━━━━╸ 51/53 1.5it/s 33.9s<1.3s  17/200 67.2G 1.514 2.159 0.007522 99 640: 98% ━━━━━━━━━━━╸ 52/53 2.4it/s 34.1s<0.4s  17/200 67.2G 1.514 2.159 0.007522 99 640: 100% ━━━━━━━━━━━━ 53/53 1.6it/s 34.1s +  Class Images Instances Box(P R mAP50 mAP50-95): 100% ━━━━━━━━━━━━ 1/1 2.6it/s 0.4s + all 177 1609 0.698 0.654 0.698 0.411 + + Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size +  18/200 67.5G 1.505 2.058 0.00679 685 640: 0% ──────────── 0/53 0.6s  18/200 67.5G 1.528 2.15 0.007524 634 640: 2% ──────────── 1/53 2.2s/it 1.3s<1:53  18/200 67.5G 1.531 2.148 0.00771 659 640: 4% ──────────── 2/53 1.3s/it 1.9s<1:05  18/200 67.5G 1.541 2.171 0.00758 657 640: 6% ╸─────────── 3/53 1.0it/s 2.6s<49.4s  18/200 67.5G 1.535 2.164 0.007618 682 640: 8% ╸─────────── 4/53 1.2it/s 3.2s<41.8s  18/200 67.5G 1.531 2.16 0.007585 602 640: 9% ━─────────── 5/53 1.3it/s 3.9s<37.3s  18/200 67.5G 1.523 2.152 0.007559 642 640: 11% ━─────────── 6/53 1.4it/s 4.5s<34.6s  18/200 67.5G 1.51 2.14 0.007549 587 640: 13% ━╸────────── 7/53 1.4it/s 5.2s<32.5s  18/200 67.5G 1.512 2.139 0.007533 664 640: 15% ━╸────────── 8/53 1.5it/s 5.8s<31.0s  18/200 67.5G 1.518 2.153 0.007549 809 640: 17% ━━────────── 9/53 1.5it/s 6.5s<29.7s  18/200 67.5G 1.52 2.148 0.007581 656 640: 19% ━━─��──────── 10/53 1.5it/s 7.1s<28.8s  18/200 67.5G 1.512 2.146 0.007643 578 640: 21% ━━────────── 11/53 1.5it/s 7.8s<27.8s  18/200 67.5G 1.507 2.143 0.007589 653 640: 23% ━━╸───────── 12/53 1.5it/s 8.4s<27.0s  18/200 67.5G 1.506 2.145 0.007552 716 640: 25% ━━╸───────── 13/53 1.5it/s 9.1s<26.3s  18/200 67.5G 1.504 2.136 0.007539 512 640: 26% ━━━───────── 14/53 1.5it/s 9.7s<25.5s  18/200 67.5G 1.5 2.128 0.007542 575 640: 28% ━━━───────── 15/53 1.5it/s 10.4s<24.8s  18/200 67.5G 1.5 2.129 0.007524 632 640: 30% ━━━╸──────── 16/53 1.5it/s 11.0s<24.1s  18/200 67.5G 1.504 2.14 0.007534 736 640: 32% ━━━╸──────── 17/53 1.5it/s 11.7s<23.4s  18/200 67.5G 1.506 2.143 0.007521 764 640: 34% ━━━━──────── 18/53 1.5it/s 12.3s<22.8s  18/200 67.5G 1.509 2.153 0.007501 768 640: 36% ━━━━──────── 19/53 1.5it/s 13.0s<22.1s  18/200 67.5G 1.51 2.153 0.007518 677 640: 38% ━━━━╸─────── 20/53 1.5it/s 13.6s<21.5s  18/200 67.5G 1.508 2.147 0.007505 566 640: 40% ━━━━╸─────── 21/53 1.5it/s 14.3s<20.8s  18/200 67.5G 1.509 2.144 0.007527 607 640: 42% ━━━━╸─────── 22/53 1.5it/s 14.9s<20.2s  18/200 67.5G 1.506 2.135 0.007498 685 640: 43% ━━━━━─────── 23/53 1.5it/s 15.6s<19.5s  18/200 67.5G 1.507 2.134 0.007487 641 640: 45% ━━━━━─────── 24/53 1.5it/s 16.2s<18.9s  18/200 67.5G 1.506 2.131 0.007493 633 640: 47% ━━━━━╸────── 25/53 1.5it/s 16.9s<18.2s  18/200 67.5G 1.505 2.13 0.007487 662 640: 49% ━━━━━╸────── 26/53 1.5it/s 17.5s<17.5s  18/200 67.5G 1.503 2.127 0.007523 650 640: 51% ━━━━━━────── 27/53 1.5it/s 18.2s<16.9s  18/200 67.5G 1.503 2.126 0.007514 692 640: 53% ━━━━━━────── 28/53 1.5it/s 18.8s<16.2s  18/200 67.5G 1.503 2.124 0.007507 728 640: 55% ━━━━━━╸───── 29/53 1.5it/s 19.5s<15.6s  18/200 67.5G 1.505 2.125 0.007491 627 640: 57% ━━━━━━╸───── 30/53 1.5it/s 20.1s<14.9s  18/200 67.5G 1.507 2.127 0.007508 622 640: 58% ━━━━━━━───── 31/53 1.5it/s 20.8s<14.3s  18/200 67.5G 1.508 2.127 0.007482 671 640: 60% ━━━━━━━───── 32/53 1.5it/s 21.4s<13.6s  18/200 67.5G 1.506 2.124 0.007496 526 640: 62% ━━━━━━━───── 33/53 1.5it/s 22.1s<13.1s  18/200 67.5G 1.506 2.121 0.007469 703 640: 64% ━━━━━━━╸──── 34/53 1.5it/s 22.7s<12.4s  18/200 67.5G 1.504 2.119 0.00745 621 640: 66% ━━━━━━━╸──── 35/53 1.5it/s 23.4s<11.7s  18/200 67.5G 1.502 2.116 0.007445 654 640: 68% ━━━━━━━━──── 36/53 1.5it/s 24.0s<11.1s  18/200 67.5G 1.502 2.119 0.007439 620 640: 70% ━━━━━━━━──── 37/53 1.5it/s 24.7s<10.4s  18/200 67.5G 1.505 2.12 0.007419 803 640: 72% ━━━━━━━━╸─── 38/53 1.5it/s 25.3s<9.8s  18/200 67.5G 1.504 2.12 0.007424 691 640: 74% ━━━━━━━━╸─── 39/53 1.5it/s 26.0s<9.1s  18/200 67.5G 1.505 2.121 0.007441 624 640: 75% ━━━━━━━━━─── 40/53 1.5it/s 26.6s<8.5s  18/200 67.5G 1.505 2.121 0.007452 619 640: 77% ━━━━━━━━━─── 41/53 1.5it/s 27.3s<7.8s  18/200 67.5G 1.503 2.118 0.007448 608 640: 79% ━━━━━━━━━╸── 42/53 1.5it/s 27.9s<7.2s  18/200 67.5G 1.502 2.116 0.007438 643 640: 81% ━━━━━━━━━╸── 43/53 1.5it/s 28.6s<6.5s  18/200 67.5G 1.5 2.112 0.007436 573 640: 83% ━━━━━━━━━╸── 44/53 1.5it/s 29.2s<5.9s  18/200 67.5G 1.499 2.113 0.007442 627 640: 85% ━━━━━━━━━━── 45/53 1.5it/s 29.9s<5.2s  18/200 67.5G 1.498 2.109 0.007441 624 640: 87% ━━━━━━━━━━── 46/53 1.5it/s 30.5s<4.5s  18/200 67.5G 1.498 2.109 0.007446 673 640: 89% ━━━━━━━━━━╸─ 47/53 1.5it/s 31.2s<3.9s  18/200 67.5G 1.498 2.107 0.007444 664 640: 91% ━━━━━━━━━━╸─ 48/53 1.5it/s 31.8s<3.3s  18/200 67.5G 1.498 2.107 0.007431 645 640: 92% ━━━━━━━━━━━─ 49/53 1.5it/s 32.5s<2.6s  18/200 67.5G 1.498 2.107 0.007433 642 640: 94% ━━━━━━━━━━━─ 50/53 1.5it/s 33.1s<1.9s  18/200 67.5G 1.498 2.103 0.007437 682 640: 96% ━━━━━━━━━━━╸ 51/53 1.5it/s 33.8s<1.3s  18/200 67.5G 1.499 2.097 0.007413 86 640: 98% ━━━━━━━━━━━╸ 52/53 2.4it/s 34.0s<0.4s  18/200 67.5G 1.499 2.097 0.007413 86 640: 100% ━━━━━━━━━━━━ 53/53 1.6it/s 34.0s +  Class Images Instances Box(P R mAP50 mAP50-95): 100% ━━━━━━━━━━━━ 1/1 2.5it/s 0.4s + all 177 1609 0.697 0.645 0.65 0.384 + + Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size +  19/200 67.9G 1.57 2.304 0.0074 675 640: 0% ──────────── 0/53 0.6s  19/200 67.9G 1.55 2.243 0.007596 638 640: 2% ──────────── 1/53 2.2s/it 1.3s<1:53  19/200 67.9G 1.524 2.176 0.007574 584 640: 4% ──────────── 2/53 1.3s/it 1.9s<1:05  19/200 67.9G 1.518 2.164 0.007592 729 640: 6% ╸─────────── 3/53 1.0it/s 2.6s<49.2s  19/200 67.9G 1.516 2.16 0.007563 665 640: 8% ╸─────────── 4/53 1.2it/s 3.2s<41.7s  19/200 67.9G 1.518 2.158 0.007552 663 640: 9% ━─────────── 5/53 1.3it/s 3.9s<37.4s  19/200 67.9G 1.526 2.16 0.007499 724 640: 11% ━─────────── 6/53 1.4it/s 4.5s<34.6s  19/200 67.9G 1.526 2.161 0.007348 729 640: 13% ━╸────────── 7/53 1.4it/s 5.2s<32.5s  19/200 67.9G 1.527 2.148 0.007333 658 640: 15% ━╸────────── 8/53 1.5it/s 5.8s<30.9s  19/200 67.9G 1.522 2.137 0.007328 655 640: 17% ━━────────── 9/53 1.5it/s 6.5s<30.0s  19/200 67.9G 1.512 2.138 0.007281 646 640: 19% ━━────────── 10/53 1.5it/s 7.2s<29.3s  19/200 67.9G 1.516 2.149 0.007302 758 640: 21% ━━────────── 11/53 1.5it/s 7.8s<28.2s  19/200 67.9G 1.515 2.147 0.007253 621 640: 23% ━━╸───────── 12/53 1.5it/s 8.5s<27.2s  19/200 67.9G 1.515 2.135 0.007264 712 640: 25% ━━╸───────── 13/53 1.5it/s 9.1s<26.4s  19/200 67.9G 1.518 2.139 0.007268 720 640: 26% ━━━───────── 14/53 1.5it/s 9.8s<25.6s  19/200 67.9G 1.515 2.126 0.00727 621 640: 28% ━━━───────── 15/53 1.5it/s 10.4s<24.8s  19/200 67.9G 1.515 2.121 0.007272 693 640: 30% ━━━╸──────── 16/53 1.5it/s 11.1s<24.2s  19/200 67.9G 1.512 2.11 0.007297 635 640: 32% ━━━╸──────── 17/53 1.5it/s 11.7s<23.7s  19/200 67.9G 1.511 2.1 0.007239 759 640: 34% ━━━━──────── 18/53 1.5it/s 12.4s<23.0s  19/200 67.9G 1.509 2.096 0.007266 581 640: 36% ━━━━──────── 19/53 1.5it/s 13.1s<22.5s  19/200 67.9G 1.504 2.094 0.007299 546 640: 38% ━━━━╸─────── 20/53 1.5it/s 13.7s<21.7s  19/200 67.9G 1.504 2.094 0.007321 618 640: 40% ━━━━╸─────── 21/53 1.5it/s 14.4s<21.0s  19/200 67.9G 1.502 2.09 0.007326 652 640: 42% ━━━━╸─────── 22/53 1.5it/s 15.0s<20.3s  19/200 67.9G 1.502 2.094 0.007331 684 640: 43% ━━━━━─────── 23/53 1.5it/s 15.7s<19.6s  19/200 67.9G 1.5 2.091 0.007317 669 640: 45% ━━━━━─────── 24/53 1.5it/s 16.3s<18.9s  19/200 67.9G 1.497 2.086 0.007308 682 640: 47% ━━━━━╸────── 25/53 1.5it/s 17.0s<18.2s  19/200 67.9G 1.499 2.089 0.007298 770 640: 49% ━━━━━╸────── 26/53 1.5it/s 17.6s<17.6s  19/200 67.9G 1.498 2.088 0.007336 587 640: 51% ━━━━━━────── 27/53 1.5it/s 18.3s<16.9s  19/200 67.9G 1.495 2.084 0.007335 634 640: 53% ━━━━━━────── 28/53 1.5it/s 18.9s<16.2s  19/200 67.9G 1.495 2.081 0.007341 691 640: 55% ━━━━━━╸───── 29/53 1.5it/s 19.6s<15.5s  19/200 67.9G 1.495 2.085 0.007321 653 640: 57% ━━━━━━╸───── 30/53 1.5it/s 20.2s<14.9s  19/200 67.9G 1.494 2.087 0.007302 705 640: 58% ━━━━━━━───── 31/53 1.5it/s 20.8s<14.2s  19/200 67.9G 1.492 2.081 0.007306 612 640: 60% ━━━━━━━───── 32/53 1.5it/s 21.5s<13.6s  19/200 67.9G 1.49 2.081 0.007302 631 640: 62% ━━━━━━━───── 33/53 1.5it/s 22.1s<12.9s  19/200 67.9G 1.489 2.077 0.007297 562 640: 64% ━━━━━━━╸──── 34/53 1.5it/s 22.8s<12.3s  19/200 67.9G 1.489 2.08 0.007302 630 640: 66% ━━━━━━━╸──── 35/53 1.5it/s 23.4s<11.7s  19/200 67.9G 1.489 2.081 0.007296 685 640: 68% ━━━━━━━━──── 36/53 1.5it/s 24.1s<11.0s  19/200 67.9G 1.489 2.078 0.00729 753 640: 70% ━━━━━━━━──── 37/53 1.5it/s 24.7s<10.4s  19/200 67.9G 1.491 2.079 0.007283 655 640: 72% ━━━━━━━━╸─── 38/53 1.5it/s 25.4s<9.8s  19/200 67.9G 1.489 2.076 0.007275 670 640: 74% ━━━━━━━━╸─── 39/53 1.5it/s 26.0s<9.1s  19/200 67.9G 1.49 2.077 0.007288 598 640: 75% ━━━━━━━━━─── 40/53 1.5it/s 26.7s<8.4s  19/200 67.9G 1.491 2.08 0.007265 764 640: 77% ━━━━━━━━━─── 41/53 1.5it/s 27.3s<7.8s  19/200 67.9G 1.49 2.079 0.00728 544 640: 79% ━━━━━━━━━╸── 42/53 1.5it/s 28.0s<7.1s  19/200 67.9G 1.489 2.077 0.007274 684 640: 81% ━━━━━━━━━╸── 43/53 1.5it/s 28.6s<6.5s  19/200 67.9G 1.49 2.079 0.007277 718 640: 83% ━━━━━━━━━╸── 44/53 1.5it/s 29.3s<5.9s  19/200 67.9G 1.489 2.074 0.007275 612 640: 85% ━━━━━━━━━━── 45/53 1.5it/s 29.9s<5.2s  19/200 67.9G 1.489 2.074 0.007279 637 640: 87% ━━━━━━━━━━── 46/53 1.5it/s 30.6s<4.5s  19/200 67.9G 1.49 2.075 0.007278 631 640: 89% ━━━━━━━━━━╸─ 47/53 1.5it/s 31.2s<3.9s  19/200 67.9G 1.49 2.074 0.007275 687 640: 91% ━━━━━━━━━━╸─ 48/53 1.5it/s 31.9s<3.2s  19/200 67.9G 1.489 2.073 0.007271 656 640: 92% ━━━━━━━━━━━─ 49/53 1.5it/s 32.5s<2.6s  19/200 67.9G 1.487 2.07 0.007267 682 640: 94% ━━━━━━━━━━━─ 50/53 1.5it/s 33.2s<1.9s  19/200 67.9G 1.487 2.068 0.00727 623 640: 96% ━━━━━━━━━━━╸ 51/53 1.5it/s 33.8s<1.3s  19/200 67.9G 1.486 2.07 0.007286 80 640: 98% ━━━━━━━━━━━╸ 52/53 2.4it/s 34.0s<0.4s  19/200 67.9G 1.486 2.07 0.007286 80 640: 100% ━━━━━━━━━━━━ 53/53 1.6it/s 34.0s +  Class Images Instances Box(P R mAP50 mAP50-95): 100% ━━━━━━━━━━━━ 1/1 2.6it/s 0.4s + all 177 1609 0.691 0.67 0.701 0.402 + + Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size +  20/200 68G 1.482 2.144 0.00709 639 640: 0% ──────────── 0/53 0.7s  20/200 68G 1.5 2.071 0.006885 730 640: 2% ──────────── 1/53 2.2s/it 1.3s<1:52  20/200 68G 1.486 2.032 0.007031 743 640: 4% ──────────── 2/53 1.3s/it 2.0s<1:05  20/200 68G 1.487 2.018 0.007115 704 640: 6% ╸─────────── 3/53 1.0it/s 2.6s<49.3s  20/200 68G 1.483 2.018 0.007057 708 640: 8% ╸─────────── 4/53 1.2it/s 3.2s<41.7s  20/200 68G 1.477 2.017 0.007307 524 640: 9% ━─────────── 5/53 1.3it/s 3.9s<37.2s  20/200 68G 1.491 2.05 0.007247 700 640: 11% ━─────────── 6/53 1.4it/s 4.5s<34.5s  20/200 68G 1.488 2.035 0.007264 641 640: 13% ━╸────────── 7/53 1.4it/s 5.2s<32.5s  20/200 68G 1.492 2.056 0.007279 673 640: 15% ━╸────────── 8/53 1.5it/s 5.8s<31.0s  20/200 68G 1.501 2.074 0.007252 716 640: 17% ━━────────── 9/53 1.5it/s 6.5s<29.7s  20/200 68G 1.499 2.082 0.007216 705 640: 19% ━━────────── 10/53 1.5it/s 7.1s<28.8s  20/200 68G 1.499 2.087 0.007221 681 640: 21% ━━────────── 11/53 1.5it/s 7.8s<27.8s  20/200 68G 1.498 2.087 0.007257 655 640: 23% ━━╸───────── 12/53 1.5it/s 8.4s<27.0s  20/200 68G 1.496 2.078 0.007208 633 640: 25% ━━╸───────── 13/53 1.5it/s 9.1s<26.2s  20/200 68G 1.487 2.072 0.007208 588 640: 26% ━━━───────── 14/53 1.5it/s 9.7s<25.4s  20/200 68G 1.486 2.067 0.007243 606 640: 28% ━━━───────── 15/53 1.5it/s 10.4s<24.6s  20/200 68G 1.491 2.074 0.007261 819 640: 30% ━━━╸──────── 16/53 1.5it/s 11.0s<24.0s  20/200 68G 1.49 2.078 0.007263 656 640: 32% ━━━╸──────── 17/53 1.5it/s 11.7s<23.3s  20/200 68G 1.491 2.091 0.007303 608 640: 34% ━━━━──────── 18/53 1.5it/s 12.3s<22.6s  20/200 68G 1.488 2.084 0.007305 581 640: 36% ━━━━──────── 19/53 1.5it/s 13.0s<22.0s  20/200 68G 1.486 2.081 0.007288 605 640: 38% ━━━━╸─────── 20/53 1.5it/s 13.6s<21.3s  20/200 68G 1.486 2.074 0.007299 647 640: 40% ━━━━╸─────── 21/53 1.5it/s 14.2s<20.7s  20/200 68G 1.488 2.078 0.007282 667 640: 42% ━━━━╸─────── 22/53 1.5it/s 14.9s<20.1s  20/200 68G 1.489 2.073 0.007272 738 640: 43% ━━━━━─────── 23/53 1.5it/s 15.5s<19.4s  20/200 68G 1.487 2.069 0.007252 646 640: 45% ━━━━━─────── 24/53 1.5it/s 16.2s<18.8s  20/200 68G 1.483 2.069 0.007246 593 640: 47% ━━━━━╸────── 25/53 1.5it/s 16.8s<18.2s  20/200 68G 1.484 2.067 0.00722 697 640: 49% ━━━━━╸────── 26/53 1.5it/s 17.5s<17.5s  20/200 68G 1.482 2.059 0.00718 716 640: 51% ━━━━━━────── 27/53 1.5it/s 18.1s<16.9s  20/200 68G 1.481 2.06 0.007175 608 640: 53% ━━━━━━────── 28/53 1.5it/s 18.8s<16.2s  20/200 68G 1.479 2.058 0.007149 698 640: 55% ━━━━━━╸───── 29/53 1.5it/s 19.4s<15.5s  20/200 68G 1.48 2.054 0.007166 676 640: 57% ━━━━━━╸───── 30/53 1.5it/s 20.1s<15.0s  20/200 68G 1.478 2.051 0.007154 555 640: 58% ━━━━━━━───── 31/53 1.5it/s 20.7s<14.3s  20/200 68G 1.477 2.053 0.00717 602 640: 60% ━━━━━━━───── 32/53 1.5it/s 21.4s<13.6s  20/200 68G 1.477 2.052 0.007164 604 640: 62% ━━━━━━━───── 33/53 1.5it/s 22.0s<13.0s  20/200 68G 1.476 2.049 0.007128 722 640: 64% ━━━━━━━╸──── 34/53 1.5it/s 22.7s<12.3s  20/200 68G 1.475 2.049 0.007133 603 640: 66% ━━━━━━━╸──── 35/53 1.5it/s 23.3s<11.7s  20/200 68G 1.474 2.052 0.007138 633 640: 68% ━━��━━━━━──── 36/53 1.5it/s 24.0s<11.0s  20/200 68G 1.475 2.058 0.007141 671 640: 70% ━━━━━━━━──── 37/53 1.5it/s 24.6s<10.4s  20/200 68G 1.474 2.057 0.007132 629 640: 72% ━━━━━━━━╸─── 38/53 1.5it/s 25.3s<9.7s  20/200 68G 1.474 2.057 0.007135 655 640: 74% ━━━━━━━━╸─── 39/53 1.5it/s 25.9s<9.1s  20/200 68G 1.474 2.06 0.007137 648 640: 75% ━━━━━━━━━─── 40/53 1.5it/s 26.6s<8.4s  20/200 68G 1.475 2.058 0.007138 720 640: 77% ━━━━━━━━━─── 41/53 1.5it/s 27.2s<7.8s  20/200 68G 1.474 2.061 0.007135 645 640: 79% ━━━━━━━━━╸── 42/53 1.5it/s 27.9s<7.1s  20/200 68G 1.474 2.064 0.007146 692 640: 81% ━━━━━━━━━╸── 43/53 1.5it/s 28.5s<6.5s  20/200 68G 1.475 2.068 0.007148 719 640: 83% ━━━━━━━━━╸── 44/53 1.5it/s 29.2s<5.9s  20/200 68G 1.475 2.067 0.007147 650 640: 85% ━━━━━━━━━━── 45/53 1.5it/s 29.8s<5.2s  20/200 68G 1.477 2.067 0.007137 707 640: 87% ━━━━━━━━━━── 46/53 1.5it/s 30.5s<4.6s  20/200 68G 1.476 2.063 0.007139 662 640: 89% ━━━━━━━━━━╸─ 47/53 1.5it/s 31.1s<3.9s  20/200 68G 1.474 2.061 0.007134 578 640: 91% ━━━━━━━━━━╸─ 48/53 1.5it/s 31.8s<3.3s  20/200 68G 1.474 2.061 0.007138 665 640: 92% ━━━━━━━━━━━─ 49/53 1.5it/s 32.4s<2.6s  20/200 68G 1.475 2.062 0.007134 737 640: 94% ━━━━━━━━━━━─ 50/53 1.5it/s 33.1s<2.0s  20/200 68G 1.475 2.063 0.00716 561 640: 96% ━━━━━━━━━━━╸ 51/53 1.5it/s 33.8s<1.3s  20/200 68G 1.474 2.055 0.007172 71 640: 98% ━━━━━━━━━━━╸ 52/53 2.4it/s 34.0s<0.4s  20/200 68G 1.474 2.055 0.007172 71 640: 100% ━━━━━━━━━━━━ 53/53 1.6it/s 34.0s +  Class Images Instances Box(P R mAP50 mAP50-95): 100% ━━━━━━━━━━━━ 1/1 2.5it/s 0.4s + all 177 1609 0.683 0.652 0.694 0.423 + + Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size +  21/200 67.5G 1.47 2.087 0.008033 604 640: 0% ──────────── 0/53 0.7s  21/200 67.5G 1.499 2.082 0.007515 721 640: 2% ──────────── 1/53 2.2s/it 1.3s<1:53  21/200 67.5G 1.498 2.054 0.007191 657 640: 4% ──────────── 2/53 1.3s/it 2.0s<1:05  21/200 67.5G 1.501 2.055 0.007167 707 640: 6% ╸─────────── 3/53 1.0it/s 2.6s<49.6s  21/200 67.5G 1.501 2.04 0.007129 755 640: 8% ╸─────────── 4/53 1.2it/s 3.3s<41.9s  21/200 67.5G 1.491 2.04 0.007203 638 640: 9% ━─────────── 5/53 1.3it/s 3.9s<37.4s  21/200 67.5G 1.485 2.04 0.007259 688 640: 11% ━─────────── 6/53 1.4it/s 4.6s<34.6s  21/200 67.5G 1.483 2.018 0.007222 674 640: 13% ━╸────────── 7/53 1.4it/s 5.2s<32.5s  21/200 67.5G 1.488 2.03 0.007234 682 640: 15% ━╸────────── 8/53 1.5it/s 5.8s<31.0s  21/200 67.5G 1.494 2.028 0.00725 710 640: 17% ━━────────── 9/53 1.5it/s 6.5s<29.7s  21/200 67.5G 1.49 2.021 0.007224 629 640: 19% ━━────────── 10/53 1.5it/s 7.1s<28.6s  21/200 67.5G 1.492 2.024 0.007163 686 640: 21% ━━────────── 11/53 1.5it/s 7.8s<27.8s  21/200 67.5G 1.492 2.035 0.007159 624 640: 23% ━━╸───────── 12/53 1.5it/s 8.4s<26.9s  21/200 67.5G 1.485 2.032 0.007174 602 640: 25% ━━╸───────── 13/53 1.5it/s 9.1s<26.2s  21/200 67.5G 1.485 2.048 0.00717 729 640: 26% ━━━───────── 14/53 1.5it/s 9.7s<25.5s  21/200 67.5G 1.479 2.035 0.007181 610 640: 28% ━━━───────── 15/53 1.5it/s 10.4s<24.8s  21/200 67.5G 1.473 2.023 0.007165 583 640: 30% ━━━╸──────── 16/53 1.5it/s 11.0s<24.1s  21/200 67.5G 1.47 2.028 0.007198 596 640: 32% ━━━╸──────── 17/53 1.5it/s 11.7s<23.4s  21/200 67.5G 1.471 2.025 0.007153 676 640: 34% ━━━━──────── 18/53 1.5it/s 12.3s<22.8s  21/200 67.5G 1.471 2.024 0.007116 681 640: 36% ━━━━──────── 19/53 1.5it/s 13.0s<22.2s  21/200 67.5G 1.473 2.026 0.007069 769 640: 38% ━━━━╸─────── 20/53 1.5it/s 13.6s<21.5s  21/200 67.5G 1.468 2.028 0.007053 650 640: 40% ━━━━╸─────── 21/53 1.5it/s 14.3s<20.8s  21/200 67.5G 1.467 2.026 0.007066 676 640: 42% ━━━━╸─────── 22/53 1.5it/s 14.9s<20.2s  21/200 67.5G 1.47 2.033 0.0071 657 640: 43% ━━━━━─────── 23/53 1.5it/s 15.6s<19.5s  21/200 67.5G 1.47 2.033 0.007106 630 640: 45% ━━━━━─────── 24/53 1.5it/s 16.2s<18.8s  21/200 67.5G 1.473 2.032 0.007098 729 640: 47% ━━━━━╸────── 25/53 1.5it/s 16.9s<18.3s  21/200 67.5G 1.474 2.031 0.007073 696 640: 49% ━━━━━╸────── 26/53 1.5it/s 17.5s<17.6s  21/200 67.5G 1.474 2.028 0.007123 622 640: 51% ━━━━━━────── 27/53 1.5it/s 18.2s<16.9s  21/200 67.5G 1.474 2.027 0.00711 698 640: 53% ━━━━━━────── 28/53 1.5it/s 18.8s<16.2s  21/200 67.5G 1.476 2.03 0.007072 760 640: 55% ━━━━━━╸───── 29/53 1.5it/s 19.5s<15.6s  21/200 67.5G 1.477 2.035 0.007073 675 640: 57% ━━━━━━╸───── 30/53 1.5it/s 20.1s<14.9s  21/200 67.5G 1.475 2.031 0.007071 650 640: 58% ━━━━━━━───── 31/53 1.5it/s 20.8s<14.3s  21/200 67.5G 1.473 2.028 0.007062 580 640: 60% ━━━━━━━───── 32/53 1.5it/s 21.4s<13.6s  21/200 67.5G 1.475 2.03 0.007064 701 640: 62% ━━━━━━━───── 33/53 1.5it/s 22.1s<13.0s  21/200 67.5G 1.476 2.029 0.007058 793 640: 64% ━━━━━━━╸──── 34/53 1.5it/s 22.7s<12.3s  21/200 67.5G 1.476 2.026 0.007036 740 640: 66% ━━━━━━━╸──── 35/53 1.5it/s 23.4s<11.7s  21/200 67.5G 1.476 2.022 0.007051 602 640: 68% ━━━━━━━━──── 36/53 1.5it/s 24.0s<11.1s  21/200 67.5G 1.475 2.019 0.007049 650 640: 70% ━━━━━━━━──── 37/53 1.5it/s 24.7s<10.4s  21/200 67.5G 1.473 2.019 0.007044 654 640: 72% ━━━━━━━━╸─── 38/53 1.5it/s 25.3s<9.8s  21/200 67.5G 1.474 2.016 0.007038 659 640: 74% ━━━━━━━━╸─── 39/53 1.5it/s 26.0s<9.1s  21/200 67.5G 1.474 2.013 0.007062 616 640: 75% ━━━━━━━━━─── 40/53 1.5it/s 26.6s<8.4s  21/200 67.5G 1.474 2.014 0.007068 601 640: 77% ━━━━━━━━━─── 41/53 1.5it/s 27.3s<7.8s  21/200 67.5G 1.473 2.011 0.007059 596 640: 79% ━━━━━━━━━╸── 42/53 1.5it/s 27.9s<7.1s  21/200 67.5G 1.472 2.008 0.00707 554 640: 81% ━━━━━━━━━╸── 43/53 1.5it/s 28.6s<6.5s  21/200 67.5G 1.472 2.006 0.007059 680 640: 83% ━━━━━━━━━╸── 44/53 1.5it/s 29.2s<5.8s  21/200 67.5G 1.471 2.003 0.00705 664 640: 85% ━━━━━━━━━━── 45/53 1.5it/s 29.9s<5.2s  21/200 67.5G 1.47 2.001 0.007055 632 640: 87% ━━━━━━━━━━── 46/53 1.5it/s 30.5s<4.6s  21/200 67.5G 1.471 2 0.007059 609 640: 89% ━━━━━━━━━━╸─ 47/53 1.5it/s 31.2s<3.9s  21/200 67.5G 1.469 1.996 0.007057 640 640: 91% ━━━━━━━━━━╸─ 48/53 1.5it/s 31.8s<3.2s  21/200 67.5G 1.469 1.994 0.007057 689 640: 92% ━━━━━━━━━━━─ 49/53 1.5it/s 32.5s<2.6s  21/200 67.5G 1.471 1.994 0.007042 807 640: 94% ━━━━━━━━━━━─ 50/53 1.5it/s 33.1s<1.9s  21/200 67.5G 1.471 1.993 0.007038 713 640: 96% ━━━━━━━━━━━╸ 51/53 1.5it/s 33.8s<1.3s  21/200 67.5G 1.473 2.001 0.007069 90 640: 98% ━━━━━━━━━━━╸ 52/53 2.4it/s 34.0s<0.4s  21/200 67.5G 1.473 2.001 0.007069 90 640: 100% ━━━━━━━━━━━━ 53/53 1.6it/s 34.0s +  Class Images Instances Box(P R mAP50 mAP50-95): 100% ━━━━━━━━━━━━ 1/1 2.5it/s 0.4s + all 177 1609 0.702 0.706 0.703 0.43 + + Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size +  22/200 67.9G 1.507 2.135 0.007872 643 640: 0% ──────────── 0/53 0.6s  22/200 67.9G 1.495 2.104 0.007479 685 640: 2% ──────────── 1/53 2.2s/it 1.3s<1:52  22/200 67.9G 1.475 2.059 0.007191 653 640: 4% ──────────── 2/53 1.3s/it 1.9s<1:05  22/200 67.9G 1.484 2.05 0.007234 703 640: 6% ╸─────────── 3/53 1.0it/s 2.6s<49.3s  22/200 67.9G 1.477 2.042 0.007335 599 640: 8% ╸─────────── 4/53 1.2it/s 3.2s<41.8s  22/200 67.9G 1.475 2.046 0.007379 641 640: 9% ━─────────── 5/53 1.3it/s 3.9s<37.4s  22/200 67.9G 1.477 2.044 0.00732 764 640: 11% ━─────────── 6/53 1.4it/s 4.5s<34.5s  22/200 67.9G 1.479 2.041 0.007268 593 640: 13% ━╸────────── 7/53 1.4it/s 5.2s<32.5s  22/200 67.9G 1.477 2.023 0.007269 642 640: 15% ━╸────────── 8/53 1.5it/s 5.8s<30.9s  22/200 67.9G 1.478 2.029 0.007275 642 640: 17% ━━────────── 9/53 1.5it/s 6.5s<29.6s  22/200 67.9G 1.48 2.049 0.007235 677 640: 19% ━━────────── 10/53 1.5it/s 7.1s<28.7s  22/200 67.9G 1.479 2.056 0.007255 649 640: 21% ━━────────── 11/53 1.5it/s 7.8s<27.8s  22/200 67.9G 1.477 2.051 0.007332 614 640: 23% ━━╸───────── 12/53 1.5it/s 8.4s<26.9s  22/200 67.9G 1.481 2.059 0.007269 734 640: 25% ━━╸───────── 13/53 1.5it/s 9.1s<26.2s  22/200 67.9G 1.48 2.059 0.007215 661 640: 26% ━━━───────── 14/53 1.5it/s 9.7s<25.4s  22/200 67.9G 1.476 2.055 0.007174 623 640: 28% ━━━───────── 15/53 1.5it/s 10.4s<24.7s  22/200 67.9G 1.473 2.056 0.007179 608 640: 30% ━━━╸──────── 16/53 1.5it/s 11.0s<24.0s  22/200 67.9G 1.471 2.056 0.007166 674 640: 32% ━━━╸──────── 17/53 1.5it/s 11.7s<23.3s  22/200 67.9G 1.474 2.052 0.007142 666 640: 34% ━━━━──────── 18/53 1.5it/s 12.3s<22.7s  22/200 67.9G 1.471 2.045 0.007145 622 640: 36% ━━━━──────── 19/53 1.5it/s 12.9s<22.0s  22/200 67.9G 1.471 2.049 0.007167 576 640: 38% ━━━━╸─────── 20/53 1.5it/s 13.6s<21.3s  22/200 67.9G 1.469 2.046 0.007132 673 640: 40% ━━━━╸─────── 21/53 1.5it/s 14.2s<20.7s  22/200 67.9G 1.465 2.041 0.007126 660 640: 42% ━━━━╸─────── 22/53 1.5it/s 14.9s<20.1s  22/200 67.9G 1.465 2.034 0.007152 613 640: 43% ━━━━━─────── 23/53 1.5it/s 15.5s<19.4s  22/200 67.9G 1.468 2.037 0.007154 718 640: 45% ━━━━━─────── 24/53 1.5it/s 16.2s<18.8s  22/200 67.9G 1.467 2.036 0.007141 688 640: 47% ━━━━━╸────── 25/53 1.5it/s 16.8s<18.2s  22/200 67.9G 1.469 2.035 0.007138 717 640: 49% ━━━━━╸────── 26/53 1.5it/s 17.5s<17.5s  22/200 67.9G 1.468 2.035 0.007132 614 640: 51% ━━━━━━────── 27/53 1.5it/s 18.1s<16.8s  22/200 67.9G 1.466 2.026 0.007124 631 640: 53% ━━━━━━────── 28/53 1.5it/s 18.8s<16.2s  22/200 67.9G 1.463 2.019 0.007101 606 640: 55% ━━━━━━╸───── 29/53 1.5it/s 19.4s<15.5s  22/200 67.9G 1.464 2.02 0.0071 714 640: 57% ━━━━━━╸───── 30/53 1.5it/s 20.1s<14.9s  22/200 67.9G 1.463 2.017 0.007094 623 640: 58% ━━━━━━━───── 31/53 1.5it/s 20.7s<14.3s  22/200 67.9G 1.463 2.014 0.007086 663 640: 60% ━━━━━━━───── 32/53 1.5it/s 21.4s<13.6s  22/200 67.9G 1.462 2.011 0.007094 600 640: 62% ━━━━━━━───── 33/53 1.5it/s 22.0s<13.0s  22/200 67.9G 1.463 2.014 0.007106 663 640: 64% ━━━━━━━╸──── 34/53 1.5it/s 22.7s<12.5s  22/200 67.9G 1.462 2.013 0.007133 635 640: 66% ━━━━━━━╸──── 35/53 1.5it/s 23.3s<11.8s  22/200 67.9G 1.461 2.011 0.007129 639 640: 68% ━━━━━━━━──── 36/53 1.5it/s 24.0s<11.1s  22/200 67.9G 1.46 2.008 0.007145 507 640: 70% ━━━━━━━━──── 37/53 1.5it/s 24.6s<10.4s  22/200 67.9G 1.462 2.012 0.007145 749 640: 72% ━━━━━━━━╸─── 38/53 1.5it/s 25.3s<9.8s  22/200 67.9G 1.462 2.011 0.007167 626 640: 74% ━━━━━━━━╸─── 39/53 1.5it/s 25.9s<9.1s  22/200 67.9G 1.463 2.012 0.007168 676 640: 75% ━━━━━━━━━─── 40/53 1.5it/s 26.6s<8.4s  22/200 67.9G 1.463 2.011 0.007184 603 640: 77% ━━━━━━━━━─── 41/53 1.5it/s 27.2s<7.8s  22/200 67.9G 1.463 2.01 0.007189 714 640: 79% ━━━━━━━━━╸── 42/53 1.5it/s 27.9s<7.1s  22/200 67.9G 1.463 2.008 0.00717 640 640: 81% ━━━━━━━━━╸── 43/53 1.5it/s 28.5s<6.5s  22/200 67.9G 1.463 2.01 0.00716 670 640: 83% ━━━━━━━━━╸── 44/53 1.5it/s 29.2s<5.8s  22/200 67.9G 1.462 2.007 0.007156 625 640: 85% ━━━━━━━━━━── 45/53 1.5it/s 29.8s<5.2s  22/200 67.9G 1.461 2.003 0.007142 589 640: 87% ━━━━━━━━━━── 46/53 1.5it/s 30.5s<4.5s  22/200 67.9G 1.463 2.006 0.007154 611 640: 89% ━━━━━━━━━━╸─ 47/53 1.5it/s 31.1s<3.9s  22/200 67.9G 1.463 2.007 0.007154 717 640: 91% ━━━━━━━━━━╸─ 48/53 1.5it/s 31.8s<3.3s  22/200 67.9G 1.463 2.006 0.007151 578 640: 92% ━━━━━━━━━━━─ 49/53 1.5it/s 32.4s<2.6s  22/200 67.9G 1.463 2.006 0.007146 743 640: 94% ━━━━━━━━━━━─ 50/53 1.5it/s 33.1s<2.0s  22/200 67.9G 1.464 2.006 0.007151 644 640: 96% ━━━━━━━━━━━╸ 51/53 1.5it/s 33.7s<1.3s  22/200 67.9G 1.464 2.009 0.007205 68 640: 98% ━━━━━━━━━━━╸ 52/53 2.4it/s 34.0s<0.4s  22/200 67.9G 1.464 2.009 0.007205 68 640: 100% ━━━━━━━━━━━━ 53/53 1.6it/s 34.0s +  Class Images Instances Box(P R mAP50 mAP50-95): 100% ━━━━━━━━━━━━ 1/1 2.4it/s 0.4s + all 177 1609 0.723 0.707 0.734 0.441 + + Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size +  23/200 68G 1.505 1.995 0.007065 706 640: 0% ──────────── 0/53 0.6s  23/200 68G 1.519 2.025 0.007183 715 640: 2% ──────────── 1/53 2.2s/it 1.3s<1:53  23/200 68G 1.501 1.978 0.007022 703 640: 4% ──────────── 2/53 1.3s/it 1.9s<1:05  23/200 68G 1.484 1.988 0.007035 711 640: 6% ╸─────────── 3/53 1.0it/s 2.6s<49.4s  23/200 68G 1.486 2.008 0.007012 725 640: 8% ╸─────────── 4/53 1.2it/s 3.3s<42.0s  23/200 68G 1.474 1.987 0.007031 611 640: 9% ━─────────── 5/53 1.3it/s 3.9s<37.5s  23/200 68G 1.477 1.992 0.007033 681 640: 11% ━─────────── 6/53 1.4it/s 4.5s<34.6s  23/200 68G 1.475 1.985 0.007105 655 640: 13% ━╸────────── 7/53 1.4it/s 5.2s<32.5s  23/200 68G 1.471 1.989 0.007088 709 640: 15% ━╸────────── 8/53 1.5it/s 5.8s<31.0s  23/200 68G 1.476 2.015 0.007046 761 640: 17% ━━────────── 9/53 1.5it/s 6.5s<29.8s  23/200 68G 1.475 2.006 0.007058 637 640: 19% ━━────────── 10/53 1.5it/s 7.1s<28.8s  23/200 68G 1.478 2.015 0.00708 778 640: 21% ━━────────── 11/53 1.5it/s 7.8s<27.9s  23/200 68G 1.473 2.008 0.007092 573 640: 23% ━━╸───────── 12/53 1.5it/s 8.4s<27.0s  23/200 68G 1.474 2.002 0.00717 640 640: 25% ━━╸───────── 13/53 1.5it/s 9.1s<26.2s  23/200 68G 1.47 1.991 0.007148 643 640: 26% ━━━───────── 14/53 1.5it/s 9.7s<25.4s  23/200 68G 1.47 1.994 0.007115 671 640: 28% ━━━───────── 15/53 1.5it/s 10.4s<24.7s  23/200 68G 1.47 1.996 0.007117 731 640: 30% ━━━╸──────── 16/53 1.5it/s 11.0s<24.1s  23/200 68G 1.47 1.99 0.007072 665 640: 32% ━━━╸──────── 17/53 1.5it/s 11.7s<23.4s  23/200 68G 1.467 1.98 0.007029 686 640: 34% ━━━━──────── 18/53 1.5it/s 12.3s<22.8s  23/200 68G 1.466 1.981 0.007014 624 640: 36% ━━━━──────── 19/53 1.5it/s 13.0s<22.1s  23/200 68G 1.468 1.98 0.007017 691 640: 38% ━━━━╸─────── 20/53 1.5it/s 13.6s<21.5s  23/200 68G 1.466 1.983 0.007021 623 640: 40% ━━━━╸─────── 21/53 1.5it/s 14.3s<20.8s  23/200 68G 1.469 1.986 0.007026 701 640: 42% ━━━━╸─────── 22/53 1.5it/s 14.9s<20.2s  23/200 68G 1.469 1.984 0.007042 665 640: 43% ━━━━━─────── 23/53 1.5it/s 15.6s<19.5s  23/200 68G 1.469 1.984 0.007043 706 640: 45% ━━━━━─────── 24/53 1.5it/s 16.2s<18.9s  23/200 68G 1.47 1.986 0.007077 595 640: 47% ━━━━━╸────── 25/53 1.5it/s 16.9s<18.2s  23/200 68G 1.471 1.989 0.007067 640 640: 49% ━━━━━╸────── 26/53 1.5it/s 17.5s<17.6s  23/200 68G 1.474 1.99 0.007084 660 640: 51% ━━━━━━────── 27/53 1.5it/s 18.2s<16.9s  23/200 68G 1.473 1.986 0.007085 602 640: 53% ━━━━━━────── 28/53 1.5it/s 18.8s<16.3s  23/200 68G 1.472 1.984 0.007096 654 640: 55% ━━━━━━╸───── 29/53 1.5it/s 19.5s<15.7s  23/200 68G 1.469 1.981 0.007086 640 640: 57% ━━━━━━╸───── 30/53 1.5it/s 20.1s<15.0s  23/200 68G 1.468 1.976 0.007098 614 640: 58% ━━━━━━━───── 31/53 1.5it/s 20.8s<14.3s  23/200 68G 1.467 1.977 0.007122 606 640: 60% ━━━━━━━───── 32/53 1.5it/s 21.4s<13.6s  23/200 68G 1.468 1.983 0.007142 650 640: 62% ━━━━━━━───── 33/53 1.5it/s 22.1s<13.0s  23/200 68G 1.467 1.986 0.007126 643 640: 64% ━━━━━━━╸──── 34/53 1.5it/s 22.7s<12.3s  23/200 68G 1.469 1.989 0.007105 805 640: 66% ━━━━━━━╸──── 35/53 1.5it/s 23.4s<11.7s  23/200 68G 1.467 1.993 0.007107 580 640: 68% ━━━━━━━━──── 36/53 1.5it/s 24.0s<11.0s  23/200 68G 1.466 1.991 0.007098 600 640: 70% ━━━━━━━━──── 37/53 1.5it/s 24.7s<10.4s  23/200 68G 1.463 1.986 0.007108 563 640: 72% ━━━━━━━━╸─── 38/53 1.5it/s 25.3s<9.7s  23/200 68G 1.464 1.986 0.007102 677 640: 74% ━━━━━━━━╸─── 39/53 1.5it/s 26.0s<9.1s  23/200 68G 1.463 1.981 0.007091 654 640: 75% ━━━━━━━━━─── 40/53 1.5it/s 26.6s<8.4s  23/200 68G 1.462 1.98 0.007076 691 640: 77% ━━━━━━━━━─── 41/53 1.5it/s 27.3s<7.8s  23/200 68G 1.464 1.978 0.007077 713 640: 79% ━━━━━━━━━╸── 42/53 1.5it/s 27.9s<7.1s  23/200 68G 1.465 1.979 0.007087 682 640: 81% ━━━━━━━━━╸── 43/53 1.5it/s 28.6s<6.5s  23/200 68G 1.464 1.98 0.007084 647 640: 83% ━━━━━━━━━╸── 44/53 1.5it/s 29.2s<5.9s  23/200 68G 1.461 1.978 0.007109 522 640: 85% ━━━━━━━━━━── 45/53 1.5it/s 29.9s<5.2s  23/200 68G 1.46 1.978 0.007104 647 640: 87% ━━━━━━━━━━── 46/53 1.5it/s 30.5s<4.6s  23/200 68G 1.459 1.977 0.007113 567 640: 89% ━━━━━━━━━━╸─ 47/53 1.5it/s 31.2s<3.9s  23/200 68G 1.461 1.978 0.007096 725 640: 91% ━━━━━━━━━━╸─ 48/53 1.5it/s 31.8s<3.3s  23/200 68G 1.461 1.978 0.007098 655 640: 92% ━━━━━━━━━━━─ 49/53 1.5it/s 32.5s<2.6s  23/200 68G 1.46 1.972 0.007102 593 640: 94% ━━━━━━━━━━━─ 50/53 1.5it/s 33.1s<1.9s  23/200 68G 1.459 1.969 0.007108 598 640: 96% ━━━━━━━━━━━╸ 51/53 1.5it/s 33.8s<1.3s  23/200 68G 1.461 1.967 0.007102 111 640: 98% ━━━━━━━━━━━╸ 52/53 2.4it/s 34.0s<0.4s  23/200 68G 1.461 1.967 0.007102 111 640: 100% ━━━━━━━━━━━━ 53/53 1.6it/s 34.0s +  Class Images Instances Box(P R mAP50 mAP50-95): 100% ━━━━━━━━━━━━ 1/1 2.5it/s 0.4s + all 177 1609 0.741 0.658 0.709 0.429 + + Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size +  24/200 68.1G 1.39 2.038 0.006831 652 640: 0% ──────────── 0/53 0.6s  24/200 68.1G 1.402 2.006 0.007075 626 640: 2% ──────────── 1/53 2.2s/it 1.3s<1:52  24/200 68.1G 1.411 1.982 0.007103 636 640: 4% ──────────── 2/53 1.3s/it 1.9s<1:05  24/200 68.1G 1.405 1.942 0.006945 595 640: 6% ╸─────────── 3/53 1.0it/s 2.6s<49.4s  24/200 68.1G 1.414 1.966 0.006845 623 640: 8% ╸─────────── 4/53 1.2it/s 3.2s<41.9s  24/200 68.1G 1.424 1.976 0.006738 795 640: 9% ━─────────── 5/53 1.3it/s 3.9s<37.5s  24/200 68.1G 1.427 1.983 0.006834 597 640: 11% ━─────────── 6/53 1.4it/s 4.5s<34.6s  24/200 68.1G 1.432 1.992 0.006846 660 640: 13% ━╸────────── 7/53 1.4it/s 5.2s<32.8s  24/200 68.1G 1.431 1.992 0.006873 640 640: 15% ━╸────────── 8/53 1.4it/s 5.9s<31.1s  24/200 68.1G 1.42 1.978 0.007015 477 640: 17% ━━────────── 9/53 1.5it/s 6.5s<29.8s  24/200 68.1G 1.422 1.966 0.007081 653 640: 19% ━━────────── 10/53 1.5it/s 7.1s<28.8s  24/200 68.1G 1.427 1.969 0.007093 676 640: 21% ━━────────── 11/53 1.5it/s 7.8s<27.9s  24/200 68.1G 1.429 1.978 0.007104 689 640: 23% ━━╸───────── 12/53 1.5it/s 8.5s<27.1s  24/200 68.1G 1.433 1.982 0.007048 772 640: 25% ━━╸───────── 13/53 1.5it/s 9.1s<26.4s  24/200 68.1G 1.436 1.987 0.007055 708 640: 26% ━━━───────── 14/53 1.5it/s 9.8s<25.6s  24/200 68.1G 1.439 1.987 0.007063 681 640: 28% ━━━───────── 15/53 1.5it/s 10.4s<24.8s  24/200 68.1G 1.435 1.989 0.007086 626 640: 30% ━━━╸──────── 16/53 1.5it/s 11.0s<24.1s  24/200 68.1G 1.434 1.988 0.007059 620 640: 32% ━━━╸──────── 17/53 1.5it/s 11.7s<23.3s  24/200 68.1G 1.434 1.982 0.007046 592 640: 34% ━━━━──────── 18/53 1.5it/s 12.4s<22.8s  24/200 68.1G 1.432 1.976 0.007038 622 640: 36% ━━━━──────── 19/53 1.5it/s 13.0s<22.2s  24/200 68.1G 1.429 1.975 0.007043 677 640: 38% ━━━━╸─────── 20/53 1.5it/s 13.7s<21.5s  24/200 68.1G 1.43 1.971 0.007059 630 640: 40% ━━━━╸─────── 21/53 1.5it/s 14.3s<20.8s  24/200 68.1G 1.429 1.967 0.00704 654 640: 42% ━━━━╸─────── 22/53 1.5it/s 15.0s<20.1s  24/200 68.1G 1.429 1.97 0.007048 653 640: 43% ━━━━━─────── 23/53 1.5it/s 15.6s<19.5s  24/200 68.1G 1.429 1.968 0.007038 713 640: 45% ━━━━━─────── 24/53 1.5it/s 16.3s<18.8s  24/200 68.1G 1.431 1.971 0.007056 593 640: 47% ━━━━━╸────── 25/53 1.5it/s 16.9s<18.2s  24/200 68.1G 1.431 1.971 0.007048 712 640: 49% ━━━━━╸────── 26/53 1.5it/s 17.6s<17.5s  24/200 68.1G 1.426 1.961 0.007031 610 640: 51% ━━━━━━────── 27/53 1.5it/s 18.2s<17.0s  24/200 68.1G 1.431 1.967 0.007023 671 640: 53% ━━━━━━────── 28/53 1.5it/s 18.9s<16.3s  24/200 68.1G 1.43 1.965 0.00701 557 640: 55% ━━━━━━╸───── 29/53 1.5it/s 19.5s<15.6s  24/200 68.1G 1.43 1.962 0.007 602 640: 57% ━━━━━━╸───── 30/53 1.5it/s 20.2s<15.0s  24/200 68.1G 1.429 1.954 0.006987 592 640: 58% ━━━━━━━───── 31/53 1.5it/s 20.8s<14.3s  24/200 68.1G 1.431 1.953 0.006968 664 640: 60% ━━━━━━━───── 32/53 1.5it/s 21.5s<13.7s  24/200 68.1G 1.432 1.956 0.006971 743 640: 62% ━━━━━━━───── 33/53 1.5it/s 22.1s<13.0s  24/200 68.1G 1.43 1.95 0.006983 624 640: 64% ━━━━━━━╸──── 34/53 1.5it/s 22.8s<12.4s  24/200 68.1G 1.431 1.952 0.006965 699 640: 66% ━━━━━━━╸──── 35/53 1.5it/s 23.4s<11.7s  24/200 68.1G 1.434 1.956 0.00697 691 640: 68% ━━━━━━━━──── 36/53 1.5it/s 24.1s<11.1s  24/200 68.1G 1.434 1.959 0.006971 623 640: 70% ━━━━━━━━──── 37/53 1.5it/s 24.7s<10.4s  24/200 68.1G 1.436 1.963 0.006976 643 640: 72% ━━━━━━━━╸─── 38/53 1.5it/s 25.4s<9.8s  24/200 68.1G 1.435 1.959 0.006979 534 640: 74% ━━━━━━━━╸─── 39/53 1.5it/s 26.0s<9.1s  24/200 68.1G 1.436 1.956 0.006977 655 640: 75% ━━━━━━━━━─── 40/53 1.5it/s 26.7s<8.4s  24/200 68.1G 1.435 1.957 0.006971 643 640: 77% ━━━━━━━━━─── 41/53 1.5it/s 27.3s<7.8s  24/200 68.1G 1.437 1.959 0.006973 661 640: 79% ━━━━━━━━━╸── 42/53 1.5it/s 28.0s<7.1s  24/200 68.1G 1.437 1.955 0.007003 580 640: 81% ━━━━━━━━━╸── 43/53 1.5it/s 28.6s<6.5s  24/200 68.1G 1.438 1.958 0.006992 814 640: 83% ━━━━━━━━━╸── 44/53 1.5it/s 29.3s<5.9s  24/200 68.1G 1.438 1.956 0.006988 619 640: 85% ━━━━━━━━━━── 45/53 1.5it/s 29.9s<5.2s  24/200 68.1G 1.439 1.961 0.006975 693 640: 87% ━━━━━━━━━━── 46/53 1.5it/s 30.6s<4.6s  24/200 68.1G 1.439 1.961 0.006972 603 640: 89% ━━━━━━━━━━╸─ 47/53 1.5it/s 31.2s<3.9s  24/200 68.1G 1.44 1.96 0.006969 725 640: 91% ━━━━━━━━━━╸─ 48/53 1.5it/s 31.9s<3.2s  24/200 68.1G 1.442 1.961 0.006965 757 640: 92% ━━━━━━━━━━━─ 49/53 1.5it/s 32.5s<2.6s  24/200 68.1G 1.441 1.956 0.006951 647 640: 94% ━━━━━━━━━━━─ 50/53 1.5it/s 33.2s<1.9s  24/200 68.1G 1.442 1.958 0.00695 744 640: 96% ━━━━━━━━━━━╸ 51/53 1.5it/s 33.8s<1.3s  24/200 68.1G 1.439 1.949 0.006944 81 640: 98% ━━━━━━━━━━━╸ 52/53 2.4it/s 34.0s<0.4s  24/200 68.1G 1.439 1.949 0.006944 81 640: 100% ━━━━━━━━━━━━ 53/53 1.6it/s 34.0s +  Class Images Instances Box(P R mAP50 mAP50-95): 100% ━━━━━━━━━━━━ 1/1 2.4it/s 0.4s + all 177 1609 0.713 0.737 0.727 0.423 + + Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size +  25/200 67.9G 1.417 1.855 0.006896 616 640: 0% ──────────── 0/53 0.6s  25/200 67.9G 1.438 1.936 0.007058 623 640: 2% ──────────── 1/53 2.2s/it 1.3s<1:52  25/200 67.9G 1.418 1.885 0.007204 625 640: 4% ──────────── 2/53 1.3s/it 1.9s<1:05  25/200 67.9G 1.408 1.873 0.007167 572 640: 6% ╸─────────── 3/53 1.0it/s 2.6s<49.4s  25/200 67.9G 1.413 1.867 0.007268 577 640: 8% ╸─────────── 4/53 1.2it/s 3.2s<41.7s  25/200 67.9G 1.413 1.871 0.007189 598 640: 9% ━─────────── 5/53 1.3it/s 3.9s<37.4s  25/200 67.9G 1.419 1.869 0.007168 651 640: 11% ━─────────── 6/53 1.4it/s 4.5s<34.6s  25/200 67.9G 1.431 1.893 0.007175 673 640: 13% ━╸────────── 7/53 1.4it/s 5.2s<32.5s  25/200 67.9G 1.427 1.88 0.007174 653 640: 15% ━╸────────── 8/53 1.4it/s 5.8s<31.0s  25/200 67.9G 1.425 1.876 0.007168 616 640: 17% ━━────────── 9/53 1.5it/s 6.5s<29.7s  25/200 67.9G 1.424 1.87 0.007165 556 640: 19% ━━────────── 10/53 1.5it/s 7.1s<28.7s  25/200 67.9G 1.421 1.885 0.007139 653 640: 21% ━━────────── 11/53 1.5it/s 7.8s<27.8s  25/200 67.9G 1.424 1.892 0.007113 697 640: 23% ━━╸───────── 12/53 1.5it/s 8.4s<27.1s  25/200 67.9G 1.422 1.888 0.007117 633 640: 25% ━━╸───────── 13/53 1.5it/s 9.1s<26.2s  25/200 67.9G 1.426 1.904 0.007043 818 640: 26% ━━━───────── 14/53 1.5it/s 9.7s<25.5s  25/200 67.9G 1.425 1.905 0.007046 647 640: 28% ━━━───────── 15/53 1.5it/s 10.4s<24.8s  25/200 67.9G 1.422 1.899 0.007 690 640: 30% ━━━╸──────── 16/53 1.5it/s 11.0s<24.1s  25/200 67.9G 1.417 1.884 0.007015 594 640: 32% ━━━╸──────── 17/53 1.5it/s 11.7s<23.4s  25/200 67.9G 1.416 1.886 0.007031 584 640: 34% ━━━━──────── 18/53 1.5it/s 12.3s<22.7s  25/200 67.9G 1.418 1.884 0.007001 666 640: 36% ━━━━──────── 19/53 1.5it/s 13.0s<22.1s  25/200 67.9G 1.416 1.887 0.007029 597 640: 38% ━━━━╸─────── 20/53 1.5it/s 13.6s<21.5s  25/200 67.9G 1.419 1.895 0.007047 692 640: 40% ━━━━╸─────── 21/53 1.5it/s 14.3s<20.8s  25/200 67.9G 1.419 1.894 0.007021 703 640: 42% ━━━━╸─────── 22/53 1.5it/s 14.9s<20.1s  25/200 67.9G 1.423 1.897 0.007006 662 640: 43% ━━━━━─────── 23/53 1.5it/s 15.6s<19.5s  25/200 67.9G 1.422 1.894 0.006974 618 640: 45% ━━━━━─────── 24/53 1.5it/s 16.2s<18.8s  25/200 67.9G 1.422 1.905 0.006989 551 640: 47% ━━━━━╸────── 25/53 1.5it/s 16.9s<18.1s  25/200 67.9G 1.422 1.902 0.006998 562 640: 49% ━━━━━╸────── 26/53 1.5it/s 17.5s<17.5s  25/200 67.9G 1.419 1.899 0.007027 621 640: 51% ━━━━━━────── 27/53 1.5it/s 18.2s<16.8s  25/200 67.9G 1.418 1.897 0.007007 675 640: 53% ━━━━━━────── 28/53 1.5it/s 18.8s<16.2s  25/200 67.9G 1.418 1.904 0.007028 706 640: 55% ━━━━━━╸───── 29/53 1.5it/s 19.5s<15.6s  25/200 67.9G 1.421 1.91 0.00703 720 640: 57% ━━━━━━╸───── 30/53 1.5it/s 20.1s<14.9s  25/200 67.9G 1.422 1.913 0.007025 763 640: 58% ━━━━━━━───── 31/53 1.5it/s 20.8s<14.3s  25/200 67.9G 1.424 1.916 0.006994 730 640: 60% ━━━━━━━──��── 32/53 1.5it/s 21.4s<13.7s  25/200 67.9G 1.425 1.919 0.006962 775 640: 62% ━━━━━━━───── 33/53 1.5it/s 22.1s<13.0s  25/200 67.9G 1.427 1.924 0.006987 662 640: 64% ━━━━━━━╸──── 34/53 1.5it/s 22.7s<12.3s  25/200 67.9G 1.428 1.926 0.006974 666 640: 66% ━━━━━━━╸──── 35/53 1.5it/s 23.4s<11.7s  25/200 67.9G 1.428 1.93 0.006988 563 640: 68% ━━━━━━━━──── 36/53 1.5it/s 24.0s<11.0s  25/200 67.9G 1.428 1.93 0.006984 657 640: 70% ━━━━━━━━──── 37/53 1.5it/s 24.7s<10.4s  25/200 67.9G 1.428 1.93 0.006987 624 640: 72% ━━━━━━━━╸─── 38/53 1.5it/s 25.3s<9.7s  25/200 67.9G 1.427 1.93 0.006986 672 640: 74% ━━━━━━━━╸─── 39/53 1.5it/s 26.0s<9.1s  25/200 67.9G 1.428 1.933 0.006979 661 640: 75% ━━━━━━━━━─── 40/53 1.5it/s 26.6s<8.5s  25/200 67.9G 1.429 1.933 0.006975 702 640: 77% ━━━━━━━━━─── 41/53 1.5it/s 27.3s<7.8s  25/200 67.9G 1.431 1.938 0.006985 714 640: 79% ━━━━━━━━━╸── 42/53 1.5it/s 27.9s<7.2s  25/200 67.9G 1.429 1.936 0.006966 589 640: 81% ━━━━━━━━━╸── 43/53 1.5it/s 28.6s<6.5s  25/200 67.9G 1.428 1.934 0.006973 588 640: 83% ━━━━━━━━━╸── 44/53 1.5it/s 29.2s<5.9s  25/200 67.9G 1.428 1.932 0.006965 638 640: 85% ━━━━━━━━━━── 45/53 1.5it/s 29.9s<5.2s  25/200 67.9G 1.427 1.93 0.006961 730 640: 87% ━━━━━━━━━━── 46/53 1.5it/s 30.5s<4.6s  25/200 67.9G 1.427 1.927 0.006959 554 640: 89% ━━━━━━━━━━╸─ 47/53 1.5it/s 31.2s<3.9s  25/200 67.9G 1.427 1.925 0.006965 548 640: 91% ━━━━━━━━━━╸─ 48/53 1.5it/s 31.8s<3.2s  25/200 67.9G 1.426 1.925 0.006965 615 640: 92% ━━━━━━━━━━━─ 49/53 1.5it/s 32.5s<2.6s  25/200 67.9G 1.425 1.925 0.006976 606 640: 94% ━━━━━━━━━━━─ 50/53 1.5it/s 33.1s<1.9s  25/200 67.9G 1.426 1.929 0.006994 534 640: 96% ━━━━━━━━━━━╸ 51/53 1.5it/s 33.8s<1.3s  25/200 67.9G 1.426 1.931 0.007017 99 640: 98% ━━━━━━━━━━━╸ 52/53 2.4it/s 34.0s<0.4s  25/200 67.9G 1.426 1.931 0.007017 99 640: 100% ━━━━━━━━━━━━ 53/53 1.6it/s 34.0s +  Class Images Instances Box(P R mAP50 mAP50-95): 100% ━━━━━━━━━━━━ 1/1 2.5it/s 0.4s + all 177 1609 0.728 0.672 0.691 0.405 + + Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size +  26/200 68G 1.457 1.857 0.006989 615 640: 0% ──────────── 0/53 0.7s  26/200 68G 1.423 1.87 0.007395 625 640: 2% ──────────── 1/53 2.2s/it 1.3s<1:53  26/200 68G 1.412 1.866 0.00755 588 640: 4% ──────────── 2/53 1.3s/it 1.9s<1:05  26/200 68G 1.408 1.903 0.007547 609 640: 6% ╸─────────── 3/53 1.0it/s 2.6s<49.4s  26/200 68G 1.411 1.928 0.007536 608 640: 8% ╸─────────── 4/53 1.2it/s 3.2s<41.8s  26/200 68G 1.421 1.934 0.007486 569 640: 9% ━─────────── 5/53 1.3it/s 3.9s<37.3s  26/200 68G 1.425 1.934 0.007549 619 640: 11% ━─────────── 6/53 1.4it/s 4.5s<34.5s  26/200 68G 1.441 1.944 0.007511 747 640: 13% ━╸────────── 7/53 1.4it/s 5.2s<32.6s  26/200 68G 1.446 1.951 0.007436 751 640: 15% ━╸────────── 8/53 1.5it/s 5.8s<31.0s  26/200 68G 1.447 1.957 0.00742 667 640: 17% ━━────────── 9/53 1.5it/s 6.5s<29.7s  26/200 68G 1.44 1.938 0.00738 608 640: 19% ━━────────── 10/53 1.5it/s 7.1s<28.7s  26/200 68G 1.442 1.93 0.007343 645 640: 21% ━━────────── 11/53 1.5it/s 7.8s<27.7s  26/200 68G 1.446 1.939 0.007295 649 640: 23% ━━╸───────── 12/53 1.5it/s 8.4s<26.9s  26/200 68G 1.446 1.927 0.007295 656 640: 25% ━━╸───────── 13/53 1.5it/s 9.1s<26.2s  26/200 68G 1.446 1.924 0.007254 680 640: 26% ━━━───────── 14/53 1.5it/s 9.7s<25.6s  26/200 68G 1.449 1.93 0.007283 549 640: 28% ━━━───────── 15/53 1.5it/s 10.4s<24.8s  26/200 68G 1.45 1.934 0.007261 697 640: 30% ━━━╸──────── 16/53 1.5it/s 11.0s<24.2s  26/200 68G 1.452 1.93 0.007211 697 640: 32% ━━━╸──────── 17/53 1.5it/s 11.7s<23.5s  26/200 68G 1.45 1.931 0.007201 624 640: 34% ━━━━──────── 18/53 1.5it/s 12.3s<22.8s  26/200 68G 1.446 1.925 0.007187 611 640: 36% ━━━━──────── 19/53 1.5it/s 13.0s<22.1s  26/200 68G 1.445 1.923 0.00716 583 640: 38% ━━━━╸─────── 20/53 1.5it/s 13.6s<21.4s  26/200 68G 1.442 1.926 0.007163 649 640: 40% ━━━━╸─────── 21/53 1.5it/s 14.3s<20.8s  26/200 68G 1.44 1.922 0.007147 621 640: 42% ━━━━╸─────── 22/53 1.5it/s 14.9s<20.1s  26/200 68G 1.44 1.929 0.00718 708 640: 43% ━━━━━─────── 23/53 1.5it/s 15.6s<19.4s  26/200 68G 1.438 1.922 0.007177 671 640: 45% ━━━━━─────── 24/53 1.5it/s 16.2s<18.8s  26/200 68G 1.44 1.924 0.007182 629 640: 47% ━━━━━╸────── 25/53 1.5it/s 16.9s<18.1s  26/200 68G 1.44 1.929 0.007175 645 640: 49% ━━━━━╸────── 26/53 1.5it/s 17.5s<17.5s  26/200 68G 1.438 1.92 0.007169 577 640: 51% ━━━━━━────── 27/53 1.5it/s 18.2s<16.9s  26/200 68G 1.438 1.922 0.007129 805 640: 53% ━━━━━━────── 28/53 1.5it/s 18.8s<16.2s  26/200 68G 1.438 1.921 0.007098 654 640: 55% ━━━━━━╸───── 29/53 1.5it/s 19.5s<15.6s  26/200 68G 1.436 1.917 0.007078 647 640: 57% ━━━━━━╸───── 30/53 1.5it/s 20.1s<14.9s  26/200 68G 1.435 1.908 0.00708 583 640: 58% ━━━━━━━───── 31/53 1.5it/s 20.8s<14.3s  26/200 68G 1.433 1.907 0.007082 669 640: 60% ━━━━━━━───── 32/53 1.5it/s 21.4s<13.6s  26/200 68G 1.431 1.902 0.007049 705 640: 62% ━━━━━━━───── 33/53 1.5it/s 22.1s<13.0s  26/200 68G 1.433 1.901 0.007039 730 640: 64% ━━━━━━━╸──── 34/53 1.5it/s 22.7s<12.4s  26/200 68G 1.434 1.902 0.00704 687 640: 66% ━━━━━━━╸──── 35/53 1.5it/s 23.4s<11.7s  26/200 68G 1.435 1.903 0.00703 722 640: 68% ━━━━━━━━──── 36/53 1.5it/s 24.0s<11.1s  26/200 68G 1.435 1.903 0.00702 652 640: 70% ━━━━━━━━──── 37/53 1.5it/s 24.7s<10.4s  26/200 68G 1.435 1.905 0.00702 629 640: 72% ━━━━━━━━╸─── 38/53 1.5it/s 25.3s<9.8s  26/200 68G 1.436 1.906 0.007012 657 640: 74% ━━━━━━━━╸─── 39/53 1.5it/s 26.0s<9.1s  26/200 68G 1.439 1.909 0.00701 745 640: 75% ━━━━━━━━━─── 40/53 1.5it/s 26.6s<8.5s  26/200 68G 1.438 1.907 0.006999 694 640: 77% ━━━━━━━━━─── 41/53 1.5it/s 27.3s<7.8s  26/200 68G 1.437 1.906 0.007003 627 640: 79% ━━━━━━━━━╸── 42/53 1.5it/s 27.9s<7.1s  26/200 68G 1.436 1.906 0.006989 706 640: 81% ━━━━━━━━━╸── 43/53 1.5it/s 28.6s<6.5s  26/200 68G 1.434 1.905 0.006984 625 640: 83% ━━━━━━━━━╸── 44/53 1.5it/s 29.2s<5.9s  26/200 68G 1.433 1.905 0.006962 713 640: 85% ━━━━━━━━━━��─ 45/53 1.5it/s 29.9s<5.2s  26/200 68G 1.434 1.906 0.006974 629 640: 87% ━━━━━━━━━━── 46/53 1.5it/s 30.5s<4.5s  26/200 68G 1.433 1.906 0.006977 642 640: 89% ━━━━━━━━━━╸─ 47/53 1.5it/s 31.2s<3.9s  26/200 68G 1.433 1.905 0.007 530 640: 91% ━━━━━━━━━━╸─ 48/53 1.5it/s 31.8s<3.2s  26/200 68G 1.434 1.909 0.007016 612 640: 92% ━━━━━━━━━━━─ 49/53 1.5it/s 32.5s<2.6s  26/200 68G 1.434 1.907 0.007009 617 640: 94% ━━━━━━━━━━━─ 50/53 1.5it/s 33.1s<1.9s  26/200 68G 1.433 1.906 0.007013 640 640: 96% ━━━━━━━━━━━╸ 51/53 1.5it/s 33.8s<1.3s  26/200 68G 1.433 1.911 0.007055 67 640: 98% ━━━━━━━━━━━╸ 52/53 2.4it/s 34.0s<0.4s  26/200 68G 1.433 1.911 0.007055 67 640: 100% ━━━━━━━━━━━━ 53/53 1.6it/s 34.0s +  Class Images Instances Box(P R mAP50 mAP50-95): 100% ━━━━━━━━━━━━ 1/1 2.4it/s 0.4s + all 177 1609 0.702 0.669 0.7 0.431 + + Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size +  27/200 67.5G 1.443 1.813 0.007215 652 640: 0% ──────────── 0/53 0.7s  27/200 67.5G 1.463 1.821 0.006932 710 640: 2% ──────────── 1/53 2.2s/it 1.3s<1:54  27/200 67.5G 1.438 1.788 0.00705 644 640: 4% ──────────── 2/53 1.3s/it 2.0s<1:05  27/200 67.5G 1.454 1.895 0.007023 702 640: 6% ╸─────────── 3/53 1.0it/s 2.6s<49.7s  27/200 67.5G 1.449 1.876 0.006926 657 640: 8% ╸─────────── 4/53 1.2it/s 3.3s<41.9s  27/200 67.5G 1.452 1.876 0.006906 677 640: 9% ━─────────── 5/53 1.3it/s 3.9s<37.6s  27/200 67.5G 1.448 1.9 0.007063 629 640: 11% ━─────────── 6/53 1.4it/s 4.6s<34.6s  27/200 67.5G 1.452 1.906 0.007071 591 640: 13% ━╸────────── 7/53 1.4it/s 5.2s<32.6s  27/200 67.5G 1.443 1.895 0.007071 630 640: 15% ━╸────────── 8/53 1.5it/s 5.9s<31.0s  27/200 67.5G 1.437 1.885 0.007089 569 640: 17% ━━────────── 9/53 1.5it/s 6.5s<29.7s  27/200 67.5G 1.437 1.877 0.007088 628 640: 19% ━━────────── 10/53 1.5it/s 7.2s<28.8s  27/200 67.5G 1.434 1.871 0.007094 600 640: 21% ━━────────── 11/53 1.5it/s 7.8s<27.8s  27/200 67.5G 1.43 1.86 0.007093 582 640: 23% ━━╸───────── 12/53 1.5it/s 8.5s<27.0s  27/200 67.5G 1.425 1.839 0.007018 668 640: 25% ━━╸───────── 13/53 1.5it/s 9.1s<26.2s  27/200 67.5G 1.421 1.837 0.006958 661 640: 26% ━━━───────── 14/53 1.5it/s 9.8s<25.5s  27/200 67.5G 1.423 1.838 0.006965 702 640: 28% ━━━───────── 15/53 1.5it/s 10.4s<24.8s  27/200 67.5G 1.421 1.845 0.006956 665 640: 30% ━━━╸──────── 16/53 1.5it/s 11.1s<24.1s  27/200 67.5G 1.425 1.854 0.006944 784 640: 32% ━━━╸──────── 17/53 1.5it/s 11.7s<23.5s  27/200 67.5G 1.426 1.857 0.006959 668 640: 34% ━━━━──────── 18/53 1.5it/s 12.4s<22.8s  27/200 67.5G 1.422 1.848 0.006972 548 640: 36% ━━━━──────── 19/53 1.5it/s 13.0s<22.1s  27/200 67.5G 1.423 1.851 0.006972 652 640: 38% ━━━━╸─────── 20/53 1.5it/s 13.7s<21.4s  27/200 67.5G 1.428 1.864 0.006947 738 640: 40% ━━━━╸─────── 21/53 1.5it/s 14.3s<20.8s  27/200 67.5G 1.428 1.871 0.006982 611 640: 42% ━━━━╸─────── 22/53 1.5it/s 15.0s<20.1s  27/200 67.5G 1.427 1.874 0.006988 562 640: 43% ━━━━━─────── 23/53 1.5it/s 15.6s<19.5s  27/200 67.5G 1.429 1.876 0.006969 716 640: 45% ━━━━━─────── 24/53 1.5it/s 16.2s<18.8s  27/200 67.5G 1.427 1.877 0.006953 608 640: 47% ━━━━━╸────── 25/53 1.5it/s 16.9s<18.1s  27/200 67.5G 1.429 1.879 0.006932 676 640: 49% ━━━━━╸────── 26/53 1.5it/s 17.5s<17.5s  27/200 67.5G 1.426 1.873 0.006931 600 640: 51% ━━━━━━────── 27/53 1.5it/s 18.2s<16.8s  27/200 67.5G 1.426 1.874 0.006933 686 640: 53% ━━━━━━────── 28/53 1.5it/s 18.8s<16.2s  27/200 67.5G 1.428 1.879 0.006933 748 640: 55% ━━━━━━╸───── 29/53 1.5it/s 19.5s<15.5s  27/200 67.5G 1.426 1.872 0.006916 678 640: 57% ━━━━━━╸───── 30/53 1.5it/s 20.1s<14.9s  27/200 67.5G 1.426 1.87 0.006909 771 640: 58% ━━━━━━━───── 31/53 1.5it/s 20.8s<14.3s  27/200 67.5G 1.428 1.875 0.006905 705 640: 60% ━━━━━━━───── 32/53 1.5it/s 21.4s<13.6s  27/200 67.5G 1.429 1.875 0.006901 692 640: 62% ━━━━━━━───── 33/53 1.5it/s 22.1s<13.0s  27/200 67.5G 1.429 1.873 0.006897 689 640: 64% ━━━━━━━╸──── 34/53 1.5it/s 22.7s<12.3s  27/200 67.5G 1.43 1.873 0.006909 697 640: 66% ━━━━━━━╸──── 35/53 1.5it/s 23.4s<11.7s  27/200 67.5G 1.432 1.881 0.006917 674 640: 68% ━━━━━━━━──── 36/53 1.5it/s 24.0s<11.1s  27/200 67.5G 1.431 1.884 0.00691 653 640: 70% ━━━━━━━━──── 37/53 1.5it/s 24.7s<10.4s  27/200 67.5G 1.43 1.884 0.006906 716 640: 72% ━━━━━━━━╸─── 38/53 1.5it/s 25.3s<9.7s  27/200 67.5G 1.429 1.884 0.006933 648 640: 74% ━━━━━━━━╸─── 39/53 1.5it/s 26.0s<9.1s  27/200 67.5G 1.429 1.885 0.006931 713 640: 75% ━━━━━━━━━─── 40/53 1.5it/s 26.6s<8.4s  27/200 67.5G 1.429 1.886 0.006938 636 640: 77% ━━━━━━━━━─── 41/53 1.5it/s 27.3s<7.8s  27/200 67.5G 1.428 1.887 0.006958 653 640: 79% ━━━━━━━━━╸── 42/53 1.5it/s 27.9s<7.1s  27/200 67.5G 1.428 1.888 0.006958 654 640: 81% ━━━━━━━━━╸── 43/53 1.5it/s 28.6s<6.5s  27/200 67.5G 1.427 1.884 0.006925 702 640: 83% ━━━━━━━━━╸── 44/53 1.5it/s 29.2s<5.8s  27/200 67.5G 1.426 1.88 0.006919 676 640: 85% ━━━━━━━━━━── 45/53 1.5it/s 29.9s<5.2s  27/200 67.5G 1.425 1.878 0.006911 636 640: 87% ━━━━━━━━━━── 46/53 1.5it/s 30.5s<4.5s  27/200 67.5G 1.425 1.879 0.006928 684 640: 89% ━━━━━━━━━━╸─ 47/53 1.5it/s 31.2s<3.9s  27/200 67.5G 1.424 1.874 0.006934 622 640: 91% ━━━━━━━━━━╸─ 48/53 1.5it/s 31.8s<3.3s  27/200 67.5G 1.423 1.875 0.006954 545 640: 92% ━━━━━━━━━━━─ 49/53 1.5it/s 32.5s<2.6s  27/200 67.5G 1.423 1.876 0.006945 600 640: 94% ━━━━━━━━━━━─ 50/53 1.5it/s 33.1s<1.9s  27/200 67.5G 1.423 1.875 0.006955 668 640: 96% ━━━━━━━━━━━╸ 51/53 1.5it/s 33.8s<1.3s  27/200 67.5G 1.421 1.883 0.006997 91 640: 98% ━━━━━━━━━━━╸ 52/53 2.4it/s 34.0s<0.4s  27/200 67.5G 1.421 1.883 0.006997 91 640: 100% ━━━━━━━━━━━━ 53/53 1.6it/s 34.0s +  Class Images Instances Box(P R mAP50 mAP50-95): 100% ━━━━━━━━━━━━ 1/1 2.5it/s 0.4s + all 177 1609 0.729 0.643 0.688 0.427 + + Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size +  28/200 68G 1.41 1.94 0.007207 661 640: 0% ──────────── 0/53 0.6s  28/200 68G 1.44 1.942 0.007111 647 640: 2% ──────────── 1/53 2.2s/it 1.3s<1:53  28/200 68G 1.436 1.954 0.006747 790 640: 4% ──────────── 2/53 1.3s/it 1.9s<1:05  28/200 68G 1.454 1.977 0.006869 725 640: 6% ╸─────────── 3/53 1.0it/s 2.6s<49.3s  28/200 68G 1.444 1.965 0.006734 701 640: 8% ╸─────────── 4/53 1.2it/s 3.2s<41.8s  28/200 68G 1.452 1.98 0.006809 707 640: 9% ━─────────── 5/53 1.3it/s 3.9s<37.4s  28/200 68G 1.441 1.935 0.006802 684 640: 11% ━─────────── 6/53 1.4it/s 4.5s<34.5s  28/200 68G 1.432 1.914 0.006859 585 640: 13% ━╸────────── 7/53 1.4it/s 5.2s<32.4s  28/200 68G 1.425 1.9 0.006915 598 640: 15% ━╸────────── 8/53 1.5it/s 5.8s<30.8s  28/200 68G 1.422 1.897 0.006945 639 640: 17% ━━────────── 9/53 1.5it/s 6.5s<29.7s  28/200 68G 1.427 1.906 0.006965 632 640: 19% ━━────────── 10/53 1.5it/s 7.1s<28.7s  28/200 68G 1.419 1.876 0.006962 646 640: 21% ━━────────── 11/53 1.5it/s 7.8s<27.8s  28/200 68G 1.42 1.883 0.006955 668 640: 23% ━━╸───────── 12/53 1.5it/s 8.4s<27.1s  28/200 68G 1.415 1.871 0.006884 709 640: 25% ━━╸───────── 13/53 1.5it/s 9.1s<26.3s  28/200 68G 1.418 1.886 0.0069 639 640: 26% ━━━───────── 14/53 1.5it/s 9.7s<25.6s  28/200 68G 1.419 1.892 0.006938 625 640: 28% ━━━───────── 15/53 1.5it/s 10.4s<24.8s  28/200 68G 1.415 1.884 0.006912 635 640: 30% ━━━╸──────── 16/53 1.5it/s 11.0s<24.1s  28/200 68G 1.416 1.889 0.006951 674 640: 32% ━━━╸──────── 17/53 1.5it/s 11.7s<23.4s  28/200 68G 1.413 1.88 0.006942 588 640: 34% ━━━━──────── 18/53 1.5it/s 12.3s<22.7s  28/200 68G 1.409 1.881 0.006929 641 640: 36% ━━━━──────── 19/53 1.5it/s 13.0s<22.1s  28/200 68G 1.408 1.88 0.006969 619 640: 38% ━━━━╸─────── 20/53 1.5it/s 13.6s<21.4s  28/200 68G 1.409 1.886 0.006963 663 640: 40% ━━━━╸─────── 21/53 1.5it/s 14.3s<20.8s  28/200 68G 1.41 1.887 0.006936 677 640: 42% ━━━━╸─────── 22/53 1.5it/s 14.9s<20.1s  28/200 68G 1.41 1.89 0.006924 704 640: 43% ━━━━━─────── 23/53 1.5it/s 15.6s<19.5s  28/200 68G 1.409 1.891 0.006903 695 640: 45% ━━━━━─────── 24/53 1.5it/s 16.2s<18.8s  28/200 68G 1.408 1.887 0.006909 660 640: 47% ━━━━━╸────── 25/53 1.5it/s 16.9s<18.1s  28/200 68G 1.409 1.887 0.006915 663 640: 49% ━━━━━╸────── 26/53 1.5it/s 17.5s<17.5s  28/200 68G 1.409 1.882 0.006892 660 640: 51% ━━━━━━────── 27/53 1.5it/s 18.2s<16.8s  28/200 68G 1.409 1.888 0.006885 732 640: 53% ━━━━━━────── 28/53 1.5it/s 18.8s<16.2s  28/200 68G 1.409 1.89 0.006886 662 640: 55% ━━━━━━╸───── 29/53 1.5it/s 19.5s<15.6s  28/200 68G 1.408 1.88 0.006888 679 640: 57% ━━━━━━╸───── 30/53 1.5it/s 20.1s<14.9s  28/200 68G 1.408 1.882 0.006914 633 640: 58% ━━━━━━━───── 31/53 1.5it/s 20.7s<14.2s  28/200 68G 1.406 1.878 0.006928 548 640: 60% ━━━━━━━───── 32/53 1.5it/s 21.4s<13.6s  28/200 68G 1.406 1.878 0.006924 736 640: 62% ━━━━━━━───── 33/53 1.5it/s 22.0s<12.9s  28/200 68G 1.404 1.872 0.006929 612 640: 64% ━━━━━━━╸──── 34/53 1.5it/s 22.7s<12.3s  28/200 68G 1.404 1.867 0.00692 609 640: 66% ━━━━━━━╸──── 35/53 1.5it/s 23.3s<11.7s  28/200 68G 1.405 1.868 0.006936 714 640: 68% ━━━━━━━━──── 36/53 1.5it/s 24.0s<11.0s  28/200 68G 1.404 1.866 0.006975 543 640: 70% ━━━━━━━━──── 37/53 1.5it/s 24.6s<10.4s  28/200 68G 1.404 1.868 0.006964 679 640: 72% ━━━━━━━━╸─── 38/53 1.5it/s 25.3s<9.7s  28/200 68G 1.402 1.861 0.00695 606 640: 74% ━━━━━━━━╸─── 39/53 1.5it/s 25.9s<9.1s  28/200 68G 1.402 1.858 0.006953 601 640: 75% ━━━━━━━━━─── 40/53 1.5it/s 26.6s<8.4s  28/200 68G 1.403 1.857 0.006944 625 640: 77% ━━━━━━━━━─── 41/53 1.5it/s 27.2s<7.8s  28/200 68G 1.403 1.855 0.006932 661 640: 79% ━━━━━━━━━╸── 42/53 1.5it/s 27.9s<7.1s  28/200 68G 1.403 1.852 0.00694 589 640: 81% ━━━━━━━━━╸── 43/53 1.5it/s 28.5s<6.5s  28/200 68G 1.404 1.855 0.00694 715 640: 83% ━━━━━━━━━╸── 44/53 1.5it/s 29.2s<5.9s  28/200 68G 1.402 1.852 0.006937 647 640: 85% ━━━━━━━━━━── 45/53 1.5it/s 29.8s<5.2s  28/200 68G 1.402 1.853 0.006939 532 640: 87% ━━━━━━━━━━── 46/53 1.5it/s 30.5s<4.5s  28/200 68G 1.404 1.853 0.006924 703 640: 89% ━━━━━━━━━━╸─ 47/53 1.5it/s 31.1s<3.9s  28/200 68G 1.404 1.857 0.00692 692 640: 91% ━━━━━━━━━━╸─ 48/53 1.5it/s 31.8s<3.3s  28/200 68G 1.404 1.855 0.006915 582 640: 92% ━━━━━━━━━━━─ 49/53 1.5it/s 32.4s<2.6s  28/200 68G 1.405 1.855 0.006912 687 640: 94% ━━━━━━━━━━━─ 50/53 1.5it/s 33.1s<1.9s  28/200 68G 1.404 1.855 0.006905 663 640: 96% ━━━━━━━━━━━╸ 51/53 1.5it/s 33.7s<1.3s  28/200 68G 1.406 1.861 0.006878 161 640: 98% ━━━━━━━━━━━╸ 52/53 2.4it/s 33.9s<0.4s  28/200 68G 1.406 1.861 0.006878 161 640: 100% ━━━━━━━━━━━━ 53/53 1.6it/s 33.9s +  Class Images Instances Box(P R mAP50 mAP50-95): 100% ━━━━━━━━━━━━ 1/1 2.5it/s 0.4s + all 177 1609 0.75 0.696 0.721 0.464 + + Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size +  29/200 68.4G 1.486 2.087 0.007254 606 640: 0% ──────────── 0/53 0.6s  29/200 68.4G 1.447 1.992 0.006997 679 640: 2% ──────────── 1/53 2.2s/it 1.3s<1:54  29/200 68.4G 1.449 2.026 0.007139 699 640: 4% ──────────── 2/53 1.3s/it 2.0s<1:05  29/200 68.4G 1.46 1.989 0.007045 732 640: 6% ╸─────────── 3/53 1.0it/s 2.6s<49.7s  29/200 68.4G 1.455 1.962 0.006925 676 640: 8% ╸─────────── 4/53 1.2it/s 3.3s<42.0s  29/200 68.4G 1.452 1.962 0.006905 728 640: 9% ━─────────── 5/53 1.3it/s 3.9s<37.5s  29/200 68.4G 1.458 1.945 0.006864 653 640: 11% ━─────────── 6/53 1.4it/s 4.6s<34.6s  29/200 68.4G 1.456 1.938 0.006865 646 640: 13% ━╸────────── 7/53 1.4it/s 5.2s<32.5s  29/200 68.4G 1.446 1.914 0.006881 563 640: 15% ━╸────────── 8/53 1.5it/s 5.8s<31.0s  29/200 68.4G 1.44 1.903 0.006887 609 640: 17% ━━────────── 9/53 1.5it/s 6.5s<29.7s  29/200 68.4G 1.44 1.907 0.006861 692 640: 19% ━━────────── 10/53 1.5it/s 7.1s<28.7s  29/200 68.4G 1.442 1.9 0.006788 801 640: 21% ━━────────── 11/53 1.5it/s 7.8s<27.8s  29/200 68.4G 1.441 1.907 0.00676 634 640: 23% ━━╸───────── 12/53 1.5it/s 8.4s<27.0s  29/200 68.4G 1.433 1.894 0.006756 557 640: 25% ━━╸───────── 13/53 1.5it/s 9.1s<26.1s  29/200 68.4G 1.428 1.886 0.006765 585 640: 26% ━━━───────── 14/53 1.5it/s 9.7s<25.4s  29/200 68.4G 1.426 1.895 0.006759 645 640: 28% ━━━───────── 15/53 1.5it/s 10.4s<24.7s  29/200 68.4G 1.424 1.903 0.006821 611 640: 30% ━━━╸──────── 16/53 1.5it/s 11.0s<23.9s  29/200 68.4G 1.425 1.906 0.006808 799 640: 32% ━━━╸──────── 17/53 1.5it/s 11.7s<23.3s  29/200 68.4G 1.425 1.901 0.006786 649 640: 34% ━━━━──────── 18/53 1.5it/s 12.3s<22.9s  29/200 68.4G 1.418 1.888 0.00678 557 640: 36% ━━━━──────── 19/53 1.5it/s 13.0s<22.1s  29/200 68.4G 1.42 1.894 0.006811 698 640: 38% ━━━━╸─────── 20/53 1.5it/s 13.6s<21.5s  29/200 68.4G 1.417 1.885 0.006771 668 640: 40% ━━━━╸─────── 21/53 1.5it/s 14.3s<20.8s  29/200 68.4G 1.416 1.884 0.006777 625 640: 42% ━━━━╸─────── 22/53 1.5it/s 14.9s<20.1s  29/200 68.4G 1.415 1.882 0.006793 626 640: 43% ━━━━━─────── 23/53 1.5it/s 15.6s<19.5s  29/200 68.4G 1.412 1.876 0.006808 590 640: 45% ━━━━━─────── 24/53 1.5it/s 16.2s<18.8s  29/200 68.4G 1.413 1.884 0.006816 707 640: 47% ━━━━━╸────── 25/53 1.5it/s 16.9s<18.1s  29/200 68.4G 1.413 1.885 0.006832 644 640: 49% ━━━━━╸────── 26/53 1.5it/s 17.5s<17.5s  29/200 68.4G 1.413 1.884 0.006812 684 640: 51% ━━━━━━────── 27/53 1.5it/s 18.2s<16.8s  29/200 68.4G 1.415 1.887 0.006805 778 640: 53% ━━━━━━────── 28/53 1.5it/s 18.8s<16.2s  29/200 68.4G 1.415 1.887 0.006822 632 640: 55% ━━━━━━╸───── 29/53 1.5it/s 19.5s<15.5s  29/200 68.4G 1.414 1.882 0.006811 593 640: 57% ━━━━━━╸───── 30/53 1.5it/s 20.1s<14.9s  29/200 68.4G 1.413 1.885 0.006806 628 640: 58% ━━━━━━━───── 31/53 1.5it/s 20.8s<14.2s  29/200 68.4G 1.414 1.887 0.006792 733 640: 60% ━━━━━━━───── 32/53 1.5it/s 21.4s<13.6s  29/200 68.4G 1.411 1.883 0.006788 681 640: 62% ━━━━━━━───── 33/53 1.5it/s 22.0s<12.9s  29/200 68.4G 1.412 1.88 0.006784 769 640: 64% ━━━━━━━╸──── 34/53 1.5it/s 22.7s<12.3s  29/200 68.4G 1.411 1.881 0.00679 587 640: 66% ━━━━━━━╸──── 35/53 1.5it/s 23.3s<11.7s  29/200 68.4G 1.409 1.88 0.006769 681 640: 68% ━━━━━━━━──── 36/53 1.5it/s 24.0s<11.0s  29/200 68.4G 1.408 1.875 0.00677 577 640: 70% ━━━━━━━━──── 37/53 1.5it/s 24.6s<10.4s  29/200 68.4G 1.405 1.869 0.006775 562 640: 72% ━━━━━━━━╸─── 38/53 1.5it/s 25.3s<9.8s  29/200 68.4G 1.405 1.868 0.006765 672 640: 74% ━━━━━━━━╸─── 39/53 1.5it/s 25.9s<9.1s  29/200 68.4G 1.403 1.867 0.006749 655 640: 75% ━━━━━━━━━─── 40/53 1.5it/s 26.6s<8.5s  29/200 68.4G 1.403 1.863 0.006755 664 640: 77% ━━━━━━━━━─── 41/53 1.5it/s 27.3s<7.8s  29/200 68.4G 1.402 1.859 0.006745 670 640: 79% ━━━━━━━━━╸── 42/53 1.5it/s 27.9s<7.2s  29/200 68.4G 1.401 1.853 0.006723 633 640: 81% ━━━━━━━━━╸── 43/53 1.5it/s 28.5s<6.5s  29/200 68.4G 1.401 1.855 0.006729 632 640: 83% ━━━━━━━━━╸── 44/53 1.5it/s 29.2s<5.8s  29/200 68.4G 1.402 1.856 0.006746 630 640: 85% ━━━━━━━━━━── 45/53 1.5it/s 29.8s<5.2s  29/200 68.4G 1.402 1.859 0.006739 669 640: 87% ━━━━━━━━━━── 46/53 1.5it/s 30.5s<4.5s  29/200 68.4G 1.402 1.858 0.006756 563 640: 89% ━━━━━━━━━━╸─ 47/53 1.5it/s 31.1s<3.9s  29/200 68.4G 1.401 1.855 0.006753 680 640: 91% ━━━━━━━━━━╸─ 48/53 1.5it/s 31.8s<3.2s  29/200 68.4G 1.401 1.859 0.006764 639 640: 92% ━━━━━━━━━━━─ 49/53 1.5it/s 32.4s<2.6s  29/200 68.4G 1.402 1.859 0.00677 679 640: 94% ━━━━━━━━━━━─ 50/53 1.5it/s 33.1s<2.0s  29/200 68.4G 1.402 1.856 0.00676 723 640: 96% ━━━━━━━━━━━╸ 51/53 1.5it/s 33.8s<1.3s  29/200 68.4G 1.4 1.855 0.006767 62 640: 98% ━━━━━━━━━━━╸ 52/53 2.4it/s 34.0s<0.4s  29/200 68.4G 1.4 1.855 0.006767 62 640: 100% ━━━━━━━━━━━━ 53/53 1.6it/s 34.0s +  Class Images Instances Box(P R mAP50 mAP50-95): 100% ━━━━━━━━━━━━ 1/1 2.4it/s 0.4s + all 177 1609 0.739 0.657 0.711 0.432 + + Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size +  30/200 67.9G 1.365 1.749 0.006544 660 640: 0% ──────────── 0/53 0.7s  30/200 67.9G 1.37 1.752 0.006637 611 640: 2% ──────────── 1/53 2.2s/it 1.3s<1:52  30/200 67.9G 1.377 1.769 0.006647 616 640: 4% ──────────── 2/53 1.3s/it 1.9s<1:05  30/200 67.9G 1.386 1.795 0.006723 603 640: 6% ╸─────────── 3/53 1.0it/s 2.6s<49.3s  30/200 67.9G 1.402 1.817 0.006624 637 640: 8% ╸─────────── 4/53 1.2it/s 3.2s<41.7s  30/200 67.9G 1.395 1.805 0.006698 595 640: 9% ━─────────── 5/53 1.3it/s 3.9s<37.3s  30/200 67.9G 1.399 1.824 0.006602 702 640: 11% ━─────────── 6/53 1.4it/s 4.5s<34.5s  30/200 67.9G 1.396 1.815 0.006542 650 640: 13% ━╸────────── 7/53 1.4it/s 5.2s<32.4s  30/200 67.9G 1.393 1.807 0.006575 598 640: 15% ━╸────────── 8/53 1.5it/s 5.8s<30.9s  30/200 67.9G 1.402 1.842 0.006604 691 640: 17% ━━────────── 9/53 1.5it/s 6.5s<29.7s  30/200 67.9G 1.399 1.832 0.006607 609 640: 19% ━━────────── 10/53 1.5it/s 7.1s<28.6s  30/200 67.9G 1.403 1.839 0.006597 775 640: 21% ━━────────── 11/53 1.5it/s 7.8s<28.1s  30/200 67.9G 1.403 1.835 0.006669 607 640: 23% ━━╸───────── 12/53 1.5it/s 8.5s<27.5s  30/200 67.9G 1.406 1.839 0.006661 636 640: 25% ━━╸───────── 13/53 1.5it/s 9.1s<26.5s  30/200 67.9G 1.407 1.841 0.006636 782 640: 26% ━━━───────── 14/53 1.5it/s 9.8s<25.7s  30/200 67.9G 1.405 1.836 0.006613 693 640: 28% ━━━───────── 15/53 1.5it/s 10.4s<24.9s  30/200 67.9G 1.404 1.842 0.006655 596 640: 30% ━━━╸──────── 16/53 1.5it/s 11.1s<24.2s  30/200 67.9G 1.403 1.836 0.006655 693 640: 32% ━━━╸──────── 17/53 1.5it/s 11.7s<23.5s  30/200 67.9G 1.402 1.834 0.006664 643 640: 34% ━━━━──────── 18/53 1.5it/s 12.4s<22.8s  30/200 67.9G 1.404 1.848 0.006684 656 640: 36% ━━━━──────── 19/53 1.5it/s 13.0s<22.2s  30/200 67.9G 1.407 1.864 0.006697 738 640: 38% ━━━━╸─────── 20/53 1.5it/s 13.7s<21.5s  30/200 67.9G 1.406 1.858 0.006658 700 640: 40% ━━━━╸─────── 21/53 1.5it/s 14.3s<20.8s  30/200 67.9G 1.404 1.854 0.006642 583 640: 42% ━━━━╸─────── 22/53 1.5it/s 15.0s<20.2s  30/200 67.9G 1.403 1.855 0.006624 641 640: 43% ━━━━━─────── 23/53 1.5it/s 15.6s<19.5s  30/200 67.9G 1.403 1.858 0.00666 675 640: 45% ━━━━━─────── 24/53 1.5it/s 16.3s<18.9s  30/200 67.9G 1.399 1.852 0.006681 507 640: 47% ━━━━━╸────── 25/53 1.5it/s 16.9s<18.2s  30/200 67.9G 1.4 1.849 0.006688 651 640: 49% ━━━━━╸────── 26/53 1.5it/s 17.6s<17.6s  30/200 67.9G 1.396 1.842 0.006689 574 640: 51% ━━━━━━────── 27/53 1.5it/s 18.2s<16.9s  30/200 67.9G 1.397 1.838 0.006688 597 640: 53% ━━━━━━────── 28/53 1.5it/s 18.9s<16.2s  30/200 67.9G 1.398 1.835 0.006688 634 640: 55% ━━━━━━╸───── 29/53 1.5it/s 19.5s<15.6s  30/200 67.9G 1.399 1.842 0.006724 671 640: 57% ━━━━━━╸───── 30/53 1.5it/s 20.2s<14.9s  30/200 67.9G 1.397 1.838 0.006749 576 640: 58% ━━━━━━━───── 31/53 1.5it/s 20.8s<14.3s  30/200 67.9G 1.395 1.836 0.00674 612 640: 60% ━━━━━━━───── 32/53 1.5it/s 21.5s<13.6s  30/200 67.9G 1.396 1.838 0.006741 683 640: 62% ━━━━━━━───── 33/53 1.5it/s 22.1s<13.0s  30/200 67.9G 1.397 1.836 0.006739 714 640: 64% ━━━━━━━╸──── 34/53 1.5it/s 22.8s<12.3s  30/200 67.9G 1.396 1.838 0.006735 639 640: 66% ━━━━━━━╸──── 35/53 1.5it/s 23.4s<11.7s  30/200 67.9G 1.398 1.845 0.006732 738 640: 68% ━━━━━━━━──── 36/53 1.5it/s 24.1s<11.0s  30/200 67.9G 1.398 1.85 0.006739 630 640: 70% ━━━━━━━━──── 37/53 1.5it/s 24.7s<10.3s  30/200 67.9G 1.398 1.847 0.006717 688 640: 72% ━━━━━━━━╸─── 38/53 1.5it/s 25.3s<9.7s  30/200 67.9G 1.398 1.847 0.006715 671 640: 74% ━━━━━━━━╸─── 39/53 1.5it/s 26.0s<9.1s  30/200 67.9G 1.397 1.846 0.006717 667 640: 75% ━━━━━━━━━─── 40/53 1.5it/s 26.6s<8.4s  30/200 67.9G 1.396 1.844 0.006723 603 640: 77% ━━━━━━━━━─── 41/53 1.5it/s 27.3s<7.8s  30/200 67.9G 1.396 1.847 0.006718 717 640: 79% ━━━━━━━━━╸── 42/53 1.5it/s 27.9s<7.1s  30/200 67.9G 1.398 1.849 0.006727 692 640: 81% ━━━━━━━━━╸── 43/53 1.5it/s 28.6s<6.5s  30/200 67.9G 1.399 1.852 0.006736 539 640: 83% ━━━━━━━━━╸── 44/53 1.5it/s 29.2s<5.9s  30/200 67.9G 1.397 1.846 0.00674 598 640: 85% ━━━━━━━━━━── 45/53 1.5it/s 29.9s<5.2s  30/200 67.9G 1.396 1.843 0.006733 643 640: 87% ━━━━━━━━━━── 46/53 1.5it/s 30.5s<4.5s  30/200 67.9G 1.397 1.848 0.00674 732 640: 89% ━━━━━━━━━━╸─ 47/53 1.5it/s 31.2s<3.9s  30/200 67.9G 1.396 1.844 0.00674 615 640: 91% ━━━━━━━━━━╸─ 48/53 1.5it/s 31.8s<3.2s  30/200 67.9G 1.395 1.843 0.006751 684 640: 92% ━━━━━━━━━━━─ 49/53 1.5it/s 32.5s<2.6s  30/200 67.9G 1.397 1.848 0.00675 707 640: 94% ━━━━━━━━━━━─ 50/53 1.5it/s 33.2s<2.0s  30/200 67.9G 1.397 1.848 0.006749 696 640: 96% ━━━━━━━━━━━╸ 51/53 1.5it/s 33.8s<1.3s  30/200 67.9G 1.397 1.848 0.006759 78 640: 98% ━━━━━━━━━━━╸ 52/53 2.4it/s 34.0s<0.4s  30/200 67.9G 1.397 1.848 0.006759 78 640: 100% ━━━━━━━━━━━━ 53/53 1.6it/s 34.0s +  Class Images Instances Box(P R mAP50 mAP50-95): 100% ━━━━━━━━━━━━ 1/1 2.5it/s 0.4s + all 177 1609 0.685 0.701 0.703 0.434 + + Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size +  31/200 67.5G 1.412 1.851 0.006521 672 640: 0% ──────────── 0/53 0.6s  31/200 67.5G 1.425 1.897 0.006754 699 640: 2% ──────────── 1/53 2.2s/it 1.3s<1:53  31/200 67.5G 1.429 1.881 0.007047 553 640: 4% ──────────── 2/53 1.3s/it 2.0s<1:05  31/200 67.5G 1.42 1.838 0.006992 667 640: 6% ╸─────────── 3/53 1.0it/s 2.6s<49.5s  31/200 67.5G 1.419 1.841 0.006796 677 640: 8% ╸─────────── 4/53 1.2it/s 3.3s<42.0s  31/200 67.5G 1.42 1.85 0.006749 699 640: 9% ━─────────── 5/53 1.3it/s 3.9s<37.5s  31/200 67.5G 1.412 1.836 0.006635 689 640: 11% ━─────────── 6/53 1.4it/s 4.5s<34.5s  31/200 67.5G 1.4 1.805 0.006615 579 640: 13% ━╸────────── 7/53 1.4it/s 5.2s<32.5s  31/200 67.5G 1.395 1.808 0.006599 584 640: 15% ━╸────────── 8/53 1.5it/s 5.8s<30.9s  31/200 67.5G 1.397 1.811 0.006653 567 640: 17% ━━────────── 9/53 1.5it/s 6.5s<29.6s  31/200 67.5G 1.398 1.819 0.006667 667 640: 19% ━━────────── 10/53 1.5it/s 7.1s<28.7s  31/200 67.5G 1.395 1.824 0.006632 713 640: 21% ━━────────── 11/53 1.5it/s 7.8s<27.8s  31/200 67.5G 1.394 1.822 0.00663 630 640: 23% ━━╸───────── 12/53 1.5it/s 8.4s<27.0s  31/200 67.5G 1.397 1.827 0.00665 587 640: 25% ━━╸───────── 13/53 1.5it/s 9.1s<26.2s  31/200 67.5G 1.397 1.822 0.006632 737 640: 26% ━━━───────── 14/53 1.5it/s 9.7s<25.5s  31/200 67.5G 1.394 1.813 0.006621 591 640: 28% ━━━───────── 15/53 1.5it/s 10.4s<24.8s  31/200 67.5G 1.396 1.813 0.00664 683 640: 30% ━━━╸──────── 16/53 1.5it/s 11.1s<24.4s  31/200 67.5G 1.396 1.809 0.006609 689 640: 32% ━━━╸──────── 17/53 1.5it/s 11.7s<24.0s  31/200 67.5G 1.396 1.811 0.006681 602 640: 34% ━━━━──────── 18/53 1.5it/s 12.4s<23.2s  31/200 67.5G 1.397 1.818 0.006692 650 640: 36% ━━━━──────── 19/53 1.5it/s 13.0s<22.4s  31/200 67.5G 1.395 1.815 0.006715 543 640: 38% ━━━━╸─────── 20/53 1.5it/s 13.7s<21.6s  31/200 67.5G 1.39 1.805 0.006706 519 640: 40% ━━━━╸─────── 21/53 1.5it/s 14.3s<20.9s  31/200 67.5G 1.391 1.806 0.006715 669 640: 42% ━━━━╸─────── 22/53 1.5it/s 15.0s<20.2s  31/200 67.5G 1.392 1.81 0.006726 633 640: 43% ━━━━━─────── 23/53 1.5it/s 15.6s<19.5s  31/200 67.5G 1.394 1.814 0.006708 650 640: 45% ━━━━━─────── 24/53 1.5it/s 16.3s<18.9s  31/200 67.5G 1.394 1.811 0.006685 705 640: 47% ━━━━━╸────── 25/53 1.5it/s 16.9s<18.2s  31/200 67.5G 1.395 1.813 0.006679 763 640: 49% ━━━━━╸────── 26/53 1.5it/s 17.6s<17.5s  31/200 67.5G 1.396 1.816 0.006687 623 640: 51% ━━━━━━────── 27/53 1.5it/s 18.2s<16.9s  31/200 67.5G 1.398 1.817 0.006675 743 640: 53% ━━━━━━────── 28/53 1.5it/s 18.9s<16.2s  31/200 67.5G 1.396 1.817 0.006685 531 640: 55% ━━━━━━╸───── 29/53 1.5it/s 19.5s<15.5s  31/200 67.5G 1.395 1.816 0.006676 592 640: 57% ━━━━━━╸───── 30/53 1.5it/s 20.2s<14.9s  31/200 67.5G 1.393 1.815 0.006679 583 640: 58% ━━━━━━━───── 31/53 1.5it/s 20.8s<14.2s  31/200 67.5G 1.392 1.814 0.006675 662 640: 60% ━━━━━━━───── 32/53 1.5it/s 21.5s<13.6s  31/200 67.5G 1.392 1.816 0.006645 713 640: 62% ━━━━━━━───── 33/53 1.5it/s 22.1s<13.0s  31/200 67.5G 1.393 1.814 0.006637 694 640: 64% ━━━━━━━╸──── 34/53 1.5it/s 22.8s<12.3s  31/200 67.5G 1.393 1.813 0.006639 691 640: 66% ━━━━━━━╸──── 35/53 1.5it/s 23.4s<11.7s  31/200 67.5G 1.394 1.81 0.006651 661 640: 68% ━━━━━━━━──── 36/53 1.5it/s 24.1s<11.0s  31/200 67.5G 1.394 1.812 0.006658 638 640: 70% ━━━━━━━━──── 37/53 1.5it/s 24.7s<10.3s  31/200 67.5G 1.396 1.814 0.006683 671 640: 72% ━━━━━━━━╸─── 38/53 1.5it/s 25.4s<9.7s  31/200 67.5G 1.395 1.811 0.006676 621 640: 74% ━━━━━━━━╸─── 39/53 1.5it/s 26.0s<9.1s  31/200 67.5G 1.394 1.813 0.006677 639 640: 75% ━━━━━━━━━─── 40/53 1.5it/s 26.7s<8.4s  31/200 67.5G 1.394 1.813 0.006675 683 640: 77% ━━━━━━━━━─── 41/53 1.5it/s 27.3s<7.8s  31/200 67.5G 1.393 1.812 0.006677 732 640: 79% ━━━━━━━━━╸── 42/53 1.5it/s 28.0s<7.1s  31/200 67.5G 1.393 1.81 0.006672 663 640: 81% ━━━━━━━━━╸── 43/53 1.5it/s 28.6s<6.5s  31/200 67.5G 1.392 1.809 0.006677 553 640: 83% ━━━━━━━━━╸── 44/53 1.5it/s 29.3s<5.8s  31/200 67.5G 1.391 1.806 0.006698 536 640: 85% ━━━━━━━━━━── 45/53 1.5it/s 29.9s<5.2s  31/200 67.5G 1.39 1.806 0.006705 635 640: 87% ━━━━━━━━━━── 46/53 1.5it/s 30.6s<4.5s  31/200 67.5G 1.39 1.808 0.006714 660 640: 89% ━━━━━━━━━━╸─ 47/53 1.5it/s 31.2s<3.9s  31/200 67.5G 1.39 1.805 0.006711 680 640: 91% ━━━━━━━━━━╸─ 48/53 1.5it/s 31.9s<3.2s  31/200 67.5G 1.389 1.802 0.006731 611 640: 92% ━━━━━━━━━━━─ 49/53 1.5it/s 32.5s<2.6s  31/200 67.5G 1.391 1.807 0.006735 678 640: 94% ━━━━━━━━━━━─ 50/53 1.5it/s 33.2s<2.0s  31/200 67.5G 1.39 1.805 0.006722 663 640: 96% ━━━━━━━━━━━╸ 51/53 1.5it/s 33.8s<1.3s  31/200 67.5G 1.388 1.805 0.006755 106 640: 98% ━━━━━━━━━━━╸ 52/53 2.4it/s 34.0s<0.4s  31/200 67.5G 1.388 1.805 0.006755 106 640: 100% ━━━━━━━━━━━━ 53/53 1.6it/s 34.0s +  Class Images Instances Box(P R mAP50 mAP50-95): 100% ━━━━━━━━━━━━ 1/1 2.5it/s 0.4s + all 177 1609 0.73 0.605 0.673 0.415 + + Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size +  32/200 67.4G 1.403 1.827 0.006843 652 640: 0% ──────────── 0/53 0.7s  32/200 67.4G 1.374 1.794 0.007225 547 640: 2% ──────────── 1/53 2.2s/it 1.3s<1:52  32/200 67.4G 1.372 1.775 0.00715 660 640: 4% ──────────── 2/53 1.3s/it 2.0s<1:05  32/200 67.4G 1.368 1.783 0.007045 642 640: 6% ╸─────────── 3/53 1.0it/s 2.6s<49.4s  32/200 67.4G 1.37 1.765 0.00701 662 640: 8% ╸─────────── 4/53 1.2it/s 3.3s<42.0s  32/200 67.4G 1.361 1.767 0.007104 543 640: 9% ━─────────── 5/53 1.3it/s 3.9s<37.4s  32/200 67.4G 1.371 1.777 0.007017 696 640: 11% ━─────────── 6/53 1.4it/s 4.6s<34.7s  32/200 67.4G 1.368 1.774 0.006945 622 640: 13% ━╸────────── 7/53 1.4it/s 5.2s<32.6s  32/200 67.4G 1.367 1.781 0.006928 640 640: 15% ━╸────────── 8/53 1.5it/s 5.9s<31.0s  32/200 67.4G 1.374 1.799 0.00684 731 640: 17% ━━────────── 9/53 1.5it/s 6.5s<29.8s  32/200 67.4G 1.376 1.804 0.006869 586 640: 19% ━━────────── 10/53 1.5it/s 7.2s<28.8s  32/200 67.4G 1.379 1.805 0.006828 706 640: 21% ━━────────── 11/53 1.5it/s 7.8s<27.8s  32/200 67.4G 1.372 1.801 0.006775 636 640: 23% ━━╸───────── 12/53 1.5it/s 8.4s<27.0s  32/200 67.4G 1.374 1.8 0.006707 713 640: 25% ━━╸───────── 13/53 1.5it/s 9.1s<26.2s  32/200 67.4G 1.38 1.804 0.006635 809 640: 26% ━━━───────── 14/53 1.5it/s 9.7s<25.5s  32/200 67.4G 1.387 1.812 0.006611 773 640: 28% ━━━───────── 15/53 1.5it/s 10.4s<24.8s  32/200 67.4G 1.382 1.804 0.006598 587 640: 30% ━━━╸──────── 16/53 1.5it/s 11.0s<24.1s  32/200 67.4G 1.385 1.8 0.006572 677 640: 32% ━━━╸──────── 17/53 1.5it/s 11.7s<23.4s  32/200 67.4G 1.391 1.817 0.006587 758 640: 34% ━━━━──────── 18/53 1.5it/s 12.3s<22.8s  32/200 67.4G 1.388 1.815 0.006622 559 640: 36% ━━━━──────── 19/53 1.5it/s 13.0s<22.2s  32/200 67.4G 1.387 1.815 0.006645 603 640: 38% ━━━━╸─────── 20/53 1.5it/s 13.6s<21.5s  32/200 67.4G 1.383 1.809 0.006657 611 640: 40% ━━━━╸─────── 21/53 1.5it/s 14.3s<20.8s  32/200 67.4G 1.378 1.805 0.006654 567 640: 42% ━━━━╸─────── 22/53 1.5it/s 14.9s<20.1s  32/200 67.4G 1.38 1.805 0.006634 697 640: 43% ━━━━━─────── 23/53 1.5it/s 15.6s<19.4s  32/200 67.4G 1.379 1.804 0.006621 709 640: 45% ━━━━━─────── 24/53 1.5it/s 16.2s<18.8s  32/200 67.4G 1.377 1.805 0.006631 671 640: 47% ━━━━━╸────── 25/53 1.5it/s 16.9s<18.2s  32/200 67.4G 1.375 1.803 0.006629 585 640: 49% ━━━━━╸────── 26/53 1.5it/s 17.5s<17.5s  32/200 67.4G 1.374 1.801 0.006604 630 640: 51% ━━━━━━────── 27/53 1.5it/s 18.2s<16.9s  32/200 67.4G 1.376 1.803 0.006585 701 640: 53% ━━━━━━────── 28/53 1.5it/s 18.8s<16.2s  32/200 67.4G 1.375 1.797 0.006564 703 640: 55% ━━━━━━╸───── 29/53 1.5it/s 19.5s<15.6s  32/200 67.4G 1.374 1.799 0.006556 632 640: 57% ━━━━━━╸───── 30/53 1.5it/s 20.1s<15.0s  32/200 67.4G 1.375 1.797 0.006553 765 640: 58% ━━━━━━━───── 31/53 1.5it/s 20.8s<14.3s  32/200 67.4G 1.374 1.796 0.006549 640 640: 60% ━━━━━━━───── 32/53 1.5it/s 21.4s<13.7s  32/200 67.4G 1.376 1.801 0.006555 754 640: 62% ━━━━━━━───── 33/53 1.5it/s 22.1s<13.0s  32/200 67.4G 1.377 1.802 0.006552 653 640: 64% ━━━━━━━╸──── 34/53 1.5it/s 22.7s<12.4s  32/200 67.4G 1.376 1.8 0.006555 625 640: 66% ━━━━━━━╸──── 35/53 1.5it/s 23.4s<11.7s  32/200 67.4G 1.376 1.798 0.006563 667 640: 68% ━━━━━━━━──── 36/53 1.5it/s 24.0s<11.0s  32/200 67.4G 1.376 1.794 0.006549 704 640: 70% ━━━━━━━━──── 37/53 1.5it/s 24.7s<10.4s  32/200 67.4G 1.376 1.791 0.006547 724 640: 72% ━━━━━━━━╸─── 38/53 1.5it/s 25.3s<9.7s  32/200 67.4G 1.375 1.787 0.006553 597 640: 74% ━━━━━━━━╸─── 39/53 1.5it/s 26.0s<9.1s  32/200 67.4G 1.374 1.786 0.006557 639 640: 75% ━━━━━━━━━─── 40/53 1.5it/s 26.6s<8.4s  32/200 67.4G 1.375 1.786 0.006544 715 640: 77% ━━━━━━━━━─── 41/53 1.5it/s 27.3s<7.8s  32/200 67.4G 1.373 1.782 0.00653 659 640: 79% ━━━━━━━━━╸── 42/53 1.5it/s 27.9s<7.1s  32/200 67.4G 1.373 1.78 0.006534 640 640: 81% ━━━━━━━━━╸── 43/53 1.5it/s 28.6s<6.5s  32/200 67.4G 1.372 1.781 0.006533 656 640: 83% ━━━━━━━━━╸── 44/53 1.5it/s 29.2s<5.8s  32/200 67.4G 1.374 1.783 0.006521 818 640: 85% ━━━━━━━━━━── 45/53 1.5it/s 29.9s<5.2s  32/200 67.4G 1.374 1.784 0.006519 658 640: 87% ━━━━━━━━━━── 46/53 1.5it/s 30.5s<4.5s  32/200 67.4G 1.374 1.785 0.006523 610 640: 89% ━━━━━━━━━━╸─ 47/53 1.5it/s 31.2s<3.9s  32/200 67.4G 1.374 1.789 0.006532 620 640: 91% ━━━━━━━━━━╸─ 48/53 1.5it/s 31.8s<3.2s  32/200 67.4G 1.376 1.792 0.006532 764 640: 92% ━━━━━━━━━━━─ 49/53 1.5it/s 32.5s<2.6s  32/200 67.4G 1.376 1.794 0.006532 671 640: 94% ━━━━━━━━━━━─ 50/53 1.5it/s 33.1s<1.9s  32/200 67.4G 1.377 1.797 0.006529 726 640: 96% ━━━━━━━━━━━╸ 51/53 1.5it/s 33.8s<1.3s  32/200 67.4G 1.381 1.802 0.006512 140 640: 98% ━━━━━━━━━━━╸ 52/53 2.4it/s 34.0s<0.4s  32/200 67.4G 1.381 1.802 0.006512 140 640: 100% ━━━━━━━━━━━━ 53/53 1.6it/s 34.0s +  Class Images Instances Box(P R mAP50 mAP50-95): 100% ━━━━━━━━━━━━ 1/1 2.5it/s 0.4s + all 177 1609 0.732 0.656 0.701 0.435 + + Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size +  33/200 67.9G 1.416 1.922 0.006133 683 640: 0% ──────────── 0/53 0.6s  33/200 67.9G 1.356 1.8 0.006218 622 640: 2% ──────────── 1/53 2.2s/it 1.3s<1:52  33/200 67.9G 1.386 1.801 0.006195 651 640: 4% ──────────── 2/53 1.3s/it 1.9s<1:05  33/200 67.9G 1.357 1.771 0.006234 562 640: 6% ╸─────────── 3/53 1.0it/s 2.6s<49.2s  33/200 67.9G 1.356 1.759 0.006252 670 640: 8% ╸─────────── 4/53 1.2it/s 3.2s<41.9s  33/200 67.9G 1.353 1.751 0.006382 594 640: 9% ━─────────── 5/53 1.3it/s 3.9s<37.4s  33/200 67.9G 1.363 1.759 0.006415 657 640: 11% ━─────────── 6/53 1.4it/s 4.5s<34.4s  33/200 67.9G 1.362 1.774 0.006457 673 640: 13% ━╸────────── 7/53 1.4it/s 5.2s<32.4s  33/200 67.9G 1.371 1.785 0.006437 679 640: 15% ━╸────────── 8/53 1.5it/s 5.8s<30.9s  33/200 67.9G 1.368 1.771 0.00637 670 640: 17% ━━────────── 9/53 1.5it/s 6.5s<29.6s  33/200 67.9G 1.364 1.773 0.006388 617 640: 19% ━━────────── 10/53 1.5it/s 7.1s<28.6s  33/200 67.9G 1.363 1.768 0.006374 584 640: 21% ━━────────── 11/53 1.5it/s 7.8s<27.7s  33/200 67.9G 1.359 1.764 0.006391 595 640: 23% ━━╸───────── 12/53 1.5it/s 8.4s<26.9s  33/200 67.9G 1.359 1.77 0.006374 726 640: 25% ━━╸───────── 13/53 1.5it/s 9.1s<26.1s  33/200 67.9G 1.354 1.771 0.006419 581 640: 26% ━━━───────── 14/53 1.5it/s 9.7s<25.4s  33/200 67.9G 1.353 1.764 0.006413 644 640: 28% ━━━───────── 15/53 1.5it/s 10.3s<24.7s  33/200 67.9G 1.351 1.755 0.006427 610 640: 30% ━━━╸──────── 16/53 1.5it/s 11.0s<23.9s  33/200 67.9G 1.353 1.756 0.006393 741 640: 32% ━━━╸──────── 17/53 1.5it/s 11.6s<23.3s  33/200 67.9G 1.354 1.762 0.006424 562 640: 34% ━━━━──────── 18/53 1.5it/s 12.3s<22.6s  33/200 67.9G 1.355 1.761 0.006453 533 640: 36% ━━━━──────── 19/53 1.5it/s 12.9s<22.0s  33/200 67.9G 1.355 1.76 0.006466 625 640: 38% ━━━━╸─────── 20/53 1.5it/s 13.6s<21.4s  33/200 67.9G 1.352 1.754 0.006478 539 640: 40% ━━━━╸─────── 21/53 1.5it/s 14.2s<20.7s  33/200 67.9G 1.355 1.753 0.006463 738 640: 42% ━━━━╸─────── 22/53 1.5it/s 14.9s<20.1s  33/200 67.9G 1.356 1.747 0.006468 687 640: 43% ━━━━━─────── 23/53 1.5it/s 15.5s<19.4s  33/200 67.9G 1.356 1.751 0.006467 618 640: 45% ━━━━━─────── 24/53 1.5it/s 16.2s<18.9s  33/200 67.9G 1.355 1.752 0.00648 600 640: 47% ━━━━━╸────── 25/53 1.5it/s 16.8s<18.2s  33/200 67.9G 1.356 1.755 0.006501 676 640: 49% ━━━━━╸────── 26/53 1.5it/s 17.5s<17.6s  33/200 67.9G 1.357 1.761 0.006516 672 640: 51% ━━━━━━────── 27/53 1.5it/s 18.1s<16.9s  33/200 67.9G 1.36 1.766 0.006521 654 640: 53% ━━━━━━────── 28/53 1.5it/s 18.8s<16.2s  33/200 67.9G 1.361 1.768 0.00653 678 640: 55% ━━━━━━╸───── 29/53 1.5it/s 19.4s<15.6s  33/200 67.9G 1.363 1.772 0.00653 703 640: 57% ━━━━━━╸───── 30/53 1.5it/s 20.1s<15.0s  33/200 67.9G 1.365 1.773 0.006521 703 640: 58% ━━━━━━━───── 31/53 1.5it/s 20.7s<14.3s  33/200 67.9G 1.366 1.772 0.006518 641 640: 60% ━━━━━━━───── 32/53 1.5it/s 21.4s<13.6s  33/200 67.9G 1.365 1.769 0.006512 707 640: 62% ━━━━━━━───── 33/53 1.5it/s 22.0s<13.0s  33/200 67.9G 1.365 1.77 0.006517 634 640: 64% ━━━━━━━╸──── 34/53 1.5it/s 22.7s<12.4s  33/200 67.9G 1.363 1.766 0.006512 689 640: 66% ━━━━━━━╸──── 35/53 1.5it/s 23.3s<11.7s  33/200 67.9G 1.365 1.77 0.006511 759 640: 68% ━━━━━━━━──── 36/53 1.5it/s 24.0s<11.0s  33/200 67.9G 1.367 1.775 0.006523 707 640: 70% ━━━━━━━━──── 37/53 1.5it/s 24.6s<10.4s  33/200 67.9G 1.366 1.771 0.006534 602 640: 72% ━━━━━━━━╸─── 38/53 1.5it/s 25.3s<9.7s  33/200 67.9G 1.366 1.77 0.006537 679 640: 74% ━━━━━━━━╸─── 39/53 1.5it/s 25.9s<9.1s  33/200 67.9G 1.366 1.771 0.006554 630 640: 75% ━━━━━━━━━─── 40/53 1.5it/s 26.6s<8.4s  33/200 67.9G 1.365 1.767 0.006547 614 640: 77% ━━━━━━━━━─── 41/53 1.5it/s 27.2s<7.8s  33/200 67.9G 1.367 1.768 0.006532 772 640: 79% ━━━━━━━━━╸── 42/53 1.5it/s 27.9s<7.1s  33/200 67.9G 1.367 1.768 0.006535 630 640: 81% ━━━━━━━━━╸── 43/53 1.5it/s 28.5s<6.5s  33/200 67.9G 1.367 1.764 0.006538 666 640: 83% ━━━━━━━━━╸── 44/53 1.5it/s 29.2s<5.9s  33/200 67.9G 1.368 1.764 0.006557 705 640: 85% ━━━━━━━━━━── 45/53 1.5it/s 29.8s<5.2s  33/200 67.9G 1.368 1.764 0.00656 691 640: 87% ━━━━━━━━━━── 46/53 1.5it/s 30.5s<4.5s  33/200 67.9G 1.367 1.76 0.006569 539 640: 89% ━━━━━━━━━━╸─ 47/53 1.5it/s 31.1s<3.9s  33/200 67.9G 1.366 1.758 0.006566 559 640: 91% ━━━━━━━━━━╸─ 48/53 1.5it/s 31.8s<3.2s  33/200 67.9G 1.365 1.752 0.006556 582 640: 92% ━━━━━━━━━━━─ 49/53 1.5it/s 32.4s<2.6s  33/200 67.9G 1.366 1.752 0.006558 609 640: 94% ━━━━━━━━━━━─ 50/53 1.5it/s 33.1s<1.9s  33/200 67.9G 1.365 1.754 0.006555 621 640: 96% ━━━━━━━━━━━╸ 51/53 1.5it/s 33.7s<1.3s  33/200 67.9G 1.363 1.754 0.006552 71 640: 98% ━━━━━━━━━━━╸ 52/53 2.4it/s 33.9s<0.4s  33/200 67.9G 1.363 1.754 0.006552 71 640: 100% ━━━━━━━━━━━━ 53/53 1.6it/s 33.9s +  Class Images Instances Box(P R mAP50 mAP50-95): 100% ━━━━━━━━━━━━ 1/1 2.5it/s 0.4s + all 177 1609 0.72 0.678 0.713 0.456 + + Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size +  34/200 67.9G 1.397 1.87 0.006778 674 640: 0% ──────────── 0/53 0.6s  34/200 67.9G 1.367 1.784 0.006647 660 640: 2% ──────────── 1/53 2.2s/it 1.3s<1:53  34/200 67.9G 1.385 1.835 0.006371 611 640: 4% ──────────── 2/53 1.3s/it 1.9s<1:05  34/200 67.9G 1.379 1.791 0.006269 632 640: 6% ╸─────────── 3/53 1.0it/s 2.6s<49.4s  34/200 67.9G 1.391 1.821 0.006483 669 640: 8% ╸─────────── 4/53 1.2it/s 3.2s<41.8s  34/200 67.9G 1.389 1.83 0.006524 575 640: 9% ━─────────── 5/53 1.3it/s 3.9s<37.3s  34/200 67.9G 1.385 1.806 0.006516 648 640: 11% ━─────────── 6/53 1.4it/s 4.5s<34.5s  34/200 67.9G 1.372 1.788 0.006501 589 640: 13% ━╸────────── 7/53 1.4it/s 5.2s<32.4s  34/200 67.9G 1.362 1.777 0.006579 572 640: 15% ━╸────────── 8/53 1.5it/s 5.8s<30.8s  34/200 67.9G 1.366 1.774 0.006613 628 640: 17% ━━────────── 9/53 1.5it/s 6.5s<29.6s  34/200 67.9G 1.367 1.785 0.006662 639 640: 19% ━━────────── 10/53 1.5it/s 7.1s<28.6s  34/200 67.9G 1.369 1.783 0.006668 689 640: 21% ━━────────── 11/53 1.5it/s 7.8s<28.0s  34/200 67.9G 1.369 1.793 0.006757 549 640: 23% ━━╸───────── 12/53 1.5it/s 8.5s<27.4s  34/200 67.9G 1.369 1.791 0.006759 669 640: 25% ━━╸───────── 13/53 1.5it/s 9.1s<26.5s  34/200 67.9G 1.366 1.772 0.00675 631 640: 26% ━━━───────── 14/53 1.5it/s 9.8s<25.7s  34/200 67.9G 1.366 1.776 0.006689 736 640: 28% ━━━───────── 15/53 1.5it/s 10.4s<24.9s  34/200 67.9G 1.363 1.771 0.006623 654 640: 30% ━━━╸──────── 16/53 1.5it/s 11.1s<24.2s  34/200 67.9G 1.363 1.77 0.006626 614 640: 32% ━━━╸──────── 17/53 1.5it/s 11.7s<23.4s  34/200 67.9G 1.363 1.768 0.006633 591 640: 34% ━━━━──────── 18/53 1.5it/s 12.3s<22.7s  34/200 67.9G 1.365 1.774 0.00663 676 640: 36% ━━━━──────── 19/53 1.5it/s 13.0s<22.0s  34/200 67.9G 1.37 1.779 0.006605 759 640: 38% ━━━━╸─────── 20/53 1.5it/s 13.6s<21.4s  34/200 67.9G 1.369 1.777 0.006608 670 640: 40% ━━━━╸─────── 21/53 1.5it/s 14.3s<20.9s  34/200 67.9G 1.369 1.773 0.006614 561 640: 42% ━━━━╸─────── 22/53 1.5it/s 14.9s<20.1s  34/200 67.9G 1.364 1.763 0.006598 576 640: 43% ━━━━━─────── 23/53 1.5it/s 15.6s<19.4s  34/200 67.9G 1.361 1.756 0.006588 576 640: 45% ━━━━━─────── 24/53 1.5it/s 16.2s<18.8s  34/200 67.9G 1.363 1.764 0.006578 711 640: 47% ━━━━━╸────── 25/53 1.5it/s 16.9s<18.2s  34/200 67.9G 1.364 1.76 0.006555 743 640: 49% ━━━━━╸────── 26/53 1.5it/s 17.5s<17.5s  34/200 67.9G 1.366 1.76 0.006549 605 640: 51% ━━━━━━────── 27/53 1.5it/s 18.2s<16.8s  34/200 67.9G 1.367 1.755 0.006549 707 640: 53% ━━━━━━────── 28/53 1.5it/s 18.8s<16.2s  34/200 67.9G 1.366 1.749 0.006525 619 640: 55% ━━━━━━╸───── 29/53 1.5it/s 19.5s<15.5s  34/200 67.9G 1.366 1.741 0.006504 688 640: 57% ━━━━━━╸───── 30/53 1.5it/s 20.1s<14.9s  34/200 67.9G 1.365 1.745 0.006495 653 640: 58% ━━━━━━━───── 31/53 1.5it/s 20.8s<14.3s  34/200 67.9G 1.363 1.737 0.006512 647 640: 60% ━━━━━━━───── 32/53 1.5it/s 21.4s<13.6s  34/200 67.9G 1.362 1.734 0.006526 548 640: 62% ━━━━━━━───── 33/53 1.5it/s 22.1s<13.0s  34/200 67.9G 1.361 1.73 0.006523 626 640: 64% ━━━━━━━╸──── 34/53 1.5it/s 22.7s<12.3s  34/200 67.9G 1.362 1.73 0.006528 698 640: 66% ━━━━━━━╸──── 35/53 1.5it/s 23.4s<11.6s  34/200 67.9G 1.362 1.731 0.006545 598 640: 68% ━━━━━━━━──── 36/53 1.5it/s 24.0s<11.0s  34/200 67.9G 1.362 1.731 0.006534 683 640: 70% ━━━━━━━━──── 37/53 1.5it/s 24.7s<10.3s  34/200 67.9G 1.365 1.735 0.006526 721 640: 72% ━━━━━━━━╸─── 38/53 1.5it/s 25.3s<9.7s  34/200 67.9G 1.365 1.737 0.006525 685 640: 74% ━━━━━━━━╸─── 39/53 1.5it/s 26.0s<9.2s  34/200 67.9G 1.367 1.741 0.006543 647 640: 75% ━━━━━━━━━─── 40/53 1.5it/s 26.6s<8.5s  34/200 67.9G 1.366 1.741 0.006552 678 640: 77% ━━━━━━━━━─── 41/53 1.5it/s 27.3s<7.8s  34/200 67.9G 1.366 1.743 0.006548 685 640: 79% ━━━━━━━━━╸── 42/53 1.5it/s 27.9s<7.2s  34/200 67.9G 1.369 1.744 0.006544 766 640: 81% ━━━━━━━━━╸── 43/53 1.5it/s 28.6s<6.5s  34/200 67.9G 1.368 1.743 0.006537 658 640: 83% ━━━━━━━━━╸── 44/53 1.5it/s 29.2s<5.8s  34/200 67.9G 1.369 1.745 0.00653 675 640: 85% ━━━━━━━━━━── 45/53 1.5it/s 29.9s<5.2s  34/200 67.9G 1.369 1.748 0.006538 615 640: 87% ━━━━━━━━━━── 46/53 1.5it/s 30.5s<4.5s  34/200 67.9G 1.368 1.746 0.006535 632 640: 89% ━━━━━━━━━━╸─ 47/53 1.5it/s 31.2s<3.9s  34/200 67.9G 1.368 1.746 0.006524 664 640: 91% ━━━━━━━━━━╸─ 48/53 1.5it/s 31.8s<3.2s  34/200 67.9G 1.367 1.747 0.00654 616 640: 92% ━━━━━━━━━━━─ 49/53 1.5it/s 32.5s<2.6s  34/200 67.9G 1.366 1.745 0.006526 608 640: 94% ━━━━━━━━━━━─ 50/53 1.5it/s 33.1s<1.9s  34/200 67.9G 1.366 1.743 0.006535 675 640: 96% ━━━━━━━━━━━╸ 51/53 1.5it/s 33.8s<1.3s  34/200 67.9G 1.362 1.734 0.006528 62 640: 98% ━━━━━━━━━━━╸ 52/53 2.4it/s 34.0s<0.4s  34/200 67.9G 1.362 1.734 0.006528 62 640: 100% ━━━━━━━━━━━━ 53/53 1.6it/s 34.0s +  Class Images Instances Box(P R mAP50 mAP50-95): 100% ━━━━━━━━━━━━ 1/1 2.6it/s 0.4s + all 177 1609 0.715 0.731 0.733 0.471 + + Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size +  35/200 67.2G 1.365 1.611 0.006472 558 640: 0% ──────────── 0/53 0.7s  35/200 67.2G 1.345 1.602 0.006586 608 640: 2% ──────────── 1/53 2.2s/it 1.3s<1:52  35/200 67.2G 1.36 1.632 0.006544 688 640: 4% ──────────── 2/53 1.3s/it 1.9s<1:05  35/200 67.2G 1.376 1.637 0.006531 677 640: 6% ╸─────────── 3/53 1.0it/s 2.6s<49.4s  35/200 67.2G 1.366 1.653 0.006658 585 640: 8% ╸─────────── 4/53 1.2it/s 3.3s<42.0s  35/200 67.2G 1.361 1.639 0.006643 639 640: 9% ━─────────── 5/53 1.3it/s 3.9s<37.5s  35/200 67.2G 1.372 1.681 0.006668 693 640: 11% ━─────────── 6/53 1.4it/s 4.6s<34.7s  35/200 67.2G 1.371 1.685 0.006672 684 640: 13% ━╸────────── 7/53 1.4it/s 5.2s<32.7s  35/200 67.2G 1.378 1.702 0.006601 719 640: 15% ━╸────────── 8/53 1.4it/s 5.9s<31.1s  35/200 67.2G 1.373 1.719 0.006628 643 640: 17% ━━────────── 9/53 1.5it/s 6.5s<29.8s  35/200 67.2G 1.371 1.714 0.006612 602 640: 19% ━━────────── 10/53 1.5it/s 7.2s<28.7s  35/200 67.2G 1.369 1.708 0.0066 593 640: 21% ━━────────── 11/53 1.5it/s 7.8s<27.8s  35/200 67.2G 1.374 1.718 0.006616 690 640: 23% ━━╸───────── 12/53 1.5it/s 8.4s<26.9s  35/200 67.2G 1.375 1.722 0.006577 684 640: 25% ━━╸───────── 13/53 1.5it/s 9.1s<26.2s  35/200 67.2G 1.367 1.715 0.006572 615 640: 26% ━━━───────── 14/53 1.5it/s 9.7s<25.4s  35/200 67.2G 1.368 1.718 0.006577 709 640: 28% ━━━───────── 15/53 1.5it/s 10.4s<24.8s  35/200 67.2G 1.367 1.717 0.006569 719 640: 30% ━━━╸──────── 16/53 1.5it/s 11.0s<24.1s  35/200 67.2G 1.371 1.73 0.006563 726 640: 32% ━━━╸──────── 17/53 1.5it/s 11.7s<23.6s  35/200 67.2G 1.373 1.736 0.006554 697 640: 34% ━━━━──────── 18/53 1.5it/s 12.4s<22.9s  35/200 67.2G 1.372 1.732 0.00656 663 640: 36% ━━━━──────── 19/53 1.5it/s 13.0s<22.2s  35/200 67.2G 1.371 1.733 0.006591 662 640: 38% ━━━━╸─────── 20/53 1.5it/s 13.7s<21.5s  35/200 67.2G 1.369 1.728 0.006579 558 640: 40% ━━━━╸─────── 21/53 1.5it/s 14.3s<20.8s  35/200 67.2G 1.368 1.721 0.006567 625 640: 42% ━━━━╸─────── 22/53 1.5it/s 15.0s<20.2s  35/200 67.2G 1.364 1.716 0.006546 560 640: 43% ━━━━━─────── 23/53 1.5it/s 15.6s<19.5s  35/200 67.2G 1.362 1.718 0.006542 633 640: 45% ━━━━━─────── 24/53 1.5it/s 16.3s<18.8s  35/200 67.2G 1.365 1.72 0.006537 721 640: 47% ━━━━━╸────── 25/53 1.5it/s 16.9s<18.2s  35/200 67.2G 1.365 1.726 0.006531 651 640: 49% ━━━━━╸────── 26/53 1.5it/s 17.6s<17.6s  35/200 67.2G 1.365 1.727 0.006527 778 640: 51% ━━━━━━────── 27/53 1.5it/s 18.2s<16.9s  35/200 67.2G 1.365 1.732 0.006531 624 640: 53% ━━━━━━────── 28/53 1.5it/s 18.9s<16.2s  35/200 67.2G 1.364 1.73 0.006527 641 640: 55% ━━━━━━╸───── 29/53 1.5it/s 19.5s<15.6s  35/200 67.2G 1.361 1.727 0.006513 623 640: 57% ━━━━━━╸───── 30/53 1.5it/s 20.1s<14.9s  35/200 67.2G 1.364 1.735 0.00654 613 640: 58% ━━━━━━━───── 31/53 1.5it/s 20.8s<14.3s  35/200 67.2G 1.363 1.735 0.006508 716 640: 60% ━━━━━━━───── 32/53 1.5it/s 21.4s<13.6s  35/200 67.2G 1.365 1.737 0.006495 686 640: 62% ━━━━━━━───── 33/53 1.5it/s 22.1s<13.0s  35/200 67.2G 1.364 1.74 0.006493 630 640: 64% ━━━━━━━╸──── 34/53 1.5it/s 22.7s<12.3s  35/200 67.2G 1.363 1.737 0.00648 631 640: 66% ━━━━━━━╸──── 35/53 1.5it/s 23.4s<11.6s  35/200 67.2G 1.364 1.734 0.006454 749 640: 68% ━━━━━━━━──── 36/53 1.5it/s 24.0s<11.0s  35/200 67.2G 1.363 1.736 0.006462 653 640: 70% ━━━━━━━━──── 37/53 1.5it/s 24.7s<10.4s  35/200 67.2G 1.362 1.733 0.006473 677 640: 72% ━━━━━━━━╸─── 38/53 1.5it/s 25.3s<9.7s  35/200 67.2G 1.361 1.732 0.00648 615 640: 74% ━━━━━━━━╸─── 39/53 1.5it/s 26.0s<9.1s  35/200 67.2G 1.36 1.731 0.006489 626 640: 75% ━━━━━━━━━─── 40/53 1.5it/s 26.6s<8.4s  35/200 67.2G 1.361 1.729 0.006486 644 640: 77% ━━━━━━━━━─── 41/53 1.5it/s 27.3s<7.8s  35/200 67.2G 1.359 1.724 0.006486 575 640: 79% ━━━━━━━━━╸── 42/53 1.5it/s 27.9s<7.1s  35/200 67.2G 1.358 1.721 0.006486 688 640: 81% ━━━━━━━━━╸── 43/53 1.5it/s 28.6s<6.5s  35/200 67.2G 1.358 1.722 0.006483 665 640: 83% ━━━━━━━━━╸── 44/53 1.5it/s 29.2s<5.8s  35/200 67.2G 1.358 1.722 0.006475 667 640: 85% ━━━━━━━━━━── 45/53 1.5it/s 29.9s<5.2s  35/200 67.2G 1.359 1.723 0.006484 605 640: 87% ━━━━━━━━━━── 46/53 1.5it/s 30.5s<4.5s  35/200 67.2G 1.358 1.725 0.006484 712 640: 89% ━━━━━━━━━━╸─ 47/53 1.5it/s 31.2s<3.9s  35/200 67.2G 1.356 1.724 0.006482 603 640: 91% ━━━━━━━━━━╸─ 48/53 1.5it/s 31.8s<3.2s  35/200 67.2G 1.356 1.725 0.006478 581 640: 92% ━━━━━━━━━━━─ 49/53 1.5it/s 32.5s<2.6s  35/200 67.2G 1.356 1.726 0.006479 651 640: 94% ━━━━━━━━━━━─ 50/53 1.5it/s 33.1s<1.9s  35/200 67.2G 1.358 1.726 0.006471 757 640: 96% ━━━━━━━━━━━╸ 51/53 1.5it/s 33.7s<1.3s  35/200 67.2G 1.358 1.725 0.006453 94 640: 98% ━━━━━━━━━━━╸ 52/53 2.4it/s 34.0s<0.4s  35/200 67.2G 1.358 1.725 0.006453 94 640: 100% ━━━━━━━━━━━━ 53/53 1.6it/s 34.0s +  Class Images Instances Box(P R mAP50 mAP50-95): 100% ━━━━━━━━━━━━ 1/1 2.5it/s 0.4s + all 177 1609 0.739 0.703 0.719 0.455 + + Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size +  36/200 67.9G 1.369 1.789 0.006903 561 640: 0% ──────────── 0/53 0.6s  36/200 67.9G 1.354 1.788 0.006656 643 640: 2% ──────────── 1/53 2.2s/it 1.3s<1:52  36/200 67.9G 1.345 1.741 0.006924 601 640: 4% ──────────── 2/53 1.3s/it 1.9s<1:05  36/200 67.9G 1.344 1.744 0.006828 623 640: 6% ╸─────────── 3/53 1.0it/s 2.6s<49.1s  36/200 67.9G 1.338 1.729 0.006617 647 640: 8% ╸─────────── 4/53 1.2it/s 3.2s<41.7s  36/200 67.9G 1.336 1.715 0.006615 664 640: 9% ━─────────── 5/53 1.3it/s 3.9s<37.3s  36/200 67.9G 1.343 1.705 0.00653 700 640: 11% ━─────────── 6/53 1.4it/s 4.5s<34.4s  36/200 67.9G 1.344 1.708 0.006461 727 640: 13% ━╸────────── 7/53 1.4it/s 5.2s<32.5s  36/200 67.9G 1.344 1.697 0.0064 690 640: 15% ━╸────────── 8/53 1.5it/s 5.8s<30.9s  36/200 67.9G 1.342 1.695 0.006433 680 640: 17% ━━────────── 9/53 1.5it/s 6.5s<29.6s  36/200 67.9G 1.341 1.683 0.006416 538 640: 19% ━━────────── 10/53 1.5it/s 7.1s<28.5s  36/200 67.9G 1.345 1.702 0.006411 634 640: 21% ━━────────── 11/53 1.5it/s 7.8s<27.8s  36/200 67.9G 1.35 1.709 0.006417 692 640: 23% ━━╸───────── 12/53 1.5it/s 8.4s<27.0s  36/200 67.9G 1.351 1.711 0.006422 673 640: 25% ━━╸───────── 13/53 1.5it/s 9.1s<26.2s  36/200 67.9G 1.353 1.706 0.006421 651 640: 26% ━━━───────── 14/53 1.5it/s 9.7s<25.4s  36/200 67.9G 1.355 1.715 0.006441 613 640: 28% ━━━───────── 15/53 1.5it/s 10.4s<24.8s  36/200 67.9G 1.358 1.725 0.006439 743 640: 30% ━━━╸──────── 16/53 1.5it/s 11.0s<24.1s  36/200 67.9G 1.356 1.718 0.006476 551 640: 32% ━━━╸──────── 17/53 1.5it/s 11.7s<23.4s  36/200 67.9G 1.357 1.716 0.006489 580 640: 34% ━━━━──────── 18/53 1.5it/s 12.3s<22.7s  36/200 67.9G 1.359 1.72 0.006512 669 640: 36% ━━━━──────── 19/53 1.5it/s 12.9s<22.0s  36/200 67.9G 1.359 1.729 0.006564 585 640: 38% ━━━━╸─────── 20/53 1.5it/s 13.6s<21.4s  36/200 67.9G 1.36 1.728 0.006569 648 640: 40% ━━━━╸─────── 21/53 1.5it/s 14.2s<20.7s  36/200 67.9G 1.358 1.725 0.006536 638 640: 42% ━━━━╸─────── 22/53 1.5it/s 14.9s<20.1s  36/200 67.9G 1.36 1.728 0.006505 709 640: 43% ━━━━━─────── 23/53 1.5it/s 15.5s<19.5s  36/200 67.9G 1.36 1.723 0.00648 781 640: 45% ━━━━━─────── 24/53 1.5it/s 16.2s<18.9s  36/200 67.9G 1.364 1.73 0.00646 709 640: 47% ━━━━━╸────── 25/53 1.5it/s 16.8s<18.2s  36/200 67.9G 1.365 1.73 0.006454 665 640: 49% ━━━━━╸────── 26/53 1.5it/s 17.5s<17.5s  36/200 67.9G 1.363 1.729 0.006456 601 640: 51% ━━━━━━────── 27/53 1.5it/s 18.1s<16.9s  36/200 67.9G 1.362 1.722 0.006449 543 640: 53% ━━━━━━────── 28/53 1.5it/s 18.8s<16.2s  36/200 67.9G 1.363 1.724 0.006454 782 640: 55% ━━━━━━╸───── 29/53 1.5it/s 19.4s<15.5s  36/200 67.9G 1.365 1.727 0.006439 710 640: 57% ━━━━━━╸───── 30/53 1.5it/s 20.1s<14.9s  36/200 67.9G 1.365 1.729 0.006445 699 640: 58% ━━━━━━━───── 31/53 1.5it/s 20.7s<14.3s  36/200 67.9G 1.365 1.725 0.006438 606 640: 60% ━━━━━━━───── 32/53 1.5it/s 21.4s<13.8s  36/200 67.9G 1.367 1.731 0.00645 707 640: 62% ━━━━━━━───── 33/53 1.5it/s 22.1s<13.2s  36/200 67.9G 1.366 1.729 0.006446 649 640: 64% ━━━━━━━╸──── 34/53 1.5it/s 22.7s<12.5s  36/200 67.9G 1.365 1.727 0.006437 695 640: 66% ━━━━━━━╸──── 35/53 1.5it/s 23.4s<11.8s  36/200 67.9G 1.365 1.726 0.006432 696 640: 68% ━━━━━━━━──── 36/53 1.5it/s 24.0s<11.1s  36/200 67.9G 1.366 1.728 0.006447 670 640: 70% ━━━━━━━━──── 37/53 1.5it/s 24.7s<10.4s  36/200 67.9G 1.365 1.725 0.006443 573 640: 72% ━━━━━━━━╸─── 38/53 1.5it/s 25.3s<9.7s  36/200 67.9G 1.365 1.728 0.006437 748 640: 74% ━━━━━━━━╸─── 39/53 1.5it/s 26.0s<9.1s  36/200 67.9G 1.364 1.723 0.006429 593 640: 75% ━━━━━━━━━─── 40/53 1.5it/s 26.6s<8.4s  36/200 67.9G 1.366 1.726 0.006434 657 640: 77% ━━━━━━━━━─── 41/53 1.5it/s 27.3s<7.8s  36/200 67.9G 1.364 1.722 0.006427 592 640: 79% ━━━━━━━━━╸── 42/53 1.5it/s 27.9s<7.1s  36/200 67.9G 1.363 1.721 0.006422 665 640: 81% ━━━━━━━━━╸── 43/53 1.5it/s 28.6s<6.5s  36/200 67.9G 1.362 1.722 0.006413 671 640: 83% ━━━━━━━━━╸── 44/53 1.5it/s 29.2s<5.8s  36/200 67.9G 1.361 1.721 0.006412 634 640: 85% ━━━━━━━━━━── 45/53 1.5it/s 29.8s<5.2s  36/200 67.9G 1.36 1.718 0.006413 612 640: 87% ━━━━━━━━━━── 46/53 1.5it/s 30.5s<4.5s  36/200 67.9G 1.359 1.716 0.006417 622 640: 89% ━━━━━━━━━━╸─ 47/53 1.5it/s 31.1s<3.9s  36/200 67.9G 1.358 1.718 0.006412 706 640: 91% ━━━━━━━━━━╸─ 48/53 1.5it/s 31.8s<3.2s  36/200 67.9G 1.357 1.716 0.006414 593 640: 92% ━━━━━━━━━━━─ 49/53 1.5it/s 32.4s<2.6s  36/200 67.9G 1.357 1.716 0.006416 708 640: 94% ━━━━━━━━━━━─ 50/53 1.5it/s 33.1s<1.9s  36/200 67.9G 1.356 1.716 0.006408 680 640: 96% ━━━━━━━━━━━╸ 51/53 1.5it/s 33.7s<1.3s  36/200 67.9G 1.353 1.706 0.006385 68 640: 98% ━━━━━━━━━━━╸ 52/53 2.4it/s 33.9s<0.4s  36/200 67.9G 1.353 1.706 0.006385 68 640: 100% ━━━━━━━━━━━━ 53/53 1.6it/s 33.9s +  Class Images Instances Box(P R mAP50 mAP50-95): 100% ━━━━━━━━━━━━ 1/1 2.5it/s 0.4s + all 177 1609 0.735 0.619 0.689 0.438 + + Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size +  37/200 68.3G 1.375 1.812 0.007287 625 640: 0% ──────────── 0/53 0.6s  37/200 68.3G 1.376 1.666 0.006751 676 640: 2% ──────────── 1/53 2.2s/it 1.3s<1:52  37/200 68.3G 1.363 1.647 0.006549 705 640: 4% ──────────── 2/53 1.3s/it 1.9s<1:05  37/200 68.3G 1.35 1.615 0.006633 583 640: 6% ╸─────────── 3/53 1.0it/s 2.6s<49.0s  37/200 68.3G 1.341 1.595 0.006497 645 640: 8% ╸─────────── 4/53 1.2it/s 3.2s<41.7s  37/200 68.3G 1.332 1.592 0.006464 658 640: 9% ━─────────── 5/53 1.3it/s 3.9s<37.2s  37/200 68.3G 1.33 1.602 0.006403 615 640: 11% ━─────────── 6/53 1.4it/s 4.5s<34.4s  37/200 68.3G 1.335 1.62 0.00635 724 640: 13% ━╸────────── 7/53 1.4it/s 5.2s<32.5s  37/200 68.3G 1.324 1.617 0.006441 484 640: 15% ━╸────────── 8/53 1.5it/s 5.8s<30.9s  37/200 68.3G 1.329 1.611 0.00646 553 640: 17% ━━────────── 9/53 1.5it/s 6.5s<29.7s  37/200 68.3G 1.333 1.624 0.00643 706 640: 19% ━━────────── 10/53 1.5it/s 7.1s<28.6s  37/200 68.3G 1.333 1.627 0.006476 676 640: 21% ━━────────── 11/53 1.5it/s 7.8s<27.7s  37/200 68.3G 1.333 1.633 0.006472 612 640: 23% ━━╸───────── 12/53 1.5it/s 8.4s<26.9s  37/200 68.3G 1.335 1.635 0.006507 614 640: 25% ━━╸───────── 13/53 1.5it/s 9.1s<26.1s  37/200 68.3G 1.332 1.633 0.006541 541 640: 26% ━━━───────── 14/53 1.5it/s 9.7s<25.4s  37/200 68.3G 1.327 1.629 0.006558 636 640: 28% ━━━───────── 15/53 1.5it/s 10.3s<24.7s  37/200 68.3G 1.332 1.639 0.006555 691 640: 30% ━━━╸──────── 16/53 1.5it/s 11.0s<24.1s  37/200 68.3G 1.333 1.646 0.006517 663 640: 32% ━━━╸──────── 17/53 1.5it/s 11.6s<23.4s  37/200 68.3G 1.33 1.639 0.006489 642 640: 34% ━━━━──────── 18/53 1.5it/s 12.3s<22.7s  37/200 68.3G 1.334 1.647 0.006515 724 640: 36% ━━━━──────── 19/53 1.5it/s 12.9s<22.1s  37/200 68.3G 1.333 1.647 0.006524 587 640: 38% ━━━━╸─────── 20/53 1.5it/s 13.6s<21.4s  37/200 68.3G 1.335 1.65 0.006503 687 640: 40% ━━━━╸─────── 21/53 1.5it/s 14.2s<20.7s  37/200 68.3G 1.337 1.653 0.006519 703 640: 42% ━━━━╸─────── 22/53 1.5it/s 14.9s<20.1s  37/200 68.3G 1.334 1.65 0.006513 638 640: 43% ━━━━━─────── 23/53 1.5it/s 15.5s<19.4s  37/200 68.3G 1.335 1.648 0.006496 664 640: 45% ━━━━━─────── 24/53 1.5it/s 16.2s<18.8s  37/200 68.3G 1.332 1.641 0.006515 558 640: 47% ━━━━━╸────── 25/53 1.6it/s 16.8s<18.1s  37/200 68.3G 1.338 1.652 0.006501 759 640: 49% ━━━━━╸────── 26/53 1.5it/s 17.5s<17.5s  37/200 68.3G 1.339 1.656 0.006529 611 640: 51% ━━━━━━────── 27/53 1.5it/s 18.1s<16.8s  37/200 68.3G 1.337 1.654 0.006523 629 640: 53% ━━━━━━────── 28/53 1.5it/s 18.8s<16.2s  37/200 68.3G 1.338 1.654 0.006513 664 640: 55% ━━━━━━╸───── 29/53 1.5it/s 19.4s<15.6s  37/200 68.3G 1.338 1.656 0.006507 649 640: 57% ━━━━━━╸───── 30/53 1.5it/s 20.1s<14.9s  37/200 68.3G 1.339 1.66 0.006489 706 640: 58% ━━━━━━━───── 31/53 1.5it/s 20.7s<14.3s  37/200 68.3G 1.34 1.662 0.006502 610 640: 60% ━━━━━━━───── 32/53 1.5it/s 21.4s<13.6s  37/200 68.3G 1.34 1.667 0.006496 747 640: 62% ━━━━━━━───── 33/53 1.5it/s 22.0s<12.9s  37/200 68.3G 1.338 1.667 0.006499 583 640: 64% ━━━━━━━╸──── 34/53 1.5it/s 22.6s<12.3s  37/200 68.3G 1.338 1.674 0.006502 609 640: 66% ━━━━━━━╸──── 35/53 1.5it/s 23.3s<11.6s  37/200 68.3G 1.338 1.67 0.006507 613 640: 68% ━━━━━━━━──── 36/53 1.5it/s 23.9s<11.0s  37/200 68.3G 1.338 1.673 0.006509 669 640: 70% ━━━━━━━━──── 37/53 1.5it/s 24.6s<10.3s  37/200 68.3G 1.337 1.674 0.006497 685 640: 72% ━━━━━━━━╸─── 38/53 1.5it/s 25.2s<9.7s  37/200 68.3G 1.337 1.673 0.006496 650 640: 74% ━━━━━━━━╸─── 39/53 1.5it/s 25.9s<9.1s  37/200 68.3G 1.337 1.671 0.006478 642 640: 75% ━━━━━━━━━─── 40/53 1.5it/s 26.5s<8.4s  37/200 68.3G 1.335 1.667 0.006475 640 640: 77% ━━━━━━━━━─── 41/53 1.5it/s 27.2s<7.8s  37/200 68.3G 1.335 1.664 0.006463 639 640: 79% ━━━━━━━━━╸── 42/53 1.5it/s 27.8s<7.1s  37/200 68.3G 1.334 1.662 0.006464 639 640: 81% ━━━━━━━━━╸── 43/53 1.5it/s 28.5s<6.5s  37/200 68.3G 1.334 1.665 0.006465 603 640: 83% ━━━━━━━━━╸── 44/53 1.5it/s 29.2s<5.9s  37/200 68.3G 1.335 1.667 0.006447 674 640: 85% ━━━━━━━━━━── 45/53 1.5it/s 29.8s<5.2s  37/200 68.3G 1.333 1.664 0.006443 557 640: 87% ━━━━━━━━━━── 46/53 1.5it/s 30.5s<4.6s  37/200 68.3G 1.333 1.667 0.006444 667 640: 89% ━━━━━━━━━━╸─ 47/53 1.5it/s 31.1s<3.9s  37/200 68.3G 1.333 1.667 0.006435 730 640: 91% ━━━━━━━━━━╸─ 48/53 1.5it/s 31.8s<3.3s  37/200 68.3G 1.333 1.671 0.006447 614 640: 92% ━━━━━━━━━━━─ 49/53 1.5it/s 32.4s<2.6s  37/200 68.3G 1.333 1.671 0.006453 640 640: 94% ━━━━━━━━━━━─ 50/53 1.5it/s 33.0s<1.9s  37/200 68.3G 1.332 1.671 0.006447 675 640: 96% ━━━━━━━━━━━╸ 51/53 1.5it/s 33.7s<1.3s  37/200 68.3G 1.334 1.667 0.006424 111 640: 98% ━━━━━━━━━━━╸ 52/53 2.5it/s 33.9s<0.4s  37/200 68.3G 1.334 1.667 0.006424 111 640: 100% ━━━━━━━━━━━━ 53/53 1.6it/s 33.9s +  Class Images Instances Box(P R mAP50 mAP50-95): 100% ━━━━━━━━━━━━ 1/1 2.5it/s 0.4s + all 177 1609 0.68 0.71 0.711 0.436 + + Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size +  38/200 68G 1.367 1.723 0.006436 648 640: 0% ──────────── 0/53 0.6s  38/200 68G 1.376 1.702 0.006232 688 640: 2% ──────────── 1/53 2.2s/it 1.3s<1:53  38/200 68G 1.365 1.659 0.006238 696 640: 4% ──────────── 2/53 1.3s/it 1.9s<1:05  38/200 68G 1.338 1.639 0.006116 636 640: 6% ╸─────────── 3/53 1.0it/s 2.6s<49.4s  38/200 68G 1.341 1.655 0.006169 678 640: 8% ╸─────────── 4/53 1.2it/s 3.2s<42.0s  38/200 68G 1.345 1.662 0.006226 559 640: 9% ━─────────── 5/53 1.3it/s 3.9s<37.5s  38/200 68G 1.347 1.664 0.006332 632 640: 11% ━─────────── 6/53 1.4it/s 4.5s<34.5s  38/200 68G 1.349 1.663 0.006408 563 640: 13% ━╸────────── 7/53 1.4it/s 5.2s<32.5s  38/200 68G 1.35 1.669 0.006425 701 640: 15% ━╸────────── 8/53 1.5it/s 5.8s<31.0s  38/200 68G 1.354 1.676 0.00642 681 640: 17% ━━────────── 9/53 1.5it/s 6.5s<29.7s  38/200 68G 1.358 1.703 0.006403 702 640: 19% ━━────────── 10/53 1.5it/s 7.1s<28.7s  38/200 68G 1.354 1.701 0.006454 560 640: 21% ━━────────── 11/53 1.5it/s 7.8s<27.7s  38/200 68G 1.356 1.703 0.006457 661 640: 23% ━━╸───────── 12/53 1.5it/s 8.4s<26.9s  38/200 68G 1.347 1.695 0.006478 523 640: 25% ━━╸───────── 13/53 1.5it/s 9.1s<26.1s  38/200 68G 1.345 1.691 0.006444 668 640: 26% ━━━───────── 14/53 1.5it/s 9.7s<25.4s  38/200 68G 1.342 1.683 0.006449 610 640: 28% ━━━───────── 15/53 1.5it/s 10.4s<24.7s  38/200 68G 1.344 1.685 0.00643 656 640: 30% ━━━╸──────── 16/53 1.5it/s 11.0s<24.1s  38/200 68G 1.346 1.685 0.006452 668 640: 32% ━━━╸──────── 17/53 1.5it/s 11.7s<23.4s  38/200 68G 1.344 1.692 0.006403 665 640: 34% ━━━━──────── 18/53 1.5it/s 12.3s<22.7s  38/200 68G 1.339 1.692 0.006406 576 640: 36% ━━━━──────── 19/53 1.5it/s 13.0s<22.0s  38/200 68G 1.34 1.693 0.006413 690 640: 38% ━━━━╸─────── 20/53 1.5it/s 13.6s<21.4s  38/200 68G 1.339 1.688 0.006377 701 640: 40% ━━━━╸─────── 21/53 1.5it/s 14.3s<20.7s  38/200 68G 1.341 1.686 0.006345 781 640: 42% ━━━━╸─────── 22/53 1.5it/s 14.9s<20.1s  38/200 68G 1.34 1.689 0.006339 704 640: 43% ━━━━━─────── 23/53 1.5it/s 15.6s<19.4s  38/200 68G 1.337 1.684 0.006362 651 640: 45% ━━━━━─────── 24/53 1.5it/s 16.2s<18.8s  38/200 68G 1.34 1.691 0.006383 575 640: 47% ━━━━━╸────── 25/53 1.5it/s 16.9s<18.2s  38/200 68G 1.343 1.693 0.00638 779 640: 49% ━━━━━╸────── 26/53 1.5it/s 17.5s<17.5s  38/200 68G 1.344 1.697 0.006368 705 640: 51% ━━━━━━────── 27/53 1.5it/s 18.2s<16.9s  38/200 68G 1.342 1.694 0.006368 633 640: 53% ━━━━━━────── 28/53 1.5it/s 18.8s<16.2s  38/200 68G 1.341 1.693 0.006367 627 640: 55% ━��━━━━╸───── 29/53 1.5it/s 19.5s<15.6s  38/200 68G 1.342 1.691 0.00637 689 640: 57% ━━━━━━╸───── 30/53 1.5it/s 20.1s<14.9s  38/200 68G 1.344 1.695 0.006371 630 640: 58% ━━━━━━━───── 31/53 1.5it/s 20.7s<14.3s  38/200 68G 1.343 1.691 0.006394 597 640: 60% ━━━━━━━───── 32/53 1.5it/s 21.4s<13.6s  38/200 68G 1.341 1.69 0.006373 706 640: 62% ━━━━━━━───── 33/53 1.5it/s 22.0s<13.0s  38/200 68G 1.342 1.691 0.006374 649 640: 64% ━━━━━━━╸──── 34/53 1.5it/s 22.7s<12.3s  38/200 68G 1.34 1.691 0.00638 632 640: 66% ━━━━━━━╸──── 35/53 1.5it/s 23.3s<11.7s  38/200 68G 1.34 1.693 0.006369 725 640: 68% ━━━━━━━━──── 36/53 1.5it/s 24.0s<11.0s  38/200 68G 1.338 1.691 0.006374 568 640: 70% ━━━━━━━━──── 37/53 1.5it/s 24.6s<10.3s  38/200 68G 1.337 1.687 0.006393 591 640: 72% ━━━━━━━━╸─── 38/53 1.5it/s 25.3s<9.7s  38/200 68G 1.336 1.683 0.00639 639 640: 74% ━━━━━━━━╸─── 39/53 1.5it/s 25.9s<9.0s  38/200 68G 1.337 1.681 0.006393 587 640: 75% ━━━━━━━━━─── 40/53 1.5it/s 26.6s<8.4s  38/200 68G 1.338 1.68 0.006401 598 640: 77% ━━━━━━━━━─── 41/53 1.5it/s 27.2s<7.8s  38/200 68G 1.339 1.681 0.006411 661 640: 79% ━━━━━━━━━╸── 42/53 1.5it/s 27.9s<7.1s  38/200 68G 1.339 1.681 0.006396 628 640: 81% ━━━━━━━━━╸── 43/53 1.5it/s 28.5s<6.5s  38/200 68G 1.338 1.677 0.006387 611 640: 83% ━━━━━━━━━╸── 44/53 1.5it/s 29.2s<5.8s  38/200 68G 1.337 1.677 0.006398 603 640: 85% ━━━━━━━━━━── 45/53 1.5it/s 29.8s<5.2s  38/200 68G 1.338 1.678 0.0064 753 640: 87% ━━━━━━━━━━── 46/53 1.5it/s 30.5s<4.5s  38/200 68G 1.339 1.68 0.006398 719 640: 89% ━━━━━━━━━━╸─ 47/53 1.5it/s 31.1s<3.9s  38/200 68G 1.338 1.678 0.006391 603 640: 91% ━━━━━━━━━━╸─ 48/53 1.5it/s 31.8s<3.2s  38/200 68G 1.338 1.677 0.006407 605 640: 92% ━━━━━━━━━━━─ 49/53 1.5it/s 32.4s<2.6s  38/200 68G 1.338 1.677 0.006407 644 640: 94% ━━━━━━━━━━━─ 50/53 1.5it/s 33.1s<1.9s  38/200 68G 1.337 1.675 0.006414 601 640: 96% ━━━━━━━━━━━╸ 51/53 1.5it/s 33.7s<1.3s  38/200 68G 1.333 1.662 0.006432 73 640: 98% ━━━━━━━━━━━╸ 52/53 2.4it/s 33.9s<0.4s  38/200 68G 1.333 1.662 0.006432 73 640: 100% ━━━━━━━━━━━━ 53/53 1.6it/s 33.9s +  Class Images Instances Box(P R mAP50 mAP50-95): 100% ━━━━━━━━━━━━ 1/1 2.5it/s 0.4s + all 177 1609 0.707 0.688 0.721 0.459 + + Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size +  39/200 67.2G 1.347 1.693 0.007113 624 640: 0% ──────────── 0/53 0.7s  39/200 67.2G 1.291 1.65 0.006615 517 640: 2% ──────────── 1/53 2.2s/it 1.3s<1:52  39/200 67.2G 1.317 1.701 0.006355 694 640: 4% ──────────── 2/53 1.3s/it 2.0s<1:06  39/200 67.2G 1.331 1.716 0.006281 657 640: 6% ╸─────────── 3/53 1.0it/s 2.6s<49.6s  39/200 67.2G 1.323 1.694 0.006324 547 640: 8% ╸─────────── 4/53 1.2it/s 3.2s<41.8s  39/200 67.2G 1.342 1.727 0.006478 681 640: 9% ━─────────── 5/53 1.3it/s 3.9s<37.4s  39/200 67.2G 1.339 1.73 0.00642 661 640: 11% ━─────────── 6/53 1.4it/s 4.5s<34.5s  39/200 67.2G 1.33 1.709 0.00641 549 640: 13% ━╸────────── 7/53 1.4it/s 5.2s<32.5s  39/200 67.2G 1.336 1.707 0.006375 762 640: 15% ━╸────────── 8/53 1.5it/s 5.8s<31.0s  39/200 67.2G 1.335 1.702 0.006356 717 640: 17% ━━────────── 9/53 1.5it/s 6.5s<29.8s  39/200 67.2G 1.336 1.7 0.006323 687 640: 19% ━━────────── 10/53 1.5it/s 7.1s<28.7s  39/200 67.2G 1.334 1.692 0.006308 622 640: 21% ━━────────── 11/53 1.5it/s 7.8s<27.7s  39/200 67.2G 1.341 1.695 0.006288 740 640: 23% ━━╸───────── 12/53 1.5it/s 8.4s<26.9s  39/200 67.2G 1.347 1.701 0.006308 666 640: 25% ━━╸───────── 13/53 1.5it/s 9.1s<26.2s  39/200 67.2G 1.349 1.698 0.006302 618 640: 26% ━━━───────── 14/53 1.5it/s 9.7s<25.5s  39/200 67.2G 1.362 1.717 0.006325 813 640: 28% ━━━───────── 15/53 1.5it/s 10.4s<24.8s  39/200 67.2G 1.359 1.719 0.006351 625 640: 30% ━━━╸──────── 16/53 1.5it/s 11.0s<24.1s  39/200 67.2G 1.365 1.725 0.006354 739 640: 32% ━━━╸──────── 17/53 1.5it/s 11.7s<23.5s  39/200 67.2G 1.358 1.71 0.006344 586 640: 34% ━━━━──────── 18/53 1.5it/s 12.3s<22.8s  39/200 67.2G 1.358 1.716 0.00634 744 640: 36% ━━━━──────── 19/53 1.5it/s 13.0s<22.1s  39/200 67.2G 1.357 1.717 0.006343 644 640: 38% ━━━━╸─────── 20/53 1.5it/s 13.6s<21.4s  39/200 67.2G 1.357 1.722 0.006347 663 640: 40% ━━━━╸─────── 21/53 1.5it/s 14.3s<20.8s  39/200 67.2G 1.357 1.722 0.006328 606 640: 42% ━━━━╸─────── 22/53 1.5it/s 14.9s<20.2s  39/200 67.2G 1.356 1.72 0.006313 631 640: 43% ━━━━━─────── 23/53 1.5it/s 15.6s<19.5s  39/200 67.2G 1.355 1.716 0.006305 620 640: 45% ━━━━━─────── 24/53 1.5it/s 16.2s<18.9s  39/200 67.2G 1.355 1.717 0.006274 770 640: 47% ━━━━━╸────── 25/53 1.5it/s 16.9s<18.2s  39/200 67.2G 1.351 1.715 0.006267 661 640: 49% ━━━━━╸────── 26/53 1.5it/s 17.5s<17.6s  39/200 67.2G 1.351 1.714 0.006246 733 640: 51% ━━━━━━────── 27/53 1.5it/s 18.2s<16.9s  39/200 67.2G 1.35 1.706 0.006253 657 640: 53% ━━━━━━────── 28/53 1.5it/s 18.8s<16.3s  39/200 67.2G 1.35 1.703 0.006252 730 640: 55% ━━━━━━╸───── 29/53 1.5it/s 19.5s<15.6s  39/200 67.2G 1.349 1.697 0.006254 586 640: 57% ━━━━━━╸───── 30/53 1.5it/s 20.1s<14.9s  39/200 67.2G 1.348 1.697 0.006239 670 640: 58% ━━━━━━━───── 31/53 1.5it/s 20.8s<14.3s  39/200 67.2G 1.349 1.693 0.006231 705 640: 60% ━━━━━━━───── 32/53 1.5it/s 21.4s<13.6s  39/200 67.2G 1.347 1.687 0.006218 684 640: 62% ━━━━━━━───── 33/53 1.5it/s 22.1s<13.0s  39/200 67.2G 1.346 1.689 0.006209 688 640: 64% ━━━━━━━╸──── 34/53 1.5it/s 22.7s<12.3s  39/200 67.2G 1.344 1.682 0.006202 643 640: 66% ━━━━━━━╸──── 35/53 1.5it/s 23.4s<11.7s  39/200 67.2G 1.343 1.681 0.006215 618 640: 68% ━━━━━━━━──── 36/53 1.5it/s 24.0s<11.0s  39/200 67.2G 1.341 1.679 0.006226 615 640: 70% ━━━━━━━━──── 37/53 1.5it/s 24.7s<10.4s  39/200 67.2G 1.34 1.677 0.006211 679 640: 72% ━━━━━━━━╸─── 38/53 1.5it/s 25.3s<9.7s  39/200 67.2G 1.34 1.675 0.006193 646 640: 74% ━━━━━━━━╸─── 39/53 1.5it/s 26.0s<9.1s  39/200 67.2G 1.339 1.679 0.006196 688 640: 75% ━━━━━━━━━─── 40/53 1.5it/s 26.6s<8.4s  39/200 67.2G 1.337 1.678 0.006178 685 640: 77% ━━━━━━━━━─── 41/53 1.5it/s 27.3s<7.8s  39/200 67.2G 1.336 1.676 0.006203 525 640: 79% ━��━━━━━━━╸── 42/53 1.5it/s 27.9s<7.1s  39/200 67.2G 1.336 1.677 0.006206 735 640: 81% ━━━━━━━━━╸── 43/53 1.5it/s 28.6s<6.5s  39/200 67.2G 1.337 1.679 0.006207 751 640: 83% ━━━━━━━━━╸── 44/53 1.5it/s 29.2s<5.9s  39/200 67.2G 1.339 1.678 0.006202 792 640: 85% ━━━━━━━━━━── 45/53 1.5it/s 29.9s<5.2s  39/200 67.2G 1.339 1.679 0.0062 616 640: 87% ━━━━━━━━━━── 46/53 1.5it/s 30.5s<4.6s  39/200 67.2G 1.339 1.679 0.006206 679 640: 89% ━━━━━━━━━━╸─ 47/53 1.5it/s 31.2s<3.9s  39/200 67.2G 1.339 1.68 0.006192 712 640: 91% ━━━━━━━━━━╸─ 48/53 1.5it/s 31.8s<3.2s  39/200 67.2G 1.339 1.678 0.006199 639 640: 92% ━━━━━━━━━━━─ 49/53 1.5it/s 32.5s<2.6s  39/200 67.2G 1.339 1.676 0.006208 700 640: 94% ━━━━━━━━━━━─ 50/53 1.5it/s 33.1s<1.9s  39/200 67.2G 1.339 1.673 0.006208 672 640: 96% ━━━━━━━━━━━╸ 51/53 1.5it/s 33.8s<1.3s  39/200 67.2G 1.335 1.664 0.006227 96 640: 98% ━━━━━━━━━━━╸ 52/53 2.4it/s 34.0s<0.4s  39/200 67.2G 1.335 1.664 0.006227 96 640: 100% ━━━━━━━━━━━━ 53/53 1.6it/s 34.0s +  Class Images Instances Box(P R mAP50 mAP50-95): 100% ━━━━━━━━━━━━ 1/1 2.5it/s 0.4s + all 177 1609 0.705 0.636 0.704 0.448 + + Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size +  40/200 67.9G 1.34 1.764 0.00691 653 640: 0% ──────────── 0/53 0.7s  40/200 67.9G 1.347 1.796 0.006781 749 640: 2% ──────────── 1/53 2.2s/it 1.3s<1:53  40/200 67.9G 1.395 1.861 0.006561 763 640: 4% ──────────── 2/53 1.3s/it 2.0s<1:05  40/200 67.9G 1.389 1.832 0.006522 748 640: 6% ╸─────────── 3/53 1.0it/s 2.6s<49.5s  40/200 67.9G 1.37 1.772 0.006439 640 640: 8% ╸─────────── 4/53 1.2it/s 3.3s<42.0s  40/200 67.9G 1.369 1.74 0.006304 703 640: 9% ━─────────── 5/53 1.3it/s 3.9s<37.5s  40/200 67.9G 1.355 1.702 0.006286 597 640: 11% ━─────────── 6/53 1.4it/s 4.6s<34.6s  40/200 67.9G 1.345 1.69 0.00623 626 640: 13% ━╸────────── 7/53 1.4it/s 5.2s<32.5s  40/200 67.9G 1.344 1.692 0.006266 617 640: 15% ━╸────────── 8/53 1.5it/s 5.8s<30.9s  40/200 67.9G 1.341 1.691 0.006195 733 640: 17% ━━────────── 9/53 1.5it/s 6.5s<29.7s  40/200 67.9G 1.346 1.701 0.006198 700 640: 19% ━━────────── 10/53 1.5it/s 7.1s<28.7s  40/200 67.9G 1.339 1.676 0.006205 516 640: 21% ━━────────── 11/53 1.5it/s 7.8s<27.7s  40/200 67.9G 1.333 1.669 0.006222 665 640: 23% ━━╸───────── 12/53 1.5it/s 8.4s<26.9s  40/200 67.9G 1.334 1.66 0.00618 703 640: 25% ━━╸───────── 13/53 1.5it/s 9.1s<26.1s  40/200 67.9G 1.335 1.654 0.00618 729 640: 26% ━━━───────── 14/53 1.5it/s 9.7s<25.4s  40/200 67.9G 1.334 1.647 0.006183 629 640: 28% ━━━───────── 15/53 1.5it/s 10.4s<24.7s  40/200 67.9G 1.329 1.645 0.006199 539 640: 30% ━━━╸──────── 16/53 1.5it/s 11.0s<24.0s  40/200 67.9G 1.327 1.641 0.006172 732 640: 32% ━━━╸──────── 17/53 1.5it/s 11.7s<23.4s  40/200 67.9G 1.326 1.641 0.006169 643 640: 34% ━━━━──────── 18/53 1.5it/s 12.3s<22.7s  40/200 67.9G 1.322 1.629 0.006178 573 640: 36% ━━━━──────── 19/53 1.5it/s 13.0s<22.1s  40/200 67.9G 1.318 1.62 0.006189 606 640: 38% ━━━━╸─────── 20/53 1.5it/s 13.6s<21.4s  40/200 67.9G 1.318 1.623 0.006204 616 640: 40% ━━━━╸─────── 21/53 1.5it/s 14.3s<20.7s  40/200 67.9G 1.316 1.62 0.006207 606 640: 42% ━━━━╸─────── 22/53 1.5it/s 14.9s<20.1s  40/200 67.9G 1.316 1.619 0.006188 706 640: 43% ━━━━━─────── 23/53 1.5it/s 15.6s<19.6s  40/200 67.9G 1.317 1.622 0.006173 734 640: 45% ━━━━━─────── 24/53 1.5it/s 16.2s<18.9s  40/200 67.9G 1.316 1.623 0.006167 580 640: 47% ━━━━━╸────── 25/53 1.5it/s 16.9s<18.2s  40/200 67.9G 1.318 1.631 0.006159 667 640: 49% ━━━━━╸────── 26/53 1.5it/s 17.5s<17.5s  40/200 67.9G 1.318 1.632 0.006146 677 640: 51% ━━━━━━────── 27/53 1.5it/s 18.2s<17.0s  40/200 67.9G 1.318 1.637 0.006145 662 640: 53% ━━━━━━────── 28/53 1.5it/s 18.8s<16.3s  40/200 67.9G 1.318 1.638 0.006132 689 640: 55% ━━━━━━╸───── 29/53 1.5it/s 19.5s<15.6s  40/200 67.9G 1.321 1.644 0.006128 655 640: 57% ━━━━━━╸───── 30/53 1.5it/s 20.1s<15.0s  40/200 67.9G 1.32 1.64 0.006128 730 640: 58% ━━━━━━━───── 31/53 1.5it/s 20.8s<14.3s  40/200 67.9G 1.32 1.642 0.006133 641 640: 60% ━━━━━━━───── 32/53 1.5it/s 21.4s<13.7s  40/200 67.9G 1.32 1.642 0.006154 552 640: 62% ━━━━━━━───── 33/53 1.5it/s 22.1s<13.0s  40/200 67.9G 1.321 1.646 0.006147 717 640: 64% ━━━━━━━╸──── 34/53 1.5it/s 22.7s<12.3s  40/200 67.9G 1.321 1.647 0.006154 642 640: 66% ━━━━━━━╸──── 35/53 1.5it/s 23.4s<11.7s  40/200 67.9G 1.319 1.643 0.006155 590 640: 68% ━━━━━━━━──── 36/53 1.5it/s 24.0s<11.0s  40/200 67.9G 1.32 1.645 0.006157 730 640: 70% ━━━━━━━━──── 37/53 1.5it/s 24.7s<10.4s  40/200 67.9G 1.319 1.645 0.006165 682 640: 72% ━━━━━━━━╸─── 38/53 1.5it/s 25.3s<9.7s  40/200 67.9G 1.319 1.649 0.006179 675 640: 74% ━━━━━━━━╸─── 39/53 1.5it/s 26.0s<9.1s  40/200 67.9G 1.32 1.649 0.006201 651 640: 75% ━━━━━━━━━─── 40/53 1.5it/s 26.6s<8.4s  40/200 67.9G 1.319 1.646 0.006201 640 640: 77% ━━━━━━━━━─── 41/53 1.5it/s 27.3s<7.8s  40/200 67.9G 1.321 1.649 0.006208 762 640: 79% ━━━━━━━━━╸── 42/53 1.5it/s 27.9s<7.1s  40/200 67.9G 1.321 1.652 0.006204 663 640: 81% ━━━━━━━━━╸── 43/53 1.5it/s 28.6s<6.5s  40/200 67.9G 1.322 1.654 0.006198 733 640: 83% ━━━━━━━━━╸── 44/53 1.5it/s 29.2s<5.8s  40/200 67.9G 1.323 1.654 0.006198 647 640: 85% ━━━━━━━━━━── 45/53 1.5it/s 29.9s<5.2s  40/200 67.9G 1.324 1.656 0.006197 724 640: 87% ━━━━━━━━━━── 46/53 1.5it/s 30.5s<4.5s  40/200 67.9G 1.324 1.657 0.006209 623 640: 89% ━━━━━━━━━━╸─ 47/53 1.5it/s 31.2s<3.9s  40/200 67.9G 1.325 1.66 0.006206 686 640: 91% ━━━━━━━━━━╸─ 48/53 1.5it/s 31.8s<3.2s  40/200 67.9G 1.324 1.661 0.006204 673 640: 92% ━━━━━━━━━━━─ 49/53 1.5it/s 32.5s<2.6s  40/200 67.9G 1.324 1.659 0.006207 642 640: 94% ━━━━━━━━━━━─ 50/53 1.5it/s 33.1s<2.0s  40/200 67.9G 1.324 1.659 0.006207 678 640: 96% ━━━━━━━━━━━╸ 51/53 1.5it/s 33.8s<1.3s  40/200 67.9G 1.32 1.652 0.006211 68 640: 98% ━━━━━━━━━━━╸ 52/53 2.4it/s 34.0s<0.4s  40/200 67.9G 1.32 1.652 0.006211 68 640: 100% ━━━━━━━━━━━━ 53/53 1.6it/s 34.0s +  Class Images Instances Box(P R mAP50 mAP50-95): 100% ━━━━━━━━━━━━ 1/1 2.5it/s 0.4s + all 177 1609 0.729 0.668 0.684 0.423 + + Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size +  41/200 67.9G 1.251 1.439 0.006144 560 640: 0% ──────────── 0/53 0.6s  41/200 67.9G 1.286 1.526 0.005944 762 640: 2% ──────────── 1/53 2.2s/it 1.3s<1:53  41/200 67.9G 1.298 1.549 0.006039 613 640: 4% ──────────── 2/53 1.3s/it 1.9s<1:05  41/200 67.9G 1.317 1.61 0.006256 669 640: 6% ╸─────────── 3/53 1.0it/s 2.6s<49.3s  41/200 67.9G 1.321 1.626 0.006186 705 640: 8% ╸─────────── 4/53 1.2it/s 3.2s<41.7s  41/200 67.9G 1.328 1.634 0.006106 750 640: 9% ━─────────── 5/53 1.3it/s 3.9s<37.4s  41/200 67.9G 1.326 1.651 0.006257 567 640: 11% ━─────────── 6/53 1.4it/s 4.5s<34.5s  41/200 67.9G 1.326 1.66 0.006289 659 640: 13% ━╸────────── 7/53 1.4it/s 5.2s<32.4s  41/200 67.9G 1.326 1.661 0.00624 645 640: 15% ━╸────────── 8/53 1.5it/s 5.8s<31.0s  41/200 67.9G 1.33 1.666 0.006276 661 640: 17% ━━────────── 9/53 1.5it/s 6.5s<29.7s  41/200 67.9G 1.334 1.683 0.006235 845 640: 19% ━━────────── 10/53 1.5it/s 7.1s<28.8s  41/200 67.9G 1.332 1.692 0.006206 644 640: 21% ━━────────── 11/53 1.5it/s 7.8s<27.9s  41/200 67.9G 1.331 1.679 0.006203 632 640: 23% ━━╸───────── 12/53 1.5it/s 8.5s<27.2s  41/200 67.9G 1.328 1.686 0.006227 590 640: 25% ━━╸───────── 13/53 1.5it/s 9.1s<26.4s  41/200 67.9G 1.327 1.688 0.006278 591 640: 26% ━━━───────── 14/53 1.5it/s 9.8s<26.3s  41/200 67.9G 1.323 1.679 0.006289 586 640: 28% ━━━───────── 15/53 1.5it/s 10.5s<26.2s  41/200 67.9G 1.32 1.678 0.006335 557 640: 30% ━━━╸──────── 16/53 1.4it/s 11.3s<26.2s  41/200 67.9G 1.318 1.671 0.006336 627 640: 32% ━━━╸──────── 17/53 1.4it/s 12.1s<26.1s  41/200 67.9G 1.318 1.664 0.006302 687 640: 34% ━━━━──────── 18/53 1.3it/s 12.9s<26.1s  41/200 67.9G 1.317 1.657 0.006293 645 640: 36% ━━━━──────── 19/53 1.4it/s 13.6s<24.8s  41/200 67.9G 1.316 1.655 0.006285 625 640: 38% ━━━━╸─────── 20/53 1.4it/s 14.2s<23.2s  41/200 67.9G 1.315 1.653 0.006279 592 640: 40% ━━━━╸─────── 21/53 1.5it/s 14.9s<21.9s  41/200 67.9G 1.317 1.653 0.006283 724 640: 42% ━━━━╸─────── 22/53 1.5it/s 15.5s<21.0s  41/200 67.9G 1.316 1.651 0.006282 633 640: 43% ━━━━━─────── 23/53 1.5it/s 16.2s<20.0s  41/200 67.9G 1.32 1.655 0.006296 678 640: 45% ━━━━━─────── 24/53 1.5it/s 16.8s<19.3s  41/200 67.9G 1.316 1.65 0.006262 638 640: 47% ━━━━━╸────── 25/53 1.5it/s 17.5s<18.5s  41/200 67.9G 1.315 1.651 0.006291 643 640: 49% ━━━━━╸────── 26/53 1.5it/s 18.1s<17.7s  41/200 67.9G 1.314 1.649 0.006269 692 640: 51% ━━━━━━────── 27/53 1.5it/s 18.8s<17.1s  41/200 67.9G 1.314 1.649 0.006253 626 640: 53% ━━━━━━────── 28/53 1.5it/s 19.4s<16.3s  41/200 67.9G 1.316 1.649 0.006258 678 640: 55% ━━━━━━╸───── 29/53 1.5it/s 20.1s<15.7s  41/200 67.9G 1.317 1.65 0.006287 581 640: 57% ━━━━━━╸───── 30/53 1.5it/s 20.7s<15.0s  41/200 67.9G 1.315 1.647 0.006278 646 640: 58% ━━━━━━━───── 31/53 1.5it/s 21.4s<14.3s  41/200 67.9G 1.314 1.644 0.006289 600 640: 60% ━━━━━━━───── 32/53 1.5it/s 22.0s<13.7s  41/200 67.9G 1.313 1.647 0.006303 654 640: 62% ━━━━━━━───── 33/53 1.5it/s 22.7s<13.0s  41/200 67.9G 1.313 1.647 0.006341 567 640: 64% ━━━━━━━╸──── 34/53 1.5it/s 23.3s<12.3s  41/200 67.9G 1.312 1.646 0.006329 619 640: 66% ━━━━━━━╸──── 35/53 1.5it/s 24.0s<11.7s  41/200 67.9G 1.313 1.647 0.006341 635 640: 68% ━━━━━━━━──── 36/53 1.5it/s 24.6s<11.0s  41/200 67.9G 1.314 1.648 0.006347 645 640: 70% ━━━━━━━━──── 37/53 1.5it/s 25.3s<10.4s  41/200 67.9G 1.315 1.652 0.006343 762 640: 72% ━━━━━━━━╸─── 38/53 1.5it/s 25.9s<9.8s  41/200 67.9G 1.315 1.655 0.006326 655 640: 74% ━━━━━━━━╸─── 39/53 1.5it/s 26.6s<9.1s  41/200 67.9G 1.316 1.657 0.006323 732 640: 75% ━━━━━━━━━─── 40/53 1.5it/s 27.2s<8.5s  41/200 67.9G 1.316 1.656 0.006321 599 640: 77% ━━━━━━━━━─── 41/53 1.5it/s 27.9s<7.8s  41/200 67.9G 1.314 1.653 0.006335 498 640: 79% ━━━━━━━━━╸── 42/53 1.5it/s 28.5s<7.1s  41/200 67.9G 1.312 1.653 0.006336 597 640: 81% ━━━━━━━━━╸── 43/53 1.5it/s 29.2s<6.5s  41/200 67.9G 1.311 1.648 0.006348 612 640: 83% ━━━━━━━━━╸── 44/53 1.5it/s 29.8s<5.8s  41/200 67.9G 1.312 1.646 0.006342 683 640: 85% ━━━━━━━━━━── 45/53 1.5it/s 30.5s<5.2s  41/200 67.9G 1.313 1.647 0.006339 691 640: 87% ━━━━━━━━━━── 46/53 1.5it/s 31.1s<4.5s  41/200 67.9G 1.313 1.649 0.006328 596 640: 89% ━━━━━━━━━━╸─ 47/53 1.5it/s 31.8s<3.9s  41/200 67.9G 1.314 1.65 0.006317 719 640: 91% ━━━━━━━━━━╸─ 48/53 1.5it/s 32.4s<3.3s  41/200 67.9G 1.315 1.652 0.006303 690 640: 92% ━━━━━━━━━━━─ 49/53 1.5it/s 33.1s<2.6s  41/200 67.9G 1.314 1.651 0.006306 618 640: 94% ━━━━━━━━━━━─ 50/53 1.5it/s 33.7s<1.9s  41/200 67.9G 1.315 1.65 0.00631 681 640: 96% ━━━━━━━━━━━╸ 51/53 1.5it/s 34.4s<1.3s  41/200 67.9G 1.317 1.648 0.006291 92 640: 98% ━━━━━━━━━━━╸ 52/53 2.5it/s 34.6s<0.4s  41/200 67.9G 1.317 1.648 0.006291 92 640: 100% ━━━━━━━━━━━━ 53/53 1.5it/s 34.6s +  Class Images Instances Box(P R mAP50 mAP50-95): 100% ━━━━━━━━━━━━ 1/1 2.5it/s 0.4s + all 177 1609 0.736 0.669 0.695 0.436 + + Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size +  42/200 67.5G 1.315 1.79 0.006216 633 640: 0% ──────────── 0/53 0.7s  42/200 67.5G 1.385 1.758 0.006204 714 640: 2% ──────────── 1/53 2.2s/it 1.3s<1:52  42/200 67.5G 1.349 1.674 0.006104 598 640: 4% ──────────── 2/53 1.3s/it 1.9s<1:05  42/200 67.5G 1.351 1.665 0.006192 639 640: 6% ╸─────────── 3/53 1.0it/s 2.6s<49.3s  42/200 67.5G 1.356 1.658 0.006159 703 640: 8% ╸─────────── 4/53 1.2it/s 3.3s<42.1s  42/200 67.5G 1.359 1.687 0.006141 643 640: 9% ━─────────── 5/53 1.3it/s 3.9s<37.6s  42/200 67.5G 1.35 1.669 0.006186 593 640: 11% ━─────────── 6/53 1.4it/s 4.6s<34.6s  42/200 67.5G 1.347 1.673 0.00621 636 640: 13% ━╸────────── 7/53 1.4it/s 5.2s<32.5s  42/200 67.5G 1.339 1.666 0.006191 641 640: 15% ━╸────────── 8/53 1.5it/s 5.8s<31.0s  42/200 67.5G 1.339 1.685 0.006267 700 640: 17% ━━────────── 9/53 1.5it/s 6.5s<29.7s  42/200 67.5G 1.339 1.687 0.006272 631 640: 19% ━━────────── 10/53 1.5it/s 7.2s<28.9s  42/200 67.5G 1.338 1.683 0.00628 657 640: 21% ━━────────── 11/53 1.5it/s 7.8s<28.0s  42/200 67.5G 1.334 1.677 0.006259 593 640: 23% ━━╸───────── 12/53 1.5it/s 8.5s<27.4s  42/200 67.5G 1.341 1.685 0.006184 803 640: 25% ━━╸───────── 13/53 1.5it/s 9.1s<26.5s  42/200 67.5G 1.342 1.693 0.00621 672 640: 26% ━━━───────── 14/53 1.5it/s 9.8s<25.7s  42/200 67.5G 1.338 1.69 0.006249 524 640: 28% ━━━───────── 15/53 1.5it/s 10.4s<24.9s  42/200 67.5G 1.335 1.681 0.006238 686 640: 30% ━━━╸──────── 16/53 1.5it/s 11.1s<24.2s  42/200 67.5G 1.335 1.678 0.006269 675 640: 32% ━━━╸──────── 17/53 1.5it/s 11.7s<23.5s  42/200 67.5G 1.334 1.684 0.006294 609 640: 34% ━━━━──────── 18/53 1.5it/s 12.4s<22.8s  42/200 67.5G 1.333 1.683 0.006291 683 640: 36% ━━━━──────── 19/53 1.5it/s 13.0s<22.2s  42/200 67.5G 1.337 1.686 0.006285 692 640: 38% ━━━━╸─────── 20/53 1.5it/s 13.7s<21.5s  42/200 67.5G 1.335 1.684 0.0063 647 640: 40% ━━━━╸─────── 21/53 1.5it/s 14.3s<20.8s  42/200 67.5G 1.333 1.688 0.006306 647 640: 42% ━━━━╸─────── 22/53 1.5it/s 15.0s<20.1s  42/200 67.5G 1.331 1.686 0.006301 625 640: 43% ━━━━━─────── 23/53 1.5it/s 15.6s<19.5s  42/200 67.5G 1.331 1.684 0.006296 687 640: 45% ━━━━━─────── 24/53 1.5it/s 16.3s<18.8s  42/200 67.5G 1.334 1.683 0.006277 892 640: 47% ━━━━━╸────── 25/53 1.5it/s 16.9s<18.2s  42/200 67.5G 1.332 1.68 0.00629 617 640: 49% ━━━━━╸────── 26/53 1.5it/s 17.6s<17.5s  42/200 67.5G 1.332 1.681 0.006302 621 640: 51% ━━━━━━────── 27/53 1.5it/s 18.2s<16.9s  42/200 67.5G 1.333 1.686 0.006296 737 640: 53% ━━━━━━────── 28/53 1.5it/s 18.9s<16.2s  42/200 67.5G 1.333 1.681 0.006307 634 640: 55% ━━━━━━╸───── 29/53 1.5it/s 19.5s<15.6s  42/200 67.5G 1.333 1.677 0.006305 738 640: 57% ━━━━━━╸───── 30/53 1.5it/s 20.2s<15.0s  42/200 67.5G 1.333 1.676 0.006321 587 640: 58% ━━━━━━━───── 31/53 1.5it/s 20.8s<14.3s  42/200 67.5G 1.333 1.674 0.006325 613 640: 60% ━━━━━━━───── 32/53 1.5it/s 21.5s<13.7s  42/200 67.5G 1.331 1.674 0.006315 631 640: 62% ━━━━━━━───── 33/53 1.5it/s 22.1s<13.0s  42/200 67.5G 1.33 1.672 0.006309 606 640: 64% ━━━━━━━╸──── 34/53 1.5it/s 22.8s<12.3s  42/200 67.5G 1.33 1.671 0.006308 684 640: 66% ━━━━━━━╸──── 35/53 1.5it/s 23.4s<11.7s  42/200 67.5G 1.328 1.663 0.006282 689 640: 68% ━━━━━━━━──── 36/53 1.5it/s 24.1s<11.0s  42/200 67.5G 1.329 1.665 0.006305 619 640: 70% ━━━━━━━━──── 37/53 1.5it/s 24.7s<10.4s  42/200 67.5G 1.328 1.663 0.006307 617 640: 72% ━━━━━━━━╸─── 38/53 1.5it/s 25.4s<9.7s  42/200 67.5G 1.327 1.661 0.006308 557 640: 74% ━━━━━━━━╸─── 39/53 1.5it/s 26.0s<9.1s  42/200 67.5G 1.328 1.66 0.006297 679 640: 75% ━━━━━━━━━─── 40/53 1.5it/s 26.7s<8.5s  42/200 67.5G 1.328 1.665 0.006308 695 640: 77% ━━━━━━━━━─── 41/53 1.5it/s 27.3s<7.8s  42/200 67.5G 1.327 1.666 0.006322 601 640: 79% ━━━━━━━━━╸── 42/53 1.5it/s 28.0s<7.1s  42/200 67.5G 1.327 1.666 0.00632 678 640: 81% ━━━━━━━━━╸── 43/53 1.5it/s 28.6s<6.5s  42/200 67.5G 1.328 1.669 0.006309 717 640: 83% ━━━━━━━━━╸── 44/53 1.5it/s 29.3s<5.9s  42/200 67.5G 1.328 1.667 0.0063 686 640: 85% ━━━━━━━━━━── 45/53 1.5it/s 29.9s<5.2s  42/200 67.5G 1.329 1.668 0.006315 683 640: 87% ━━━━━━━━━━── 46/53 1.5it/s 30.6s<4.5s  42/200 67.5G 1.329 1.666 0.006308 593 640: 89% ━━━━━━━━━━╸─ 47/53 1.5it/s 31.2s<3.9s  42/200 67.5G 1.328 1.665 0.006295 708 640: 91% ━━━━━━━━━━╸─ 48/53 1.5it/s 31.9s<3.2s  42/200 67.5G 1.328 1.661 0.006275 687 640: 92% ━━━━━━━━━━━─ 49/53 1.5it/s 32.5s<2.6s  42/200 67.5G 1.328 1.663 0.006279 573 640: 94% ━━━━━━━━━━━─ 50/53 1.5it/s 33.2s<1.9s  42/200 67.5G 1.326 1.659 0.006264 637 640: 96% ━━━━━━━━━━━╸ 51/53 1.5it/s 33.8s<1.3s  42/200 67.5G 1.33 1.655 0.006243 102 640: 98% ━━━━━━━━━━━╸ 52/53 2.4it/s 34.0s<0.4s  42/200 67.5G 1.33 1.655 0.006243 102 640: 100% ━━━━━━━━━━━━ 53/53 1.6it/s 34.0s +  Class Images Instances Box(P R mAP50 mAP50-95): 100% ━━━━━━━━━━━━ 1/1 2.5it/s 0.4s + all 177 1609 0.752 0.637 0.716 0.452 + + Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size +  43/200 68.2G 1.314 1.801 0.007162 587 640: 0% ──────────── 0/53 0.6s  43/200 68.2G 1.279 1.66 0.006622 625 640: 2% ──────────── 1/53 2.2s/it 1.3s<1:52  43/200 68.2G 1.286 1.65 0.006192 765 640: 4% ──────────── 2/53 1.3s/it 1.9s<1:05  43/200 68.2G 1.3 1.655 0.006207 775 640: 6% ╸─────────── 3/53 1.0it/s 2.6s<49.5s  43/200 68.2G 1.297 1.653 0.006249 615 640: 8% ╸─────────── 4/53 1.2it/s 3.2s<41.9s  43/200 68.2G 1.301 1.665 0.006188 680 640: 9% ━─────────── 5/53 1.3it/s 3.9s<37.4s  43/200 68.2G 1.301 1.649 0.006156 659 640: 11% ━─────────── 6/53 1.4it/s 4.5s<34.5s  43/200 68.2G 1.306 1.648 0.006245 639 640: 13% ━╸────────── 7/53 1.4it/s 5.2s<32.5s  43/200 68.2G 1.307 1.648 0.006204 694 640: 15% ━╸────────── 8/53 1.5it/s 5.8s<31.0s  43/200 68.2G 1.309 1.657 0.006239 652 640: 17% ━━────────── 9/53 1.5it/s 6.5s<29.7s  43/200 68.2G 1.306 1.637 0.006223 551 640: 19% ━━────────── 10/53 1.5it/s 7.1s<28.6s  43/200 68.2G 1.308 1.637 0.006242 632 640: 21% ━━────────── 11/53 1.5it/s 7.8s<27.8s  43/200 68.2G 1.312 1.644 0.006248 651 640: 23% ━━╸───────── 12/53 1.5it/s 8.4s<26.9s  43/200 68.2G 1.307 1.63 0.006206 568 640: 25% ━━╸───────── 13/53 1.5it/s 9.1s<26.1s  43/200 68.2G 1.308 1.628 0.006202 665 640: 26% ━━━───────── 14/53 1.5it/s 9.7s<25.4s  43/200 68.2G 1.305 1.624 0.006163 626 640: 28% ━━━───────── 15/53 1.5it/s 10.4s<24.7s  43/200 68.2G 1.303 1.617 0.00616 584 640: 30% ━━━╸──────── 16/53 1.5it/s 11.0s<24.1s  43/200 68.2G 1.302 1.609 0.006194 597 640: 32% ━━━╸──────── 17/53 1.5it/s 11.7s<23.3s  43/200 68.2G 1.3 1.604 0.006206 578 640: 34% ━━━━──────── 18/53 1.5it/s 12.3s<22.7s  43/200 68.2G 1.303 1.605 0.006178 657 640: 36% ━━━━──────── 19/53 1.5it/s 13.0s<22.0s  43/200 68.2G 1.306 1.606 0.00617 572 640: 38% ━━━━╸─────── 20/53 1.5it/s 13.6s<21.4s  43/200 68.2G 1.307 1.615 0.006183 698 640: 40% ━━━━╸─────── 21/53 1.5it/s 14.2s<20.7s  43/200 68.2G 1.306 1.611 0.006187 583 640: 42% ━━━━╸─────── 22/53 1.5it/s 14.9s<20.1s  43/200 68.2G 1.305 1.606 0.006185 600 640: 43% ━━━━━─────── 23/53 1.5it/s 15.5s<19.4s  43/200 68.2G 1.309 1.616 0.006196 724 640: 45% ━━━━━─────── 24/53 1.5it/s 16.2s<18.8s  43/200 68.2G 1.31 1.619 0.006202 691 640: 47% ━━━━━╸──��─── 25/53 1.5it/s 16.8s<18.2s  43/200 68.2G 1.309 1.617 0.006181 705 640: 49% ━━━━━╸────── 26/53 1.5it/s 17.5s<17.5s  43/200 68.2G 1.306 1.611 0.006166 628 640: 51% ━━━━━━────── 27/53 1.5it/s 18.1s<16.9s  43/200 68.2G 1.308 1.615 0.00617 684 640: 53% ━━━━━━────── 28/53 1.5it/s 18.8s<16.2s  43/200 68.2G 1.309 1.616 0.006159 740 640: 55% ━━━━━━╸───── 29/53 1.5it/s 19.4s<15.6s  43/200 68.2G 1.31 1.615 0.006146 608 640: 57% ━━━━━━╸───── 30/53 1.5it/s 20.1s<15.0s  43/200 68.2G 1.31 1.612 0.006144 675 640: 58% ━━━━━━━───── 31/53 1.5it/s 20.7s<14.3s  43/200 68.2G 1.31 1.61 0.006155 571 640: 60% ━━━━━━━───── 32/53 1.5it/s 21.4s<13.6s  43/200 68.2G 1.311 1.616 0.00616 664 640: 62% ━━━━━━━───── 33/53 1.5it/s 22.0s<13.0s  43/200 68.2G 1.311 1.618 0.006183 588 640: 64% ━━━━━━━╸──── 34/53 1.5it/s 22.7s<12.3s  43/200 68.2G 1.311 1.62 0.006198 601 640: 66% ━━━━━━━╸──── 35/53 1.5it/s 23.3s<11.7s  43/200 68.2G 1.309 1.618 0.006188 612 640: 68% ━━━━━━━━──── 36/53 1.5it/s 24.0s<11.0s  43/200 68.2G 1.308 1.615 0.006194 608 640: 70% ━━━━━━━━──── 37/53 1.5it/s 24.6s<10.4s  43/200 68.2G 1.309 1.614 0.006192 739 640: 72% ━━━━━━━━╸─── 38/53 1.5it/s 25.3s<9.7s  43/200 68.2G 1.308 1.613 0.006183 674 640: 74% ━━━━━━━━╸─── 39/53 1.5it/s 25.9s<9.1s  43/200 68.2G 1.309 1.614 0.006176 725 640: 75% ━━━━━━━━━─── 40/53 1.5it/s 26.6s<8.4s  43/200 68.2G 1.308 1.614 0.006165 679 640: 77% ━━━━━━━━━─── 41/53 1.5it/s 27.2s<7.8s  43/200 68.2G 1.308 1.614 0.006173 680 640: 79% ━━━━━━━━━╸── 42/53 1.5it/s 27.9s<7.2s  43/200 68.2G 1.308 1.614 0.006157 743 640: 81% ━━━━━━━━━╸── 43/53 1.5it/s 28.5s<6.5s  43/200 68.2G 1.311 1.621 0.006157 826 640: 83% ━━━━━━━━━╸── 44/53 1.5it/s 29.2s<5.9s  43/200 68.2G 1.31 1.617 0.006151 590 640: 85% ━━━━━━━━━━── 45/53 1.5it/s 29.8s<5.2s  43/200 68.2G 1.311 1.616 0.00614 628 640: 87% ━━━━━━━━━━── 46/53 1.5it/s 30.5s<4.5s  43/200 68.2G 1.309 1.614 0.006142 545 640: 89% ━━━━━━━━━━╸─ 47/53 1.5it/s 31.1s<3.9s  43/200 68.2G 1.309 1.615 0.006136 630 640: 91% ━━━━━━━━━━╸─ 48/53 1.5it/s 31.8s<3.2s  43/200 68.2G 1.31 1.616 0.00616 634 640: 92% ━━━━━━━━━━━─ 49/53 1.5it/s 32.4s<2.6s  43/200 68.2G 1.309 1.613 0.006158 616 640: 94% ━━━━━━━━━━━─ 50/53 1.5it/s 33.1s<2.0s  43/200 68.2G 1.307 1.611 0.006155 664 640: 96% ━━━━━━━━━━━╸ 51/53 1.5it/s 33.7s<1.3s  43/200 68.2G 1.309 1.623 0.006148 53 640: 98% ━━━━━━━━━━━╸ 52/53 2.4it/s 34.0s<0.4s  43/200 68.2G 1.309 1.623 0.006148 53 640: 100% ━━━━━━━━━━━━ 53/53 1.6it/s 34.0s +  Class Images Instances Box(P R mAP50 mAP50-95): 100% ━━━━━━━━━━━━ 1/1 2.5it/s 0.4s + all 177 1609 0.741 0.659 0.72 0.45 + + Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size +  44/200 68.2G 1.407 1.745 0.006826 703 640: 0% ──────────── 0/53 0.6s  44/200 68.2G 1.417 1.73 0.006384 825 640: 2% ──────────── 1/53 2.2s/it 1.3s<1:53  44/200 68.2G 1.375 1.677 0.006255 671 640: 4% ──────────── 2/53 1.3s/it 1.9s<1:05  44/200 68.2G 1.362 1.686 0.006154 672 640: 6% ╸─────────── 3/53 1.0it/s 2.6s<49.5s  44/200 68.2G 1.35 1.656 0.006152 625 640: 8% ╸─────────── 4/53 1.2it/s 3.3s<42.0s  44/200 68.2G 1.339 1.642 0.00606 678 640: 9% ━─────────── 5/53 1.3it/s 3.9s<37.6s  44/200 68.2G 1.326 1.633 0.005942 709 640: 11% ━─────────── 6/53 1.4it/s 4.5s<34.6s  44/200 68.2G 1.317 1.619 0.006048 559 640: 13% ━╸────────── 7/53 1.4it/s 5.2s<32.5s  44/200 68.2G 1.323 1.637 0.00602 679 640: 15% ━╸────────── 8/53 1.5it/s 5.8s<31.0s  44/200 68.2G 1.329 1.652 0.006103 603 640: 17% ━━────────── 9/53 1.5it/s 6.5s<29.8s  44/200 68.2G 1.326 1.641 0.006072 677 640: 19% ━━────────── 10/53 1.5it/s 7.1s<28.7s  44/200 68.2G 1.326 1.637 0.006081 624 640: 21% ━━────────── 11/53 1.5it/s 7.8s<27.8s  44/200 68.2G 1.323 1.643 0.006122 562 640: 23% ━━╸───────── 12/53 1.5it/s 8.4s<27.0s  44/200 68.2G 1.32 1.632 0.006145 582 640: 25% ━━╸───────── 13/53 1.5it/s 9.1s<26.3s  44/200 68.2G 1.323 1.645 0.006147 736 640: 26% ━━━───────── 14/53 1.5it/s 9.7s<25.5s  44/200 68.2G 1.316 1.644 0.006135 600 640: 28% ━━━───────── 15/53 1.5it/s 10.4s<24.8s  44/200 68.2G 1.317 1.635 0.006127 667 640: 30% ━━━╸──────── 16/53 1.5it/s 11.0s<24.1s  44/200 68.2G 1.318 1.642 0.006159 571 640: 32% ━━━╸──────── 17/53 1.5it/s 11.7s<23.4s  44/200 68.2G 1.315 1.63 0.006136 653 640: 34% ━━━━──────── 18/53 1.5it/s 12.3s<22.7s  44/200 68.2G 1.312 1.63 0.006126 569 640: 36% ━━━━──────── 19/53 1.5it/s 13.0s<22.1s  44/200 68.2G 1.315 1.634 0.006106 694 640: 38% ━━━━╸─────── 20/53 1.5it/s 13.6s<21.4s  44/200 68.2G 1.313 1.631 0.006113 578 640: 40% ━━━━╸─────── 21/53 1.5it/s 14.3s<20.7s  44/200 68.2G 1.313 1.625 0.00609 690 640: 42% ━━━━╸─────── 22/53 1.5it/s 14.9s<20.2s  44/200 68.2G 1.313 1.621 0.006082 677 640: 43% ━━━━━─────── 23/53 1.5it/s 15.6s<19.5s  44/200 68.2G 1.314 1.624 0.006079 752 640: 45% ━━━━━─────── 24/53 1.5it/s 16.2s<18.9s  44/200 68.2G 1.314 1.618 0.006104 615 640: 47% ━━━━━╸────── 25/53 1.5it/s 16.9s<18.2s  44/200 68.2G 1.313 1.612 0.00608 613 640: 49% ━━━━━╸────── 26/53 1.5it/s 17.5s<17.5s  44/200 68.2G 1.311 1.604 0.006078 557 640: 51% ━━━━━━────── 27/53 1.5it/s 18.2s<16.9s  44/200 68.2G 1.312 1.609 0.006077 731 640: 53% ━━━━━━────── 28/53 1.5it/s 18.8s<16.2s  44/200 68.2G 1.311 1.604 0.006075 689 640: 55% ━━━━━━╸───── 29/53 1.5it/s 19.5s<15.6s  44/200 68.2G 1.314 1.61 0.006078 705 640: 57% ━━━━━━╸───── 30/53 1.5it/s 20.1s<14.9s  44/200 68.2G 1.316 1.611 0.006089 708 640: 58% ━━━━━━━───── 31/53 1.5it/s 20.8s<14.3s  44/200 68.2G 1.315 1.611 0.006091 697 640: 60% ━━━━━━━───── 32/53 1.5it/s 21.5s<13.8s  44/200 68.2G 1.313 1.609 0.006093 617 640: 62% ━━━━━━━───── 33/53 1.5it/s 22.1s<13.1s  44/200 68.2G 1.311 1.606 0.006093 618 640: 64% ━━━━━━━╸──── 34/53 1.5it/s 22.7s<12.3s  44/200 68.2G 1.31 1.603 0.00608 544 640: 66% ━━━━━━━╸──── 35/53 1.5it/s 23.4s<11.7s  44/200 68.2G 1.311 1.605 0.006111 618 640: 68% ━━━━━━━━──── 36/53 1.5it/s 24.0s<11.0s  44/200 68.2G 1.311 1.606 0.006092 710 640: 70% ━━━━━━━━──── 37/53 1.5it/s 24.7s<10.4s  44/200 68.2G 1.31 1.604 0.006089 636 640: 72% ━━━━━━━���╸─── 38/53 1.5it/s 25.3s<9.7s  44/200 68.2G 1.309 1.602 0.006115 582 640: 74% ━━━━━━━━╸─── 39/53 1.5it/s 26.0s<9.1s  44/200 68.2G 1.307 1.6 0.006108 618 640: 75% ━━━━━━━━━─── 40/53 1.5it/s 26.6s<8.4s  44/200 68.2G 1.307 1.601 0.006099 713 640: 77% ━━━━━━━━━─── 41/53 1.5it/s 27.3s<7.8s  44/200 68.2G 1.307 1.598 0.006098 622 640: 79% ━━━━━━━━━╸── 42/53 1.5it/s 27.9s<7.1s  44/200 68.2G 1.306 1.597 0.006091 692 640: 81% ━━━━━━━━━╸── 43/53 1.5it/s 28.6s<6.5s  44/200 68.2G 1.306 1.597 0.006077 730 640: 83% ━━━━━━━━━╸── 44/53 1.5it/s 29.2s<5.8s  44/200 68.2G 1.307 1.598 0.006067 762 640: 85% ━━━━━━━━━━── 45/53 1.5it/s 29.9s<5.2s  44/200 68.2G 1.306 1.599 0.006063 615 640: 87% ━━━━━━━━━━── 46/53 1.5it/s 30.5s<4.5s  44/200 68.2G 1.305 1.594 0.006061 630 640: 89% ━━━━━━━━━━╸─ 47/53 1.5it/s 31.2s<3.9s  44/200 68.2G 1.306 1.596 0.006073 722 640: 91% ━━━━━━━━━━╸─ 48/53 1.5it/s 31.8s<3.2s  44/200 68.2G 1.305 1.596 0.006073 584 640: 92% ━━━━━━━━━━━─ 49/53 1.5it/s 32.5s<2.6s  44/200 68.2G 1.305 1.596 0.006093 659 640: 94% ━━━━━━━━━━━─ 50/53 1.5it/s 33.1s<1.9s  44/200 68.2G 1.303 1.591 0.006093 567 640: 96% ━━━━━━━━━━━╸ 51/53 1.5it/s 33.8s<1.3s  44/200 68.2G 1.306 1.594 0.006096 89 640: 98% ━━━━━━━━━━━╸ 52/53 2.4it/s 34.0s<0.4s  44/200 68.2G 1.306 1.594 0.006096 89 640: 100% ━━━━━━━━━━━━ 53/53 1.6it/s 34.0s +  Class Images Instances Box(P R mAP50 mAP50-95): 100% ━━━━━━━━━━━━ 1/1 2.5it/s 0.4s + all 177 1609 0.724 0.691 0.721 0.458 + + Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size +  45/200 67.9G 1.267 1.467 0.006662 620 640: 0% ──────────── 0/53 0.6s  45/200 67.9G 1.283 1.578 0.006545 650 640: 2% ──────────── 1/53 2.2s/it 1.3s<1:52  45/200 67.9G 1.281 1.572 0.006483 612 640: 4% ──────────── 2/53 1.3s/it 1.9s<1:05  45/200 67.9G 1.278 1.546 0.0063 666 640: 6% ╸─────────── 3/53 1.0it/s 2.6s<49.1s  45/200 67.9G 1.277 1.531 0.006375 597 640: 8% ╸─────────── 4/53 1.2it/s 3.2s<41.6s  45/200 67.9G 1.28 1.532 0.006214 634 640: 9% ━─────────── 5/53 1.3it/s 3.9s<37.2s  45/200 67.9G 1.28 1.53 0.006236 601 640: 11% ━─────────── 6/53 1.4it/s 4.5s<34.4s  45/200 67.9G 1.279 1.545 0.006209 635 640: 13% ━╸────────── 7/53 1.4it/s 5.2s<32.5s  45/200 67.9G 1.28 1.535 0.006239 638 640: 15% ━╸────────── 8/53 1.5it/s 5.8s<30.9s  45/200 67.9G 1.277 1.531 0.006217 674 640: 17% ━━────────── 9/53 1.5it/s 6.5s<29.6s  45/200 67.9G 1.281 1.542 0.006196 695 640: 19% ━━────────── 10/53 1.5it/s 7.1s<28.6s  45/200 67.9G 1.276 1.549 0.006179 534 640: 21% ━━────────── 11/53 1.5it/s 7.8s<27.7s  45/200 67.9G 1.278 1.558 0.006129 698 640: 23% ━━╸───────── 12/53 1.5it/s 8.4s<26.9s  45/200 67.9G 1.28 1.561 0.006104 666 640: 25% ━━╸───────── 13/53 1.5it/s 9.0s<26.1s  45/200 67.9G 1.28 1.559 0.006089 672 640: 26% ━━━───────── 14/53 1.5it/s 9.7s<25.4s  45/200 67.9G 1.278 1.56 0.006116 587 640: 28% ━━━───────── 15/53 1.5it/s 10.3s<24.7s  45/200 67.9G 1.285 1.565 0.006085 731 640: 30% ━━━╸──────── 16/53 1.5it/s 11.0s<24.1s  45/200 67.9G 1.287 1.562 0.006058 645 640: 32% ━━━╸──────── 17/53 1.5it/s 11.6s<23.4s  45/200 67.9G 1.286 1.562 0.006076 594 640: 34% ━━━━──────── 18/53 1.5it/s 12.3s<22.7s  45/200 67.9G 1.284 1.557 0.006062 650 640: 36% ━━━━──────── 19/53 1.5it/s 12.9s<22.0s  45/200 67.9G 1.283 1.547 0.006066 629 640: 38% ━━━━╸─────── 20/53 1.5it/s 13.6s<21.4s  45/200 67.9G 1.288 1.564 0.00611 695 640: 40% ━━━━╸─────── 21/53 1.5it/s 14.2s<20.8s  45/200 67.9G 1.285 1.559 0.006103 578 640: 42% ━━━━╸─────── 22/53 1.5it/s 14.9s<20.1s  45/200 67.9G 1.286 1.564 0.006131 639 640: 43% ━━━━━─────── 23/53 1.5it/s 15.5s<19.5s  45/200 67.9G 1.288 1.572 0.006122 698 640: 45% ━━━━━─────── 24/53 1.5it/s 16.2s<18.8s  45/200 67.9G 1.287 1.572 0.006124 601 640: 47% ━━━━━╸────── 25/53 1.5it/s 16.8s<18.1s  45/200 67.9G 1.289 1.577 0.006136 643 640: 49% ━━━━━╸────── 26/53 1.5it/s 17.5s<17.5s  45/200 67.9G 1.287 1.575 0.006126 670 640: 51% ━━━━━━────── 27/53 1.5it/s 18.1s<16.9s  45/200 67.9G 1.288 1.577 0.006125 681 640: 53% ━━━━━━────── 28/53 1.5it/s 18.8s<16.2s  45/200 67.9G 1.293 1.585 0.006134 677 640: 55% ━━━━━━╸───── 29/53 1.5it/s 19.4s<15.6s  45/200 67.9G 1.292 1.584 0.006128 625 640: 57% ━━━━━━╸───── 30/53 1.5it/s 20.1s<14.9s  45/200 67.9G 1.289 1.579 0.006125 547 640: 58% ━━━━━━━───── 31/53 1.5it/s 20.7s<14.3s  45/200 67.9G 1.288 1.579 0.006135 617 640: 60% ━━━━━━━───── 32/53 1.5it/s 21.4s<13.6s  45/200 67.9G 1.289 1.583 0.006128 696 640: 62% ━━━━━━━───── 33/53 1.5it/s 22.0s<12.9s  45/200 67.9G 1.291 1.586 0.006105 894 640: 64% ━━━━━━━╸──── 34/53 1.5it/s 22.7s<12.3s  45/200 67.9G 1.292 1.585 0.006106 632 640: 66% ━━━━━━━╸──── 35/53 1.5it/s 23.3s<11.6s  45/200 67.9G 1.293 1.586 0.006101 587 640: 68% ━━━━━━━━──── 36/53 1.5it/s 24.0s<11.0s  45/200 67.9G 1.292 1.585 0.006085 706 640: 70% ━━━━━━━━──── 37/53 1.5it/s 24.6s<10.4s  45/200 67.9G 1.292 1.588 0.006098 659 640: 72% ━━━━━━━━╸─── 38/53 1.5it/s 25.2s<9.7s  45/200 67.9G 1.292 1.588 0.006099 588 640: 74% ━━━━━━━━╸─── 39/53 1.5it/s 25.9s<9.1s  45/200 67.9G 1.291 1.585 0.006098 601 640: 75% ━━━━━━━━━─── 40/53 1.5it/s 26.5s<8.4s  45/200 67.9G 1.291 1.585 0.00611 639 640: 77% ━━━━━━━━━─── 41/53 1.5it/s 27.2s<7.9s  45/200 67.9G 1.291 1.588 0.006105 754 640: 79% ━━━━━━━━━╸── 42/53 1.5it/s 27.9s<7.2s  45/200 67.9G 1.293 1.59 0.0061 741 640: 81% ━━━━━━━━━╸── 43/53 1.5it/s 28.5s<6.5s  45/200 67.9G 1.293 1.587 0.006095 715 640: 83% ━━━━━━━━━╸── 44/53 1.5it/s 29.2s<5.9s  45/200 67.9G 1.295 1.589 0.006105 740 640: 85% ━━━━━━━━━━── 45/53 1.5it/s 29.8s<5.2s  45/200 67.9G 1.296 1.588 0.006118 634 640: 87% ━━━━━━━━━━── 46/53 1.5it/s 30.5s<4.5s  45/200 67.9G 1.296 1.588 0.006126 659 640: 89% ━━━━━━━━━━╸─ 47/53 1.5it/s 31.1s<3.9s  45/200 67.9G 1.297 1.591 0.006148 566 640: 91% ━━━━━━━━━━╸─ 48/53 1.5it/s 31.8s<3.2s  45/200 67.9G 1.296 1.59 0.006145 723 640: 92% ━━━━━━━━━━━─ 49/53 1.5it/s 32.4s<2.6s  45/200 67.9G 1.296 1.588 0.006142 666 640: 94% ━━━━━━━━━━━─ 50/53 1.5it/s 33.1s<1.9s  45/200 67.9G 1.296 1.588 0.00614 673 640: 96% ━━━━━━━━━━���╸ 51/53 1.5it/s 33.7s<1.3s  45/200 67.9G 1.294 1.582 0.006137 75 640: 98% ━━━━━━━━━━━╸ 52/53 2.4it/s 33.9s<0.4s  45/200 67.9G 1.294 1.582 0.006137 75 640: 100% ━━━━━━━━━━━━ 53/53 1.6it/s 33.9s +  Class Images Instances Box(P R mAP50 mAP50-95): 100% ━━━━━━━━━━━━ 1/1 2.5it/s 0.4s + all 177 1609 0.717 0.681 0.687 0.43 + + Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size +  46/200 67.1G 1.368 1.557 0.005746 743 640: 0% ──────────── 0/53 0.7s  46/200 67.1G 1.319 1.553 0.005654 648 640: 2% ──────────── 1/53 2.2s/it 1.3s<1:53  46/200 67.1G 1.322 1.593 0.005653 694 640: 4% ──────────── 2/53 1.3s/it 2.0s<1:05  46/200 67.1G 1.31 1.571 0.00581 713 640: 6% ╸─────────── 3/53 1.0it/s 2.6s<49.5s  46/200 67.1G 1.312 1.597 0.005831 662 640: 8% ╸─────────── 4/53 1.2it/s 3.3s<42.0s  46/200 67.1G 1.319 1.622 0.005951 675 640: 9% ━─────────── 5/53 1.3it/s 3.9s<37.6s  46/200 67.1G 1.316 1.614 0.006081 550 640: 11% ━─────────── 6/53 1.4it/s 4.6s<34.6s  46/200 67.1G 1.322 1.608 0.006015 771 640: 13% ━╸────────── 7/53 1.4it/s 5.2s<32.7s  46/200 67.1G 1.314 1.59 0.006025 650 640: 15% ━╸────────── 8/53 1.5it/s 5.9s<31.0s  46/200 67.1G 1.303 1.564 0.006082 627 640: 17% ━━────────── 9/53 1.5it/s 6.5s<29.8s  46/200 67.1G 1.302 1.561 0.006071 659 640: 19% ━━────────── 10/53 1.5it/s 7.1s<28.7s  46/200 67.1G 1.3 1.568 0.006061 681 640: 21% ━━────────── 11/53 1.5it/s 7.8s<27.8s  46/200 67.1G 1.297 1.566 0.006057 643 640: 23% ━━╸───────── 12/53 1.5it/s 8.4s<27.0s  46/200 67.1G 1.299 1.573 0.006037 659 640: 25% ━━╸───────── 13/53 1.5it/s 9.1s<26.2s  46/200 67.1G 1.301 1.585 0.006028 656 640: 26% ━━━───────── 14/53 1.5it/s 9.7s<25.5s  46/200 67.1G 1.299 1.583 0.006027 666 640: 28% ━━━───────── 15/53 1.5it/s 10.4s<24.8s  46/200 67.1G 1.3 1.583 0.006024 688 640: 30% ━━━╸──────── 16/53 1.5it/s 11.0s<24.1s  46/200 67.1G 1.294 1.574 0.006076 497 640: 32% ━━━╸──────── 17/53 1.5it/s 11.7s<23.4s  46/200 67.1G 1.294 1.578 0.006065 674 640: 34% ━━━━──────── 18/53 1.5it/s 12.3s<22.7s  46/200 67.1G 1.294 1.573 0.006051 679 640: 36% ━━━━──────── 19/53 1.5it/s 13.0s<22.1s  46/200 67.1G 1.295 1.572 0.006041 717 640: 38% ━━━━╸─────── 20/53 1.5it/s 13.6s<21.5s  46/200 67.1G 1.295 1.573 0.006028 702 640: 40% ━━━━╸─────── 21/53 1.5it/s 14.3s<20.8s  46/200 67.1G 1.292 1.57 0.006018 578 640: 42% ━━━━╸─────── 22/53 1.5it/s 14.9s<20.2s  46/200 67.1G 1.292 1.572 0.006009 677 640: 43% ━━━━━─────── 23/53 1.5it/s 15.6s<19.5s  46/200 67.1G 1.292 1.576 0.00602 645 640: 45% ━━━━━─────── 24/53 1.5it/s 16.2s<18.8s  46/200 67.1G 1.294 1.576 0.006009 727 640: 47% ━━━━━╸────── 25/53 1.5it/s 16.9s<18.2s  46/200 67.1G 1.294 1.575 0.006006 637 640: 49% ━━━━━╸────── 26/53 1.5it/s 17.5s<17.5s  46/200 67.1G 1.294 1.575 0.006001 675 640: 51% ━━━━━━────── 27/53 1.5it/s 18.2s<16.9s  46/200 67.1G 1.296 1.579 0.006022 660 640: 53% ━━━━━━────── 28/53 1.5it/s 18.8s<16.2s  46/200 67.1G 1.297 1.585 0.006015 687 640: 55% ━━━━━━╸───── 29/53 1.5it/s 19.5s<15.6s  46/200 67.1G 1.298 1.587 0.006013 666 640: 57% ━━━━━━╸───── 30/53 1.5it/s 20.1s<14.9s  46/200 67.1G 1.299 1.585 0.006012 646 640: 58% ━━━━━━━───── 31/53 1.5it/s 20.8s<14.3s  46/200 67.1G 1.299 1.586 0.006028 657 640: 60% ━━━━━━━───── 32/53 1.5it/s 21.4s<13.7s  46/200 67.1G 1.299 1.587 0.006004 723 640: 62% ━━━━━━━───── 33/53 1.5it/s 22.1s<13.0s  46/200 67.1G 1.298 1.587 0.006015 598 640: 64% ━━━━━━━╸──── 34/53 1.5it/s 22.7s<12.3s  46/200 67.1G 1.296 1.579 0.006016 561 640: 66% ━━━━━━━╸──── 35/53 1.5it/s 23.4s<11.7s  46/200 67.1G 1.297 1.584 0.006017 702 640: 68% ━━━━━━━━──── 36/53 1.5it/s 24.1s<11.2s  46/200 67.1G 1.297 1.581 0.006037 597 640: 70% ━━━━━━━━──── 37/53 1.5it/s 24.7s<10.5s  46/200 67.1G 1.296 1.579 0.006017 746 640: 72% ━━━━━━━━╸─── 38/53 1.5it/s 25.4s<9.8s  46/200 67.1G 1.297 1.582 0.006038 670 640: 74% ━━━━━━━━╸─── 39/53 1.5it/s 26.0s<9.1s  46/200 67.1G 1.297 1.581 0.006027 661 640: 75% ━━━━━━━━━─── 40/53 1.5it/s 26.7s<8.5s  46/200 67.1G 1.296 1.58 0.006032 624 640: 77% ━━━━━━━━━─── 41/53 1.5it/s 27.3s<7.8s  46/200 67.1G 1.296 1.581 0.00603 648 640: 79% ━━━━━━━━━╸── 42/53 1.5it/s 28.0s<7.1s  46/200 67.1G 1.297 1.583 0.006042 659 640: 81% ━━━━━━━━━╸── 43/53 1.5it/s 28.6s<6.5s  46/200 67.1G 1.296 1.584 0.006048 629 640: 83% ━━━━━━━━━╸── 44/53 1.5it/s 29.3s<5.8s  46/200 67.1G 1.296 1.584 0.00604 684 640: 85% ━━━━━━━━━━── 45/53 1.5it/s 29.9s<5.2s  46/200 67.1G 1.295 1.583 0.006031 688 640: 87% ━━━━━━━━━━── 46/53 1.5it/s 30.5s<4.5s  46/200 67.1G 1.293 1.581 0.006026 555 640: 89% ━━━━━━━━━━╸─ 47/53 1.5it/s 31.2s<3.9s  46/200 67.1G 1.293 1.581 0.006025 665 640: 91% ━━━━━━━━━━╸─ 48/53 1.5it/s 31.9s<3.3s  46/200 67.1G 1.291 1.578 0.006036 518 640: 92% ━━━━━━━━━━━─ 49/53 1.5it/s 32.5s<2.6s  46/200 67.1G 1.29 1.574 0.006027 660 640: 94% ━━━━━━━━━━━─ 50/53 1.5it/s 33.1s<1.9s  46/200 67.1G 1.291 1.574 0.006033 567 640: 96% ━━━━━━━━━━━╸ 51/53 1.5it/s 33.8s<1.3s  46/200 67.1G 1.296 1.584 0.00602 156 640: 98% ━━━━━━━━━━━╸ 52/53 2.4it/s 34.0s<0.4s  46/200 67.1G 1.296 1.584 0.00602 156 640: 100% ━━━━━━━━━━━━ 53/53 1.6it/s 34.0s +  Class Images Instances Box(P R mAP50 mAP50-95): 100% ━━━━━━━━━━━━ 1/1 2.5it/s 0.4s + all 177 1609 0.75 0.723 0.728 0.474 + + Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size +  47/200 68G 1.466 1.723 0.006702 659 640: 0% ──────────── 0/53 0.6s  47/200 68G 1.402 1.616 0.006125 775 640: 2% ──────────── 1/53 2.2s/it 1.3s<1:52  47/200 68G 1.367 1.582 0.00615 613 640: 4% ──────────── 2/53 1.3s/it 2.0s<1:05  47/200 68G 1.376 1.608 0.005995 796 640: 6% ╸─────────── 3/53 1.0it/s 2.6s<49.4s  47/200 68G 1.368 1.64 0.006055 647 640: 8% ╸─────────── 4/53 1.2it/s 3.3s<42.1s  47/200 68G 1.342 1.603 0.005961 557 640: 9% ━─────────── 5/53 1.3it/s 3.9s<37.4s  47/200 68G 1.34 1.609 0.005881 742 640: 11% ━─────────── 6/53 1.4it/s 4.5s<34.5s  47/200 68G 1.335 1.591 0.005909 658 640: 13% ━╸────────── 7/53 1.4it/s 5.2s<32.5s  47/200 68G 1.326 1.575 0.005834 698 640: 15% ━╸────────── 8/53 1.5it/s 5.8s<30.9s  47/200 68G 1.325 1.565 0.005881 650 640: 17% ━━────────── 9/53 1.5it/s 6.5s<29.7s  47/200 68G 1.314 1.55 0.005937 577 640: 19% ━━────────── 10/53 1.5it/s 7.1s<28.5s  47/200 68G 1.314 1.551 0.005921 785 640: 21% ━━────────── 11/53 1.5it/s 7.8s<27.7s  47/200 68G 1.311 1.551 0.005939 643 640: 23% ━━╸───────── 12/53 1.5it/s 8.4s<26.9s  47/200 68G 1.308 1.551 0.005939 695 640: 25% ━━╸───────── 13/53 1.5it/s 9.1s<26.1s  47/200 68G 1.306 1.554 0.005983 585 640: 26% ━━━───────── 14/53 1.5it/s 9.7s<25.4s  47/200 68G 1.304 1.555 0.00597 715 640: 28% ━━━───────── 15/53 1.5it/s 10.4s<24.7s  47/200 68G 1.302 1.554 0.005998 637 640: 30% ━━━╸──────── 16/53 1.5it/s 11.0s<24.1s  47/200 68G 1.302 1.553 0.006022 669 640: 32% ━━━╸──────── 17/53 1.5it/s 11.7s<23.4s  47/200 68G 1.301 1.556 0.006056 695 640: 34% ━━━━──────── 18/53 1.5it/s 12.3s<22.7s  47/200 68G 1.299 1.552 0.006046 640 640: 36% ━━━━──────── 19/53 1.5it/s 13.0s<22.2s  47/200 68G 1.299 1.551 0.006053 630 640: 38% ━━━━╸─────── 20/53 1.5it/s 13.6s<21.5s  47/200 68G 1.297 1.547 0.006071 575 640: 40% ━━━━╸─────── 21/53 1.5it/s 14.4s<21.9s  47/200 68G 1.3 1.558 0.006067 808 640: 42% ━━━━╸─────── 22/53 1.5it/s 15.1s<21.2s  47/200 68G 1.299 1.557 0.006067 639 640: 43% ━━━━━─────── 23/53 1.5it/s 15.7s<20.1s  47/200 68G 1.297 1.554 0.006063 672 640: 45% ━━━━━─────── 24/53 1.5it/s 16.4s<19.3s  47/200 68G 1.297 1.556 0.006047 706 640: 47% ━━━━━╸────── 25/53 1.5it/s 17.0s<18.4s  47/200 68G 1.296 1.558 0.006036 681 640: 49% ━━━━━╸────── 26/53 1.5it/s 17.7s<17.7s  47/200 68G 1.298 1.555 0.00604 622 640: 51% ━━━━━━────── 27/53 1.5it/s 18.3s<17.0s  47/200 68G 1.297 1.558 0.006039 686 640: 53% ━━━━━━────── 28/53 1.5it/s 19.0s<16.3s  47/200 68G 1.297 1.557 0.006053 587 640: 55% ━━━━━━╸───── 29/53 1.5it/s 19.6s<15.6s  47/200 68G 1.294 1.558 0.00604 658 640: 57% ━━━━━━╸───── 30/53 1.5it/s 20.3s<15.0s  47/200 68G 1.294 1.556 0.006031 668 640: 58% ━━━━━━━───── 31/53 1.5it/s 20.9s<14.4s  47/200 68G 1.295 1.557 0.006026 680 640: 60% ━━━━━━━───── 32/53 1.5it/s 21.6s<13.7s  47/200 68G 1.293 1.557 0.006013 651 640: 62% ━━━━━━━───── 33/53 1.5it/s 22.2s<13.0s  47/200 68G 1.292 1.55 0.005999 656 640: 64% ━━━━━━━╸──── 34/53 1.5it/s 22.9s<12.4s  47/200 68G 1.292 1.546 0.006009 614 640: 66% ━━━━━━━╸──── 35/53 1.5it/s 23.5s<11.7s  47/200 68G 1.291 1.543 0.006007 587 640: 68% ━━━━━━━━──── 36/53 1.5it/s 24.2s<11.1s  47/200 68G 1.289 1.54 0.006002 663 640: 70% ━━━━━━━━──── 37/53 1.5it/s 24.8s<10.4s  47/200 68G 1.287 1.535 0.005989 676 640: 72% ━━━━━━━━╸─── 38/53 1.5it/s 25.5s<9.8s  47/200 68G 1.287 1.534 0.005995 574 640: 74% ━━━━━━━━╸─── 39/53 1.5it/s 26.1s<9.1s  47/200 68G 1.287 1.535 0.005978 669 640: 75% ━━━━━━━━━─── 40/53 1.5it/s 26.8s<8.4s  47/200 68G 1.286 1.536 0.005967 670 640: 77% ━━━━━━━━━─── 41/53 1.5it/s 27.4s<7.8s  47/200 68G 1.285 1.538 0.005964 645 640: 79% ━━━━━━━━━╸── 42/53 1.5it/s 28.1s<7.1s  47/200 68G 1.283 1.536 0.005959 616 640: 81% ━━━━━━━━━╸── 43/53 1.5it/s 28.7s<6.5s  47/200 68G 1.284 1.537 0.005957 676 640: 83% ━━━━━━━━━╸── 44/53 1.5it/s 29.4s<5.8s  47/200 68G 1.284 1.537 0.005956 680 640: 85% ━━━━━━━━━━── 45/53 1.5it/s 30.0s<5.2s  47/200 68G 1.283 1.536 0.005971 602 640: 87% ━━━━━━━━━━── 46/53 1.5it/s 30.7s<4.5s  47/200 68G 1.283 1.535 0.005972 713 640: 89% ━━━━━━━━━━╸─ 47/53 1.5it/s 31.3s<3.9s  47/200 68G 1.283 1.539 0.005965 712 640: 91% ━━━━━━━━━━╸─ 48/53 1.5it/s 31.9s<3.2s  47/200 68G 1.283 1.54 0.005966 701 640: 92% ━━━━━━━━━━━─ 49/53 1.5it/s 32.6s<2.6s  47/200 68G 1.282 1.539 0.005955 636 640: 94% ━━━━━━━━━━━─ 50/53 1.5it/s 33.2s<1.9s  47/200 68G 1.283 1.54 0.005952 687 640: 96% ━━━━━━━━━━━╸ 51/53 1.5it/s 33.9s<1.3s  47/200 68G 1.285 1.548 0.006015 70 640: 98% ━━━━━━━━━━━╸ 52/53 2.4it/s 34.1s<0.4s  47/200 68G 1.285 1.548 0.006015 70 640: 100% ━━━━━━━━━━━━ 53/53 1.6it/s 34.1s +  Class Images Instances Box(P R mAP50 mAP50-95): 100% ━━━━━━━━━━━━ 1/1 2.5it/s 0.4s + all 177 1609 0.73 0.684 0.707 0.441 + + Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size +  48/200 68.3G 1.279 1.503 0.005555 736 640: 0% ──────────── 0/53 0.6s  48/200 68.3G 1.289 1.503 0.005667 659 640: 2% ──────────── 1/53 2.2s/it 1.3s<1:53  48/200 68.3G 1.292 1.525 0.005829 652 640: 4% ──────────── 2/53 1.3s/it 1.9s<1:05  48/200 68.3G 1.297 1.551 0.005836 626 640: 6% ╸─────────── 3/53 1.0it/s 2.6s<49.2s  48/200 68.3G 1.284 1.517 0.00571 643 640: 8% ╸─────────── 4/53 1.2it/s 3.2s<41.8s  48/200 68.3G 1.295 1.529 0.005749 700 640: 9% ━─────────── 5/53 1.3it/s 3.9s<37.3s  48/200 68.3G 1.312 1.558 0.005759 778 640: 11% ━─────────── 6/53 1.4it/s 4.5s<34.4s  48/200 68.3G 1.312 1.562 0.00584 659 640: 13% ━╸────────── 7/53 1.4it/s 5.2s<32.4s  48/200 68.3G 1.313 1.56 0.005782 688 640: 15% ━╸────────── 8/53 1.5it/s 5.8s<30.9s  48/200 68.3G 1.314 1.559 0.005754 658 640: 17% ━━────────── 9/53 1.5it/s 6.5s<29.6s  48/200 68.3G 1.31 1.55 0.005755 705 640: 19% ━━────────── 10/53 1.5it/s 7.1s<28.6s  48/200 68.3G 1.309 1.557 0.005776 646 640: 21% ━━────────── 11/53 1.5it/s 7.8s<27.7s  48/200 68.3G 1.302 1.539 0.005826 570 640: 23% ━━╸───────── 12/53 1.5it/s 8.4s<26.9s  48/200 68.3G 1.305 1.552 0.005817 725 640: 25% ━━╸───────── 13/53 1.5it/s 9.1s<26.2s  48/200 68.3G 1.306 1.549 0.005827 704 640: 26% ━━━───────── 14/53 1.5it/s 9.7s<25.4s  48/200 68.3G 1.302 1.54 0.005853 569 640: 28% ━━━───────── 15/53 1.5it/s 10.4s<24.7s  48/200 68.3G 1.294 1.53 0.005879 556 640: 30% ━━━╸──────── 16/53 1.5it/s 11.0s<24.0s  48/200 68.3G 1.293 1.524 0.005877 670 640: 32% ━━━╸──────── 17/53 1.5it/s 11.6s<23.3s  48/200 68.3G 1.295 1.524 0.005883 700 640: 34% ━━━━──────── 18/53 1.5it/s 12.3s<22.6s  48/200 68.3G 1.294 1.525 0.005905 655 640: 36% ━━━━──────── 19/53 1.5it/s 12.9s<22.0s  48/200 68.3G 1.29 1.519 0.005884 635 640: 38% ━━━━╸─────── 20/53 1.5it/s 13.6s<21.4s  48/200 68.3G 1.288 1.52 0.005905 595 640: 40% ━━━━╸─────── 21/53 1.5it/s 14.2s<20.7s  48/200 68.3G 1.286 1.521 0.005906 657 640: 42% ━━━━╸─────── 22/53 1.5it/s 14.9s<20.1s  48/200 68.3G 1.281 1.516 0.005916 592 640: 43% ━━━━━─────── 23/53 1.5it/s 15.5s<19.4s  48/200 68.3G 1.279 1.518 0.005911 689 640: 45% ━━━━━─────── 24/53 1.5it/s 16.2s<18.8s  48/200 68.3G 1.28 1.517 0.005889 681 640: 47% ━━━━━╸────── 25/53 1.5it/s 16.8s<18.1s  48/200 68.3G 1.286 1.524 0.005909 703 640: 49% ━━━━━╸────── 26/53 1.5it/s 17.5s<17.5s  48/200 68.3G 1.285 1.521 0.005899 612 640: 51% ━━━━━━────── 27/53 1.5it/s 18.1s<16.9s  48/200 68.3G 1.284 1.522 0.005882 647 640: 53% ━━━━━━────── 28/53 1.5it/s 18.8s<16.2s  48/200 68.3G 1.286 1.523 0.00588 781 640: 55% ━━━━━━╸───── 29/53 1.5it/s 19.4s<15.6s  48/200 68.3G 1.287 1.524 0.005915 613 640: 57% ━━━━━━╸───── 30/53 1.5it/s 20.1s<14.9s  48/200 68.3G 1.288 1.524 0.005928 685 640: 58% ━━━━━━━───── 31/53 1.5it/s 20.7s<14.3s  48/200 68.3G 1.286 1.525 0.005917 642 640: 60% ━━━━━━━───── 32/53 1.5it/s 21.4s<13.6s  48/200 68.3G 1.287 1.527 0.005939 657 640: 62% ━━━━━━━───── 33/53 1.5it/s 22.0s<13.0s  48/200 68.3G 1.287 1.529 0.005964 583 640: 64% ━━━━━━━╸──── 34/53 1.5it/s 22.7s<12.3s  48/200 68.3G 1.287 1.53 0.005955 755 640: 66% ━━━━━━━╸──── 35/53 1.5it/s 23.3s<11.7s  48/200 68.3G 1.285 1.53 0.00596 558 640: 68% ━━━━━━━━──── 36/53 1.5it/s 24.0s<11.0s  48/200 68.3G 1.284 1.528 0.005968 617 640: 70% ━━━━━━━━──── 37/53 1.5it/s 24.6s<10.3s  48/200 68.3G 1.284 1.532 0.005975 716 640: 72% ━━━━━━━━╸─── 38/53 1.5it/s 25.2s<9.7s  48/200 68.3G 1.282 1.529 0.005983 649 640: 74% ━━━━━━━━╸─── 39/53 1.6it/s 25.9s<9.0s  48/200 68.3G 1.28 1.527 0.00598 574 640: 75% ━━━━━━━━━─── 40/53 1.5it/s 26.5s<8.4s  48/200 68.3G 1.28 1.528 0.005971 675 640: 77% ━━━━━━━━━─── 41/53 1.5it/s 27.2s<7.8s  48/200 68.3G 1.279 1.526 0.005976 597 640: 79% ━━━━━━━━━╸── 42/53 1.5it/s 27.8s<7.1s  48/200 68.3G 1.28 1.527 0.005975 728 640: 81% ━━━━━━━━━╸── 43/53 1.5it/s 28.5s<6.5s  48/200 68.3G 1.279 1.525 0.005972 636 640: 83% ━━━━━━━━━╸── 44/53 1.5it/s 29.1s<5.8s  48/200 68.3G 1.279 1.524 0.005968 621 640: 85% ━━━━━━━━━━── 45/53 1.5it/s 29.8s<5.2s  48/200 68.3G 1.28 1.524 0.005969 605 640: 87% ━━━━━━━━━━── 46/53 1.5it/s 30.4s<4.5s  48/200 68.3G 1.279 1.526 0.005976 609 640: 89% ━━━━━━━━━━╸─ 47/53 1.5it/s 31.1s<3.9s  48/200 68.3G 1.278 1.527 0.00597 678 640: 91% ━━━━━━━━━━╸─ 48/53 1.5it/s 31.7s<3.2s  48/200 68.3G 1.278 1.527 0.005985 620 640: 92% ━━━━━━━━━━━─ 49/53 1.5it/s 32.4s<2.6s  48/200 68.3G 1.278 1.527 0.005984 639 640: 94% ━━━━━━━━━━━─ 50/53 1.5it/s 33.0s<1.9s  48/200 68.3G 1.28 1.53 0.005989 626 640: 96% ━━━━━━━━━━━╸ 51/53 1.5it/s 33.7s<1.3s  48/200 68.3G 1.283 1.544 0.005966 136 640: 98% ━━━━━━━━━━━╸ 52/53 2.4it/s 33.9s<0.4s  48/200 68.3G 1.283 1.544 0.005966 136 640: 100% ━━━━━━━━━━━━ 53/53 1.6it/s 33.9s +  Class Images Instances Box(P R mAP50 mAP50-95): 100% ━━━━━━━━━━━━ 1/1 2.5it/s 0.4s + all 177 1609 0.735 0.672 0.696 0.444 + + Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size +  49/200 67.9G 1.214 1.337 0.005852 601 640: 0% ──────────── 0/53 0.6s  49/200 67.9G 1.255 1.445 0.005809 675 640: 2% ──────────── 1/53 2.2s/it 1.3s<1:53  49/200 67.9G 1.302 1.532 0.005775 640 640: 4% ──────────── 2/53 1.3s/it 2.0s<1:05  49/200 67.9G 1.296 1.55 0.005645 760 640: 6% ╸─────────── 3/53 1.0it/s 2.6s<49.5s  49/200 67.9G 1.303 1.554 0.005841 642 640: 8% ╸─────────── 4/53 1.2it/s 3.3s<42.0s  49/200 67.9G 1.307 1.552 0.005809 671 640: 9% ━─────────── 5/53 1.3it/s 3.9s<37.5s  49/200 67.9G 1.31 1.562 0.005769 768 640: 11% ━─────────── 6/53 1.4it/s 4.5s<34.6s  49/200 67.9G 1.307 1.556 0.005836 660 640: 13% ━╸────────── 7/53 1.4it/s 5.2s<32.6s  49/200 67.9G 1.302 1.563 0.005872 619 640: 15% ━╸────────── 8/53 1.5it/s 5.8s<31.0s  49/200 67.9G 1.292 1.55 0.005925 605 640: 17% ━━────────── 9/53 1.5it/s 6.5s<29.7s  49/200 67.9G 1.283 1.541 0.005934 567 640: 19% ━━────────── 10/53 1.5it/s 7.1s<28.6s  49/200 67.9G 1.284 1.544 0.005957 675 640: 21% ━━────────── 11/53 1.5it/s 7.8s<27.8s  49/200 67.9G 1.28 1.538 0.005954 603 640: 23% ━━╸───────── 12/53 1.5it/s 8.4s<27.0s  49/200 67.9G 1.282 1.538 0.00594 728 640: 25% ━━╸───────── 13/53 1.5it/s 9.1s<26.2s  49/200 67.9G 1.282 1.537 0.005905 727 640: 26% ━━━───────── 14/53 1.5it/s 9.7s<25.5s  49/200 67.9G 1.284 1.535 0.005927 694 640: 28% ━━━───────── 15/53 1.5it/s 10.4s<24.8s  49/200 67.9G 1.289 1.549 0.005931 738 640: 30% ━━━╸──────── 16/53 1.5it/s 11.0s<24.1s  49/200 67.9G 1.284 1.542 0.005962 587 640: 32% ━━━╸──────── 17/53 1.5it/s 11.7s<23.4s  49/200 67.9G 1.285 1.549 0.005934 696 640: 34% ━━━━──────── 18/53 1.5it/s 12.3s<22.8s  49/200 67.9G 1.286 1.552 0.005917 678 640: 36% ━━━━──────── 19/53 1.5it/s 13.0s<22.1s  49/200 67.9G 1.287 1.551 0.005953 670 640: 38% ━━━━╸─────── 20/53 1.5it/s 13.6s<21.4s  49/200 67.9G 1.285 1.549 0.005936 610 640: 40% ━━━━╸─────── 21/53 1.5it/s 14.3s<20.7s  49/200 67.9G 1.283 1.546 0.005918 712 640: 42% ━━━━╸─────── 22/53 1.5it/s 14.9s<20.1s  49/200 67.9G 1.283 1.555 0.005936 653 640: 43% ━━━━━─────── 23/53 1.5it/s 15.6s<19.4s  49/200 67.9G 1.281 1.551 0.005916 628 640: 45% ━━━━━─────── 24/53 1.5it/s 16.2s<18.8s  49/200 67.9G 1.28 1.549 0.00592 644 640: 47% ━━━━━╸────── 25/53 1.5it/s 16.9s<18.1s  49/200 67.9G 1.279 1.55 0.005936 638 640: 49% ━━━━━╸────── 26/53 1.5it/s 17.5s<17.5s  49/200 67.9G 1.279 1.548 0.005943 592 640: 51% ━━━━━━────── 27/53 1.5it/s 18.2s<16.9s  49/200 67.9G 1.279 1.549 0.005945 644 640: 53% ━━━━━━────── 28/53 1.5it/s 18.8s<16.2s  49/200 67.9G 1.279 1.546 0.00595 689 640: 55% ━━━━━━╸───── 29/53 1.5it/s 19.5s<15.6s  49/200 67.9G 1.281 1.551 0.005935 728 640: 57% ━━━━━━╸───── 30/53 1.5it/s 20.1s<14.9s  49/200 67.9G 1.284 1.552 0.005953 643 640: 58% ━━━━━━━───── 31/53 1.5it/s 20.8s<14.3s  49/200 67.9G 1.284 1.552 0.005942 688 640: 60% ━━━━━━━───── 32/53 1.5it/s 21.4s<13.6s  49/200 67.9G 1.283 1.554 0.005971 597 640: 62% ━━━━━━━───── 33/53 1.5it/s 22.1s<13.0s  49/200 67.9G 1.283 1.554 0.005973 606 640: 64% ━━━━━━━╸──── 34/53 1.5it/s 22.7s<12.3s  49/200 67.9G 1.283 1.552 0.005961 728 640: 66% ━━━━━━━╸──── 35/53 1.5it/s 23.4s<11.6s  49/200 67.9G 1.281 1.547 0.005943 665 640: 68% ━━━━━━━━──── 36/53 1.5it/s 24.0s<11.0s  49/200 67.9G 1.281 1.547 0.005932 697 640: 70% ━━━━━━━━──── 37/53 1.5it/s 24.7s<10.4s  49/200 67.9G 1.282 1.552 0.005929 729 640: 72% ━━━━━━━━╸─── 38/53 1.5it/s 25.3s<9.7s  49/200 67.9G 1.283 1.551 0.005928 665 640: 74% ━━━━━━━━╸─── 39/53 1.5it/s 26.0s<9.1s  49/200 67.9G 1.282 1.549 0.005935 662 640: 75% ━━━━━━━━━─── 40/53 1.5it/s 26.6s<8.4s  49/200 67.9G 1.281 1.548 0.005915 661 640: 77% ━━━━━━━━━─── 41/53 1.5it/s 27.3s<7.8s  49/200 67.9G 1.28 1.546 0.00591 589 640: 79% ━━━━━━━━━╸── 42/53 1.5it/s 27.9s<7.1s  49/200 67.9G 1.281 1.548 0.005918 684 640: 81% ━━━━━━━━━╸── 43/53 1.5it/s 28.6s<6.5s  49/200 67.9G 1.281 1.547 0.005908 726 640: 83% ━━━━━━━━━╸── 44/53 1.5it/s 29.2s<5.8s  49/200 67.9G 1.281 1.547 0.005898 758 640: 85% ━━━━━━━━━━── 45/53 1.5it/s 29.9s<5.2s  49/200 67.9G 1.279 1.545 0.005902 564 640: 87% ━━━━━━━━━━── 46/53 1.5it/s 30.5s<4.5s  49/200 67.9G 1.279 1.547 0.005899 615 640: 89% ━━━━━━━━━━╸─ 47/53 1.5it/s 31.1s<3.9s  49/200 67.9G 1.28 1.547 0.005903 642 640: 91% ━━━━━━━━━━╸─ 48/53 1.5it/s 31.8s<3.3s  49/200 67.9G 1.28 1.548 0.005898 692 640: 92% ━━━━━━━━━━━─ 49/53 1.5it/s 32.5s<2.6s  49/200 67.9G 1.28 1.546 0.005897 667 640: 94% ━━━━━━━━━━━─ 50/53 1.5it/s 33.2s<2.0s  49/200 67.9G 1.28 1.547 0.005896 604 640: 96% ━━━━━━━━━━━╸ 51/53 1.5it/s 33.8s<1.3s  49/200 67.9G 1.281 1.545 0.005894 80 640: 98% ━━━━━━━━━━━╸ 52/53 2.4it/s 34.0s<0.4s  49/200 67.9G 1.281 1.545 0.005894 80 640: 100% ━━━━━━━━━━━━ 53/53 1.6it/s 34.0s +  Class Images Instances Box(P R mAP50 mAP50-95): 100% ━━━━━━━━━━━━ 1/1 2.5it/s 0.4s + all 177 1609 0.721 0.688 0.69 0.445 + + Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size +  50/200 68.4G 1.273 1.465 0.006135 545 640: 0% ──────────── 0/53 0.6s  50/200 68.4G 1.27 1.478 0.006094 679 640: 2% ──────────── 1/53 2.2s/it 1.3s<1:53  50/200 68.4G 1.249 1.439 0.006039 623 640: 4% ──────────── 2/53 1.3s/it 1.9s<1:05  50/200 68.4G 1.257 1.478 0.005848 733 640: 6% ╸─────────── 3/53 1.0it/s 2.6s<49.3s  50/200 68.4G 1.273 1.513 0.005918 714 640: 8% ╸─────────── 4/53 1.2it/s 3.2s<41.8s  50/200 68.4G 1.264 1.493 0.005817 631 640: 9% ━─────────── 5/53 1.3it/s 3.9s<37.4s  50/200 68.4G 1.262 1.472 0.005744 642 640: 11% ━─────────── 6/53 1.4it/s 4.5s<34.5s  50/200 68.4G 1.263 1.478 0.00583 682 640: 13% ━╸────────── 7/53 1.4it/s 5.2s<32.5s  50/200 68.4G 1.26 1.478 0.005816 630 640: 15% ━╸────────── 8/53 1.5it/s 5.8s<30.9s  50/200 68.4G 1.27 1.491 0.005891 647 640: 17% ━━────────── 9/53 1.5it/s 6.5s<29.8s  50/200 68.4G 1.272 1.491 0.005957 650 640: 19% ━━────────── 10/53 1.5it/s 7.1s<28.7s  50/200 68.4G 1.271 1.484 0.005968 664 640: 21% ━━────────── 11/53 1.5it/s 7.8s<27.8s  50/200 68.4G 1.275 1.496 0.005987 688 640: 23% ━━╸───────── 12/53 1.5it/s 8.4s<27.0s  50/200 68.4G 1.271 1.496 0.005985 704 640: 25% ━━╸───────── 13/53 1.5it/s 9.1s<26.2s  50/200 68.4G 1.269 1.49 0.006026 602 640: 26% ━━━───────── 14/53 1.5it/s 9.7s<25.5s  50/200 68.4G 1.266 1.488 0.005989 652 640: 28% ━━━───────── 15/53 1.5it/s 10.4s<24.9s  50/200 68.4G 1.264 1.489 0.005965 625 640: 30% ━━━╸──────── 16/53 1.5it/s 11.0s<24.1s  50/200 68.4G 1.264 1.492 0.005944 734 640: 32% ━━━╸──────── 17/53 1.5it/s 11.7s<23.5s  50/200 68.4G 1.263 1.497 0.005961 648 640: 34% ━━━━──────── 18/53 1.5it/s 12.3s<22.8s  50/200 68.4G 1.263 1.495 0.005951 627 640: 36% ━━━━──────── 19/53 1.5it/s 13.0s<22.2s  50/200 68.4G 1.264 1.5 0.005925 626 640: 38% ━━━━╸─────── 20/53 1.5it/s 13.6s<21.4s  50/200 68.4G 1.262 1.495 0.005932 687 640: 40% ━━━━╸─────── 21/53 1.5it/s 14.3s<20.8s  50/200 68.4G 1.264 1.494 0.005911 712 640: 42% ━━━━╸─────── 22/53 1.5it/s 14.9s<20.2s  50/200 68.4G 1.259 1.492 0.005898 534 640: 43% ━━━━━─────── 23/53 1.5it/s 15.6s<19.5s  50/200 68.4G 1.262 1.496 0.005885 755 640: 45% ━━━━━─────── 24/53 1.5it/s 16.2s<18.8s  50/200 68.4G 1.261 1.498 0.005881 676 640: 47% ━━━━━╸────── 25/53 1.5it/s 16.9s<18.4s  50/200 68.4G 1.261 1.496 0.005886 654 640: 49% ━━━━━╸────── 26/53 1.5it/s 17.5s<17.6s  50/200 68.4G 1.265 1.502 0.005887 688 640: 51% ━━━━━━────── 27/53 1.5it/s 18.2s<17.0s  50/200 68.4G 1.265 1.504 0.005861 815 640: 53% ━━━━━━────── 28/53 1.5it/s 18.9s<16.4s  50/200 68.4G 1.267 1.509 0.005882 666 640: 55% ━━━━━━╸───── 29/53 1.5it/s 19.5s<15.7s  50/200 68.4G 1.265 1.505 0.005888 558 640: 57% ━━━━━━╸───── 30/53 1.5it/s 20.2s<15.0s  50/200 68.4G 1.266 1.505 0.00588 759 640: 58% ━━━━━━━───── 31/53 1.5it/s 20.8s<14.4s  50/200 68.4G 1.264 1.507 0.005881 630 640: 60% ━━━━━━━───── 32/53 1.5it/s 21.5s<13.7s  50/200 68.4G 1.262 1.503 0.005884 631 640: 62% ━━━━━━━───── 33/53 1.5it/s 22.1s<13.0s  50/200 68.4G 1.263 1.503 0.005869 703 640: 64% ━━━━━━━╸──── 34/53 1.5it/s 22.8s<12.3s  50/200 68.4G 1.263 1.504 0.005851 694 640: 66% ━━━━━━━╸──── 35/53 1.5it/s 23.4s<11.7s  50/200 68.4G 1.262 1.509 0.005859 689 640: 68% ━━━━━━━━──── 36/53 1.5it/s 24.1s<11.0s  50/200 68.4G 1.262 1.508 0.005871 611 640: 70% ━━━━━━━━──── 37/53 1.5it/s 24.7s<10.4s  50/200 68.4G 1.262 1.508 0.005874 579 640: 72% ━━━━━━━━╸─── 38/53 1.5it/s 25.3s<9.7s  50/200 68.4G 1.259 1.503 0.005859 563 640: 74% ━━━━━━━━╸─── 39/53 1.5it/s 26.0s<9.1s  50/200 68.4G 1.26 1.509 0.005861 617 640: 75% ━━━━━━━━━─── 40/53 1.5it/s 26.6s<8.4s  50/200 68.4G 1.261 1.512 0.005876 707 640: 77% ━━━━━━━━━─── 41/53 1.5it/s 27.3s<7.8s  50/200 68.4G 1.259 1.51 0.005879 581 640: 79% ━━━━━━━━━╸── 42/53 1.5it/s 27.9s<7.1s  50/200 68.4G 1.257 1.511 0.005879 605 640: 81% ━━━━━━━━━╸── 43/53 1.5it/s 28.6s<6.5s  50/200 68.4G 1.257 1.51 0.005888 649 640: 83% ━━━━━━━━━╸── 44/53 1.5it/s 29.2s<5.8s  50/200 68.4G 1.257 1.514 0.00588 659 640: 85% ━━━━━━━━━━── 45/53 1.5it/s 29.9s<5.2s  50/200 68.4G 1.258 1.517 0.005879 678 640: 87% ━━━━━━━━━━── 46/53 1.5it/s 30.5s<4.5s  50/200 68.4G 1.256 1.512 0.005867 597 640: 89% ━━━━━━━━━━╸─ 47/53 1.5it/s 31.2s<3.9s  50/200 68.4G 1.254 1.511 0.005882 607 640: 91% ━━━━━━━━━━╸─ 48/53 1.5it/s 31.8s<3.2s  50/200 68.4G 1.254 1.509 0.005893 645 640: 92% ━━━━━━━━━━━─ 49/53 1.5it/s 32.5s<2.6s  50/200 68.4G 1.253 1.509 0.005894 641 640: 94% ━━━━━━━━━━━─ 50/53 1.5it/s 33.1s<1.9s  50/200 68.4G 1.252 1.507 0.005885 665 640: 96% ━━━━━━━━━━━╸ 51/53 1.5it/s 33.8s<1.3s  50/200 68.4G 1.25 1.498 0.005911 55 640: 98% ━━━━━━━━━━━╸ 52/53 2.5it/s 34.0s<0.4s  50/200 68.4G 1.25 1.498 0.005911 55 640: 100% ━━━━━━━━━━━━ 53/53 1.6it/s 34.0s +  Class Images Instances Box(P R mAP50 mAP50-95): 100% ━━━━━━━━━━━━ 1/1 2.5it/s 0.4s + all 177 1609 0.741 0.708 0.738 0.477 + + Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size +  51/200 67.9G 1.188 1.346 0.004818 638 640: 0% ──────────── 0/53 0.6s  51/200 67.9G 1.281 1.526 0.005452 748 640: 2% ──────────── 1/53 2.2s/it 1.3s<1:53  51/200 67.9G 1.271 1.487 0.005685 602 640: 4% ──────────── 2/53 1.3s/it 1.9s<1:05  51/200 67.9G 1.242 1.437 0.0057 574 640: 6% ╸─────────── 3/53 1.0it/s 2.6s<49.3s  51/200 67.9G 1.244 1.462 0.005741 696 640: 8% ╸─────────── 4/53 1.2it/s 3.2s<41.8s  51/200 67.9G 1.249 1.448 0.005748 635 640: 9% ━─────────── 5/53 1.3it/s 3.9s<37.3s  51/200 67.9G 1.255 1.466 0.00574 736 640: 11% ━─────────── 6/53 1.4it/s 4.5s<34.5s  51/200 67.9G 1.268 1.47 0.005782 760 640: 13% ━╸────────── 7/53 1.4it/s 5.2s<32.6s  51/200 67.9G 1.268 1.461 0.005775 620 640: 15% ━╸────────── 8/53 1.5it/s 5.8s<31.0s  51/200 67.9G 1.263 1.455 0.005802 591 640: 17% ━━────────── 9/53 1.5it/s 6.5s<29.7s  51/200 67.9G 1.269 1.473 0.005812 734 640: 19% ━━────────── 10/53 1.5it/s 7.1s<28.8s  51/200 67.9G 1.272 1.475 0.005818 663 640: 21% ━━────────── 11/53 1.5it/s 7.8s<27.8s  51/200 67.9G 1.271 1.469 0.005837 681 640: 23% ━━╸───────── 12/53 1.5it/s 8.4s<27.0s  51/200 67.9G 1.27 1.471 0.005861 628 640: 25% ━━╸───────── 13/53 1.5it/s 9.1s<26.2s  51/200 67.9G 1.269 1.468 0.005824 726 640: 26% ━━━───────── 14/53 1.5it/s 9.7s<25.4s  51/200 67.9G 1.272 1.478 0.005808 713 640: 28% ━━━───────── 15/53 1.5it/s 10.4s<24.7s  51/200 67.9G 1.272 1.485 0.005805 690 640: 30% ━━━╸──────── 16/53 1.5it/s 11.0s<24.0s  51/200 67.9G 1.273 1.49 0.005823 607 640: 32% ━━━╸──────── 17/53 1.5it/s 11.7s<23.3s  51/200 67.9G 1.271 1.486 0.005822 649 640: 34% ━━━━──────── 18/53 1.5it/s 12.3s<22.7s  51/200 67.9G 1.263 1.473 0.005819 583 640: 36% ━━━━──────── 19/53 1.5it/s 13.0s<22.0s  51/200 67.9G 1.259 1.472 0.005792 623 640: 38% ━━━━╸─────── 20/53 1.5it/s 13.6s<21.3s  51/200 67.9G 1.255 1.472 0.005785 618 640: 40% ━━━━╸─────── 21/53 1.5it/s 14.3s<20.7s  51/200 67.9G 1.259 1.482 0.005809 617 640: 42% ━━━━╸─────── 22/53 1.5it/s 14.9s<20.1s  51/200 67.9G 1.26 1.482 0.005848 641 640: 43% ━━━━━─────── 23/53 1.5it/s 15.5s<19.4s  51/200 67.9G 1.26 1.481 0.005845 613 640: 45% ━━━━━─────── 24/53 1.5it/s 16.2s<18.8s  51/200 67.9G 1.261 1.482 0.005838 727 640: 47% ━━━━━╸────── 25/53 1.5it/s 16.9s<18.4s  51/200 67.9G 1.26 1.482 0.005834 692 640: 49% ━━━━━╸────── 26/53 1.5it/s 17.5s<17.6s  51/200 67.9G 1.26 1.481 0.00584 647 640: 51% ━━━━━━────── 27/53 1.5it/s 18.2s<17.0s  51/200 67.9G 1.261 1.485 0.005843 647 640: 53% ━━━━━━────── 28/53 1.5it/s 18.8s<16.4s  51/200 67.9G 1.261 1.484 0.005841 644 640: 55% ━━━━━━╸───── 29/53 1.5it/s 19.5s<15.7s  51/200 67.9G 1.262 1.483 0.005828 712 640: 57% ━━━━━━╸───── 30/53 1.5it/s 20.1s<15.0s  51/200 67.9G 1.263 1.487 0.005841 696 640: 58% ━━━━━━━───── 31/53 1.5it/s 20.8s<14.3s  51/200 67.9G 1.263 1.49 0.005858 628 640: 60% ━━━━━━━───── 32/53 1.5it/s 21.4s<13.6s  51/200 67.9G 1.262 1.49 0.005864 637 640: 62% ━━━━━━━───── 33/53 1.5it/s 22.1s<13.0s  51/200 67.9G 1.261 1.488 0.005872 655 640: 64% ━━━━━━━╸──── 34/53 1.5it/s 22.7s<12.3s  51/200 67.9G 1.258 1.485 0.005857 685 640: 66% ━━━━━━━╸──── 35/53 1.5it/s 23.4s<11.7s  51/200 67.9G 1.259 1.484 0.005883 585 640: 68% ━━━━━━━━──── 36/53 1.5it/s 24.0s<11.0s  51/200 67.9G 1.259 1.488 0.005884 673 640: 70% ━━━━━━━━──── 37/53 1.5it/s 24.7s<10.4s  51/200 67.9G 1.259 1.489 0.005869 726 640: 72% ━━━━━━━━╸─── 38/53 1.5it/s 25.3s<9.7s  51/200 67.9G 1.256 1.485 0.005854 616 640: 74% ━━━━━━━━╸─── 39/53 1.5it/s 26.0s<9.1s  51/200 67.9G 1.258 1.489 0.005865 587 640: 75% ━━━━━━━━━─── 40/53 1.5it/s 26.6s<8.5s  51/200 67.9G 1.256 1.486 0.00586 619 640: 77% ━━━━━━━━━─── 41/53 1.5it/s 27.3s<7.8s  51/200 67.9G 1.254 1.485 0.005866 552 640: 79% ━━━━━━━━━╸── 42/53 1.5it/s 27.9s<7.1s  51/200 67.9G 1.255 1.487 0.005855 769 640: 81% ━━━━━━━━━╸── 43/53 1.5it/s 28.6s<6.5s  51/200 67.9G 1.256 1.491 0.005852 679 640: 83% ━━━━━━━━━╸── 44/53 1.5it/s 29.2s<5.8s  51/200 67.9G 1.256 1.491 0.005839 637 640: 85% ━━━━━━━━━━── 45/53 1.5it/s 29.9s<5.2s  51/200 67.9G 1.258 1.492 0.00583 741 640: 87% ━━━━━━━━━━── 46/53 1.5it/s 30.5s<4.5s  51/200 67.9G 1.26 1.491 0.005814 722 640: 89% ━━━━━━━━━━╸─ 47/53 1.5it/s 31.2s<3.9s  51/200 67.9G 1.26 1.491 0.005805 631 640: 91% ━━━━━━━━━━╸─ 48/53 1.5it/s 31.8s<3.3s  51/200 67.9G 1.26 1.49 0.005796 651 640: 92% ━━━━━━━━━━━─ 49/53 1.5it/s 32.5s<2.6s  51/200 67.9G 1.26 1.49 0.005805 666 640: 94% ━━━━━━━━━━━─ 50/53 1.5it/s 33.1s<1.9s  51/200 67.9G 1.261 1.492 0.005803 653 640: 96% ━━━━━━━━━━━╸ 51/53 1.5it/s 33.8s<1.3s  51/200 67.9G 1.259 1.485 0.005795 66 640: 98% ━━━━━━━━━━━╸ 52/53 2.5it/s 34.0s<0.4s  51/200 67.9G 1.259 1.485 0.005795 66 640: 100% ━━━━━━━━━━━━ 53/53 1.6it/s 34.0s +  Class Images Instances Box(P R mAP50 mAP50-95): 100% ━━━━━━━━━━━━ 1/1 2.5it/s 0.4s + all 177 1609 0.747 0.677 0.706 0.47 + + Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size +  52/200 67.9G 1.264 1.471 0.00593 686 640: 0% ──────────── 0/53 0.6s  52/200 67.9G 1.281 1.504 0.005478 724 640: 2% ──────────── 1/53 2.2s/it 1.3s<1:52  52/200 67.9G 1.285 1.481 0.005507 637 640: 4% ──────────── 2/53 1.3s/it 1.9s<1:05  52/200 67.9G 1.282 1.481 0.005394 717 640: 6% ╸─────────── 3/53 1.0it/s 2.6s<49.2s  52/200 67.9G 1.281 1.502 0.005473 687 640: 8% ╸─────────── 4/53 1.2it/s 3.2s<41.8s  52/200 67.9G 1.271 1.489 0.005487 701 640: 9% ━─────────── 5/53 1.3it/s 3.9s<37.3s  52/200 67.9G 1.28 1.51 0.005729 605 640: 11% ━─────────── 6/53 1.4it/s 4.5s<34.4s  52/200 67.9G 1.276 1.511 0.005678 561 640: 13% ━╸────────── 7/53 1.4it/s 5.2s<32.4s  52/200 67.9G 1.273 1.509 0.005706 711 640: 15% ━╸────────── 8/53 1.5it/s 5.8s<30.9s  52/200 67.9G 1.275 1.508 0.005621 733 640: 17% ━━────────── 9/53 1.5it/s 6.5s<29.7s  52/200 67.9G 1.286 1.528 0.005639 683 640: 19% ━━────────── 10/53 1.5it/s 7.1s<28.6s  52/200 67.9G 1.28 1.522 0.005648 622 640: 21% ━━────────── 11/53 1.5it/s 7.8s<27.7s  52/200 67.9G 1.28 1.522 0.005703 651 640: 23% ━━╸───────── 12/53 1.5it/s 8.4s<26.9s  52/200 67.9G 1.283 1.524 0.005762 664 640: 25% ━━╸───────── 13/53 1.5it/s 9.1s<26.2s  52/200 67.9G 1.284 1.526 0.005728 762 640: 26% ━━━───────── 14/53 1.5it/s 9.7s<25.5s  52/200 67.9G 1.278 1.512 0.005731 577 640: 28% ━━━───────── 15/53 1.5it/s 10.4s<24.8s  52/200 67.9G 1.274 1.506 0.005733 708 640: 30% ━━━╸──────── 16/53 1.5it/s 11.0s<24.1s  52/200 67.9G 1.275 1.505 0.005725 664 640: 32% ━━━╸──────── 17/53 1.5it/s 11.7s<23.4s  52/200 67.9G 1.272 1.502 0.005753 592 640: 34% ━━━━──────── 18/53 1.5it/s 12.3s<22.8s  52/200 67.9G 1.272 1.506 0.005755 713 640: 36% ━━━━──────── 19/53 1.5it/s 13.0s<22.1s  52/200 67.9G 1.274 1.511 0.005734 755 640: 38% ━━━━╸─────── 20/53 1.5it/s 13.6s<21.5s  52/200 67.9G 1.271 1.509 0.005752 629 640: 40% ━━━━╸─────── 21/53 1.5it/s 14.3s<20.8s  52/200 67.9G 1.272 1.518 0.005763 760 640: 42% ━━━━╸─────── 22/53 1.5it/s 14.9s<20.2s  52/200 67.9G 1.272 1.524 0.00578 664 640: 43% ━━━━━─────── 23/53 1.5it/s 15.6s<19.5s  52/200 67.9G 1.271 1.527 0.00578 596 640: 45% ━━━━━─────── 24/53 1.5it/s 16.2s<18.8s  52/200 67.9G 1.273 1.531 0.005808 679 640: 47% ━━━━━╸────── 25/53 1.5it/s 16.9s<18.2s  52/200 67.9G 1.274 1.535 0.005806 693 640: 49% ━━━━━╸────── 26/53 1.5it/s 17.5s<17.5s  52/200 67.9G 1.274 1.538 0.005818 661 640: 51% ━━━━━━────── 27/53 1.5it/s 18.2s<16.9s  52/200 67.9G 1.275 1.533 0.005806 714 640: 53% ━━━━━━────── 28/53 1.5it/s 18.8s<16.3s  52/200 67.9G 1.278 1.534 0.005835 637 640: 55% ━━━━━━╸───── 29/53 1.5it/s 19.5s<15.6s  52/200 67.9G 1.275 1.53 0.005836 557 640: 57% ━━━━━━╸───── 30/53 1.5it/s 20.1s<14.9s  52/200 67.9G 1.275 1.528 0.005819 692 640: 58% ━━━━━━━───── 31/53 1.5it/s 20.8s<14.3s  52/200 67.9G 1.274 1.526 0.00585 598 640: 60% ━━━━━━━───── 32/53 1.5it/s 21.4s<13.6s  52/200 67.9G 1.274 1.524 0.005857 674 640: 62% ━━━━━━━───── 33/53 1.5it/s 22.1s<13.0s  52/200 67.9G 1.276 1.526 0.005867 632 640: 64% ━━━━━━━╸──── 34/53 1.5it/s 22.7s<12.3s  52/200 67.9G 1.274 1.521 0.00587 565 640: 66% ━━━━━━━╸──── 35/53 1.5it/s 23.3s<11.7s  52/200 67.9G 1.273 1.523 0.005881 600 640: 68% ━━━━━━━━──── 36/53 1.5it/s 24.0s<11.0s  52/200 67.9G 1.271 1.523 0.005875 620 640: 70% ━━━━━━━━──── 37/53 1.5it/s 24.6s<10.4s  52/200 67.9G 1.269 1.52 0.005873 587 640: 72% ━━━━━━━━╸─── 38/53 1.5it/s 25.3s<9.7s  52/200 67.9G 1.269 1.52 0.005859 657 640: 74% ━━━━━━━━╸─── 39/53 1.5it/s 25.9s<9.1s  52/200 67.9G 1.267 1.515 0.005857 601 640: 75% ━━━━━━━━━─── 40/53 1.5it/s 26.6s<8.4s  52/200 67.9G 1.268 1.517 0.00585 830 640: 77% ━━━━━━━━━─── 41/53 1.5it/s 27.2s<7.8s  52/200 67.9G 1.268 1.517 0.00586 656 640: 79% ━━━━━━━━━╸── 42/53 1.5it/s 27.9s<7.2s  52/200 67.9G 1.269 1.516 0.00585 686 640: 81% ━━━━━━━━━╸── 43/53 1.5it/s 28.6s<6.5s  52/200 67.9G 1.271 1.52 0.005854 752 640: 83% ━━━━━━━━━╸── 44/53 1.5it/s 29.2s<5.9s  52/200 67.9G 1.27 1.52 0.005857 579 640: 85% ━━━━━━━━━━── 45/53 1.5it/s 29.9s<5.2s  52/200 67.9G 1.269 1.516 0.005846 744 640: 87% ━━━━━━━━━━── 46/53 1.5it/s 30.5s<4.6s  52/200 67.9G 1.268 1.513 0.005849 564 640: 89% ━━━━━━━━━━╸─ 47/53 1.5it/s 31.2s<3.9s  52/200 67.9G 1.268 1.514 0.005853 564 640: 91% ━━━━━━━━━━╸─ 48/53 1.5it/s 31.8s<3.2s  52/200 67.9G 1.266 1.514 0.005855 505 640: 92% ━━━━━━━━━━━─ 49/53 1.5it/s 32.4s<2.6s  52/200 67.9G 1.265 1.513 0.005851 733 640: 94% ━━━━━━━━━━━─ 50/53 1.5it/s 33.1s<1.9s  52/200 67.9G 1.266 1.511 0.005851 691 640: 96% ━━━━━━━━━━━╸ 51/53 1.5it/s 33.7s<1.3s  52/200 67.9G 1.265 1.504 0.005859 87 640: 98% ━━━━━━━━━━━╸ 52/53 2.4it/s 34.0s<0.4s  52/200 67.9G 1.265 1.504 0.005859 87 640: 100% ━━━━━━━━━━━━ 53/53 1.6it/s 34.0s +  Class Images Instances Box(P R mAP50 mAP50-95): 100% ━━━━━━━━━━━━ 1/1 2.5it/s 0.4s + all 177 1609 0.749 0.679 0.716 0.471 + + Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size +  53/200 68G 1.248 1.479 0.007099 574 640: 0% ──────────── 0/53 0.7s  53/200 68G 1.248 1.491 0.007195 598 640: 2% ──────────── 1/53 2.2s/it 1.3s<1:52  53/200 68G 1.214 1.449 0.006705 560 640: 4% ──────────── 2/53 1.3s/it 2.0s<1:06  53/200 68G 1.224 1.471 0.006456 639 640: 6% ╸─────────── 3/53 1.0it/s 2.6s<49.8s  53/200 68G 1.22 1.448 0.006294 598 640: 8% ╸─────────── 4/53 1.2it/s 3.3s<42.1s  53/200 68G 1.227 1.464 0.006234 647 640: 9% ━─────────── 5/53 1.3it/s 3.9s<37.5s  53/200 68G 1.233 1.463 0.006273 589 640: 11% ━─────────── 6/53 1.4it/s 4.6s<34.5s  53/200 68G 1.221 1.464 0.006163 545 640: 13% ━╸────────── 7/53 1.4it/s 5.2s<32.4s  53/200 68G 1.236 1.496 0.006131 695 640: 15% ━╸────────── 8/53 1.5it/s 5.9s<30.9s  53/200 68G 1.234 1.489 0.006117 629 640: 17% ━━────────── 9/53 1.5it/s 6.5s<29.6s  53/200 68G 1.241 1.504 0.006126 616 640: 19% ━━────────── 10/53 1.5it/s 7.1s<28.6s  53/200 68G 1.238 1.497 0.006129 529 640: 21% ━━────────── 11/53 1.5it/s 7.8s<27.7s  53/200 68G 1.24 1.505 0.006221 566 640: 23% ━━╸───────── 12/53 1.5it/s 8.4s<26.9s  53/200 68G 1.237 1.5 0.006185 726 640: 25% ━━╸───────── 13/53 1.5it/s 9.1s<26.1s  53/200 68G 1.238 1.499 0.006145 674 640: 26% ━━━───────── 14/53 1.5it/s 9.7s<25.4s  53/200 68G 1.239 1.501 0.006158 604 640: 28% ━━━───────── 15/53 1.5it/s 10.4s<24.7s  53/200 68G 1.246 1.509 0.006147 671 640: 30% ━━━╸──────── 16/53 1.5it/s 11.0s<24.0s  53/200 68G 1.247 1.515 0.006126 683 640: 32% ━━━╸──────── 17/53 1.5it/s 11.7s<23.4s  53/200 68G 1.252 1.515 0.006072 807 640: 34% ━━━━──────── 18/53 1.5it/s 12.3s<22.7s  53/200 68G 1.253 1.52 0.006055 636 640: 36% ━━━━──────── 19/53 1.5it/s 13.0s<22.1s  53/200 68G 1.251 1.521 0.006028 700 640: 38% ━━━━╸─────── 20/53 1.5it/s 13.6s<21.4s  53/200 68G 1.252 1.521 0.006029 588 640: 40% ━━━━╸─────── 21/53 1.5it/s 14.3s<20.8s  53/200 68G 1.248 1.517 0.006009 670 640: 42% ━━━━╸─────── 22/53 1.5it/s 14.9s<20.1s  53/200 68G 1.247 1.52 0.005986 683 640: 43% ━━━━━─────── 23/53 1.5it/s 15.6s<19.5s  53/200 68G 1.249 1.523 0.005969 742 640: 45% ━━━━━─────── 24/53 1.5it/s 16.2s<18.8s  53/200 68G 1.248 1.523 0.005963 659 640: 47% ━━━━━╸────── 25/53 1.5it/s 16.9s<18.2s  53/200 68G 1.247 1.52 0.005957 610 640: 49% ━━━━━╸────── 26/53 1.5it/s 17.5s<17.5s  53/200 68G 1.249 1.523 0.005956 644 640: 51% ━━━━━━────── 27/53 1.5it/s 18.2s<16.9s  53/200 68G 1.249 1.52 0.005946 637 640: 53% ━━━━━━────── 28/53 1.5it/s 18.8s<16.2s  53/200 68G 1.247 1.517 0.005937 676 640: 55% ━━━━━━╸───── 29/53 1.5it/s 19.5s<15.6s  53/200 68G 1.249 1.516 0.005918 712 640: 57% ━━━━━━╸───── 30/53 1.5it/s 20.1s<14.9s  53/200 68G 1.248 1.51 0.005912 603 640: 58% ━━━━━━━───── 31/53 1.5it/s 20.8s<14.3s  53/200 68G 1.249 1.516 0.005903 675 640: 60% ━━━━━━━───── 32/53 1.5it/s 21.4s<13.6s  53/200 68G 1.25 1.512 0.005904 589 640: 62% ━━━━━━━───── 33/53 1.5it/s 22.1s<13.0s  53/200 68G 1.248 1.508 0.005923 597 640: 64% ━━━━━━━╸──── 34/53 1.5it/s 22.7s<12.3s  53/200 68G 1.248 1.507 0.005947 571 640: 66% ━━━━━━━╸──── 35/53 1.5it/s 23.3s<11.7s  53/200 68G 1.244 1.503 0.005947 543 640: 68% ━━━━━━━━──── 36/53 1.5it/s 24.0s<11.0s  53/200 68G 1.243 1.501 0.005956 613 640: 70% ━━━━━━━━──── 37/53 1.5it/s 24.6s<10.3s  53/200 68G 1.241 1.499 0.005934 659 640: 72% ━━━━━━━━╸─── 38/53 1.5it/s 25.3s<9.7s  53/200 68G 1.242 1.5 0.005925 759 640: 74% ━━━━━━━━╸─── 39/53 1.5it/s 25.9s<9.1s  53/200 68G 1.243 1.5 0.00592 657 640: 75% ━━━━━━━━━─── 40/53 1.5it/s 26.6s<8.4s  53/200 68G 1.243 1.502 0.005921 683 640: 77% ━━━━━━━━━─── 41/53 1.5it/s 27.2s<7.8s  53/200 68G 1.244 1.501 0.005928 634 640: 79% ━━━━━━━━━╸── 42/53 1.5it/s 27.9s<7.1s  53/200 68G 1.245 1.507 0.005917 706 640: 81% ━━━━━━━━━╸── 43/53 1.5it/s 28.5s<6.5s  53/200 68G 1.245 1.507 0.005918 586 640: 83% ━━━━━━━━━╸── 44/53 1.5it/s 29.2s<5.8s  53/200 68G 1.245 1.507 0.005909 690 640: 85% ━━━━━━━━━━── 45/53 1.5it/s 29.8s<5.2s  53/200 68G 1.245 1.509 0.005903 687 640: 87% ━━━━━━━━━━── 46/53 1.5it/s 30.5s<4.5s  53/200 68G 1.245 1.509 0.005882 742 640: 89% ━━━━━━━━━━╸─ 47/53 1.5it/s 31.1s<3.9s  53/200 68G 1.246 1.514 0.005883 738 640: 91% ━━━━━━━━━━╸─ 48/53 1.5it/s 31.8s<3.2s  53/200 68G 1.246 1.512 0.005875 669 640: 92% ━━━━━━━━━━━─ 49/53 1.5it/s 32.4s<2.6s  53/200 68G 1.246 1.509 0.005869 671 640: 94% ━━━━━━━━━━━─ 50/53 1.5it/s 33.1s<1.9s  53/200 68G 1.246 1.508 0.00587 655 640: 96% ━━━━━━━━━━━╸ 51/53 1.5it/s 33.7s<1.3s  53/200 68G 1.243 1.514 0.00589 57 640: 98% ━━━━━━━━━━━╸ 52/53 2.4it/s 33.9s<0.4s  53/200 68G 1.243 1.514 0.00589 57 640: 100% ━━━━━━━━━━━━ 53/53 1.6it/s 33.9s +  Class Images Instances Box(P R mAP50 mAP50-95): 100% ━━━━━━━━━━━━ 1/1 2.5it/s 0.4s + all 177 1609 0.747 0.692 0.721 0.451 + + Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size +  54/200 67.1G 1.394 1.765 0.006573 721 640: 0% ──────────── 0/53 0.6s  54/200 67.1G 1.31 1.575 0.006332 635 640: 2% ──────────── 1/53 2.2s/it 1.3s<1:52  54/200 67.1G 1.281 1.564 0.006363 583 640: 4% ──────────── 2/53 1.3s/it 1.9s<1:04  54/200 67.1G 1.27 1.552 0.006296 646 640: 6% ╸─────────── 3/53 1.0it/s 2.6s<49.2s  54/200 67.1G 1.271 1.551 0.006229 671 640: 8% ╸─────────── 4/53 1.2it/s 3.2s<41.6s  54/200 67.1G 1.267 1.535 0.006163 600 640: 9% ━─────────── 5/53 1.3it/s 3.9s<37.2s  54/200 67.1G 1.267 1.508 0.006021 647 640: 11% ━─────────── 6/53 1.4it/s 4.5s<34.3s  54/200 67.1G 1.26 1.498 0.006043 586 640: 13% ━╸────────── 7/53 1.4it/s 5.2s<32.2s  54/200 67.1G 1.261 1.496 0.006102 631 640: 15% ━╸────────── 8/53 1.5it/s 5.8s<30.8s  54/200 67.1G 1.254 1.477 0.006076 601 640: 17% ━━────────── 9/53 1.5it/s 6.5s<29.6s  54/200 67.1G 1.254 1.47 0.00602 708 640: 19% ━━────────── 10/53 1.5it/s 7.1s<28.6s  54/200 67.1G 1.25 1.465 0.00603 612 640: 21% ━━────────── 11/53 1.5it/s 7.8s<27.7s  54/200 67.1G 1.244 1.458 0.006019 551 640: 23% ━━╸───────── 12/53 1.5it/s 8.4s<26.9s  54/200 67.1G 1.245 1.461 0.006003 650 640: 25% ━━╸───────── 13/53 1.5it/s 9.0s<26.1s  54/200 67.1G 1.242 1.451 0.005966 720 640: 26% ━━━───────── 14/53 1.5it/s 9.7s<25.4s  54/200 67.1G 1.244 1.463 0.005926 661 640: 28% ━━━───────── 15/53 1.5it/s 10.3s<24.7s  54/200 67.1G 1.245 1.475 0.005929 661 640: 30% ━━━╸──────── 16/53 1.5it/s 11.0s<24.0s  54/200 67.1G 1.24 1.465 0.005909 561 640: 32% ━━━╸──────── 17/53 1.5it/s 11.6s<23.3s  54/200 67.1G 1.241 1.463 0.005939 571 640: 34% ━━━━──────── 18/53 1.5it/s 12.3s<22.7s  54/200 67.1G 1.236 1.453 0.005917 618 640: 36% ━━━━──────── 19/53 1.5it/s 12.9s<22.1s  54/200 67.1G 1.238 1.461 0.005904 755 640: 38% ━━━━╸─────── 20/53 1.5it/s 13.6s<21.4s  54/200 67.1G 1.24 1.459 0.005878 797 640: 40% ━━━━╸─────── 21/53 1.5it/s 14.2s<20.8s  54/200 67.1G 1.238 1.457 0.005861 624 640: 42% ━━━━╸─────── 22/53 1.5it/s 14.9s<20.1s  54/200 67.1G 1.238 1.462 0.005896 578 640: 43% ━━━━━─────── 23/53 1.5it/s 15.5s<19.4s  54/200 67.1G 1.238 1.46 0.005878 600 640: 45% ━━━━━─────── 24/53 1.5it/s 16.2s<18.8s  54/200 67.1G 1.236 1.457 0.005878 597 640: 47% ━━━━━╸────── 25/53 1.5it/s 16.8s<18.1s  54/200 67.1G 1.238 1.459 0.005862 635 640: 49% ━━━━━╸────── 26/53 1.5it/s 17.5s<17.5s  54/200 67.1G 1.24 1.465 0.005846 765 640: 51% ━━━━━━────── 27/53 1.5it/s 18.1s<16.8s  54/200 67.1G 1.243 1.473 0.005851 723 640: 53% ━━━━━━────── 28/53 1.5it/s 18.8s<16.2s  54/200 67.1G 1.243 1.476 0.005832 636 640: 55% ━━━━━━╸───── 29/53 1.5it/s 19.4s<15.5s  54/200 67.1G 1.242 1.473 0.005816 635 640: 57% ━━━━━━╸───── 30/53 1.5it/s 20.0s<14.9s  54/200 67.1G 1.243 1.476 0.0058 712 640: 58% ━━━━━━━───── 31/53 1.5it/s 20.7s<14.2s  54/200 67.1G 1.243 1.475 0.005816 569 640: 60% ━━━━━━━───── 32/53 1.5it/s 21.3s<13.6s  54/200 67.1G 1.243 1.478 0.005804 685 640: 62% ━━━━━━━───── 33/53 1.5it/s 22.0s<12.9s  54/200 67.1G 1.241 1.474 0.005794 597 640: 64% ━━━━━━━╸──── 34/53 1.5it/s 22.6s<12.3s  54/200 67.1G 1.242 1.474 0.005785 711 640: 66% ━━━━━━━╸──── 35/53 1.5it/s 23.3s<11.6s  54/200 67.1G 1.242 1.472 0.005786 626 640: 68% ━━━━━━━━──── 36/53 1.5it/s 23.9s<11.0s  54/200 67.1G 1.243 1.476 0.005788 716 640: 70% ━━━━━━━━──── 37/53 1.5it/s 24.6s<10.4s  54/200 67.1G 1.244 1.476 0.005788 648 640: 72% ━━━━━━━━╸─── 38/53 1.5it/s 25.2s<9.7s  54/200 67.1G 1.244 1.478 0.005796 686 640: 74% ━━━━━━━━╸─── 39/53 1.5it/s 25.9s<9.1s  54/200 67.1G 1.242 1.474 0.005792 644 640: 75% ━━━━━━━━━─── 40/53 1.5it/s 26.5s<8.4s  54/200 67.1G 1.24 1.469 0.005796 536 640: 77% ━━━━━━━━━─── 41/53 1.5it/s 27.2s<7.8s  54/200 67.1G 1.243 1.473 0.005802 692 640: 79% ━━━━━━━━━╸── 42/53 1.5it/s 27.8s<7.1s  54/200 67.1G 1.244 1.471 0.005808 592 640: 81% ━━━━━━━━━╸── 43/53 1.5it/s 28.5s<6.5s  54/200 67.1G 1.242 1.467 0.005804 551 640: 83% ━━━━━━━━━╸── 44/53 1.5it/s 29.1s<5.8s  54/200 67.1G 1.242 1.467 0.005799 672 640: 85% ━━━━━━━━━━── 45/53 1.5it/s 29.8s<5.2s  54/200 67.1G 1.241 1.465 0.00581 560 640: 87% ━━━━━━━━━━── 46/53 1.5it/s 30.4s<4.5s  54/200 67.1G 1.24 1.467 0.005796 729 640: 89% ━━━━━━━━━━╸─ 47/53 1.5it/s 31.1s<3.9s  54/200 67.1G 1.241 1.468 0.005801 571 640: 91% ━━━━━━━━━━╸─ 48/53 1.5it/s 31.7s<3.2s  54/200 67.1G 1.24 1.468 0.005794 644 640: 92% ━━━━━━━━━━━─ 49/53 1.5it/s 32.3s<2.6s  54/200 67.1G 1.24 1.47 0.005794 633 640: 94% ━━━━━━━━━━━─ 50/53 1.5it/s 33.0s<1.9s  54/200 67.1G 1.239 1.47 0.005783 702 640: 96% ━━━━━━━━━━━╸ 51/53 1.5it/s 33.6s<1.3s  54/200 67.1G 1.241 1.475 0.005789 89 640: 98% ━━━━━━━━━━━╸ 52/53 2.5it/s 33.9s<0.4s  54/200 67.1G 1.241 1.475 0.005789 89 640: 100% ━━━━━━━━━━━━ 53/53 1.6it/s 33.9s +  Class Images Instances Box(P R mAP50 mAP50-95): 100% ━━━━━━━━━━━━ 1/1 2.5it/s 0.4s + all 177 1609 0.728 0.689 0.72 0.465 + + Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size +  55/200 68.3G 1.334 1.546 0.005608 704 640: 0% ──────────── 0/53 0.6s  55/200 68.3G 1.271 1.446 0.005465 708 640: 2% ──────────── 1/53 2.1s/it 1.3s<1:52  55/200 68.3G 1.251 1.444 0.005904 543 640: 4% ──────────── 2/53 1.3s/it 1.9s<1:04  55/200 68.3G 1.248 1.478 0.00587 646 640: 6% ╸─────────── 3/53 1.0it/s 2.6s<49.2s  55/200 68.3G 1.239 1.479 0.005873 609 640: 8% ╸─────────── 4/53 1.2it/s 3.2s<41.7s  55/200 68.3G 1.231 1.454 0.005854 684 640: 9% ━─────────── 5/53 1.3it/s 3.9s<37.3s  55/200 68.3G 1.24 1.466 0.005938 628 640: 11% ━─────────── 6/53 1.4it/s 4.5s<34.5s  55/200 68.3G 1.245 1.493 0.005902 685 640: 13% ━╸────────── 7/53 1.4it/s 5.2s<32.4s  55/200 68.3G 1.247 1.506 0.005998 638 640: 15% ━╸────────── 8/53 1.5it/s 5.8s<30.9s  55/200 68.3G 1.253 1.524 0.006006 696 640: 17% ━━────────── 9/53 1.5it/s 6.5s<29.7s  55/200 68.3G 1.252 1.529 0.005996 666 640: 19% ━━────────── 10/53 1.5it/s 7.1s<28.6s  55/200 68.3G 1.245 1.517 0.005962 612 640: 21% ━━────────── 11/53 1.5it/s 7.8s<27.7s  55/200 68.3G 1.239 1.512 0.005941 570 640: 23% ━━╸───────── 12/53 1.5it/s 8.4s<26.9s  55/200 68.3G 1.246 1.513 0.005922 731 640: 25% ━━╸───────── 13/53 1.5it/s 9.1s<26.1s  55/200 68.3G 1.245 1.512 0.005937 572 640: 26% ━━━───────── 14/53 1.5it/s 9.7s<25.4s  55/200 68.3G 1.249 1.51 0.005897 777 640: 28% ━━━───────── 15/53 1.5it/s 10.4s<24.7s  55/200 68.3G 1.247 1.502 0.005934 578 640: 30% ━━━╸──────── 16/53 1.5it/s 11.0s<24.1s  55/200 68.3G 1.239 1.489 0.005923 580 640: 32% ━━━╸──────── 17/53 1.5it/s 11.6s<23.3s  55/200 68.3G 1.233 1.481 0.005912 599 640: 34% ━━━━──────── 18/53 1.5it/s 12.3s<22.6s  55/200 68.3G 1.233 1.473 0.005903 657 640: 36% ━━━━──────── 19/53 1.5it/s 12.9s<22.0s  55/200 68.3G 1.233 1.474 0.005871 642 640: 38% ━━━━╸─────── 20/53 1.5it/s 13.6s<21.3s  55/200 68.3G 1.233 1.475 0.005852 671 640: 40% ━━━━╸─────── 21/53 1.5it/s 14.2s<20.7s  55/200 68.3G 1.231 1.477 0.005859 630 640: 42% ━━━━╸─────── 22/53 1.5it/s 14.9s<20.1s  55/200 68.3G 1.232 1.48 0.005847 702 640: 43% ━━━━━─────── 23/53 1.5it/s 15.5s<19.4s  55/200 68.3G 1.231 1.48 0.005841 733 640: 45% ━━━━━─────── 24/53 1.5it/s 16.2s<18.8s  55/200 68.3G 1.229 1.478 0.005843 562 640: 47% ━━━━━╸────── 25/53 1.5it/s 16.8s<18.2s  55/200 68.3G 1.232 1.485 0.005854 635 640: 49% ━━━━━╸────── 26/53 1.5it/s 17.5s<17.5s  55/200 68.3G 1.232 1.483 0.005838 589 640: 51% ━━━━━━────── 27/53 1.5it/s 18.1s<16.9s  55/200 68.3G 1.233 1.483 0.005815 726 640: 53% ━━━━━━────── 28/53 1.5it/s 18.8s<16.2s  55/200 68.3G 1.233 1.483 0.00582 641 640: 55% ━━━━━━╸───── 29/53 1.5it/s 19.4s<15.6s  55/200 68.3G 1.234 1.484 0.005792 707 640: 57% ━━━━━━╸───── 30/53 1.5it/s 20.1s<14.9s  55/200 68.3G 1.234 1.486 0.005775 690 640: 58% ━━━━━━━───── 31/53 1.5it/s 20.7s<14.3s  55/200 68.3G 1.235 1.486 0.005771 680 640: 60% ━━━━━━━───── 32/53 1.5it/s 21.4s<13.6s  55/200 68.3G 1.234 1.49 0.005775 601 640: 62% ━━━━━━━───── 33/53 1.5it/s 22.0s<13.0s  55/200 68.3G 1.237 1.491 0.005779 749 640: 64% ━━━━━━━╸──── 34/53 1.5it/s 22.7s<12.3s  55/200 68.3G 1.241 1.496 0.005796 722 640: 66% ━━━━━━━╸──── 35/53 1.5it/s 23.3s<11.7s  55/200 68.3G 1.241 1.495 0.005802 654 640: 68% ━━━━━━━━──── 36/53 1.5it/s 24.0s<11.0s  55/200 68.3G 1.239 1.491 0.005806 592 640: 70% ━━━━━━━━──── 37/53 1.5it/s 24.6s<10.3s  55/200 68.3G 1.239 1.496 0.005814 664 640: 72% ━━━━━━━━╸─── 38/53 1.5it/s 25.2s<9.7s  55/200 68.3G 1.239 1.493 0.005818 654 640: 74% ━━━━━━━━╸─── 39/53 1.5it/s 25.9s<9.0s  55/200 68.3G 1.24 1.492 0.005812 668 640: 75% ━━━━━━━━━─── 40/53 1.5it/s 26.5s<8.4s  55/200 68.3G 1.24 1.488 0.005801 676 640: 77% ━━━━━━━━━─── 41/53 1.5it/s 27.2s<7.8s  55/200 68.3G 1.242 1.487 0.005787 731 640: 79% ━━━━━━━━━╸── 42/53 1.5it/s 27.8s<7.1s  55/200 68.3G 1.241 1.486 0.005793 555 640: 81% ━━━━━━━━━╸── 43/53 1.5it/s 28.5s<6.5s  55/200 68.3G 1.24 1.484 0.005789 643 640: 83% ━━━━━━━━━╸── 44/53 1.5it/s 29.1s<5.8s  55/200 68.3G 1.238 1.483 0.005784 563 640: 85% ━━━━━━━━━━── 45/53 1.5it/s 29.8s<5.2s  55/200 68.3G 1.239 1.484 0.005785 676 640: 87% ━━━━━━━━━━── 46/53 1.5it/s 30.4s<4.5s  55/200 68.3G 1.238 1.484 0.005777 685 640: 89% ━━━━━━━━━━╸─ 47/53 1.5it/s 31.1s<3.9s  55/200 68.3G 1.238 1.484 0.005777 583 640: 91% ━━━━━━━━━━╸─ 48/53 1.5it/s 31.7s<3.2s  55/200 68.3G 1.237 1.481 0.005771 626 640: 92% ━━━━━━━━━━━─ 49/53 1.5it/s 32.4s<2.6s  55/200 68.3G 1.238 1.486 0.005767 688 640: 94% ━━━━━━━━━━━─ 50/53 1.5it/s 33.0s<1.9s  55/200 68.3G 1.238 1.484 0.005772 625 640: 96% ━━━━━━━━━━━╸ 51/53 1.5it/s 33.7s<1.3s  55/200 68.3G 1.241 1.496 0.005776 141 640: 98% ━━━━━━━━━━━╸ 52/53 2.4it/s 33.9s<0.4s  55/200 68.3G 1.241 1.496 0.005776 141 640: 100% ━━━━━━━━━━━━ 53/53 1.6it/s 33.9s +  Class Images Instances Box(P R mAP50 mAP50-95): 100% ━━━━━━━━━━━━ 1/1 2.5it/s 0.4s + all 177 1609 0.738 0.66 0.698 0.455 + + Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size +  56/200 68.2G 1.309 1.568 0.00681 737 640: 0% ──────────── 0/53 0.6s  56/200 68.2G 1.264 1.47 0.006395 663 640: 2% ──────────── 1/53 2.1s/it 1.3s<1:52  56/200 68.2G 1.279 1.512 0.006343 685 640: 4% ──────────── 2/53 1.3s/it 1.9s<1:04  56/200 68.2G 1.284 1.517 0.006315 635 640: 6% ╸─────────── 3/53 1.0it/s 2.6s<49.0s  56/200 68.2G 1.271 1.524 0.006115 656 640: 8% ╸─────────── 4/53 1.2it/s 3.2s<41.6s  56/200 68.2G 1.271 1.528 0.005894 677 640: 9% ━─────────── 5/53 1.3it/s 3.9s<37.2s  56/200 68.2G 1.256 1.503 0.005794 639 640: 11% ━─────────── 6/53 1.4it/s 4.5s<34.5s  56/200 68.2G 1.259 1.499 0.005805 641 640: 13% ━╸────────── 7/53 1.4it/s 5.2s<32.5s  56/200 68.2G 1.254 1.495 0.005785 630 640: 15% ━╸────────── 8/53 1.5it/s 5.8s<30.9s  56/200 68.2G 1.244 1.478 0.005771 527 640: 17% ━━────────── 9/53 1.5it/s 6.5s<29.6s  56/200 68.2G 1.247 1.475 0.005814 742 640: 19% ━━────────── 10/53 1.5it/s 7.1s<28.7s  56/200 68.2G 1.245 1.476 0.005792 611 640: 21% ━━────────── 11/53 1.5it/s 7.8s<27.7s  56/200 68.2G 1.242 1.473 0.005805 648 640: 23% ━━╸───────── 12/53 1.5it/s 8.4s<26.9s  56/200 68.2G 1.238 1.463 0.005781 595 640: 25% ━━╸───────── 13/53 1.5it/s 9.1s<26.1s  56/200 68.2G 1.241 1.458 0.00579 630 640: 26% ━━━───────── 14/53 1.5it/s 9.7s<25.4s  56/200 68.2G 1.238 1.452 0.005794 588 640: 28% ━━━───────── 15/53 1.5it/s 10.3s<24.7s  56/200 68.2G 1.24 1.452 0.005767 726 640: 30% ━━━╸──────── 16/53 1.5it/s 11.0s<24.1s  56/200 68.2G 1.24 1.457 0.005789 594 640: 32% ━━━╸──────── 17/53 1.5it/s 11.6s<23.4s  56/200 68.2G 1.241 1.46 0.005813 682 640: 34% ━━━━──────── 18/53 1.5it/s 12.3s<22.9s  56/200 68.2G 1.241 1.464 0.005797 632 640: 36% ━━━━──────── 19/53 1.5it/s 13.0s<22.2s  56/200 68.2G 1.24 1.463 0.005799 605 640: 38% ━━━━╸─────── 20/53 1.5it/s 13.6s<21.5s  56/200 68.2G 1.24 1.465 0.005813 596 640: 40% ━━━━╸─────── 21/53 1.5it/s 14.3s<20.9s  56/200 68.2G 1.242 1.47 0.005827 667 640: 42% ��━━━╸─────── 22/53 1.5it/s 14.9s<20.2s  56/200 68.2G 1.243 1.469 0.005859 559 640: 43% ━━━━━─────── 23/53 1.5it/s 15.6s<19.5s  56/200 68.2G 1.246 1.47 0.005867 608 640: 45% ━━━━━─────── 24/53 1.5it/s 16.2s<18.9s  56/200 68.2G 1.246 1.473 0.005867 698 640: 47% ━━━━━╸────── 25/53 1.5it/s 16.9s<18.2s  56/200 68.2G 1.243 1.476 0.005875 563 640: 49% ━━━━━╸────── 26/53 1.5it/s 17.5s<17.6s  56/200 68.2G 1.243 1.477 0.005871 664 640: 51% ━━━━━━────── 27/53 1.5it/s 18.2s<16.9s  56/200 68.2G 1.245 1.484 0.0059 589 640: 53% ━━━━━━────── 28/53 1.5it/s 18.8s<16.2s  56/200 68.2G 1.244 1.486 0.005891 598 640: 55% ━━━━━━╸───── 29/53 1.5it/s 19.4s<15.5s  56/200 68.2G 1.243 1.48 0.005896 640 640: 57% ━━━━━━╸───── 30/53 1.5it/s 20.1s<14.9s  56/200 68.2G 1.244 1.482 0.005881 765 640: 58% ━━━━━━━───── 31/53 1.5it/s 20.7s<14.2s  56/200 68.2G 1.243 1.483 0.00589 633 640: 60% ━━━━━━━───── 32/53 1.5it/s 21.4s<13.6s  56/200 68.2G 1.243 1.483 0.005907 620 640: 62% ━━━━━━━───── 33/53 1.5it/s 22.0s<12.9s  56/200 68.2G 1.243 1.488 0.005903 716 640: 64% ━━━━━━━╸──── 34/53 1.5it/s 22.7s<12.3s  56/200 68.2G 1.242 1.481 0.005889 660 640: 66% ━━━━━━━╸──── 35/53 1.5it/s 23.3s<11.6s  56/200 68.2G 1.241 1.482 0.005891 603 640: 68% ━━━━━━━━──── 36/53 1.5it/s 24.0s<11.0s  56/200 68.2G 1.244 1.482 0.005886 718 640: 70% ━━━━━━━━──── 37/53 1.5it/s 24.6s<10.4s  56/200 68.2G 1.245 1.486 0.00589 634 640: 72% ━━━━━━━━╸─── 38/53 1.5it/s 25.3s<9.7s  56/200 68.2G 1.246 1.486 0.005884 713 640: 74% ━━━━━━━━╸─── 39/53 1.5it/s 25.9s<9.1s  56/200 68.2G 1.246 1.485 0.005887 686 640: 75% ━━━━━━━━━─── 40/53 1.5it/s 26.6s<8.4s  56/200 68.2G 1.246 1.484 0.00588 626 640: 77% ━━━━━━━━━─── 41/53 1.5it/s 27.2s<7.8s  56/200 68.2G 1.245 1.481 0.005873 637 640: 79% ━━━━━━━━━╸── 42/53 1.5it/s 27.9s<7.1s  56/200 68.2G 1.243 1.48 0.005858 671 640: 81% ━━━━━━━━━╸── 43/53 1.5it/s 28.5s<6.5s  56/200 68.2G 1.244 1.482 0.00586 752 640: 83% ━━━━━━━━━╸── 44/53 1.5it/s 29.2s<5.8s  56/200 68.2G 1.244 1.482 0.005858 675 640: 85% ━━━━━━━━━━── 45/53 1.5it/s 29.8s<5.2s  56/200 68.2G 1.245 1.482 0.005852 657 640: 87% ━━━━━━━━━━── 46/53 1.5it/s 30.5s<4.5s  56/200 68.2G 1.245 1.483 0.00584 625 640: 89% ━━━━━━━━━━╸─ 47/53 1.5it/s 31.1s<3.9s  56/200 68.2G 1.243 1.478 0.005846 539 640: 91% ━━━━━━━━━━╸─ 48/53 1.5it/s 31.8s<3.2s  56/200 68.2G 1.242 1.475 0.005838 634 640: 92% ━━━━━━━━━━━─ 49/53 1.5it/s 32.4s<2.6s  56/200 68.2G 1.241 1.472 0.00583 587 640: 94% ━━━━━━━━━━━─ 50/53 1.5it/s 33.1s<1.9s  56/200 68.2G 1.24 1.469 0.005845 545 640: 96% ━━━━━━━━━━━╸ 51/53 1.5it/s 33.7s<1.3s  56/200 68.2G 1.24 1.466 0.005851 82 640: 98% ━━━━━━━━━━━╸ 52/53 2.5it/s 33.9s<0.4s  56/200 68.2G 1.24 1.466 0.005851 82 640: 100% ━━━━━━━━━━━━ 53/53 1.6it/s 33.9s +  Class Images Instances Box(P R mAP50 mAP50-95): 100% ━━━━━━━━━━━━ 1/1 2.5it/s 0.4s + all 177 1609 0.704 0.659 0.693 0.459 + + Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size +  57/200 68.2G 1.278 1.554 0.0061 628 640: 0% ──────────── 0/53 0.6s  57/200 68.2G 1.254 1.529 0.006228 624 640: 2% ──────────── 1/53 2.1s/it 1.3s<1:51  57/200 68.2G 1.285 1.579 0.006178 717 640: 4% ──────────── 2/53 1.3s/it 1.9s<1:05  57/200 68.2G 1.263 1.514 0.005956 716 640: 6% ╸─────────── 3/53 1.0it/s 2.6s<49.1s  57/200 68.2G 1.25 1.495 0.005937 593 640: 8% ╸─────────── 4/53 1.2it/s 3.2s<41.6s  57/200 68.2G 1.236 1.476 0.005942 538 640: 9% ━─────────── 5/53 1.3it/s 3.9s<37.2s  57/200 68.2G 1.224 1.459 0.005928 561 640: 11% ━─────────── 6/53 1.4it/s 4.5s<34.3s  57/200 68.2G 1.23 1.465 0.005902 691 640: 13% ━╸────────── 7/53 1.4it/s 5.2s<32.4s  57/200 68.2G 1.248 1.492 0.005906 736 640: 15% ━╸────────── 8/53 1.5it/s 5.8s<30.9s  57/200 68.2G 1.246 1.481 0.00591 615 640: 17% ━━────────── 9/53 1.5it/s 6.5s<29.7s  57/200 68.2G 1.247 1.487 0.005903 634 640: 19% ━━────────── 10/53 1.5it/s 7.1s<28.6s  57/200 68.2G 1.245 1.468 0.005865 620 640: 21% ━━────────── 11/53 1.5it/s 7.8s<27.8s  57/200 68.2G 1.244 1.463 0.005871 644 640: 23% ━━╸───────── 12/53 1.5it/s 8.4s<26.9s  57/200 68.2G 1.239 1.457 0.00582 626 640: 25% ━━╸───────── 13/53 1.5it/s 9.0s<26.1s  57/200 68.2G 1.239 1.462 0.005825 666 640: 26% ━━━───────── 14/53 1.5it/s 9.7s<25.4s  57/200 68.2G 1.237 1.46 0.005806 693 640: 28% ━━━───────── 15/53 1.5it/s 10.3s<24.7s  57/200 68.2G 1.242 1.47 0.005808 780 640: 30% ━━━╸──────── 16/53 1.5it/s 11.0s<24.1s  57/200 68.2G 1.24 1.467 0.005764 662 640: 32% ━━━╸──────── 17/53 1.5it/s 11.6s<23.4s  57/200 68.2G 1.239 1.462 0.005761 601 640: 34% ━━━━──────── 18/53 1.5it/s 12.3s<22.7s  57/200 68.2G 1.238 1.461 0.005735 681 640: 36% ━━━━──────── 19/53 1.5it/s 12.9s<22.0s  57/200 68.2G 1.238 1.462 0.005751 639 640: 38% ━━━━╸─────── 20/53 1.5it/s 13.6s<21.4s  57/200 68.2G 1.241 1.464 0.005724 811 640: 40% ━━━━╸─────── 21/53 1.5it/s 14.2s<20.8s  57/200 68.2G 1.237 1.455 0.005719 524 640: 42% ━━━━╸─────── 22/53 1.5it/s 14.9s<20.1s  57/200 68.2G 1.233 1.45 0.005704 629 640: 43% ━━━━━─────── 23/53 1.5it/s 15.5s<19.4s  57/200 68.2G 1.234 1.454 0.005714 655 640: 45% ━━━━━─────── 24/53 1.5it/s 16.2s<18.8s  57/200 68.2G 1.231 1.448 0.005677 619 640: 47% ━━━━━╸────── 25/53 1.5it/s 16.8s<18.1s  57/200 68.2G 1.232 1.444 0.005663 683 640: 49% ━━━━━╸────── 26/53 1.5it/s 17.5s<17.5s  57/200 68.2G 1.232 1.447 0.005668 733 640: 51% ━━━━━━────── 27/53 1.5it/s 18.1s<16.9s  57/200 68.2G 1.231 1.445 0.005664 602 640: 53% ━━━━━━────── 28/53 1.5it/s 18.8s<16.2s  57/200 68.2G 1.229 1.443 0.005657 612 640: 55% ━━━━━━╸───── 29/53 1.5it/s 19.4s<15.6s  57/200 68.2G 1.231 1.446 0.005665 656 640: 57% ━━━━━━╸───── 30/53 1.5it/s 20.1s<15.0s  57/200 68.2G 1.232 1.446 0.005669 752 640: 58% ━━━━━━━───── 31/53 1.5it/s 20.7s<14.3s  57/200 68.2G 1.232 1.446 0.005671 588 640: 60% ━━━━━━━───── 32/53 1.5it/s 21.4s<13.6s  57/200 68.2G 1.231 1.444 0.005664 701 640: 62% ━━━━━━━───── 33/53 1.5it/s 22.0s<13.0s  57/200 68.2G 1.232 1.441 0.00566 740 640: 64% ━━━━━━━╸──── 34/53 1.5it/s 22.7s<12.4s  57/200 68.2G 1.232 1.442 0.005668 648 640: 66% ━━━━━━━╸──── 35/53 1.5it/s 23.3s<11.7s  57/200 68.2G 1.23 1.44 0.005655 704 640: 68% ━━━━━━━━──── 36/53 1.5it/s 24.0s<11.1s  57/200 68.2G 1.23 1.439 0.005645 627 640: 70% ━━━━━━━━──── 37/53 1.5it/s 24.6s<10.4s  57/200 68.2G 1.229 1.439 0.005647 627 640: 72% ━━━━━━━━╸─── 38/53 1.5it/s 25.3s<9.8s  57/200 68.2G 1.228 1.439 0.005639 641 640: 74% ━━━━━━━━╸─── 39/53 1.5it/s 25.9s<9.1s  57/200 68.2G 1.229 1.44 0.005648 750 640: 75% ━━━━━━━━━─── 40/53 1.5it/s 26.6s<8.4s  57/200 68.2G 1.229 1.442 0.005637 668 640: 77% ━━━━━━━━━─── 41/53 1.5it/s 27.2s<7.8s  57/200 68.2G 1.229 1.444 0.005635 652 640: 79% ━━━━━━━━━╸── 42/53 1.5it/s 27.9s<7.1s  57/200 68.2G 1.23 1.446 0.005635 616 640: 81% ━━━━━━━━━╸── 43/53 1.5it/s 28.5s<6.5s  57/200 68.2G 1.229 1.443 0.005645 622 640: 83% ━━━━━━━━━╸── 44/53 1.5it/s 29.2s<5.8s  57/200 68.2G 1.229 1.442 0.005638 674 640: 85% ━━━━━━━━━━── 45/53 1.5it/s 29.8s<5.2s  57/200 68.2G 1.23 1.446 0.005644 686 640: 87% ━━━━━━━━━━── 46/53 1.5it/s 30.4s<4.5s  57/200 68.2G 1.232 1.448 0.005658 736 640: 89% ━━━━━━━━━━╸─ 47/53 1.5it/s 31.1s<3.9s  57/200 68.2G 1.233 1.453 0.005662 677 640: 91% ━━━━━━━━━━╸─ 48/53 1.5it/s 31.7s<3.2s  57/200 68.2G 1.232 1.451 0.00565 677 640: 92% ━━━━━━━━━━━─ 49/53 1.5it/s 32.4s<2.6s  57/200 68.2G 1.233 1.453 0.005644 677 640: 94% ━━━━━━━━━━━─ 50/53 1.5it/s 33.0s<1.9s  57/200 68.2G 1.233 1.456 0.005645 648 640: 96% ━━━━━━━━━━━╸ 51/53 1.5it/s 33.7s<1.3s  57/200 68.2G 1.236 1.453 0.005665 88 640: 98% ━━━━━━━━━━━╸ 52/53 2.5it/s 33.9s<0.4s  57/200 68.2G 1.236 1.453 0.005665 88 640: 100% ━━━━━━━━━━━━ 53/53 1.6it/s 33.9s +  Class Images Instances Box(P R mAP50 mAP50-95): 100% ━━━━━━━━━━━━ 1/1 2.5it/s 0.4s + all 177 1609 0.722 0.72 0.718 0.475 + + Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size +  58/200 68.3G 1.214 1.474 0.005629 691 640: 0% ──────────── 0/53 0.6s  58/200 68.3G 1.228 1.555 0.005714 695 640: 2% ──────────── 1/53 2.1s/it 1.3s<1:52  58/200 68.3G 1.23 1.543 0.005975 603 640: 4% ──────────── 2/53 1.3s/it 1.9s<1:04  58/200 68.3G 1.248 1.583 0.006037 667 640: 6% ╸─────────── 3/53 1.0it/s 2.6s<49.2s  58/200 68.3G 1.244 1.573 0.005828 726 640: 8% ╸─────────── 4/53 1.2it/s 3.2s<41.7s  58/200 68.3G 1.246 1.557 0.005776 717 640: 9% ━─────────── 5/53 1.3it/s 3.9s<37.4s  58/200 68.3G 1.242 1.522 0.005719 625 640: 11% ━─────────── 6/53 1.4it/s 4.5s<34.5s  58/200 68.3G 1.242 1.519 0.005765 597 640: 13% ━╸────────── 7/53 1.4it/s 5.2s<32.5s  58/200 68.3G 1.247 1.52 0.005786 663 640: 15% ━╸────────── 8/53 1.5it/s 5.8s<31.0s  58/200 68.3G 1.239 1.511 0.005728 654 640: 17% ━━────────── 9/53 1.5it/s 6.5s<29.7s  58/200 68.3G 1.241 1.51 0.005734 692 640: 19% ━━────────── 10/53 1.5it/s 7.1s<28.7s  58/200 68.3G 1.243 1.512 0.005685 793 640: 21% ━━────────── 11/53 1.5it/s 7.8s<27.8s  58/200 68.3G 1.238 1.502 0.005689 561 640: 23% ━━╸───────── 12/53 1.5it/s 8.4s<27.0s  58/200 68.3G 1.236 1.497 0.005751 595 640: 25% ━━╸───────── 13/53 1.5it/s 9.1s<26.2s  58/200 68.3G 1.235 1.491 0.005771 546 640: 26% ━━━───────── 14/53 1.5it/s 9.7s<25.4s  58/200 68.3G 1.236 1.492 0.005786 627 640: 28% ━━━───────── 15/53 1.5it/s 10.4s<24.7s  58/200 68.3G 1.236 1.497 0.005825 586 640: 30% ━━━╸──────── 16/53 1.5it/s 11.0s<24.1s  58/200 68.3G 1.233 1.494 0.00583 601 640: 32% ━━━╸──────── 17/53 1.5it/s 11.7s<23.4s  58/200 68.3G 1.232 1.488 0.005791 709 640: 34% ━━━━──────── 18/53 1.5it/s 12.3s<22.8s  58/200 68.3G 1.227 1.474 0.005779 573 640: 36% ━━━━──────── 19/53 1.5it/s 13.0s<22.1s  58/200 68.3G 1.227 1.477 0.005803 672 640: 38% ━━━━╸─────── 20/53 1.5it/s 13.6s<21.4s  58/200 68.3G 1.229 1.48 0.005792 753 640: 40% ━━━━╸─────── 21/53 1.5it/s 14.3s<20.8s  58/200 68.3G 1.226 1.48 0.005771 626 640: 42% ━━━━╸─────── 22/53 1.5it/s 14.9s<20.1s  58/200 68.3G 1.23 1.487 0.005776 691 640: 43% ━━━━━─────── 23/53 1.5it/s 15.6s<19.5s  58/200 68.3G 1.229 1.484 0.005769 621 640: 45% ━━━━━─────── 24/53 1.5it/s 16.2s<18.8s  58/200 68.3G 1.228 1.486 0.005757 678 640: 47% ━━━━━╸────── 25/53 1.5it/s 16.8s<18.2s  58/200 68.3G 1.227 1.486 0.005752 648 640: 49% ━━━━━╸────── 26/53 1.5it/s 17.5s<17.7s  58/200 68.3G 1.227 1.484 0.005752 649 640: 51% ━━━━━━────── 27/53 1.5it/s 18.2s<17.0s  58/200 68.3G 1.224 1.482 0.005745 581 640: 53% ━━━━━━────── 28/53 1.5it/s 18.8s<16.3s  58/200 68.3G 1.223 1.482 0.005751 623 640: 55% ━━━━━━╸───── 29/53 1.5it/s 19.5s<15.6s  58/200 68.3G 1.222 1.482 0.00575 640 640: 57% ━━━━━━╸───── 30/53 1.5it/s 20.1s<14.9s  58/200 68.3G 1.222 1.479 0.005756 645 640: 58% ━━━━━━━───── 31/53 1.5it/s 20.8s<14.3s  58/200 68.3G 1.221 1.475 0.00574 664 640: 60% ━━━━━━━───── 32/53 1.5it/s 21.4s<13.6s  58/200 68.3G 1.221 1.475 0.005746 643 640: 62% ━━━━━━━───── 33/53 1.5it/s 22.1s<13.0s  58/200 68.3G 1.22 1.477 0.005714 719 640: 64% ━━━━━━━╸──── 34/53 1.5it/s 22.7s<12.3s  58/200 68.3G 1.22 1.476 0.005728 604 640: 66% ━━━━━━━╸──── 35/53 1.5it/s 23.3s<11.7s  58/200 68.3G 1.219 1.476 0.005737 590 640: 68% ━━━━━━━━──── 36/53 1.5it/s 24.0s<11.0s  58/200 68.3G 1.22 1.474 0.005733 659 640: 70% ━━━━━━━━──── 37/53 1.5it/s 24.6s<10.4s  58/200 68.3G 1.22 1.477 0.005735 628 640: 72% ━━━━━━━━╸─── 38/53 1.5it/s 25.3s<9.7s  58/200 68.3G 1.218 1.474 0.005727 597 640: 74% ━━━━━━━━╸─── 39/53 1.5it/s 25.9s<9.1s  58/200 68.3G 1.218 1.474 0.005719 664 640: 75% ━━━━━━━━━─── 40/53 1.5it/s 26.6s<8.4s  58/200 68.3G 1.218 1.471 0.00572 604 640: 77% ━━━━━━━━━─── 41/53 1.5it/s 27.2s<7.8s  58/200 68.3G 1.218 1.471 0.005714 726 640: 79% ━━━━━━━━━╸── 42/53 1.5it/s 27.9s<7.1s  58/200 68.3G 1.219 1.472 0.005706 644 640: 81% ━━━━━━━━━╸── 43/53 1.5it/s 28.5s<6.5s  58/200 68.3G 1.219 1.471 0.005697 641 640: 83% ━━━━━━━━━╸── 44/53 1.5it/s 29.2s<5.8s  58/200 68.3G 1.218 1.47 0.0057 647 640: 85% ━━━━━━━━━━── 45/53 1.5it/s 29.8s<5.2s  58/200 68.3G 1.221 1.474 0.005688 777 640: 87% ━━━━━━━━━━── 46/53 1.5it/s 30.5s<4.5s  58/200 68.3G 1.22 1.471 0.005683 614 640: 89% ━━━━━━━━━━╸─ 47/53 1.5it/s 31.1s<3.9s  58/200 68.3G 1.22 1.472 0.00567 695 640: 91% ━���━━━━━━━━╸─ 48/53 1.5it/s 31.8s<3.2s  58/200 68.3G 1.219 1.468 0.005672 635 640: 92% ━━━━━━━━━━━─ 49/53 1.5it/s 32.4s<2.6s  58/200 68.3G 1.22 1.472 0.005659 814 640: 94% ━━━━━━━━━━━─ 50/53 1.5it/s 33.1s<1.9s  58/200 68.3G 1.222 1.471 0.00566 733 640: 96% ━━━━━━━━━━━╸ 51/53 1.5it/s 33.7s<1.3s  58/200 68.3G 1.217 1.463 0.005654 80 640: 98% ━━━━━━━━━━━╸ 52/53 2.4it/s 33.9s<0.4s  58/200 68.3G 1.217 1.463 0.005654 80 640: 100% ━━━━━━━━━━━━ 53/53 1.6it/s 33.9s +  Class Images Instances Box(P R mAP50 mAP50-95): 100% ━━━━━━━━━━━━ 1/1 2.5it/s 0.4s + all 177 1609 0.752 0.687 0.73 0.458 + + Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size +  59/200 68.2G 1.224 1.508 0.006037 606 640: 0% ──────────── 0/53 0.6s  59/200 68.2G 1.271 1.523 0.006001 719 640: 2% ──────────── 1/53 2.2s/it 1.3s<1:56  59/200 68.2G 1.244 1.482 0.005853 616 640: 4% ──────────── 2/53 1.3s/it 2.0s<1:06  59/200 68.2G 1.228 1.446 0.00581 589 640: 6% ╸─────────── 3/53 1.0it/s 2.6s<49.5s  59/200 68.2G 1.21 1.424 0.005774 669 640: 8% ╸─────────── 4/53 1.2it/s 3.3s<42.0s  59/200 68.2G 1.212 1.431 0.005813 688 640: 9% ━─────────── 5/53 1.3it/s 3.9s<37.5s  59/200 68.2G 1.213 1.445 0.005819 745 640: 11% ━─────────── 6/53 1.4it/s 4.5s<34.5s  59/200 68.2G 1.221 1.456 0.005766 717 640: 13% ━╸────────── 7/53 1.4it/s 5.2s<32.5s  59/200 68.2G 1.229 1.454 0.005767 732 640: 15% ━╸────────── 8/53 1.5it/s 5.8s<30.9s  59/200 68.2G 1.234 1.474 0.005886 642 640: 17% ━━────────── 9/53 1.5it/s 6.5s<29.7s  59/200 68.2G 1.232 1.459 0.005871 645 640: 19% ━━────────── 10/53 1.5it/s 7.1s<28.7s  59/200 68.2G 1.233 1.467 0.005892 655 640: 21% ━━────────── 11/53 1.5it/s 7.8s<27.7s  59/200 68.2G 1.231 1.471 0.005937 623 640: 23% ━━╸───────── 12/53 1.5it/s 8.4s<26.9s  59/200 68.2G 1.228 1.467 0.005913 630 640: 25% ━━╸───────── 13/53 1.5it/s 9.1s<26.1s  59/200 68.2G 1.23 1.473 0.005922 657 640: 26% ━━━───────── 14/53 1.5it/s 9.7s<25.4s  59/200 68.2G 1.225 1.457 0.005876 608 640: 28% ━━━───────── 15/53 1.5it/s 10.4s<24.7s  59/200 68.2G 1.226 1.456 0.005887 600 640: 30% ━━━╸──────── 16/53 1.5it/s 11.0s<24.0s  59/200 68.2G 1.227 1.46 0.005919 621 640: 32% ━━━╸──────── 17/53 1.5it/s 11.7s<23.5s  59/200 68.2G 1.226 1.455 0.0059 689 640: 34% ━━━━──────── 18/53 1.5it/s 12.3s<22.7s  59/200 68.2G 1.224 1.452 0.005893 649 640: 36% ━━━━──────── 19/53 1.5it/s 13.0s<22.1s  59/200 68.2G 1.223 1.454 0.00588 752 640: 38% ━━━━╸─────── 20/53 1.5it/s 13.6s<21.4s  59/200 68.2G 1.224 1.454 0.005905 634 640: 40% ━━━━╸─────── 21/53 1.5it/s 14.3s<20.7s  59/200 68.2G 1.225 1.456 0.005892 687 640: 42% ━━━━╸─────── 22/53 1.5it/s 14.9s<20.1s  59/200 68.2G 1.225 1.452 0.005886 698 640: 43% ━━━━━─────── 23/53 1.5it/s 15.6s<19.5s  59/200 68.2G 1.226 1.452 0.005899 632 640: 45% ━━━━━─────── 24/53 1.5it/s 16.2s<18.8s  59/200 68.2G 1.226 1.451 0.00591 613 640: 47% ━━━━━╸────── 25/53 1.5it/s 16.9s<18.1s  59/200 68.2G 1.228 1.453 0.005894 696 640: 49% ━━━━━╸────── 26/53 1.5it/s 17.5s<17.5s  59/200 68.2G 1.231 1.458 0.005875 703 640: 51% ━━━━━━────── 27/53 1.5it/s 18.1s<16.8s  59/200 68.2G 1.231 1.459 0.00589 637 640: 53% ━━━━━━────── 28/53 1.5it/s 18.8s<16.2s  59/200 68.2G 1.228 1.458 0.005888 654 640: 55% ━━━━━━╸───── 29/53 1.5it/s 19.4s<15.5s  59/200 68.2G 1.229 1.459 0.005878 719 640: 57% ━━━━━━╸───── 30/53 1.5it/s 20.1s<15.0s  59/200 68.2G 1.23 1.457 0.005855 712 640: 58% ━━━━━━━───── 31/53 1.5it/s 20.7s<14.3s  59/200 68.2G 1.23 1.455 0.005833 692 640: 60% ━━━━━━━───── 32/53 1.5it/s 21.4s<13.7s  59/200 68.2G 1.228 1.452 0.005836 572 640: 62% ━━━━━━━───── 33/53 1.5it/s 22.0s<13.0s  59/200 68.2G 1.229 1.452 0.005835 720 640: 64% ━━━━━━━╸──── 34/53 1.5it/s 22.7s<12.3s  59/200 68.2G 1.232 1.455 0.005835 762 640: 66% ━━━━━━━╸──── 35/53 1.5it/s 23.3s<11.7s  59/200 68.2G 1.232 1.449 0.00582 580 640: 68% ━━━━━━━━──── 36/53 1.5it/s 24.0s<11.0s  59/200 68.2G 1.232 1.451 0.005808 679 640: 70% ━━━━━━━━──── 37/53 1.5it/s 24.6s<10.3s  59/200 68.2G 1.231 1.449 0.005817 607 640: 72% ━━━━━━━━╸─── 38/53 1.5it/s 25.3s<9.7s  59/200 68.2G 1.231 1.449 0.005827 583 640: 74% ━━━━━━━━╸─── 39/53 1.5it/s 25.9s<9.0s  59/200 68.2G 1.234 1.458 0.00582 793 640: 75% ━━━━━━━━━─── 40/53 1.5it/s 26.6s<8.4s  59/200 68.2G 1.236 1.462 0.005801 876 640: 77% ━━━━━━━━━─── 41/53 1.5it/s 27.2s<7.8s  59/200 68.2G 1.235 1.46 0.005787 712 640: 79% ━━━━━━━━━╸── 42/53 1.5it/s 27.9s<7.1s  59/200 68.2G 1.235 1.459 0.005775 658 640: 81% ━━━━━━━━━╸── 43/53 1.5it/s 28.5s<6.5s  59/200 68.2G 1.234 1.458 0.005781 655 640: 83% ━━━━━━━━━╸── 44/53 1.5it/s 29.2s<5.9s  59/200 68.2G 1.234 1.458 0.005772 680 640: 85% ━━━━━━━━━━── 45/53 1.5it/s 29.8s<5.2s  59/200 68.2G 1.234 1.457 0.005766 669 640: 87% ━━━━━━━━━━── 46/53 1.5it/s 30.5s<4.5s  59/200 68.2G 1.231 1.451 0.005787 536 640: 89% ━━━━━━━━━━╸─ 47/53 1.5it/s 31.1s<3.9s  59/200 68.2G 1.229 1.448 0.005776 615 640: 91% ━━━━━━━━━━╸─ 48/53 1.5it/s 31.8s<3.2s  59/200 68.2G 1.229 1.446 0.005773 600 640: 92% ━━━━━━━━━━━─ 49/53 1.5it/s 32.4s<2.6s  59/200 68.2G 1.23 1.447 0.00577 722 640: 94% ━━━━━━━━━━━─ 50/53 1.5it/s 33.1s<1.9s  59/200 68.2G 1.23 1.446 0.005775 630 640: 96% ━━━━━━━━━━━╸ 51/53 1.5it/s 33.7s<1.3s  59/200 68.2G 1.23 1.45 0.005799 75 640: 98% ━━━━━━━━━━━╸ 52/53 2.5it/s 33.9s<0.4s  59/200 68.2G 1.23 1.45 0.005799 75 640: 100% ━━━━━━━━━━━━ 53/53 1.6it/s 33.9s +  Class Images Instances Box(P R mAP50 mAP50-95): 100% ━━━━━━━━━━━━ 1/1 2.5it/s 0.4s + all 177 1609 0.739 0.719 0.734 0.481 + + Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size +  60/200 67G 1.167 1.339 0.005735 600 640: 0% ──────────── 0/53 0.6s  60/200 67G 1.208 1.408 0.005661 637 640: 2% ──────────── 1/53 2.2s/it 1.3s<1:54  60/200 67G 1.209 1.433 0.005908 594 640: 4% ──────────── 2/53 1.3s/it 1.9s<1:05  60/200 67G 1.204 1.377 0.005779 678 640: 6% ╸─────────── 3/53 1.0it/s 2.6s<49.4s  60/200 67G 1.2 1.363 0.005805 571 640: 8% ╸─────────── 4/53 1.2it/s 3.2s<41.8s  60/200 67G 1.227 1.442 0.005918 775 640: 9% ━─────────── 5/53 1.3it/s 3.9s<37.5s  60/200 67G 1.218 1.457 0.005905 616 640: 11% ━─────────── 6/53 1.4it/s 4.5s<34.6s  60/200 67G 1.223 1.453 0.005833 715 640: 13% ━╸────────── 7/53 1.4it/s 5.2s<32.6s  60/200 67G 1.224 1.456 0.005878 556 640: 15% ━╸────────── 8/53 1.5it/s 5.8s<31.0s  60/200 67G 1.219 1.453 0.005889 635 640: 17% ━━────────── 9/53 1.5it/s 6.5s<29.8s  60/200 67G 1.211 1.437 0.005878 584 640: 19% ━━────────── 10/53 1.5it/s 7.1s<28.7s  60/200 67G 1.207 1.42 0.005875 581 640: 21% ━━────────── 11/53 1.5it/s 7.8s<27.7s  60/200 67G 1.209 1.42 0.005836 653 640: 23% ━━╸───────── 12/53 1.5it/s 8.4s<26.9s  60/200 67G 1.216 1.433 0.005812 805 640: 25% ━━╸───────── 13/53 1.5it/s 9.1s<26.3s  60/200 67G 1.214 1.428 0.005774 662 640: 26% ━━━───────── 14/53 1.5it/s 9.7s<25.6s  60/200 67G 1.215 1.426 0.005748 689 640: 28% ━━━───────── 15/53 1.5it/s 10.4s<24.8s  60/200 67G 1.219 1.433 0.005755 687 640: 30% ━━━╸──────── 16/53 1.5it/s 11.0s<24.1s  60/200 67G 1.218 1.428 0.005812 642 640: 32% ━━━╸──────── 17/53 1.5it/s 11.7s<23.4s  60/200 67G 1.214 1.425 0.005775 622 640: 34% ━━━━──────── 18/53 1.5it/s 12.3s<22.7s  60/200 67G 1.215 1.422 0.005765 706 640: 36% ━━━━──────── 19/53 1.5it/s 13.0s<22.0s  60/200 67G 1.219 1.428 0.005759 628 640: 38% ━━━━╸─────── 20/53 1.5it/s 13.6s<21.4s  60/200 67G 1.22 1.426 0.005734 655 640: 40% ━━━━╸─────── 21/53 1.5it/s 14.3s<20.8s  60/200 67G 1.217 1.423 0.005735 642 640: 42% ━━━━╸─────── 22/53 1.5it/s 14.9s<20.1s  60/200 67G 1.218 1.424 0.005724 739 640: 43% ━━━━━─────── 23/53 1.5it/s 15.6s<19.5s  60/200 67G 1.214 1.42 0.005701 610 640: 45% ━━━━━─────── 24/53 1.5it/s 16.2s<18.8s  60/200 67G 1.214 1.422 0.005696 581 640: 47% ━━━━━╸────── 25/53 1.5it/s 16.9s<18.1s  60/200 67G 1.213 1.419 0.0057 610 640: 49% ━━━━━╸────── 26/53 1.5it/s 17.5s<17.5s  60/200 67G 1.214 1.422 0.005696 726 640: 51% ━━━━━━────── 27/53 1.5it/s 18.2s<16.8s  60/200 67G 1.216 1.425 0.005694 632 640: 53% ━━━━━━────── 28/53 1.5it/s 18.8s<16.2s  60/200 67G 1.215 1.423 0.005708 530 640: 55% ━━━━━━╸───── 29/53 1.5it/s 19.5s<15.5s  60/200 67G 1.213 1.422 0.005714 579 640: 57% ━━━━━━╸───── 30/53 1.5it/s 20.1s<14.9s  60/200 67G 1.214 1.422 0.005713 722 640: 58% ━━━━━━━───── 31/53 1.5it/s 20.8s<14.3s  60/200 67G 1.215 1.423 0.005696 715 640: 60% ━━━━━━━───── 32/53 1.5it/s 21.4s<13.6s  60/200 67G 1.217 1.427 0.005692 643 640: 62% ━━━━━━━───── 33/53 1.5it/s 22.1s<12.9s  60/200 67G 1.217 1.423 0.005702 614 640: 64% ━━━━━━━╸──── 34/53 1.5it/s 22.7s<12.3s  60/200 67G 1.216 1.425 0.00571 610 640: 66% ━━━━━━━╸──── 35/53 1.5it/s 23.3s<11.7s  60/200 67G 1.215 1.423 0.005688 672 640: 68% ━━━━━━━━──── 36/53 1.5it/s 24.0s<11.0s  60/200 67G 1.213 1.42 0.005679 624 640: 70% ━━━━━━━━──── 37/53 1.5it/s 24.6s<10.4s  60/200 67G 1.214 1.424 0.005685 582 640: 72% ━━━━━━━━╸─── 38/53 1.5it/s 25.3s<9.7s  60/200 67G 1.214 1.423 0.005681 654 640: 74% ━━━━━━━━╸─── 39/53 1.5it/s 25.9s<9.1s  60/200 67G 1.214 1.423 0.005681 601 640: 75% ━━━━━━━━━─── 40/53 1.5it/s 26.6s<8.4s  60/200 67G 1.214 1.429 0.0057 610 640: 77% ━━━━━━━━━─── 41/53 1.5it/s 27.2s<7.8s  60/200 67G 1.214 1.424 0.005682 644 640: 79% ━━━━━━━━━╸── 42/53 1.5it/s 27.9s<7.1s  60/200 67G 1.213 1.426 0.00568 551 640: 81% ━━━━━━━━━╸── 43/53 1.5it/s 28.5s<6.5s  60/200 67G 1.213 1.427 0.005688 633 640: 83% ━━━━━━━━━╸── 44/53 1.5it/s 29.2s<5.8s  60/200 67G 1.213 1.426 0.00569 681 640: 85% ━━━━━━━━━━── 45/53 1.5it/s 29.8s<5.2s  60/200 67G 1.214 1.429 0.005694 600 640: 87% ━━━━━━━━━━── 46/53 1.5it/s 30.5s<4.6s  60/200 67G 1.212 1.425 0.005691 548 640: 89% ━━━━━━━━━━╸─ 47/53 1.5it/s 31.1s<3.9s  60/200 67G 1.212 1.426 0.005693 663 640: 91% ━━━━━━━━━━╸─ 48/53 1.5it/s 31.8s<3.3s  60/200 67G 1.213 1.426 0.005703 629 640: 92% ━━━━━━━━━━━─ 49/53 1.5it/s 32.5s<2.7s  60/200 67G 1.214 1.428 0.005703 744 640: 94% ━━━━━━━━━━━─ 50/53 1.5it/s 33.1s<2.0s  60/200 67G 1.214 1.427 0.005687 678 640: 96% ━━━━━━━━━━━╸ 51/53 1.5it/s 33.8s<1.3s  60/200 67G 1.212 1.423 0.005645 93 640: 98% ━━━━━━━━━━━╸ 52/53 2.4it/s 34.0s<0.4s  60/200 67G 1.212 1.423 0.005645 93 640: 100% ━━━━━━━━━━━━ 53/53 1.6it/s 34.0s +  Class Images Instances Box(P R mAP50 mAP50-95): 100% ━━━━━━━━━━━━ 1/1 2.5it/s 0.4s + all 177 1609 0.756 0.692 0.724 0.481 + + Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size +  61/200 68G 1.244 1.326 0.005349 671 640: 0% ──────────── 0/53 0.6s  61/200 68G 1.21 1.405 0.005804 572 640: 2% ──────────── 1/53 2.1s/it 1.3s<1:52  61/200 68G 1.212 1.401 0.005663 705 640: 4% ──────────── 2/53 1.3s/it 1.9s<1:05  61/200 68G 1.222 1.418 0.005895 646 640: 6% ╸─────────── 3/53 1.0it/s 2.6s<49.2s  61/200 68G 1.225 1.449 0.005909 645 640: 8% ╸─────────── 4/53 1.2it/s 3.2s<41.7s  61/200 68G 1.228 1.46 0.005771 703 640: 9% ━─────────── 5/53 1.3it/s 3.9s<37.3s  61/200 68G 1.221 1.453 0.005715 685 640: 11% ━─────────── 6/53 1.4it/s 4.5s<34.4s  61/200 68G 1.23 1.475 0.0057 660 640: 13% ━╸────────── 7/53 1.4it/s 5.2s<32.4s  61/200 68G 1.227 1.463 0.005669 587 640: 15% ━╸────────── 8/53 1.5it/s 5.8s<30.8s  61/200 68G 1.221 1.463 0.005689 644 640: 17% ━━────────── 9/53 1.5it/s 6.5s<29.6s  61/200 68G 1.223 1.459 0.005665 685 640: 19% ━━────────── 10/53 1.5it/s 7.1s<28.6s  61/200 68G 1.225 1.456 0.005607 774 640: 21% ━━────────── 11/53 1.5it/s 7.8s<27.7s  61/200 68G 1.229 1.461 0.00561 699 640: 23% ━━╸───────── 12/53 1.5it/s 8.4s<26.9s  61/200 68G 1.223 1.449 0.005618 625 640: 25% ━━╸───────── 13/53 1.5it/s 9.0s<26.1s  61/200 68G 1.226 1.452 0.005616 676 640: 26% ━━━───────── 14/53 1.5it/s 9.7s<25.5s  61/200 68G 1.225 1.452 0.005629 649 640: 28% ━━━───────── 15/53 1.5it/s 10.3s<24.7s  61/200 68G 1.22 1.451 0.00561 615 640: 30% ━━━╸──────── 16/53 1.5it/s 11.0s<24.3s  61/200 68G 1.215 1.447 0.005618 536 640: 32% ━━━╸──────── 17/53 1.5it/s 11.7s<23.8s  61/200 68G 1.211 1.437 0.005587 645 640: 34% ━━━━───��──── 18/53 1.5it/s 12.4s<23.2s  61/200 68G 1.213 1.436 0.005604 626 640: 36% ━━━━──────── 19/53 1.5it/s 13.0s<22.4s  61/200 68G 1.207 1.432 0.00559 609 640: 38% ━━━━╸─────── 20/53 1.5it/s 13.6s<21.6s  61/200 68G 1.207 1.432 0.005591 619 640: 40% ━━━━╸─────── 21/53 1.5it/s 14.3s<20.9s  61/200 68G 1.21 1.442 0.005608 698 640: 42% ━━━━╸─────── 22/53 1.5it/s 14.9s<20.2s  61/200 68G 1.212 1.441 0.0056 719 640: 43% ━━━━━─────── 23/53 1.5it/s 15.6s<19.5s  61/200 68G 1.212 1.446 0.005612 605 640: 45% ━━━━━─────── 24/53 1.5it/s 16.2s<18.8s  61/200 68G 1.209 1.442 0.005592 631 640: 47% ━━━━━╸────── 25/53 1.5it/s 16.9s<18.2s  61/200 68G 1.21 1.447 0.005618 683 640: 49% ━━━━━╸────── 26/53 1.5it/s 17.5s<17.5s  61/200 68G 1.212 1.445 0.005603 665 640: 51% ━━━━━━────── 27/53 1.5it/s 18.2s<17.1s  61/200 68G 1.211 1.443 0.005642 515 640: 53% ━━━━━━────── 28/53 1.5it/s 18.9s<16.4s  61/200 68G 1.211 1.448 0.005674 583 640: 55% ━━━━━━╸───── 29/53 1.5it/s 19.5s<15.7s  61/200 68G 1.211 1.446 0.005676 593 640: 57% ━━━━━━╸───── 30/53 1.5it/s 20.2s<15.0s  61/200 68G 1.21 1.445 0.005658 708 640: 58% ━━━━━━━───── 31/53 1.5it/s 20.8s<14.3s  61/200 68G 1.209 1.445 0.005641 676 640: 60% ━━━━━━━───── 32/53 1.5it/s 21.5s<13.6s  61/200 68G 1.208 1.443 0.005628 632 640: 62% ━━━━━━━───── 33/53 1.5it/s 22.1s<13.0s  61/200 68G 1.208 1.442 0.005642 626 640: 64% ━━━━━━━╸──── 34/53 1.5it/s 22.8s<12.3s  61/200 68G 1.209 1.442 0.005642 667 640: 66% ━━━━━━━╸──── 35/53 1.5it/s 23.4s<11.7s  61/200 68G 1.208 1.439 0.00564 640 640: 68% ━━━━━━━━──── 36/53 1.5it/s 24.1s<11.0s  61/200 68G 1.207 1.439 0.005657 547 640: 70% ━━━━━━━━──── 37/53 1.5it/s 24.7s<10.4s  61/200 68G 1.205 1.436 0.005654 515 640: 72% ━━━━━━━━╸─── 38/53 1.5it/s 25.3s<9.7s  61/200 68G 1.206 1.436 0.005658 586 640: 74% ━━━━━━━━╸─── 39/53 1.5it/s 26.0s<9.1s  61/200 68G 1.205 1.432 0.005667 571 640: 75% ━━━━━━━━━─── 40/53 1.5it/s 26.6s<8.4s  61/200 68G 1.206 1.43 0.005656 741 640: 77% ━━━━━━━━━─── 41/53 1.5it/s 27.3s<7.8s  61/200 68G 1.206 1.431 0.005661 556 640: 79% ━━━━━━━━━╸── 42/53 1.5it/s 27.9s<7.1s  61/200 68G 1.205 1.432 0.005664 684 640: 81% ━━━━━━━━━╸── 43/53 1.5it/s 28.6s<6.5s  61/200 68G 1.204 1.429 0.005653 668 640: 83% ━━━━━━━━━╸── 44/53 1.5it/s 29.2s<5.8s  61/200 68G 1.203 1.43 0.005657 550 640: 85% ━━━━━━━━━━── 45/53 1.5it/s 29.9s<5.2s  61/200 68G 1.203 1.428 0.00564 719 640: 87% ━━━━━━━━━━── 46/53 1.5it/s 30.5s<4.5s  61/200 68G 1.203 1.429 0.005654 617 640: 89% ━━━━━━━━━━╸─ 47/53 1.5it/s 31.2s<3.9s  61/200 68G 1.205 1.432 0.005658 695 640: 91% ━━━━━━━━━━╸─ 48/53 1.5it/s 31.8s<3.3s  61/200 68G 1.205 1.433 0.005658 620 640: 92% ━━━━━━━━━━━─ 49/53 1.5it/s 32.5s<2.6s  61/200 68G 1.205 1.432 0.005652 662 640: 94% ━━━━━━━━━━━─ 50/53 1.5it/s 33.1s<1.9s  61/200 68G 1.203 1.43 0.005654 561 640: 96% ━━━━━━━━━━━╸ 51/53 1.5it/s 33.8s<1.3s  61/200 68G 1.2 1.42 0.005623 87 640: 98% ━━━━━━━━━━━╸ 52/53 2.4it/s 34.0s<0.4s  61/200 68G 1.2 1.42 0.005623 87 640: 100% ━━━━━━━━━━━━ 53/53 1.6it/s 34.0s +  Class Images Instances Box(P R mAP50 mAP50-95): 100% ━━━━━━━━━━━━ 1/1 2.5it/s 0.4s + all 177 1609 0.764 0.711 0.723 0.469 + + Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size +  62/200 67.9G 1.23 1.472 0.006123 589 640: 0% ──────────── 0/53 0.7s  62/200 67.9G 1.247 1.489 0.005847 722 640: 2% ──────────── 1/53 2.2s/it 1.3s<1:52  62/200 67.9G 1.238 1.477 0.00581 648 640: 4% ──────────── 2/53 1.3s/it 1.9s<1:05  62/200 67.9G 1.21 1.428 0.005706 629 640: 6% ╸─────────── 3/53 1.0it/s 2.6s<49.3s  62/200 67.9G 1.208 1.41 0.005594 689 640: 8% ╸─────────── 4/53 1.2it/s 3.2s<41.7s  62/200 67.9G 1.212 1.414 0.00569 628 640: 9% ━─────────── 5/53 1.3it/s 3.9s<37.4s  62/200 67.9G 1.218 1.419 0.005595 679 640: 11% ━─────────── 6/53 1.4it/s 4.5s<34.5s  62/200 67.9G 1.218 1.419 0.005552 641 640: 13% ━╸────────── 7/53 1.4it/s 5.2s<32.5s  62/200 67.9G 1.22 1.441 0.005609 658 640: 15% ━╸────────── 8/53 1.5it/s 5.8s<30.9s  62/200 67.9G 1.217 1.441 0.005613 609 640: 17% ━━────────── 9/53 1.5it/s 6.5s<29.7s  62/200 67.9G 1.212 1.422 0.005565 690 640: 19% ━━────────── 10/53 1.5it/s 7.1s<28.7s  62/200 67.9G 1.212 1.422 0.005579 690 640: 21% ━━────────── 11/53 1.5it/s 7.8s<27.8s  62/200 67.9G 1.217 1.435 0.005648 657 640: 23% ━━╸───────── 12/53 1.5it/s 8.4s<26.9s  62/200 67.9G 1.217 1.439 0.005646 633 640: 25% ━━╸───────── 13/53 1.5it/s 9.1s<26.1s  62/200 67.9G 1.213 1.438 0.005653 573 640: 26% ━━━───────── 14/53 1.5it/s 9.7s<25.4s  62/200 67.9G 1.21 1.43 0.005647 567 640: 28% ━━━───────── 15/53 1.5it/s 10.4s<24.7s  62/200 67.9G 1.209 1.423 0.005614 618 640: 30% ━━━╸──────── 16/53 1.5it/s 11.0s<24.0s  62/200 67.9G 1.205 1.412 0.005587 565 640: 32% ━━━╸──────── 17/53 1.5it/s 11.7s<23.3s  62/200 67.9G 1.207 1.412 0.005602 689 640: 34% ━━━━──────── 18/53 1.5it/s 12.3s<22.9s  62/200 67.9G 1.207 1.415 0.005557 747 640: 36% ━━━━──────── 19/53 1.5it/s 13.0s<22.2s  62/200 67.9G 1.207 1.42 0.005559 718 640: 38% ━━━━╸─────── 20/53 1.5it/s 13.6s<21.5s  62/200 67.9G 1.21 1.428 0.005546 742 640: 40% ━━━━╸─────── 21/53 1.5it/s 14.3s<20.8s  62/200 67.9G 1.21 1.424 0.005525 699 640: 42% ━━━━╸─────── 22/53 1.5it/s 14.9s<20.1s  62/200 67.9G 1.209 1.423 0.005537 727 640: 43% ━━━━━─────── 23/53 1.5it/s 15.6s<19.5s  62/200 67.9G 1.209 1.424 0.005528 756 640: 45% ━━━━━─────── 24/53 1.5it/s 16.2s<18.8s  62/200 67.9G 1.214 1.43 0.00551 781 640: 47% ━━━━━╸────── 25/53 1.5it/s 16.9s<18.2s  62/200 67.9G 1.212 1.425 0.005519 619 640: 49% ━━━━━╸────── 26/53 1.5it/s 17.5s<17.5s  62/200 67.9G 1.21 1.418 0.005504 661 640: 51% ━━━━━━────── 27/53 1.5it/s 18.2s<16.9s  62/200 67.9G 1.21 1.418 0.005499 567 640: 53% ━━━━━━────── 28/53 1.5it/s 18.8s<16.2s  62/200 67.9G 1.209 1.417 0.005522 622 640: 55% ━━━━━━╸───── 29/53 1.5it/s 19.5s<15.5s  62/200 67.9G 1.212 1.424 0.005541 743 640: 57% ━━━━━━╸───── 30/53 1.5it/s 20.1s<14.9s  62/200 67.9G 1.211 1.423 0.00553 672 640: 58% ━━━━━━���───── 31/53 1.5it/s 20.7s<14.2s  62/200 67.9G 1.212 1.424 0.005533 662 640: 60% ━━━━━━━───── 32/53 1.5it/s 21.4s<13.6s  62/200 67.9G 1.211 1.424 0.00554 588 640: 62% ━━━━━━━───── 33/53 1.5it/s 22.0s<12.9s  62/200 67.9G 1.211 1.423 0.005539 677 640: 64% ━━━━━━━╸──── 34/53 1.5it/s 22.7s<12.3s  62/200 67.9G 1.21 1.42 0.005518 737 640: 66% ━━━━━━━╸──── 35/53 1.5it/s 23.3s<11.7s  62/200 67.9G 1.208 1.419 0.005546 524 640: 68% ━━━━━━━━──── 36/53 1.5it/s 24.0s<11.0s  62/200 67.9G 1.208 1.415 0.005523 682 640: 70% ━━━━━━━━──── 37/53 1.5it/s 24.6s<10.4s  62/200 67.9G 1.208 1.42 0.005518 711 640: 72% ━━━━━━━━╸─── 38/53 1.5it/s 25.3s<9.7s  62/200 67.9G 1.208 1.421 0.005518 684 640: 74% ━━━━━━━━╸─── 39/53 1.5it/s 25.9s<9.0s  62/200 67.9G 1.208 1.421 0.005513 644 640: 75% ━━━━━━━━━─── 40/53 1.5it/s 26.6s<8.4s  62/200 67.9G 1.206 1.417 0.005516 618 640: 77% ━━━━━━━━━─── 41/53 1.5it/s 27.2s<7.8s  62/200 67.9G 1.206 1.416 0.005499 688 640: 79% ━━━━━━━━━╸── 42/53 1.5it/s 27.9s<7.1s  62/200 67.9G 1.206 1.417 0.005502 597 640: 81% ━━━━━━━━━╸── 43/53 1.5it/s 28.5s<6.5s  62/200 67.9G 1.205 1.417 0.005497 639 640: 83% ━━━━━━━━━╸── 44/53 1.5it/s 29.2s<5.8s  62/200 67.9G 1.204 1.415 0.005508 635 640: 85% ━━━━━━━━━━── 45/53 1.6it/s 29.8s<5.2s  62/200 67.9G 1.204 1.413 0.005497 648 640: 87% ━━━━━━━━━━── 46/53 1.5it/s 30.4s<4.5s  62/200 67.9G 1.205 1.415 0.005501 749 640: 89% ━━━━━━━━━━╸─ 47/53 1.5it/s 31.1s<3.9s  62/200 67.9G 1.205 1.415 0.005499 686 640: 91% ━━━━━━━━━━╸─ 48/53 1.5it/s 31.7s<3.2s  62/200 67.9G 1.204 1.412 0.005494 686 640: 92% ━━━━━━━━━━━─ 49/53 1.5it/s 32.4s<2.6s  62/200 67.9G 1.205 1.413 0.005497 699 640: 94% ━━━━━━━━━━━─ 50/53 1.5it/s 33.0s<1.9s  62/200 67.9G 1.206 1.412 0.005493 687 640: 96% ━━━━━━━━━━━╸ 51/53 1.5it/s 33.7s<1.3s  62/200 67.9G 1.205 1.415 0.005594 54 640: 98% ━━━━━━━━━━━╸ 52/53 2.5it/s 33.9s<0.4s  62/200 67.9G 1.205 1.415 0.005594 54 640: 100% ━━━━━━━━━━━━ 53/53 1.6it/s 33.9s +  Class Images Instances Box(P R mAP50 mAP50-95): 100% ━━━━━━━━━━━━ 1/1 2.5it/s 0.4s + all 177 1609 0.745 0.681 0.716 0.458 + + Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size +  63/200 68.3G 1.257 1.336 0.00599 554 640: 0% ──────────── 0/53 0.6s  63/200 68.3G 1.223 1.365 0.005869 561 640: 2% ──────────── 1/53 2.2s/it 1.3s<1:52  63/200 68.3G 1.214 1.37 0.005829 669 640: 4% ──────────── 2/53 1.3s/it 1.9s<1:05  63/200 68.3G 1.231 1.382 0.005777 777 640: 6% ╸─────────── 3/53 1.0it/s 2.6s<49.4s  63/200 68.3G 1.236 1.419 0.005879 658 640: 8% ╸─────────── 4/53 1.2it/s 3.2s<41.9s  63/200 68.3G 1.243 1.438 0.005965 625 640: 9% ━─────────── 5/53 1.3it/s 3.9s<37.4s  63/200 68.3G 1.226 1.415 0.005857 687 640: 11% ━─────────── 6/53 1.4it/s 4.5s<34.5s  63/200 68.3G 1.219 1.398 0.005704 629 640: 13% ━╸────────── 7/53 1.4it/s 5.2s<32.5s  63/200 68.3G 1.207 1.389 0.005707 608 640: 15% ━╸────────── 8/53 1.5it/s 5.8s<30.9s  63/200 68.3G 1.21 1.391 0.005737 640 640: 17% ━━────────── 9/53 1.5it/s 6.5s<29.7s  63/200 68.3G 1.213 1.406 0.005695 718 640: 19% ━━────────── 10/53 1.5it/s 7.1s<28.6s  63/200 68.3G 1.209 1.405 0.005769 556 640: 21% ━━────────── 11/53 1.5it/s 7.8s<27.7s  63/200 68.3G 1.208 1.398 0.005708 593 640: 23% ━━╸───────── 12/53 1.5it/s 8.4s<26.9s  63/200 68.3G 1.211 1.407 0.005742 615 640: 25% ━━╸───────── 13/53 1.5it/s 9.1s<26.1s  63/200 68.3G 1.212 1.405 0.005718 598 640: 26% ━━━───────── 14/53 1.5it/s 9.7s<25.4s  63/200 68.3G 1.213 1.409 0.005729 670 640: 28% ━━━───────── 15/53 1.5it/s 10.4s<24.7s  63/200 68.3G 1.21 1.402 0.005735 617 640: 30% ━━━╸──────── 16/53 1.5it/s 11.0s<24.0s  63/200 68.3G 1.209 1.403 0.005684 677 640: 32% ━━━╸──────── 17/53 1.5it/s 11.7s<23.4s  63/200 68.3G 1.207 1.407 0.005708 537 640: 34% ━━━━──────── 18/53 1.5it/s 12.3s<22.7s  63/200 68.3G 1.205 1.4 0.005715 582 640: 36% ━━━━──────── 19/53 1.5it/s 13.0s<22.0s  63/200 68.3G 1.206 1.402 0.005705 783 640: 38% ━━━━╸─────── 20/53 1.5it/s 13.6s<21.4s  63/200 68.3G 1.206 1.4 0.005706 611 640: 40% ━━━━╸─────── 21/53 1.5it/s 14.2s<20.7s  63/200 68.3G 1.206 1.398 0.005674 627 640: 42% ━━━━╸─────── 22/53 1.5it/s 14.9s<20.1s  63/200 68.3G 1.206 1.406 0.005692 631 640: 43% ━━━━━─────── 23/53 1.5it/s 15.5s<19.4s  63/200 68.3G 1.206 1.407 0.005705 609 640: 45% ━━━━━─────── 24/53 1.5it/s 16.2s<18.8s  63/200 68.3G 1.207 1.402 0.005706 637 640: 47% ━━━━━╸────── 25/53 1.5it/s 16.9s<18.3s  63/200 68.3G 1.208 1.399 0.005712 641 640: 49% ━━━━━╸────── 26/53 1.5it/s 17.5s<17.6s  63/200 68.3G 1.208 1.398 0.005714 676 640: 51% ━━━━━━────── 27/53 1.5it/s 18.2s<16.9s  63/200 68.3G 1.208 1.395 0.005704 625 640: 53% ━━━━━━────── 28/53 1.5it/s 18.8s<16.3s  63/200 68.3G 1.208 1.394 0.005668 747 640: 55% ━━━━━━╸───── 29/53 1.5it/s 19.5s<15.7s  63/200 68.3G 1.207 1.396 0.005651 686 640: 57% ━━━━━━╸───── 30/53 1.5it/s 20.1s<15.0s  63/200 68.3G 1.207 1.397 0.005664 572 640: 58% ━━━━━━━───── 31/53 1.5it/s 20.8s<14.3s  63/200 68.3G 1.208 1.401 0.00568 630 640: 60% ━━━━━━━───── 32/53 1.5it/s 21.4s<13.6s  63/200 68.3G 1.208 1.404 0.005678 722 640: 62% ━━━━━━━───── 33/53 1.5it/s 22.1s<13.0s  63/200 68.3G 1.209 1.402 0.005677 625 640: 64% ━━━━━━━╸──── 34/53 1.5it/s 22.7s<12.3s  63/200 68.3G 1.212 1.407 0.005671 759 640: 66% ━━━━━━━╸──── 35/53 1.5it/s 23.4s<11.7s  63/200 68.3G 1.212 1.404 0.005663 640 640: 68% ━━━━━━━━──── 36/53 1.5it/s 24.0s<11.0s  63/200 68.3G 1.216 1.413 0.005676 733 640: 70% ━━━━━━━━──── 37/53 1.5it/s 24.7s<10.4s  63/200 68.3G 1.216 1.414 0.005675 621 640: 72% ━━━━━━━━╸─── 38/53 1.5it/s 25.3s<9.8s  63/200 68.3G 1.215 1.413 0.005671 619 640: 74% ━━━━━━━━╸─── 39/53 1.5it/s 26.0s<9.1s  63/200 68.3G 1.215 1.413 0.005665 654 640: 75% ━━━━━━━━━─── 40/53 1.5it/s 26.6s<8.4s  63/200 68.3G 1.215 1.416 0.00566 675 640: 77% ━━━━━━━━━─── 41/53 1.5it/s 27.3s<7.8s  63/200 68.3G 1.212 1.412 0.005635 650 640: 79% ━━━━━━━━━╸── 42/53 1.5it/s 27.9s<7.1s  63/200 68.3G 1.211 1.408 0.00563 570 640: 81% ━━━━━━━━━╸── 43/53 1.5it/s 28.6s<6.5s  63/200 68.3G 1.211 1.411 0.005623 654 640: 83% ━━━━━━━━━╸── 44/53 1.5it/s 29.2s<5.8s  63/200 68.3G 1.211 1.413 0.005622 607 640: 85% ━━━━━━━━━━── 45/53 1.5it/s 29.9s<5.2s  63/200 68.3G 1.209 1.411 0.005611 600 640: 87% ━━━━━━━━━━── 46/53 1.5it/s 30.5s<4.5s  63/200 68.3G 1.21 1.412 0.005623 631 640: 89% ━━━━━━━━━━╸─ 47/53 1.5it/s 31.2s<3.9s  63/200 68.3G 1.21 1.415 0.005634 702 640: 91% ━━━━━━━━━━╸─ 48/53 1.5it/s 31.8s<3.3s  63/200 68.3G 1.209 1.415 0.005623 718 640: 92% ━━━━━━━━━━━─ 49/53 1.5it/s 32.5s<2.6s  63/200 68.3G 1.209 1.414 0.005623 599 640: 94% ━━━━━━━━━━━─ 50/53 1.5it/s 33.1s<1.9s  63/200 68.3G 1.21 1.415 0.005619 844 640: 96% ━━━━━━━━━━━╸ 51/53 1.5it/s 33.8s<1.3s  63/200 68.3G 1.21 1.418 0.005599 69 640: 98% ━━━━━━━━━━━╸ 52/53 2.4it/s 34.0s<0.4s  63/200 68.3G 1.21 1.418 0.005599 69 640: 100% ━━━━━━━━━━━━ 53/53 1.6it/s 34.0s +  Class Images Instances Box(P R mAP50 mAP50-95): 100% ━━━━━━━━━━━━ 1/1 2.5it/s 0.4s + all 177 1609 0.697 0.727 0.72 0.474 + + Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size +  64/200 67.1G 1.246 1.636 0.005606 645 640: 0% ──────────── 0/53 0.7s  64/200 67.1G 1.24 1.574 0.005676 667 640: 2% ──────────── 1/53 2.2s/it 1.3s<1:53  64/200 67.1G 1.231 1.495 0.005954 572 640: 4% ──────────── 2/53 1.3s/it 1.9s<1:05  64/200 67.1G 1.23 1.487 0.005777 646 640: 6% ╸─────────── 3/53 1.0it/s 2.6s<49.1s  64/200 67.1G 1.209 1.441 0.005741 642 640: 8% ╸─────────── 4/53 1.2it/s 3.2s<41.7s  64/200 67.1G 1.205 1.422 0.005696 591 640: 9% ━─────────── 5/53 1.3it/s 3.9s<37.3s  64/200 67.1G 1.199 1.409 0.005765 625 640: 11% ━─────────── 6/53 1.4it/s 4.5s<34.4s  64/200 67.1G 1.198 1.421 0.005784 673 640: 13% ━╸────────── 7/53 1.4it/s 5.2s<32.5s  64/200 67.1G 1.2 1.422 0.005833 621 640: 15% ━╸────────── 8/53 1.5it/s 5.8s<30.9s  64/200 67.1G 1.205 1.426 0.005841 664 640: 17% ━━────────── 9/53 1.5it/s 6.5s<29.7s  64/200 67.1G 1.209 1.425 0.005765 724 640: 19% ━━────────── 10/53 1.5it/s 7.1s<28.8s  64/200 67.1G 1.212 1.434 0.005706 668 640: 21% ━━────────── 11/53 1.5it/s 7.8s<27.9s  64/200 67.1G 1.215 1.428 0.005685 658 640: 23% ━━╸───────── 12/53 1.5it/s 8.4s<27.0s  64/200 67.1G 1.221 1.437 0.005692 713 640: 25% ━━╸───────── 13/53 1.5it/s 9.1s<26.3s  64/200 67.1G 1.22 1.433 0.005692 700 640: 26% ━━━───────── 14/53 1.5it/s 9.7s<25.5s  64/200 67.1G 1.218 1.428 0.005696 582 640: 28% ━━━───────── 15/53 1.5it/s 10.4s<24.7s  64/200 67.1G 1.217 1.431 0.005719 698 640: 30% ━━━╸──────── 16/53 1.5it/s 11.0s<24.0s  64/200 67.1G 1.216 1.432 0.005738 707 640: 32% ━━━╸──────── 17/53 1.5it/s 11.7s<23.6s  64/200 67.1G 1.212 1.425 0.005686 626 640: 34% ━━━━──────── 18/53 1.5it/s 12.3s<22.9s  64/200 67.1G 1.212 1.432 0.005653 784 640: 36% ━━━━──────── 19/53 1.5it/s 13.0s<22.2s  64/200 67.1G 1.22 1.441 0.005671 717 640: 38% ━━━━╸─────── 20/53 1.5it/s 13.6s<21.5s  64/200 67.1G 1.219 1.443 0.005693 614 640: 40% ━━━━╸─────── 21/53 1.5it/s 14.3s<20.8s  64/200 67.1G 1.218 1.442 0.005691 661 640: 42% ━━━━╸─────── 22/53 1.5it/s 14.9s<20.2s  64/200 67.1G 1.219 1.439 0.005702 623 640: 43% ━━━━━─────── 23/53 1.5it/s 15.6s<19.5s  64/200 67.1G 1.216 1.432 0.005695 628 640: 45% ━━━━━─────── 24/53 1.5it/s 16.2s<18.8s  64/200 67.1G 1.214 1.43 0.005715 603 640: 47% ━━━━━╸────── 25/53 1.5it/s 16.9s<18.2s  64/200 67.1G 1.213 1.427 0.00568 645 640: 49% ━━━━━╸────── 26/53 1.5it/s 17.5s<17.5s  64/200 67.1G 1.213 1.427 0.005692 614 640: 51% ━━━━━━────── 27/53 1.5it/s 18.2s<16.9s  64/200 67.1G 1.215 1.43 0.005699 673 640: 53% ━━━━━━────── 28/53 1.5it/s 18.8s<16.2s  64/200 67.1G 1.215 1.429 0.005689 671 640: 55% ━━━━━━╸───── 29/53 1.5it/s 19.5s<15.5s  64/200 67.1G 1.217 1.428 0.005695 752 640: 57% ━━━━━━╸───── 30/53 1.5it/s 20.1s<14.9s  64/200 67.1G 1.215 1.425 0.005676 675 640: 58% ━━━━━━━───── 31/53 1.5it/s 20.8s<14.3s  64/200 67.1G 1.217 1.426 0.005657 735 640: 60% ━━━━━━━───── 32/53 1.5it/s 21.4s<13.6s  64/200 67.1G 1.219 1.426 0.005654 654 640: 62% ━━━━━━━───── 33/53 1.5it/s 22.1s<13.0s  64/200 67.1G 1.216 1.422 0.005668 563 640: 64% ━━━━━━━╸──── 34/53 1.5it/s 22.7s<12.3s  64/200 67.1G 1.214 1.418 0.00565 614 640: 66% ━━━━━━━╸──── 35/53 1.5it/s 23.4s<11.6s  64/200 67.1G 1.212 1.416 0.005626 704 640: 68% ━━━━━━━━──── 36/53 1.5it/s 24.0s<11.0s  64/200 67.1G 1.21 1.413 0.005621 586 640: 70% ━━━━━━━━──── 37/53 1.5it/s 24.6s<10.3s  64/200 67.1G 1.21 1.409 0.005604 574 640: 72% ━━━━━━━━╸─── 38/53 1.5it/s 25.3s<9.7s  64/200 67.1G 1.208 1.405 0.005597 607 640: 74% ━━━━━━━━╸─── 39/53 1.5it/s 25.9s<9.1s  64/200 67.1G 1.207 1.402 0.005595 665 640: 75% ━━━━━━━━━─── 40/53 1.5it/s 26.6s<8.4s  64/200 67.1G 1.207 1.402 0.005595 654 640: 77% ━━━━━━━━━─── 41/53 1.5it/s 27.2s<7.8s  64/200 67.1G 1.207 1.402 0.005582 623 640: 79% ━━━━━━━━━╸── 42/53 1.5it/s 27.9s<7.1s  64/200 67.1G 1.209 1.403 0.005597 668 640: 81% ━━━━━━━━━╸── 43/53 1.5it/s 28.5s<6.5s  64/200 67.1G 1.21 1.405 0.005603 688 640: 83% ━━━━━━━━━╸── 44/53 1.5it/s 29.2s<5.8s  64/200 67.1G 1.21 1.404 0.005594 606 640: 85% ━━━━━━━━━━── 45/53 1.5it/s 29.8s<5.2s  64/200 67.1G 1.209 1.4 0.005594 660 640: 87% ━━━━━━━━━━── 46/53 1.5it/s 30.5s<4.5s  64/200 67.1G 1.208 1.4 0.005578 691 640: 89% ━━━━━━━━━━╸─ 47/53 1.5it/s 31.1s<3.9s  64/200 67.1G 1.207 1.402 0.005572 659 640: 91% ━━━━━━━━━━╸─ 48/53 1.5it/s 31.8s<3.2s  64/200 67.1G 1.206 1.402 0.005574 598 640: 92% ━━━━━━━━━━━─ 49/53 1.5it/s 32.4s<2.6s  64/200 67.1G 1.207 1.406 0.005584 667 640: 94% ━━━━━━━━━━━─ 50/53 1.5it/s 33.1s<1.9s  64/200 67.1G 1.206 1.405 0.005577 698 640: 96% ━━━━━━━━━━━╸ 51/53 1.5it/s 33.7s<1.3s  64/200 67.1G 1.207 1.413 0.00556 111 640: 98% ━━━━━━━━━━━╸ 52/53 2.5it/s 33.9s<0.4s  64/200 67.1G 1.207 1.413 0.00556 111 640: 100% ━━━━━━━━━━━━ 53/53 1.6it/s 33.9s +  Class Images Instances Box(P R mAP50 mAP50-95): 100% ━━━━━━━━━━━━ 1/1 2.5it/s 0.4s + all 177 1609 0.721 0.675 0.713 0.464 + + Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size +  65/200 68.3G 1.172 1.444 0.005908 597 640: 0% ──────────── 0/53 0.6s  65/200 68.3G 1.207 1.449 0.005809 658 640: 2% ──────���───── 1/53 2.2s/it 1.3s<1:52  65/200 68.3G 1.187 1.454 0.005667 649 640: 4% ──────────── 2/53 1.3s/it 1.9s<1:05  65/200 68.3G 1.182 1.416 0.005641 595 640: 6% ╸─────────── 3/53 1.0it/s 2.6s<49.3s  65/200 68.3G 1.186 1.438 0.005754 582 640: 8% ╸─────────── 4/53 1.2it/s 3.3s<42.4s  65/200 68.3G 1.211 1.48 0.005819 768 640: 9% ━─────────── 5/53 1.3it/s 3.9s<38.2s  65/200 68.3G 1.208 1.479 0.005756 685 640: 11% ━─────────── 6/53 1.3it/s 4.6s<35.1s  65/200 68.3G 1.212 1.468 0.005675 692 640: 13% ━╸────────── 7/53 1.4it/s 5.2s<32.9s  65/200 68.3G 1.21 1.448 0.00565 704 640: 15% ━╸────────── 8/53 1.4it/s 5.9s<31.2s  65/200 68.3G 1.214 1.455 0.005585 825 640: 17% ━━────────── 9/53 1.5it/s 6.5s<29.9s  65/200 68.3G 1.211 1.449 0.00559 621 640: 19% ━━────────── 10/53 1.5it/s 7.2s<28.8s  65/200 68.3G 1.208 1.457 0.005597 632 640: 21% ━━────────── 11/53 1.5it/s 7.8s<27.8s  65/200 68.3G 1.213 1.469 0.005654 691 640: 23% ━━╸───────── 12/53 1.5it/s 8.5s<27.0s  65/200 68.3G 1.213 1.456 0.005624 697 640: 25% ━━╸───────── 13/53 1.5it/s 9.1s<26.2s  65/200 68.3G 1.212 1.457 0.005617 637 640: 26% ━━━───────── 14/53 1.5it/s 9.8s<25.4s  65/200 68.3G 1.21 1.456 0.005621 654 640: 28% ━━━───────── 15/53 1.5it/s 10.4s<24.7s  65/200 68.3G 1.211 1.457 0.005605 722 640: 30% ━━━╸──────── 16/53 1.5it/s 11.1s<24.0s  65/200 68.3G 1.211 1.455 0.005622 621 640: 32% ━━━╸──────── 17/53 1.5it/s 11.7s<23.4s  65/200 68.3G 1.21 1.45 0.005607 628 640: 34% ━━━━──────── 18/53 1.5it/s 12.3s<22.7s  65/200 68.3G 1.21 1.453 0.005603 669 640: 36% ━━━━──────── 19/53 1.5it/s 13.0s<22.0s  65/200 68.3G 1.214 1.457 0.005595 752 640: 38% ━━━━╸─────── 20/53 1.5it/s 13.6s<21.4s  65/200 68.3G 1.213 1.453 0.005571 655 640: 40% ━━━━╸─────── 21/53 1.5it/s 14.3s<20.8s  65/200 68.3G 1.208 1.444 0.005535 584 640: 42% ━━━━╸─────── 22/53 1.5it/s 14.9s<20.1s  65/200 68.3G 1.206 1.442 0.00554 629 640: 43% ━━━━━─────── 23/53 1.5it/s 15.6s<19.4s  65/200 68.3G 1.21 1.445 0.00552 790 640: 45% ━━━━━─────── 24/53 1.5it/s 16.2s<18.8s  65/200 68.3G 1.209 1.441 0.00552 551 640: 47% ━━━━━╸────── 25/53 1.5it/s 16.9s<18.1s  65/200 68.3G 1.208 1.438 0.005549 542 640: 49% ━━━━━╸────── 26/53 1.5it/s 17.5s<17.4s  65/200 68.3G 1.207 1.431 0.005551 657 640: 51% ━━━━━━────── 27/53 1.5it/s 18.2s<16.8s  65/200 68.3G 1.204 1.428 0.005531 559 640: 53% ━━━━━━────── 28/53 1.5it/s 18.8s<16.1s  65/200 68.3G 1.203 1.427 0.005521 761 640: 55% ━━━━━━╸───── 29/53 1.5it/s 19.5s<15.5s  65/200 68.3G 1.205 1.43 0.005506 817 640: 57% ━━━━━━╸───── 30/53 1.5it/s 20.1s<14.9s  65/200 68.3G 1.201 1.419 0.005503 602 640: 58% ━━━━━━━───── 31/53 1.5it/s 20.8s<14.2s  65/200 68.3G 1.202 1.415 0.005505 584 640: 60% ━━━━━━━───── 32/53 1.5it/s 21.4s<13.6s  65/200 68.3G 1.202 1.419 0.005508 722 640: 62% ━━━━━━━───── 33/53 1.5it/s 22.1s<13.0s  65/200 68.3G 1.203 1.419 0.005495 734 640: 64% ━━━━━━━╸──── 34/53 1.5it/s 22.7s<12.3s  65/200 68.3G 1.204 1.418 0.005505 663 640: 66% ━━━━━━━╸──── 35/53 1.5it/s 23.4s<11.7s  65/200 68.3G 1.203 1.418 0.005495 652 640: 68% ━━━━━━━━──── 36/53 1.5it/s 24.0s<11.0s  65/200 68.3G 1.205 1.42 0.005476 754 640: 70% ━━━━━━━━──── 37/53 1.5it/s 24.7s<10.4s  65/200 68.3G 1.206 1.419 0.005479 678 640: 72% ━━━━━━━━╸─── 38/53 1.5it/s 25.3s<9.7s  65/200 68.3G 1.204 1.415 0.005478 618 640: 74% ━━━━━━━━╸─── 39/53 1.5it/s 26.0s<9.1s  65/200 68.3G 1.201 1.411 0.00547 551 640: 75% ━━━━━━━━━─── 40/53 1.5it/s 26.6s<8.4s  65/200 68.3G 1.201 1.411 0.005476 618 640: 77% ━━━━━━━━━─── 41/53 1.5it/s 27.3s<7.8s  65/200 68.3G 1.199 1.406 0.00548 637 640: 79% ━━━━━━━━━╸── 42/53 1.5it/s 27.9s<7.1s  65/200 68.3G 1.198 1.404 0.005475 583 640: 81% ━━━━━━━━━╸── 43/53 1.5it/s 28.5s<6.5s  65/200 68.3G 1.197 1.403 0.005478 587 640: 83% ━━━━━━━━━╸── 44/53 1.5it/s 29.2s<5.8s  65/200 68.3G 1.196 1.401 0.005465 595 640: 85% ━━━━━━━━━━── 45/53 1.5it/s 29.8s<5.2s  65/200 68.3G 1.194 1.399 0.005467 611 640: 87% ━━━━━━━━━━── 46/53 1.5it/s 30.5s<4.5s  65/200 68.3G 1.192 1.396 0.005466 664 640: 89% ━━━━━━━━━━╸─ 47/53 1.6it/s 31.1s<3.9s  65/200 68.3G 1.192 1.395 0.005475 665 640: 91% ━━━━━━━━━━╸─ 48/53 1.6it/s 31.8s<3.2s  65/200 68.3G 1.193 1.397 0.005478 708 640: 92% ━━━━━━━━━━━─ 49/53 1.5it/s 32.4s<2.6s  65/200 68.3G 1.193 1.398 0.005484 623 640: 94% ━━━━━━━━━━━─ 50/53 1.5it/s 33.1s<1.9s  65/200 68.3G 1.193 1.398 0.005485 623 640: 96% ━━━━━━━━━━━╸ 51/53 1.5it/s 33.7s<1.3s  65/200 68.3G 1.191 1.386 0.005478 67 640: 98% ━━━━━━━━━━━╸ 52/53 2.4it/s 33.9s<0.4s  65/200 68.3G 1.191 1.386 0.005478 67 640: 100% ━━━━━━━━━━━━ 53/53 1.6it/s 33.9s +  Class Images Instances Box(P R mAP50 mAP50-95): 100% ━━━━━━━━━━━━ 1/1 2.5it/s 0.4s + all 177 1609 0.724 0.687 0.727 0.464 + + Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size +  66/200 68.3G 1.133 1.343 0.005123 553 640: 0% ──────────── 0/53 0.6s  66/200 68.3G 1.182 1.461 0.005521 700 640: 2% ──────────── 1/53 2.2s/it 1.3s<1:53  66/200 68.3G 1.2 1.439 0.005453 663 640: 4% ──────────── 2/53 1.3s/it 1.9s<1:05  66/200 68.3G 1.183 1.395 0.005466 603 640: 6% ╸─────────── 3/53 1.0it/s 2.6s<49.3s  66/200 68.3G 1.2 1.402 0.005516 646 640: 8% ╸─────────── 4/53 1.2it/s 3.2s<41.9s  66/200 68.3G 1.198 1.395 0.005434 753 640: 9% ━─────────── 5/53 1.3it/s 3.9s<37.5s  66/200 68.3G 1.201 1.394 0.005373 725 640: 11% ━─────────── 6/53 1.4it/s 4.5s<34.6s  66/200 68.3G 1.195 1.392 0.005381 782 640: 13% ━╸────────── 7/53 1.4it/s 5.2s<32.7s  66/200 68.3G 1.207 1.407 0.005414 736 640: 15% ━╸────────── 8/53 1.4it/s 5.9s<31.2s  66/200 68.3G 1.2 1.384 0.005388 616 640: 17% ━━────────── 9/53 1.5it/s 6.5s<29.8s  66/200 68.3G 1.201 1.388 0.005375 700 640: 19% ━━────────── 10/53 1.5it/s 7.1s<28.7s  66/200 68.3G 1.193 1.375 0.005326 672 640: 21% ━━────────── 11/53 1.5it/s 7.8s<27.8s  66/200 68.3G 1.196 1.378 0.005355 662 640: 23% ━━╸───────── 12/53 1.5it/s 8.4s<26.9s  66/200 68.3G 1.194 1.379 0.00536 685 640: 25% ━━╸───────── 13/53 1.5it/s 9.1s<26.1s  66/200 68.3G 1.186 1.36 0.00536 552 640: 26% ━━━───────── 14/53 1.5it/s 9.7s<25.3s  66/200 68.3G 1.185 1.357 0.005328 623 640: 28% ━━━───────── 15/53 1.5it/s 10.4s<24.7s  66/200 68.3G 1.186 1.359 0.005368 587 640: 30% ━━━╸──────── 16/53 1.5it/s 11.0s<24.0s  66/200 68.3G 1.187 1.356 0.005406 668 640: 32% ━━━╸──────── 17/53 1.5it/s 11.7s<23.3s  66/200 68.3G 1.185 1.35 0.005434 585 640: 34% ━━━━──────── 18/53 1.5it/s 12.3s<22.6s  66/200 68.3G 1.185 1.355 0.005422 668 640: 36% ━━━━──────── 19/53 1.5it/s 13.0s<22.0s  66/200 68.3G 1.183 1.352 0.005455 546 640: 38% ━━━━╸─────── 20/53 1.5it/s 13.6s<21.4s  66/200 68.3G 1.181 1.349 0.005428 626 640: 40% ━━━━╸─────── 21/53 1.5it/s 14.3s<20.7s  66/200 68.3G 1.181 1.354 0.005443 591 640: 42% ━━━━╸─────── 22/53 1.5it/s 14.9s<20.1s  66/200 68.3G 1.182 1.355 0.005445 654 640: 43% ━━━━━─────── 23/53 1.5it/s 15.6s<19.4s  66/200 68.3G 1.183 1.355 0.005422 680 640: 45% ━━━━━─────── 24/53 1.5it/s 16.2s<18.8s  66/200 68.3G 1.183 1.352 0.005428 663 640: 47% ━━━━━╸────── 25/53 1.5it/s 16.8s<18.1s  66/200 68.3G 1.183 1.354 0.005434 710 640: 49% ━━━━━╸────── 26/53 1.5it/s 17.5s<17.5s  66/200 68.3G 1.184 1.355 0.00543 752 640: 51% ━━━━━━────── 27/53 1.5it/s 18.1s<16.9s  66/200 68.3G 1.184 1.352 0.005424 710 640: 53% ━━━━━━────── 28/53 1.5it/s 18.8s<16.2s  66/200 68.3G 1.182 1.349 0.005427 610 640: 55% ━━━━━━╸───── 29/53 1.5it/s 19.4s<15.6s  66/200 68.3G 1.184 1.355 0.005433 648 640: 57% ━━━━━━╸───── 30/53 1.5it/s 20.1s<15.0s  66/200 68.3G 1.184 1.353 0.00543 591 640: 58% ━━━━━━━───── 31/53 1.5it/s 20.7s<14.3s  66/200 68.3G 1.186 1.351 0.00542 755 640: 60% ━━━━━━━───── 32/53 1.5it/s 21.4s<13.6s  66/200 68.3G 1.184 1.349 0.005416 658 640: 62% ━━━━━━━───── 33/53 1.5it/s 22.0s<13.0s  66/200 68.3G 1.184 1.349 0.005402 659 640: 64% ━━━━━━━╸──── 34/53 1.5it/s 22.7s<12.3s  66/200 68.3G 1.184 1.35 0.005395 660 640: 66% ━━━━━━━╸──── 35/53 1.5it/s 23.3s<11.7s  66/200 68.3G 1.184 1.348 0.00539 760 640: 68% ━━━━━━━━──── 36/53 1.5it/s 24.0s<11.1s  66/200 68.3G 1.182 1.342 0.005379 613 640: 70% ━━━━━━━━──── 37/53 1.5it/s 24.6s<10.4s  66/200 68.3G 1.183 1.346 0.00537 627 640: 72% ━━━━━━━━╸─── 38/53 1.5it/s 25.3s<9.8s  66/200 68.3G 1.182 1.347 0.005372 586 640: 74% ━━━━━━━━╸─── 39/53 1.5it/s 25.9s<9.1s  66/200 68.3G 1.182 1.344 0.005379 629 640: 75% ━━━━━━━━━─── 40/53 1.5it/s 26.6s<8.5s  66/200 68.3G 1.182 1.342 0.005372 715 640: 77% ━━━━━━━━━─── 41/53 1.5it/s 27.2s<7.8s  66/200 68.3G 1.18 1.34 0.005365 673 640: 79% ━━━━━━━━━╸── 42/53 1.5it/s 27.9s<7.1s  66/200 68.3G 1.18 1.342 0.005374 639 640: 81% ━━━━━━━━━╸── 43/53 1.5it/s 28.5s<6.5s  66/200 68.3G 1.181 1.345 0.005372 743 640: 83% ━━━━━━━━━╸── 44/53 1.5it/s 29.2s<5.9s  66/200 68.3G 1.181 1.35 0.005391 642 640: 85% ━━━━━━━━━━── 45/53 1.5it/s 29.8s<5.2s  66/200 68.3G 1.181 1.353 0.005399 568 640: 87% ━━━━━━━━━━── 46/53 1.5it/s 30.5s<4.5s  66/200 68.3G 1.18 1.352 0.005391 638 640: 89% ━━━━━━━━━━╸─ 47/53 1.5it/s 31.1s<3.9s  66/200 68.3G 1.181 1.355 0.005382 701 640: 91% ━━━━━━━━━━╸─ 48/53 1.5it/s 31.8s<3.2s  66/200 68.3G 1.183 1.357 0.005376 749 640: 92% ━━━━━━━━━━━─ 49/53 1.5it/s 32.4s<2.6s  66/200 68.3G 1.184 1.359 0.005367 732 640: 94% ━━━━━━━━━━━─ 50/53 1.5it/s 33.1s<1.9s  66/200 68.3G 1.182 1.356 0.005376 560 640: 96% ━━━━━━━━━━━╸ 51/53 1.5it/s 33.7s<1.3s  66/200 68.3G 1.186 1.362 0.005389 128 640: 98% ━━━━━━━━━━━╸ 52/53 2.4it/s 33.9s<0.4s  66/200 68.3G 1.186 1.362 0.005389 128 640: 100% ━━━━━━━━━━━━ 53/53 1.6it/s 33.9s +  Class Images Instances Box(P R mAP50 mAP50-95): 100% ━━━━━━━━━━━━ 1/1 2.5it/s 0.4s + all 177 1609 0.739 0.682 0.697 0.462 + + Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size +  67/200 67.9G 1.216 1.474 0.005571 680 640: 0% ──────────── 0/53 0.6s  67/200 67.9G 1.185 1.4 0.005458 648 640: 2% ──────────── 1/53 2.2s/it 1.3s<1:53  67/200 67.9G 1.197 1.373 0.005318 639 640: 4% ──────────── 2/53 1.3s/it 1.9s<1:05  67/200 67.9G 1.192 1.392 0.005364 647 640: 6% ╸─────────── 3/53 1.0it/s 2.6s<49.2s  67/200 67.9G 1.171 1.34 0.005361 631 640: 8% ╸─────────── 4/53 1.2it/s 3.2s<41.9s  67/200 67.9G 1.167 1.341 0.005317 703 640: 9% ━─────────── 5/53 1.3it/s 3.9s<37.4s  67/200 67.9G 1.175 1.33 0.005372 677 640: 11% ━─────────── 6/53 1.4it/s 4.5s<34.5s  67/200 67.9G 1.186 1.342 0.005437 698 640: 13% ━╸────────── 7/53 1.4it/s 5.2s<32.5s  67/200 67.9G 1.181 1.338 0.005405 624 640: 15% ━╸────────── 8/53 1.5it/s 5.8s<31.0s  67/200 67.9G 1.187 1.362 0.005416 659 640: 17% ━━────────── 9/53 1.5it/s 6.5s<29.8s  67/200 67.9G 1.174 1.346 0.005361 566 640: 19% ━━────────── 10/53 1.5it/s 7.1s<28.7s  67/200 67.9G 1.166 1.34 0.005329 568 640: 21% ━━────────── 11/53 1.5it/s 7.8s<27.8s  67/200 67.9G 1.168 1.341 0.005342 612 640: 23% ━━╸───────── 12/53 1.5it/s 8.4s<26.9s  67/200 67.9G 1.166 1.332 0.005364 596 640: 25% ━━╸───────── 13/53 1.5it/s 9.1s<26.2s  67/200 67.9G 1.172 1.341 0.005425 656 640: 26% ━━━───────── 14/53 1.5it/s 9.7s<25.5s  67/200 67.9G 1.171 1.347 0.005472 608 640: 28% ━━━───────── 15/53 1.5it/s 10.4s<24.8s  67/200 67.9G 1.174 1.351 0.005451 676 640: 30% ━━━╸──────── 16/53 1.5it/s 11.0s<24.1s  67/200 67.9G 1.17 1.342 0.005432 557 640: 32% ━━━╸──────── 17/53 1.5it/s 11.7s<23.4s  67/200 67.9G 1.168 1.333 0.005426 581 640: 34% ━━━━──────── 18/53 1.5it/s 12.3s<22.7s  67/200 67.9G 1.167 1.331 0.005451 584 640: 36% ━━━━──────── 19/53 1.5it/s 13.0s<22.1s  67/200 67.9G 1.169 1.331 0.00547 654 640: 38% ━━━━╸─────── 20/53 1.5it/s 13.6s<21.4s  67/200 67.9G 1.168 1.333 0.005462 600 640: 40% ━━━━╸─────── 21/53 1.5it/s 14.3s<20.8s  67/200 67.9G 1.17 1.335 0.005461 678 640: 42% ━━━━╸─────── 22/53 1.5it/s 14.9s<20.1s  67/200 67.9G 1.167 1.326 0.00545 585 640: 43% ━━━━━─────── 23/53 1.5it/s 15.6s<19.4s  67/200 67.9G 1.168 1.327 0.005443 676 640: 45% ━━━━━─────── 24/53 1.5it/s 16.2s<18.8s  67/200 67.9G 1.17 1.33 0.005447 602 640: 47% ━━━━━╸────── 25/53 1.5it/s 16.9s<18.1s  67/200 67.9G 1.168 1.324 0.005447 594 640: 49% ━━━━━╸────── 26/53 1.5it/s 17.5s<17.5s  67/200 67.9G 1.169 1.325 0.005442 651 640: 51% ━━━━━━────── 27/53 1.5it/s 18.2s<16.8s  67/200 67.9G 1.168 1.319 0.005427 623 640: 53% ━━━━━━────── 28/53 1.5it/s 18.8s<16.2s  67/200 67.9G 1.17 1.325 0.005412 753 640: 55% ━━━━━━╸───── 29/53 1.5it/s 19.5s<15.6s  67/200 67.9G 1.167 1.322 0.005403 609 640: 57% ━━━━━━╸───── 30/53 1.5it/s 20.1s<14.9s  67/200 67.9G 1.168 1.323 0.005424 679 640: 58% ━━━━━━━───── 31/53 1.5it/s 20.7s<14.3s  67/200 67.9G 1.167 1.324 0.005417 608 640: 60% ━━━━━━━───── 32/53 1.5it/s 21.4s<13.6s  67/200 67.9G 1.17 1.328 0.005427 626 640: 62% ━━━━━━━───── 33/53 1.5it/s 22.0s<13.0s  67/200 67.9G 1.167 1.324 0.005421 545 640: 64% ━━━━━━━╸──── 34/53 1.5it/s 22.7s<12.3s  67/200 67.9G 1.168 1.325 0.005427 687 640: 66% ━━━━━━━╸──── 35/53 1.5it/s 23.3s<11.7s  67/200 67.9G 1.169 1.327 0.005424 661 640: 68% ━━━━━━━━──── 36/53 1.5it/s 24.0s<11.0s  67/200 67.9G 1.169 1.327 0.005441 570 640: 70% ━━━━━━━━──── 37/53 1.5it/s 24.6s<10.3s  67/200 67.9G 1.167 1.325 0.005439 625 640: 72% ━━━━━━━━╸─── 38/53 1.5it/s 25.3s<9.7s  67/200 67.9G 1.167 1.323 0.005441 641 640: 74% ━━━━━━━━╸─── 39/53 1.5it/s 25.9s<9.1s  67/200 67.9G 1.167 1.325 0.005442 634 640: 75% ━━━━━━━━━─── 40/53 1.5it/s 26.6s<8.4s  67/200 67.9G 1.169 1.327 0.005429 728 640: 77% ━━━━━━━━━─── 41/53 1.5it/s 27.2s<7.8s  67/200 67.9G 1.17 1.329 0.00544 581 640: 79% ━━━━━━━━━╸── 42/53 1.5it/s 27.9s<7.1s  67/200 67.9G 1.17 1.332 0.005436 665 640: 81% ━━━━━━━━━╸── 43/53 1.5it/s 28.5s<6.5s  67/200 67.9G 1.17 1.331 0.005428 690 640: 83% ━━━━━━━━━╸── 44/53 1.5it/s 29.2s<5.8s  67/200 67.9G 1.171 1.334 0.005421 699 640: 85% ━━━━━━━━━━── 45/53 1.5it/s 29.8s<5.2s  67/200 67.9G 1.168 1.33 0.005412 581 640: 87% ━━━━━━━━━━── 46/53 1.5it/s 30.5s<4.5s  67/200 67.9G 1.17 1.334 0.005415 732 640: 89% ━━━━━━━━━━╸─ 47/53 1.5it/s 31.1s<3.9s  67/200 67.9G 1.17 1.334 0.005432 579 640: 91% ━━━━━━━━━━╸─ 48/53 1.5it/s 31.8s<3.3s  67/200 67.9G 1.171 1.335 0.005429 715 640: 92% ━━━━━━━━━━━─ 49/53 1.5it/s 32.4s<2.6s  67/200 67.9G 1.172 1.336 0.005435 583 640: 94% ━━━━━━━━━━━─ 50/53 1.5it/s 33.1s<1.9s  67/200 67.9G 1.174 1.339 0.005437 675 640: 96% ━━━━━━━━━━━╸ 51/53 1.5it/s 33.7s<1.3s  67/200 67.9G 1.17 1.333 0.005402 74 640: 98% ━━━━━━━━━━━╸ 52/53 2.4it/s 33.9s<0.4s  67/200 67.9G 1.17 1.333 0.005402 74 640: 100% ━━━━━━━━━━━━ 53/53 1.6it/s 33.9s +  Class Images Instances Box(P R mAP50 mAP50-95): 100% ━━━━━━━━━━━━ 1/1 2.5it/s 0.4s + all 177 1609 0.765 0.672 0.712 0.469 + + Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size +  68/200 67.1G 1.298 1.584 0.005613 696 640: 0% ──────────── 0/53 0.7s  68/200 67.1G 1.231 1.444 0.005682 566 640: 2% ──────────── 1/53 2.2s/it 1.3s<1:53  68/200 67.1G 1.19 1.366 0.005689 572 640: 4% ──────────── 2/53 1.3s/it 1.9s<1:05  68/200 67.1G 1.201 1.37 0.005596 738 640: 6% ╸─────────── 3/53 1.0it/s 2.6s<49.4s  68/200 67.1G 1.183 1.35 0.005558 642 640: 8% ╸─────────── 4/53 1.2it/s 3.2s<41.8s  68/200 67.1G 1.187 1.366 0.005506 645 640: 9% ━─────────── 5/53 1.3it/s 3.9s<37.4s  68/200 67.1G 1.172 1.339 0.005452 624 640: 11% ━─────────── 6/53 1.4it/s 4.5s<34.6s  68/200 67.1G 1.174 1.323 0.00557 589 640: 13% ━╸────────── 7/53 1.4it/s 5.2s<32.6s  68/200 67.1G 1.179 1.341 0.005522 660 640: 15% ━╸────────── 8/53 1.5it/s 5.8s<31.0s  68/200 67.1G 1.183 1.357 0.005555 648 640: 17% ━━────────── 9/53 1.5it/s 6.5s<29.7s  68/200 67.1G 1.178 1.35 0.005534 605 640: 19% ━━────────── 10/53 1.5it/s 7.1s<28.6s  68/200 67.1G 1.174 1.347 0.005517 701 640: 21% ━━────────── 11/53 1.5it/s 7.8s<27.7s  68/200 67.1G 1.172 1.335 0.005481 671 640: 23% ━━╸───────── 12/53 1.5it/s 8.4s<26.9s  68/200 67.1G 1.175 1.338 0.005474 703 640: 25% ━━╸───────── 13/53 1.5it/s 9.1s<26.2s  68/200 67.1G 1.175 1.344 0.005463 653 640: 26% ━━━───────── 14/53 1.5it/s 9.8s<25.8s  68/200 67.1G 1.174 1.352 0.00549 664 640: 28% ━━━───────── 15/53 1.5it/s 10.4s<25.2s  68/200 67.1G 1.174 1.352 0.005479 690 640: 30% ━━━╸──────── 16/53 1.5it/s 11.1s<24.3s  68/200 67.1G 1.178 1.35 0.005523 578 640: 32% ━━━╸──────── 17/53 1.5it/s 11.7s<23.6s  68/200 67.1G 1.175 1.351 0.00549 688 640: 34% ━━━━──────── 18/53 1.5it/s 12.4s<22.9s  68/200 67.1G 1.177 1.355 0.005512 628 640: 36% ━━━━──────── 19/53 1.5it/s 13.0s<22.2s  68/200 67.1G 1.183 1.364 0.005507 742 640: 38% ━━━━╸─────── 20/53 1.5it/s 13.7s<21.5s  68/200 67.1G 1.189 1.371 0.005494 792 640: 40% ━━━━╸─────── 21/53 1.5it/s 14.3s<20.9s  68/200 67.1G 1.19 1.369 0.005492 666 640: 42% ━━━━╸─────── 22/53 1.5it/s 15.0s<20.2s  68/200 67.1G 1.189 1.366 0.00551 660 640: 43% ━━━━━─────── 23/53 1.5it/s 15.6s<19.5s  68/200 67.1G 1.188 1.366 0.005539 613 640: 45% ━━━━━─────── 24/53 1.5it/s 16.3s<18.9s  68/200 67.1G 1.185 1.362 0.005533 647 640: 47% ━━━━━╸────── 25/53 1.5it/s 16.9s<18.2s  68/200 67.1G 1.185 1.364 0.005519 679 640: 49% ━━━━━╸────── 26/53 1.5it/s 17.6s<17.5s  68/200 67.1G 1.184 1.359 0.005507 669 640: 51% ━━━━━━────── 27/53 1.5it/s 18.2s<16.9s  68/200 67.1G 1.184 1.355 0.005518 544 640: 53% ━━━━━━────── 28/53 1.5it/s 18.9s<16.2s  68/200 67.1G 1.185 1.356 0.005528 710 640: 55% ━━━━━━╸───── 29/53 1.5it/s 19.5s<15.6s  68/200 67.1G 1.184 1.355 0.005504 784 640: 57% ━━━━━━╸───── 30/53 1.5it/s 20.2s<14.9s  68/200 67.1G 1.182 1.351 0.005493 680 640: 58% ━━━━━━━───── 31/53 1.5it/s 20.8s<14.3s  68/200 67.1G 1.182 1.352 0.005502 684 640: 60% ━━━━━━━───── 32/53 1.5it/s 21.5s<13.7s  68/200 67.1G 1.182 1.352 0.005518 598 640: 62% ━━━━━━━───── 33/53 1.5it/s 22.1s<13.0s  68/200 67.1G 1.181 1.347 0.005496 670 640: 64% ━━━━━━━╸──── 34/53 1.5it/s 22.8s<12.3s  68/200 67.1G 1.183 1.349 0.005491 701 640: 66% ━━━━━━━╸──── 35/53 1.5it/s 23.4s<11.7s  68/200 67.1G 1.182 1.348 0.005496 614 640: 68% ━━━━━━━━──── 36/53 1.5it/s 24.1s<11.0s  68/200 67.1G 1.182 1.346 0.005477 641 640: 70% ━━━━━━━━──── 37/53 1.5it/s 24.7s<10.4s  68/200 67.1G 1.181 1.342 0.005477 573 640: 72% ━━━━━━━━╸─── 38/53 1.5it/s 25.3s<9.7s  68/200 67.1G 1.181 1.345 0.00547 676 640: 74% ━━━━━━━━╸─── 39/53 1.5it/s 26.0s<9.1s  68/200 67.1G 1.181 1.344 0.00548 613 640: 75% ━━━━━━━━━─── 40/53 1.5it/s 26.6s<8.4s  68/200 67.1G 1.179 1.344 0.005477 561 640: 77% ━━━━━━━━━─── 41/53 1.5it/s 27.3s<7.8s  68/200 67.1G 1.179 1.348 0.005476 636 640: 79% ━━━━━━━━━╸── 42/53 1.5it/s 27.9s<7.1s  68/200 67.1G 1.18 1.349 0.005467 629 640: 81% ━━━━━━━━━╸── 43/53 1.5it/s 28.6s<6.5s  68/200 67.1G 1.179 1.351 0.005469 598 640: 83% ━━━━━━━━━╸── 44/53 1.5it/s 29.2s<5.8s  68/200 67.1G 1.177 1.347 0.005463 586 640: 85% ━━━━━━━━━━── 45/53 1.5it/s 29.9s<5.2s  68/200 67.1G 1.179 1.351 0.005462 717 640: 87% ━━━━━━━━━━── 46/53 1.5it/s 30.5s<4.5s  68/200 67.1G 1.179 1.351 0.005467 635 640: 89% ━━━━━━━━━━╸─ 47/53 1.5it/s 31.2s<3.9s  68/200 67.1G 1.178 1.349 0.005472 588 640: 91% ━━━━━━━━━━╸─ 48/53 1.5it/s 31.8s<3.2s  68/200 67.1G 1.178 1.348 0.005474 623 640: 92% ━━━━━━━━━━━─ 49/53 1.5it/s 32.5s<2.6s  68/200 67.1G 1.178 1.347 0.005469 654 640: 94% ━━━━━━━━━━━─ 50/53 1.5it/s 33.1s<1.9s  68/200 67.1G 1.178 1.344 0.005481 586 640: 96% ━━━━━━━━━━━╸ 51/53 1.5it/s 33.8s<1.3s  68/200 67.1G 1.177 1.345 0.00547 96 640: 98% ━━━━━━━━━━━╸ 52/53 2.4it/s 34.0s<0.4s  68/200 67.1G 1.177 1.345 0.00547 96 640: 100% ━━━━━━━━━━━━ 53/53 1.6it/s 34.0s +  Class Images Instances Box(P R mAP50 mAP50-95): 100% ━━━━━━━━━━━━ 1/1 2.5it/s 0.4s + all 177 1609 0.756 0.683 0.725 0.474 + + Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size +  69/200 67.5G 1.218 1.523 0.005311 646 640: 0% ──────────── 0/53 0.6s  69/200 67.5G 1.208 1.496 0.005652 702 640: 2% ──────────── 1/53 2.2s/it 1.3s<1:53  69/200 67.5G 1.183 1.422 0.005582 626 640: 4% ──────────── 2/53 1.3s/it 1.9s<1:05  69/200 67.5G 1.202 1.416 0.005543 641 640: 6% ╸─────────── 3/53 1.0it/s 2.6s<49.3s  69/200 67.5G 1.205 1.445 0.005592 637 640: 8% ╸─────────── 4/53 1.2it/s 3.2s<41.8s  69/200 67.5G 1.208 1.471 0.005676 690 640: 9% ━─────────── 5/53 1.3it/s 3.9s<37.3s  69/200 67.5G 1.197 1.456 0.005655 618 640: 11% ━─────────── 6/53 1.4it/s 4.5s<34.5s  69/200 67.5G 1.192 1.436 0.005573 692 640: 13% ━╸────────── 7/53 1.4it/s 5.2s<32.5s  69/200 67.5G 1.188 1.425 0.005488 668 640: 15% ━╸────────── 8/53 1.5it/s 5.8s<30.9s  69/200 67.5G 1.187 1.413 0.00554 580 640: 17% ━━────────── 9/53 1.5it/s 6.5s<29.7s  69/200 67.5G 1.187 1.408 0.005585 747 640: 19% ━━────────── 10/53 1.5it/s 7.1s<28.7s  69/200 67.5G 1.192 1.418 0.005632 715 640: 21% ━━────────── 11/53 1.5it/s 7.8s<27.7s  69/200 67.5G 1.192 1.417 0.005612 653 640: 23% ━━╸───────── 12/53 1.5it/s 8.4s<27.0s  69/200 67.5G 1.193 1.425 0.005582 625 640: 25% ━━╸───────── 13/53 1.5it/s 9.1s<26.2s  69/200 67.5G 1.193 1.424 0.005543 773 640: 26% ━━━───────── 14/53 1.5it/s 9.7s<25.6s  69/200 67.5G 1.19 1.418 0.005534 703 640: 28% ━━━───────── 15/53 1.5it/s 10.4s<24.8s  69/200 67.5G 1.186 1.411 0.005515 632 640: 30% ━━━╸──────── 16/53 1.5it/s 11.0s<24.1s  69/200 67.5G 1.184 1.406 0.005566 514 640: 32% ━━━╸──────── 17/53 1.5it/s 11.7s<23.4s  69/200 67.5G 1.183 1.407 0.005548 685 640: 34% ━━━━──────── 18/53 1.5it/s 12.3s<22.7s  69/200 67.5G 1.18 1.406 0.005524 675 640: 36% ━━━━──────── 19/53 1.5it/s 13.0s<22.1s  69/200 67.5G 1.183 1.409 0.005512 692 640: 38% ━━━━╸─────── 20/53 1.5it/s 13.6s<21.4s  69/200 67.5G 1.182 1.408 0.005512 610 640: 40% ━━━━╸─────── 21/53 1.5it/s 14.3s<20.8s  69/200 67.5G 1.184 1.405 0.005504 695 640: 42% ━━━━╸─────── 22/53 1.5it/s 14.9s<20.1s  69/200 67.5G 1.186 1.403 0.005478 654 640: 43% ━━━━━─────── 23/53 1.5it/s 15.6s<19.5s  69/200 67.5G 1.182 1.392 0.005458 644 640: 45% ━━━━━─────── 24/53 1.5it/s 16.2s<18.8s  69/200 67.5G 1.181 1.385 0.005445 651 640: 47% ━━━━━╸────── 25/53 1.5it/s 16.9s<18.1s  69/200 67.5G 1.182 1.385 0.005425 700 640: 49% ━━━━━╸────── 26/53 1.5it/s 17.5s<17.5s  69/200 67.5G 1.184 1.39 0.005443 722 640: 51% ━━━━━━────── 27/53 1.5it/s 18.2s<16.8s  69/200 67.5G 1.183 1.391 0.00546 676 640: 53% ━━━━━━────── 28/53 1.5it/s 18.8s<16.2s  69/200 67.5G 1.18 1.385 0.005454 582 640: 55% ━━━━━━╸───── 29/53 1.5it/s 19.4s<15.5s  69/200 67.5G 1.181 1.386 0.005451 661 640: 57% ━━━━━━╸───── 30/53 1.5it/s 20.1s<14.9s  69/200 67.5G 1.179 1.384 0.005446 598 640: 58% ━━━━━━━───── 31/53 1.5it/s 20.7s<14.3s  69/200 67.5G 1.177 1.385 0.005456 679 640: 60% ━━━━━━━───── 32/53 1.5it/s 21.4s<13.6s  69/200 67.5G 1.175 1.384 0.005436 700 640: 62% ━━━━━━━───── 33/53 1.5it/s 22.0s<13.0s  69/200 67.5G 1.175 1.383 0.005433 662 640: 64% ━━━━━━━╸──── 34/53 1.5it/s 22.7s<12.3s  69/200 67.5G 1.173 1.382 0.005442 576 640: 66% ━━━━━━━╸──── 35/53 1.5it/s 23.3s<11.7s  69/200 67.5G 1.172 1.378 0.005434 633 640: 68% ━━━━━━━━──── 36/53 1.5it/s 24.0s<11.0s  69/200 67.5G 1.174 1.383 0.005434 745 640: 70% ━━━━━━━━──── 37/53 1.5it/s 24.6s<10.4s  69/200 67.5G 1.172 1.38 0.005442 528 640: 72% ━━━━━━━━╸─── 38/53 1.5it/s 25.3s<9.8s  69/200 67.5G 1.172 1.381 0.005442 661 640: 74% ━━━━━━━━╸─── 39/53 1.5it/s 25.9s<9.1s  69/200 67.5G 1.171 1.378 0.005452 562 640: 75% ━━━━━━━━━─── 40/53 1.5it/s 26.6s<8.5s  69/200 67.5G 1.171 1.376 0.00545 683 640: 77% ━━━━━━━━━─── 41/53 1.5it/s 27.2s<7.8s  69/200 67.5G 1.172 1.378 0.005447 728 640: 79% ━━━━━━━━━╸── 42/53 1.5it/s 27.9s<7.2s  69/200 67.5G 1.172 1.377 0.005453 582 640: 81% ━━━━━━━━━╸── 43/53 1.5it/s 28.6s<6.5s  69/200 67.5G 1.172 1.379 0.005453 591 640: 83% ━━━━━━━━━╸── 44/53 1.5it/s 29.2s<5.9s  69/200 67.5G 1.172 1.379 0.005465 619 640: 85% ━━━━━━━━━━── 45/53 1.5it/s 29.8s<5.2s  69/200 67.5G 1.17 1.374 0.005457 566 640: 87% ━━━━━━━━━━── 46/53 1.5it/s 30.5s<4.6s  69/200 67.5G 1.17 1.373 0.005452 663 640: 89% ━━━━━━━━━━╸─ 47/53 1.5it/s 31.1s<3.9s  69/200 67.5G 1.171 1.374 0.005443 648 640: 91% ━━━━━━━━━━╸─ 48/53 1.5it/s 31.8s<3.3s  69/200 67.5G 1.171 1.375 0.005438 662 640: 92% ━━━━━━━━━━━─ 49/53 1.5it/s 32.4s<2.6s  69/200 67.5G 1.172 1.378 0.005436 736 640: 94% ━━━━━━━━━━━─ 50/53 1.5it/s 33.1s<1.9s  69/200 67.5G 1.172 1.377 0.005435 591 640: 96% ━━━━━━━━━━━╸ 51/53 1.5it/s 33.7s<1.3s  69/200 67.5G 1.167 1.37 0.005433 86 640: 98% ━━━━━━━━━━━╸ 52/53 2.4it/s 34.0s<0.4s  69/200 67.5G 1.167 1.37 0.005433 86 640: 100% ━━━━━━━━━━━━ 53/53 1.6it/s 34.0s +  Class Images Instances Box(P R mAP50 mAP50-95): 100% ━━━━━━━━━━━━ 1/1 2.5it/s 0.4s + all 177 1609 0.695 0.71 0.717 0.487 + + Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size +  70/200 67.9G 1.183 1.41 0.005195 653 640: 0% ──────────── 0/53 0.6s  70/200 67.9G 1.194 1.441 0.00542 654 640: 2% ──────────── 1/53 2.2s/it 1.3s<1:53  70/200 67.9G 1.162 1.375 0.005391 606 640: 4% ──────────── 2/53 1.3s/it 2.0s<1:05  70/200 67.9G 1.176 1.376 0.005447 666 640: 6% ╸─────────── 3/53 1.0it/s 2.6s<49.6s  70/200 67.9G 1.186 1.371 0.005309 714 640: 8% ╸─────────── 4/53 1.2it/s 3.3s<42.0s  70/200 67.9G 1.177 1.366 0.005359 527 640: 9% ━─────────── 5/53 1.3it/s 3.9s<37.5s  70/200 67.9G 1.171 1.355 0.005436 577 640: 11% ━─────────── 6/53 1.4it/s 4.5s<34.5s  70/200 67.9G 1.17 1.362 0.005414 665 640: 13% ━╸────────── 7/53 1.4it/s 5.2s<32.5s  70/200 67.9G 1.17 1.367 0.005439 656 640: 15% ━╸────────── 8/53 1.5it/s 5.8s<30.9s  70/200 67.9G 1.166 1.354 0.005414 705 640: 17% ━━────────── 9/53 1.5it/s 6.5s<29.7s  70/200 67.9G 1.169 1.358 0.005398 662 640: 19% ━━────────── 10/53 1.5it/s 7.1s<28.7s  70/200 67.9G 1.171 1.359 0.005404 573 640: 21% ━━────────── 11/53 1.5it/s 7.8s<27.8s  70/200 67.9G 1.173 1.365 0.005375 735 640: 23% ━━╸───────── 12/53 1.5it/s 8.4s<27.0s  70/200 67.9G 1.169 1.352 0.00539 607 640: 25% ━━╸───────── 13/53 1.5it/s 9.1s<26.1s  70/200 67.9G 1.172 1.36 0.005394 734 640: 26% ━━━───────── 14/53 1.5it/s 9.7s<25.4s  70/200 67.9G 1.173 1.369 0.005435 676 640: 28% ━━━───────── 15/53 1.5it/s 10.4s<24.7s  70/200 67.9G 1.174 1.367 0.005452 714 640: 30% ━━━╸──────── 16/53 1.5it/s 11.0s<24.0s  70/200 67.9G 1.175 1.369 0.005438 714 640: 32% ━━━╸──────── 17/53 1.5it/s 11.7s<23.4s  70/200 67.9G 1.175 1.37 0.005431 653 640: 34% ━━━━──────── 18/53 1.5it/s 12.3s<22.7s  70/200 67.9G 1.173 1.366 0.005403 662 640: 36% ━━━━──────── 19/53 1.5it/s 13.0s<22.1s  70/200 67.9G 1.176 1.371 0.005411 737 640: 38% ━━━━╸─────── 20/53 1.5it/s 13.6s<21.4s  70/200 67.9G 1.174 1.372 0.005428 636 640: 40% ━━━━╸─────── 21/53 1.5it/s 14.3s<20.8s  70/200 67.9G 1.174 1.372 0.005421 720 640: 42% ━━━━╸─────── 22/53 1.5it/s 14.9s<20.2s  70/200 67.9G 1.176 1.371 0.00541 671 640: 43% ━━━━━─────── 23/53 1.5it/s 15.6s<19.5s  70/200 67.9G 1.176 1.371 0.0054 679 640: 45% ━━━━━─────── 24/53 1.5it/s 16.2s<18.9s  70/200 67.9G 1.179 1.372 0.005415 695 640: 47% ━━━━━╸────── 25/53 1.5it/s 16.9s<18.2s  70/200 67.9G 1.177 1.374 0.005462 607 640: 49% ━━━━━╸────── 26/53 1.5it/s 17.5s<17.6s  70/200 67.9G 1.175 1.366 0.005465 585 640: 51% ━━━━━━────── 27/53 1.5it/s 18.2s<16.9s  70/200 67.9G 1.173 1.363 0.005472 567 640: 53% ━━━━━━────── 28/53 1.5it/s 18.8s<16.2s  70/200 67.9G 1.17 1.36 0.005437 710 640: 55% ━━━━━━╸───── 29/53 1.5it/s 19.5s<15.6s  70/200 67.9G 1.173 1.359 0.005435 695 640: 57% ━━━━━━╸───── 30/53 1.5it/s 20.1s<14.9s  70/200 67.9G 1.173 1.359 0.005438 662 640: 58% ━━━━━━━───── 31/53 1.5it/s 20.8s<14.3s  70/200 67.9G 1.173 1.357 0.005434 661 640: 60% ━━━━━━━───── 32/53 1.5it/s 21.4s<13.7s  70/200 67.9G 1.172 1.356 0.00542 728 640: 62% ━━━━━━━───── 33/53 1.5it/s 22.1s<13.0s  70/200 67.9G 1.173 1.359 0.0054 827 640: 64% ━━━━━━━╸──── 34/53 1.5it/s 22.7s<12.4s  70/200 67.9G 1.173 1.359 0.005406 609 640: 66% ━━━━━━━╸──── 35/53 1.5it/s 23.4s<11.7s  70/200 67.9G 1.172 1.357 0.005389 629 640: 68% ━━━━━━━━──── 36/53 1.5it/s 24.0s<11.0s  70/200 67.9G 1.172 1.356 0.005393 639 640: 70% ━━━━━━━━──── 37/53 1.5it/s 24.7s<10.4s  70/200 67.9G 1.172 1.356 0.005372 736 640: 72% ━━━━━━━━╸─── 38/53 1.5it/s 25.3s<9.7s  70/200 67.9G 1.169 1.352 0.005359 599 640: 74% ━━━━━━━━╸─── 39/53 1.5it/s 26.0s<9.1s  70/200 67.9G 1.168 1.349 0.005351 655 640: 75% ━━━━━━━━━─── 40/53 1.5it/s 26.6s<8.4s  70/200 67.9G 1.167 1.347 0.005358 572 640: 77% ━━━━━━━━━─── 41/53 1.5it/s 27.3s<7.8s  70/200 67.9G 1.168 1.351 0.005361 676 640: 79% ━━━━━━━━━╸── 42/53 1.5it/s 27.9s<7.1s  70/200 67.9G 1.166 1.35 0.005358 647 640: 81% ━━━━━━━━━╸── 43/53 1.5it/s 28.6s<6.5s  70/200 67.9G 1.167 1.348 0.005352 698 640: 83% ━━━━━━━━━╸── 44/53 1.5it/s 29.2s<5.8s  70/200 67.9G 1.167 1.346 0.005344 712 640: 85% ━━━━━━━━━━── 45/53 1.5it/s 29.9s<5.2s  70/200 67.9G 1.167 1.344 0.005363 659 640: 87% ━━━━━━━━━━── 46/53 1.5it/s 30.5s<4.5s  70/200 67.9G 1.168 1.343 0.005367 640 640: 89% ━━━━━━━━━━╸─ 47/53 1.5it/s 31.2s<3.9s  70/200 67.9G 1.166 1.339 0.005362 524 640: 91% ━━━━━━━━━━╸─ 48/53 1.5it/s 31.8s<3.2s  70/200 67.9G 1.164 1.338 0.005351 608 640: 92% ━━━━━━━━━━━─ 49/53 1.5it/s 32.4s<2.6s  70/200 67.9G 1.165 1.338 0.005357 616 640: 94% ━━━━━━━━━━━─ 50/53 1.5it/s 33.1s<1.9s  70/200 67.9G 1.163 1.334 0.005344 643 640: 96% ━━━━━━━━━━━╸ 51/53 1.5it/s 33.7s<1.3s  70/200 67.9G 1.166 1.336 0.005348 121 640: 98% ━━━━━━━━━━━╸ 52/53 2.4it/s 34.0s<0.4s  70/200 67.9G 1.166 1.336 0.005348 121 640: 100% ━━━━━━━━━━━━ 53/53 1.6it/s 34.0s +  Class Images Instances Box(P R mAP50 mAP50-95): 100% ━━━━━━━━━━━━ 1/1 2.5it/s 0.4s + all 177 1609 0.772 0.684 0.719 0.482 + + Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size +  71/200 68.4G 1.143 1.403 0.005962 650 640: 0% ──────────── 0/53 0.6s  71/200 68.4G 1.139 1.364 0.005711 587 640: 2% ──────────── 1/53 2.1s/it 1.3s<1:51  71/200 68.4G 1.164 1.353 0.005544 655 640: 4% ──────────── 2/53 1.3s/it 1.9s<1:05  71/200 68.4G 1.169 1.328 0.005562 674 640: 6% ╸─────────── 3/53 1.0it/s 2.6s<49.1s  71/200 68.4G 1.17 1.321 0.005524 686 640: 8% ╸─────────── 4/53 1.2it/s 3.2s<41.6s  71/200 68.4G 1.163 1.315 0.005383 676 640: 9% ━─────────── 5/53 1.3it/s 3.9s<37.3s  71/200 68.4G 1.168 1.324 0.005344 785 640: 11% ━─────────── 6/53 1.4it/s 4.5s<34.6s  71/200 68.4G 1.172 1.321 0.005339 703 640: 13% ━╸────────── 7/53 1.4it/s 5.2s<32.5s  71/200 68.4G 1.17 1.327 0.005297 693 640: 15% ━╸────────── 8/53 1.5it/s 5.8s<31.0s  71/200 68.4G 1.168 1.325 0.005324 620 640: 17% ━━────────── 9/53 1.5it/s 6.5s<29.7s  71/200 68.4G 1.165 1.326 0.005373 623 640: 19% ━━────────── 10/53 1.5it/s 7.1s<28.7s  71/200 68.4G 1.169 1.331 0.005324 687 640: 21% ━━────────── 11/53 1.5it/s 7.8s<27.8s  71/200 68.4G 1.168 1.333 0.005338 633 640: 23% ━━╸───────── 12/53 1.5it/s 8.4s<26.9s  71/200 68.4G 1.168 1.341 0.00537 662 640: 25% ━━╸───────── 13/53 1.5it/s 9.1s<26.1s  71/200 68.4G 1.163 1.339 0.005362 618 640: 26% ━━━───────── 14/53 1.5it/s 9.7s<25.4s  71/200 68.4G 1.167 1.346 0.005403 652 640: 28% ━━━───────── 15/53 1.5it/s 10.3s<24.7s  71/200 68.4G 1.166 1.351 0.005411 676 640: 30% ━━━╸──────── 16/53 1.5it/s 11.0s<24.0s  71/200 68.4G 1.166 1.345 0.005398 714 640: 32% ━━━╸──────── 17/53 1.5it/s 11.6s<23.4s  71/200 68.4G 1.169 1.349 0.005399 686 640: 34% ━━━━──────── 18/53 1.5it/s 12.3s<22.8s  71/200 68.4G 1.167 1.343 0.005432 641 640: 36% ━━━━──────── 19/53 1.5it/s 12.9s<22.1s  71/200 68.4G 1.17 1.341 0.005431 671 640: 38% ━━━━╸─────── 20/53 1.5it/s 13.6s<21.4s  71/200 68.4G 1.167 1.336 0.005425 592 640: 40% ━━━━╸─────── 21/53 1.5it/s 14.2s<20.8s  71/200 68.4G 1.162 1.329 0.005403 525 640: 42% ━━━━╸─────── 22/53 1.5it/s 14.9s<20.1s  71/200 68.4G 1.164 1.337 0.005395 652 640: 43% ━━━━━─────── 23/53 1.5it/s 15.5s<19.4s  71/200 68.4G 1.166 1.34 0.005401 733 640: 45% ━━━━━─────── 24/53 1.5it/s 16.2s<18.8s  71/200 68.4G 1.168 1.344 0.005402 659 640: 47% ━━━━━╸────── 25/53 1.5it/s 16.8s<18.1s  71/200 68.4G 1.168 1.346 0.00542 601 640: 49% ━━━━━╸────── 26/53 1.5it/s 17.5s<17.5s  71/200 68.4G 1.167 1.347 0.00544 603 640: 51% ━━━━━━────── 27/53 1.5it/s 18.1s<16.8s  71/200 68.4G 1.167 1.35 0.005444 613 640: 53% ━━━━━━────── 28/53 1.5it/s 18.8s<16.2s  71/200 68.4G 1.166 1.343 0.005434 580 640: 55% ━━━━━━╸───── 29/53 1.5it/s 19.4s<15.5s  71/200 68.4G 1.168 1.345 0.005414 759 640: 57% ━━━━━━╸───── 30/53 1.5it/s 20.1s<14.9s  71/200 68.4G 1.169 1.345 0.005411 667 640: 58% ━━━━━━━───── 31/53 1.5it/s 20.7s<14.2s  71/200 68.4G 1.17 1.347 0.005408 734 640: 60% ━━━━━━━───── 32/53 1.5it/s 21.4s<13.6s  71/200 68.4G 1.17 1.348 0.005409 634 640: 62% ━━━━━━━───── 33/53 1.5it/s 22.0s<12.9s  71/200 68.4G 1.17 1.348 0.005408 658 640: 64% ━━━━━━━╸──── 34/53 1.5it/s 22.6s<12.3s  71/200 68.4G 1.172 1.349 0.0054 717 640: 66% ━━━━━━━╸──── 35/53 1.5it/s 23.3s<11.7s  71/200 68.4G 1.17 1.346 0.005378 713 640: 68% ━━━━━━━━──── 36/53 1.5it/s 23.9s<11.0s  71/200 68.4G 1.17 1.344 0.005357 689 640: 70% ━━━━━━━━──── 37/53 1.5it/s 24.6s<10.3s  71/200 68.4G 1.17 1.344 0.005362 604 640: 72% ━━━━━━━━╸─── 38/53 1.5it/s 25.2s<9.7s  71/200 68.4G 1.169 1.343 0.005357 631 640: 74% ━━━━━━━━╸─── 39/53 1.5it/s 25.9s<9.1s  71/200 68.4G 1.167 1.338 0.005345 664 640: 75% ━━━━━━━━━─── 40/53 1.5it/s 26.5s<8.4s  71/200 68.4G 1.167 1.336 0.005337 732 640: 77% ━━━━━━━━━─── 41/53 1.5it/s 27.2s<7.8s  71/200 68.4G 1.167 1.339 0.005349 594 640: 79% ━━━━━━━━━╸── 42/53 1.5it/s 27.8s<7.1s  71/200 68.4G 1.168 1.342 0.005347 624 640: 81% ━━━━━━━━━╸── 43/53 1.5it/s 28.5s<6.5s  71/200 68.4G 1.168 1.341 0.00535 669 640: 83% ━━━━━━━━━╸── 44/53 1.5it/s 29.1s<5.8s  71/200 68.4G 1.166 1.34 0.005359 527 640: 85% ━━━━━━━━━━── 45/53 1.5it/s 29.8s<5.2s  71/200 68.4G 1.166 1.34 0.005366 582 640: 87% ━━━━━━━━━━── 46/53 1.5it/s 30.4s<4.5s  71/200 68.4G 1.167 1.344 0.005371 677 640: 89% ━━━━━━━━━━╸─ 47/53 1.5it/s 31.1s<3.9s  71/200 68.4G 1.165 1.34 0.005385 527 640: 91% ━━━━━━━━━━╸─ 48/53 1.5it/s 31.7s<3.2s  71/200 68.4G 1.162 1.337 0.00538 596 640: 92% ━━━━━━━━━━━─ 49/53 1.6it/s 32.3s<2.6s  71/200 68.4G 1.164 1.338 0.005387 755 640: 94% ━━━━━━━━━━━─ 50/53 1.5it/s 33.0s<1.9s  71/200 68.4G 1.163 1.339 0.005378 739 640: 96% ━━━━━━━━━━━╸ 51/53 1.5it/s 33.6s<1.3s  71/200 68.4G 1.166 1.338 0.005402 89 640: 98% ━━━━━━━━━━━╸ 52/53 2.4it/s 33.9s<0.4s  71/200 68.4G 1.166 1.338 0.005402 89 640: 100% ━━━━━━━━━━━━ 53/53 1.6it/s 33.9s +  Class Images Instances Box(P R mAP50 mAP50-95): 100% ━━━━━━━━━━━━ 1/1 2.5it/s 0.4s + all 177 1609 0.756 0.694 0.725 0.49 + + Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size +  72/200 67.1G 1.24 1.35 0.00521 677 640: 0% ──────────── 0/53 0.7s  72/200 67.1G 1.182 1.332 0.005139 731 640: 2% ──────────── 1/53 2.2s/it 1.3s<1:52  72/200 67.1G 1.181 1.329 0.00534 622 640: 4% ──────────── 2/53 1.3s/it 1.9s<1:05  72/200 67.1G 1.184 1.336 0.005274 720 640: 6% ╸─────────── 3/53 1.0it/s 2.6s<49.3s  72/200 67.1G 1.196 1.358 0.005216 681 640: 8% ╸─────────── 4/53 1.2it/s 3.2s<41.7s  72/200 67.1G 1.198 1.337 0.005299 630 640: 9% ━─────────── 5/53 1.3it/s 3.9s<37.3s  72/200 67.1G 1.192 1.343 0.005321 632 640: 11% ━─────────── 6/53 1.4it/s 4.5s<34.4s  72/200 67.1G 1.191 1.34 0.005339 591 640: 13% ━╸────────── 7/53 1.4it/s 5.2s<32.4s  72/200 67.1G 1.188 1.332 0.005354 625 640: 15% ━╸────────── 8/53 1.5it/s 5.8s<30.8s  72/200 67.1G 1.183 1.336 0.005388 564 640: 17% ━━────────── 9/53 1.5it/s 6.5s<29.6s  72/200 67.1G 1.181 1.333 0.005396 688 640: 19% ━━────────── 10/53 1.5it/s 7.1s<28.6s  72/200 67.1G 1.175 1.322 0.005326 672 640: 21% ━━────────── 11/53 1.5it/s 7.8s<27.8s  72/200 67.1G 1.177 1.331 0.005296 762 640: 23% ━━╸───────── 12/53 1.5it/s 8.4s<27.0s  72/200 67.1G 1.175 1.324 0.005293 700 640: 25% ━━╸───────── 13/53 1.5it/s 9.1s<26.2s  72/200 67.1G 1.176 1.33 0.005285 717 640: 26% ━━━───────── 14/53 1.5it/s 9.7s<25.5s  72/200 67.1G 1.171 1.333 0.005297 546 640: 28% ━━━───────── 15/53 1.5it/s 10.4s<24.7s  72/200 67.1G 1.17 1.328 0.005276 729 640: 30% ━━━╸──────── 16/53 1.5it/s 11.0s<24.1s  72/200 67.1G 1.169 1.326 0.005228 796 640: 32% ━━━╸──────── 17/53 1.5it/s 11.7s<23.4s  72/200 67.1G 1.171 1.323 0.005255 675 640: 34% ━━━━──────── 18/53 1.5it/s 12.3s<22.7s  72/200 67.1G 1.169 1.317 0.005235 636 640: 36% ━━━━──────── 19/53 1.5it/s 13.0s<22.0s  72/200 67.1G 1.171 1.324 0.005245 650 640: 38% ━━━━╸─────── 20/53 1.5it/s 13.6s<21.4s  72/200 67.1G 1.17 1.325 0.005263 636 640: 40% ━━━━╸─────── 21/53 1.5it/s 14.2s<20.7s  72/200 67.1G 1.168 1.326 0.005311 615 640: 42% ━━━━╸─────── 22/53 1.5it/s 14.9s<20.1s  72/200 67.1G 1.17 1.324 0.005271 740 640: 43% ━━━━━─────── 23/53 1.5it/s 15.5s<19.5s  72/200 67.1G 1.17 1.325 0.005243 683 640: 45% ━━━━━─────── 24/53 1.5it/s 16.2s<18.9s  72/200 67.1G 1.171 1.327 0.005244 610 640: 47% ━━━━━╸────── 25/53 1.5it/s 16.9s<18.2s  72/200 67.1G 1.17 1.323 0.005219 658 640: 49% ━━━━━╸────── 26/53 1.5it/s 17.5s<17.6s  72/200 67.1G 1.171 1.325 0.00523 680 640: 51% ━━━━━━────── 27/53 1.5it/s 18.1s<16.9s  72/200 67.1G 1.17 1.327 0.005227 744 640: 53% ━━━━━━────── 28/53 1.5it/s 18.8s<16.2s  72/200 67.1G 1.17 1.331 0.005226 690 640: 55% ━━━━━━╸───── 29/53 1.5it/s 19.4s<15.6s  72/200 67.1G 1.171 1.335 0.00522 664 640: 57% ━━━━━━╸───── 30/53 1.5it/s 20.1s<14.9s  72/200 67.1G 1.168 1.331 0.00523 597 640: 58% ━━━━━━━───── 31/53 1.5it/s 20.7s<14.3s  72/200 67.1G 1.166 1.33 0.00524 606 640: 60% ━━━━━━━───── 32/53 1.5it/s 21.4s<13.6s  72/200 67.1G 1.163 1.325 0.005239 607 640: 62% ━━━━━━━───── 33/53 1.5it/s 22.0s<12.9s  72/200 67.1G 1.163 1.321 0.00526 597 640: 64% ━━━━━━━╸──── 34/53 1.5it/s 22.7s<12.3s  72/200 67.1G 1.164 1.321 0.005259 740 640: 66% ━━━━━━━╸──── 35/53 1.5it/s 23.3s<11.7s  72/200 67.1G 1.162 1.318 0.005249 625 640: 68% ━━━━━━━━──── 36/53 1.5it/s 24.0s<11.0s  72/200 67.1G 1.163 1.324 0.005258 683 640: 70% ━━━━━━━━──── 37/53 1.5it/s 24.7s<10.5s  72/200 67.1G 1.162 1.322 0.005249 661 640: 72% ━━━━━━━━╸─── 38/53 1.5it/s 25.3s<9.8s  72/200 67.1G 1.161 1.323 0.005241 576 640: 74% ━━━━━━━━╸─── 39/53 1.5it/s 26.0s<9.1s  72/200 67.1G 1.162 1.324 0.005247 673 640: 75% ━━━━━━━━━─── 40/53 1.5it/s 26.6s<8.5s  72/200 67.1G 1.162 1.326 0.00525 598 640: 77% ━━━━━━━━━─── 41/53 1.5it/s 27.3s<7.8s  72/200 67.1G 1.162 1.326 0.005241 732 640: 79% ━━━━━━━━━╸── 42/53 1.5it/s 27.9s<7.2s  72/200 67.1G 1.162 1.327 0.005246 661 640: 81% ━━━━━━━━━╸── 43/53 1.5it/s 28.6s<6.5s  72/200 67.1G 1.161 1.328 0.005254 633 640: 83% ━━━━━━━━━╸── 44/53 1.5it/s 29.2s<5.9s  72/200 67.1G 1.161 1.33 0.005254 627 640: 85% ━━━━━━━━━━── 45/53 1.5it/s 29.9s<5.2s  72/200 67.1G 1.161 1.328 0.005267 613 640: 87% ━━━━━━━━━━── 46/53 1.5it/s 30.5s<4.6s  72/200 67.1G 1.16 1.328 0.00528 645 640: 89% ━━━━━━━━━━╸─ 47/53 1.5it/s 31.2s<3.9s  72/200 67.1G 1.161 1.33 0.005276 680 640: 91% ━━━━━━━━━━╸─ 48/53 1.5it/s 31.8s<3.2s  72/200 67.1G 1.162 1.329 0.00529 661 640: 92% ━━━━━━━━━━━─ 49/53 1.5it/s 32.5s<2.6s  72/200 67.1G 1.161 1.328 0.005286 684 640: 94% ━━━━━━━━━━━─ 50/53 1.5it/s 33.1s<1.9s  72/200 67.1G 1.162 1.328 0.005281 754 640: 96% ━━━━━━━━━━━╸ 51/53 1.5it/s 33.8s<1.3s  72/200 67.1G 1.163 1.328 0.00526 128 640: 98% ━━━━━━━━━━━╸ 52/53 2.4it/s 34.0s<0.4s  72/200 67.1G 1.163 1.328 0.00526 128 640: 100% ━━━━━━━━━━━━ 53/53 1.6it/s 34.0s +  Class Images Instances Box(P R mAP50 mAP50-95): 100% ━━━━━━━━━━━━ 1/1 2.5it/s 0.4s + all 177 1609 0.707 0.716 0.704 0.465 + + Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size +  73/200 68G 1.168 1.376 0.005454 641 640: 0% ──────────── 0/53 0.7s  73/200 68G 1.176 1.309 0.005392 710 640: 2% ──────────── 1/53 2.2s/it 1.3s<1:53  73/200 68G 1.153 1.315 0.005312 648 640: 4% ──────────── 2/53 1.3s/it 1.9s<1:05  73/200 68G 1.168 1.334 0.005274 696 640: 6% ╸─────────── 3/53 1.0it/s 2.6s<49.3s  73/200 68G 1.165 1.336 0.005305 682 640: 8% ╸─────────── 4/53 1.2it/s 3.2s<41.7s  73/200 68G 1.171 1.336 0.005292 687 640: 9% ━─────────── 5/53 1.3it/s 3.9s<37.4s  73/200 68G 1.144 1.283 0.005185 604 640: 11% ━─────────── 6/53 1.4it/s 4.5s<34.5s  73/200 68G 1.155 1.294 0.005245 694 640: 13% ━╸────────── 7/53 1.4it/s 5.2s<32.5s  73/200 68G 1.152 1.285 0.005293 586 640: 15% ━╸────────── 8/53 1.5it/s 5.8s<30.9s  73/200 68G 1.156 1.302 0.005271 710 640: 17% ━━────────── 9/53 1.5it/s 6.5s<29.7s  73/200 68G 1.153 1.299 0.005258 567 640: 19% ━━────────── 10/53 1.5it/s 7.1s<28.6s  73/200 68G 1.157 1.325 0.005263 633 640: 21% ━━────────── 11/53 1.5it/s 7.8s<27.7s  73/200 68G 1.156 1.312 0.005239 621 640: 23% ━━╸───────── 12/53 1.5it/s 8.4s<26.9s  73/200 68G 1.155 1.317 0.005241 650 640: 25% ━━╸───────── 13/53 1.5it/s 9.1s<26.2s  73/200 68G 1.156 1.316 0.005243 747 640: 26% ━━━───────── 14/53 1.5it/s 9.7s<25.5s  73/200 68G 1.157 1.315 0.00528 644 640: 28% ━━━───────── 15/53 1.5it/s 10.4s<24.7s  73/200 68G 1.16 1.319 0.005269 665 640: 30% ━━━╸──────── 16/53 1.5it/s 11.0s<24.0s  73/200 68G 1.157 1.313 0.005236 648 640: 32% ━━━╸──────── 17/53 1.5it/s 11.7s<23.4s  73/200 68G 1.154 1.31 0.005245 527 640: 34% ━━━━──────── 18/53 1.5it/s 12.3s<22.7s  73/200 68G 1.152 1.31 0.005221 680 640: 36% ━━━━──────── 19/53 1.5it/s 13.0s<22.1s  73/200 68G 1.149 1.302 0.005179 686 640: 38% ━━━━╸─────── 20/53 1.5it/s 13.6s<21.5s  73/200 68G 1.152 1.311 0.00516 729 640: 40% ━━━━╸─────── 21/53 1.5it/s 14.3s<20.8s  73/200 68G 1.149 1.301 0.005161 511 640: 42% ━━━━╸─────── 22/53 1.5it/s 14.9s<20.1s  73/200 68G 1.145 1.299 0.005139 624 640: 43% ━━━━━─────── 23/53 1.5it/s 15.6s<19.5s  73/200 68G 1.141 1.296 0.005146 564 640: 45% ━━━━━─────── 24/53 1.5it/s 16.2s<18.8s  73/200 68G 1.141 1.294 0.005148 590 640: 47% ━━━━━╸────── 25/53 1.5it/s 16.9s<18.2s  73/200 68G 1.141 1.297 0.005121 786 640: 49% ━━━━━╸────── 26/53 1.5it/s 17.5s<17.5s  73/200 68G 1.144 1.298 0.005086 810 640: 51% ━━━━━━────── 27/53 1.5it/s 18.2s<16.9s  73/200 68G 1.145 1.297 0.005078 641 640: 53% ━━━━━━────── 28/53 1.5it/s 18.8s<16.3s  73/200 68G 1.145 1.297 0.005084 650 640: 55% ━━━━━━╸───── 29/53 1.5it/s 19.5s<15.6s  73/200 68G 1.146 1.299 0.0051 694 640: 57% ━━━━━━╸───── 30/53 1.5it/s 20.1s<15.0s  73/200 68G 1.145 1.297 0.005103 487 640: 58% ━━━━━━━───── 31/53 1.5it/s 20.8s<14.3s  73/200 68G 1.141 1.289 0.005098 604 640: 60% ━━━━━━━───── 32/53 1.5it/s 21.4s<13.6s  73/200 68G 1.14 1.29 0.005102 581 640: 62% ━━━━━━━───── 33/53 1.5it/s 22.1s<13.0s  73/200 68G 1.138 1.287 0.005116 612 640: 64% ━━━━━━━╸──── 34/53 1.5it/s 22.7s<12.3s  73/200 68G 1.138 1.287 0.005124 639 640: 66% ━━━━━━━╸──── 35/53 1.5it/s 23.3s<11.6s  73/200 68G 1.139 1.285 0.005129 722 640: 68% ━━━━━━━━──── 36/53 1.5it/s 24.0s<11.0s  73/200 68G 1.14 1.285 0.005121 720 640: 70% ━━━━━━━━──── 37/53 1.5it/s 24.6s<10.4s  73/200 68G 1.138 1.282 0.005126 620 640: 72% ━━━━━━━━╸─── 38/53 1.5it/s 25.3s<9.7s  73/200 68G 1.139 1.285 0.005133 599 640: 74% ━━━━━━━━╸─── 39/53 1.5it/s 25.9s<9.1s  73/200 68G 1.14 1.283 0.005126 652 640: 75% ━━━━━━━━━─── 40/53 1.5it/s 26.6s<8.4s  73/200 68G 1.141 1.283 0.005123 728 640: 77% ━━━━━━━━━─── 41/53 1.5it/s 27.2s<7.8s  73/200 68G 1.141 1.286 0.00512 616 640: 79% ━━━━━━━━━╸── 42/53 1.5it/s 27.9s<7.1s  73/200 68G 1.14 1.286 0.00515 586 640: 81% ━━━━━━━━━╸── 43/53 1.5it/s 28.5s<6.5s  73/200 68G 1.139 1.286 0.005153 627 640: 83% ━━━━━━━━━╸── 44/53 1.5it/s 29.2s<5.8s  73/200 68G 1.139 1.286 0.005163 569 640: 85% ━━━━━━━━━━── 45/53 1.5it/s 29.8s<5.2s  73/200 68G 1.14 1.287 0.005153 674 640: 87% ━━━━━━━━━━── 46/53 1.5it/s 30.5s<4.5s  73/200 68G 1.139 1.286 0.005142 626 640: 89% ━━━━━━━━━━╸─ 47/53 1.5it/s 31.1s<3.9s  73/200 68G 1.14 1.29 0.005141 731 640: 91% ━━━━━━━━━━╸─ 48/53 1.5it/s 31.8s<3.2s  73/200 68G 1.142 1.292 0.005141 627 640: 92% ━━━━━━━━━━━─ 49/53 1.5it/s 32.4s<2.6s  73/200 68G 1.141 1.292 0.005129 713 640: 94% ━━━━━━━━━━━─ 50/53 1.5it/s 33.1s<1.9s  73/200 68G 1.141 1.289 0.005123 665 640: 96% ━━━━━━━━━━━╸ 51/53 1.5it/s 33.7s<1.3s  73/200 68G 1.145 1.3 0.005135 152 640: 98% ━━━━━━━━━━━╸ 52/53 2.4it/s 33.9s<0.4s  73/200 68G 1.145 1.3 0.005135 152 640: 100% ━━━━━━━━━━━━ 53/53 1.6it/s 33.9s +  Class Images Instances Box(P R mAP50 mAP50-95): 100% ━━━━━━━━━━━━ 1/1 2.6it/s 0.4s + all 177 1609 0.691 0.718 0.719 0.476 + + Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size +  74/200 67.9G 1.19 1.329 0.005456 770 640: 0% ──────────── 0/53 0.6s  74/200 67.9G 1.138 1.36 0.005529 595 640: 2% ──────────── 1/53 2.1s/it 1.3s<1:51  74/200 67.9G 1.14 1.353 0.005335 665 640: 4% ──────────── 2/53 1.3s/it 1.9s<1:05  74/200 67.9G 1.151 1.344 0.005109 715 640: 6% ╸─────────── 3/53 1.0it/s 2.6s<49.4s  74/200 67.9G 1.148 1.358 0.005093 635 640: 8% ╸─────────── 4/53 1.2it/s 3.2s<41.8s  74/200 67.9G 1.147 1.369 0.005198 637 640: 9% ━─────────── 5/53 1.3it/s 3.9s<37.3s  74/200 67.9G 1.149 1.365 0.005138 712 640: 11% ━─────────── 6/53 1.4it/s 4.5s<34.4s  74/200 67.9G 1.151 1.357 0.005104 684 640: 13% ━╸────────── 7/53 1.4it/s 5.2s<32.5s  74/200 67.9G 1.151 1.361 0.005076 643 640: 15% ━╸────────── 8/53 1.5it/s 5.8s<30.9s  74/200 67.9G 1.145 1.347 0.005009 653 640: 17% ━━────────── 9/53 1.5it/s 6.5s<29.7s  74/200 67.9G 1.143 1.351 0.005032 631 640: 19% ━━────────── 10/53 1.5it/s 7.1s<28.8s  74/200 67.9G 1.144 1.354 0.00504 687 640: 21% ━━────────── 11/53 1.5it/s 7.8s<27.8s  74/200 67.9G 1.152 1.36 0.005051 675 640: 23% ━━╸───────── 12/53 1.5it/s 8.4s<27.0s  74/200 67.9G 1.149 1.345 0.005068 566 640: 25% ━━╸───────── 13/53 1.5it/s 9.1s<26.1s  74/200 67.9G 1.154 1.356 0.005072 753 640: 26% ━━━───────── 14/53 1.5it/s 9.7s<25.4s  74/200 67.9G 1.149 1.345 0.005073 573 640: 28% ━━━───────── 15/53 1.5it/s 10.4s<24.7s  74/200 67.9G 1.149 1.355 0.005062 640 640: 30% ━━━╸──────── 16/53 1.5it/s 11.0s<24.0s  74/200 67.9G 1.151 1.362 0.005115 684 640: 32% ━━━╸──────── 17/53 1.5it/s 11.7s<23.4s  74/200 67.9G 1.151 1.366 0.005153 601 640: 34% ━━━━──────── 18/53 1.5it/s 12.3s<22.7s  74/200 67.9G 1.153 1.373 0.005142 722 640: 36% ━━━━──────── 19/53 1.5it/s 13.0s<22.1s  74/200 67.9G 1.154 1.37 0.005163 633 640: 38% ━━━━╸─────── 20/53 1.5it/s 13.6s<21.4s  74/200 67.9G 1.154 1.367 0.005141 716 640: 40% ━━━━╸─────── 21/53 1.5it/s 14.3s<20.8s  74/200 67.9G 1.156 1.37 0.005158 660 640: 42% ━━━━╸─────── 22/53 1.5it/s 14.9s<20.1s  74/200 67.9G 1.159 1.379 0.0052 675 640: 43% ━━━━━─────── 23/53 1.5it/s 15.6s<19.5s  74/200 67.9G 1.157 1.379 0.005178 742 640: 45% ━━━━━─────── 24/53 1.5it/s 16.2s<18.9s  74/200 67.9G 1.156 1.384 0.005194 614 640: 47% ━━━━━╸────── 25/53 1.5it/s 16.9s<18.2s  74/200 67.9G 1.152 1.381 0.005182 622 640: 49% ━━━━━╸────── 26/53 1.5it/s 17.5s<17.5s  74/200 67.9G 1.152 1.379 0.005188 695 640: 51% ━━━━━━────── 27/53 1.5it/s 18.1s<16.8s  74/200 67.9G 1.152 1.377 0.005187 711 640: 53% ━━━━━━────── 28/53 1.5it/s 18.8s<16.2s  74/200 67.9G 1.149 1.368 0.005179 632 640: 55% ━━━━━━╸───── 29/53 1.5it/s 19.4s<15.5s  74/200 67.9G 1.15 1.368 0.005164 728 640: 57% ━━━━━━╸───── 30/53 1.5it/s 20.1s<14.9s  74/200 67.9G 1.147 1.363 0.005146 667 640: 58% ━━━━━━━───── 31/53 1.5it/s 20.7s<14.2s  74/200 67.9G 1.146 1.36 0.005147 604 640: 60% ━━━━━━━───── 32/53 1.5it/s 21.4s<13.6s  74/200 67.9G 1.145 1.359 0.00513 768 640: 62% ━━━━━━━───── 33/53 1.5it/s 22.0s<13.0s  74/200 67.9G 1.145 1.359 0.005144 684 640: 64% ━━━━━━━╸──── 34/53 1.5it/s 22.7s<12.3s  74/200 67.9G 1.144 1.357 0.005152 621 640: 66% ━━━━━━━╸──── 35/53 1.5it/s 23.3s<11.7s  74/200 67.9G 1.144 1.357 0.005136 639 640: 68% ━━━━━━━━──── 36/53 1.5it/s 24.0s<11.0s  74/200 67.9G 1.142 1.353 0.005142 603 640: 70% ━━━━━━━━──── 37/53 1.5it/s 24.6s<10.4s  74/200 67.9G 1.139 1.347 0.005129 598 640: 72% ━━━━━━━━╸─── 38/53 1.5it/s 25.3s<9.7s  74/200 67.9G 1.137 1.342 0.00512 539 640: 74% ━━━━━━━━╸─── 39/53 1.5it/s 25.9s<9.1s  74/200 67.9G 1.135 1.341 0.005124 602 640: 75% ━━━━━━━━━─── 40/53 1.5it/s 26.6s<8.4s  74/200 67.9G 1.136 1.346 0.005155 681 640: 77% ━━━━━━━━━─── 41/53 1.5it/s 27.2s<7.8s  74/200 67.9G 1.137 1.347 0.005164 570 640: 79% ━━━━━━━━━╸── 42/53 1.5it/s 27.9s<7.1s  74/200 67.9G 1.137 1.347 0.005164 648 640: 81% ━━━━━━━━━╸── 43/53 1.5it/s 28.5s<6.5s  74/200 67.9G 1.137 1.346 0.00517 647 640: 83% ━━━━━━━━━╸── 44/53 1.5it/s 29.2s<5.8s  74/200 67.9G 1.136 1.342 0.005177 573 640: 85% ━━━━━━━━━━── 45/53 1.5it/s 29.8s<5.2s  74/200 67.9G 1.137 1.344 0.005181 682 640: 87% ━━━━━━━━━━── 46/53 1.5it/s 30.4s<4.5s  74/200 67.9G 1.137 1.344 0.005177 607 640: 89% ━━━━━━━━━━╸─ 47/53 1.5it/s 31.1s<3.9s  74/200 67.9G 1.138 1.345 0.005187 663 640: 91% ━━━━━━━━━━╸─ 48/53 1.5it/s 31.7s<3.2s  74/200 67.9G 1.138 1.345 0.005174 723 640: 92% ━━━━━━━━━━━─ 49/53 1.5it/s 32.4s<2.6s  74/200 67.9G 1.139 1.347 0.005179 676 640: 94% ━━━━━━━━━━━─ 50/53 1.5it/s 33.0s<1.9s  74/200 67.9G 1.14 1.347 0.005175 688 640: 96% ━━━━━━━━━━━╸ 51/53 1.5it/s 33.7s<1.3s  74/200 67.9G 1.141 1.343 0.005178 88 640: 98% ━━━━━━━━━━━╸ 52/53 2.4it/s 33.9s<0.4s  74/200 67.9G 1.141 1.343 0.005178 88 640: 100% ━━━━━━━━━━━━ 53/53 1.6it/s 33.9s +  Class Images Instances Box(P R mAP50 mAP50-95): 100% ━━━━━━━━━━━━ 1/1 2.5it/s 0.4s + all 177 1609 0.743 0.713 0.716 0.471 + + Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size +  75/200 68.2G 1.094 1.283 0.005445 610 640: 0% ──────────── 0/53 0.6s  75/200 68.2G 1.101 1.253 0.005276 674 640: 2% ──────────── 1/53 2.1s/it 1.3s<1:51  75/200 68.2G 1.14 1.336 0.0052 736 640: 4% ──────────── 2/53 1.3s/it 1.9s<1:05  75/200 68.2G 1.13 1.316 0.005229 631 640: 6% ╸─────────── 3/53 1.0it/s 2.6s<49.2s  75/200 68.2G 1.131 1.32 0.005138 758 640: 8% ╸─────────── 4/53 1.2it/s 3.2s<41.7s  75/200 68.2G 1.135 1.309 0.005106 675 640: 9% ━─────────── 5/53 1.3it/s 3.9s<37.2s  75/200 68.2G 1.135 1.302 0.005269 604 640: 11% ━─────────── 6/53 1.4it/s 4.5s<34.4s  75/200 68.2G 1.134 1.293 0.005307 518 640: 13% ━╸────────── 7/53 1.4it/s 5.2s<32.8s  75/200 68.2G 1.144 1.32 0.005237 805 640: 15% ━╸────────── 8/53 1.4it/s 5.9s<31.5s  75/200 68.2G 1.143 1.323 0.005208 699 640: 17% ━━────────── 9/53 1.5it/s 6.5s<30.2s  75/200 68.2G 1.141 1.325 0.005211 677 640: 19% ━━────────── 10/53 1.5it/s 7.2s<29.1s  75/200 68.2G 1.148 1.338 0.005241 699 640: 21% ━━────────── 11/53 1.5it/s 7.8s<28.0s  75/200 68.2G 1.143 1.332 0.005204 598 640: 23% ━━╸───────── 12/53 1.5it/s 8.5s<27.1s  75/200 68.2G 1.147 1.333 0.00519 724 640: 25% ━━╸───────── 13/53 1.5it/s 9.1s<26.4s  75/200 68.2G 1.149 1.346 0.005182 744 640: 26% ━━━───────── 14/53 1.5it/s 9.8s<25.6s  75/200 68.2G 1.143 1.339 0.005222 574 640: 28% ━━━───────── 15/53 1.5it/s 10.4s<24.8s  75/200 68.2G 1.144 1.343 0.005227 685 640: 30% ━━━╸──────── 16/53 1.5it/s 11.1s<24.1s  75/200 68.2G 1.138 1.334 0.00523 558 640: 32% ━━━╸──────── 17/53 1.5it/s 11.7s<23.3s  75/200 68.2G 1.136 1.333 0.005212 736 640: 34% ━━━━──────── 18/53 1.5it/s 12.4s<22.7s  75/200 68.2G 1.137 1.33 0.005199 701 640: 36% ━━━━──────── 19/53 1.5it/s 13.0s<22.1s  75/200 68.2G 1.132 1.322 0.005189 539 640: 38% ━━━━╸─────── 20/53 1.5it/s 13.7s<21.5s  75/200 68.2G 1.133 1.319 0.005251 527 640: 40% ━━━━╸─────── 21/53 1.5it/s 14.3s<20.8s  75/200 68.2G 1.135 1.322 0.005263 645 640: 42% ━━━━╸─────── 22/53 1.5it/s 15.0s<20.2s  75/200 68.2G 1.132 1.322 0.005256 615 640: 43% ━━━━━─────── 23/53 1.5it/s 15.6s<19.5s  75/200 68.2G 1.137 1.327 0.005279 727 640: 45% ━━━━━─────── 24/53 1.5it/s 16.3s<18.8s  75/200 68.2G 1.138 1.327 0.005281 668 640: 47% ━━━━━╸────── 25/53 1.5it/s 16.9s<18.2s  75/200 68.2G 1.137 1.324 0.005276 639 640: 49% ━━━━━╸────── 26/53 1.5it/s 17.6s<17.5s  75/200 68.2G 1.139 1.327 0.005295 623 640: 51% ━━━━━━────── 27/53 1.5it/s 18.2s<16.9s  75/200 68.2G 1.14 1.327 0.005272 706 640: 53% ━━━━━━────── 28/53 1.5it/s 18.8s<16.2s  75/200 68.2G 1.139 1.321 0.005282 556 640: 55% ━━━━━━╸───── 29/53 1.5it/s 19.5s<15.5s  75/200 68.2G 1.139 1.325 0.005284 618 640: 57% ━━━━━━╸───── 30/53 1.5it/s 20.1s<14.8s  75/200 68.2G 1.139 1.325 0.005272 689 640: 58% ━━━━━━━───── 31/53 1.5it/s 20.8s<14.3s  75/200 68.2G 1.139 1.327 0.005266 677 640: 60% ━━━━━━━───── 32/53 1.5it/s 21.4s<13.6s  75/200 68.2G 1.139 1.33 0.005273 586 640: 62% ━━━━━━━───── 33/53 1.5it/s 22.1s<12.9s  75/200 68.2G 1.137 1.324 0.005263 584 640: 64% ━━━━━━━╸──── 34/53 1.5it/s 22.7s<12.3s  75/200 68.2G 1.14 1.328 0.005242 824 640: 66% ━━━━━━━╸──── 35/53 1.5it/s 23.4s<11.7s  75/200 68.2G 1.14 1.328 0.00526 622 640: 68% ━━━━━━━━──── 36/53 1.5it/s 24.0s<11.0s  75/200 68.2G 1.14 1.326 0.005246 635 640: 70% ━━━━━━━━──── 37/53 1.5it/s 24.7s<10.4s  75/200 68.2G 1.141 1.328 0.005245 692 640: 72% ━━━━━━━━╸─── 38/53 1.5it/s 25.3s<9.7s  75/200 68.2G 1.14 1.326 0.005241 591 640: 74% ━━━━━━━━╸─── 39/53 1.5it/s 26.0s<9.1s  75/200 68.2G 1.139 1.324 0.005244 618 640: 75% ━━━━━━━━━─── 40/53 1.5it/s 26.6s<8.4s  75/200 68.2G 1.138 1.323 0.005227 730 640: 77% ━━━━━━━━━─── 41/53 1.5it/s 27.3s<7.8s  75/200 68.2G 1.139 1.324 0.005222 744 640: 79% ━━━━━━━━━╸── 42/53 1.5it/s 27.9s<7.1s  75/200 68.2G 1.139 1.321 0.005216 713 640: 81% ━━━━━━━━━╸── 43/53 1.5it/s 28.6s<6.5s  75/200 68.2G 1.139 1.322 0.005204 739 640: 83% ━━━━━━━━━╸── 44/53 1.5it/s 29.2s<5.8s  75/200 68.2G 1.139 1.321 0.005201 675 640: 85% ━━━━━━━━━━── 45/53 1.5it/s 29.9s<5.2s  75/200 68.2G 1.138 1.321 0.005204 615 640: 87% ━━━━━━━━━━── 46/53 1.5it/s 30.5s<4.5s  75/200 68.2G 1.137 1.318 0.005203 550 640: 89% ━━━━━━━━━━╸─ 47/53 1.6it/s 31.1s<3.9s  75/200 68.2G 1.135 1.318 0.005198 652 640: 91% ━━━━━━━━━━╸─ 48/53 1.6it/s 31.8s<3.2s  75/200 68.2G 1.136 1.321 0.005205 638 640: 92% ━━━━━━━━━━━─ 49/53 1.6it/s 32.4s<2.6s  75/200 68.2G 1.135 1.317 0.005202 607 640: 94% ━━━━━━━━━━━─ 50/53 1.5it/s 33.1s<1.9s  75/200 68.2G 1.134 1.314 0.005199 523 640: 96% ━━━━━━━━━━━╸ 51/53 1.5it/s 33.7s<1.3s  75/200 68.2G 1.137 1.313 0.005186 127 640: 98% ━━━━━━━━━━━╸ 52/53 2.4it/s 34.0s<0.4s  75/200 68.2G 1.137 1.313 0.005186 127 640: 100% ━━━━━━━━━━━━ 53/53 1.6it/s 34.0s +  Class Images Instances Box(P R mAP50 mAP50-95): 100% ━━━━━━━━━━━━ 1/1 2.5it/s 0.4s + all 177 1609 0.711 0.672 0.698 0.446 + + Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size +  76/200 68.2G 1.173 1.381 0.005103 667 640: 0% ──────────── 0/53 0.6s  76/200 68.2G 1.118 1.317 0.004853 677 640: 2% ──────────── 1/53 2.2s/it 1.3s<1:52  76/200 68.2G 1.107 1.323 0.005 594 640: 4% ──────────── 2/53 1.3s/it 1.9s<1:05  76/200 68.2G 1.097 1.282 0.005187 520 640: 6% ╸─────────── 3/53 1.0it/s 2.6s<49.5s  76/200 68.2G 1.098 1.286 0.005238 557 640: 8% ╸─────────── 4/53 1.2it/s 3.2s<41.8s  76/200 68.2G 1.098 1.273 0.005236 611 640: 9% ━─────────── 5/53 1.3it/s 3.9s<37.4s  76/200 68.2G 1.106 1.289 0.005225 684 640: 11% ━─────────── 6/53 1.4it/s 4.5s<34.7s  76/200 68.2G 1.102 1.271 0.00519 626 640: 13% ━╸────────── 7/53 1.4it/s 5.2s<33.0s  76/200 68.2G 1.106 1.269 0.005189 660 640: 15% ━╸────────── 8/53 1.4it/s 5.9s<31.3s  76/200 68.2G 1.108 1.272 0.00511 667 640: 17% ━━────────── 9/53 1.5it/s 6.5s<29.9s  76/200 68.2G 1.114 1.267 0.00511 691 640: 19% ━━────────── 10/53 1.5it/s 7.2s<28.8s  76/200 68.2G 1.112 1.268 0.005149 604 640: 21% ━━────────── 11/53 1.5it/s 7.8s<27.9s  76/200 68.2G 1.112 1.262 0.005139 663 640: 23% ━━╸───────── 12/53 1.5it/s 8.5s<27.0s  76/200 68.2G 1.117 1.271 0.00515 716 640: 25% ━━╸───────── 13/53 1.5it/s 9.1s<26.3s  76/200 68.2G 1.121 1.28 0.005135 718 640: 26% ━━━───────── 14/53 1.5it/s 9.8s<25.5s  76/200 68.2G 1.125 1.282 0.00512 680 640: 28% ━━━───────── 15/53 1.5it/s 10.4s<24.8s  76/200 68.2G 1.121 1.278 0.005104 616 640: 30% ━━━╸──────── 16/53 1.5it/s 11.1s<24.1s  76/200 68.2G 1.119 1.275 0.005125 570 640: 32% ━━━╸──────── 17/53 1.5it/s 11.7s<23.5s  76/200 68.2G 1.119 1.274 0.005156 581 640: 34% ━━━━──────── 18/53 1.5it/s 12.4s<22.7s  76/200 68.2G 1.118 1.27 0.005161 669 640: 36% ━━━━──────── 19/53 1.5it/s 13.0s<22.1s  76/200 68.2G 1.119 1.273 0.005131 706 640: 38% ━━━━╸─────── 20/53 1.5it/s 13.7s<21.4s  76/200 68.2G 1.12 1.277 0.005139 667 640: 40% ━━━━╸─────── 21/53 1.5it/s 14.3s<20.8s  76/200 68.2G 1.12 1.276 0.005135 734 640: 42% ━━━━╸─────── 22/53 1.5it/s 15.0s<20.1s  76/200 68.2G 1.121 1.277 0.005119 726 640: 43% ━━━━━─────── 23/53 1.5it/s 15.6s<19.5s  76/200 68.2G 1.121 1.277 0.005102 716 640: 45% ━━━━━─────── 24/53 1.5it/s 16.3s<18.9s  76/200 68.2G 1.124 1.28 0.005115 654 640: 47% ━━━━━╸────── 25/53 1.5it/s 16.9s<18.1s  76/200 68.2G 1.121 1.283 0.005148 638 640: 49% ━━━━━╸────── 26/53 1.5it/s 17.5s<17.5s  76/200 68.2G 1.12 1.283 0.005169 578 640: 51% ━━━━━━────── 27/53 1.5it/s 18.2s<16.8s  76/200 68.2G 1.116 1.282 0.005161 621 640: 53% ━━━━━━────── 28/53 1.5it/s 18.8s<16.2s  76/200 68.2G 1.116 1.285 0.00517 646 640: 55% ━━━━━━╸───── 29/53 1.5it/s 19.5s<15.5s  76/200 68.2G 1.117 1.285 0.005177 648 640: 57% ━━━━━━╸───── 30/53 1.5it/s 20.1s<14.9s  76/200 68.2G 1.115 1.282 0.005176 550 640: 58% ━━━━━━━───── 31/53 1.5it/s 20.8s<14.3s  76/200 68.2G 1.116 1.282 0.005151 718 640: 60% ━━━━━━━───── 32/53 1.5it/s 21.4s<13.6s  76/200 68.2G 1.116 1.282 0.005134 684 640: 62% ━━━━━━━───── 33/53 1.5it/s 22.1s<13.0s  76/200 68.2G 1.116 1.281 0.005133 667 640: 64% ━━━━━━━╸──── 34/53 1.5it/s 22.7s<12.3s  76/200 68.2G 1.116 1.282 0.005156 631 640: 66% ━━━━━━━╸──── 35/53 1.5it/s 23.4s<11.6s  76/200 68.2G 1.117 1.281 0.005144 671 640: 68% ━━━━━━━━──── 36/53 1.5it/s 24.0s<11.0s  76/200 68.2G 1.116 1.279 0.005139 680 640: 70% ━━━━━━━━──── 37/53 1.5it/s 24.7s<10.4s  76/200 68.2G 1.118 1.287 0.005142 738 640: 72% ━━━━━━━━╸─── 38/53 1.5it/s 25.3s<9.7s  76/200 68.2G 1.117 1.287 0.005151 553 640: 74% ━━━━━━━━╸─── 39/53 1.5it/s 26.0s<9.1s  76/200 68.2G 1.119 1.29 0.005168 658 640: 75% ━━━━━━━━━─── 40/53 1.5it/s 26.6s<8.5s  76/200 68.2G 1.119 1.291 0.005164 648 640: 77% ━━━━━━━━━─── 41/53 1.5it/s 27.3s<7.8s  76/200 68.2G 1.12 1.293 0.005173 617 640: 79% ━━━━━━━━━╸── 42/53 1.5it/s 27.9s<7.2s  76/200 68.2G 1.119 1.292 0.005171 715 640: 81% ━━━━━━━━━╸── 43/53 1.5it/s 28.6s<6.5s  76/200 68.2G 1.121 1.295 0.005171 644 640: 83% ━━━━━━━━━╸── 44/53 1.5it/s 29.2s<5.8s  76/200 68.2G 1.124 1.302 0.005174 746 640: 85% ━━━━━━━━━━── 45/53 1.5it/s 29.9s<5.2s  76/200 68.2G 1.125 1.302 0.005172 677 640: 87% ━━━━━━━━━━── 46/53 1.5it/s 30.5s<4.6s  76/200 68.2G 1.124 1.303 0.005174 690 640: 89% ━━━━━━━━━━╸─ 47/53 1.5it/s 31.2s<3.9s  76/200 68.2G 1.125 1.305 0.00519 594 640: 91% ━━━━━━━━━━╸─ 48/53 1.5it/s 31.8s<3.2s  76/200 68.2G 1.124 1.303 0.00519 611 640: 92% ━━━━━━━━━━━─ 49/53 1.5it/s 32.5s<2.6s  76/200 68.2G 1.123 1.302 0.005188 609 640: 94% ━━━━━━━━━━━─ 50/53 1.5it/s 33.1s<1.9s  76/200 68.2G 1.124 1.303 0.005193 638 640: 96% ━━━━━━━━━━━╸ 51/53 1.5it/s 33.8s<1.3s  76/200 68.2G 1.123 1.3 0.00521 73 640: 98% ━━━━━━━━━━━╸ 52/53 2.4it/s 34.0s<0.4s  76/200 68.2G 1.123 1.3 0.00521 73 640: 100% ━━━━━━━━━━━━ 53/53 1.6it/s 34.0s +  Class Images Instances Box(P R mAP50 mAP50-95): 100% ━━━━━━━━━━━━ 1/1 2.5it/s 0.4s + all 177 1609 0.719 0.728 0.713 0.479 + + Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size +  77/200 67.1G 1.143 1.331 0.004484 692 640: 0% ──────────── 0/53 0.7s  77/200 67.1G 1.146 1.297 0.004856 588 640: 2% ──────────── 1/53 2.1s/it 1.3s<1:52  77/200 67.1G 1.156 1.326 0.00507 652 640: 4% ──────────── 2/53 1.3s/it 1.9s<1:05  77/200 67.1G 1.147 1.316 0.005233 612 640: 6% ╸─────────── 3/53 1.0it/s 2.6s<49.2s  77/200 67.1G 1.144 1.297 0.005077 746 640: 8% ╸─────────── 4/53 1.2it/s 3.2s<41.7s  77/200 67.1G 1.156 1.315 0.005236 736 640: 9% ━─────────── 5/53 1.3it/s 3.9s<37.3s  77/200 67.1G 1.166 1.323 0.005249 785 640: 11% ━─────────── 6/53 1.4it/s 4.5s<34.6s  77/200 67.1G 1.159 1.303 0.005175 607 640: 13% ━╸────────── 7/53 1.4it/s 5.2s<32.5s  77/200 67.1G 1.148 1.292 0.005193 565 640: 15% ━╸────────── 8/53 1.5it/s 5.8s<30.9s  77/200 67.1G 1.147 1.299 0.005236 601 640: 17% ━━────────── 9/53 1.5it/s 6.5s<29.7s  77/200 67.1G 1.142 1.301 0.00519 670 640: 19% ━━────────── 10/53 1.5it/s 7.1s<28.6s  77/200 67.1G 1.143 1.302 0.005156 761 640: 21% ━━────────── 11/53 1.5it/s 7.8s<27.7s  77/200 67.1G 1.14 1.308 0.005165 589 640: 23% ━━╸───────── 12/53 1.5it/s 8.4s<26.9s  77/200 67.1G 1.135 1.308 0.005171 554 640: 25% ━━╸───────── 13/53 1.5it/s 9.1s<26.1s  77/200 67.1G 1.132 1.304 0.005173 610 640: 26% ━━━───────── 14/53 1.5it/s 9.7s<25.5s  77/200 67.1G 1.131 1.305 0.005208 623 640: 28% ━━━───────── 15/53 1.5it/s 10.4s<24.7s  77/200 67.1G 1.135 1.309 0.005231 690 640: 30% ━━━╸──────── 16/53 1.5it/s 11.0s<24.0s  77/200 67.1G 1.138 1.315 0.005199 734 640: 32% ━━━╸──────── 17/53 1.5it/s 11.7s<23.4s  77/200 67.1G 1.143 1.322 0.005193 655 640: 34% ━━━━──────── 18/53 1.5it/s 12.3s<22.7s  77/200 67.1G 1.141 1.315 0.005174 705 640: 36% ━━━━──────── 19/53 1.5it/s 13.0s<22.1s  77/200 67.1G 1.144 1.325 0.005203 603 640: 38% ━━━━╸─────── 20/53 1.5it/s 13.6s<21.4s  77/200 67.1G 1.143 1.335 0.00523 678 640: 40% ━━━━╸─────── 21/53 1.5it/s 14.3s<20.8s  77/200 67.1G 1.146 1.341 0.005248 668 640: 42% ━━━━╸─────── 22/53 1.5it/s 14.9s<20.2s  77/200 67.1G 1.142 1.334 0.005259 543 640: 43% ━━━━━─────── 23/53 1.5it/s 15.6s<19.5s  77/200 67.1G 1.146 1.343 0.005249 732 640: 45% ━━━━━─────── 24/53 1.5it/s 16.2s<18.8s  77/200 67.1G 1.151 1.353 0.005242 783 640: 47% ━━━━━╸────── 25/53 1.5it/s 16.9s<18.2s  77/200 67.1G 1.151 1.35 0.005239 598 640: 49% ━━━━━╸────── 26/53 1.5it/s 17.5s<17.7s  77/200 67.1G 1.147 1.344 0.005268 597 640: 51% ━━━━━━────── 27/53 1.5it/s 18.2s<17.0s  77/200 67.1G 1.149 1.349 0.005275 657 640: 53% ━━━━━━────── 28/53 1.5it/s 18.8s<16.3s  77/200 67.1G 1.148 1.345 0.005283 627 640: 55% ━━━━━━╸───── 29/53 1.5it/s 19.5s<15.6s  77/200 67.1G 1.147 1.345 0.005278 619 640: 57% ━━━━━━╸───── 30/53 1.5it/s 20.1s<14.9s  77/200 67.1G 1.147 1.345 0.005267 696 640: 58% ━━━━━━━───── 31/53 1.5it/s 20.8s<14.3s  77/200 67.1G 1.146 1.34 0.005267 622 640: 60% ━━━━━━━───── 32/53 1.5it/s 21.4s<13.6s  77/200 67.1G 1.144 1.337 0.005253 619 640: 62% ━━━━━━━───── 33/53 1.5it/s 22.1s<13.0s  77/200 67.1G 1.142 1.335 0.005236 684 640: 64% ━━━━━━━╸──── 34/53 1.5it/s 22.7s<12.3s  77/200 67.1G 1.142 1.336 0.005239 641 640: 66% ━━━━━━━╸──── 35/53 1.5it/s 23.4s<11.7s  77/200 67.1G 1.14 1.334 0.005231 635 640: 68% ━━━━━━━━──── 36/53 1.5it/s 24.0s<11.0s  77/200 67.1G 1.138 1.327 0.00521 660 640: 70% ━━━━━━━━──── 37/53 1.5it/s 24.7s<10.4s  77/200 67.1G 1.137 1.326 0.005198 755 640: 72% ━━━━━━━━╸─── 38/53 1.5it/s 25.3s<9.7s  77/200 67.1G 1.135 1.321 0.005199 631 640: 74% ━━━━━━━━╸─── 39/53 1.5it/s 25.9s<9.0s  77/200 67.1G 1.134 1.319 0.005181 635 640: 75% ━━━━━━━━━─── 40/53 1.5it/s 26.6s<8.5s  77/200 67.1G 1.133 1.316 0.005171 581 640: 77% ━━━━━━━━━─── 41/53 1.5it/s 27.3s<7.9s  77/200 67.1G 1.132 1.313 0.005174 566 640: 79% ━━━━━━━━━╸── 42/53 1.5it/s 27.9s<7.2s  77/200 67.1G 1.133 1.313 0.005178 624 640: 81% ━━━━━━━━━╸── 43/53 1.5it/s 28.6s<6.5s  77/200 67.1G 1.132 1.31 0.005176 691 640: 83% ━━━━━━━━━╸── 44/53 1.5it/s 29.2s<5.9s  77/200 67.1G 1.132 1.307 0.005161 658 640: 85% ━━━━━━━━━━── 45/53 1.5it/s 29.9s<5.2s  77/200 67.1G 1.132 1.308 0.005156 646 640: 87% ━━━━━━━━━━── 46/53 1.5it/s 30.5s<4.6s  77/200 67.1G 1.133 1.311 0.005163 691 640: 89% ━━━━━━━━━━╸─ 47/53 1.5it/s 31.2s<3.9s  77/200 67.1G 1.134 1.313 0.005182 612 640: 91% ━━━━━━━━━━╸─ 48/53 1.5it/s 31.8s<3.3s  77/200 67.1G 1.133 1.315 0.005195 623 640: 92% ━━━━━━━━━━━─ 49/53 1.5it/s 32.5s<2.6s  77/200 67.1G 1.133 1.314 0.005182 594 640: 94% ━━━━━━━━━━━─ 50/53 1.5it/s 33.1s<2.0s  77/200 67.1G 1.132 1.312 0.005182 650 640: 96% ━━━━━━━━━━━╸ 51/53 1.5it/s 33.8s<1.3s  77/200 67.1G 1.13 1.311 0.00518 67 640: 98% ━━━━━━━━━━━╸ 52/53 2.4it/s 34.0s<0.4s  77/200 67.1G 1.13 1.311 0.00518 67 640: 100% ━━━━━━━━━━━━ 53/53 1.6it/s 34.0s +  Class Images Instances Box(P R mAP50 mAP50-95): 100% ━━━━━━━━━━━━ 1/1 2.5it/s 0.4s + all 177 1609 0.754 0.73 0.717 0.479 + + Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size +  78/200 68.2G 1.07 1.136 0.005704 593 640: 0% ──────────── 0/53 0.6s  78/200 68.2G 1.079 1.164 0.00562 577 640: 2% ──────────── 1/53 2.2s/it 1.3s<1:52  78/200 68.2G 1.094 1.2 0.00552 685 640: 4% ──────────── 2/53 1.3s/it 1.9s<1:05  78/200 68.2G 1.083 1.186 0.005465 619 640: 6% ╸─────────── 3/53 1.0it/s 2.6s<49.2s  78/200 68.2G 1.103 1.197 0.005379 639 640: 8% ╸─────────── 4/53 1.2it/s 3.2s<41.8s  78/200 68.2G 1.11 1.225 0.005266 691 640: 9% ━─────────── 5/53 1.3it/s 3.9s<37.3s  78/200 68.2G 1.11 1.234 0.005287 642 640: 11% ━─────────── 6/53 1.4it/s 4.5s<34.5s  78/200 68.2G 1.118 1.234 0.005199 739 640: 13% ━╸────────── 7/53 1.4it/s 5.2s<32.6s  78/200 68.2G 1.11 1.236 0.005206 617 640: 15% ━╸────────── 8/53 1.5it/s 5.8s<31.0s  78/200 68.2G 1.12 1.247 0.00521 657 640: 17% ━━────────── 9/53 1.5it/s 6.5s<29.8s  78/200 68.2G 1.125 1.254 0.00519 650 640: 19% ━━────────── 10/53 1.5it/s 7.1s<28.7s  78/200 68.2G 1.128 1.266 0.005168 742 640: 21% ━━────────── 11/53 1.5it/s 7.8s<27.8s  78/200 68.2G 1.127 1.271 0.005199 604 640: 23% ━━╸───────── 12/53 1.5it/s 8.4s<27.0s  78/200 68.2G 1.136 1.284 0.005166 887 640: 25% ━━╸───────── 13/53 1.5it/s 9.1s<26.3s  78/200 68.2G 1.137 1.29 0.005185 688 640: 26% ━━━───────── 14/53 1.5it/s 9.7s<25.5s  78/200 68.2G 1.135 1.287 0.005219 534 640: 28% ━━━───────── 15/53 1.5it/s 10.4s<24.8s  78/200 68.2G 1.137 1.291 0.005224 631 640: 30% ━━━╸──────── 16/53 1.5it/s 11.0s<24.1s  78/200 68.2G 1.137 1.297 0.005251 667 640: 32% ━━━╸──────── 17/53 1.5it/s 11.7s<23.4s  78/200 68.2G 1.138 1.298 0.005231 701 640: 34% ━━━━──────── 18/53 1.5it/s 12.3s<22.7s  78/200 68.2G 1.139 1.297 0.005226 814 640: 36% ━━━━──────── 19/53 1.5it/s 13.0s<22.1s  78/200 68.2G 1.141 1.298 0.005197 707 640: 38% ━━━━╸─────── 20/53 1.5it/s 13.6s<21.4s  78/200 68.2G 1.144 1.301 0.005201 659 640: 40% ━━━━╸─────── 21/53 1.5it/s 14.3s<20.8s  78/200 68.2G 1.142 1.298 0.005199 608 640: 42% ━━━━╸─────── 22/53 1.5it/s 14.9s<20.1s  78/200 68.2G 1.143 1.297 0.005176 612 640: 43% ━━━━━─────── 23/53 1.5it/s 15.6s<19.5s  78/200 68.2G 1.146 1.298 0.005177 729 640: 45% ━━━━━─────── 24/53 1.5it/s 16.2s<18.8s  78/200 68.2G 1.141 1.291 0.005174 630 640: 47% ━━━━━╸────── 25/53 1.5it/s 16.9s<18.2s  78/200 68.2G 1.143 1.294 0.005175 755 640: 49% ━━━━━╸────── 26/53 1.5it/s 17.5s<17.6s  78/200 68.2G 1.141 1.294 0.005167 560 640: 51% ━━━━━━────── 27/53 1.5it/s 18.2s<16.9s  78/200 68.2G 1.141 1.295 0.005163 623 640: 53% ━━━━━━────── 28/53 1.5it/s 18.8s<16.3s  78/200 68.2G 1.14 1.294 0.005192 526 640: 55% ━━━━━━╸───── 29/53 1.5it/s 19.5s<15.6s  78/200 68.2G 1.14 1.294 0.005192 654 640: 57% ━━━━━━╸───── 30/53 1.5it/s 20.1s<14.9s  78/200 68.2G 1.141 1.293 0.005191 613 640: 58% ━━━━━━━───── 31/53 1.5it/s 20.8s<14.3s  78/200 68.2G 1.139 1.29 0.00517 641 640: 60% ━━━━━━━───── 32/53 1.5it/s 21.4s<13.6s  78/200 68.2G 1.138 1.289 0.00516 607 640: 62% ━━━━━━━───── 33/53 1.5it/s 22.1s<13.0s  78/200 68.2G 1.135 1.283 0.005156 555 640: 64% ━━━━━━━╸──── 34/53 1.5it/s 22.7s<12.3s  78/200 68.2G 1.133 1.281 0.005169 652 640: 66% ━━━━━━━╸──── 35/53 1.5it/s 23.4s<11.7s  78/200 68.2G 1.132 1.28 0.005154 712 640: 68% ━━━━━━━━──── 36/53 1.5it/s 24.0s<11.0s  78/200 68.2G 1.134 1.283 0.005162 653 640: 70% ━━━━━━━━──── 37/53 1.5it/s 24.7s<10.4s  78/200 68.2G 1.135 1.285 0.005163 639 640: 72% ━━━━━━━━╸─── 38/53 1.5it/s 25.3s<9.8s  78/200 68.2G 1.135 1.287 0.005165 649 640: 74% ━━━━━━━━╸─── 39/53 1.5it/s 26.0s<9.1s  78/200 68.2G 1.135 1.285 0.005152 644 640: 75% ━━━━━━━━━─── 40/53 1.5it/s 26.6s<8.5s  78/200 68.2G 1.135 1.286 0.005147 654 640: 77% ━━━━━━━━━─── 41/53 1.5it/s 27.3s<7.8s  78/200 68.2G 1.134 1.286 0.005132 717 640: 79% ━━━━━━━━━╸── 42/53 1.5it/s 27.9s<7.2s  78/200 68.2G 1.136 1.291 0.005146 656 640: 81% ━━━━━━━━━╸── 43/53 1.5it/s 28.6s<6.5s  78/200 68.2G 1.137 1.292 0.005148 715 640: 83% ━━━━━━━━━╸── 44/53 1.5it/s 29.2s<5.9s  78/200 68.2G 1.137 1.29 0.005133 782 640: 85% ━━━━━━━━━━── 45/53 1.5it/s 29.9s<5.2s  78/200 68.2G 1.137 1.29 0.005142 629 640: 87% ━━━━━━━━━━── 46/53 1.5it/s 30.5s<4.6s  78/200 68.2G 1.136 1.29 0.005138 718 640: 89% ━━━━━━━━━━╸─ 47/53 1.5it/s 31.2s<3.9s  78/200 68.2G 1.137 1.29 0.005133 766 640: 91% ━━━━━━━━━━╸─ 48/53 1.5it/s 31.8s<3.2s  78/200 68.2G 1.137 1.29 0.005133 668 640: 92% ━━━━━━━━━━━─ 49/53 1.5it/s 32.5s<2.6s  78/200 68.2G 1.137 1.29 0.005132 545 640: 94% ━━━━━━━━━━━─ 50/53 1.5it/s 33.1s<1.9s  78/200 68.2G 1.136 1.287 0.00512 614 640: 96% ━━━━━━━━━━━╸ 51/53 1.5it/s 33.8s<1.3s  78/200 68.2G 1.133 1.283 0.005132 80 640: 98% ━━━━━━━━━━━╸ 52/53 2.5it/s 34.0s<0.4s  78/200 68.2G 1.133 1.283 0.005132 80 640: 100% ━━━━━━━━━━━━ 53/53 1.6it/s 34.0s +  Class Images Instances Box(P R mAP50 mAP50-95): 100% ━━━━━━━━━━━━ 1/1 2.5it/s 0.4s + all 177 1609 0.76 0.664 0.719 0.476 + + Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size +  79/200 67.9G 1.191 1.235 0.005212 684 640: 0% ──────────── 0/53 0.6s  79/200 67.9G 1.134 1.277 0.005657 581 640: 2% ──────────── 1/53 2.1s/it 1.3s<1:52  79/200 67.9G 1.147 1.297 0.005579 675 640: 4% ──────────── 2/53 1.3s/it 1.9s<1:05  79/200 67.9G 1.168 1.345 0.005434 725 640: 6% ╸─────────── 3/53 1.0it/s 2.6s<49.6s  79/200 67.9G 1.161 1.324 0.005444 606 640: 8% ╸─────────── 4/53 1.2it/s 3.2s<41.9s  79/200 67.9G 1.16 1.326 0.005349 740 640: 9% ━─────────── 5/53 1.3it/s 3.9s<37.5s  79/200 67.9G 1.153 1.33 0.005274 674 640: 11% ━─────────── 6/53 1.4it/s 4.5s<34.6s  79/200 67.9G 1.155 1.333 0.005275 581 640: 13% ━╸────────── 7/53 1.4it/s 5.2s<32.6s  79/200 67.9G 1.152 1.314 0.005235 602 640: 15% ━╸────────── 8/53 1.4it/s 5.9s<31.1s  79/200 67.9G 1.153 1.317 0.005196 743 640: 17% ━━────────── 9/53 1.5it/s 6.5s<29.9s  79/200 67.9G 1.143 1.301 0.005193 573 640: 19% ━━────────── 10/53 1.5it/s 7.2s<28.8s  79/200 67.9G 1.147 1.319 0.005263 647 640: 21% ━━───���────── 11/53 1.5it/s 7.8s<27.9s  79/200 67.9G 1.148 1.319 0.005221 749 640: 23% ━━╸───────── 12/53 1.5it/s 8.5s<27.1s  79/200 67.9G 1.152 1.323 0.005206 783 640: 25% ━━╸───────── 13/53 1.5it/s 9.1s<26.3s  79/200 67.9G 1.154 1.326 0.005201 645 640: 26% ━━━───────── 14/53 1.5it/s 9.8s<25.6s  79/200 67.9G 1.154 1.328 0.005199 676 640: 28% ━━━───────── 15/53 1.5it/s 10.4s<24.8s  79/200 67.9G 1.153 1.321 0.005176 651 640: 30% ━━━╸──────── 16/53 1.5it/s 11.1s<24.1s  79/200 67.9G 1.155 1.328 0.005149 800 640: 32% ━━━╸──────── 17/53 1.5it/s 11.7s<23.5s  79/200 67.9G 1.155 1.329 0.005159 648 640: 34% ━━━━──────── 18/53 1.5it/s 12.4s<22.8s  79/200 67.9G 1.153 1.321 0.00515 698 640: 36% ━━━━──────── 19/53 1.5it/s 13.0s<22.2s  79/200 67.9G 1.148 1.31 0.005138 561 640: 38% ━━━━╸─────── 20/53 1.5it/s 13.7s<21.5s  79/200 67.9G 1.148 1.308 0.005135 619 640: 40% ━━━━╸─────── 21/53 1.5it/s 14.3s<20.9s  79/200 67.9G 1.142 1.297 0.005094 647 640: 42% ━━━━╸─────── 22/53 1.5it/s 15.0s<20.2s  79/200 67.9G 1.14 1.296 0.005085 647 640: 43% ━━━━━─────── 23/53 1.5it/s 15.6s<19.6s  79/200 67.9G 1.138 1.289 0.005067 680 640: 45% ━━━━━─────── 24/53 1.5it/s 16.3s<18.9s  79/200 67.9G 1.137 1.289 0.005072 595 640: 47% ━━━━━╸────── 25/53 1.5it/s 16.9s<18.2s  79/200 67.9G 1.137 1.288 0.005093 673 640: 49% ━━━━━╸────── 26/53 1.5it/s 17.6s<17.6s  79/200 67.9G 1.139 1.293 0.005095 754 640: 51% ━━━━━━────── 27/53 1.5it/s 18.2s<16.9s  79/200 67.9G 1.135 1.292 0.005123 551 640: 53% ━━━━━━────── 28/53 1.5it/s 18.9s<16.3s  79/200 67.9G 1.135 1.293 0.005109 652 640: 55% ━━━━━━╸───── 29/53 1.5it/s 19.5s<15.6s  79/200 67.9G 1.135 1.29 0.005103 700 640: 57% ━━━━━━╸───── 30/53 1.5it/s 20.2s<15.0s  79/200 67.9G 1.137 1.293 0.005095 653 640: 58% ━━━━━━━───── 31/53 1.5it/s 20.8s<14.5s  79/200 67.9G 1.135 1.292 0.005089 653 640: 60% ━━━━━━━───── 32/53 1.5it/s 21.5s<13.8s  79/200 67.9G 1.134 1.292 0.005083 641 640: 62% ━━━━━━━───── 33/53 1.5it/s 22.1s<13.1s  79/200 67.9G 1.134 1.294 0.005094 668 640: 64% ━━━━━━━╸──── 34/53 1.5it/s 22.8s<12.4s  79/200 67.9G 1.133 1.294 0.005106 674 640: 66% ━━━━━━━╸──── 35/53 1.5it/s 23.4s<11.7s  79/200 67.9G 1.133 1.293 0.005107 599 640: 68% ━━━━━━━━──── 36/53 1.5it/s 24.1s<11.1s  79/200 67.9G 1.133 1.294 0.005127 617 640: 70% ━━━━━━━━──── 37/53 1.5it/s 24.7s<10.4s  79/200 67.9G 1.133 1.296 0.005121 607 640: 72% ━━━━━━━━╸─── 38/53 1.5it/s 25.4s<9.8s  79/200 67.9G 1.132 1.294 0.005112 682 640: 74% ━━━━━━━━╸─── 39/53 1.5it/s 26.0s<9.1s  79/200 67.9G 1.134 1.298 0.005115 668 640: 75% ━━━━━━━━━─── 40/53 1.5it/s 26.7s<8.5s  79/200 67.9G 1.134 1.296 0.005115 654 640: 77% ━━━━━━━━━─── 41/53 1.5it/s 27.3s<7.8s  79/200 67.9G 1.135 1.298 0.005119 729 640: 79% ━━━━━━━━━╸── 42/53 1.5it/s 28.0s<7.1s  79/200 67.9G 1.134 1.296 0.005124 626 640: 81% ━━━━━━━━━╸── 43/53 1.5it/s 28.6s<6.5s  79/200 67.9G 1.135 1.3 0.005131 680 640: 83% ━━━━━━━━━╸── 44/53 1.5it/s 29.3s<5.8s  79/200 67.9G 1.134 1.3 0.005142 591 640: 85% ━━━━━━━━━━── 45/53 1.5it/s 29.9s<5.2s  79/200 67.9G 1.135 1.301 0.005138 743 640: 87% ━━━━━━━━━━── 46/53 1.5it/s 30.6s<4.5s  79/200 67.9G 1.136 1.302 0.005141 640 640: 89% ━━━━━━━━━━╸─ 47/53 1.5it/s 31.2s<3.9s  79/200 67.9G 1.136 1.304 0.005151 614 640: 91% ━━━━━━━━━━╸─ 48/53 1.5it/s 31.9s<3.2s  79/200 67.9G 1.137 1.304 0.005147 647 640: 92% ━━━━━━━━━━━─ 49/53 1.5it/s 32.5s<2.6s  79/200 67.9G 1.137 1.304 0.005145 610 640: 94% ━━━━━━━━━━━─ 50/53 1.5it/s 33.2s<1.9s  79/200 67.9G 1.136 1.301 0.005135 634 640: 96% ━━━━━━━━━━━╸ 51/53 1.5it/s 33.8s<1.3s  79/200 67.9G 1.137 1.3 0.005166 92 640: 98% ━━━━━━━━━━━╸ 52/53 2.4it/s 34.0s<0.4s  79/200 67.9G 1.137 1.3 0.005166 92 640: 100% ━━━━━━━━━━━━ 53/53 1.6it/s 34.0s +  Class Images Instances Box(P R mAP50 mAP50-95): 100% ━━━━━━━━━━━━ 1/1 2.5it/s 0.4s + all 177 1609 0.723 0.705 0.705 0.48 + + Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size +  80/200 67.1G 1.16 1.334 0.004913 691 640: 0% ──────────── 0/53 0.6s  80/200 67.1G 1.113 1.25 0.004943 636 640: 2% ──────────── 1/53 2.2s/it 1.3s<1:53  80/200 67.1G 1.119 1.294 0.005142 712 640: 4% ──────────── 2/53 1.3s/it 2.0s<1:05  80/200 67.1G 1.148 1.346 0.005417 662 640: 6% ╸─────────── 3/53 1.0it/s 2.6s<49.6s  80/200 67.1G 1.143 1.317 0.00534 598 640: 8% ╸─────────── 4/53 1.2it/s 3.2s<41.9s  80/200 67.1G 1.12 1.278 0.005383 583 640: 9% ━─────────── 5/53 1.3it/s 3.9s<37.4s  80/200 67.1G 1.116 1.289 0.005395 608 640: 11% ━─────────── 6/53 1.4it/s 4.5s<34.6s  80/200 67.1G 1.119 1.282 0.005282 717 640: 13% ━╸────────── 7/53 1.4it/s 5.2s<32.6s  80/200 67.1G 1.132 1.279 0.005206 724 640: 15% ━╸────────── 8/53 1.4it/s 5.9s<31.1s  80/200 67.1G 1.128 1.267 0.005218 556 640: 17% ━━────────── 9/53 1.5it/s 6.5s<29.8s  80/200 67.1G 1.129 1.276 0.005179 668 640: 19% ━━────────── 10/53 1.5it/s 7.1s<28.8s  80/200 67.1G 1.138 1.281 0.005133 721 640: 21% ━━────────── 11/53 1.5it/s 7.8s<27.9s  80/200 67.1G 1.139 1.277 0.005116 696 640: 23% ━━╸───────── 12/53 1.5it/s 8.4s<27.0s  80/200 67.1G 1.135 1.27 0.005088 637 640: 25% ━━╸───────── 13/53 1.5it/s 9.1s<26.2s  80/200 67.1G 1.137 1.275 0.005116 671 640: 26% ━━━───────── 14/53 1.5it/s 9.7s<25.5s  80/200 67.1G 1.137 1.284 0.005107 667 640: 28% ━━━───────── 15/53 1.5it/s 10.4s<24.8s  80/200 67.1G 1.133 1.276 0.005111 629 640: 30% ━━━╸──────── 16/53 1.5it/s 11.0s<24.1s  80/200 67.1G 1.129 1.273 0.005124 605 640: 32% ━━━╸──────── 17/53 1.5it/s 11.7s<23.4s  80/200 67.1G 1.127 1.267 0.005075 728 640: 34% ━━━━──────── 18/53 1.5it/s 12.3s<22.7s  80/200 67.1G 1.126 1.265 0.005066 642 640: 36% ━━━━──────── 19/53 1.5it/s 13.0s<22.1s  80/200 67.1G 1.131 1.273 0.005074 787 640: 38% ━━━━╸─────── 20/53 1.5it/s 13.6s<21.5s  80/200 67.1G 1.128 1.272 0.005082 580 640: 40% ━━━━╸─────── 21/53 1.5it/s 14.3s<20.8s  80/200 67.1G 1.131 1.275 0.005072 760 640: 42% ━━━━╸─────── 22/53 1.5it/s 14.9s<20.2s  80/200 67.1G 1.133 1.276 0.005063 706 640: 43% ━━━━━─────── 23/53 1.5it/s 15.6s<19.5s  80/200 67.1G 1.134 1.276 0.005074 678 640: 45% ━━━━━���────── 24/53 1.5it/s 16.2s<18.8s  80/200 67.1G 1.135 1.281 0.005084 682 640: 47% ━━━━━╸────── 25/53 1.5it/s 16.9s<18.2s  80/200 67.1G 1.133 1.286 0.00511 639 640: 49% ━━━━━╸────── 26/53 1.5it/s 17.5s<17.5s  80/200 67.1G 1.131 1.281 0.005103 631 640: 51% ━━━━━━────── 27/53 1.5it/s 18.2s<16.9s  80/200 67.1G 1.133 1.283 0.005096 625 640: 53% ━━━━━━────── 28/53 1.5it/s 18.8s<16.2s  80/200 67.1G 1.134 1.287 0.005117 687 640: 55% ━━━━━━╸───── 29/53 1.5it/s 19.5s<15.6s  80/200 67.1G 1.135 1.289 0.005118 699 640: 57% ━━━━━━╸───── 30/53 1.5it/s 20.1s<14.9s  80/200 67.1G 1.134 1.289 0.00514 671 640: 58% ━━━━━━━───── 31/53 1.5it/s 20.8s<14.3s  80/200 67.1G 1.134 1.293 0.005135 735 640: 60% ━━━━━━━───── 32/53 1.5it/s 21.4s<13.6s  80/200 67.1G 1.134 1.295 0.005154 596 640: 62% ━━━━━━━───── 33/53 1.5it/s 22.1s<13.0s  80/200 67.1G 1.136 1.297 0.005146 721 640: 64% ━━━━━━━╸──── 34/53 1.5it/s 22.7s<12.3s  80/200 67.1G 1.136 1.298 0.005143 654 640: 66% ━━━━━━━╸──── 35/53 1.5it/s 23.4s<11.7s  80/200 67.1G 1.136 1.297 0.005133 690 640: 68% ━━━━━━━━──── 36/53 1.5it/s 24.0s<11.0s  80/200 67.1G 1.134 1.296 0.00514 582 640: 70% ━━━━━━━━──── 37/53 1.5it/s 24.7s<10.4s  80/200 67.1G 1.134 1.297 0.005125 701 640: 72% ━━━━━━━━╸─── 38/53 1.5it/s 25.3s<9.7s  80/200 67.1G 1.132 1.295 0.005126 600 640: 74% ━━━━━━━━╸─── 39/53 1.5it/s 26.0s<9.1s  80/200 67.1G 1.133 1.298 0.005111 705 640: 75% ━━━━━━━━━─── 40/53 1.5it/s 26.6s<8.4s  80/200 67.1G 1.131 1.293 0.005099 585 640: 77% ━━━━━━━━━─── 41/53 1.5it/s 27.3s<7.8s  80/200 67.1G 1.13 1.291 0.005103 607 640: 79% ━━━━━━━━━╸── 42/53 1.5it/s 27.9s<7.1s  80/200 67.1G 1.13 1.291 0.00509 721 640: 81% ━━━━━━━━━╸── 43/53 1.5it/s 28.6s<6.5s  80/200 67.1G 1.131 1.29 0.005086 702 640: 83% ━━━━━━━━━╸── 44/53 1.5it/s 29.2s<5.8s  80/200 67.1G 1.13 1.289 0.00509 654 640: 85% ━━━━━━━━━━── 45/53 1.5it/s 29.9s<5.2s  80/200 67.1G 1.13 1.288 0.005081 678 640: 87% ━━━━━━━━━━── 46/53 1.5it/s 30.5s<4.5s  80/200 67.1G 1.129 1.285 0.005084 617 640: 89% ━━━━━━━━━━╸─ 47/53 1.5it/s 31.2s<3.9s  80/200 67.1G 1.13 1.286 0.005085 727 640: 91% ━━━━━━━━━━╸─ 48/53 1.5it/s 31.8s<3.3s  80/200 67.1G 1.129 1.286 0.005096 717 640: 92% ━━━━━━━━━━━─ 49/53 1.5it/s 32.5s<2.6s  80/200 67.1G 1.128 1.284 0.005088 645 640: 94% ━━━━━━━━━━━─ 50/53 1.5it/s 33.1s<1.9s  80/200 67.1G 1.128 1.285 0.005091 673 640: 96% ━━━━━━━━━━━╸ 51/53 1.5it/s 33.8s<1.3s  80/200 67.1G 1.129 1.285 0.005145 45 640: 98% ━━━━━━━━━━━╸ 52/53 2.4it/s 34.0s<0.4s  80/200 67.1G 1.129 1.285 0.005145 45 640: 100% ━━━━━━━━━━━━ 53/53 1.6it/s 34.0s +  Class Images Instances Box(P R mAP50 mAP50-95): 100% ━━━━━━━━━━━━ 1/1 2.5it/s 0.4s + all 177 1609 0.744 0.672 0.692 0.467 + + Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size +  81/200 67G 1.096 1.246 0.005389 622 640: 0% ──────────── 0/53 0.6s  81/200 67G 1.114 1.268 0.005198 721 640: 2% ──────────── 1/53 2.1s/it 1.3s<1:52  81/200 67G 1.132 1.298 0.00486 850 640: 4% ──────────── 2/53 1.3s/it 1.9s<1:05  81/200 67G 1.112 1.274 0.00485 607 640: 6% ╸─────────── 3/53 1.0it/s 2.6s<49.3s  81/200 67G 1.102 1.268 0.004914 583 640: 8% ╸─────────── 4/53 1.2it/s 3.2s<41.8s  81/200 67G 1.1 1.265 0.004924 587 640: 9% ━─────────── 5/53 1.3it/s 3.9s<37.3s  81/200 67G 1.101 1.257 0.004929 621 640: 11% ━─────────── 6/53 1.4it/s 4.5s<34.4s  81/200 67G 1.104 1.249 0.00493 623 640: 13% ━╸────────── 7/53 1.4it/s 5.2s<32.5s  81/200 67G 1.099 1.248 0.004937 658 640: 15% ━╸────────── 8/53 1.5it/s 5.8s<30.9s  81/200 67G 1.101 1.25 0.004956 645 640: 17% ━━────────── 9/53 1.5it/s 6.5s<29.6s  81/200 67G 1.098 1.247 0.004932 695 640: 19% ━━────────── 10/53 1.5it/s 7.1s<28.6s  81/200 67G 1.103 1.259 0.004951 748 640: 21% ━━────────── 11/53 1.5it/s 7.8s<27.8s  81/200 67G 1.103 1.266 0.004907 625 640: 23% ━━╸───────── 12/53 1.5it/s 8.4s<27.0s  81/200 67G 1.108 1.276 0.004915 723 640: 25% ━━╸───────── 13/53 1.5it/s 9.1s<26.3s  81/200 67G 1.11 1.27 0.004908 649 640: 26% ━━━───────── 14/53 1.5it/s 9.7s<25.5s  81/200 67G 1.115 1.272 0.004919 715 640: 28% ━━━───────── 15/53 1.5it/s 10.4s<24.8s  81/200 67G 1.111 1.269 0.004965 544 640: 30% ━━━╸──────── 16/53 1.5it/s 11.0s<24.1s  81/200 67G 1.111 1.266 0.00494 645 640: 32% ━━━╸──────── 17/53 1.5it/s 11.7s<23.4s  81/200 67G 1.113 1.26 0.004931 637 640: 34% ━━━━──────── 18/53 1.5it/s 12.3s<22.7s  81/200 67G 1.118 1.269 0.004953 705 640: 36% ━━━━──────── 19/53 1.5it/s 13.0s<22.1s  81/200 67G 1.119 1.27 0.004956 752 640: 38% ━━━━╸─────── 20/53 1.5it/s 13.6s<21.4s  81/200 67G 1.118 1.267 0.004964 614 640: 40% ━━━━╸─────── 21/53 1.5it/s 14.3s<20.7s  81/200 67G 1.12 1.269 0.004979 663 640: 42% ━━━━╸─────── 22/53 1.5it/s 14.9s<20.1s  81/200 67G 1.119 1.267 0.004989 605 640: 43% ━━━━━─────── 23/53 1.5it/s 15.5s<19.4s  81/200 67G 1.117 1.261 0.004968 685 640: 45% ━━━━━─────── 24/53 1.5it/s 16.2s<18.8s  81/200 67G 1.113 1.259 0.004964 656 640: 47% ━━━━━╸────── 25/53 1.5it/s 16.8s<18.1s  81/200 67G 1.113 1.262 0.004945 733 640: 49% ━━━━━╸────── 26/53 1.5it/s 17.5s<17.5s  81/200 67G 1.112 1.261 0.004946 642 640: 51% ━━━━━━────── 27/53 1.5it/s 18.1s<16.8s  81/200 67G 1.114 1.262 0.00494 675 640: 53% ━━━━━━────── 28/53 1.5it/s 18.8s<16.2s  81/200 67G 1.114 1.261 0.004938 676 640: 55% ━━━━━━╸───── 29/53 1.5it/s 19.4s<15.6s  81/200 67G 1.113 1.263 0.00494 645 640: 57% ━━━━━━╸───── 30/53 1.5it/s 20.1s<14.9s  81/200 67G 1.113 1.264 0.004941 591 640: 58% ━━━━━━━───── 31/53 1.5it/s 20.7s<14.2s  81/200 67G 1.111 1.262 0.00493 617 640: 60% ━━━━━━━───── 32/53 1.5it/s 21.4s<13.6s  81/200 67G 1.109 1.26 0.004915 667 640: 62% ━━━━━━━───── 33/53 1.5it/s 22.0s<12.9s  81/200 67G 1.108 1.259 0.004917 685 640: 64% ━━━━━━━╸──── 34/53 1.5it/s 22.7s<12.3s  81/200 67G 1.109 1.256 0.004902 739 640: 66% ━━━━━━━╸──── 35/53 1.5it/s 23.3s<11.7s  81/200 67G 1.108 1.25 0.004904 602 640: 68% ━━━━━━━━──── 36/53 1.5it/s 24.0s<11.0s  81/200 67G 1.109 1.251 0.004914 598 640: 70% ━━━━━━━━──── 37/53 1.5it/s 24.6s<10.4s  81/200 67G 1.111 1.256 0.004929 723 640: 72% ━━━━━━━━╸─── 38/53 1.5it/s 25.3s<9.7s  81/200 67G 1.111 1.257 0.004932 711 640: 74% ━━━━━━━━╸─── 39/53 1.5it/s 25.9s<9.1s  81/200 67G 1.112 1.261 0.004959 635 640: 75% ━━━━━━━━━─── 40/53 1.5it/s 26.6s<8.4s  81/200 67G 1.111 1.26 0.004955 560 640: 77% ━━━━━━━━━─── 41/53 1.5it/s 27.2s<7.8s  81/200 67G 1.111 1.261 0.004958 616 640: 79% ━━━━━━━━━╸── 42/53 1.5it/s 27.9s<7.1s  81/200 67G 1.112 1.264 0.004968 681 640: 81% ━━━━━━━━━╸── 43/53 1.5it/s 28.5s<6.5s  81/200 67G 1.111 1.263 0.004964 589 640: 83% ━━━━━━━━━╸── 44/53 1.5it/s 29.2s<5.8s  81/200 67G 1.112 1.265 0.004973 654 640: 85% ━━━━━━━━━━── 45/53 1.5it/s 29.8s<5.2s  81/200 67G 1.111 1.265 0.004966 737 640: 87% ━━━━━━━━━━── 46/53 1.5it/s 30.5s<4.5s  81/200 67G 1.11 1.265 0.004978 527 640: 89% ━━━━━━━━━━╸─ 47/53 1.5it/s 31.1s<3.9s  81/200 67G 1.11 1.266 0.004976 620 640: 91% ━━━━━━━━━━╸─ 48/53 1.5it/s 31.8s<3.2s  81/200 67G 1.11 1.266 0.004975 703 640: 92% ━━━━━━━━━━━─ 49/53 1.5it/s 32.4s<2.6s  81/200 67G 1.11 1.267 0.004985 644 640: 94% ━━━━━━━━━━━─ 50/53 1.5it/s 33.1s<1.9s  81/200 67G 1.109 1.266 0.00498 635 640: 96% ━━━━━━━━━━━╸ 51/53 1.5it/s 33.7s<1.3s  81/200 67G 1.11 1.264 0.004992 79 640: 98% ━━━━━━━━━━━╸ 52/53 2.4it/s 33.9s<0.4s  81/200 67G 1.11 1.264 0.004992 79 640: 100% ━━━━━━━━━━━━ 53/53 1.6it/s 33.9s +  Class Images Instances Box(P R mAP50 mAP50-95): 100% ━━━━━━━━━━━━ 1/1 2.5it/s 0.4s + all 177 1609 0.765 0.664 0.724 0.479 + + Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size +  82/200 67.9G 1.142 1.316 0.005317 628 640: 0% ──────────── 0/53 0.6s  82/200 67.9G 1.113 1.251 0.005229 684 640: 2% ──────────── 1/53 2.2s/it 1.3s<1:52  82/200 67.9G 1.073 1.175 0.004935 608 640: 4% ──────────── 2/53 1.3s/it 1.9s<1:05  82/200 67.9G 1.105 1.249 0.004935 692 640: 6% ╸─────────── 3/53 1.0it/s 2.6s<49.2s  82/200 67.9G 1.097 1.23 0.004968 584 640: 8% ╸─────────── 4/53 1.2it/s 3.2s<41.7s  82/200 67.9G 1.1 1.229 0.004963 630 640: 9% ━─────────── 5/53 1.3it/s 3.9s<37.4s  82/200 67.9G 1.108 1.238 0.004999 686 640: 11% ━─────────── 6/53 1.4it/s 4.5s<34.6s  82/200 67.9G 1.112 1.227 0.00501 596 640: 13% ━╸────────── 7/53 1.4it/s 5.2s<32.5s  82/200 67.9G 1.106 1.234 0.005019 606 640: 15% ━╸────────── 8/53 1.5it/s 5.8s<31.0s  82/200 67.9G 1.107 1.238 0.00499 765 640: 17% ━━────────── 9/53 1.5it/s 6.5s<29.8s  82/200 67.9G 1.107 1.243 0.004944 693 640: 19% ━━────────── 10/53 1.5it/s 7.1s<28.8s  82/200 67.9G 1.116 1.261 0.004953 689 640: 21% ━━────────── 11/53 1.5it/s 7.8s<27.8s  82/200 67.9G 1.112 1.247 0.004959 546 640: 23% ━━╸───────── 12/53 1.5it/s 8.4s<26.9s  82/200 67.9G 1.111 1.245 0.004932 655 640: 25% ━━╸───────── 13/53 1.5it/s 9.1s<26.2s  82/200 67.9G 1.113 1.248 0.004902 797 640: 26% ━━━───────── 14/53 1.5it/s 9.7s<25.5s  82/200 67.9G 1.114 1.253 0.004897 643 640: 28% ━━━───────── 15/53 1.5it/s 10.4s<24.8s  82/200 67.9G 1.114 1.253 0.004888 637 640: 30% ━━━╸──────── 16/53 1.5it/s 11.0s<24.0s  82/200 67.9G 1.113 1.247 0.004858 652 640: 32% ━━━╸──────── 17/53 1.5it/s 11.7s<23.4s  82/200 67.9G 1.112 1.25 0.004883 650 640: 34% ━━━━──────── 18/53 1.5it/s 12.3s<22.7s  82/200 67.9G 1.112 1.254 0.004905 650 640: 36% ━━━━──────── 19/53 1.5it/s 13.0s<22.0s  82/200 67.9G 1.112 1.262 0.004893 689 640: 38% ━━━━╸─────── 20/53 1.5it/s 13.6s<21.4s  82/200 67.9G 1.113 1.264 0.004881 739 640: 40% ━━━━╸─────── 21/53 1.5it/s 14.3s<20.7s  82/200 67.9G 1.112 1.263 0.004875 640 640: 42% ━━━━╸─────── 22/53 1.5it/s 14.9s<20.1s  82/200 67.9G 1.111 1.263 0.004889 556 640: 43% ━━━━━─────── 23/53 1.5it/s 15.6s<19.5s  82/200 67.9G 1.109 1.263 0.004875 699 640: 45% ━━━━━─────── 24/53 1.5it/s 16.2s<18.8s  82/200 67.9G 1.107 1.259 0.004876 650 640: 47% ━━━━━╸────── 25/53 1.5it/s 16.8s<18.1s  82/200 67.9G 1.107 1.262 0.004879 665 640: 49% ━━━━━╸────── 26/53 1.5it/s 17.5s<17.5s  82/200 67.9G 1.107 1.261 0.004883 602 640: 51% ━━━━━━────── 27/53 1.5it/s 18.1s<16.8s  82/200 67.9G 1.105 1.259 0.004879 677 640: 53% ━━━━━━────── 28/53 1.5it/s 18.8s<16.2s  82/200 67.9G 1.103 1.255 0.004885 583 640: 55% ━━━━━━╸───── 29/53 1.5it/s 19.4s<15.5s  82/200 67.9G 1.101 1.25 0.004879 556 640: 57% ━━━━━━╸───── 30/53 1.5it/s 20.1s<14.9s  82/200 67.9G 1.101 1.25 0.004889 652 640: 58% ━━━━━━━───── 31/53 1.5it/s 20.7s<14.3s  82/200 67.9G 1.098 1.247 0.004879 647 640: 60% ━━━━━━━───── 32/53 1.5it/s 21.4s<13.6s  82/200 67.9G 1.096 1.243 0.004877 515 640: 62% ━━━━━━━───── 33/53 1.5it/s 22.0s<13.0s  82/200 67.9G 1.095 1.241 0.004881 637 640: 64% ━━━━━━━╸──── 34/53 1.5it/s 22.7s<12.3s  82/200 67.9G 1.096 1.242 0.004887 600 640: 66% ━━━━━━━╸──── 35/53 1.5it/s 23.3s<11.7s  82/200 67.9G 1.096 1.242 0.004891 583 640: 68% ━━━━━━━━──── 36/53 1.5it/s 24.0s<11.0s  82/200 67.9G 1.098 1.245 0.004889 715 640: 70% ━━━━━━━━──── 37/53 1.5it/s 24.6s<10.4s  82/200 67.9G 1.098 1.244 0.004887 604 640: 72% ━━━━━━━━╸─── 38/53 1.5it/s 25.3s<9.7s  82/200 67.9G 1.098 1.245 0.004885 703 640: 74% ━━━━━━━━╸─── 39/53 1.5it/s 25.9s<9.1s  82/200 67.9G 1.1 1.249 0.004894 650 640: 75% ━━━━━━━━━─── 40/53 1.5it/s 26.6s<8.4s  82/200 67.9G 1.099 1.254 0.004916 630 640: 77% ━━━━━━━━━─── 41/53 1.5it/s 27.2s<7.8s  82/200 67.9G 1.1 1.256 0.004921 675 640: 79% ━━━━━━━━━╸── 42/53 1.5it/s 27.9s<7.2s  82/200 67.9G 1.099 1.253 0.00492 620 640: 81% ━━━━━━━━━╸── 43/53 1.5it/s 28.5s<6.5s  82/200 67.9G 1.1 1.257 0.004935 612 640: 83% ━━━━━━━━━╸── 44/53 1.5it/s 29.2s<5.8s  82/200 67.9G 1.102 1.257 0.00493 737 640: 85% ━━━━━━━━━━── 45/53 1.5it/s 29.8s<5.2s  82/200 67.9G 1.102 1.259 0.004934 619 640: 87% ━━━━━━━━━━── 46/53 1.5it/s 30.5s<4.5s  82/200 67.9G 1.102 1.258 0.004939 625 640: 89% ━━━━━━━━━━╸─ 47/53 1.5it/s 31.1s<3.9s  82/200 67.9G 1.101 1.257 0.004939 621 640: 91% ━━━━━━━━━━╸─ 48/53 1.5it/s 31.8s<3.2s  82/200 67.9G 1.1 1.257 0.004941 656 640: 92% ━━━━━━━━━━━─ 49/53 1.5it/s 32.4s<2.6s  82/200 67.9G 1.099 1.256 0.004943 566 640: 94% ━━━━━━��━━━━─ 50/53 1.5it/s 33.1s<1.9s  82/200 67.9G 1.1 1.257 0.004944 713 640: 96% ━━━━━━━━━━━╸ 51/53 1.5it/s 33.7s<1.3s  82/200 67.9G 1.099 1.258 0.004985 65 640: 98% ━━━━━━━━━━━╸ 52/53 2.4it/s 33.9s<0.4s  82/200 67.9G 1.099 1.258 0.004985 65 640: 100% ━━━━━━━━━━━━ 53/53 1.6it/s 33.9s +  Class Images Instances Box(P R mAP50 mAP50-95): 100% ━━━━━━━━━━━━ 1/1 2.5it/s 0.4s + all 177 1609 0.758 0.697 0.719 0.483 + + Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size +  83/200 67.9G 1.035 1.119 0.005194 550 640: 0% ──────────── 0/53 0.6s  83/200 67.9G 1.05 1.145 0.00536 574 640: 2% ──────────── 1/53 2.2s/it 1.3s<1:57  83/200 67.9G 1.068 1.176 0.005157 670 640: 4% ──────────── 2/53 1.3s/it 2.0s<1:06  83/200 67.9G 1.082 1.21 0.005034 614 640: 6% ╸─────────── 3/53 1.0it/s 2.6s<49.6s  83/200 67.9G 1.097 1.241 0.005094 671 640: 8% ╸─────────── 4/53 1.2it/s 3.3s<42.1s  83/200 67.9G 1.106 1.269 0.00506 682 640: 9% ━─────────── 5/53 1.3it/s 3.9s<37.6s  83/200 67.9G 1.111 1.272 0.005055 674 640: 11% ━─────────── 6/53 1.4it/s 4.6s<34.7s  83/200 67.9G 1.114 1.265 0.00503 685 640: 13% ━╸────────── 7/53 1.4it/s 5.2s<32.7s  83/200 67.9G 1.114 1.28 0.00507 646 640: 15% ━╸────────── 8/53 1.4it/s 5.9s<31.1s  83/200 67.9G 1.122 1.285 0.005028 680 640: 17% ━━────────── 9/53 1.5it/s 6.5s<29.8s  83/200 67.9G 1.121 1.288 0.004997 721 640: 19% ━━────────── 10/53 1.5it/s 7.2s<28.7s  83/200 67.9G 1.118 1.277 0.004974 709 640: 21% ━━────────── 11/53 1.5it/s 7.8s<27.8s  83/200 67.9G 1.12 1.279 0.004949 639 640: 23% ━━╸───────── 12/53 1.5it/s 8.5s<27.0s  83/200 67.9G 1.122 1.285 0.004996 640 640: 25% ━━╸───────── 13/53 1.5it/s 9.1s<26.3s  83/200 67.9G 1.12 1.281 0.004966 660 640: 26% ━━━───────── 14/53 1.5it/s 9.8s<25.6s  83/200 67.9G 1.119 1.275 0.004974 647 640: 28% ━━━───────── 15/53 1.5it/s 10.4s<24.8s  83/200 67.9G 1.116 1.267 0.004969 618 640: 30% ━━━╸──────── 16/53 1.5it/s 11.1s<24.1s  83/200 67.9G 1.116 1.268 0.004953 649 640: 32% ━━━╸──────── 17/53 1.5it/s 11.7s<23.5s  83/200 67.9G 1.115 1.268 0.004965 755 640: 34% ━━━━──────── 18/53 1.5it/s 12.4s<22.7s  83/200 67.9G 1.111 1.262 0.004973 626 640: 36% ━━━━──────── 19/53 1.5it/s 13.0s<22.1s  83/200 67.9G 1.107 1.253 0.004971 641 640: 38% ━━━━╸─────── 20/53 1.5it/s 13.7s<21.4s  83/200 67.9G 1.107 1.259 0.004963 668 640: 40% ━━━━╸─────── 21/53 1.5it/s 14.3s<20.7s  83/200 67.9G 1.107 1.261 0.004942 698 640: 42% ━━━━╸─────── 22/53 1.5it/s 14.9s<20.1s  83/200 67.9G 1.107 1.26 0.00493 684 640: 43% ━━━━━─────── 23/53 1.5it/s 15.6s<19.4s  83/200 67.9G 1.103 1.255 0.004908 608 640: 45% ━━━━━─────── 24/53 1.5it/s 16.2s<18.8s  83/200 67.9G 1.106 1.266 0.004916 686 640: 47% ━━━━━╸────── 25/53 1.5it/s 16.9s<18.1s  83/200 67.9G 1.108 1.268 0.004917 754 640: 49% ━━━━━╸────── 26/53 1.5it/s 17.5s<17.5s  83/200 67.9G 1.106 1.269 0.004916 547 640: 51% ━━━━━━────── 27/53 1.5it/s 18.2s<16.8s  83/200 67.9G 1.102 1.265 0.004923 640 640: 53% ━━━━━━────── 28/53 1.5it/s 18.8s<16.2s  83/200 67.9G 1.103 1.263 0.004962 607 640: 55% ━━━━━━╸───── 29/53 1.5it/s 19.5s<15.5s  83/200 67.9G 1.104 1.264 0.004952 723 640: 57% ━━━━━━╸───── 30/53 1.5it/s 20.1s<14.9s  83/200 67.9G 1.105 1.266 0.004956 643 640: 58% ━━━━━━━───── 31/53 1.5it/s 20.8s<14.3s  83/200 67.9G 1.105 1.262 0.004946 650 640: 60% ━━━━━━━───── 32/53 1.5it/s 21.4s<13.6s  83/200 67.9G 1.109 1.265 0.004934 712 640: 62% ━━━━━━━───── 33/53 1.5it/s 22.1s<13.0s  83/200 67.9G 1.109 1.266 0.00495 634 640: 64% ━━━━━━━╸──── 34/53 1.5it/s 22.7s<12.3s  83/200 67.9G 1.109 1.264 0.004961 579 640: 66% ━━━━━━━╸──── 35/53 1.5it/s 23.4s<11.7s  83/200 67.9G 1.107 1.263 0.004954 597 640: 68% ━━━━━━━━──── 36/53 1.5it/s 24.0s<11.0s  83/200 67.9G 1.106 1.263 0.004956 652 640: 70% ━━━━━━━━──── 37/53 1.5it/s 24.7s<10.4s  83/200 67.9G 1.107 1.267 0.004965 653 640: 72% ━━━━━━━━╸─── 38/53 1.5it/s 25.3s<9.7s  83/200 67.9G 1.105 1.266 0.004962 612 640: 74% ━━━━━━━━╸─── 39/53 1.5it/s 26.0s<9.1s  83/200 67.9G 1.106 1.265 0.004966 678 640: 75% ━━━━━━━━━─── 40/53 1.5it/s 26.6s<8.4s  83/200 67.9G 1.105 1.265 0.00496 720 640: 77% ━━━━━━━━━─── 41/53 1.5it/s 27.3s<7.8s  83/200 67.9G 1.105 1.265 0.004955 688 640: 79% ━━━━━━━━━╸── 42/53 1.5it/s 27.9s<7.1s  83/200 67.9G 1.105 1.261 0.004949 700 640: 81% ━━━━━━━━━╸── 43/53 1.5it/s 28.6s<6.5s  83/200 67.9G 1.105 1.26 0.004961 588 640: 83% ━━━━━━━━━╸── 44/53 1.5it/s 29.2s<5.8s  83/200 67.9G 1.105 1.259 0.004969 648 640: 85% ━━━━━━━━━━── 45/53 1.5it/s 29.9s<5.2s  83/200 67.9G 1.104 1.259 0.004965 610 640: 87% ━━━━━━━━━━── 46/53 1.5it/s 30.5s<4.5s  83/200 67.9G 1.104 1.258 0.004952 638 640: 89% ━━━━━━━━━━╸─ 47/53 1.5it/s 31.1s<3.9s  83/200 67.9G 1.103 1.255 0.004945 682 640: 91% ━━━━━━━━━━╸─ 48/53 1.5it/s 31.8s<3.2s  83/200 67.9G 1.103 1.255 0.004953 651 640: 92% ━━━━━━━━━━━─ 49/53 1.5it/s 32.4s<2.6s  83/200 67.9G 1.104 1.259 0.004954 717 640: 94% ━━━━━━━━━━━─ 50/53 1.5it/s 33.1s<1.9s  83/200 67.9G 1.105 1.26 0.004944 646 640: 96% ━━━━━━━━━━━╸ 51/53 1.5it/s 33.7s<1.3s  83/200 67.9G 1.108 1.267 0.004957 101 640: 98% ━━━━━━━━━━━╸ 52/53 2.4it/s 34.0s<0.4s  83/200 67.9G 1.108 1.267 0.004957 101 640: 100% ━━━━━━━━━━━━ 53/53 1.6it/s 34.0s +  Class Images Instances Box(P R mAP50 mAP50-95): 100% ━━━━━━━━━━━━ 1/1 2.5it/s 0.4s + all 177 1609 0.754 0.68 0.713 0.486 + + Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size +  84/200 67.9G 1.069 1.161 0.004596 642 640: 0% ──────────── 0/53 0.7s  84/200 67.9G 1.078 1.14 0.004717 583 640: 2% ──────────── 1/53 2.2s/it 1.3s<1:53  84/200 67.9G 1.087 1.136 0.004912 577 640: 4% ──────────── 2/53 1.3s/it 2.0s<1:05  84/200 67.9G 1.088 1.143 0.004898 649 640: 6% ╸─────────── 3/53 1.0it/s 2.6s<49.3s  84/200 67.9G 1.091 1.163 0.004918 647 640: 8% ╸─────────── 4/53 1.2it/s 3.3s<41.9s  84/200 67.9G 1.087 1.189 0.004939 665 640: 9% ━─────────── 5/53 1.3it/s 3.9s<37.4s  84/200 67.9G 1.081 1.182 0.004948 692 640: 11% ━─────────── 6/53 1.4it/s 4.5s<34.6s  84/200 67.9G 1.083 1.2 0.005026 597 640: 13% ━╸────────── 7/53 1.4it/s 5.2s<32.5s  84/200 67.9G 1.085 1.199 0.004969 768 640: 15% ━╸────────── 8/53 1.5it/s 5.8s<31.0s  84/200 67.9G 1.084 1.197 0.004943 754 640: 17% ━━────────── 9/53 1.5it/s 6.5s<29.7s  84/200 67.9G 1.088 1.206 0.00493 692 640: 19% ━━────────── 10/53 1.5it/s 7.1s<28.7s  84/200 67.9G 1.087 1.199 0.004902 694 640: 21% ━━────────── 11/53 1.5it/s 7.8s<27.8s  84/200 67.9G 1.092 1.206 0.004901 645 640: 23% ━━╸───────── 12/53 1.5it/s 8.4s<27.0s  84/200 67.9G 1.093 1.201 0.004935 616 640: 25% ━━╸───────── 13/53 1.5it/s 9.1s<26.2s  84/200 67.9G 1.092 1.202 0.00493 638 640: 26% ━━━───────── 14/53 1.5it/s 9.7s<25.4s  84/200 67.9G 1.092 1.203 0.004962 557 640: 28% ━━━───────── 15/53 1.5it/s 10.4s<24.7s  84/200 67.9G 1.091 1.207 0.004955 601 640: 30% ━━━╸──────── 16/53 1.5it/s 11.0s<24.1s  84/200 67.9G 1.086 1.205 0.004972 564 640: 32% ━━━╸──────── 17/53 1.5it/s 11.7s<23.5s  84/200 67.9G 1.093 1.214 0.004997 691 640: 34% ━━━━──────── 18/53 1.5it/s 12.3s<22.8s  84/200 67.9G 1.096 1.222 0.004983 722 640: 36% ━━━━──────── 19/53 1.5it/s 13.0s<22.2s  84/200 67.9G 1.096 1.224 0.004984 644 640: 38% ━━━━╸─────── 20/53 1.5it/s 13.6s<21.5s  84/200 67.9G 1.096 1.224 0.005019 666 640: 40% ━━━━╸─────── 21/53 1.5it/s 14.3s<20.8s  84/200 67.9G 1.095 1.22 0.004998 613 640: 42% ━━━━╸─────── 22/53 1.5it/s 14.9s<20.1s  84/200 67.9G 1.094 1.22 0.004987 733 640: 43% ━━━━━─────── 23/53 1.5it/s 15.6s<19.5s  84/200 67.9G 1.093 1.22 0.004965 677 640: 45% ━━━━━─────── 24/53 1.5it/s 16.2s<18.9s  84/200 67.9G 1.094 1.224 0.004995 608 640: 47% ━━━━━╸────── 25/53 1.5it/s 16.9s<18.2s  84/200 67.9G 1.095 1.225 0.004989 624 640: 49% ━━━━━╸────── 26/53 1.5it/s 17.5s<17.5s  84/200 67.9G 1.096 1.228 0.004996 644 640: 51% ━━━━━━────── 27/53 1.5it/s 18.2s<16.9s  84/200 67.9G 1.094 1.226 0.004979 687 640: 53% ━━━━━━────── 28/53 1.5it/s 18.8s<16.2s  84/200 67.9G 1.093 1.229 0.004986 608 640: 55% ━━━━━━╸───── 29/53 1.5it/s 19.5s<15.5s  84/200 67.9G 1.093 1.233 0.004997 591 640: 57% ━━━━━━╸───── 30/53 1.5it/s 20.1s<14.9s  84/200 67.9G 1.091 1.229 0.004996 547 640: 58% ━━━━━━━───── 31/53 1.5it/s 20.8s<14.2s  84/200 67.9G 1.089 1.224 0.004991 658 640: 60% ━━━━━━━───── 32/53 1.5it/s 21.4s<13.6s  84/200 67.9G 1.086 1.22 0.004983 657 640: 62% ━━━━━━━───── 33/53 1.5it/s 22.1s<13.0s  84/200 67.9G 1.085 1.22 0.004984 629 640: 64% ━━━━━━━╸──── 34/53 1.5it/s 22.7s<12.3s  84/200 67.9G 1.086 1.223 0.005008 545 640: 66% ━━━━━━━╸──── 35/53 1.5it/s 23.4s<11.7s  84/200 67.9G 1.086 1.221 0.005001 669 640: 68% ━━━━━━━━──── 36/53 1.5it/s 24.0s<11.0s  84/200 67.9G 1.085 1.221 0.00502 598 640: 70% ━━━━━━━━──── 37/53 1.5it/s 24.7s<10.4s  84/200 67.9G 1.086 1.225 0.005043 609 640: 72% ━━━━━━━━╸─── 38/53 1.5it/s 25.3s<9.7s  84/200 67.9G 1.086 1.226 0.005051 636 640: 74% ━━━━━━━━╸─── 39/53 1.5it/s 26.0s<9.1s  84/200 67.9G 1.085 1.226 0.005046 642 640: 75% ━━━━━━━━━─── 40/53 1.5it/s 26.6s<8.4s  84/200 67.9G 1.084 1.225 0.005031 637 640: 77% ━━━━━━━━━─── 41/53 1.5it/s 27.3s<7.8s  84/200 67.9G 1.086 1.231 0.005038 617 640: 79% ━━━━━━━━━╸── 42/53 1.5it/s 27.9s<7.1s  84/200 67.9G 1.086 1.231 0.005031 691 640: 81% ━━━━━━━━━╸── 43/53 1.5it/s 28.6s<6.5s  84/200 67.9G 1.086 1.231 0.00503 660 640: 83% ━━━━━━━━━╸── 44/53 1.5it/s 29.2s<5.9s  84/200 67.9G 1.084 1.227 0.005029 521 640: 85% ━━━━━━━━━━── 45/53 1.5it/s 29.9s<5.2s  84/200 67.9G 1.084 1.23 0.005016 701 640: 87% ━━━━━━━━━━── 46/53 1.5it/s 30.5s<4.5s  84/200 67.9G 1.084 1.23 0.005011 663 640: 89% ━━━━━━━━━━╸─ 47/53 1.5it/s 31.2s<3.9s  84/200 67.9G 1.084 1.228 0.005024 549 640: 91% ━━━━━━━━━━╸─ 48/53 1.5it/s 31.8s<3.2s  84/200 67.9G 1.085 1.231 0.005017 743 640: 92% ━━━━━━━━━━━─ 49/53 1.5it/s 32.5s<2.6s  84/200 67.9G 1.086 1.233 0.005023 720 640: 94% ━━━━━━━━━━━─ 50/53 1.5it/s 33.1s<2.0s  84/200 67.9G 1.085 1.23 0.005006 543 640: 96% ━━━━━━━━━━━╸ 51/53 1.5it/s 33.8s<1.3s  84/200 67.9G 1.086 1.231 0.005003 104 640: 98% ━━━━━━━━━━━╸ 52/53 2.4it/s 34.0s<0.4s  84/200 67.9G 1.086 1.231 0.005003 104 640: 100% ━━━━━━━━━━━━ 53/53 1.6it/s 34.0s +  Class Images Instances Box(P R mAP50 mAP50-95): 100% ━━━━━━━━━━━━ 1/1 2.5it/s 0.4s + all 177 1609 0.763 0.673 0.708 0.484 + + Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size +  85/200 67.9G 1.089 1.242 0.005156 659 640: 0% ──────────── 0/53 0.6s  85/200 67.9G 1.107 1.211 0.005112 667 640: 2% ──────────── 1/53 2.2s/it 1.3s<1:52  85/200 67.9G 1.106 1.269 0.005443 596 640: 4% ──────────── 2/53 1.3s/it 1.9s<1:05  85/200 67.9G 1.088 1.205 0.005315 609 640: 6% ╸─────────── 3/53 1.0it/s 2.6s<49.2s  85/200 67.9G 1.099 1.223 0.005239 722 640: 8% ╸─────────── 4/53 1.2it/s 3.2s<41.7s  85/200 67.9G 1.107 1.235 0.00519 634 640: 9% ━─────────── 5/53 1.3it/s 3.9s<37.4s  85/200 67.9G 1.101 1.235 0.005205 611 640: 11% ━─────────── 6/53 1.4it/s 4.5s<34.5s  85/200 67.9G 1.097 1.227 0.005244 559 640: 13% ━╸────────── 7/53 1.4it/s 5.2s<32.4s  85/200 67.9G 1.097 1.221 0.005213 611 640: 15% ━╸────────── 8/53 1.5it/s 5.8s<30.9s  85/200 67.9G 1.086 1.211 0.00519 609 640: 17% ━━────────── 9/53 1.5it/s 6.5s<29.7s  85/200 67.9G 1.099 1.24 0.005215 726 640: 19% ━━────────── 10/53 1.5it/s 7.1s<28.6s  85/200 67.9G 1.096 1.24 0.005173 664 640: 21% ━━────────── 11/53 1.5it/s 7.8s<27.7s  85/200 67.9G 1.098 1.236 0.005147 654 640: 23% ━━╸───────── 12/53 1.5it/s 8.4s<27.0s  85/200 67.9G 1.099 1.241 0.00514 712 640: 25% ━━╸───────── 13/53 1.5it/s 9.1s<26.2s  85/200 67.9G 1.097 1.238 0.005153 601 640: 26% ━━━───────── 14/53 1.5it/s 9.7s<25.5s  85/200 67.9G 1.096 1.235 0.005134 590 640: 28% ━━━───────── 15/53 1.5it/s 10.4s<24.8s  85/200 67.9G 1.095 1.233 0.005116 650 640: 30% ━━━╸──────── 16/53 1.5it/s 11.0s<24.1s  85/200 67.9G 1.092 1.221 0.005082 563 640: 32% ━━━╸──────── 17/53 1.5it/s 11.7s<23.4s  85/200 67.9G 1.095 1.228 0.005071 717 640: 34% ━━━━──────── 18/53 1.5it/s 12.3s<22.7s  85/200 67.9G 1.095 1.227 0.005036 755 640: 36% ━━━━──────── 19/53 1.5it/s 13.0s<22.1s  85/200 67.9G 1.092 1.225 0.005055 556 640: 38% ━━━━╸─────── 20/53 1.5it/s 13.6s<21.4s  85/200 67.9G 1.094 1.232 0.005074 722 640: 40% ━━━━╸─────── 21/53 1.5it/s 14.3s<20.8s  85/200 67.9G 1.1 1.24 0.005065 745 640: 42% ━━━━╸─────── 22/53 1.5it/s 14.9s<20.1s  85/200 67.9G 1.098 1.232 0.005066 583 640: 43% ━━━━━─────── 23/53 1.5it/s 15.6s<19.5s  85/200 67.9G 1.1 1.236 0.005076 679 640: 45% ━━━━━─────── 24/53 1.5it/s 16.2s<18.8s  85/200 67.9G 1.097 1.233 0.00508 525 640: 47% ━━━━━╸────── 25/53 1.5it/s 16.9s<18.2s  85/200 67.9G 1.099 1.249 0.005103 659 640: 49% ━━━━━╸────── 26/53 1.5it/s 17.5s<17.5s  85/200 67.9G 1.097 1.243 0.005102 587 640: 51% ━━━━━━────── 27/53 1.5it/s 18.1s<16.8s  85/200 67.9G 1.095 1.241 0.005079 626 640: 53% ━━━━━━────── 28/53 1.5it/s 18.8s<16.2s  85/200 67.9G 1.093 1.241 0.005075 650 640: 55% ━━━━━━╸───── 29/53 1.5it/s 19.4s<15.6s  85/200 67.9G 1.092 1.236 0.005055 708 640: 57% ━━━━━━╸───── 30/53 1.5it/s 20.1s<15.0s  85/200 67.9G 1.091 1.234 0.005043 651 640: 58% ━━━━━━━───── 31/53 1.5it/s 20.7s<14.3s  85/200 67.9G 1.093 1.236 0.005053 591 640: 60% ━━━━━━━───── 32/53 1.5it/s 21.4s<13.7s  85/200 67.9G 1.09 1.231 0.005037 602 640: 62% ━━━━━━━───── 33/53 1.5it/s 22.0s<13.0s  85/200 67.9G 1.092 1.237 0.005062 676 640: 64% ━━━━━━━╸──── 34/53 1.5it/s 22.7s<12.3s  85/200 67.9G 1.09 1.236 0.005054 655 640: 66% ━━━━━━━╸──── 35/53 1.5it/s 23.3s<11.7s  85/200 67.9G 1.09 1.235 0.005048 692 640: 68% ━━━━━━━━──── 36/53 1.5it/s 24.0s<11.0s  85/200 67.9G 1.094 1.242 0.00504 798 640: 70% ━━━━━━━━──── 37/53 1.5it/s 24.6s<10.4s  85/200 67.9G 1.095 1.243 0.005032 630 640: 72% ━━━━━━━━╸─── 38/53 1.5it/s 25.3s<9.8s  85/200 67.9G 1.095 1.245 0.005056 546 640: 74% ━━━━━━━━╸─── 39/53 1.5it/s 26.0s<9.1s  85/200 67.9G 1.094 1.244 0.005042 683 640: 75% ━━━━━━━━━─── 40/53 1.5it/s 26.6s<8.4s  85/200 67.9G 1.094 1.242 0.005045 645 640: 77% ━━━━━━━━━─── 41/53 1.5it/s 27.2s<7.8s  85/200 67.9G 1.095 1.244 0.005049 638 640: 79% ━━━━━━━━━╸── 42/53 1.5it/s 27.9s<7.1s  85/200 67.9G 1.094 1.243 0.00504 626 640: 81% ━━━━━━━━━╸── 43/53 1.5it/s 28.5s<6.5s  85/200 67.9G 1.095 1.244 0.005036 749 640: 83% ━━━━━━━━━╸── 44/53 1.5it/s 29.2s<5.8s  85/200 67.9G 1.095 1.246 0.005037 723 640: 85% ━━━━━━━━━━── 45/53 1.5it/s 29.9s<5.2s  85/200 67.9G 1.094 1.246 0.005037 651 640: 87% ━━━━━━━━━━── 46/53 1.5it/s 30.5s<4.6s  85/200 67.9G 1.093 1.244 0.005046 636 640: 89% ━━━━━━━━━━╸─ 47/53 1.5it/s 31.1s<3.9s  85/200 67.9G 1.093 1.243 0.005047 596 640: 91% ━━━━━━━━━━╸─ 48/53 1.5it/s 31.8s<3.2s  85/200 67.9G 1.094 1.244 0.005051 730 640: 92% ━━━━━━━━━━━─ 49/53 1.5it/s 32.4s<2.6s  85/200 67.9G 1.092 1.241 0.005051 544 640: 94% ━━━━━━━━━━━─ 50/53 1.5it/s 33.1s<1.9s  85/200 67.9G 1.091 1.241 0.005044 694 640: 96% ━━━━━━━━━━━╸ 51/53 1.5it/s 33.7s<1.3s  85/200 67.9G 1.089 1.235 0.005034 77 640: 98% ━━━━━━━━━━━╸ 52/53 2.4it/s 34.0s<0.4s  85/200 67.9G 1.089 1.235 0.005034 77 640: 100% ━━━━━━━━━━━━ 53/53 1.6it/s 34.0s +  Class Images Instances Box(P R mAP50 mAP50-95): 100% ━━━━━━━━━━━━ 1/1 2.5it/s 0.4s + all 177 1609 0.722 0.733 0.734 0.494 + + Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size +  86/200 67.3G 1.059 1.207 0.005169 628 640: 0% ──────────── 0/53 0.7s  86/200 67.3G 1.085 1.245 0.005115 616 640: 2% ──────────── 1/53 2.2s/it 1.3s<1:53  86/200 67.3G 1.133 1.325 0.005067 713 640: 4% ──────────── 2/53 1.3s/it 2.0s<1:05  86/200 67.3G 1.113 1.306 0.004949 657 640: 6% ╸─────────── 3/53 1.0it/s 2.6s<49.6s  86/200 67.3G 1.103 1.291 0.004908 639 640: 8% ╸─────────── 4/53 1.2it/s 3.3s<41.9s  86/200 67.3G 1.105 1.272 0.004965 641 640: 9% ━─────────── 5/53 1.3it/s 3.9s<37.5s  86/200 67.3G 1.104 1.281 0.004929 658 640: 11% ━─────────── 6/53 1.4it/s 4.6s<34.6s  86/200 67.3G 1.099 1.269 0.004899 736 640: 13% ━╸────────── 7/53 1.4it/s 5.2s<32.6s  86/200 67.3G 1.101 1.262 0.00489 590 640: 15% ━╸────────── 8/53 1.5it/s 5.9s<31.0s  86/200 67.3G 1.095 1.25 0.004853 631 640: 17% ━━────────── 9/53 1.5it/s 6.5s<29.7s  86/200 67.3G 1.095 1.25 0.004839 613 640: 19% ━━────────── 10/53 1.5it/s 7.2s<28.8s  86/200 67.3G 1.1 1.251 0.004846 709 640: 21% ━━────────── 11/53 1.5it/s 7.8s<27.9s  86/200 67.3G 1.096 1.248 0.004809 711 640: 23% ━━╸───────── 12/53 1.5it/s 8.5s<27.0s  86/200 67.3G 1.093 1.231 0.004777 616 640: 25% ━━╸───────── 13/53 1.5it/s 9.1s<26.3s  86/200 67.3G 1.097 1.239 0.004766 775 640: 26% ━━━───────── 14/53 1.5it/s 9.8s<25.5s  86/200 67.3G 1.094 1.237 0.004797 651 640: 28% ━━━───────── 15/53 1.5it/s 10.4s<24.8s  86/200 67.3G 1.093 1.234 0.004797 664 640: 30% ━━━╸──────── 16/53 1.5it/s 11.1s<24.1s  86/200 67.3G 1.093 1.232 0.004765 724 640: 32% ━━━╸──────── 17/53 1.5it/s 11.7s<23.5s  86/200 67.3G 1.089 1.23 0.004775 648 640: 34% ━━━━──────── 18/53 1.5it/s 12.4s<22.8s  86/200 67.3G 1.093 1.24 0.004784 713 640: 36% ━━━━──────── 19/53 1.5it/s 13.0s<22.1s  86/200 67.3G 1.091 1.237 0.004797 654 640: 38% ━━━━╸─────── 20/53 1.5it/s 13.7s<21.4s  86/200 67.3G 1.09 1.234 0.004827 642 640: 40% ━━━━╸─────── 21/53 1.5it/s 14.3s<20.7s  86/200 67.3G 1.09 1.238 0.004823 660 640: 42% ━━━━╸─────── 22/53 1.5it/s 14.9s<20.1s  86/200 67.3G 1.091 1.241 0.004826 608 640: 43% ━━━━━─────── 23/53 1.5it/s 15.6s<19.4s  86/200 67.3G 1.091 1.239 0.004838 618 640: 45% ━━━━━─────── 24/53 1.5it/s 16.2s<18.8s  86/200 67.3G 1.089 1.239 0.00486 642 640: 47% ━━━━━╸────── 25/53 1.5it/s 16.9s<18.2s  86/200 67.3G 1.088 1.239 0.004876 677 640: 49% ━━━━━╸────── 26/53 1.5it/s 17.5s<17.6s  86/200 67.3G 1.088 1.24 0.004868 746 640: 51% ━━━━━━────── 27/53 1.5it/s 18.2s<16.9s  86/200 67.3G 1.084 1.233 0.004864 624 640: 53% ━━━━━━────── 28/53 1.5it/s 18.8s<16.2s  86/200 67.3G 1.086 1.235 0.004858 767 640: 55% ━━━━━━╸───── 29/53 1.5it/s 19.5s<15.6s  86/200 67.3G 1.086 1.236 0.004856 679 640: 57% ━━━━━━╸───── 30/53 1.5it/s 20.1s<14.9s  86/200 67.3G 1.089 1.237 0.004861 688 640: 58% ━━━━━━━───── 31/53 1.5it/s 20.8s<14.3s  86/200 67.3G 1.088 1.237 0.004854 709 640: 60% ━━━━━━━───── 32/53 1.5it/s 21.4s<13.6s  86/200 67.3G 1.087 1.235 0.004845 720 640: 62% ━━━━━━━───── 33/53 1.5it/s 22.1s<13.0s  86/200 67.3G 1.085 1.235 0.004842 601 640: 64% ━━━━━━━╸──── 34/53 1.5it/s 22.7s<12.3s  86/200 67.3G 1.086 1.234 0.004837 753 640: 66% ━━━━━━━╸──── 35/53 1.5it/s 23.4s<11.7s  86/200 67.3G 1.089 1.241 0.004849 762 640: 68% ━━━━━━━━──── 36/53 1.5it/s 24.0s<11.0s  86/200 67.3G 1.086 1.238 0.004843 562 640: 70% ━━━━━━━━──── 37/53 1.5it/s 24.7s<10.4s  86/200 67.3G 1.085 1.24 0.004833 694 640: 72% ━━━━━━━━╸─── 38/53 1.5it/s 25.3s<9.7s  86/200 67.3G 1.086 1.242 0.004842 646 640: 74% ━━━━━━━━╸─── 39/53 1.5it/s 26.0s<9.1s  86/200 67.3G 1.087 1.243 0.004856 645 640: 75% ━━━━━━━━━─── 40/53 1.5it/s 26.6s<8.4s  86/200 67.3G 1.087 1.243 0.004866 596 640: 77% ━━━━━━━━━─── 41/53 1.5it/s 27.3s<7.8s  86/200 67.3G 1.086 1.239 0.004877 561 640: 79% ━━━━━━━━━╸── 42/53 1.5it/s 27.9s<7.1s  86/200 67.3G 1.085 1.238 0.004871 615 640: 81% ━━━━━━━━━╸── 43/53 1.5it/s 28.6s<6.5s  86/200 67.3G 1.085 1.238 0.004874 644 640: 83% ━━━━━━━━━╸── 44/53 1.5it/s 29.2s<5.8s  86/200 67.3G 1.085 1.237 0.004874 713 640: 85% ━━━━━━━━━━── 45/53 1.5it/s 29.9s<5.2s  86/200 67.3G 1.085 1.238 0.004885 649 640: 87% ━━━━━━━━━━── 46/53 1.5it/s 30.5s<4.6s  86/200 67.3G 1.084 1.236 0.004887 614 640: 89% ━━━━━━━━━━╸─ 47/53 1.5it/s 31.2s<3.9s  86/200 67.3G 1.085 1.237 0.00489 713 640: 91% ━━━━━━━━━━╸─ 48/53 1.5it/s 31.8s<3.2s  86/200 67.3G 1.085 1.238 0.004885 628 640: 92% ━━━━━━━━━━━─ 49/53 1.5it/s 32.5s<2.6s  86/200 67.3G 1.087 1.241 0.004887 734 640: 94% ━━━━━━━━━━━─ 50/53 1.5it/s 33.1s<1.9s  86/200 67.3G 1.086 1.24 0.004892 628 640: 96% ━━━━━━━━━━━╸ 51/53 1.5it/s 33.8s<1.3s  86/200 67.3G 1.083 1.235 0.004879 92 640: 98% ━━━━━━━━━━━╸ 52/53 2.4it/s 34.0s<0.4s  86/200 67.3G 1.083 1.235 0.004879 92 640: 100% ━━━━━━━━━━━━ 53/53 1.6it/s 34.0s +  Class Images Instances Box(P R mAP50 mAP50-95): 100% ━━━━━━━━━━━━ 1/1 2.5it/s 0.4s + all 177 1609 0.74 0.716 0.735 0.485 + + Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size +  87/200 67.2G 1.126 1.373 0.005645 642 640: 0% ──────────── 0/53 0.7s  87/200 67.2G 1.11 1.288 0.005202 629 640: 2% ──────────── 1/53 2.2s/it 1.3s<1:52  87/200 67.2G 1.117 1.289 0.004923 749 640: 4% ──────────── 2/53 1.3s/it 2.0s<1:05  87/200 67.2G 1.141 1.346 0.005059 728 640: 6% ╸─────────── 3/53 1.0it/s 2.6s<49.4s  87/200 67.2G 1.124 1.319 0.005112 618 640: 8% ╸─────────── 4/53 1.2it/s 3.2s<41.7s  87/200 67.2G 1.116 1.305 0.005184 639 640: 9% ━─────────── 5/53 1.3it/s 3.9s<37.4s  87/200 67.2G 1.109 1.284 0.005115 648 640: 11% ━─────────── 6/53 1.4it/s 4.5s<34.5s  87/200 67.2G 1.095 1.269 0.005066 588 640: 13% ━╸────────── 7/53 1.4it/s 5.2s<32.5s  87/200 67.2G 1.097 1.271 0.00508 714 640: 15% ━╸────────── 8/53 1.5it/s 5.8s<30.9s  87/200 67.2G 1.098 1.274 0.005035 697 640: 17% ━━────────── 9/53 1.5it/s 6.5s<29.7s  87/200 67.2G 1.089 1.266 0.00502 610 640: 19% ━━────────── 10/53 1.5it/s 7.1s<28.6s  87/200 67.2G 1.084 1.247 0.005001 611 640: 21% ━━────────── 11/53 1.5it/s 7.8s<27.7s  87/200 67.2G 1.079 1.236 0.005036 579 640: 23% ━━╸───────── 12/53 1.5it/s 8.4s<26.9s  87/200 67.2G 1.078 1.239 0.005038 656 640: 25% ━━╸───────── 13/53 1.5it/s 9.1s<26.1s  87/200 67.2G 1.076 1.235 0.005047 628 640: 26% ━━━───────── 14/53 1.5it/s 9.7s<25.4s  87/200 67.2G 1.082 1.236 0.005005 681 640: 28% ━━━───────── 15/53 1.5it/s 10.4s<24.8s  87/200 67.2G 1.081 1.237 0.005001 615 640: 30% ━━━╸──────── 16/53 1.5it/s 11.0s<24.1s  87/200 67.2G 1.081 1.238 0.004968 632 640: 32% ━━━╸──────── 17/53 1.5it/s 11.7s<23.4s  87/200 67.2G 1.076 1.231 0.004941 583 640: 34% ━━━━──────── 18/53 1.5it/s 12.3s<22.7s  87/200 67.2G 1.076 1.224 0.004937 636 640: 36% ━━━━──────── 19/53 1.5it/s 13.0s<22.1s  87/200 67.2G 1.078 1.228 0.004946 673 640: 38% ━━━━╸─────── 20/53 1.5it/s 13.6s<21.4s  87/200 67.2G 1.08 1.235 0.004954 662 640: 40% ━━━━╸─────── 21/53 1.5it/s 14.3s<20.8s  87/200 67.2G 1.077 1.23 0.004945 686 640: 42% ━━━━╸─────── 22/53 1.5it/s 14.9s<20.1s  87/200 67.2G 1.078 1.227 0.004931 652 640: 43% ━━━━━─────── 23/53 1.5it/s 15.6s<19.4s  87/200 67.2G 1.076 1.225 0.004932 631 640: 45% ━━━━━─────── 24/53 1.5it/s 16.2s<18.8s  87/200 67.2G 1.076 1.23 0.004926 667 640: 47% ━━━━━╸────── 25/53 1.5it/s 16.9s<18.1s  87/200 67.2G 1.079 1.232 0.004955 618 640: 49% ━━━━━╸────── 26/53 1.5it/s 17.5s<17.5s  87/200 67.2G 1.075 1.223 0.004942 569 640: 51% ━━━━━━────── 27/53 1.5it/s 18.1s<16.8s  87/200 67.2G 1.071 1.217 0.004924 536 640: 53% ━━━━━━────── 28/53 1.5it/s 18.8s<16.1s  87/200 67.2G 1.071 1.215 0.00492 688 640: 55% ━━━━━━╸───── 29/53 1.5it/s 19.4s<15.5s  87/200 67.2G 1.071 1.214 0.004919 621 640: 57% ━━━━━━╸───── 30/53 1.5it/s 20.1s<14.9s  87/200 67.2G 1.072 1.215 0.004926 682 640: 58% ━━━━━━━───── 31/53 1.5it/s 20.8s<14.3s  87/200 67.2G 1.072 1.211 0.00492 591 640: 60% ━━━━━━━───── 32/53 1.5it/s 21.4s<13.7s  87/200 67.2G 1.07 1.21 0.004919 646 640: 62% ━━━━━━━───── 33/53 1.5it/s 22.0s<13.0s  87/200 67.2G 1.067 1.206 0.004919 596 640: 64% ━━━━━━━╸──── 34/53 1.5it/s 22.7s<12.3s  87/200 67.2G 1.068 1.205 0.004928 620 640: 66% ━━━━━━━╸──── 35/53 1.5it/s 23.3s<11.6s  87/200 67.2G 1.068 1.203 0.004921 704 640: 68% ━━━━━━━━──── 36/53 1.5it/s 24.0s<11.0s  87/200 67.2G 1.067 1.2 0.004937 566 640: 70% ━━━━━━━━──── 37/53 1.5it/s 24.6s<10.4s  87/200 67.2G 1.069 1.207 0.004924 737 640: 72% ━━━━━━━━╸─── 38/53 1.5it/s 25.3s<9.7s  87/200 67.2G 1.068 1.207 0.004915 615 640: 74% ━━━━━━━━╸─── 39/53 1.5it/s 25.9s<9.1s  87/200 67.2G 1.069 1.21 0.004916 648 640: 75% ━━━━━━━━━─── 40/53 1.5it/s 26.6s<8.4s  87/200 67.2G 1.069 1.211 0.004904 689 640: 77% ━━━━━━━━━─── 41/53 1.5it/s 27.2s<7.8s  87/200 67.2G 1.068 1.209 0.004911 536 640: 79% ━━━━━━━━━╸── 42/53 1.5it/s 27.9s<7.1s  87/200 67.2G 1.065 1.207 0.004894 603 640: 81% ━━━━━━━━━╸── 43/53 1.5it/s 28.5s<6.5s  87/200 67.2G 1.063 1.202 0.004896 560 640: 83% ━━━━━━━━━╸── 44/53 1.5it/s 29.2s<5.8s  87/200 67.2G 1.063 1.202 0.004885 711 640: 85% ━━━━━━━━━━── 45/53 1.5it/s 29.8s<5.2s  87/200 67.2G 1.065 1.205 0.004885 726 640: 87% ━━━━━━━━━━── 46/53 1.5it/s 30.5s<4.5s  87/200 67.2G 1.064 1.204 0.004879 689 640: 89% ━━━━━━━━━━╸─ 47/53 1.5it/s 31.1s<3.9s  87/200 67.2G 1.065 1.205 0.004892 638 640: 91% ━━━━━━━━━━╸─ 48/53 1.5it/s 31.8s<3.2s  87/200 67.2G 1.064 1.202 0.004895 630 640: 92% ━━━━━━━━━━━─ 49/53 1.5it/s 32.4s<2.6s  87/200 67.2G 1.064 1.202 0.004897 665 640: 94% ━━━━━━━━━━━─ 50/53 1.5it/s 33.1s<1.9s  87/200 67.2G 1.066 1.203 0.004894 746 640: 96% ━━━━━━━━━━━╸ 51/53 1.5it/s 33.7s<1.3s  87/200 67.2G 1.068 1.213 0.004913 75 640: 98% ━━━━━━━━━━━╸ 52/53 2.5it/s 33.9s<0.4s  87/200 67.2G 1.068 1.213 0.004913 75 640: 100% ━━━━━━━━━━━━ 53/53 1.6it/s 33.9s +  Class Images Instances Box(P R mAP50 mAP50-95): 100% ━━━━━━━━━━━━ 1/1 2.5it/s 0.4s + all 177 1609 0.759 0.686 0.729 0.486 + + Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size +  88/200 67.9G 1.087 1.206 0.005135 582 640: 0% ──────────── 0/53 0.6s  88/200 67.9G 1.117 1.291 0.005398 634 640: 2% ──────────── 1/53 2.2s/it 1.3s<1:52  88/200 67.9G 1.09 1.27 0.005186 678 640: 4% ──────────── 2/53 1.3s/it 1.9s<1:05  88/200 67.9G 1.092 1.265 0.00515 674 640: 6% ╸─────────── 3/53 1.0it/s 2.6s<49.3s  88/200 67.9G 1.101 1.279 0.005056 701 640: 8% ╸─────────── 4/53 1.2it/s 3.2s<41.8s  88/200 67.9G 1.094 1.249 0.005102 570 640: 9% ━─────────── 5/53 1.3it/s 3.9s<37.4s  88/200 67.9G 1.097 1.249 0.005052 633 640: 11% ━─────────── 6/53 1.4it/s 4.5s<34.5s  88/200 67.9G 1.102 1.264 0.005081 780 640: 13% ━╸────────── 7/53 1.4it/s 5.2s<32.5s  88/200 67.9G 1.099 1.251 0.005049 561 640: 15% ━╸────────── 8/53 1.5it/s 5.8s<30.9s  88/200 67.9G 1.095 1.247 0.005003 667 640: 17% ━━────────── 9/53 1.5it/s 6.5s<29.7s  88/200 67.9G 1.083 1.228 0.004938 667 640: 19% ━━────────── 10/53 1.5it/s 7.1s<28.7s  88/200 67.9G 1.085 1.233 0.004915 662 640: 21% ━━────────── 11/53 1.5it/s 7.8s<27.8s  88/200 67.9G 1.083 1.232 0.004879 660 640: 23% ━━╸───────── 12/53 1.5it/s 8.4s<27.0s  88/200 67.9G 1.085 1.238 0.004877 682 640: 25% ━━╸───────── 13/53 1.5it/s 9.1s<26.2s  88/200 67.9G 1.087 1.244 0.004872 663 640: 26% ━━━───────── 14/53 1.5it/s 9.7s<25.5s  88/200 67.9G 1.089 1.256 0.004889 721 640: 28% ━━━───────── 15/53 1.5it/s 10.4s<24.9s  88/200 67.9G 1.095 1.269 0.004906 709 640: 30% ━━━╸──────── 16/53 1.5it/s 11.0s<24.1s  88/200 67.9G 1.093 1.265 0.004867 717 640: 32% ━━━╸──────── 17/53 1.5it/s 11.7s<23.5s  88/200 67.9G 1.092 1.266 0.004873 612 640: 34% ━━━━──────── 18/53 1.5it/s 12.3s<22.8s  88/200 67.9G 1.086 1.25 0.004867 613 640: 36% ━━━━──────── 19/53 1.5it/s 13.0s<22.1s  88/200 67.9G 1.086 1.252 0.004868 606 640: 38% ━━━━╸─────── 20/53 1.5it/s 13.6s<21.4s  88/200 67.9G 1.08 1.247 0.004869 594 640: 40% ━━━━╸─────── 21/53 1.5it/s 14.3s<20.8s  88/200 67.9G 1.08 1.247 0.004897 620 640: 42% ━━━━╸─────── 22/53 1.5it/s 14.9s<20.1s  88/200 67.9G 1.082 1.247 0.004897 638 640: 43% ━━━━━─────── 23/53 1.5it/s 15.6s<19.4s  88/200 67.9G 1.079 1.243 0.004897 645 640: 45% ━━━━━─────── 24/53 1.5it/s 16.2s<18.8s  88/200 67.9G 1.08 1.242 0.00489 698 640: 47% ━━━━━╸────── 25/53 1.5it/s 16.9s<18.2s  88/200 67.9G 1.079 1.238 0.004873 642 640: 49% ━━━━━╸────── 26/53 1.5it/s 17.5s<17.6s  88/200 67.9G 1.079 1.239 0.004872 646 640: 51% ━━━━━━────── 27/53 1.5it/s 18.2s<16.9s  88/200 67.9G 1.077 1.238 0.004869 644 640: 53% ━━━━━━────── 28/53 1.5it/s 18.8s<16.2s  88/200 67.9G 1.077 1.235 0.004868 664 640: 55% ━━━━━━╸───── 29/53 1.5it/s 19.5s<15.6s  88/200 67.9G 1.077 1.232 0.004875 686 640: 57% ━━━━━━╸───── 30/53 1.5it/s 20.1s<14.9s  88/200 67.9G 1.077 1.23 0.004866 654 640: 58% ━━━━━━━───── 31/53 1.5it/s 20.8s<14.3s  88/200 67.9G 1.076 1.228 0.004847 743 640: 60% ━━━━━━━───── 32/53 1.5it/s 21.4s<13.6s  88/200 67.9G 1.075 1.223 0.004838 624 640: 62% ━━━━━━━───── 33/53 1.5it/s 22.1s<13.0s  88/200 67.9G 1.075 1.222 0.004826 705 640: 64% ━━━━━━━╸──── 34/53 1.5it/s 22.7s<12.3s  88/200 67.9G 1.076 1.219 0.00482 701 640: 66% ━━━━━━━╸──── 35/53 1.5it/s 23.4s<11.7s  88/200 67.9G 1.074 1.214 0.004823 564 640: 68% ━━━━━━━━──── 36/53 1.5it/s 24.0s<11.0s  88/200 67.9G 1.074 1.212 0.004819 676 640: 70% ━━━━━━━━──── 37/53 1.5it/s 24.6s<10.4s  88/200 67.9G 1.074 1.209 0.00482 606 640: 72% ━━━━━━━━╸─── 38/53 1.5it/s 25.3s<9.7s  88/200 67.9G 1.073 1.208 0.004813 652 640: 74% ━━━━━━━━╸─── 39/53 1.5it/s 25.9s<9.1s  88/200 67.9G 1.073 1.207 0.004799 715 640: 75% ━━━━━━━━━─── 40/53 1.5it/s 26.6s<8.4s  88/200 67.9G 1.074 1.208 0.004789 714 640: 77% ━━━━━━━━━─── 41/53 1.5it/s 27.2s<7.8s  88/200 67.9G 1.073 1.207 0.004798 580 640: 79% ━━━━━━━━━╸── 42/53 1.5it/s 27.9s<7.1s  88/200 67.9G 1.076 1.21 0.004805 687 640: 81% ━━━━━━━━━╸── 43/53 1.5it/s 28.5s<6.5s  88/200 67.9G 1.075 1.207 0.004809 589 640: 83% ━━━━━━━━━╸── 44/53 1.5it/s 29.2s<5.8s  88/200 67.9G 1.076 1.207 0.004812 681 640: 85% ━━━━━━━━━━── 45/53 1.5it/s 29.8s<5.2s  88/200 67.9G 1.076 1.205 0.004799 718 640: 87% ━━━━━━━━━━── 46/53 1.5it/s 30.5s<4.6s  88/200 67.9G 1.074 1.204 0.004796 618 640: 89% ━━━━━━━━━━╸─ 47/53 1.5it/s 31.1s<3.9s  88/200 67.9G 1.074 1.205 0.004804 669 640: 91% ━━━━━━━━━━╸─ 48/53 1.5it/s 31.8s<3.2s  88/200 67.9G 1.074 1.205 0.004796 729 640: 92% ━━━━━━━━━━━─ 49/53 1.5it/s 32.4s<2.6s  88/200 67.9G 1.075 1.206 0.004797 713 640: 94% ━━━━━━━━━━━─ 50/53 1.5it/s 33.1s<2.0s  88/200 67.9G 1.075 1.208 0.004812 647 640: 96% ━━━━━━━━━━━╸ 51/53 1.5it/s 33.7s<1.3s  88/200 67.9G 1.072 1.213 0.004835 80 640: 98% ━━━━━━━━━━━╸ 52/53 2.4it/s 34.0s<0.4s  88/200 67.9G 1.072 1.213 0.004835 80 640: 100% ━━━━━━━━━━━━ 53/53 1.6it/s 34.0s +  Class Images Instances Box(P R mAP50 mAP50-95): 100% ━━━━━━━━━━━━ 1/1 2.5it/s 0.4s + all 177 1609 0.743 0.714 0.721 0.498 + + Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size +  89/200 67.3G 1.16 1.28 0.004719 719 640: 0% ──────────── 0/53 0.7s  89/200 67.3G 1.162 1.256 0.004667 718 640: 2% ──────────── 1/53 2.2s/it 1.3s<1:52  89/200 67.3G 1.131 1.235 0.004827 548 640: 4% ──────────── 2/53 1.3s/it 1.9s<1:05  89/200 67.3G 1.117 1.236 0.004791 602 640: 6% ╸─────────── 3/53 1.0it/s 2.6s<49.3s  89/200 67.3G 1.103 1.227 0.004818 676 640: 8% ╸─────────── 4/53 1.2it/s 3.2s<41.9s  89/200 67.3G 1.103 1.217 0.004849 638 640: 9% ━─────────── 5/53 1.3it/s 3.9s<37.4s  89/200 67.3G 1.099 1.216 0.004869 604 640: 11% ━─────────── 6/53 1.4it/s 4.5s<34.6s  89/200 67.3G 1.091 1.195 0.004822 653 640: 13% ━╸────────── 7/53 1.4it/s 5.2s<32.6s  89/200 67.3G 1.088 1.193 0.004895 614 640: 15% ━╸────────── 8/53 1.4it/s 5.9s<31.1s  89/200 67.3G 1.098 1.214 0.004901 712 640: 17% ━━────────── 9/53 1.5it/s 6.5s<29.8s  89/200 67.3G 1.094 1.204 0.004886 634 640: 19% ━━────────── 10/53 1.5it/s 7.2s<28.8s  89/200 67.3G 1.096 1.212 0.004877 687 640: 21% ━━────────── 11/53 1.5it/s 7.8s<27.9s  89/200 67.3G 1.091 1.202 0.00486 659 640: 23% ━━╸───────── 12/53 1.5it/s 8.5s<27.0s  89/200 67.3G 1.094 1.212 0.004865 695 640: 25% ━━╸───────── 13/53 1.5it/s 9.1s<26.3s  89/200 67.3G 1.091 1.206 0.004883 641 640: 26% ━━━───────── 14/53 1.5it/s 9.8s<25.5s  89/200 67.3G 1.093 1.214 0.004904 727 640: 28% ━━━───────── 15/53 1.5it/s 10.4s<24.8s  89/200 67.3G 1.094 1.209 0.004866 764 640: 30% ━━━╸──────── 16/53 1.5it/s 11.1s<24.2s  89/200 67.3G 1.092 1.207 0.004845 706 640: 32% ━━━╸──────── 17/53 1.5it/s 11.7s<23.5s  89/200 67.3G 1.091 1.208 0.004868 611 640: 34% ━━━━──────── 18/53 1.5it/s 12.4s<22.8s  89/200 67.3G 1.088 1.204 0.004842 697 640: 36% ━━━━──────── 19/53 1.5it/s 13.0s<22.1s  89/200 67.3G 1.081 1.2 0.004828 547 640: 38% ━━━━╸─────── 20/53 1.5it/s 13.6s<21.4s  89/200 67.3G 1.078 1.195 0.004808 664 640: 40% ━━━━╸─────── 21/53 1.5it/s 14.3s<20.8s  89/200 67.3G 1.079 1.196 0.004813 644 640: 42% ━━━━╸─────── 22/53 1.5it/s 14.9s<20.1s  89/200 67.3G 1.081 1.2 0.004854 627 640: 43% ━━━━━─────── 23/53 1.5it/s 15.6s<19.5s  89/200 67.3G 1.081 1.195 0.004879 626 640: 45% ━━━━━─────── 24/53 1.5it/s 16.3s<18.9s  89/200 67.3G 1.08 1.197 0.004864 660 640: 47% ━━━━━╸────── 25/53 1.5it/s 16.9s<18.2s  89/200 67.3G 1.08 1.197 0.004866 637 640: 49% ━━━━━╸────── 26/53 1.5it/s 17.5s<17.5s  89/200 67.3G 1.08 1.195 0.004877 669 640: 51% ━━━━━━────── 27/53 1.5it/s 18.2s<16.9s  89/200 67.3G 1.078 1.19 0.004865 624 640: 53% ━━━━━━────── 28/53 1.5it/s 18.8s<16.2s  89/200 67.3G 1.076 1.19 0.004858 657 640: 55% ━━━━━━╸───── 29/53 1.5it/s 19.5s<15.6s  89/200 67.3G 1.076 1.19 0.00486 587 640: 57% ━━━━━━╸───── 30/53 1.5it/s 20.1s<14.9s  89/200 67.3G 1.077 1.193 0.004868 663 640: 58% ━━━━━━━───── 31/53 1.5it/s 20.8s<14.3s  89/200 67.3G 1.075 1.189 0.004853 666 640: 60% ━━━━━━━───── 32/53 1.5it/s 21.4s<13.6s  89/200 67.3G 1.074 1.19 0.004849 619 640: 62% ━━━━━━━───── 33/53 1.5it/s 22.1s<13.0s  89/200 67.3G 1.074 1.191 0.004857 687 640: 64% ━━━━━━━╸──── 34/53 1.5it/s 22.7s<12.3s  89/200 67.3G 1.075 1.188 0.004853 665 640: 66% ━━━━━━━╸──── 35/53 1.5it/s 23.4s<11.7s  89/200 67.3G 1.076 1.188 0.004856 626 640: 68% ━━━━━━━━──── 36/53 1.5it/s 24.0s<11.0s  89/200 67.3G 1.076 1.19 0.004857 578 640: 70% ━━━━━━━━──── 37/53 1.5it/s 24.7s<10.4s  89/200 67.3G 1.075 1.189 0.004852 665 640: 72% ━━━━━━━━╸─── 38/53 1.5it/s 25.4s<9.8s  89/200 67.3G 1.075 1.189 0.004839 737 640: 74% ━━━━━━━━╸─── 39/53 1.5it/s 26.0s<9.1s  89/200 67.3G 1.076 1.19 0.004838 721 640: 75% ━━━━━━━━━─── 40/53 1.5it/s 26.7s<8.5s  89/200 67.3G 1.075 1.187 0.004843 544 640: 77% ━━━━━━━━━─── 41/53 1.5it/s 27.3s<7.8s  89/200 67.3G 1.073 1.186 0.004837 719 640: 79% ━━━━━━━━━╸── 42/53 1.5it/s 28.0s<7.2s  89/200 67.3G 1.073 1.185 0.004837 605 640: 81% ━━━━━━━━━╸── 43/53 1.5it/s 28.6s<6.5s  89/200 67.3G 1.074 1.186 0.004827 612 640: 83% ━━━━━━━━━╸── 44/53 1.5it/s 29.3s<5.9s  89/200 67.3G 1.073 1.186 0.004811 623 640: 85% ━━━━━━━━━━── 45/53 1.5it/s 29.9s<5.2s  89/200 67.3G 1.075 1.19 0.004819 692 640: 87% ━━━━━━━━━━── 46/53 1.5it/s 30.6s<4.5s  89/200 67.3G 1.074 1.19 0.004824 649 640: 89% ━━━━━━━━━━╸─ 47/53 1.5it/s 31.2s<3.9s  89/200 67.3G 1.075 1.189 0.004814 676 640: 91% ━━━━━━━━━━╸─ 48/53 1.5it/s 31.9s<3.3s  89/200 67.3G 1.075 1.19 0.004814 657 640: 92% ━━━━━━━━━━━─ 49/53 1.5it/s 32.5s<2.6s  89/200 67.3G 1.073 1.187 0.004813 580 640: 94% ━━━━━━━━━━━─ 50/53 1.5it/s 33.2s<1.9s  89/200 67.3G 1.072 1.19 0.004817 677 640: 96% ━━━━━━━━━━━╸ 51/53 1.5it/s 33.8s<1.3s  89/200 67.3G 1.075 1.197 0.004834 93 640: 98% ━━━━━━━━━━━╸ 52/53 2.4it/s 34.0s<0.4s  89/200 67.3G 1.075 1.197 0.004834 93 640: 100% ━━━━━━━━━━━━ 53/53 1.6it/s 34.0s +  Class Images Instances Box(P R mAP50 mAP50-95): 100% ━━━━━━━━━━━━ 1/1 2.5it/s 0.4s + all 177 1609 0.759 0.696 0.706 0.47 + + Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size +  90/200 67.2G 1.171 1.307 0.004505 812 640: 0% ──────────── 0/53 0.7s  90/200 67.2G 1.123 1.262 0.00481 595 640: 2% ──────────── 1/53 2.2s/it 1.3s<1:52  90/200 67.2G 1.135 1.271 0.004646 782 640: 4% ──────────── 2/53 1.3s/it 2.0s<1:05  90/200 67.2G 1.13 1.281 0.004718 703 640: 6% ╸─────────── 3/53 1.0it/s 2.6s<49.5s  90/200 67.2G 1.12 1.258 0.004663 712 640: 8% ╸─────────── 4/53 1.2it/s 3.3s<41.9s  90/200 67.2G 1.123 1.274 0.004687 732 640: 9% ━─────────── 5/53 1.3it/s 3.9s<37.5s  90/200 67.2G 1.121 1.262 0.004675 820 640: 11% ━─────────── 6/53 1.4it/s 4.6s<34.6s  90/200 67.2G 1.129 1.289 0.004793 622 640: 13% ━╸────────── 7/53 1.4it/s 5.2s<32.5s  90/200 67.2G 1.124 1.287 0.004798 741 640: 15% ━╸────────── 8/53 1.5it/s 5.8s<31.0s  90/200 67.2G 1.116 1.27 0.004808 670 640: 17% ━━────────── 9/53 1.5it/s 6.5s<29.7s  90/200 67.2G 1.115 1.262 0.004792 628 640: 19% ━━────────── 10/53 1.5it/s 7.1s<28.7s  90/200 67.2G 1.106 1.252 0.004786 708 640: 21% ━━────────── 11/53 1.5it/s 7.8s<27.7s  90/200 67.2G 1.096 1.241 0.004772 606 640: 23% ━━╸───────── 12/53 1.5it/s 8.4s<26.9s  90/200 67.2G 1.09 1.235 0.0048 547 640: 25% ━━╸───────── 13/53 1.5it/s 9.1s<26.1s  90/200 67.2G 1.09 1.234 0.004796 714 640: 26% ━━━───────── 14/53 1.5it/s 9.7s<25.4s  90/200 67.2G 1.092 1.241 0.004811 733 640: 28% ━━━───────── 15/53 1.5it/s 10.4s<24.8s  90/200 67.2G 1.091 1.241 0.004793 716 640: 30% ━━━╸──────── 16/53 1.5it/s 11.0s<24.2s  90/200 67.2G 1.088 1.241 0.004797 642 640: 32% ━━━╸──────── 17/53 1.5it/s 11.7s<23.5s  90/200 67.2G 1.087 1.246 0.004795 794 640: 34% ━━━━──────── 18/53 1.5it/s 12.3s<22.8s  90/200 67.2G 1.082 1.236 0.004785 724 640: 36% ━━━━──────── 19/53 1.5it/s 13.0s<22.1s  90/200 67.2G 1.081 1.234 0.00478 607 640: 38% ━━━━╸─────── 20/53 1.5it/s 13.6s<21.6s  90/200 67.2G 1.081 1.23 0.004761 668 640: 40% ━━━━╸─────── 21/53 1.5it/s 14.3s<21.1s  90/200 67.2G 1.078 1.23 0.004778 608 640: 42% ━━━━╸─────── 22/53 1.5it/s 15.0s<20.6s  90/200 67.2G 1.079 1.233 0.004778 616 640: 43% ━━━━━─────── 23/53 1.5it/s 15.6s<19.7s  90/200 67.2G 1.076 1.227 0.00478 603 640: 45% ━━━━━─────── 24/53 1.5it/s 16.3s<19.0s  90/200 67.2G 1.077 1.227 0.004801 668 640: 47% ━━━━━╸────── 25/53 1.5it/s 16.9s<18.3s  90/200 67.2G 1.078 1.227 0.004819 753 640: 49% ━━━━━╸────── 26/53 1.5it/s 17.6s<17.6s  90/200 67.2G 1.078 1.229 0.004835 579 640: 51% ━━━━━━────── 27/53 1.5it/s 18.2s<16.9s  90/200 67.2G 1.077 1.224 0.004833 613 640: 53% ━━━━━━────── 28/53 1.5it/s 18.9s<16.4s  90/200 67.2G 1.076 1.221 0.004819 720 640: 55% ━━━━━━╸───── 29/53 1.5it/s 19.6s<15.8s  90/200 67.2G 1.075 1.219 0.004811 663 640: 57% ━━━━━━╸───── 30/53 1.5it/s 20.2s<15.1s  90/200 67.2G 1.073 1.213 0.004792 658 640: 58% ━━━━━━━───── 31/53 1.5it/s 20.9s<14.4s  90/200 67.2G 1.075 1.215 0.004801 679 640: 60% ━━━━━━━───── 32/53 1.5it/s 21.5s<13.7s  90/200 67.2G 1.075 1.216 0.004797 641 640: 62% ━━━━━━━───── 33/53 1.5it/s 22.2s<13.0s  90/200 67.2G 1.074 1.213 0.004806 637 640: 64% ━━━━━━━╸──── 34/53 1.5it/s 22.8s<12.3s  90/200 67.2G 1.074 1.214 0.004839 533 640: 66% ━━━━━━━╸──── 35/53 1.5it/s 23.4s<11.7s  90/200 67.2G 1.072 1.21 0.004832 535 640: 68% ━━━━━━━━──── 36/53 1.5it/s 24.1s<11.0s  90/200 67.2G 1.072 1.208 0.004831 645 640: 70% ━━━━━━━━──── 37/53 1.5it/s 24.7s<10.4s  90/200 67.2G 1.07 1.207 0.004838 645 640: 72% ━━━━━━━━╸─── 38/53 1.5it/s 25.4s<9.7s  90/200 67.2G 1.07 1.208 0.004835 591 640: 74% ━━━━━━━━╸─── 39/53 1.5it/s 26.0s<9.1s  90/200 67.2G 1.07 1.208 0.004834 664 640: 75% ━━━━━━━━━─── 40/53 1.5it/s 26.7s<8.4s  90/200 67.2G 1.069 1.207 0.004817 646 640: 77% ━━━━━━━━━─── 41/53 1.5it/s 27.3s<7.8s  90/200 67.2G 1.067 1.203 0.004808 609 640: 79% ━━━━━━━━━╸── 42/53 1.5it/s 28.0s<7.1s  90/200 67.2G 1.066 1.199 0.004792 662 640: 81% ━━━━━━━━━╸── 43/53 1.5it/s 28.6s<6.5s  90/200 67.2G 1.068 1.2 0.004792 692 640: 83% ━━━━━━━━━╸── 44/53 1.5it/s 29.3s<5.8s  90/200 67.2G 1.067 1.199 0.004797 619 640: 85% ━━━━━━━━━━── 45/53 1.5it/s 29.9s<5.2s  90/200 67.2G 1.068 1.203 0.004796 703 640: 87% ━━━━━━━━━━── 46/53 1.5it/s 30.6s<4.6s  90/200 67.2G 1.068 1.205 0.0048 584 640: 89% ━━━━━━━━━━╸─ 47/53 1.5it/s 31.2s<3.9s  90/200 67.2G 1.07 1.209 0.004793 787 640: 91% ━━━━━━━━━━╸─ 48/53 1.5it/s 31.9s<3.3s  90/200 67.2G 1.071 1.21 0.004803 630 640: 92% ━━━━━━━━━━━─ 49/53 1.5it/s 32.5s<2.6s  90/200 67.2G 1.07 1.207 0.0048 584 640: 94% ━━━━━━━━━━━─ 50/53 1.5it/s 33.2s<1.9s  90/200 67.2G 1.068 1.204 0.004801 616 640: 96% ━━━━━━━━━━━╸ 51/53 1.5it/s 33.8s<1.3s  90/200 67.2G 1.068 1.203 0.00479 101 640: 98% ━━━━━━━━━━━╸ 52/53 2.4it/s 34.1s<0.4s  90/200 67.2G 1.068 1.203 0.00479 101 640: 100% ━━━━━━━━━━━━ 53/53 1.6it/s 34.1s +  Class Images Instances Box(P R mAP50 mAP50-95): 100% ━━━━━━━━━━━━ 1/1 2.5it/s 0.4s + all 177 1609 0.746 0.699 0.716 0.48 + + Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size +  91/200 68.3G 1.141 1.259 0.004879 631 640: 0% ──────────── 0/53 0.6s  91/200 68.3G 1.13 1.245 0.004894 779 640: 2% ──────────── 1/53 2.2s/it 1.3s<1:53  91/200 68.3G 1.116 1.259 0.004906 747 640: 4% ──────────── 2/53 1.3s/it 1.9s<1:05  91/200 68.3G 1.096 1.201 0.004892 596 640: 6% ╸─────────── 3/53 1.0it/s 2.6s<49.4s  91/200 68.3G 1.089 1.181 0.004865 635 640: 8% ╸─────────── 4/53 1.2it/s 3.2s<41.8s  91/200 68.3G 1.069 1.174 0.004749 685 640: 9% ━─────────── 5/53 1.3it/s 3.9s<37.3s  91/200 68.3G 1.072 1.185 0.004694 729 640: 11% ━─────────── 6/53 1.4it/s 4.5s<34.5s  91/200 68.3G 1.078 1.195 0.004666 760 640: 13% ━╸────────── 7/53 1.4it/s 5.2s<32.5s  91/200 68.3G 1.082 1.194 0.004726 662 640: 15% ━╸────────── 8/53 1.5it/s 5.8s<30.9s  91/200 68.3G 1.079 1.192 0.004781 569 640: 17% ━━────────── 9/53 1.5it/s 6.5s<29.7s  91/200 68.3G 1.087 1.2 0.004827 777 640: 19% ━━────────── 10/53 1.5it/s 7.1s<28.7s  91/200 68.3G 1.075 1.184 0.004802 545 640: 21% ━━────────── 11/53 1.5it/s 7.8s<27.7s  91/200 68.3G 1.077 1.186 0.004828 661 640: 23% ━━╸───────── 12/53 1.5it/s 8.4s<26.9s  91/200 68.3G 1.082 1.192 0.004844 716 640: 25% ━━╸───────── 13/53 1.5it/s 9.1s<26.2s  91/200 68.3G 1.074 1.18 0.004824 673 640: 26% ━━━───────── 14/53 1.5it/s 9.7s<25.4s  91/200 68.3G 1.075 1.18 0.004842 580 640: 28% ━━━───────── 15/53 1.5it/s 10.4s<24.7s  91/200 68.3G 1.074 1.169 0.004825 676 640: 30% ━━━╸──────── 16/53 1.5it/s 11.0s<24.0s  91/200 68.3G 1.074 1.171 0.004795 773 640: 32% ━━━╸──────── 17/53 1.5it/s 11.7s<23.4s  91/200 68.3G 1.075 1.168 0.004762 729 640: 34% ━━━━──────── 18/53 1.5it/s 12.3s<22.8s  91/200 68.3G 1.07 1.156 0.004716 576 640: 36% ━━━━──────── 19/53 1.5it/s 13.0s<22.1s  91/200 68.3G 1.07 1.16 0.004742 577 640: 38% ━━━━╸─────── 20/53 1.5it/s 13.6s<21.5s  91/200 68.3G 1.07 1.159 0.004747 580 640: 40% ━━━━╸─────── 21/53 1.5it/s 14.3s<20.8s  91/200 68.3G 1.066 1.155 0.004737 638 640: 42% ━━━━╸─────── 22/53 1.5it/s 14.9s<20.2s  91/200 68.3G 1.067 1.159 0.004772 641 640: 43% ━━━━━─────── 23/53 1.5it/s 15.6s<19.5s  91/200 68.3G 1.067 1.159 0.004768 656 640: 45% ━━━━━─────── 24/53 1.5it/s 16.2s<18.8s  91/200 68.3G 1.068 1.159 0.004749 696 640: 47% ━━━━━╸────── 25/53 1.5it/s 16.9s<18.2s  91/200 68.3G 1.069 1.158 0.004776 607 640: 49% ━━━━━╸────── 26/53 1.5it/s 17.5s<17.5s  91/200 68.3G 1.067 1.154 0.00478 657 640: 51% ━━━━━━────── 27/53 1.5it/s 18.2s<16.9s  91/200 68.3G 1.066 1.154 0.004767 664 640: 53% ━━━━━━────── 28/53 1.5it/s 18.8s<16.3s  91/200 68.3G 1.065 1.156 0.004753 750 640: 55% ━━━━━━╸───── 29/53 1.5it/s 19.5s<15.6s  91/200 68.3G 1.063 1.152 0.004728 615 640: 57% ━━━━━━╸───── 30/53 1.5it/s 20.1s<14.9s  91/200 68.3G 1.064 1.153 0.004741 652 640: 58% ━━━━━━━───── 31/53 1.5it/s 20.8s<14.3s  91/200 68.3G 1.062 1.153 0.004752 613 640: 60% ━━━━━━━───── 32/53 1.5it/s 21.4s<13.6s  91/200 68.3G 1.063 1.154 0.004756 704 640: 62% ━━━━━━━───── 33/53 1.5it/s 22.1s<13.0s  91/200 68.3G 1.064 1.157 0.004756 669 640: 64% ━━━━━━━╸──── 34/53 1.5it/s 22.7s<12.3s  91/200 68.3G 1.063 1.158 0.004748 545 640: 66% ━━━━━━━╸──── 35/53 1.5it/s 23.4s<11.7s  91/200 68.3G 1.064 1.161 0.004737 684 640: 68% ━━━━━━━━──── 36/53 1.5it/s 24.0s<11.0s  91/200 68.3G 1.066 1.165 0.004749 665 640: 70% ━━━━━━━━──── 37/53 1.5it/s 24.7s<10.4s  91/200 68.3G 1.065 1.165 0.004747 614 640: 72% ━━━━━━━━╸─── 38/53 1.5it/s 25.3s<9.7s  91/200 68.3G 1.067 1.166 0.004739 715 640: 74% ━━━━━━━━╸─── 39/53 1.5it/s 26.0s<9.1s  91/200 68.3G 1.07 1.171 0.004749 739 640: 75% ━━━━━━━━━─── 40/53 1.5it/s 26.6s<8.4s  91/200 68.3G 1.069 1.171 0.004755 596 640: 77% ━━━━━━━━━─── 41/53 1.5it/s 27.3s<7.8s  91/200 68.3G 1.069 1.172 0.004761 638 640: 79% ━━━━━━━━━╸── 42/53 1.5it/s 27.9s<7.1s  91/200 68.3G 1.07 1.173 0.004762 711 640: 81% ━━━━━━━━━╸── 43/53 1.5it/s 28.6s<6.5s  91/200 68.3G 1.069 1.174 0.004762 569 640: 83% ━━━━━━━━━╸── 44/53 1.5it/s 29.2s<5.8s  91/200 68.3G 1.07 1.178 0.004775 663 640: 85% ━━━━━━━━━━── 45/53 1.5it/s 29.9s<5.2s  91/200 68.3G 1.07 1.181 0.004771 639 640: 87% ━━━━━━━━━━── 46/53 1.5it/s 30.5s<4.6s  91/200 68.3G 1.07 1.184 0.004777 640 640: 89% ━━━━━━━━━━╸─ 47/53 1.5it/s 31.2s<3.9s  91/200 68.3G 1.069 1.183 0.004773 611 640: 91% ━━━━━━━━━━╸─ 48/53 1.5it/s 31.8s<3.2s  91/200 68.3G 1.071 1.187 0.004765 711 640: 92% ━━━━━━━━━━━─ 49/53 1.5it/s 32.5s<2.6s  91/200 68.3G 1.071 1.186 0.004757 792 640: 94% ━━━━━━━━━━━─ 50/53 1.5it/s 33.1s<1.9s  91/200 68.3G 1.07 1.185 0.004752 655 640: 96% ━━━━━━━━━━━╸ 51/53 1.5it/s 33.8s<1.3s  91/200 68.3G 1.068 1.181 0.004826 55 640: 98% ━━━━━━━━━━━╸ 52/53 2.4it/s 34.0s<0.4s  91/200 68.3G 1.068 1.181 0.004826 55 640: 100% ━━━━━━━━━━━━ 53/53 1.6it/s 34.0s +  Class Images Instances Box(P R mAP50 mAP50-95): 100% ━━━━━━━━━━━━ 1/1 2.5it/s 0.4s + all 177 1609 0.753 0.7 0.718 0.477 + + Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size +  92/200 67.9G 1.055 1.185 0.004536 622 640: 0% ──────────── 0/53 0.6s  92/200 67.9G 1.071 1.239 0.004592 681 640: 2% ──────────── 1/53 2.2s/it 1.3s<1:53  92/200 67.9G 1.022 1.151 0.004559 580 640: 4% ──────────── 2/53 1.3s/it 1.9s<1:05  92/200 67.9G 1.044 1.174 0.004613 675 640: 6% ╸─────────── 3/53 1.0it/s 2.6s<49.4s  92/200 67.9G 1.067 1.23 0.004728 670 640: 8% ╸─────────── 4/53 1.2it/s 3.2s<41.8s  92/200 67.9G 1.056 1.204 0.004736 614 640: 9% ━─────────── 5/53 1.3it/s 3.9s<37.5s  92/200 67.9G 1.054 1.215 0.004758 600 640: 11% ━─────────── 6/53 1.4it/s 4.5s<34.5s  92/200 67.9G 1.06 1.223 0.004836 570 640: 13% ━╸────────── 7/53 1.4it/s 5.2s<32.5s  92/200 67.9G 1.061 1.206 0.004853 601 640: 15% ━╸────────── 8/53 1.4it/s 5.8s<31.1s  92/200 67.9G 1.064 1.212 0.004814 771 640: 17% ━━────────── 9/53 1.5it/s 6.5s<29.8s  92/200 67.9G 1.064 1.209 0.004803 712 640: 19% ━━────────── 10/53 1.5it/s 7.1s<28.7s  92/200 67.9G 1.069 1.212 0.004765 788 640: 21% ━━────────── 11/53 1.5it/s 7.8s<27.8s  92/200 67.9G 1.073 1.221 0.004817 635 640: 23% ━━╸───────── 12/53 1.5it/s 8.4s<27.0s  92/200 67.9G 1.072 1.211 0.004837 643 640: 25% ━━╸───────── 13/53 1.5it/s 9.1s<26.3s  92/200 67.9G 1.074 1.213 0.004834 624 640: 26% ━━━───────── 14/53 1.5it/s 9.7s<25.5s  92/200 67.9G 1.07 1.204 0.004819 701 640: 28% ━━━───────── 15/53 1.5it/s 10.4s<24.8s  92/200 67.9G 1.069 1.201 0.004824 667 640: 30% ━━━╸──────── 16/53 1.5it/s 11.0s<24.1s  92/200 67.9G 1.064 1.194 0.004803 644 640: 32% ━━━╸──────── 17/53 1.5it/s 11.7s<23.4s  92/200 67.9G 1.064 1.194 0.004795 636 640: 34% ━━━━──────── 18/53 1.5it/s 12.3s<22.7s  92/200 67.9G 1.063 1.194 0.004796 640 640: 36% ━━━━──────── 19/53 1.5it/s 13.0s<22.0s  92/200 67.9G 1.063 1.188 0.00482 646 640: 38% ━━━━╸─────── 20/53 1.5it/s 13.6s<21.4s  92/200 67.9G 1.065 1.192 0.004841 636 640: 40% ━━━━╸─────── 21/53 1.5it/s 14.3s<20.8s  92/200 67.9G 1.068 1.199 0.004844 705 640: 42% ━━━━╸─────── 22/53 1.5it/s 14.9s<20.2s  92/200 67.9G 1.069 1.201 0.004834 718 640: 43% ━━━━━─────── 23/53 1.5it/s 15.6s<19.5s  92/200 67.9G 1.069 1.2 0.004806 852 640: 45% ━━━━━─────── 24/53 1.5it/s 16.2s<18.9s  92/200 67.9G 1.069 1.204 0.004812 633 640: 47% ━━━━━╸────── 25/53 1.5it/s 16.9s<18.2s  92/200 67.9G 1.068 1.202 0.00481 707 640: 49% ━━━━━╸────── 26/53 1.5it/s 17.5s<17.6s  92/200 67.9G 1.068 1.2 0.004814 676 640: 51% ━━━━━━────── 27/53 1.5it/s 18.2s<16.9s  92/200 67.9G 1.068 1.202 0.004819 625 640: 53% ━━━━━━────── 28/53 1.5it/s 18.8s<16.2s  92/200 67.9G 1.068 1.202 0.004828 653 640: 55% ━━━━━━╸───── 29/53 1.5it/s 19.5s<15.6s  92/200 67.9G 1.065 1.197 0.004818 636 640: 57% ━━━━━━╸───── 30/53 1.5it/s 20.1s<14.9s  92/200 67.9G 1.066 1.198 0.00481 646 640: 58% ━━━━━━━───── 31/53 1.5it/s 20.8s<14.3s  92/200 67.9G 1.068 1.199 0.004818 712 640: 60% ━━━━━━━───── 32/53 1.5it/s 21.4s<13.7s  92/200 67.9G 1.065 1.194 0.004834 512 640: 62% ━━━━━━━───── 33/53 1.5it/s 22.1s<13.0s  92/200 67.9G 1.065 1.192 0.004837 607 640: 64% ━━━━━━━╸──── 34/53 1.5it/s 22.7s<12.3s  92/200 67.9G 1.064 1.195 0.004834 684 640: 66% ━━━━━━━╸──── 35/53 1.5it/s 23.4s<11.7s  92/200 67.9G 1.066 1.195 0.004835 724 640: 68% ━━━━━━━━──── 36/53 1.5it/s 24.0s<11.0s  92/200 67.9G 1.065 1.193 0.004836 583 640: 70% ━━━━━━━━──── 37/53 1.5it/s 24.7s<10.4s  92/200 67.9G 1.064 1.195 0.004846 567 640: 72% ━━━━━━━━╸─── 38/53 1.5it/s 25.3s<9.7s  92/200 67.9G 1.065 1.195 0.004842 678 640: 74% ━━━━━━━━╸─── 39/53 1.5it/s 26.0s<9.1s  92/200 67.9G 1.065 1.198 0.00484 677 640: 75% ━━━━━━━━━─── 40/53 1.5it/s 26.6s<8.4s  92/200 67.9G 1.064 1.198 0.004841 616 640: 77% ━━━━━━━━━─── 41/53 1.5it/s 27.3s<7.8s  92/200 67.9G 1.065 1.198 0.004834 626 640: 79% ━━━━━━━━━╸── 42/53 1.5it/s 27.9s<7.2s  92/200 67.9G 1.064 1.198 0.004835 581 640: 81% ━━━━━━━━━╸── 43/53 1.5it/s 28.6s<6.5s  92/200 67.9G 1.066 1.199 0.004824 758 640: 83% ━━━━━━━━━╸── 44/53 1.5it/s 29.2s<5.8s  92/200 67.9G 1.067 1.2 0.004826 598 640: 85% ━━━━━━━━━━── 45/53 1.5it/s 29.9s<5.2s  92/200 67.9G 1.066 1.198 0.004819 616 640: 87% ━━━━━━━━━━── 46/53 1.5it/s 30.5s<4.5s  92/200 67.9G 1.064 1.197 0.004813 626 640: 89% ━━━━━━━━━━╸─ 47/53 1.5it/s 31.2s<3.9s  92/200 67.9G 1.063 1.195 0.004803 621 640: 91% ━━━━━━━━━━╸─ 48/53 1.5it/s 31.8s<3.2s  92/200 67.9G 1.063 1.194 0.004786 673 640: 92% ━━━━━━━━━━━─ 49/53 1.5it/s 32.5s<2.6s  92/200 67.9G 1.064 1.195 0.004782 665 640: 94% ━━━━━━━━━━━─ 50/53 1.5it/s 33.1s<1.9s  92/200 67.9G 1.062 1.191 0.004783 566 640: 96% ━━━━━━━━━━━╸ 51/53 1.5it/s 33.8s<1.3s  92/200 67.9G 1.06 1.189 0.004805 86 640: 98% ━━━━━━━━━━━╸ 52/53 2.4it/s 34.0s<0.4s  92/200 67.9G 1.06 1.189 0.004805 86 640: 100% ━━━━━━━━━━━━ 53/53 1.6it/s 34.0s +  Class Images Instances Box(P R mAP50 mAP50-95): 100% ━━━━━━━━━━━━ 1/1 2.5it/s 0.4s + all 177 1609 0.75 0.687 0.703 0.467 + + Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size +  93/200 67.5G 1.061 1.229 0.004699 729 640: 0% ──────────── 0/53 0.7s  93/200 67.5G 1.036 1.164 0.004648 644 640: 2% ──────────── 1/53 2.2s/it 1.3s<1:52  93/200 67.5G 1.041 1.148 0.004775 597 640: 4% ──────────── 2/53 1.3s/it 1.9s<1:05  93/200 67.5G 1.051 1.152 0.004837 717 640: 6% ╸─────────── 3/53 1.0it/s 2.6s<49.2s  93/200 67.5G 1.048 1.162 0.004974 583 640: 8% ╸─────────── 4/53 1.2it/s 3.2s<41.7s  93/200 67.5G 1.04 1.157 0.004884 680 640: 9% ━─────────── 5/53 1.3it/s 3.9s<37.4s  93/200 67.5G 1.033 1.145 0.004858 564 640: 11% ━─────────── 6/53 1.4it/s 4.5s<34.5s  93/200 67.5G 1.042 1.169 0.004848 696 640: 13% ━╸────────── 7/53 1.4it/s 5.2s<32.5s  93/200 67.5G 1.043 1.161 0.004831 664 640: 15% ━╸────────── 8/53 1.5it/s 5.8s<30.9s  93/200 67.5G 1.044 1.158 0.004864 545 640: 17% ━━────────── 9/53 1.5it/s 6.5s<29.7s  93/200 67.5G 1.047 1.158 0.004858 659 640: 19% ━━────────── 10/53 1.5it/s 7.1s<28.7s  93/200 67.5G 1.049 1.158 0.004881 655 640: 21% ━━────────── 11/53 1.5it/s 7.8s<27.9s  93/200 67.5G 1.052 1.161 0.004843 731 640: 23% ━━╸───────── 12/53 1.5it/s 8.4s<27.1s  93/200 67.5G 1.056 1.165 0.004846 720 640: 25% ━━╸───────── 13/53 1.5it/s 9.1s<26.2s  93/200 67.5G 1.054 1.169 0.004917 584 640: 26% ━━━───────── 14/53 1.5it/s 9.7s<25.5s  93/200 67.5G 1.058 1.168 0.004934 744 640: 28% ━━━───────── 15/53 1.5it/s 10.4s<24.8s  93/200 67.5G 1.057 1.165 0.004904 689 640: 30% ━━━╸──────── 16/53 1.5it/s 11.0s<24.1s  93/200 67.5G 1.056 1.168 0.004908 593 640: 32% ━━━╸──────── 17/53 1.5it/s 11.7s<23.4s  93/200 67.5G 1.053 1.171 0.004898 642 640: 34% ━━━━──────── 18/53 1.5it/s 12.3s<22.7s  93/200 67.5G 1.056 1.174 0.004897 626 640: 36% ━━━━──────── 19/53 1.5it/s 13.0s<22.1s  93/200 67.5G 1.053 1.168 0.004881 672 640: 38% ━━━━╸─────── 20/53 1.5it/s 13.6s<21.4s  93/200 67.5G 1.053 1.173 0.004886 579 640: 40% ━━━━╸─────── 21/53 1.5it/s 14.3s<20.8s  93/200 67.5G 1.05 1.167 0.004868 605 640: 42% ━━━━╸─────── 22/53 1.5it/s 14.9s<20.1s  93/200 67.5G 1.052 1.171 0.004864 703 640: 43% ━━━━━─────── 23/53 1.5it/s 15.6s<19.4s  93/200 67.5G 1.053 1.169 0.004841 676 640: 45% ━━━━━─────── 24/53 1.5it/s 16.2s<18.8s  93/200 67.5G 1.051 1.167 0.004826 623 640: 47% ━━━━━╸────── 25/53 1.5it/s 16.9s<18.1s  93/200 67.5G 1.049 1.164 0.004799 745 640: 49% ━━━━━╸────── 26/53 1.5it/s 17.5s<17.5s  93/200 67.5G 1.048 1.161 0.004795 650 640: 51% ━━━━━━────── 27/53 1.5it/s 18.2s<16.9s  93/200 67.5G 1.049 1.164 0.004792 715 640: 53% ━━━━━━────── 28/53 1.5it/s 18.8s<16.2s  93/200 67.5G 1.048 1.16 0.004779 570 640: 55% ━━━━━━╸───── 29/53 1.5it/s 19.5s<15.5s  93/200 67.5G 1.05 1.165 0.004775 657 640: 57% ━━━━━━╸───── 30/53 1.5it/s 20.1s<14.9s  93/200 67.5G 1.05 1.163 0.004773 755 640: 58% ━━━━━━━───── 31/53 1.5it/s 20.8s<14.3s  93/200 67.5G 1.048 1.159 0.004773 586 640: 60% ━━━━━━━───── 32/53 1.5it/s 21.4s<13.6s  93/200 67.5G 1.05 1.16 0.004768 659 640: 62% ━━━━━━━───── 33/53 1.5it/s 22.1s<13.0s  93/200 67.5G 1.05 1.159 0.00478 580 640: 64% ━━━━━━━╸──── 34/53 1.5it/s 22.7s<12.3s  93/200 67.5G 1.048 1.154 0.004785 604 640: 66% ━━━━━━━╸──── 35/53 1.5it/s 23.4s<11.7s  93/200 67.5G 1.049 1.155 0.004784 709 640: 68% ━━━━━━━━──── 36/53 1.5it/s 24.0s<11.0s  93/200 67.5G 1.05 1.158 0.004788 690 640: 70% ━━━━━━━━──── 37/53 1.5it/s 24.7s<10.4s  93/200 67.5G 1.047 1.152 0.004783 579 640: 72% ━━━━━━━━╸─── 38/53 1.5it/s 25.3s<9.7s  93/200 67.5G 1.045 1.149 0.004779 592 640: 74% ━━━━━━━━╸─── 39/53 1.5it/s 25.9s<9.1s  93/200 67.5G 1.046 1.151 0.004781 654 640: 75% ━━━━━━━━━─── 40/53 1.5it/s 26.6s<8.4s  93/200 67.5G 1.045 1.151 0.004779 688 640: 77% ━━━━━━━━━─── 41/53 1.5it/s 27.2s<7.8s  93/200 67.5G 1.044 1.152 0.004768 672 640: 79% ━━━━━━━━━╸── 42/53 1.5it/s 27.9s<7.1s  93/200 67.5G 1.045 1.152 0.004753 810 640: 81% ━━━━━━━━━╸── 43/53 1.5it/s 28.5s<6.5s  93/200 67.5G 1.047 1.153 0.004758 695 640: 83% ━━━━━━━━━╸── 44/53 1.5it/s 29.2s<5.8s  93/200 67.5G 1.047 1.152 0.004749 690 640: 85% ━━━━━━━━━━── 45/53 1.5it/s 29.8s<5.2s  93/200 67.5G 1.049 1.154 0.004745 620 640: 87% ━━━━━━━━━━── 46/53 1.5it/s 30.5s<4.5s  93/200 67.5G 1.049 1.152 0.004742 681 640: 89% ━━━━━━━━━━╸─ 47/53 1.5it/s 31.1s<3.9s  93/200 67.5G 1.049 1.152 0.004731 736 640: 91% ━━━━━━━━━━╸─ 48/53 1.5it/s 31.8s<3.2s  93/200 67.5G 1.05 1.154 0.004747 578 640: 92% ━━━━━━━━━━━─ 49/53 1.5it/s 32.4s<2.6s  93/200 67.5G 1.048 1.152 0.004735 613 640: 94% ━━━━━━━━━━━─ 50/53 1.5it/s 33.1s<1.9s  93/200 67.5G 1.047 1.15 0.004729 631 640: 96% ━━━━━━━━━━━╸ 51/53 1.5it/s 33.7s<1.3s  93/200 67.5G 1.047 1.146 0.004745 90 640: 98% ━━━━━━━━━━━╸ 52/53 2.4it/s 34.0s<0.4s  93/200 67.5G 1.047 1.146 0.004745 90 640: 100% ━━━━━━━━━━━━ 53/53 1.6it/s 34.0s +  Class Images Instances Box(P R mAP50 mAP50-95): 100% ━━━━━━━━━━━━ 1/1 2.5it/s 0.4s + all 177 1609 0.743 0.688 0.683 0.458 + + Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size +  94/200 67.9G 1.113 1.214 0.004924 683 640: 0% ──────────── 0/53 0.6s  94/200 67.9G 1.103 1.193 0.004839 693 640: 2% ──────────── 1/53 2.2s/it 1.3s<1:53  94/200 67.9G 1.108 1.217 0.004779 689 640: 4% ──────────── 2/53 1.3s/it 1.9s<1:05  94/200 67.9G 1.087 1.182 0.004741 660 640: 6% ╸─────────── 3/53 1.0it/s 2.6s<49.4s  94/200 67.9G 1.087 1.189 0.004796 647 640: 8% ╸─────────── 4/53 1.2it/s 3.2s<41.8s  94/200 67.9G 1.073 1.183 0.00472 652 640: 9% ━─────────── 5/53 1.3it/s 3.9s<37.4s  94/200 67.9G 1.075 1.196 0.004733 697 640: 11% ━─────────── 6/53 1.4it/s 4.5s<34.6s  94/200 67.9G 1.069 1.198 0.004703 661 640: 13% ━╸────────── 7/53 1.4it/s 5.2s<32.6s  94/200 67.9G 1.061 1.18 0.004807 529 640: 15% ━╸────────── 8/53 1.5it/s 5.8s<31.0s  94/200 67.9G 1.061 1.174 0.004823 653 640: 17% ━━────────── 9/53 1.5it/s 6.5s<29.8s  94/200 67.9G 1.064 1.174 0.004837 631 640: 19% ━━────────── 10/53 1.5it/s 7.1s<28.7s  94/200 67.9G 1.056 1.156 0.004785 599 640: 21% ━━────────── 11/53 1.5it/s 7.8s<27.8s  94/200 67.9G 1.05 1.15 0.004732 642 640: 23% ━━╸───────── 12/53 1.5it/s 8.4s<27.0s  94/200 67.9G 1.05 1.16 0.004717 614 640: 25% ━━╸───────── 13/53 1.5it/s 9.1s<26.2s  94/200 67.9G 1.051 1.164 0.004736 581 640: 26% ━━━───────── 14/53 1.5it/s 9.7s<25.4s  94/200 67.9G 1.051 1.169 0.004746 666 640: 28% ━━━───────── 15/53 1.5it/s 10.4s<24.8s  94/200 67.9G 1.053 1.183 0.004733 689 640: 30% ━━━╸──────── 16/53 1.5it/s 11.0s<24.1s  94/200 67.9G 1.051 1.181 0.004721 588 640: 32% ━━━╸──────── 17/53 1.5it/s 11.7s<23.4s  94/200 67.9G 1.052 1.186 0.004734 678 640: 34% ━━━━──────── 18/53 1.5it/s 12.3s<22.8s  94/200 67.9G 1.049 1.183 0.004741 624 640: 36% ━━━━──────── 19/53 1.5it/s 13.0s<22.1s  94/200 67.9G 1.053 1.186 0.004762 659 640: 38% ━━━━╸─────── 20/53 1.5it/s 13.7s<21.7s  94/200 67.9G 1.052 1.187 0.004754 711 640: 40% ━━━━╸─────── 21/53 1.5it/s 14.3s<21.0s  94/200 67.9G 1.049 1.183 0.004738 603 640: 42% ━━━━╸─────── 22/53 1.5it/s 15.0s<20.2s  94/200 67.9G 1.049 1.183 0.004745 643 640: 43% ━━━━━─────── 23/53 1.5it/s 15.6s<19.6s  94/200 67.9G 1.05 1.181 0.004743 678 640: 45% ━━━━━─────── 24/53 1.5it/s 16.3s<18.9s  94/200 67.9G 1.05 1.184 0.004733 714 640: 47% ━━━━━╸────── 25/53 1.5it/s 16.9s<18.2s  94/200 67.9G 1.05 1.18 0.00473 658 640: 49% ━━━━━╸────── 26/53 1.5it/s 17.5s<17.5s  94/200 67.9G 1.05 1.181 0.004737 594 640: 51% ━━━━━━────── 27/53 1.5it/s 18.2s<16.9s  94/200 67.9G 1.049 1.177 0.004722 604 640: 53% ━━━━━━────── 28/53 1.5it/s 18.8s<16.2s  94/200 67.9G 1.047 1.176 0.004731 548 640: 55% ━━━━━━╸───── 29/53 1.5it/s 19.5s<15.6s  94/200 67.9G 1.047 1.173 0.004736 610 640: 57% ━━━━━━╸───── 30/53 1.5it/s 20.1s<14.9s  94/200 67.9G 1.05 1.181 0.004745 667 640: 58% ━━━━━━━───── 31/53 1.5it/s 20.8s<14.3s  94/200 67.9G 1.048 1.182 0.004761 542 640: 60% ━━━━━━━───── 32/53 1.5it/s 21.4s<13.6s  94/200 67.9G 1.048 1.183 0.004786 585 640: 62% ━━━━━━━───── 33/53 1.5it/s 22.1s<12.9s  94/200 67.9G 1.05 1.183 0.004772 744 640: 64% ━━━━━━━╸──── 34/53 1.5it/s 22.7s<12.3s  94/200 67.9G 1.05 1.18 0.004772 662 640: 66% ━━━━━━━╸──── 35/53 1.5it/s 23.4s<11.7s  94/200 67.9G 1.05 1.177 0.004771 643 640: 68% ━━━━━━━━──── 36/53 1.5it/s 24.0s<11.0s  94/200 67.9G 1.05 1.178 0.004767 722 640: 70% ━━━━━━━━──── 37/53 1.5it/s 24.7s<10.4s  94/200 67.9G 1.05 1.179 0.004763 688 640: 72% ━━━━━━━━╸─── 38/53 1.5it/s 25.3s<9.7s  94/200 67.9G 1.048 1.178 0.004766 638 640: 74% ━━━━━━━━╸─── 39/53 1.5it/s 26.0s<9.0s  94/200 67.9G 1.048 1.174 0.004749 731 640: 75% ━━━━━━━━━─── 40/53 1.5it/s 26.6s<8.4s  94/200 67.9G 1.046 1.17 0.004746 616 640: 77% ━━━━━━━━━─── 41/53 1.5it/s 27.3s<7.8s  94/200 67.9G 1.045 1.167 0.004733 678 640: 79% ━━━━━━━━━╸── 42/53 1.5it/s 27.9s<7.1s  94/200 67.9G 1.043 1.165 0.004735 572 640: 81% ━━━━━━━━━╸── 43/53 1.5it/s 28.6s<6.5s  94/200 67.9G 1.044 1.166 0.004742 665 640: 83% ━━━━━━━━━╸── 44/53 1.5it/s 29.2s<5.8s  94/200 67.9G 1.042 1.163 0.004737 601 640: 85% ━━━━━━━━━━── 45/53 1.5it/s 29.9s<5.2s  94/200 67.9G 1.043 1.163 0.004728 624 640: 87% ━━━━━━━━━━── 46/53 1.5it/s 30.5s<4.5s  94/200 67.9G 1.042 1.16 0.004726 580 640: 89% ━━━━━━━━━━╸─ 47/53 1.5it/s 31.1s<3.9s  94/200 67.9G 1.044 1.161 0.004736 673 640: 91% ━━━━━━━━━━╸─ 48/53 1.5it/s 31.8s<3.2s  94/200 67.9G 1.045 1.162 0.004742 620 640: 92% ━━━━━━━━━━━─ 49/53 1.5it/s 32.4s<2.6s  94/200 67.9G 1.047 1.163 0.004744 667 640: 94% ━━━━━━━━━━━─ 50/53 1.5it/s 33.1s<1.9s  94/200 67.9G 1.047 1.163 0.004737 686 640: 96% ━━━━━━━━━━━╸ 51/53 1.5it/s 33.7s<1.3s  94/200 67.9G 1.047 1.166 0.004759 74 640: 98% ━━━━━━━━━━━╸ 52/53 2.4it/s 34.0s<0.4s  94/200 67.9G 1.047 1.166 0.004759 74 640: 100% ━━━━━━━━━━━━ 53/53 1.6it/s 34.0s +  Class Images Instances Box(P R mAP50 mAP50-95): 100% ━━━━━━━━━━━━ 1/1 2.5it/s 0.4s + all 177 1609 0.763 0.7 0.731 0.498 + + Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size +  95/200 67.9G 1.053 1.192 0.004579 624 640: 0% ──────────── 0/53 0.6s  95/200 67.9G 1.026 1.137 0.004462 693 640: 2% ──────────── 1/53 2.2s/it 1.3s<1:53  95/200 67.9G 1.031 1.129 0.004594 651 640: 4% ──────────── 2/53 1.3s/it 1.9s<1:05  95/200 67.9G 1.025 1.137 0.004615 672 640: 6% ╸─────────── 3/53 1.0it/s 2.6s<49.7s  95/200 67.9G 1.038 1.162 0.004741 631 640: 8% ╸─────────── 4/53 1.2it/s 3.3s<42.0s  95/200 67.9G 1.047 1.153 0.004672 709 640: 9% ━─────────── 5/53 1.3it/s 3.9s<37.4s  95/200 67.9G 1.049 1.154 0.004618 718 640: 11% ━─────────── 6/53 1.4it/s 4.6s<34.6s  95/200 67.9G 1.05 1.172 0.00467 660 640: 13% ━╸────────── 7/53 1.4it/s 5.2s<32.6s  95/200 67.9G 1.041 1.173 0.004738 593 640: 15% ━╸────────── 8/53 1.5it/s 5.8s<30.9s  95/200 67.9G 1.041 1.182 0.004771 610 640: 17% ━━────────── 9/53 1.5it/s 6.5s<29.7s  95/200 67.9G 1.045 1.189 0.00476 612 640: 19% ━━────────── 10/53 1.5it/s 7.1s<28.7s  95/200 67.9G 1.042 1.182 0.004711 672 640: 21% ━━────────── 11/53 1.5it/s 7.8s<27.8s  95/200 67.9G 1.034 1.164 0.004678 574 640: 23% ━━╸───────── 12/53 1.5it/s 8.4s<26.9s  95/200 67.9G 1.037 1.158 0.004694 602 640: 25% ━━╸───────── 13/53 1.5it/s 9.1s<26.2s  95/200 67.9G 1.041 1.16 0.004679 716 640: 26% ━━━───────── 14/53 1.5it/s 9.7s<25.5s  95/200 67.9G 1.042 1.158 0.004664 639 640: 28% ━━━───────── 15/53 1.5it/s 10.4s<24.7s  95/200 67.9G 1.041 1.157 0.00466 697 640: 30% ━━━╸──────── 16/53 1.5it/s 11.0s<24.1s  95/200 67.9G 1.046 1.159 0.004651 713 640: 32% ━━━╸──────── 17/53 1.5it/s 11.7s<23.5s  95/200 67.9G 1.049 1.167 0.004673 651 640: 34% ━━━━──────── 18/53 1.5it/s 12.3s<22.8s  95/200 67.9G 1.05 1.17 0.004648 748 640: 36% ━━━━──────── 19/53 1.5it/s 13.0s<22.1s  95/200 67.9G 1.051 1.17 0.004632 706 640: 38% ━━━━╸─────── 20/53 1.5it/s 13.6s<21.5s  95/200 67.9G 1.05 1.168 0.004645 621 640: 40% ━━━━╸─────── 21/53 1.5it/s 14.3s<20.8s  95/200 67.9G 1.048 1.162 0.004669 535 640: 42% ━━━━╸─────── 22/53 1.5it/s 14.9s<20.1s  95/200 67.9G 1.048 1.161 0.004672 709 640: 43% ━━━━━─────── 23/53 1.5it/s 15.6s<19.5s  95/200 67.9G 1.048 1.161 0.004685 611 640: 45% ━━━━━─────── 24/53 1.5it/s 16.2s<18.8s  95/200 67.9G 1.045 1.157 0.004672 687 640: 47% ━━━━━╸────── 25/53 1.5it/s 16.9s<18.2s  95/200 67.9G 1.042 1.154 0.004682 579 640: 49% ━━━━━╸────── 26/53 1.5it/s 17.5s<17.5s  95/200 67.9G 1.042 1.15 0.00467 646 640: 51% ━━━━━━────── 27/53 1.5it/s 18.2s<16.8s  95/200 67.9G 1.044 1.151 0.004726 515 640: 53% ━━━━━━────── 28/53 1.5it/s 18.8s<16.2s  95/200 67.9G 1.044 1.15 0.004719 679 640: 55% ━━━━━━╸───── 29/53 1.5it/s 19.5s<15.6s  95/200 67.9G 1.041 1.148 0.004702 514 640: 57% ━━━━━━╸───── 30/53 1.5it/s 20.1s<14.9s  95/200 67.9G 1.043 1.149 0.004726 588 640: 58% ━━━━━━━───── 31/53 1.5it/s 20.8s<14.3s  95/200 67.9G 1.045 1.152 0.004728 611 640: 60% ━━━━━━━───── 32/53 1.5it/s 21.4s<13.6s  95/200 67.9G 1.045 1.151 0.00471 702 640: 62% ━━━━━━━───── 33/53 1.5it/s 22.1s<13.0s  95/200 67.9G 1.045 1.152 0.004704 692 640: 64% ━━━━━━━╸──── 34/53 1.5it/s 22.7s<12.5s  95/200 67.9G 1.045 1.148 0.004709 633 640: 66% ━━━━━━━╸──── 35/53 1.5it/s 23.4s<11.8s  95/200 67.9G 1.043 1.146 0.004712 505 640: 68% ━━━━━━━━──── 36/53 1.5it/s 24.0s<11.1s  95/200 67.9G 1.043 1.146 0.004704 753 640: 70% ━━━━━━━━──── 37/53 1.5it/s 24.7s<10.4s  95/200 67.9G 1.043 1.146 0.004707 627 640: 72% ━━━━━━━━╸─── 38/53 1.5it/s 25.3s<9.8s  95/200 67.9G 1.044 1.15 0.004715 593 640: 74% ━━━━━━━━╸─── 39/53 1.5it/s 26.0s<9.1s  95/200 67.9G 1.045 1.15 0.004716 725 640: 75% ━━━━━━━━━─── 40/53 1.5it/s 26.6s<8.4s  95/200 67.9G 1.045 1.152 0.004723 653 640: 77% ━━━━━━━━━─── 41/53 1.5it/s 27.3s<7.8s  95/200 67.9G 1.043 1.148 0.004706 586 640: 79% ━━━━━━━━━╸── 42/53 1.5it/s 27.9s<7.2s  95/200 67.9G 1.042 1.145 0.004708 603 640: 81% ━━━━━━━━━╸── 43/53 1.5it/s 28.6s<6.5s  95/200 67.9G 1.043 1.145 0.004708 624 640: 83% ━━━━━━━━━╸── 44/53 1.5it/s 29.2s<5.8s  95/200 67.9G 1.042 1.144 0.004708 602 640: 85% ━━━━━━━━━━── 45/53 1.5it/s 29.9s<5.2s  95/200 67.9G 1.043 1.146 0.00471 732 640: 87% ━━━━━━━━━━── 46/53 1.5it/s 30.5s<4.6s  95/200 67.9G 1.043 1.145 0.004702 671 640: 89% ━━━━━━━━━━╸─ 47/53 1.5it/s 31.2s<3.9s  95/200 67.9G 1.043 1.146 0.00471 583 640: 91% ━━━━━━━━━━╸─ 48/53 1.5it/s 31.8s<3.2s  95/200 67.9G 1.041 1.143 0.004691 722 640: 92% ━━━━━━━━━━━─ 49/53 1.5it/s 32.5s<2.6s  95/200 67.9G 1.04 1.142 0.004693 691 640: 94% ━━━━━━━━━━━─ 50/53 1.5it/s 33.1s<1.9s  95/200 67.9G 1.042 1.144 0.004688 743 640: 96% ━━━━━━━━━━━╸ 51/53 1.5it/s 33.8s<1.3s  95/200 67.9G 1.039 1.138 0.004698 68 640: 98% ━━━━━━━━━━━╸ 52/53 2.5it/s 34.0s<0.4s  95/200 67.9G 1.039 1.138 0.004698 68 640: 100% ━━━━━━━━━━━━ 53/53 1.6it/s 34.0s +  Class Images Instances Box(P R mAP50 mAP50-95): 100% ━━━━━━━━━━━━ 1/1 2.5it/s 0.4s + all 177 1609 0.748 0.717 0.725 0.489 + + Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size +  96/200 67.9G 1.146 1.206 0.004657 708 640: 0% ──────────── 0/53 0.6s  96/200 67.9G 1.134 1.215 0.004667 698 640: 2% ──────────── 1/53 2.2s/it 1.3s<1:53  96/200 67.9G 1.105 1.21 0.00486 580 640: 4% ──────────── 2/53 1.3s/it 1.9s<1:05  96/200 67.9G 1.092 1.17 0.004781 656 640: 6% ╸─────────── 3/53 1.0it/s 2.6s<49.5s  96/200 67.9G 1.077 1.168 0.004823 633 640: 8% ╸─────────── 4/53 1.2it/s 3.2s<41.9s  96/200 67.9G 1.063 1.17 0.004822 641 640: 9% ━─────────── 5/53 1.3it/s 3.9s<37.4s  96/200 67.9G 1.065 1.189 0.004811 640 640: 11% ━─────────── 6/53 1.4it/s 4.5s<34.6s  96/200 67.9G 1.067 1.202 0.004868 652 640: 13% ━╸────────── 7/53 1.4it/s 5.2s<32.5s  96/200 67.9G 1.061 1.195 0.004828 587 640: 15% ━╸────────── 8/53 1.5it/s 5.8s<30.9s  96/200 67.9G 1.063 1.208 0.004816 665 640: 17% ━━────────── 9/53 1.5it/s 6.5s<29.7s  96/200 67.9G 1.069 1.212 0.004759 672 640: 19% ━━────────── 10/53 1.5it/s 7.1s<28.7s  96/200 67.9G 1.066 1.21 0.004732 639 640: 21% ━━────────── 11/53 1.5it/s 7.8s<27.8s  96/200 67.9G 1.061 1.201 0.004759 577 640: 23% ━━╸───────── 12/53 1.5it/s 8.5s<27.4s  96/200 67.9G 1.059 1.206 0.004753 675 640: 25% ━━╸───────── 13/53 1.4it/s 9.3s<28.2s  96/200 67.9G 1.058 1.201 0.004766 613 640: 26% ━━━───────── 14/53 1.4it/s 10.0s<28.2s  96/200 67.9G 1.06 1.199 0.004764 718 640: 28% ━━━───────── 15/53 1.4it/s 10.8s<28.1s  96/200 67.9G 1.059 1.201 0.004761 601 640: 30% ━━━╸──────── 16/53 1.4it/s 11.6s<27.4s  96/200 67.9G 1.061 1.201 0.00476 682 640: 32% ━━━╸──────── 17/53 1.4it/s 12.2s<25.9s  96/200 67.9G 1.063 1.203 0.004783 608 640: 34% ━━━━──────── 18/53 1.4it/s 12.9s<24.3s  96/200 67.9G 1.065 1.206 0.004773 670 640: 36% ━━━━──────── 19/53 1.5it/s 13.5s<23.1s  96/200 67.9G 1.064 1.205 0.004764 707 640: 38% ━━━━╸─────── 20/53 1.5it/s 14.2s<22.2s  96/200 67.9G 1.064 1.205 0.004761 655 640: 40% ━━━━╸─────── 21/53 1.5it/s 14.8s<21.3s  96/200 67.9G 1.063 1.199 0.004751 674 640: 42% ━━━━╸─────── 22/53 1.5it/s 15.5s<20.4s  96/200 67.9G 1.063 1.2 0.004751 731 640: 43% ━━━━━─────── 23/53 1.5it/s 16.1s<19.6s  96/200 67.9G 1.058 1.196 0.00476 547 640: 45% ━━━━━─────── 24/53 1.5it/s 16.8s<18.9s  96/200 67.9G 1.058 1.196 0.004768 662 640: 47% ━━━━━╸────── 25/53 1.5it/s 17.4s<18.3s  96/200 67.9G 1.06 1.196 0.004762 694 640: 49% ━━━━━╸────── 26/53 1.5it/s 18.1s<17.6s  96/200 67.9G 1.056 1.192 0.004758 561 640: 51% ━━━━━━────── 27/53 1.5it/s 18.7s<16.9s  96/200 67.9G 1.055 1.19 0.004748 644 640: 53% ━━━━━━────── 28/53 1.5it/s 19.4s<16.3s  96/200 67.9G 1.056 1.189 0.004753 658 640: 55% ━━━━━━╸───── 29/53 1.5it/s 20.0s<15.6s  96/200 67.9G 1.057 1.189 0.004761 709 640: 57% ━━━━━━╸───── 30/53 1.5it/s 20.7s<14.9s  96/200 67.9G 1.057 1.188 0.00475 681 640: 58% ━━━━━━━───── 31/53 1.5it/s 21.3s<14.3s  96/200 67.9G 1.056 1.187 0.004746 541 640: 60% ━━━━━━━───── 32/53 1.5it/s 22.0s<13.6s  96/200 67.9G 1.055 1.185 0.004736 683 640: 62% ━━━━━━━───── 33/53 1.5it/s 22.6s<13.0s  96/200 67.9G 1.053 1.183 0.004746 609 640: 64% ━━━━━━━╸──── 34/53 1.5it/s 23.3s<12.3s  96/200 67.9G 1.053 1.181 0.004731 611 640: 66% ━━━━━━━╸──── 35/53 1.5it/s 23.9s<11.7s  96/200 67.9G 1.053 1.181 0.004712 674 640: 68% ━━━━━━━━──── 36/53 1.5it/s 24.6s<11.0s  96/200 67.9G 1.051 1.178 0.004713 703 640: 70% ━━━━━━━━──── 37/53 1.5it/s 25.2s<10.4s  96/200 67.9G 1.052 1.178 0.004717 663 640: 72% ━━━━━━━━╸─── 38/53 1.5it/s 25.9s<9.7s  96/200 67.9G 1.052 1.178 0.004709 660 640: 74% ━━━━━━━━╸─── 39/53 1.5it/s 26.5s<9.1s  96/200 67.9G 1.052 1.177 0.004704 671 640: 75% ━━━━━━━━━─── 40/53 1.5it/s 27.1s<8.4s  96/200 67.9G 1.052 1.179 0.004721 597 640: 77% ━━━━━━━━━─── 41/53 1.5it/s 27.8s<7.8s  96/200 67.9G 1.053 1.179 0.004715 684 640: 79% ━━━━━━━━━╸── 42/53 1.5it/s 28.4s<7.1s  96/200 67.9G 1.05 1.175 0.004717 599 640: 81% ━━━━━━━━━╸── 43/53 1.5it/s 29.1s<6.5s  96/200 67.9G 1.05 1.173 0.00471 717 640: 83% ━━━━━━━━━╸── 44/53 1.5it/s 29.7s<5.8s  96/200 67.9G 1.049 1.173 0.004705 575 640: 85% ━━━━━━━━━━── 45/53 1.5it/s 30.4s<5.2s  96/200 67.9G 1.05 1.174 0.004707 702 640: 87% ━━━━━━━━━━── 46/53 1.5it/s 31.0s<4.5s  96/200 67.9G 1.048 1.172 0.004704 550 640: 89% ━━━━━━━━━━╸─ 47/53 1.5it/s 31.7s<3.9s  96/200 67.9G 1.049 1.172 0.004699 720 640: 91% ━━━━━━━━━━╸─ 48/53 1.5it/s 32.3s<3.2s  96/200 67.9G 1.05 1.173 0.004702 680 640: 92% ━━━━━━━━━━━─ 49/53 1.5it/s 33.0s<2.6s  96/200 67.9G 1.048 1.171 0.004708 551 640: 94% ━━━━━━━━━━━─ 50/53 1.5it/s 33.6s<1.9s  96/200 67.9G 1.047 1.169 0.004711 573 640: 96% ━━━━━━━━━━━╸ 51/53 1.5it/s 34.3s<1.3s  96/200 67.9G 1.05 1.17 0.004749 75 640: 98% ━━━━━━━━━━━╸ 52/53 2.4it/s 34.5s<0.4s  96/200 67.9G 1.05 1.17 0.004749 75 640: 100% ━━━━━━━━━━━━ 53/53 1.5it/s 34.5s +  Class Images Instances Box(P R mAP50 mAP50-95): 100% ━━━━━━━━━━━━ 1/1 2.5it/s 0.4s + all 177 1609 0.723 0.717 0.716 0.487 + + Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size +  97/200 67.9G 1.173 1.29 0.004846 738 640: 0% ──────────── 0/53 0.6s  97/200 67.9G 1.116 1.259 0.004905 587 640: 2% ──────────── 1/53 2.2s/it 1.3s<1:53  97/200 67.9G 1.096 1.223 0.004788 661 640: 4% ──────────── 2/53 1.3s/it 1.9s<1:05  97/200 67.9G 1.093 1.252 0.004779 701 640: 6% ╸─────────── 3/53 1.0it/s 2.6s<49.4s  97/200 67.9G 1.077 1.226 0.004659 678 640: 8% ╸─────────── 4/53 1.2it/s 3.2s<41.8s  97/200 67.9G 1.089 1.257 0.004668 772 640: 9% ━─────────── 5/53 1.3it/s 3.9s<37.6s  97/200 67.9G 1.077 1.231 0.004654 602 640: 11% ━─────────── 6/53 1.4it/s 4.5s<34.6s  97/200 67.9G 1.069 1.203 0.004602 634 640: 13% ━╸────────── 7/53 1.4it/s 5.2s<32.7s  97/200 67.9G 1.058 1.19 0.004644 607 640: 15% ━╸────────── 8/53 1.5it/s 5.8s<31.0s  97/200 67.9G 1.058 1.188 0.004655 676 640: 17% ━━────────── 9/53 1.5it/s 6.5s<29.8s  97/200 67.9G 1.061 1.191 0.004727 726 640: 19% ━━────────── 10/53 1.5it/s 7.1s<28.8s  97/200 67.9G 1.055 1.184 0.004772 546 640: 21% ━━────────── 11/53 1.5it/s 7.8s<27.8s  97/200 67.9G 1.048 1.173 0.004771 627 640: 23% ━━╸───────── 12/53 1.5it/s 8.4s<27.0s  97/200 67.9G 1.046 1.168 0.004745 555 640: 25% ━━╸───────── 13/53 1.5it/s 9.1s<26.2s  97/200 67.9G 1.046 1.165 0.004717 749 640: 26% ━━━───────── 14/53 1.5it/s 9.7s<25.6s  97/200 67.9G 1.049 1.176 0.004767 666 640: 28% ━━━───────── 15/53 1.5it/s 10.4s<24.9s  97/200 67.9G 1.051 1.177 0.004769 648 640: 30% ━━━╸──────── 16/53 1.5it/s 11.0s<24.1s  97/200 67.9G 1.049 1.169 0.004754 569 640: 32% ━━━╸──────── 17/53 1.5it/s 11.7s<23.4s  97/200 67.9G 1.048 1.172 0.004794 551 640: 34% ━━━━──────── 18/53 1.5it/s 12.3s<22.8s  97/200 67.9G 1.049 1.179 0.004797 569 640: 36% ━━━━──────── 19/53 1.5it/s 13.0s<22.1s  97/200 67.9G 1.048 1.175 0.004801 657 640: 38% ━━━━╸─────── 20/53 1.5it/s 13.6s<21.4s  97/200 67.9G 1.051 1.172 0.004804 665 640: 40% ━━━━╸─────── 21/53 1.5it/s 14.3s<20.9s  97/200 67.9G 1.051 1.177 0.004795 685 640: 42% ━━━━╸─────── 22/53 1.5it/s 15.0s<20.2s  97/200 67.9G 1.049 1.176 0.004782 664 640: 43% ━━━━━─────── 23/53 1.5it/s 15.6s<19.5s  97/200 67.9G 1.047 1.171 0.004765 626 640: 45% ━━━━━─────── 24/53 1.5it/s 16.2s<18.8s  97/200 67.9G 1.045 1.165 0.004775 592 640: 47% ━━━━━╸────── 25/53 1.5it/s 16.9s<18.2s  97/200 67.9G 1.048 1.169 0.00477 798 640: 49% ━━━━━╸────── 26/53 1.5it/s 17.5s<17.5s  97/200 67.9G 1.049 1.172 0.004763 688 640: 51% ━━━━━━────── 27/53 1.5it/s 18.2s<16.9s  97/200 67.9G 1.049 1.174 0.004785 610 640: 53% ━━━━━━────── 28/53 1.5it/s 18.8s<16.2s  97/200 67.9G 1.048 1.166 0.004773 647 640: 55% ━━━━━━╸───── 29/53 1.5it/s 19.5s<15.6s  97/200 67.9G 1.049 1.165 0.004758 712 640: 57% ━━━━━━╸───── 30/53 1.5it/s 20.1s<14.9s  97/200 67.9G 1.051 1.166 0.004741 734 640: 58% ━━━━━━━───── 31/53 1.5it/s 20.8s<14.3s  97/200 67.9G 1.049 1.163 0.004746 569 640: 60% ━━━━━━━───── 32/53 1.5it/s 21.4s<13.6s  97/200 67.9G 1.05 1.164 0.004745 736 640: 62% ━━━━━━━───── 33/53 1.5it/s 22.1s<13.0s  97/200 67.9G 1.051 1.166 0.00475 690 640: 64% ━━━━━━━╸──── 34/53 1.5it/s 22.7s<12.4s  97/200 67.9G 1.051 1.169 0.004741 682 640: 66% ━━━━━━━╸──── 35/53 1.5it/s 23.4s<11.7s  97/200 67.9G 1.05 1.167 0.004733 649 640: 68% ━━━━━━━━──── 36/53 1.5it/s 24.0s<11.0s  97/200 67.9G 1.048 1.165 0.004721 584 640: 70% ━━━━━━━━──── 37/53 1.5it/s 24.7s<10.4s  97/200 67.9G 1.049 1.166 0.004714 802 640: 72% ━━━━━━━━╸─── 38/53 1.5it/s 25.3s<9.8s  97/200 67.9G 1.05 1.167 0.004712 728 640: 74% ━━━━━━━━╸─── 39/53 1.5it/s 26.0s<9.1s  97/200 67.9G 1.047 1.162 0.004711 607 640: 75% ━━━━━━━━━─── 40/53 1.5it/s 26.6s<8.4s  97/200 67.9G 1.045 1.159 0.004705 704 640: 77% ━━━━━━━━━─── 41/53 1.5it/s 27.3s<7.8s  97/200 67.9G 1.044 1.156 0.004707 541 640: 79% ━━━━━━━━━╸── 42/53 1.5it/s 27.9s<7.1s  97/200 67.9G 1.041 1.149 0.004705 516 640: 81% ━━━━━━━━━╸── 43/53 1.5it/s 28.6s<6.5s  97/200 67.9G 1.041 1.15 0.004701 696 640: 83% ━━━━━━━━━╸── 44/53 1.5it/s 29.2s<5.8s  97/200 67.9G 1.041 1.151 0.004702 669 640: 85% ━━━━━━━━━━── 45/53 1.5it/s 29.9s<5.2s  97/200 67.9G 1.041 1.151 0.004705 588 640: 87% ━━━━━━━━━━── 46/53 1.5it/s 30.5s<4.5s  97/200 67.9G 1.041 1.151 0.004709 667 640: 89% ━━━━━━━━━━╸─ 47/53 1.5it/s 31.2s<3.9s  97/200 67.9G 1.041 1.15 0.004697 692 640: 91% ━━━━━━━━━━╸─ 48/53 1.5it/s 31.8s<3.2s  97/200 67.9G 1.042 1.149 0.004696 650 640: 92% ━━━━━━━━━━━─ 49/53 1.5it/s 32.5s<2.6s  97/200 67.9G 1.042 1.151 0.004708 664 640: 94% ━━━━━━━━━━━─ 50/53 1.5it/s 33.1s<1.9s  97/200 67.9G 1.041 1.15 0.004705 608 640: 96% ━━━━━━━━━━━╸ 51/53 1.5it/s 33.8s<1.3s  97/200 67.9G 1.044 1.155 0.004693 112 640: 98% ━━━━━━━━━━━╸ 52/53 2.5it/s 34.0s<0.4s  97/200 67.9G 1.044 1.155 0.004693 112 640: 100% ━━━━━━━━━━━━ 53/53 1.6it/s 34.0s +  Class Images Instances Box(P R mAP50 mAP50-95): 100% ━━━━━━━━━━━━ 1/1 2.5it/s 0.4s + all 177 1609 0.795 0.674 0.721 0.483 + + Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size +  98/200 68G 0.9692 1.058 0.004171 675 640: 0% ──────────── 0/53 0.6s  98/200 68G 1.024 1.121 0.004328 728 640: 2% ──────────── 1/53 2.2s/it 1.3s<1:52  98/200 68G 1.026 1.133 0.004542 595 640: 4% ──────────── 2/53 1.3s/it 2.0s<1:05  98/200 68G 1.031 1.141 0.004442 684 640: 6% ╸─────────── 3/53 1.0it/s 2.6s<49.4s  98/200 68G 1.03 1.149 0.004457 665 640: 8% ╸─────────── 4/53 1.2it/s 3.2s<41.9s  98/200 68G 1.027 1.142 0.004418 676 640: 9% ━─────────── 5/53 1.3it/s 3.9s<37.5s  98/200 68G 1.021 1.134 0.00435 710 640: 11% ━─────────── 6/53 1.4it/s 4.5s<34.7s  98/200 68G 1.014 1.123 0.004325 599 640: 13% ━╸────────── 7/53 1.4it/s 5.2s<32.5s  98/200 68G 1.02 1.14 0.00444 657 640: 15% ━╸────────── 8/53 1.5it/s 5.8s<30.9s  98/200 68G 1.011 1.122 0.004443 628 640: 17% ━━────────── 9/53 1.5it/s 6.5s<29.7s  98/200 68G 1.003 1.105 0.004414 565 640: 19% ━━────────── 10/53 1.5it/s 7.1s<28.6s  98/200 68G 1.002 1.112 0.004437 676 640: 21% ━━────────── 11/53 1.5it/s 7.8s<27.7s  98/200 68G 1 1.102 0.004424 599 640: 23% ━━╸───────── 12/53 1.5it/s 8.4s<26.9s  98/200 68G 0.9997 1.1 0.004436 660 640: 25% ━━╸───────── 13/53 1.5it/s 9.1s<26.2s  98/200 68G 1.008 1.115 0.004441 802 640: 26% ━━━───────── 14/53 1.5it/s 9.7s<25.5s  98/200 68G 1.007 1.104 0.004421 643 640: 28% ━━━───────── 15/53 1.5it/s 10.4s<24.8s  98/200 68G 1.007 1.104 0.004438 621 640: 30% ━━━╸──────── 16/53 1.5it/s 11.0s<24.0s  98/200 68G 1.004 1.099 0.004436 551 640: 32% ━━━╸──────── 17/53 1.5it/s 11.7s<23.4s  98/200 68G 1.005 1.094 0.004451 618 640: 34% ━━━━──────── 18/53 1.5it/s 12.3s<22.7s  98/200 68G 1.004 1.096 0.004448 673 640: 36% ━━━━──────── 19/53 1.5it/s 13.0s<22.1s  98/200 68G 1.007 1.104 0.004471 615 640: 38% ━━━━╸─────── 20/53 1.5it/s 13.6s<21.4s  98/200 68G 1.008 1.112 0.004499 659 640: 40% ━━━━╸─────── 21/53 1.5it/s 14.3s<20.8s  98/200 68G 1.009 1.112 0.004486 726 640: 42% ━━━━╸─────── 22/53 1.5it/s 14.9s<20.1s  98/200 68G 1.011 1.112 0.004506 598 640: 43% ━━━━━─────── 23/53 1.5it/s 15.6s<19.4s  98/200 68G 1.014 1.116 0.004502 584 640: 45% ━━━━━─────── 24/53 1.5it/s 16.2s<18.8s  98/200 68G 1.013 1.115 0.004511 604 640: 47% ━━━━━╸────── 25/53 1.5it/s 16.9s<18.1s  98/200 68G 1.011 1.112 0.004486 625 640: 49% ━━━━━╸────── 26/53 1.5it/s 17.5s<17.5s  98/200 68G 1.01 1.108 0.004475 674 640: 51% ━━━━━━────── 27/53 1.5it/s 18.1s<16.8s  98/200 68G 1.012 1.113 0.004486 751 640: 53% ━━━━━━────── 28/53 1.5it/s 18.8s<16.2s  98/200 68G 1.013 1.113 0.004491 731 640: 55% ━━━━━━╸───── 29/53 1.5it/s 19.5s<15.6s  98/200 68G 1.014 1.112 0.004486 641 640: 57% ━━━━━━╸───── 30/53 1.5it/s 20.1s<14.9s  98/200 68G 1.015 1.111 0.004502 647 640: 58% ━━━━━━━───── 31/53 1.5it/s 20.7s<14.3s  98/200 68G 1.014 1.11 0.004513 659 640: 60% ━━━━━━━───── 32/53 1.5it/s 21.4s<13.6s  98/200 68G 1.015 1.113 0.004521 667 640: 62% ━━━━━━━───── 33/53 1.5it/s 22.0s<13.0s  98/200 68G 1.016 1.111 0.004548 645 640: 64% ━━━━━━━╸──── 34/53 1.5it/s 22.7s<12.3s  98/200 68G 1.015 1.109 0.004559 581 640: 66% ━━━━━━━╸──── 35/53 1.5it/s 23.3s<11.7s  98/200 68G 1.015 1.11 0.004558 688 640: 68% ━━━━━━━━──── 36/53 1.5it/s 24.0s<11.0s  98/200 68G 1.016 1.112 0.004546 662 640: 70% ━━━━━━━━──── 37/53 1.5it/s 24.6s<10.4s  98/200 68G 1.017 1.113 0.004553 625 640: 72% ━━━━━━━━╸─── 38/53 1.5it/s 25.3s<9.7s  98/200 68G 1.016 1.111 0.004556 614 640: 74% ━━━━━━━━╸─── 39/53 1.5it/s 25.9s<9.1s  98/200 68G 1.015 1.108 0.004549 647 640: 75% ━━━━━━━━━─── 40/53 1.5it/s 26.6s<8.4s  98/200 68G 1.013 1.107 0.004557 555 640: 77% ━━━━━━━━━─── 41/53 1.5it/s 27.2s<7.8s  98/200 68G 1.014 1.109 0.004554 625 640: 79% ━━━━━━━━━╸── 42/53 1.5it/s 27.9s<7.1s  98/200 68G 1.014 1.109 0.004575 548 640: 81% ━━━━━━━━━╸── 43/53 1.5it/s 28.5s<6.5s  98/200 68G 1.013 1.111 0.004583 610 640: 83% ━━━━━━━━━╸── 44/53 1.5it/s 29.2s<5.8s  98/200 68G 1.013 1.109 0.004571 765 640: 85% ━━━━━━━━━━── 45/53 1.5it/s 29.8s<5.2s  98/200 68G 1.014 1.112 0.004585 637 640: 87% ━━━━━━━━━━── 46/53 1.5it/s 30.5s<4.5s  98/200 68G 1.016 1.115 0.00459 693 640: 89% ━━━━━━━━━━╸─ 47/53 1.5it/s 31.1s<3.9s  98/200 68G 1.014 1.115 0.004595 547 640: 91% ━━━━━━━━━━╸─ 48/53 1.5it/s 31.8s<3.2s  98/200 68G 1.015 1.118 0.004595 705 640: 92% ━━━━━━━━━━━─ 49/53 1.5it/s 32.4s<2.6s  98/200 68G 1.016 1.119 0.004595 745 640: 94% ━━━━━━━━━━━─ 50/53 1.5it/s 33.0s<1.9s  98/200 68G 1.016 1.119 0.004595 588 640: 96% ━━━━━━━━━━━╸ 51/53 1.5it/s 33.7s<1.3s  98/200 68G 1.019 1.123 0.004581 142 640: 98% ━━━━━━━━━━━╸ 52/53 2.4it/s 33.9s<0.4s  98/200 68G 1.019 1.123 0.004581 142 640: 100% ━━━━━━━━━━━━ 53/53 1.6it/s 33.9s +  Class Images Instances Box(P R mAP50 mAP50-95): 100% ━━━━━━━━━━━━ 1/1 2.5it/s 0.4s + all 177 1609 0.765 0.707 0.718 0.48 + + Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size +  99/200 67.1G 1.05 1.171 0.004645 703 640: 0% ──────────── 0/53 0.7s  99/200 67.1G 1.042 1.134 0.004581 572 640: 2% ──────────── 1/53 2.2s/it 1.3s<1:53  99/200 67.1G 1.032 1.115 0.004613 642 640: 4% ──────────── 2/53 1.3s/it 1.9s<1:05  99/200 67.1G 1.037 1.138 0.004764 597 640: 6% ╸─────────── 3/53 1.0it/s 2.6s<49.3s  99/200 67.1G 1.04 1.127 0.004787 676 640: 8% ╸─────────── 4/53 1.2it/s 3.2s<41.7s  99/200 67.1G 1.037 1.143 0.004753 717 640: 9% ━─────────── 5/53 1.3it/s 3.9s<37.3s  99/200 67.1G 1.034 1.131 0.004715 716 640: 11% ━─────────── 6/53 1.4it/s 4.5s<34.5s  99/200 67.1G 1.032 1.138 0.004658 806 640: 13% ━╸────────── 7/53 1.4it/s 5.2s<32.5s  99/200 67.1G 1.036 1.153 0.004688 657 640: 15% ━╸────────── 8/53 1.4it/s 5.8s<31.0s  99/200 67.1G 1.036 1.153 0.004742 641 640: 17% ━━────────── 9/53 1.5it/s 6.5s<29.7s  99/200 67.1G 1.04 1.159 0.004788 613 640: 19% ━━────────── 10/53 1.5it/s 7.1s<28.8s  99/200 67.1G 1.047 1.173 0.004773 743 640: 21% ━━────────── 11/53 1.5it/s 7.8s<27.8s  99/200 67.1G 1.048 1.164 0.004766 686 640: 23% ━━╸───────── 12/53 1.5it/s 8.4s<27.0s  99/200 67.1G 1.044 1.168 0.004734 698 640: 25% ━━╸───────── 13/53 1.5it/s 9.1s<26.4s  99/200 67.1G 1.043 1.166 0.004742 583 640: 26% ━━━───────── 14/53 1.5it/s 9.7s<25.5s  99/200 67.1G 1.049 1.173 0.004737 811 640: 28% ━━━───────── 15/53 1.5it/s 10.4s<24.8s  99/200 67.1G 1.047 1.164 0.004716 590 640: 30% ━━━╸──────── 16/53 1.5it/s 11.0s<24.1s  99/200 67.1G 1.044 1.157 0.004713 620 640: 32% ━━━╸──────── 17/53 1.5it/s 11.7s<23.4s  99/200 67.1G 1.047 1.156 0.004705 681 640: 34% ━━━━──────── 18/53 1.5it/s 12.3s<22.7s  99/200 67.1G 1.044 1.151 0.004666 625 640: 36% ━━━━──────── 19/53 1.5it/s 13.0s<22.1s  99/200 67.1G 1.05 1.163 0.004662 832 640: 38% ━━━━╸─────── 20/53 1.5it/s 13.6s<21.5s  99/200 67.1G 1.047 1.152 0.004665 585 640: 40% ━━━━╸─────── 21/53 1.5it/s 14.3s<20.8s  99/200 67.1G 1.046 1.15 0.004687 556 640: 42% ━━━━╸─────── 22/53 1.5it/s 14.9s<20.1s  99/200 67.1G 1.05 1.154 0.004681 744 640: 43% ━━━━━─────── 23/53 1.5it/s 15.6s<19.5s  99/200 67.1G 1.049 1.156 0.004714 575 640: 45% ━━━━━─────── 24/53 1.5it/s 16.2s<18.8s  99/200 67.1G 1.047 1.153 0.004707 620 640: 47% ━━━━━╸────── 25/53 1.5it/s 16.9s<18.1s  99/200 67.1G 1.045 1.152 0.004725 625 640: 49% ━━━━━╸────── 26/53 1.5it/s 17.5s<17.5s  99/200 67.1G 1.043 1.15 0.004705 645 640: 51% ━━━━━━────── 27/53 1.5it/s 18.2s<16.8s  99/200 67.1G 1.041 1.146 0.00469 629 640: 53% ━━━━━━────── 28/53 1.5it/s 18.8s<16.2s  99/200 67.1G 1.04 1.144 0.004697 665 640: 55% ━━━━━━╸───── 29/53 1.5it/s 19.5s<15.5s  99/200 67.1G 1.04 1.143 0.004704 690 640: 57% ━━��━━━╸───── 30/53 1.5it/s 20.1s<14.9s  99/200 67.1G 1.039 1.142 0.004703 661 640: 58% ━━━━━━━───── 31/53 1.5it/s 20.8s<14.3s  99/200 67.1G 1.041 1.145 0.004708 715 640: 60% ━━━━━━━───── 32/53 1.5it/s 21.4s<13.7s  99/200 67.1G 1.042 1.146 0.004696 661 640: 62% ━━━━━━━───── 33/53 1.5it/s 22.1s<13.0s  99/200 67.1G 1.045 1.15 0.004703 767 640: 64% ━━━━━━━╸──── 34/53 1.5it/s 22.7s<12.3s  99/200 67.1G 1.043 1.149 0.004706 577 640: 66% ━━━━━━━╸──── 35/53 1.5it/s 23.4s<11.7s  99/200 67.1G 1.041 1.146 0.004719 609 640: 68% ━━━━━━━━──── 36/53 1.5it/s 24.0s<11.0s  99/200 67.1G 1.039 1.144 0.004716 609 640: 70% ━━━━━━━━──── 37/53 1.5it/s 24.6s<10.4s  99/200 67.1G 1.042 1.149 0.004709 699 640: 72% ━━━━━━━━╸─── 38/53 1.5it/s 25.3s<9.7s  99/200 67.1G 1.04 1.146 0.004713 608 640: 74% ━━━━━━━━╸─── 39/53 1.5it/s 25.9s<9.1s  99/200 67.1G 1.039 1.146 0.004707 618 640: 75% ━━━━━━━━━─── 40/53 1.5it/s 26.6s<8.4s  99/200 67.1G 1.037 1.142 0.004709 531 640: 77% ━━━━━━━━━─── 41/53 1.5it/s 27.2s<7.8s  99/200 67.1G 1.037 1.142 0.004713 687 640: 79% ━━━━━━━━━╸── 42/53 1.5it/s 27.9s<7.1s  99/200 67.1G 1.036 1.142 0.004702 748 640: 81% ━━━━━━━━━╸── 43/53 1.5it/s 28.5s<6.5s  99/200 67.1G 1.037 1.143 0.004701 666 640: 83% ━━━━━━━━━╸── 44/53 1.5it/s 29.2s<5.9s  99/200 67.1G 1.038 1.144 0.00469 691 640: 85% ━━━━━━━━━━── 45/53 1.5it/s 29.9s<5.2s  99/200 67.1G 1.04 1.146 0.004679 809 640: 87% ━━━━━━━━━━── 46/53 1.5it/s 30.5s<4.6s  99/200 67.1G 1.04 1.145 0.004679 649 640: 89% ━━━━━━━━━━╸─ 47/53 1.5it/s 31.2s<3.9s  99/200 67.1G 1.039 1.144 0.004691 554 640: 91% ━━━━━━━━━━╸─ 48/53 1.5it/s 31.8s<3.2s  99/200 67.1G 1.038 1.142 0.004688 682 640: 92% ━━━━━━━━━━━─ 49/53 1.5it/s 32.5s<2.6s  99/200 67.1G 1.037 1.142 0.00469 622 640: 94% ━━━━━━━━━━━─ 50/53 1.5it/s 33.1s<1.9s  99/200 67.1G 1.038 1.144 0.004703 621 640: 96% ━━━━━━━━━━━╸ 51/53 1.5it/s 33.7s<1.3s  99/200 67.1G 1.035 1.138 0.004702 63 640: 98% ━━━━━━━━━━━╸ 52/53 2.3it/s 34.0s<0.4s  99/200 67.1G 1.035 1.138 0.004702 63 640: 100% ━━━━━━━━━━━━ 53/53 1.6it/s 34.0s +  Class Images Instances Box(P R mAP50 mAP50-95): 100% ━━━━━━━━━━━━ 1/1 2.7it/s 0.4s + all 177 1609 0.763 0.717 0.726 0.488 + + Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size +  100/200 67.9G 1.07 1.276 0.004832 668 640: 0% ──────────── 0/53 0.6s  100/200 67.9G 1.067 1.212 0.004399 784 640: 2% ──────────── 1/53 2.2s/it 1.3s<1:53  100/200 67.9G 1.018 1.142 0.004206 617 640: 4% ──────────── 2/53 1.3s/it 1.9s<1:05  100/200 67.9G 1.004 1.141 0.004346 614 640: 6% ╸─────────── 3/53 1.0it/s 2.6s<49.2s  100/200 67.9G 0.9871 1.119 0.00438 591 640: 8% ╸─────────── 4/53 1.2it/s 3.2s<41.8s  100/200 67.9G 0.9945 1.119 0.004383 639 640: 9% ━─────────── 5/53 1.3it/s 3.9s<37.3s  100/200 67.9G 1.003 1.126 0.004372 621 640: 11% ━─────────── 6/53 1.4it/s 4.5s<34.5s  100/200 67.9G 0.9995 1.128 0.004377 637 640: 13% ━╸────────── 7/53 1.4it/s 5.2s<32.4s  100/200 67.9G 1.007 1.131 0.004388 654 640: 15% ━╸────────── 8/53 1.5it/s 5.8s<30.8s  100/200 67.9G 1.008 1.125 0.004406 623 640: 17% ━━────────── 9/53 1.5it/s 6.5s<29.6s  100/200 67.9G 1.011 1.129 0.004471 627 640: 19% ━━────────── 10/53 1.5it/s 7.1s<28.5s  100/200 67.9G 1.015 1.137 0.004525 657 640: 21% ━━────────── 11/53 1.5it/s 7.8s<27.7s  100/200 67.9G 1.018 1.138 0.004516 688 640: 23% ━━╸───────── 12/53 1.5it/s 8.4s<26.9s  100/200 67.9G 1.019 1.133 0.004486 694 640: 25% ━━╸───────── 13/53 1.5it/s 9.0s<26.1s  100/200 67.9G 1.022 1.137 0.004507 688 640: 26% ━━━───────── 14/53 1.5it/s 9.7s<25.4s  100/200 67.9G 1.023 1.135 0.004539 586 640: 28% ━━━───────── 15/53 1.5it/s 10.3s<24.7s  100/200 67.9G 1.023 1.135 0.004503 718 640: 30% ━━━╸──────── 16/53 1.5it/s 11.0s<24.0s  100/200 67.9G 1.024 1.134 0.004512 614 640: 32% ━━━╸──────── 17/53 1.5it/s 11.6s<23.4s  100/200 67.9G 1.027 1.132 0.0045 770 640: 34% ━━━━──────── 18/53 1.5it/s 12.3s<22.7s  100/200 67.9G 1.029 1.144 0.004523 697 640: 36% ━━━━──────── 19/53 1.5it/s 12.9s<22.1s  100/200 67.9G 1.029 1.144 0.004541 629 640: 38% ━━━━╸─────── 20/53 1.5it/s 13.6s<21.4s  100/200 67.9G 1.03 1.14 0.004544 630 640: 40% ━━━━╸─────── 21/53 1.5it/s 14.2s<20.8s  100/200 67.9G 1.029 1.138 0.004559 613 640: 42% ━━━━╸─────── 22/53 1.5it/s 14.9s<20.1s  100/200 67.9G 1.029 1.137 0.004569 618 640: 43% ━━━━━─────── 23/53 1.5it/s 15.5s<19.4s  100/200 67.9G 1.027 1.132 0.004573 629 640: 45% ━━━━━─────── 24/53 1.5it/s 16.2s<18.7s  100/200 67.9G 1.029 1.139 0.004576 739 640: 47% ━━━━━╸────── 25/53 1.5it/s 16.8s<18.1s  100/200 67.9G 1.028 1.139 0.004587 600 640: 49% ━━━━━╸────── 26/53 1.5it/s 17.5s<17.5s  100/200 67.9G 1.029 1.145 0.004607 606 640: 51% ━━━━━━────── 27/53 1.5it/s 18.1s<16.8s  100/200 67.9G 1.027 1.141 0.004588 608 640: 53% ━━━━━━────── 28/53 1.5it/s 18.8s<16.2s  100/200 67.9G 1.028 1.144 0.004601 619 640: 55% ━━━━━━╸───── 29/53 1.5it/s 19.4s<15.5s  100/200 67.9G 1.027 1.143 0.004606 624 640: 57% ━━━━━━╸───── 30/53 1.5it/s 20.1s<14.9s  100/200 67.9G 1.028 1.142 0.0046 660 640: 58% ━━━━━━━───── 31/53 1.5it/s 20.7s<14.3s  100/200 67.9G 1.029 1.145 0.004588 676 640: 60% ━━━━━━━───── 32/53 1.5it/s 21.4s<13.7s  100/200 67.9G 1.031 1.149 0.004578 674 640: 62% ━━━━━━━───── 33/53 1.5it/s 22.0s<13.0s  100/200 67.9G 1.032 1.15 0.00458 728 640: 64% ━━━━━━━╸──── 34/53 1.5it/s 22.7s<12.3s  100/200 67.9G 1.03 1.148 0.00459 627 640: 66% ━━━━━━━╸──── 35/53 1.5it/s 23.3s<11.7s  100/200 67.9G 1.03 1.148 0.004593 692 640: 68% ━━━━━━━━──── 36/53 1.5it/s 24.0s<11.0s  100/200 67.9G 1.032 1.15 0.004603 652 640: 70% ━━━━━━━━──── 37/53 1.5it/s 24.6s<10.4s  100/200 67.9G 1.032 1.147 0.004606 627 640: 72% ━━━━━━━━╸─── 38/53 1.5it/s 25.3s<9.8s  100/200 67.9G 1.031 1.146 0.0046 608 640: 74% ━━━━━━━━╸─── 39/53 1.5it/s 25.9s<9.1s  100/200 67.9G 1.031 1.146 0.004605 682 640: 75% ━━━━━━━━━─── 40/53 1.5it/s 26.6s<8.4s  100/200 67.9G 1.029 1.145 0.004611 607 640: 77% ━━━━━━━━━─── 41/53 1.5it/s 27.2s<7.8s  100/200 67.9G 1.028 1.145 0.004613 629 640: 79% ━━━━━━━━━╸── 42/53 1.5it/s 27.9s<7.2s  100/200 67.9G 1.026 1.142 0.004611 577 640: 81% ━━━━━━━━━╸── 43/53 1.5it/s 28.5s<6.5s  100/200 67.9G 1.026 1.141 0.004604 678 640: 83% ━━━━━━━━━╸── 44/53 1.5it/s 29.2s<5.8s  100/200 67.9G 1.025 1.139 0.004603 609 640: 85% ━━━━━━━━━━── 45/53 1.5it/s 29.8s<5.2s  100/200 67.9G 1.026 1.139 0.004595 665 640: 87% ━━━━━━━━━━── 46/53 1.5it/s 30.5s<4.6s  100/200 67.9G 1.027 1.143 0.004593 609 640: 89% ━━━━━━━━━━╸─ 47/53 1.5it/s 31.1s<3.9s  100/200 67.9G 1.026 1.14 0.004591 588 640: 91% ━━━━━━━━━━╸─ 48/53 1.5it/s 31.8s<3.2s  100/200 67.9G 1.025 1.138 0.004593 528 640: 92% ━━━━━━━━━━━─ 49/53 1.5it/s 32.4s<2.6s  100/200 67.9G 1.026 1.141 0.004589 688 640: 94% ━━━━━━━━━━━─ 50/53 1.5it/s 33.1s<1.9s  100/200 67.9G 1.026 1.139 0.004585 704 640: 96% ━━━━━━━━━━━╸ 51/53 1.5it/s 33.7s<1.3s  100/200 67.9G 1.026 1.136 0.004598 65 640: 98% ━━━━━━━━━━━╸ 52/53 2.4it/s 33.9s<0.4s  100/200 67.9G 1.026 1.136 0.004598 65 640: 100% ━━━━━━━━━━━━ 53/53 1.6it/s 33.9s +  Class Images Instances Box(P R mAP50 mAP50-95): 100% ━━━━━━━━━━━━ 1/1 2.5it/s 0.4s + all 177 1609 0.75 0.702 0.709 0.485 + + Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size +  101/200 67.9G 1.025 1.164 0.004291 599 640: 0% ──────────── 0/53 0.6s  101/200 67.9G 1.039 1.104 0.00421 658 640: 2% ──────────── 1/53 2.2s/it 1.3s<1:53  101/200 67.9G 1.042 1.119 0.004466 653 640: 4% ──────────── 2/53 1.3s/it 2.0s<1:05  101/200 67.9G 1.058 1.168 0.004552 728 640: 6% ╸─────────── 3/53 1.0it/s 2.6s<49.7s  101/200 67.9G 1.037 1.139 0.004498 597 640: 8% ╸─────────── 4/53 1.2it/s 3.2s<41.8s  101/200 67.9G 1.028 1.106 0.004502 655 640: 9% ━─────────── 5/53 1.3it/s 3.9s<37.4s  101/200 67.9G 1.031 1.108 0.004459 693 640: 11% ━─────────── 6/53 1.4it/s 4.5s<34.5s  101/200 67.9G 1.046 1.122 0.004499 672 640: 13% ━╸────────── 7/53 1.4it/s 5.2s<32.5s  101/200 67.9G 1.044 1.124 0.00446 675 640: 15% ━╸────────── 8/53 1.5it/s 5.8s<30.9s  101/200 67.9G 1.039 1.109 0.004464 616 640: 17% ━━────────── 9/53 1.5it/s 6.5s<29.7s  101/200 67.9G 1.051 1.119 0.004443 708 640: 19% ━━────────── 10/53 1.5it/s 7.1s<28.8s  101/200 67.9G 1.053 1.122 0.00448 746 640: 21% ━━────────── 11/53 1.5it/s 7.8s<27.8s  101/200 67.9G 1.049 1.123 0.004492 600 640: 23% ━━╸───────── 12/53 1.5it/s 8.4s<27.0s  101/200 67.9G 1.049 1.13 0.004487 722 640: 25% ━━╸───────── 13/53 1.5it/s 9.1s<26.2s  101/200 67.9G 1.046 1.129 0.004453 744 640: 26% ━━━───────── 14/53 1.5it/s 9.7s<25.4s  101/200 67.9G 1.044 1.118 0.004399 734 640: 28% ━━━───────── 15/53 1.5it/s 10.4s<24.7s  101/200 67.9G 1.044 1.121 0.004411 652 640: 30% ━━━╸──────── 16/53 1.5it/s 11.0s<24.1s  101/200 67.9G 1.04 1.117 0.004385 670 640: 32% ━━━╸──────── 17/53 1.5it/s 11.7s<23.4s  101/200 67.9G 1.04 1.122 0.004407 634 640: 34% ━━━━──────── 18/53 1.5it/s 12.3s<22.8s  101/200 67.9G 1.043 1.122 0.004396 694 640: 36% ━━━━──────── 19/53 1.5it/s 13.0s<22.1s  101/200 67.9G 1.043 1.121 0.004389 670 640: 38% ━━━━╸─────── 20/53 1.5it/s 13.6s<21.4s  101/200 67.9G 1.041 1.123 0.004397 626 640: 40% ━━━━╸─────── 21/53 1.5it/s 14.3s<20.7s  101/200 67.9G 1.037 1.116 0.004369 679 640: 42% ━━━━╸─────── 22/53 1.5it/s 14.9s<20.0s  101/200 67.9G 1.036 1.117 0.004362 721 640: 43% ━━━━━─────── 23/53 1.5it/s 15.6s<19.4s  101/200 67.9G 1.038 1.122 0.004382 663 640: 45% ━━━━━─────── 24/53 1.5it/s 16.2s<18.8s  101/200 67.9G 1.038 1.123 0.004377 714 640: 47% ━━━━━╸────── 25/53 1.5it/s 16.9s<18.2s  101/200 67.9G 1.033 1.116 0.004388 532 640: 49% ━━━━━╸────── 26/53 1.5it/s 17.5s<17.5s  101/200 67.9G 1.032 1.114 0.004377 686 640: 51% ━━━━━━────── 27/53 1.5it/s 18.1s<16.8s  101/200 67.9G 1.03 1.11 0.004404 672 640: 53% ━━━━━━────── 28/53 1.5it/s 18.8s<16.2s  101/200 67.9G 1.027 1.108 0.004398 596 640: 55% ━━━━━━╸───── 29/53 1.5it/s 19.4s<15.5s  101/200 67.9G 1.025 1.108 0.004404 662 640: 57% ━━━━━━╸───── 30/53 1.5it/s 20.1s<14.9s  101/200 67.9G 1.027 1.109 0.004407 698 640: 58% ━━━━━━━───── 31/53 1.5it/s 20.7s<14.3s  101/200 67.9G 1.029 1.113 0.004429 663 640: 60% ━━━━━━━───── 32/53 1.5it/s 21.4s<13.6s  101/200 67.9G 1.028 1.112 0.004426 673 640: 62% ━━━━━━━───── 33/53 1.5it/s 22.0s<13.0s  101/200 67.9G 1.028 1.115 0.004446 665 640: 64% ━━━━━━━╸──── 34/53 1.5it/s 22.7s<12.3s  101/200 67.9G 1.029 1.119 0.004441 724 640: 66% ━━━━━━━╸──── 35/53 1.5it/s 23.3s<11.6s  101/200 67.9G 1.027 1.117 0.004436 609 640: 68% ━━━━━━━━──── 36/53 1.5it/s 24.0s<11.0s  101/200 67.9G 1.026 1.116 0.004429 572 640: 70% ━━━━━━━━──── 37/53 1.5it/s 24.6s<10.4s  101/200 67.9G 1.027 1.119 0.00444 768 640: 72% ━━━━━━━━╸─── 38/53 1.5it/s 25.3s<9.7s  101/200 67.9G 1.025 1.115 0.004433 623 640: 74% ━━━━━━━━╸─── 39/53 1.5it/s 25.9s<9.1s  101/200 67.9G 1.024 1.115 0.004444 663 640: 75% ━━━━━━━━━─── 40/53 1.5it/s 26.6s<8.4s  101/200 67.9G 1.024 1.114 0.004451 593 640: 77% ━━━━━━━━━─── 41/53 1.5it/s 27.2s<7.8s  101/200 67.9G 1.023 1.115 0.004441 651 640: 79% ━━━━━━━━━╸── 42/53 1.5it/s 27.9s<7.1s  101/200 67.9G 1.023 1.115 0.004435 708 640: 81% ━━━━━━━━━╸── 43/53 1.5it/s 28.5s<6.5s  101/200 67.9G 1.023 1.116 0.004444 673 640: 83% ━━━━━━━━━╸── 44/53 1.5it/s 29.2s<5.8s  101/200 67.9G 1.022 1.115 0.004449 604 640: 85% ━━━━━━━━━━── 45/53 1.5it/s 29.8s<5.2s  101/200 67.9G 1.022 1.117 0.004444 571 640: 87% ━━━━━━━━━━── 46/53 1.5it/s 30.5s<4.5s  101/200 67.9G 1.023 1.119 0.004464 640 640: 89% ━━━━━━━━━━╸─ 47/53 1.5it/s 31.1s<3.9s  101/200 67.9G 1.024 1.119 0.00447 658 640: 91% ━━━━━━━━━━╸─ 48/53 1.5it/s 31.8s<3.2s  101/200 67.9G 1.023 1.117 0.004458 675 640: 92% ━━━━━━━━━━━─ 49/53 1.5it/s 32.4s<2.6s  101/200 67.9G 1.022 1.115 0.004455 621 640: 94% ━━━━━━━━━━━─ 50/53 1.5it/s 33.1s<1.9s  101/200 67.9G 1.023 1.115 0.00445 709 640: 96% ━━━━━━━━━━━╸ 51/53 1.5it/s 33.7s<1.3s  101/200 67.9G 1.023 1.116 0.004464 76 640: 98% ━━━━━━━━━━━╸ 52/53 2.4it/s 33.9s<0.4s  101/200 67.9G 1.023 1.116 0.004464 76 640: 100% ━━━━━━━━━━━━ 53/53 1.6it/s 33.9s +  Class Images Instances Box(P R mAP50 mAP50-95): 100% ━━━━━━━━━━━━ 1/1 2.5it/s 0.4s + all 177 1609 0.738 0.72 0.714 0.481 + + Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size +  102/200 67.3G 1.049 1.178 0.004099 705 640: 0% ──────────── 0/53 0.7s  102/200 67.3G 1.093 1.229 0.004418 727 640: 2% ──────────── 1/53 2.2s/it 1.3s<1:53  102/200 67.3G 1.066 1.165 0.004311 718 640: 4% ──────────── 2/53 1.3s/it 2.0s<1:05  102/200 67.3G 1.055 1.143 0.004373 592 640: 6% ╸─────────── 3/53 1.0it/s 2.6s<49.3s  102/200 67.3G 1.048 1.132 0.00435 692 640: 8% ╸─────────── 4/53 1.2it/s 3.2s<41.8s  102/200 67.3G 1.043 1.129 0.00429 738 640: 9% ━─────────── 5/53 1.3it/s 3.9s<37.4s  102/200 67.3G 1.044 1.14 0.004327 712 640: 11% ━─────────── 6/53 1.4it/s 4.5s<34.5s  102/200 67.3G 1.038 1.137 0.004396 639 640: 13% ━╸────────── 7/53 1.4it/s 5.2s<32.4s  102/200 67.3G 1.037 1.139 0.004396 754 640: 15% ━╸────────── 8/53 1.5it/s 5.8s<31.0s  102/200 67.3G 1.03 1.125 0.004407 622 640: 17% ━━────────── 9/53 1.5it/s 6.5s<29.7s  102/200 67.3G 1.026 1.127 0.004415 724 640: 19% ━━────────── 10/53 1.5it/s 7.1s<28.8s  102/200 67.3G 1.028 1.14 0.004433 707 640: 21% ━━────────── 11/53 1.5it/s 7.8s<27.8s  102/200 67.3G 1.037 1.162 0.00445 726 640: 23% ━━╸───────── 12/53 1.5it/s 8.4s<27.1s  102/200 67.3G 1.029 1.148 0.00446 608 640: 25% ━━╸───────── 13/53 1.5it/s 9.1s<26.3s  102/200 67.3G 1.029 1.149 0.004504 692 640: 26% ━━━───────── 14/53 1.5it/s 9.8s<25.6s  102/200 67.3G 1.029 1.155 0.004527 635 640: 28% ━━━───────── 15/53 1.5it/s 10.4s<24.8s  102/200 67.3G 1.033 1.162 0.004508 686 640: 30% ━━━╸──────── 16/53 1.5it/s 11.1s<24.2s  102/200 67.3G 1.031 1.163 0.004503 672 640: 32% ━━━╸──────── 17/53 1.5it/s 11.7s<23.4s  102/200 67.3G 1.028 1.155 0.004472 751 640: 34% ━━━━──────── 18/53 1.5it/s 12.4s<22.8s  102/200 67.3G 1.026 1.15 0.004465 699 640: 36% ━━━━──────── 19/53 1.5it/s 13.0s<22.1s  102/200 67.3G 1.029 1.148 0.004497 636 640: 38% ━━━━╸─────── 20/53 1.5it/s 13.7s<21.5s  102/200 67.3G 1.029 1.148 0.004517 647 640: 40% ━━━━╸─────── 21/53 1.5it/s 14.3s<20.8s  102/200 67.3G 1.026 1.141 0.004496 663 640: 42% ━━━━╸─────── 22/53 1.5it/s 15.0s<20.2s  102/200 67.3G 1.025 1.145 0.004507 592 640: 43% ━━━━━─────── 23/53 1.5it/s 15.6s<19.5s  102/200 67.3G 1.024 1.14 0.004515 621 640: 45% ━━━━━─────── 24/53 1.5it/s 16.2s<18.8s  102/200 67.3G 1.021 1.132 0.004504 723 640: 47% ━━━━━╸────── 25/53 1.5it/s 16.9s<18.2s  102/200 67.3G 1.023 1.132 0.004498 709 640: 49% ━━━━━╸────── 26/53 1.5it/s 17.6s<17.6s  102/200 67.3G 1.022 1.129 0.004488 697 640: 51% ━━━━━━────── 27/53 1.5it/s 18.2s<17.0s  102/200 67.3G 1.023 1.127 0.004509 604 640: 53% ━━━━━━────── 28/53 1.5it/s 18.9s<16.3s  102/200 67.3G 1.023 1.122 0.004497 632 640: 55% ━━━━━━╸───── 29/53 1.5it/s 19.5s<15.6s  102/200 67.3G 1.022 1.123 0.004513 695 640: 57% ━━━━━━╸───── 30/53 1.5it/s 20.2s<15.0s  102/200 67.3G 1.021 1.123 0.00452 642 640: 58% ━━━━━━━───── 31/53 1.5it/s 20.8s<14.3s  102/200 67.3G 1.021 1.119 0.004511 673 640: 60% ━━━━━━━───── 32/53 1.5it/s 21.5s<13.6s  102/200 67.3G 1.021 1.118 0.004526 684 640: 62% ━━━━━━━───── 33/53 1.5it/s 22.1s<13.0s  102/200 67.3G 1.019 1.113 0.004507 677 640: 64% ━━━━━━━╸──── 34/53 1.5it/s 22.7s<12.3s  102/200 67.3G 1.018 1.109 0.004493 698 640: 66% ━━━━━━━╸──── 35/53 1.5it/s 23.4s<11.7s  102/200 67.3G 1.018 1.11 0.004491 676 640: 68% ━━━━━━━━──── 36/53 1.5it/s 24.0s<11.1s  102/200 67.3G 1.02 1.109 0.00448 682 640: 70% ━━━━━━━━──── 37/53 1.5it/s 24.7s<10.4s  102/200 67.3G 1.021 1.11 0.00449 685 640: 72% ━━━━━━━━╸─── 38/53 1.5it/s 25.3s<9.8s  102/200 67.3G 1.022 1.111 0.004489 693 640: 74% ━━━━━━━━╸─── 39/53 1.5it/s 26.0s<9.1s  102/200 67.3G 1.021 1.108 0.004492 622 640: 75% ━━━━━━━━━─── 40/53 1.5it/s 26.6s<8.4s  102/200 67.3G 1.02 1.106 0.00449 655 640: 77% ━━━━━━━━━─── 41/53 1.5it/s 27.3s<7.8s  102/200 67.3G 1.02 1.104 0.004474 661 640: 79% ━━━━━━━━━╸── 42/53 1.5it/s 27.9s<7.1s  102/200 67.3G 1.018 1.103 0.004477 580 640: 81% ━━━━━━━━━╸── 43/53 1.5it/s 28.6s<6.5s  102/200 67.3G 1.019 1.107 0.004488 632 640: 83% ━━━━━━━━━╸── 44/53 1.5it/s 29.2s<5.8s  102/200 67.3G 1.02 1.108 0.004485 712 640: 85% ━━━━━━━━━━── 45/53 1.5it/s 29.9s<5.2s  102/200 67.3G 1.019 1.106 0.004485 613 640: 87% ━━━━━━━━━━── 46/53 1.5it/s 30.5s<4.5s  102/200 67.3G 1.017 1.104 0.004482 598 640: 89% ━━━━━━━━━━╸─ 47/53 1.5it/s 31.2s<3.9s  102/200 67.3G 1.017 1.103 0.00448 684 640: 91% ━━━━━━━━━━╸─ 48/53 1.5it/s 31.8s<3.2s  102/200 67.3G 1.016 1.101 0.004474 687 640: 92% ━━━━━━━━━━━─ 49/53 1.5it/s 32.5s<2.6s  102/200 67.3G 1.016 1.1 0.004473 636 640: 94% ━━━━━━━━━━━─ 50/53 1.5it/s 33.1s<1.9s  102/200 67.3G 1.015 1.098 0.004463 735 640: 96% ━━━━━━━━━━━╸ 51/53 1.5it/s 33.7s<1.3s  102/200 67.3G 1.012 1.093 0.004464 76 640: 98% ━━━━━━━━━━━╸ 52/53 2.4it/s 34.0s<0.4s  102/200 67.3G 1.012 1.093 0.004464 76 640: 100% ━━━━━━━━━━━━ 53/53 1.6it/s 34.0s +  Class Images Instances Box(P R mAP50 mAP50-95): 100% ━━━━━━━━━━━━ 1/1 2.5it/s 0.4s + all 177 1609 0.73 0.707 0.721 0.49 + + Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size +  103/200 67.3G 1.02 1.053 0.004257 761 640: 0% ──────────── 0/53 0.7s  103/200 67.3G 0.9994 1.04 0.004535 565 640: 2% ──────────── 1/53 2.1s/it 1.3s<1:51  103/200 67.3G 1.003 1.058 0.004753 621 640: 4% ──────────── 2/53 1.3s/it 1.9s<1:05  103/200 67.3G 1.005 1.049 0.004739 646 640: 6% ╸─────────── 3/53 1.0it/s 2.6s<49.2s  103/200 67.3G 1.017 1.07 0.004795 669 640: 8% ╸─────────── 4/53 1.2it/s 3.2s<41.6s  103/200 67.3G 1.024 1.077 0.004722 687 640: 9% ━─────────── 5/53 1.3it/s 3.9s<37.3s  103/200 67.3G 1.023 1.083 0.004639 713 640: 11% ━─────────── 6/53 1.4it/s 4.5s<34.5s  103/200 67.3G 1.027 1.103 0.004604 713 640: 13% ━╸────────── 7/53 1.4it/s 5.2s<32.6s  103/200 67.3G 1.025 1.103 0.004616 579 640: 15% ━╸────────── 8/53 1.5it/s 5.8s<31.0s  103/200 67.3G 1.022 1.093 0.004563 666 640: 17% ━━────────── 9/53 1.5it/s 6.5s<29.7s  103/200 67.3G 1.022 1.091 0.004584 632 640: 19% ━━────────── 10/53 1.5it/s 7.1s<28.7s  103/200 67.3G 1.024 1.092 0.004571 689 640: 21% ━━────────── 11/53 1.5it/s 7.8s<27.7s  103/200 67.3G 1.017 1.085 0.004561 678 640: 23% ━━╸───────── 12/53 1.5it/s 8.4s<26.9s  103/200 67.3G 1.016 1.089 0.00457 626 640: 25% ━━╸───────���─ 13/53 1.5it/s 9.1s<26.1s  103/200 67.3G 1.01 1.086 0.004556 593 640: 26% ━━━───────── 14/53 1.5it/s 9.7s<25.4s  103/200 67.3G 1.01 1.085 0.004561 655 640: 28% ━━━───────── 15/53 1.5it/s 10.4s<24.7s  103/200 67.3G 1.014 1.099 0.004618 710 640: 30% ━━━╸──────── 16/53 1.5it/s 11.0s<24.1s  103/200 67.3G 1.019 1.108 0.004592 798 640: 32% ━━━╸──────── 17/53 1.5it/s 11.7s<23.4s  103/200 67.3G 1.019 1.107 0.004598 681 640: 34% ━━━━──────── 18/53 1.5it/s 12.3s<22.7s  103/200 67.3G 1.017 1.11 0.004597 630 640: 36% ━━━━──────── 19/53 1.5it/s 13.0s<22.1s  103/200 67.3G 1.013 1.104 0.004588 647 640: 38% ━━━━╸─────── 20/53 1.5it/s 13.6s<21.4s  103/200 67.3G 1.01 1.101 0.004563 644 640: 40% ━━━━╸─────── 21/53 1.5it/s 14.2s<20.7s  103/200 67.3G 1.009 1.099 0.004574 554 640: 42% ━━━━╸─────── 22/53 1.5it/s 14.9s<20.0s  103/200 67.3G 1.006 1.094 0.004555 660 640: 43% ━━━━━─────── 23/53 1.5it/s 15.5s<19.4s  103/200 67.3G 1.002 1.088 0.00453 647 640: 45% ━━━━━─────── 24/53 1.5it/s 16.2s<18.8s  103/200 67.3G 1.002 1.089 0.004507 680 640: 47% ━━━━━╸────── 25/53 1.5it/s 16.8s<18.1s  103/200 67.3G 1.001 1.088 0.004504 689 640: 49% ━━━━━╸────── 26/53 1.5it/s 17.5s<17.7s  103/200 67.3G 1.001 1.088 0.00451 672 640: 51% ━━━━━━────── 27/53 1.5it/s 18.2s<17.2s  103/200 67.3G 1.001 1.087 0.004504 628 640: 53% ━━━━━━────── 28/53 1.5it/s 18.8s<16.4s  103/200 67.3G 1 1.084 0.004505 603 640: 55% ━━━━━━╸───── 29/53 1.5it/s 19.5s<15.7s  103/200 67.3G 0.9961 1.079 0.004494 539 640: 57% ━━━━━━╸───── 30/53 1.5it/s 20.1s<15.0s  103/200 67.3G 0.9951 1.079 0.004496 632 640: 58% ━━━━━━━───── 31/53 1.5it/s 20.8s<14.3s  103/200 67.3G 0.9981 1.084 0.00451 637 640: 60% ━━━━━━━───── 32/53 1.5it/s 21.4s<13.6s  103/200 67.3G 0.9953 1.081 0.004509 518 640: 62% ━━━━━━━───── 33/53 1.5it/s 22.1s<12.9s  103/200 67.3G 0.9954 1.081 0.004491 653 640: 64% ━━━━━━━╸──── 34/53 1.5it/s 22.7s<12.3s  103/200 67.3G 0.999 1.082 0.004479 752 640: 66% ━━━━━━━╸──── 35/53 1.5it/s 23.4s<11.7s  103/200 67.3G 0.996 1.079 0.004477 534 640: 68% ━━━━━━━━──── 36/53 1.5it/s 24.0s<11.0s  103/200 67.3G 0.9952 1.079 0.004476 583 640: 70% ━━━━━━━━──── 37/53 1.5it/s 24.6s<10.4s  103/200 67.3G 0.9951 1.077 0.004466 685 640: 72% ━━━━━━━━╸─── 38/53 1.5it/s 25.3s<9.7s  103/200 67.3G 0.9956 1.077 0.004462 658 640: 74% ━━━━━━━━╸─── 39/53 1.5it/s 25.9s<9.1s  103/200 67.3G 0.9969 1.079 0.004463 723 640: 75% ━━━━━━━━━─── 40/53 1.5it/s 26.6s<8.4s  103/200 67.3G 0.9979 1.076 0.004471 588 640: 77% ━━━━━━━━━─── 41/53 1.5it/s 27.2s<7.8s  103/200 67.3G 0.9967 1.074 0.004461 701 640: 79% ━━━━━━━━━╸── 42/53 1.5it/s 27.9s<7.1s  103/200 67.3G 0.9965 1.074 0.004471 542 640: 81% ━━━━━━━━━╸── 43/53 1.5it/s 28.5s<6.5s  103/200 67.3G 0.9965 1.076 0.004464 687 640: 83% ━━━━━━━━━╸── 44/53 1.5it/s 29.2s<5.8s  103/200 67.3G 0.9965 1.077 0.004467 636 640: 85% ━━━━━━━━━━── 45/53 1.5it/s 29.8s<5.2s  103/200 67.3G 0.9949 1.075 0.004471 507 640: 87% ━━━━━━━━━━── 46/53 1.5it/s 30.5s<4.5s  103/200 67.3G 0.9936 1.074 0.00446 572 640: 89% ━━━━━━━━━━╸─ 47/53 1.5it/s 31.1s<3.9s  103/200 67.3G 0.9922 1.071 0.004456 650 640: 91% ━━━━━━━━━━╸─ 48/53 1.5it/s 31.8s<3.2s  103/200 67.3G 0.9922 1.069 0.004457 625 640: 92% ━━━━━━━━━━━─ 49/53 1.5it/s 32.4s<2.6s  103/200 67.3G 0.9934 1.072 0.004455 691 640: 94% ━━━━━━━━━━━─ 50/53 1.5it/s 33.1s<1.9s  103/200 67.3G 0.993 1.071 0.004457 653 640: 96% ━━━━━━━━━━━╸ 51/53 1.5it/s 33.7s<1.3s  103/200 67.3G 0.9934 1.07 0.004433 112 640: 98% ━━━━━━━━━━━╸ 52/53 2.4it/s 33.9s<0.4s  103/200 67.3G 0.9934 1.07 0.004433 112 640: 100% ━━━━━━━━━━━━ 53/53 1.6it/s 33.9s +  Class Images Instances Box(P R mAP50 mAP50-95): 100% ━━━━━━━━━━━━ 1/1 2.5it/s 0.4s + all 177 1609 0.744 0.714 0.715 0.488 + + Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size +  104/200 68G 0.9346 0.9722 0.004057 654 640: 0% ──────────── 0/53 0.6s  104/200 68G 0.9553 1.027 0.004081 729 640: 2% ──────────── 1/53 2.2s/it 1.3s<1:52  104/200 68G 0.9936 1.102 0.004074 679 640: 4% ──────────── 2/53 1.3s/it 1.9s<1:05  104/200 68G 0.9928 1.066 0.00419 603 640: 6% ╸─────────── 3/53 1.0it/s 2.6s<49.3s  104/200 68G 0.9994 1.09 0.004341 596 640: 8% ╸─────────── 4/53 1.2it/s 3.2s<41.7s  104/200 68G 0.9911 1.094 0.004504 586 640: 9% ━─────────── 5/53 1.3it/s 3.9s<37.4s  104/200 68G 0.9861 1.092 0.004586 560 640: 11% ━─────────── 6/53 1.4it/s 4.5s<34.5s  104/200 68G 0.9892 1.079 0.004554 606 640: 13% ━╸────────── 7/53 1.4it/s 5.2s<32.4s  104/200 68G 0.9924 1.076 0.004571 619 640: 15% ━╸────────── 8/53 1.5it/s 5.8s<30.8s  104/200 68G 1.001 1.082 0.004512 772 640: 17% ━━────────── 9/53 1.5it/s 6.5s<29.7s  104/200 68G 1.003 1.082 0.004455 677 640: 19% ━━────────── 10/53 1.5it/s 7.1s<28.7s  104/200 68G 0.9989 1.076 0.004457 698 640: 21% ━━────────── 11/53 1.5it/s 7.8s<27.8s  104/200 68G 1 1.076 0.004457 698 640: 23% ━━╸───────── 12/53 1.5it/s 8.4s<27.0s  104/200 68G 0.9947 1.07 0.004431 654 640: 25% ━━╸───────── 13/53 1.5it/s 9.1s<26.2s  104/200 68G 0.9918 1.063 0.004399 671 640: 26% ━━━───────── 14/53 1.5it/s 9.7s<25.5s  104/200 68G 0.9978 1.077 0.00441 661 640: 28% ━━━───────── 15/53 1.5it/s 10.4s<24.8s  104/200 68G 1.001 1.08 0.004414 726 640: 30% ━━━╸──────── 16/53 1.5it/s 11.0s<24.1s  104/200 68G 0.9974 1.077 0.004399 603 640: 32% ━━━╸──────── 17/53 1.5it/s 11.7s<23.4s  104/200 68G 0.9935 1.071 0.004405 567 640: 34% ━━━━──────── 18/53 1.5it/s 12.3s<22.7s  104/200 68G 0.9927 1.066 0.004384 638 640: 36% ━━━━──────── 19/53 1.5it/s 13.0s<22.0s  104/200 68G 0.9948 1.068 0.004364 717 640: 38% ━━━━╸─────── 20/53 1.5it/s 13.6s<21.3s  104/200 68G 0.9987 1.077 0.00439 619 640: 40% ━━━━╸─────── 21/53 1.5it/s 14.3s<20.7s  104/200 68G 0.997 1.077 0.004361 669 640: 42% ━━━━╸─────── 22/53 1.5it/s 14.9s<20.1s  104/200 68G 0.9957 1.073 0.004354 669 640: 43% ━━━━━─────── 23/53 1.5it/s 15.5s<19.5s  104/200 68G 0.9981 1.09 0.004393 659 640: 45% ━━━━━─────── 24/53 1.5it/s 16.2s<18.8s  104/200 68G 1.002 1.093 0.004381 811 640: 47% ━━━━━╸────── 25/53 1.5it/s 16.9s<18.2s  104/200 68G 1.004 1.096 0.004392 704 640: 49% ━━━━━╸───��── 26/53 1.5it/s 17.5s<17.5s  104/200 68G 1.005 1.094 0.004384 642 640: 51% ━━━━━━────── 27/53 1.5it/s 18.2s<16.9s  104/200 68G 1.005 1.093 0.004382 680 640: 53% ━━━━━━────── 28/53 1.5it/s 18.8s<16.3s  104/200 68G 1.004 1.096 0.004392 611 640: 55% ━━━━━━╸───── 29/53 1.5it/s 19.5s<15.6s  104/200 68G 1.005 1.097 0.004401 693 640: 57% ━━━━━━╸───── 30/53 1.5it/s 20.1s<14.9s  104/200 68G 1.005 1.095 0.004406 600 640: 58% ━━━━━━━───── 31/53 1.5it/s 20.7s<14.3s  104/200 68G 1.003 1.094 0.004415 622 640: 60% ━━━━━━━───── 32/53 1.5it/s 21.4s<13.6s  104/200 68G 1.004 1.094 0.004413 731 640: 62% ━━━━━━━───── 33/53 1.5it/s 22.0s<13.0s  104/200 68G 1.005 1.096 0.004422 627 640: 64% ━━━━━━━╸──── 34/53 1.5it/s 22.7s<12.3s  104/200 68G 1.002 1.092 0.004413 608 640: 66% ━━━━━━━╸──── 35/53 1.5it/s 23.3s<11.7s  104/200 68G 1.003 1.09 0.004409 693 640: 68% ━━━━━━━━──── 36/53 1.5it/s 24.0s<11.1s  104/200 68G 1.004 1.092 0.004405 650 640: 70% ━━━━━━━━──── 37/53 1.5it/s 24.6s<10.4s  104/200 68G 1.002 1.089 0.004411 590 640: 72% ━━━━━━━━╸─── 38/53 1.5it/s 25.3s<9.7s  104/200 68G 1.002 1.091 0.004417 577 640: 74% ━━━━━━━━╸─── 39/53 1.5it/s 25.9s<9.1s  104/200 68G 1.002 1.093 0.004428 596 640: 75% ━━━━━━━━━─── 40/53 1.5it/s 26.6s<8.5s  104/200 68G 1.003 1.094 0.004425 717 640: 77% ━━━━━━━━━─── 41/53 1.5it/s 27.3s<7.9s  104/200 68G 1.003 1.094 0.004424 646 640: 79% ━━━━━━━━━╸── 42/53 1.5it/s 27.9s<7.2s  104/200 68G 1.003 1.094 0.004436 645 640: 81% ━━━━━━━━━╸── 43/53 1.5it/s 28.6s<6.5s  104/200 68G 1.003 1.095 0.004463 613 640: 83% ━━━━━━━━━╸── 44/53 1.5it/s 29.2s<5.9s  104/200 68G 1.004 1.096 0.004462 695 640: 85% ━━━━━━━━━━── 45/53 1.5it/s 29.9s<5.2s  104/200 68G 1.003 1.094 0.004456 652 640: 87% ━━━━━━━━━━── 46/53 1.5it/s 30.5s<4.5s  104/200 68G 1.002 1.091 0.00446 576 640: 89% ━━━━━━━━━━╸─ 47/53 1.5it/s 31.2s<3.9s  104/200 68G 1.002 1.092 0.004478 553 640: 91% ━━━━━━━━━━╸─ 48/53 1.5it/s 31.8s<3.2s  104/200 68G 0.9999 1.087 0.004473 557 640: 92% ━━━━━━━━━━━─ 49/53 1.5it/s 32.5s<2.6s  104/200 68G 1 1.087 0.004483 595 640: 94% ━━━━━━━━━━━─ 50/53 1.5it/s 33.1s<1.9s  104/200 68G 0.9983 1.084 0.004478 635 640: 96% ━━━━━━━━━━━╸ 51/53 1.5it/s 33.7s<1.3s  104/200 68G 0.999 1.078 0.004449 119 640: 98% ━━━━━━━━━━━╸ 52/53 2.4it/s 34.0s<0.4s  104/200 68G 0.999 1.078 0.004449 119 640: 100% ━━━━━━━━━━━━ 53/53 1.6it/s 34.0s +  Class Images Instances Box(P R mAP50 mAP50-95): 100% ━━━━━━━━━━━━ 1/1 2.5it/s 0.4s + all 177 1609 0.737 0.728 0.729 0.493 + + Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size +  105/200 67.1G 1.007 1.026 0.004323 719 640: 0% ──────────── 0/53 0.7s  105/200 67.1G 0.989 1.016 0.004007 640 640: 2% ──────────── 1/53 2.2s/it 1.3s<1:53  105/200 67.1G 1.027 1.043 0.004148 736 640: 4% ──────────── 2/53 1.3s/it 2.0s<1:06  105/200 67.1G 1.016 1.028 0.004195 629 640: 6% ╸─────────── 3/53 1.0it/s 2.6s<49.6s  105/200 67.1G 1.026 1.065 0.004204 854 640: 8% ╸─────────── 4/53 1.2it/s 3.3s<42.1s  105/200 67.1G 1.037 1.098 0.004296 660 640: 9% ━─────────── 5/53 1.3it/s 3.9s<37.6s  105/200 67.1G 1.042 1.098 0.004282 722 640: 11% ━─────────── 6/53 1.4it/s 4.6s<34.7s  105/200 67.1G 1.031 1.092 0.004339 596 640: 13% ━╸────────── 7/53 1.4it/s 5.2s<32.6s  105/200 67.1G 1.034 1.096 0.004347 696 640: 15% ━╸────────── 8/53 1.5it/s 5.9s<31.0s  105/200 67.1G 1.027 1.089 0.004332 690 640: 17% ━━────────── 9/53 1.5it/s 6.5s<29.8s  105/200 67.1G 1.024 1.086 0.004342 615 640: 19% ━━────────── 10/53 1.5it/s 7.2s<28.7s  105/200 67.1G 1.022 1.086 0.004281 652 640: 21% ━━────────── 11/53 1.5it/s 7.8s<27.8s  105/200 67.1G 1.016 1.075 0.004292 539 640: 23% ━━╸───────── 12/53 1.5it/s 8.5s<27.0s  105/200 67.1G 1.014 1.073 0.004322 659 640: 25% ━━╸───────── 13/53 1.5it/s 9.1s<26.2s  105/200 67.1G 1.016 1.086 0.004313 733 640: 26% ━━━───────── 14/53 1.5it/s 9.7s<25.5s  105/200 67.1G 1.016 1.087 0.004325 722 640: 28% ━━━───────── 15/53 1.5it/s 10.4s<24.8s  105/200 67.1G 1.016 1.093 0.004315 655 640: 30% ━━━╸──────── 16/53 1.5it/s 11.0s<24.1s  105/200 67.1G 1.015 1.095 0.004342 641 640: 32% ━━━╸──────── 17/53 1.5it/s 11.7s<23.5s  105/200 67.1G 1.014 1.093 0.004355 651 640: 34% ━━━━──────── 18/53 1.5it/s 12.4s<22.8s  105/200 67.1G 1.02 1.094 0.004366 698 640: 36% ━━━━──────── 19/53 1.5it/s 13.0s<22.1s  105/200 67.1G 1.015 1.09 0.004382 533 640: 38% ━━━━╸─────── 20/53 1.5it/s 13.6s<21.4s  105/200 67.1G 1.013 1.085 0.004362 627 640: 40% ━━━━╸─────── 21/53 1.5it/s 14.3s<20.7s  105/200 67.1G 1.01 1.081 0.004366 588 640: 42% ━━━━╸─────── 22/53 1.5it/s 14.9s<20.1s  105/200 67.1G 1.006 1.075 0.004387 605 640: 43% ━━━━━─────── 23/53 1.5it/s 15.6s<19.4s  105/200 67.1G 1.006 1.075 0.004404 639 640: 45% ━━━━━─────── 24/53 1.5it/s 16.2s<18.7s  105/200 67.1G 1.005 1.079 0.004403 707 640: 47% ━━━━━╸────── 25/53 1.5it/s 16.9s<18.1s  105/200 67.1G 1.005 1.076 0.004384 687 640: 49% ━━━━━╸────── 26/53 1.5it/s 17.5s<17.5s  105/200 67.1G 1.003 1.074 0.004387 644 640: 51% ━━━━━━────── 27/53 1.5it/s 18.2s<16.9s  105/200 67.1G 1.004 1.079 0.004392 720 640: 53% ━━━━━━────── 28/53 1.5it/s 18.8s<16.2s  105/200 67.1G 1.003 1.078 0.004399 628 640: 55% ━━━━━━╸───── 29/53 1.5it/s 19.5s<15.6s  105/200 67.1G 1.001 1.073 0.004388 599 640: 57% ━━━━━━╸───── 30/53 1.5it/s 20.1s<14.9s  105/200 67.1G 0.9992 1.072 0.004385 660 640: 58% ━━━━━━━───── 31/53 1.5it/s 20.8s<14.2s  105/200 67.1G 0.9991 1.073 0.004375 659 640: 60% ━━━━━━━───── 32/53 1.5it/s 21.4s<13.6s  105/200 67.1G 1.001 1.078 0.004395 596 640: 62% ━━━━━━━───── 33/53 1.5it/s 22.1s<13.0s  105/200 67.1G 0.9999 1.076 0.004407 588 640: 64% ━━━━━━━╸──── 34/53 1.5it/s 22.7s<12.3s  105/200 67.1G 0.9973 1.072 0.004389 673 640: 66% ━━━━━━━╸──── 35/53 1.5it/s 23.4s<11.7s  105/200 67.1G 0.9993 1.074 0.004393 722 640: 68% ━━━━━━━━──── 36/53 1.5it/s 24.0s<11.0s  105/200 67.1G 1 1.077 0.004406 705 640: 70% ━━━━━━━━──── 37/53 1.5it/s 24.7s<10.4s  105/200 67.1G 0.9976 1.075 0.004412 562 640: 72% ━━━━━━━━╸─── 38/53 1.5it/s 25.3s<9.7s  105/200 67.1G 0.9976 1.074 0.004413 673 640: 74% ━━━━━━━━��─── 39/53 1.5it/s 26.0s<9.1s  105/200 67.1G 0.9963 1.073 0.004403 618 640: 75% ━━━━━━━━━─── 40/53 1.5it/s 26.6s<8.4s  105/200 67.1G 0.9963 1.074 0.00439 748 640: 77% ━━━━━━━━━─── 41/53 1.5it/s 27.2s<7.8s  105/200 67.1G 0.9957 1.074 0.004397 641 640: 79% ━━━━━━━━━╸── 42/53 1.5it/s 27.9s<7.1s  105/200 67.1G 0.9965 1.075 0.004398 749 640: 81% ━━━━━━━━━╸── 43/53 1.5it/s 28.5s<6.5s  105/200 67.1G 0.9963 1.074 0.004398 652 640: 83% ━━━━━━━━━╸── 44/53 1.5it/s 29.2s<5.8s  105/200 67.1G 0.9956 1.073 0.004395 665 640: 85% ━━━━━━━━━━── 45/53 1.5it/s 29.8s<5.2s  105/200 67.1G 0.9958 1.074 0.004404 690 640: 87% ━━━━━━━━━━── 46/53 1.5it/s 30.5s<4.5s  105/200 67.1G 0.9978 1.08 0.004416 699 640: 89% ━━━━━━━━━━╸─ 47/53 1.5it/s 31.1s<3.9s  105/200 67.1G 0.9972 1.079 0.004404 662 640: 91% ━━━━━━━━━━╸─ 48/53 1.5it/s 31.8s<3.2s  105/200 67.1G 0.9987 1.083 0.004419 684 640: 92% ━━━━━━━━━━━─ 49/53 1.5it/s 32.4s<2.6s  105/200 67.1G 0.9979 1.08 0.004405 732 640: 94% ━━━━━━━━━━━─ 50/53 1.5it/s 33.1s<1.9s  105/200 67.1G 0.9965 1.079 0.004415 598 640: 96% ━━━━━━━━━━━╸ 51/53 1.5it/s 33.7s<1.3s  105/200 67.1G 0.9936 1.083 0.004452 57 640: 98% ━━━━━━━━━━━╸ 52/53 2.4it/s 33.9s<0.4s  105/200 67.1G 0.9936 1.083 0.004452 57 640: 100% ━━━━━━━━━━━━ 53/53 1.6it/s 33.9s +  Class Images Instances Box(P R mAP50 mAP50-95): 100% ━━━━━━━━━━━━ 1/1 2.5it/s 0.4s + all 177 1609 0.782 0.692 0.716 0.488 + + Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size +  106/200 67.9G 0.9662 1.04 0.004577 645 640: 0% ──────────── 0/53 0.6s  106/200 67.9G 1.004 1.146 0.004816 570 640: 2% ──────────── 1/53 2.2s/it 1.3s<1:52  106/200 67.9G 0.9861 1.08 0.004676 622 640: 4% ──────────── 2/53 1.3s/it 1.9s<1:05  106/200 67.9G 0.9879 1.081 0.004768 630 640: 6% ╸─────────── 3/53 1.0it/s 2.6s<49.4s  106/200 67.9G 0.9956 1.111 0.004754 676 640: 8% ╸─────────── 4/53 1.2it/s 3.2s<41.9s  106/200 67.9G 1.009 1.116 0.004728 726 640: 9% ━─────────── 5/53 1.3it/s 3.9s<37.6s  106/200 67.9G 0.9917 1.085 0.004642 591 640: 11% ━─────────── 6/53 1.4it/s 4.5s<34.6s  106/200 67.9G 0.9899 1.1 0.004725 586 640: 13% ━╸────────── 7/53 1.4it/s 5.2s<32.6s  106/200 67.9G 0.9909 1.105 0.004715 704 640: 15% ━╸────────── 8/53 1.5it/s 5.8s<31.0s  106/200 67.9G 0.9957 1.128 0.00476 546 640: 17% ━━────────── 9/53 1.5it/s 6.5s<29.8s  106/200 67.9G 0.9887 1.116 0.004736 588 640: 19% ━━────────── 10/53 1.5it/s 7.1s<28.7s  106/200 67.9G 0.9858 1.107 0.004682 600 640: 21% ━━────────── 11/53 1.5it/s 7.8s<27.8s  106/200 67.9G 0.9831 1.11 0.004686 636 640: 23% ━━╸───────── 12/53 1.5it/s 8.4s<26.9s  106/200 67.9G 0.9829 1.107 0.004685 593 640: 25% ━━╸───────── 13/53 1.5it/s 9.1s<26.1s  106/200 67.9G 0.9824 1.104 0.00467 649 640: 26% ━━━───────── 14/53 1.5it/s 9.7s<25.3s  106/200 67.9G 0.9825 1.099 0.004649 683 640: 28% ━━━───────── 15/53 1.5it/s 10.4s<24.7s  106/200 67.9G 0.9839 1.099 0.004636 741 640: 30% ━━━╸──────── 16/53 1.5it/s 11.0s<24.0s  106/200 67.9G 0.9861 1.099 0.004638 657 640: 32% ━━━╸──────── 17/53 1.5it/s 11.7s<23.4s  106/200 67.9G 0.9908 1.106 0.004625 724 640: 34% ━━━━──────── 18/53 1.5it/s 12.3s<22.7s  106/200 67.9G 0.991 1.106 0.004616 720 640: 36% ━━━━──────── 19/53 1.5it/s 13.0s<22.1s  106/200 67.9G 0.9934 1.112 0.004625 642 640: 38% ━━━━╸─────── 20/53 1.5it/s 13.6s<21.4s  106/200 67.9G 0.9912 1.111 0.00461 681 640: 40% ━━━━╸─────── 21/53 1.5it/s 14.3s<20.7s  106/200 67.9G 0.9877 1.103 0.004578 668 640: 42% ━━━━╸─────── 22/53 1.5it/s 14.9s<20.1s  106/200 67.9G 0.9861 1.1 0.004584 616 640: 43% ━━━━━─────── 23/53 1.5it/s 15.6s<19.5s  106/200 67.9G 0.984 1.094 0.004575 578 640: 45% ━━━━━─────── 24/53 1.5it/s 16.2s<18.7s  106/200 67.9G 0.983 1.094 0.00457 596 640: 47% ━━━━━╸────── 25/53 1.6it/s 16.8s<18.1s  106/200 67.9G 0.9839 1.094 0.004566 658 640: 49% ━━━━━╸────── 26/53 1.5it/s 17.5s<17.4s  106/200 67.9G 0.983 1.093 0.004554 646 640: 51% ━━━━━━────── 27/53 1.5it/s 18.1s<16.8s  106/200 67.9G 0.9816 1.088 0.004535 692 640: 53% ━━━━━━────── 28/53 1.5it/s 18.8s<16.2s  106/200 67.9G 0.9817 1.086 0.004529 586 640: 55% ━━━━━━╸───── 29/53 1.5it/s 19.4s<15.5s  106/200 67.9G 0.9807 1.085 0.004523 599 640: 57% ━━━━━━╸───── 30/53 1.5it/s 20.1s<14.9s  106/200 67.9G 0.9777 1.081 0.004507 589 640: 58% ━━━━━━━───── 31/53 1.5it/s 20.7s<14.2s  106/200 67.9G 0.9785 1.084 0.004519 622 640: 60% ━━━━━━━───── 32/53 1.5it/s 21.4s<13.6s  106/200 67.9G 0.9778 1.085 0.004537 518 640: 62% ━━━━━━━───── 33/53 1.5it/s 22.0s<12.9s  106/200 67.9G 0.9779 1.084 0.004531 667 640: 64% ━━━━━━━╸──── 34/53 1.5it/s 22.7s<12.3s  106/200 67.9G 0.9775 1.085 0.004542 563 640: 66% ━━━━━━━╸──── 35/53 1.5it/s 23.3s<11.6s  106/200 67.9G 0.9785 1.085 0.004537 631 640: 68% ━━━━━━━━──── 36/53 1.5it/s 24.0s<11.0s  106/200 67.9G 0.979 1.083 0.004529 661 640: 70% ━━━━━━━━──── 37/53 1.5it/s 24.6s<10.4s  106/200 67.9G 0.9795 1.084 0.004526 606 640: 72% ━━━━━━━━╸─── 38/53 1.5it/s 25.3s<9.7s  106/200 67.9G 0.9796 1.086 0.004528 644 640: 74% ━━━━━━━━╸─── 39/53 1.5it/s 25.9s<9.0s  106/200 67.9G 0.98 1.086 0.004521 672 640: 75% ━━━━━━━━━─── 40/53 1.6it/s 26.5s<8.4s  106/200 67.9G 0.9813 1.087 0.004517 653 640: 77% ━━━━━━━━━─── 41/53 1.5it/s 27.2s<7.8s  106/200 67.9G 0.9802 1.085 0.004508 713 640: 79% ━━━━━━━━━╸── 42/53 1.5it/s 27.8s<7.1s  106/200 67.9G 0.9816 1.089 0.004515 676 640: 81% ━━━━━━━━━╸── 43/53 1.5it/s 28.5s<6.5s  106/200 67.9G 0.9837 1.092 0.004514 701 640: 83% ━━━━━━━━━╸── 44/53 1.5it/s 29.1s<5.8s  106/200 67.9G 0.9836 1.091 0.004514 668 640: 85% ━━━━━━━━━━── 45/53 1.5it/s 29.8s<5.2s  106/200 67.9G 0.9845 1.09 0.004505 664 640: 87% ━━━━━━━━━━── 46/53 1.5it/s 30.4s<4.5s  106/200 67.9G 0.9827 1.086 0.004495 571 640: 89% ━━━━━━━━━━╸─ 47/53 1.5it/s 31.1s<3.9s  106/200 67.9G 0.9825 1.085 0.004499 547 640: 91% ━━━━━━━━━━╸─ 48/53 1.5it/s 31.7s<3.2s  106/200 67.9G 0.9832 1.087 0.004503 533 640: 92% ━━━━━━━━━━━─ 49/53 1.5it/s 32.4s<2.6s  106/200 67.9G 0.9854 1.088 0.004506 695 640: 94% ━━━━━━━━━━━─ 50/53 1.5it/s 33.0s<1.9s  106/200 67.9G 0.9859 1.088 0.004512 582 640: 96% ━━━━━━━━━━━╸ 51/53 1.5it/s 33.7s<1.3s  106/200 67.9G 0.9886 1.095 0.00454 99 640: 98% ━━━━━━━━━━━�� 52/53 2.4it/s 33.9s<0.4s  106/200 67.9G 0.9886 1.095 0.00454 99 640: 100% ━━━━━━━━━━━━ 53/53 1.6it/s 33.9s +  Class Images Instances Box(P R mAP50 mAP50-95): 100% ━━━━━━━━━━━━ 1/1 2.5it/s 0.4s + all 177 1609 0.757 0.67 0.702 0.466 + + Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size +  107/200 68.2G 0.9941 1.109 0.004613 571 640: 0% ──────────── 0/53 0.6s  107/200 68.2G 0.9955 1.11 0.004874 561 640: 2% ──────────── 1/53 2.2s/it 1.3s<1:52  107/200 68.2G 1.041 1.176 0.004827 703 640: 4% ──────────── 2/53 1.3s/it 1.9s<1:05  107/200 68.2G 1.035 1.145 0.004645 739 640: 6% ╸─────────── 3/53 1.0it/s 2.6s<49.3s  107/200 68.2G 1.035 1.167 0.004749 592 640: 8% ╸─────────── 4/53 1.2it/s 3.2s<41.8s  107/200 68.2G 1.028 1.163 0.004786 589 640: 9% ━─────────── 5/53 1.3it/s 3.9s<37.3s  107/200 68.2G 1.029 1.177 0.004732 737 640: 11% ━─────────── 6/53 1.4it/s 4.5s<34.4s  107/200 68.2G 1.026 1.162 0.004716 638 640: 13% ━╸────────── 7/53 1.4it/s 5.2s<32.5s  107/200 68.2G 1.019 1.135 0.004636 645 640: 15% ━╸────────── 8/53 1.5it/s 5.8s<30.9s  107/200 68.2G 1.017 1.131 0.004594 631 640: 17% ━━────────── 9/53 1.5it/s 6.5s<29.7s  107/200 68.2G 1.012 1.129 0.004612 628 640: 19% ━━────────── 10/53 1.5it/s 7.1s<28.7s  107/200 68.2G 1.01 1.114 0.004598 598 640: 21% ━━────────── 11/53 1.5it/s 7.8s<27.7s  107/200 68.2G 1.009 1.112 0.004583 641 640: 23% ━━╸───────── 12/53 1.5it/s 8.4s<26.9s  107/200 68.2G 1.008 1.109 0.004589 691 640: 25% ━━╸───────── 13/53 1.5it/s 9.1s<26.2s  107/200 68.2G 1.004 1.102 0.004569 540 640: 26% ━━━───────── 14/53 1.5it/s 9.7s<25.4s  107/200 68.2G 1.004 1.099 0.004614 626 640: 28% ━━━───────── 15/53 1.5it/s 10.4s<24.7s  107/200 68.2G 1.004 1.096 0.004626 643 640: 30% ━━━╸──────── 16/53 1.5it/s 11.0s<24.0s  107/200 68.2G 1.009 1.105 0.004602 804 640: 32% ━━━╸──────── 17/53 1.5it/s 11.7s<23.4s  107/200 68.2G 1.012 1.108 0.004566 810 640: 34% ━━━━──────── 18/53 1.5it/s 12.3s<22.7s  107/200 68.2G 1.009 1.108 0.004555 647 640: 36% ━━━━──────── 19/53 1.5it/s 12.9s<22.0s  107/200 68.2G 1.007 1.101 0.004552 620 640: 38% ━━━━╸─────── 20/53 1.5it/s 13.6s<21.3s  107/200 68.2G 1.006 1.098 0.004547 676 640: 40% ━━━━╸─────── 21/53 1.5it/s 14.2s<20.8s  107/200 68.2G 1.01 1.104 0.004554 723 640: 42% ━━━━╸─────── 22/53 1.5it/s 14.9s<20.1s  107/200 68.2G 1.008 1.101 0.004529 635 640: 43% ━━━━━─────── 23/53 1.5it/s 15.5s<19.5s  107/200 68.2G 1.007 1.096 0.004506 706 640: 45% ━━━━━─────── 24/53 1.5it/s 16.2s<18.9s  107/200 68.2G 1.004 1.093 0.004503 664 640: 47% ━━━━━╸────── 25/53 1.5it/s 16.8s<18.2s  107/200 68.2G 1.004 1.091 0.004492 666 640: 49% ━━━━━╸────── 26/53 1.5it/s 17.5s<17.5s  107/200 68.2G 1.003 1.09 0.004485 697 640: 51% ━━━━━━────── 27/53 1.5it/s 18.1s<16.9s  107/200 68.2G 1.005 1.099 0.004496 665 640: 53% ━━━━━━────── 28/53 1.5it/s 18.8s<16.3s  107/200 68.2G 1.001 1.093 0.00449 519 640: 55% ━━━━━━╸───── 29/53 1.5it/s 19.4s<15.6s  107/200 68.2G 0.9999 1.094 0.004495 624 640: 57% ━━━━━━╸───── 30/53 1.5it/s 20.1s<14.9s  107/200 68.2G 1 1.095 0.004488 667 640: 58% ━━━━━━━───── 31/53 1.5it/s 20.7s<14.3s  107/200 68.2G 0.9992 1.091 0.004486 629 640: 60% ━━━━━━━───── 32/53 1.5it/s 21.4s<13.6s  107/200 68.2G 0.9989 1.091 0.004482 694 640: 62% ━━━━━━━───── 33/53 1.5it/s 22.0s<13.0s  107/200 68.2G 0.9975 1.089 0.004482 614 640: 64% ━━━━━━━╸──── 34/53 1.5it/s 22.7s<12.3s  107/200 68.2G 0.9974 1.09 0.004464 700 640: 66% ━━━━━━━╸──── 35/53 1.5it/s 23.3s<11.7s  107/200 68.2G 0.9954 1.09 0.004467 583 640: 68% ━━━━━━━━──── 36/53 1.5it/s 24.0s<11.0s  107/200 68.2G 0.9968 1.095 0.004482 682 640: 70% ━━━━━━━━──── 37/53 1.5it/s 24.6s<10.4s  107/200 68.2G 0.9962 1.093 0.004487 655 640: 72% ━━━━━━━━╸─── 38/53 1.5it/s 25.3s<9.7s  107/200 68.2G 0.9967 1.094 0.004505 628 640: 74% ━━━━━━━━╸─── 39/53 1.5it/s 25.9s<9.1s  107/200 68.2G 0.9957 1.091 0.004502 589 640: 75% ━━━━━━━━━─── 40/53 1.5it/s 26.6s<8.4s  107/200 68.2G 0.9943 1.088 0.004507 644 640: 77% ━━━━━━━━━─── 41/53 1.5it/s 27.2s<7.8s  107/200 68.2G 0.9929 1.085 0.004507 571 640: 79% ━━━━━━━━━╸── 42/53 1.5it/s 27.9s<7.1s  107/200 68.2G 0.9909 1.082 0.004502 559 640: 81% ━━━━━━━━━╸── 43/53 1.5it/s 28.5s<6.5s  107/200 68.2G 0.9902 1.081 0.004489 692 640: 83% ━━━━━━━━━╸── 44/53 1.5it/s 29.2s<5.9s  107/200 68.2G 0.991 1.08 0.004487 660 640: 85% ━━━━━━━━━━── 45/53 1.5it/s 29.8s<5.2s  107/200 68.2G 0.9908 1.081 0.004499 597 640: 87% ━━━━━━━━━━── 46/53 1.5it/s 30.5s<4.5s  107/200 68.2G 0.9908 1.083 0.004499 681 640: 89% ━━━━━━━━━━╸─ 47/53 1.5it/s 31.1s<3.9s  107/200 68.2G 0.9904 1.084 0.004504 635 640: 91% ━━━━━━━━━━╸─ 48/53 1.5it/s 31.8s<3.2s  107/200 68.2G 0.9917 1.088 0.004504 730 640: 92% ━━━━━━━━━━━─ 49/53 1.5it/s 32.4s<2.6s  107/200 68.2G 0.992 1.088 0.004507 638 640: 94% ━━━━━━━━━━━─ 50/53 1.5it/s 33.1s<1.9s  107/200 68.2G 0.9924 1.089 0.00451 609 640: 96% ━━━━━━━━━━━╸ 51/53 1.5it/s 33.7s<1.3s  107/200 68.2G 0.9931 1.089 0.004506 96 640: 98% ━━━━━━━━━━━╸ 52/53 2.4it/s 33.9s<0.4s  107/200 68.2G 0.9931 1.089 0.004506 96 640: 100% ━━━━━━━━━━━━ 53/53 1.6it/s 33.9s +  Class Images Instances Box(P R mAP50 mAP50-95): 100% ━━━━━━━━━━━━ 1/1 2.5it/s 0.4s + all 177 1609 0.777 0.658 0.695 0.476 + + Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size +  108/200 67.9G 1.015 1.262 0.004439 611 640: 0% ──────────── 0/53 0.6s  108/200 67.9G 0.9763 1.122 0.004156 673 640: 2% ──────────── 1/53 2.2s/it 1.3s<1:53  108/200 67.9G 0.9837 1.117 0.004353 616 640: 4% ──────────── 2/53 1.3s/it 1.9s<1:05  108/200 67.9G 0.9692 1.088 0.004275 640 640: 6% ╸─────────── 3/53 1.0it/s 2.6s<49.3s  108/200 67.9G 0.9591 1.079 0.004247 598 640: 8% ╸─────────── 4/53 1.2it/s 3.2s<41.7s  108/200 67.9G 0.9668 1.085 0.004314 656 640: 9% ━─────────── 5/53 1.3it/s 3.9s<37.3s  108/200 67.9G 0.9739 1.087 0.004375 668 640: 11% ━─────────── 6/53 1.4it/s 4.5s<34.4s  108/200 67.9G 0.9734 1.084 0.004432 605 640: 13% ━╸────────── 7/53 1.4it/s 5.2s<32.4s  108/200 67.9G 0.9838 1.082 0.004387 783 640: 15% ━╸────────── 8/53 1.5it/s 5.8s<31.0s  108/200 67.9G 0.986 1.089 0.004387 678 640: 17% ━━────────── 9/53 1.5it/s 6.5s<29.7s  108/200 67.9G 0.983 1.084 0.004383 545 640: 19% ━━────────── 10/53 1.5it/s 7.1s<28.6s  108/200 67.9G 0.9842 1.081 0.004379 661 640: 21% ━━────────── 11/53 1.5it/s 7.8s<27.7s  108/200 67.9G 0.982 1.079 0.004368 602 640: 23% ━━╸───────── 12/53 1.5it/s 8.4s<26.9s  108/200 67.9G 0.9745 1.06 0.004324 590 640: 25% ━━╸───────── 13/53 1.5it/s 9.1s<26.1s  108/200 67.9G 0.9769 1.065 0.00433 670 640: 26% ━━━───────── 14/53 1.5it/s 9.7s<25.4s  108/200 67.9G 0.9766 1.068 0.004333 688 640: 28% ━━━───────── 15/53 1.5it/s 10.4s<24.7s  108/200 67.9G 0.9755 1.073 0.004343 633 640: 30% ━━━╸──────── 16/53 1.5it/s 11.0s<24.0s  108/200 67.9G 0.9776 1.082 0.004337 651 640: 32% ━━━╸──────── 17/53 1.5it/s 11.6s<23.3s  108/200 67.9G 0.9799 1.087 0.004349 681 640: 34% ━━━━──────── 18/53 1.5it/s 12.3s<22.7s  108/200 67.9G 0.9784 1.082 0.004332 632 640: 36% ━━━━──────── 19/53 1.5it/s 12.9s<22.0s  108/200 67.9G 0.9832 1.087 0.004339 684 640: 38% ━━━━╸─────── 20/53 1.5it/s 13.6s<21.4s  108/200 67.9G 0.9823 1.086 0.004347 573 640: 40% ━━━━╸─────── 21/53 1.5it/s 14.2s<20.7s  108/200 67.9G 0.9833 1.088 0.004348 674 640: 42% ━━━━╸─────── 22/53 1.5it/s 14.9s<20.0s  108/200 67.9G 0.9835 1.092 0.00435 641 640: 43% ━━━━━─────── 23/53 1.5it/s 15.5s<19.4s  108/200 67.9G 0.9817 1.087 0.004332 676 640: 45% ━━━━━─────── 24/53 1.5it/s 16.2s<18.8s  108/200 67.9G 0.9831 1.092 0.004328 667 640: 47% ━━━━━╸────── 25/53 1.5it/s 16.8s<18.2s  108/200 67.9G 0.9827 1.088 0.004324 619 640: 49% ━━━━━╸────── 26/53 1.5it/s 17.5s<17.5s  108/200 67.9G 0.983 1.089 0.004316 591 640: 51% ━━━━━━────── 27/53 1.5it/s 18.1s<16.9s  108/200 67.9G 0.9823 1.088 0.004334 521 640: 53% ━━━━━━────── 28/53 1.5it/s 18.8s<16.2s  108/200 67.9G 0.9828 1.092 0.004333 653 640: 55% ━━━━━━╸───── 29/53 1.5it/s 19.4s<15.6s  108/200 67.9G 0.9844 1.093 0.004333 626 640: 57% ━━━━━━╸───── 30/53 1.5it/s 20.1s<14.9s  108/200 67.9G 0.9833 1.092 0.004334 677 640: 58% ━━━━━━━───── 31/53 1.5it/s 20.7s<14.3s  108/200 67.9G 0.9822 1.095 0.004337 686 640: 60% ━━━━━━━───── 32/53 1.5it/s 21.4s<13.6s  108/200 67.9G 0.9821 1.096 0.004353 672 640: 62% ━━━━━━━───── 33/53 1.5it/s 22.0s<13.0s  108/200 67.9G 0.9808 1.093 0.004352 630 640: 64% ━━━━━━━╸──── 34/53 1.5it/s 22.7s<12.3s  108/200 67.9G 0.9805 1.091 0.004363 530 640: 66% ━━━━━━━╸──── 35/53 1.5it/s 23.3s<11.7s  108/200 67.9G 0.982 1.093 0.004357 735 640: 68% ━━━━━━━━──── 36/53 1.5it/s 24.0s<11.0s  108/200 67.9G 0.9835 1.094 0.004368 603 640: 70% ━━━━━━━━──── 37/53 1.5it/s 24.6s<10.4s  108/200 67.9G 0.9822 1.093 0.004348 669 640: 72% ━━━━━━━━╸─── 38/53 1.5it/s 25.3s<9.7s  108/200 67.9G 0.9825 1.093 0.004346 746 640: 74% ━━━━━━━━╸─── 39/53 1.5it/s 25.9s<9.1s  108/200 67.9G 0.9806 1.09 0.004336 573 640: 75% ━━━━━━━━━─── 40/53 1.5it/s 26.6s<8.4s  108/200 67.9G 0.9817 1.092 0.004339 764 640: 77% ━━━━━━━━━─── 41/53 1.5it/s 27.2s<7.8s  108/200 67.9G 0.9838 1.093 0.004341 658 640: 79% ━━━━━━━━━╸── 42/53 1.5it/s 27.9s<7.2s  108/200 67.9G 0.9822 1.09 0.004336 643 640: 81% ━━━━━━━━━╸── 43/53 1.5it/s 28.5s<6.5s  108/200 67.9G 0.9804 1.087 0.004333 627 640: 83% ━━━━━━━━━╸── 44/53 1.5it/s 29.1s<5.8s  108/200 67.9G 0.9812 1.088 0.004343 679 640: 85% ━━━━━━━━━━── 45/53 1.5it/s 29.8s<5.2s  108/200 67.9G 0.9798 1.085 0.004347 584 640: 87% ━━━━━━━━━━── 46/53 1.5it/s 30.4s<4.5s  108/200 67.9G 0.9803 1.086 0.004346 652 640: 89% ━━━━━━━━━━╸─ 47/53 1.5it/s 31.1s<3.9s  108/200 67.9G 0.9797 1.084 0.004334 715 640: 91% ━━━━━━━━━━╸─ 48/53 1.5it/s 31.7s<3.2s  108/200 67.9G 0.9808 1.085 0.004337 665 640: 92% ━━━━━━━━━━━─ 49/53 1.5it/s 32.4s<2.6s  108/200 67.9G 0.9798 1.084 0.00433 692 640: 94% ━━━━━━━━━━━─ 50/53 1.5it/s 33.0s<1.9s  108/200 67.9G 0.9799 1.084 0.004324 749 640: 96% ━━━━━━━━━━━╸ 51/53 1.5it/s 33.7s<1.3s  108/200 67.9G 0.9786 1.08 0.004329 91 640: 98% ━━━━━━━━━━━╸ 52/53 2.4it/s 33.9s<0.4s  108/200 67.9G 0.9786 1.08 0.004329 91 640: 100% ━━━━━━━━━━━━ 53/53 1.6it/s 33.9s +  Class Images Instances Box(P R mAP50 mAP50-95): 100% ━━━━━━━━━━━━ 1/1 2.5it/s 0.4s + all 177 1609 0.777 0.668 0.703 0.48 + + Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size +  109/200 67.4G 0.9585 1.01 0.004389 721 640: 0% ──────────── 0/53 0.7s  109/200 67.4G 0.946 1.042 0.004451 572 640: 2% ──────────── 1/53 2.2s/it 1.3s<1:52  109/200 67.4G 0.9627 1.049 0.004412 608 640: 4% ──────────── 2/53 1.3s/it 2.0s<1:05  109/200 67.4G 0.9751 1.056 0.004399 600 640: 6% ╸─────────── 3/53 1.0it/s 2.6s<49.3s  109/200 67.4G 0.9697 1.027 0.0044 612 640: 8% ╸─────────── 4/53 1.2it/s 3.2s<41.6s  109/200 67.4G 0.9602 1.036 0.004642 535 640: 9% ━─────────── 5/53 1.3it/s 3.9s<37.3s  109/200 67.4G 0.9714 1.048 0.004596 656 640: 11% ━─────────── 6/53 1.4it/s 4.5s<34.4s  109/200 67.4G 0.9723 1.046 0.004549 657 640: 13% ━╸────────── 7/53 1.4it/s 5.2s<32.4s  109/200 67.4G 0.981 1.065 0.004563 724 640: 15% ━╸────────── 8/53 1.5it/s 5.8s<30.9s  109/200 67.4G 0.9751 1.064 0.004535 623 640: 17% ━━────────── 9/53 1.5it/s 6.5s<29.7s  109/200 67.4G 0.9759 1.072 0.004491 605 640: 19% ━━────────── 10/53 1.5it/s 7.1s<28.7s  109/200 67.4G 0.9682 1.06 0.004459 605 640: 21% ━━────────── 11/53 1.5it/s 7.8s<27.7s  109/200 67.4G 0.9762 1.066 0.004482 736 640: 23% ━━╸───────── 12/53 1.5it/s 8.4s<26.9s  109/200 67.4G 0.9779 1.06 0.004488 671 640: 25% ━━╸───────── 13/53 1.5it/s 9.1s<26.2s  109/200 67.4G 0.9786 1.055 0.004459 674 640: 26% ━━━───────── 14/53 1.5it/s 9.7s<25.5s  109/200 67.4G 0.9733 1.048 0.004465 591 640: 28% ━━━───────── 15/53 1.5it/s 10.4s<24.7s  109/200 67.4G 0.976 1.05 0.004475 674 640: 30% ━━━╸──────── 16/53 1.5it/s 11.0s<24.1s  109/200 67.4G 0.9779 1.055 0.00449 644 640: 32% ━━━╸──────── 17/53 1.5it/s 11.7s<23.4s  109/200 67.4G 0.9761 1.049 0.00444 670 640: 34% ━━━━──────── 18/53 1.5it/s 12.3s<22.8s  109/200 67.4G 0.9741 1.04 0.004429 658 640: 36% ━━━━──────── 19/53 1.5it/s 13.0s<22.1s  109/200 67.4G 0.9759 1.043 0.004466 641 640: 38% ━━━━╸─────── 20/53 1.5it/s 13.6s<21.4s  109/200 67.4G 0.9743 1.041 0.004457 635 640: 40% ━━━━╸─────── 21/53 1.5it/s 14.3s<20.7s  109/200 67.4G 0.9733 1.038 0.004421 627 640: 42% ━━━━╸─────── 22/53 1.5it/s 14.9s<20.1s  109/200 67.4G 0.9733 1.037 0.004398 682 640: 43% ━━━━━─────── 23/53 1.5it/s 15.6s<19.5s  109/200 67.4G 0.9694 1.031 0.004372 637 640: 45% ━━━━━─────── 24/53 1.5it/s 16.2s<18.8s  109/200 67.4G 0.9668 1.028 0.004368 541 640: 47% ━━━━━╸────── 25/53 1.5it/s 16.9s<18.2s  109/200 67.4G 0.9636 1.03 0.004368 583 640: 49% ━━━━━╸────── 26/53 1.5it/s 17.5s<17.5s  109/200 67.4G 0.9674 1.034 0.004384 652 640: 51% ━━━━━━────── 27/53 1.5it/s 18.2s<16.9s  109/200 67.4G 0.9684 1.035 0.004394 633 640: 53% ━━━━━━────── 28/53 1.5it/s 18.8s<16.2s  109/200 67.4G 0.9674 1.033 0.004393 529 640: 55% ━━━━━━╸───── 29/53 1.5it/s 19.4s<15.6s  109/200 67.4G 0.97 1.037 0.004404 618 640: 57% ━━━━━━╸───── 30/53 1.5it/s 20.1s<14.9s  109/200 67.4G 0.9682 1.036 0.004405 565 640: 58% ━━━━━━━───── 31/53 1.5it/s 20.7s<14.2s  109/200 67.4G 0.9676 1.037 0.004395 661 640: 60% ━━━━━━━───── 32/53 1.5it/s 21.4s<13.6s  109/200 67.4G 0.9683 1.038 0.004389 555 640: 62% ━━━━━━━───── 33/53 1.5it/s 22.0s<12.9s  109/200 67.4G 0.9708 1.038 0.00439 644 640: 64% ━━━━━━━╸──── 34/53 1.5it/s 22.7s<12.3s  109/200 67.4G 0.9731 1.041 0.004396 703 640: 66% ━━━━━━━╸──── 35/53 1.5it/s 23.3s<11.7s  109/200 67.4G 0.9712 1.038 0.004378 575 640: 68% ━━━━━━━━──── 36/53 1.5it/s 24.0s<11.0s  109/200 67.4G 0.9692 1.037 0.004375 699 640: 70% ━━━━━━━━──── 37/53 1.5it/s 24.6s<10.4s  109/200 67.4G 0.9712 1.039 0.004372 766 640: 72% ━━━━━━━━╸─── 38/53 1.5it/s 25.3s<9.7s  109/200 67.4G 0.9737 1.047 0.004367 660 640: 74% ━━━━━━━━╸─── 39/53 1.5it/s 25.9s<9.1s  109/200 67.4G 0.9741 1.05 0.004364 663 640: 75% ━━━━━━━━━─── 40/53 1.5it/s 26.6s<8.4s  109/200 67.4G 0.9747 1.052 0.004368 679 640: 77% ━━━━━━━━━─── 41/53 1.5it/s 27.2s<7.8s  109/200 67.4G 0.9758 1.056 0.004366 704 640: 79% ━━━━━━━━━╸── 42/53 1.5it/s 27.9s<7.2s  109/200 67.4G 0.976 1.057 0.004365 538 640: 81% ━━━━━━━━━╸── 43/53 1.5it/s 28.5s<6.5s  109/200 67.4G 0.975 1.057 0.004364 633 640: 83% ━━━━━━━━━╸── 44/53 1.5it/s 29.2s<5.8s  109/200 67.4G 0.974 1.057 0.004365 666 640: 85% ━━━━━━━━━━── 45/53 1.5it/s 29.8s<5.2s  109/200 67.4G 0.9738 1.056 0.004365 693 640: 87% ━━━━━━━━━━── 46/53 1.5it/s 30.5s<4.5s  109/200 67.4G 0.9731 1.055 0.004361 606 640: 89% ━━━━━━━━━━╸─ 47/53 1.5it/s 31.1s<3.9s  109/200 67.4G 0.9744 1.056 0.004359 695 640: 91% ━━━━━━━━━━╸─ 48/53 1.5it/s 31.8s<3.3s  109/200 67.4G 0.9744 1.056 0.004344 743 640: 92% ━━━━━━━━━━━─ 49/53 1.5it/s 32.4s<2.6s  109/200 67.4G 0.9755 1.058 0.004354 613 640: 94% ━━━━━━━━━━━─ 50/53 1.5it/s 33.1s<1.9s  109/200 67.4G 0.975 1.057 0.004359 644 640: 96% ━━━━━━━━━━━╸ 51/53 1.5it/s 33.7s<1.3s  109/200 67.4G 0.9758 1.061 0.004379 83 640: 98% ━━━━━━━━━━━╸ 52/53 2.4it/s 34.0s<0.4s  109/200 67.4G 0.9758 1.061 0.004379 83 640: 100% ━━━━━━━━━━━━ 53/53 1.6it/s 34.0s +  Class Images Instances Box(P R mAP50 mAP50-95): 100% ━━━━━━━━━━━━ 1/1 2.5it/s 0.4s + all 177 1609 0.766 0.679 0.707 0.475 + + Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size +  110/200 67.9G 0.904 0.9462 0.003489 647 640: 0% ──────────── 0/53 0.6s  110/200 67.9G 0.9687 1.057 0.004145 627 640: 2% ──────────── 1/53 2.1s/it 1.3s<1:52  110/200 67.9G 0.9863 1.087 0.004234 612 640: 4% ──────────── 2/53 1.3s/it 1.9s<1:04  110/200 67.9G 0.9715 1.069 0.004153 674 640: 6% ╸─────────── 3/53 1.0it/s 2.6s<49.2s  110/200 67.9G 0.9677 1.047 0.004111 662 640: 8% ╸─────────── 4/53 1.2it/s 3.2s<41.6s  110/200 67.9G 0.9772 1.078 0.00419 652 640: 9% ━─────────── 5/53 1.3it/s 3.9s<37.3s  110/200 67.9G 0.9773 1.067 0.004195 679 640: 11% ━─────────── 6/53 1.4it/s 4.5s<34.4s  110/200 67.9G 0.9838 1.072 0.004339 642 640: 13% ━╸────────── 7/53 1.4it/s 5.2s<32.4s  110/200 67.9G 0.9894 1.076 0.004394 709 640: 15% ━╸────────── 8/53 1.5it/s 5.8s<30.9s  110/200 67.9G 0.9878 1.076 0.004397 695 640: 17% ━━────────── 9/53 1.5it/s 6.5s<29.7s  110/200 67.9G 0.984 1.066 0.004417 592 640: 19% ━━────────── 10/53 1.5it/s 7.1s<28.7s  110/200 67.9G 0.98 1.063 0.004381 609 640: 21% ━━────────── 11/53 1.5it/s 7.8s<27.8s  110/200 67.9G 0.9717 1.049 0.004358 588 640: 23% ━━╸───────── 12/53 1.5it/s 8.4s<26.9s  110/200 67.9G 0.9718 1.046 0.004344 704 640: 25% ━━╸───────── 13/53 1.5it/s 9.1s<26.1s  110/200 67.9G 0.9718 1.044 0.004349 652 640: 26% ━━━───────── 14/53 1.5it/s 9.7s<25.4s  110/200 67.9G 0.9739 1.047 0.004323 730 640: 28% ━━━───────── 15/53 1.5it/s 10.4s<24.7s  110/200 67.9G 0.9749 1.049 0.004318 687 640: 30% ━━━╸──────── 16/53 1.5it/s 11.0s<24.0s  110/200 67.9G 0.9751 1.048 0.004314 696 640: 32% ━━━╸──────── 17/53 1.5it/s 11.6s<23.4s  110/200 67.9G 0.9787 1.061 0.004338 645 640: 34% ━━━━──────── 18/53 1.5it/s 12.3s<22.9s  110/200 67.9G 0.9754 1.064 0.004347 592 640: 36% ━━━━──────── 19/53 1.5it/s 13.0s<22.1s  110/200 67.9G 0.9768 1.062 0.004344 675 640: 38% ━━━━╸─────── 20/53 1.5it/s 13.6s<21.4s  110/200 67.9G 0.9746 1.06 0.004356 592 640: 40% ━━━━╸─────── 21/53 1.5it/s 14.2s<20.7s  110/200 67.9G 0.9725 1.053 0.004355 618 640: 42% ━━━━╸─────── 22/53 1.5it/s 14.9s<20.1s  110/200 67.9G 0.9734 1.052 0.004346 677 640: 43% ━━━━━─────── 23/53 1.5it/s 15.5s<19.4s  110/200 67.9G 0.9753 1.053 0.004333 734 640: 45% ━━━━━─────── 24/53 1.5it/s 16.2s<18.8s  110/200 67.9G 0.9766 1.057 0.004337 640 640: 47% ━━━━━╸────── 25/53 1.5it/s 16.8s<18.1s  110/200 67.9G 0.9778 1.056 0.004319 711 640: 49% ━━━━━╸────── 26/53 1.5it/s 17.5s<17.6s  110/200 67.9G 0.9778 1.056 0.004323 715 640: 51% ━━━━━━────── 27/53 1.5it/s 18.2s<17.1s  110/200 67.9G 0.9799 1.057 0.004327 704 640: 53% ━━━━━━────── 28/53 1.5it/s 18.8s<16.4s  110/200 67.9G 0.9806 1.055 0.004328 703 640: 55% ━━━━━━╸───── 29/53 1.5it/s 19.5s<15.7s  110/200 67.9G 0.9793 1.054 0.004326 681 640: 57% ━━━━━━╸───── 30/53 1.5it/s 20.1s<15.0s  110/200 67.9G 0.979 1.054 0.004312 745 640: 58% ━━━━━━━───── 31/53 1.5it/s 20.8s<14.3s  110/200 67.9G 0.9792 1.055 0.004304 678 640: 60% ━━━━━━━───── 32/53 1.5it/s 21.4s<13.6s  110/200 67.9G 0.9829 1.06 0.00432 697 640: 62% ━━━━━━━───── 33/53 1.5it/s 22.1s<13.0s  110/200 67.9G 0.985 1.063 0.004322 645 640: 64% ━━━━━━━╸──── 34/53 1.5it/s 22.7s<12.3s  110/200 67.9G 0.9845 1.062 0.004324 671 640: 66% ━━━━━━━╸──── 35/53 1.5it/s 23.4s<11.7s  110/200 67.9G 0.9853 1.064 0.004319 745 640: 68% ━━━━━━━━──── 36/53 1.5it/s 24.0s<11.0s  110/200 67.9G 0.9842 1.065 0.004333 573 640: 70% ━━━━━━━━──── 37/53 1.5it/s 24.7s<10.4s  110/200 67.9G 0.984 1.066 0.00432 603 640: 72% ━━━━━━━━╸─── 38/53 1.5it/s 25.3s<9.7s  110/200 67.9G 0.9856 1.068 0.004334 646 640: 74% ━━━━━━━━╸─── 39/53 1.5it/s 25.9s<9.1s  110/200 67.9G 0.9857 1.067 0.00434 677 640: 75% ━━━━━━━━━─── 40/53 1.5it/s 26.6s<8.4s  110/200 67.9G 0.985 1.067 0.004344 614 640: 77% ━━━━━━━━━─── 41/53 1.5it/s 27.2s<7.8s  110/200 67.9G 0.9826 1.067 0.004344 562 640: 79% ━━━━━━━━━╸── 42/53 1.5it/s 27.9s<7.1s  110/200 67.9G 0.982 1.068 0.004338 595 640: 81% ━━━━━━━━━╸── 43/53 1.5it/s 28.5s<6.5s  110/200 67.9G 0.9808 1.064 0.004317 685 640: 83% ━━━━━━━━━╸── 44/53 1.5it/s 29.2s<5.8s  110/200 67.9G 0.9802 1.064 0.004324 663 640: 85% ━━━━━━━━━━── 45/53 1.5it/s 29.8s<5.2s  110/200 67.9G 0.9805 1.063 0.004332 607 640: 87% ━━━━━━━━━━── 46/53 1.5it/s 30.5s<4.5s  110/200 67.9G 0.9812 1.065 0.004342 632 640: 89% ━━━━━━━━━━╸─ 47/53 1.5it/s 31.1s<3.9s  110/200 67.9G 0.9813 1.067 0.004349 677 640: 91% ━━━━━━━━━━╸─ 48/53 1.5it/s 31.8s<3.2s  110/200 67.9G 0.9803 1.066 0.004343 581 640: 92% ━━━━━━━━━━━─ 49/53 1.5it/s 32.4s<2.6s  110/200 67.9G 0.9791 1.065 0.004336 584 640: 94% ━━━━━━━━━━━─ 50/53 1.5it/s 33.1s<1.9s  110/200 67.9G 0.9772 1.062 0.004332 615 640: 96% ━━━━━━━━━━━╸ 51/53 1.5it/s 33.7s<1.3s  110/200 67.9G 0.9722 1.055 0.004324 56 640: 98% ━━━━━━━━━━━╸ 52/53 2.5it/s 33.9s<0.4s  110/200 67.9G 0.9722 1.055 0.004324 56 640: 100% ━━━━━━━━━━━━ 53/53 1.6it/s 33.9s +  Class Images Instances Box(P R mAP50 mAP50-95): 100% ━━━━━━━━━━━━ 1/1 2.5it/s 0.4s + all 177 1609 0.776 0.651 0.69 0.47 + + Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size +  111/200 67.9G 0.9872 1.131 0.004656 702 640: 0% ──────────── 0/53 0.7s  111/200 67.9G 1.018 1.163 0.004599 618 640: 2% ──────────── 1/53 2.2s/it 1.3s<1:53  111/200 67.9G 1.047 1.157 0.004494 709 640: 4% ──────────── 2/53 1.3s/it 2.0s<1:05  111/200 67.9G 1.019 1.115 0.004488 600 640: 6% ╸─────────── 3/53 1.0it/s 2.6s<49.4s  111/200 67.9G 1.004 1.094 0.004563 591 640: 8% ╸─────────── 4/53 1.2it/s 3.2s<41.8s  111/200 67.9G 0.9906 1.069 0.004502 626 640: 9% ━─────────── 5/53 1.3it/s 3.9s<37.4s  111/200 67.9G 0.9916 1.07 0.004451 659 640: 11% ━─────────── 6/53 1.4it/s 4.6s<34.7s  111/200 67.9G 0.9912 1.067 0.00445 612 640: 13% ━╸────────── 7/53 1.4it/s 5.2s<32.5s  111/200 67.9G 0.985 1.053 0.004412 617 640: 15% ━╸────────── 8/53 1.5it/s 5.8s<30.9s  111/200 67.9G 0.9864 1.056 0.004411 648 640: 17% ━━────────── 9/53 1.5it/s 6.5s<29.8s  111/200 67.9G 0.9812 1.046 0.004416 683 640: 19% ━━────────── 10/53 1.5it/s 7.1s<28.7s  111/200 67.9G 0.9832 1.045 0.004387 704 640: 21% ━━────────── 11/53 1.5it/s 7.8s<27.8s  111/200 67.9G 0.9813 1.036 0.004426 569 640: 23% ━━╸───────── 12/53 1.5it/s 8.4s<26.9s  111/200 67.9G 0.9824 1.045 0.004437 660 640: 25% ━━╸───────── 13/53 1.5it/s 9.1s<26.2s  111/200 67.9G 0.9831 1.044 0.004433 668 640: 26% ━━━───────── 14/53 1.5it/s 9.7s<25.5s  111/200 67.9G 0.9835 1.046 0.004412 665 640: 28% ━━━───────── 15/53 1.5it/s 10.4s<24.7s  111/200 67.9G 0.982 1.04 0.004387 657 640: 30% ━━━╸──────── 16/53 1.5it/s 11.0s<24.1s  111/200 67.9G 0.9802 1.035 0.004371 620 640: 32% ━━━╸──────── 17/53 1.5it/s 11.7s<23.4s  111/200 67.9G 0.9801 1.033 0.004351 673 640: 34% ━━━━──────── 18/53 1.5it/s 12.3s<22.7s  111/200 67.9G 0.9769 1.031 0.00436 592 640: 36% ━━━━──────── 19/53 1.5it/s 13.0s<22.0s  111/200 67.9G 0.9792 1.038 0.004393 633 640: 38% ━━━━╸─────── 20/53 1.5it/s 13.6s<21.4s  111/200 67.9G 0.98 1.043 0.00438 745 640: 40% ━━━━╸─────── 21/53 1.5it/s 14.3s<20.8s  111/200 67.9G 0.9825 1.045 0.004409 697 640: 42% ━━━━╸─────── 22/53 1.5it/s 14.9s<20.1s  111/200 67.9G 0.9796 1.043 0.004408 577 640: 43% ━━━━━─────── 23/53 1.5it/s 15.6s<19.4s  111/200 67.9G 0.981 1.047 0.004389 733 640: 45% ━━━━━─────── 24/53 1.5it/s 16.2s<18.9s  111/200 67.9G 0.9801 1.049 0.004378 577 640: 47% ━━━━━╸────── 25/53 1.5it/s 16.9s<18.2s  111/200 67.9G 0.9789 1.051 0.004402 668 640: 49% ━━━━━╸────── 26/53 1.5it/s 17.5s<17.6s  111/200 67.9G 0.98 1.057 0.004408 654 640: 51% ━━━━━━────── 27/53 1.5it/s 18.2s<16.9s  111/200 67.9G 0.9799 1.056 0.004403 578 640: 53% ━━━━━━────── 28/53 1.5it/s 18.8s<16.2s  111/200 67.9G 0.9819 1.059 0.004418 716 640: 55% ━━━━━━╸───── 29/53 1.5it/s 19.5s<15.6s  111/200 67.9G 0.9835 1.062 0.004404 687 640: 57% ━━━━━━╸───── 30/53 1.5it/s 20.1s<14.9s  111/200 67.9G 0.9828 1.063 0.004401 695 640: 58% ━━━━━━━───── 31/53 1.5it/s 20.8s<14.3s  111/200 67.9G 0.9838 1.064 0.004415 696 640: 60% ━━━━━━━───── 32/53 1.5it/s 21.4s<13.6s  111/200 67.9G 0.9837 1.067 0.004405 740 640: 62% ━━━━━━━───── 33/53 1.5it/s 22.1s<13.0s  111/200 67.9G 0.9853 1.069 0.004393 800 640: 64% ━━━━━━━╸──── 34/53 1.5it/s 22.7s<12.4s  111/200 67.9G 0.9833 1.069 0.0044 581 640: 66% ━━━━━━━╸──── 35/53 1.5it/s 23.4s<11.7s  111/200 67.9G 0.9817 1.067 0.004402 630 640: 68% ━━━━━━━━──── 36/53 1.5it/s 24.0s<11.0s  111/200 67.9G 0.9817 1.067 0.004411 559 640: 70% ━━━━━━━━──── 37/53 1.5it/s 24.7s<10.4s  111/200 67.9G 0.9813 1.065 0.0044 714 640: 72% ━━━━━━━━╸─── 38/53 1.5it/s 25.3s<9.7s  111/200 67.9G 0.9814 1.066 0.004383 666 640: 74% ━━━━━━━━╸─── 39/53 1.5it/s 26.0s<9.1s  111/200 67.9G 0.981 1.063 0.004381 642 640: 75% ━━━━━━━━━─── 40/53 1.5it/s 26.6s<8.4s  111/200 67.9G 0.9807 1.063 0.004384 676 640: 77% ━━━━━━━━━─── 41/53 1.5it/s 27.3s<7.8s  111/200 67.9G 0.9813 1.065 0.004387 705 640: 79% ━━━━━━━━━╸── 42/53 1.5it/s 27.9s<7.2s  111/200 67.9G 0.983 1.066 0.004375 766 640: 81% ━━━━━━━━━╸── 43/53 1.5it/s 28.6s<6.5s  111/200 67.9G 0.9832 1.066 0.004368 734 640: 83% ━━━━━━━━━╸── 44/53 1.5it/s 29.2s<5.9s  111/200 67.9G 0.9825 1.064 0.004373 608 640: 85% ━━━━━━━━━━── 45/53 1.5it/s 29.9s<5.2s  111/200 67.9G 0.9821 1.063 0.004375 659 640: 87% ━━━━━━━━━━── 46/53 1.5it/s 30.5s<4.6s  111/200 67.9G 0.9809 1.062 0.004372 608 640: 89% ━━━━━━━━━━╸─ 47/53 1.5it/s 31.2s<3.9s  111/200 67.9G 0.9809 1.061 0.004369 670 640: 91% ━━━━━━━━━━╸─ 48/53 1.5it/s 31.8s<3.2s  111/200 67.9G 0.981 1.06 0.004364 682 640: 92% ━━━━━━━━━━━─ 49/53 1.5it/s 32.5s<2.6s  111/200 67.9G 0.9809 1.061 0.004362 685 640: 94% ━━━━━━━━━━━─ 50/53 1.5it/s 33.1s<1.9s  111/200 67.9G 0.9805 1.061 0.004362 651 640: 96% ━━━━━━━━━━━╸ 51/53 1.5it/s 33.7s<1.3s  111/200 67.9G 0.9792 1.056 0.004335 80 640: 98% ━━━━━━━━━━━╸ 52/53 2.4it/s 34.0s<0.4s  111/200 67.9G 0.9792 1.056 0.004335 80 640: 100% ━━━━━━━━━━━━ 53/53 1.6it/s 34.0s +  Class Images Instances Box(P R mAP50 mAP50-95): 100% ━━━━━━━━━━━━ 1/1 2.5it/s 0.4s + all 177 1609 0.733 0.686 0.712 0.481 + + Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size +  112/200 68.3G 0.9548 1.004 0.004394 577 640: 0% ──────────── 0/53 0.6s  112/200 68.3G 0.9512 0.9865 0.004395 662 640: 2% ──────────── 1/53 2.2s/it 1.3s<1:52  112/200 68.3G 0.9674 1.022 0.004387 660 640: 4% ──────────── 2/53 1.3s/it 1.9s<1:05  112/200 68.3G 0.9803 1.03 0.004312 666 640: 6% ╸─────────── 3/53 1.0it/s 2.6s<49.2s  112/200 68.3G 0.9867 1.028 0.004258 714 640: 8% ╸─────────── 4/53 1.2it/s 3.2s<41.7s  112/200 68.3G 0.9807 1.025 0.004311 615 640: 9% ━─────────── 5/53 1.3it/s 3.9s<37.4s  112/200 68.3G 0.9935 1.041 0.004335 809 640: 11% ━─────────── 6/53 1.4it/s 4.5s<34.6s  112/200 68.3G 0.9908 1.048 0.004318 688 640: 13% ━╸────────── 7/53 1.4it/s 5.2s<32.6s  112/200 68.3G 0.9924 1.056 0.00437 705 640: 15% ━╸────────── 8/53 1.5it/s 5.8s<30.9s  112/200 68.3G 0.9918 1.053 0.004321 665 640: 17% ━━────────── 9/53 1.5it/s 6.5s<29.7s  112/200 68.3G 0.9924 1.055 0.004297 693 640: 19% ━━────────── 10/53 1.5it/s 7.1s<28.6s  112/200 68.3G 0.995 1.065 0.004326 615 640: 21% ━━────────── 11/53 1.5it/s 7.8s<27.7s  112/200 68.3G 0.9995 1.07 0.004297 709 640: 23% ━━╸───────── 12/53 1.5it/s 8.4s<27.0s  112/200 68.3G 0.9995 1.064 0.004303 637 640: 25% ━━╸───────── 13/53 1.5it/s 9.1s<26.2s  112/200 68.3G 0.9993 1.066 0.004295 644 640: 26% ━━━───────── 14/53 1.5it/s 9.7s<25.5s  112/200 68.3G 0.9974 1.066 0.004305 641 640: 28% ━━━───────── 15/53 1.5it/s 10.4s<24.8s  112/200 68.3G 0.9939 1.06 0.0043 665 640: 30% ━━━╸──────── 16/53 1.5it/s 11.0s<24.1s  112/200 68.3G 0.9931 1.061 0.004309 640 640: 32% ━━━╸──────── 17/53 1.5it/s 11.7s<23.4s  112/200 68.3G 0.9919 1.059 0.004302 701 640: 34% ━━━━──────── 18/53 1.5it/s 12.3s<22.8s  112/200 68.3G 0.9947 1.063 0.004306 713 640: 36% ━━━━──────── 19/53 1.5it/s 13.0s<22.1s  112/200 68.3G 0.991 1.06 0.004312 578 640: 38% ━━━━╸─────── 20/53 1.5it/s 13.6s<21.4s  112/200 68.3G 0.9883 1.053 0.004302 619 640: 40% ━━━━╸─────── 21/53 1.5it/s 14.3s<20.7s  112/200 68.3G 0.9864 1.048 0.004285 643 640: 42% ━━━━╸─────── 22/53 1.5it/s 14.9s<20.1s  112/200 68.3G 0.9858 1.05 0.004301 664 640: 43% ━━━━━─────── 23/53 1.5it/s 15.6s<19.4s  112/200 68.3G 0.9863 1.049 0.004298 661 640: 45% ━━━━━─────── 24/53 1.5it/s 16.2s<18.8s  112/200 68.3G 0.9869 1.049 0.004282 683 640: 47% ━━━━━╸────── 25/53 1.5it/s 16.9s<18.2s  112/200 68.3G 0.9881 1.052 0.004317 611 640: 49% ━━━━━╸────── 26/53 1.5it/s 17.5s<17.5s  112/200 68.3G 0.9864 1.049 0.004311 665 640: 51% ━━━━━━────── 27/53 1.5it/s 18.2s<16.9s  112/200 68.3G 0.9837 1.045 0.004317 574 640: 53% ━━━━━━────── 28/53 1.5it/s 18.8s<16.2s  112/200 68.3G 0.9833 1.048 0.004329 661 640: 55% ━━━━━━╸───── 29/53 1.5it/s 19.4s<15.6s  112/200 68.3G 0.9839 1.051 0.004334 762 640: 57% ━━━━━━╸───── 30/53 1.5it/s 20.1s<14.9s  112/200 68.3G 0.9824 1.048 0.004338 654 640: 58% ━━━━━━━───── 31/53 1.5it/s 20.7s<14.3s  112/200 68.3G 0.9829 1.05 0.004338 748 640: 60% ━━━━━━━───── 32/53 1.5it/s 21.4s<13.6s  112/200 68.3G 0.9829 1.051 0.004347 692 640: 62% ━━━━━━━───── 33/53 1.5it/s 22.0s<13.0s  112/200 68.3G 0.9796 1.046 0.004339 598 640: 64% ━━━━━━━╸──── 34/53 1.5it/s 22.7s<12.3s  112/200 68.3G 0.9825 1.05 0.004341 694 640: 66% ━━━━━━━╸──── 35/53 1.5it/s 23.3s<11.7s  112/200 68.3G 0.981 1.047 0.004347 611 640: 68% ━━━━━━━━──── 36/53 1.5it/s 24.0s<11.0s  112/200 68.3G 0.9804 1.049 0.004351 635 640: 70% ━━━━━━━━──── 37/53 1.5it/s 24.6s<10.4s  112/200 68.3G 0.98 1.048 0.004376 595 640: 72% ━━━━━━━━╸─── 38/53 1.5it/s 25.3s<9.7s  112/200 68.3G 0.9794 1.049 0.004368 652 640: 74% ━━━━━━━━╸─── 39/53 1.5it/s 25.9s<9.0s  112/200 68.3G 0.978 1.046 0.004361 607 640: 75% ━━━━━━━━━─── 40/53 1.5it/s 26.6s<8.4s  112/200 68.3G 0.9783 1.046 0.004349 645 640: 77% ━━━━━━━━━─── 41/53 1.5it/s 27.2s<7.8s  112/200 68.3G 0.9767 1.043 0.004358 614 640: 79% ━━━━━━━━━╸── 42/53 1.5it/s 27.9s<7.1s  112/200 68.3G 0.9749 1.043 0.004348 662 640: 81% ━━━━━━━━━╸── 43/53 1.5it/s 28.5s<6.5s  112/200 68.3G 0.9753 1.045 0.004347 671 640: 83% ━━━━━━━━━╸── 44/53 1.5it/s 29.2s<5.8s  112/200 68.3G 0.9745 1.043 0.004345 623 640: 85% ━━━━━━━━━━── 45/53 1.5it/s 29.8s<5.2s  112/200 68.3G 0.9744 1.043 0.004349 624 640: 87% ━━━━━━━━━━── 46/53 1.5it/s 30.5s<4.5s  112/200 68.3G 0.9726 1.038 0.004338 608 640: 89% ━━━━━━━━━━╸─ 47/53 1.5it/s 31.1s<3.9s  112/200 68.3G 0.9713 1.036 0.004328 663 640: 91% ━━━━━━━━━━╸─ 48/53 1.5it/s 31.7s<3.2s  112/200 68.3G 0.9703 1.036 0.004322 609 640: 92% ━━━━━━━━━━━─ 49/53 1.5it/s 32.4s<2.6s  112/200 68.3G 0.9719 1.038 0.00432 693 640: 94% ━━━━━━━━━━━─ 50/53 1.5it/s 33.1s<2.0s  112/200 68.3G 0.9719 1.04 0.004317 584 640: 96% ━━━━━━━━━━━╸ 51/53 1.5it/s 33.7s<1.3s  112/200 68.3G 0.9714 1.036 0.004312 68 640: 98% ━━━━━━━━━━━╸ 52/53 2.4it/s 33.9s<0.4s  112/200 68.3G 0.9714 1.036 0.004312 68 640: 100% ━━━━━━━━━━━━ 53/53 1.6it/s 33.9s +  Class Images Instances Box(P R mAP50 mAP50-95): 100% ━━━━━━━━━━━━ 1/1 2.5it/s 0.4s + all 177 1609 0.76 0.661 0.695 0.476 + + Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size +  113/200 67.4G 1.002 1.133 0.004235 707 640: 0% ──────────── 0/53 0.7s  113/200 67.4G 1.018 1.166 0.00441 772 640: 2% ──────────── 1/53 2.2s/it 1.3s<1:54  113/200 67.4G 1.015 1.097 0.004397 606 640: 4% ──────────── 2/53 1.3s/it 2.0s<1:06  113/200 67.4G 0.9845 1.071 0.004356 617 640: 6% ╸─────────── 3/53 1.0it/s 2.6s<50.0s  113/200 67.4G 0.982 1.054 0.004391 635 640: 8% ╸─────────── 4/53 1.2it/s 3.3s<42.1s  113/200 67.4G 0.9822 1.059 0.004421 644 640: 9% ━─────────── 5/53 1.3it/s 3.9s<37.6s  113/200 67.4G 0.9867 1.078 0.004487 686 640: 11% ━─────────── 6/53 1.4it/s 4.6s<34.6s  113/200 67.4G 0.9806 1.069 0.004457 668 640: 13% ━╸────────── 7/53 1.4it/s 5.2s<32.5s  113/200 67.4G 0.9732 1.06 0.004442 541 640: 15% ━╸────────── 8/53 1.5it/s 5.9s<30.9s  113/200 67.4G 0.97 1.054 0.004397 693 640: 17% ━━────────── 9/53 1.5it/s 6.5s<29.7s  113/200 67.4G 0.9722 1.069 0.004434 658 640: 19% ━━────────── 10/53 1.5it/s 7.2s<28.7s  113/200 67.4G 0.9744 1.068 0.004402 720 640: 21% ━━────────── 11/53 1.5it/s 7.8s<27.8s  113/200 67.4G 0.9697 1.064 0.004384 638 640: 23% ━━╸───────── 12/53 1.5it/s 8.5s<27.0s  113/200 67.4G 0.9681 1.063 0.004386 635 640: 25% ━━╸───────── 13/53 1.5it/s 9.1s<26.2s  113/200 67.4G 0.9637 1.052 0.004343 530 640: 26% ━━━───────── 14/53 1.5it/s 9.8s<25.5s  113/200 67.4G 0.9623 1.053 0.004325 643 640: 28% ━━━───────── 15/53 1.5it/s 10.4s<24.7s  113/200 67.4G 0.9616 1.052 0.004312 731 640: 30% ━━━╸──────── 16/53 1.5it/s 11.0s<24.1s  113/200 67.4G 0.9646 1.052 0.004291 782 640: 32% ━━━╸──────── 17/53 1.5it/s 11.7s<23.4s  113/200 67.4G 0.9651 1.05 0.004266 682 640: 34% ━━━━──────── 18/53 1.5it/s 12.3s<22.7s  113/200 67.4G 0.9646 1.056 0.004275 600 640: 36% ━━━━──────── 19/53 1.5it/s 13.0s<22.0s  113/200 67.4G 0.9678 1.059 0.004273 689 640: 38% ━━━━╸─────── 20/53 1.5it/s 13.6s<21.4s  113/200 67.4G 0.9714 1.061 0.004281 768 640: 40% ━━━━╸─────── 21/53 1.5it/s 14.3s<20.8s  113/200 67.4G 0.9751 1.065 0.004278 792 640: 42% ━━━━╸─────── 22/53 1.5it/s 14.9s<20.1s  113/200 67.4G 0.9782 1.069 0.004279 710 640: 43% ━━━━━─────── 23/53 1.5it/s 15.6s<19.5s  113/200 67.4G 0.9755 1.066 0.004273 679 640: 45% ━━━━━─────── 24/53 1.5it/s 16.2s<18.8s  113/200 67.4G 0.972 1.062 0.004257 678 640: 47% ━━━━━╸────── 25/53 1.5it/s 16.9s<18.1s  113/200 67.4G 0.9681 1.056 0.00424 592 640: 49% ━━━━━╸────── 26/53 1.5it/s 17.5s<17.5s  113/200 67.4G 0.9713 1.065 0.004234 792 640: 51% ━━━━━━────── 27/53 1.5it/s 18.2s<16.9s  113/200 67.4G 0.9691 1.066 0.004239 614 640: 53% ━━━━━━────── 28/53 1.5it/s 18.8s<16.2s  113/200 67.4G 0.9692 1.066 0.004224 750 640: 55% ━━━━━━╸───── 29/53 1.5it/s 19.5s<15.6s  113/200 67.4G 0.9702 1.065 0.004211 641 640: 57% ━━━━━━╸───── 30/53 1.5it/s 20.1s<15.0s  113/200 67.4G 0.9716 1.068 0.004214 658 640: 58% ━━━━━━━───── 31/53 1.5it/s 20.8s<14.3s  113/200 67.4G 0.9722 1.069 0.004212 729 640: 60% ━━━━━━━───── 32/53 1.5it/s 21.4s<13.6s  113/200 67.4G 0.9711 1.067 0.004222 518 640: 62% ━━━━━━━───── 33/53 1.5it/s 22.1s<13.0s  113/200 67.4G 0.9701 1.064 0.004225 626 640: 64% ━━━━━━━╸──── 34/53 1.5it/s 22.7s<12.3s  113/200 67.4G 0.9699 1.063 0.004214 726 640: 66% ━━━━━━━╸──── 35/53 1.5it/s 23.4s<11.7s  113/200 67.4G 0.9684 1.06 0.004209 662 640: 68% ━━━━━━━━──── 36/53 1.5it/s 24.0s<11.0s  113/200 67.4G 0.9687 1.06 0.004196 698 640: 70% ━━━━━━━━──── 37/53 1.5it/s 24.7s<10.4s  113/200 67.4G 0.9693 1.062 0.004204 643 640: 72% ━━━━━━━━╸─── 38/53 1.5it/s 25.3s<9.7s  113/200 67.4G 0.9687 1.058 0.004195 695 640: 74% ━━━━━━━━╸─── 39/53 1.5it/s 26.0s<9.1s  113/200 67.4G 0.969 1.058 0.004193 642 640: 75% ━━━━━━━━━─── 40/53 1.5it/s 26.6s<8.4s  113/200 67.4G 0.9701 1.059 0.004198 732 640: 77% ━━━━━━━━━─── 41/53 1.5it/s 27.3s<7.8s  113/200 67.4G 0.9703 1.059 0.004186 789 640: 79% ━━━━━━━━━╸── 42/53 1.5it/s 27.9s<7.1s  113/200 67.4G 0.9704 1.06 0.004188 669 640: 81% ━━━━━━━━━╸── 43/53 1.5it/s 28.6s<6.5s  113/200 67.4G 0.9719 1.061 0.004187 717 640: 83% ━━━━━━━━━╸── 44/53 1.5it/s 29.2s<5.9s  113/200 67.4G 0.9724 1.06 0.004184 741 640: 85% ━━━━━━━━━━── 45/53 1.5it/s 29.9s<5.2s  113/200 67.4G 0.9707 1.057 0.004177 575 640: 87% ━━━━━━━━━━── 46/53 1.5it/s 30.5s<4.5s  113/200 67.4G 0.9698 1.057 0.004188 631 640: 89% ━━━━━━━━━━╸─ 47/53 1.5it/s 31.2s<3.9s  113/200 67.4G 0.9692 1.057 0.004202 627 640: 91% ━━━━━━━━━━╸─ 48/53 1.5it/s 31.8s<3.2s  113/200 67.4G 0.9692 1.056 0.004211 630 640: 92% ━━━━━━━━━━━─ 49/53 1.5it/s 32.4s<2.6s  113/200 67.4G 0.9674 1.053 0.004208 638 640: 94% ━━━━━━━━━━━─ 50/53 1.5it/s 33.1s<1.9s  113/200 67.4G 0.9685 1.056 0.0042 727 640: 96% ━━━━━━━━━━━╸ 51/53 1.5it/s 33.7s<1.3s  113/200 67.4G 0.9698 1.059 0.004201 79 640: 98% ━━━━━━━━━━━╸ 52/53 2.4it/s 34.0s<0.4s  113/200 67.4G 0.9698 1.059 0.004201 79 640: 100% ━━━━━━━━━━━━ 53/53 1.6it/s 34.0s +  Class Images Instances Box(P R mAP50 mAP50-95): 100% ━━━━━━━━━━━━ 1/1 2.5it/s 0.4s + all 177 1609 0.709 0.695 0.689 0.474 + + Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size +  114/200 67.3G 1.009 1.098 0.004452 632 640: 0% ──────────── 0/53 0.7s  114/200 67.3G 0.9615 1.062 0.004168 663 640: 2% ──────────── 1/53 2.2s/it 1.3s<1:52  114/200 67.3G 0.955 1.05 0.00427 660 640: 4% ──────────── 2/53 1.3s/it 2.0s<1:05  114/200 67.3G 0.9496 1.031 0.004189 784 640: 6% ╸─────────── 3/53 1.0it/s 2.6s<49.5s  114/200 67.3G 0.9539 1.048 0.004231 698 640: 8% ╸─────────── 4/53 1.2it/s 3.3s<41.9s  114/200 67.3G 0.9453 1.04 0.004323 602 640: 9% ━─────────── 5/53 1.3it/s 3.9s<37.4s  114/200 67.3G 0.9469 1.025 0.004268 671 640: 11% ━─────────── 6/53 1.4it/s 4.5s<34.5s  114/200 67.3G 0.942 1.018 0.004302 632 640: 13% ━╸────────── 7/53 1.4it/s 5.2s<32.5s  114/200 67.3G 0.932 1.002 0.00425 616 640: 15% ━╸────────── 8/53 1.5it/s 5.8s<30.8s  114/200 67.3G 0.9392 1.016 0.004211 709 640: 17% ━━────────── 9/53 1.5it/s 6.5s<29.7s  114/200 67.3G 0.9311 1.005 0.004218 591 640: 19% ━━────────── 10/53 1.5it/s 7.1s<28.6s  114/200 67.3G 0.9272 1.003 0.004194 608 640: 21% ━━────────── 11/53 1.5it/s 7.8s<27.8s  114/200 67.3G 0.9213 0.9924 0.004178 587 640: 23% ━━╸───────── 12/53 1.5it/s 8.4s<26.9s  114/200 67.3G 0.929 0.9976 0.004179 765 640: 25% ━━╸───────── 13/53 1.5it/s 9.1s<26.1s  114/200 67.3G 0.9285 0.9936 0.004206 584 640: 26% ━━━───────── 14/53 1.5it/s 9.7s<25.4s  114/200 67.3G 0.9301 0.9926 0.004219 631 640: 28% ━━━───────── 15/53 1.5it/s 10.4s<24.7s  114/200 67.3G 0.9277 0.9876 0.004207 618 640: 30% ━━━╸──────── 16/53 1.5it/s 11.0s<24.0s  114/200 67.3G 0.9308 0.9964 0.004244 629 640: 32% ━━━╸──────── 17/53 1.5it/s 11.7s<23.4s  114/200 67.3G 0.9336 0.9994 0.004249 758 640: 34% ━━━━──────── 18/53 1.5it/s 12.3s<22.7s  114/200 67.3G 0.9391 1.005 0.004242 720 640: 36% ━━━━──────── 19/53 1.5it/s 13.0s<22.1s  114/200 67.3G 0.9354 0.9978 0.004235 558 640: 38% ━━━━╸─────── 20/53 1.5it/s 13.6s<21.4s  114/200 67.3G 0.9335 0.9944 0.004223 595 640: 40% ━━━━╸─────── 21/53 1.5it/s 14.3s<20.8s  114/200 67.3G 0.9351 0.9935 0.004204 661 640: 42% ━━━━╸─────── 22/53 1.5it/s 14.9s<20.2s  114/200 67.3G 0.9355 0.992 0.004206 609 640: 43% ━━━━━─────── 23/53 1.5it/s 15.6s<19.5s  114/200 67.3G 0.9367 0.9964 0.004194 655 640: 45% ━━━━━─────── 24/53 1.5it/s 16.2s<18.8s  114/200 67.3G 0.941 1.003 0.004203 727 640: 47% ━━━━━╸────── 25/53 1.5it/s 16.9s<18.2s  114/200 67.3G 0.94 0.9984 0.004201 638 640: 49% ━━━━━╸────── 26/53 1.5it/s 17.5s<17.5s  114/200 67.3G 0.9424 1.002 0.004204 756 640: 51% ━━━━━━────── 27/53 1.5it/s 18.2s<16.9s  114/200 67.3G 0.9402 0.9988 0.004213 594 640: 53% ━━━━━━────── 28/53 1.5it/s 18.8s<16.2s  114/200 67.3G 0.9449 1.008 0.00424 699 640: 55% ━━━━━━╸───── 29/53 1.5it/s 19.5s<15.7s  114/200 67.3G 0.946 1.011 0.004236 759 640: 57% ━━━━━━╸───── 30/53 1.5it/s 20.1s<15.2s  114/200 67.3G 0.9464 1.01 0.004229 650 640: 58% ━━━━━━━───── 31/53 1.5it/s 20.8s<14.6s  114/200 67.3G 0.9469 1.01 0.004229 618 640: 60% ━━━━━━━───── 32/53 1.5it/s 21.5s<13.9s  114/200 67.3G 0.9467 1.01 0.00422 753 640: 62% ━━━━━━━───── 33/53 1.5it/s 22.1s<13.1s  114/200 67.3G 0.9461 1.008 0.004208 659 640: 64% ━━━━━━━╸──── 34/53 1.5it/s 22.8s<12.4s  114/200 67.3G 0.946 1.006 0.004213 579 640: 66% ━━━━━━━╸──── 35/53 1.5it/s 23.4s<11.7s  114/200 67.3G 0.945 1.005 0.004236 605 640: 68% ━━━━━━━━──── 36/53 1.5it/s 24.1s<11.1s  114/200 67.3G 0.9446 1.006 0.004244 683 640: 70% ━━━━━━━━──── 37/53 1.5it/s 24.7s<10.4s  114/200 67.3G 0.9453 1.009 0.00425 628 640: 72% ━━━━━━━━╸─── 38/53 1.5it/s 25.4s<9.8s  114/200 67.3G 0.9447 1.008 0.004253 717 640: 74% ━━━━━━━━╸─── 39/53 1.5it/s 26.0s<9.1s  114/200 67.3G 0.9433 1.007 0.004261 631 640: 75% ━━━━━━━━━─── 40/53 1.5it/s 26.7s<8.4s  114/200 67.3G 0.943 1.008 0.004259 663 640: 77% ━━━━━━━━━─── 41/53 1.5it/s 27.3s<7.8s  114/200 67.3G 0.9427 1.009 0.00427 562 640: 79% ━━━━━━━━━╸── 42/53 1.5it/s 28.0s<7.1s  114/200 67.3G 0.9435 1.01 0.004267 640 640: 81% ━━━━━━━━━╸── 43/53 1.5it/s 28.6s<6.5s  114/200 67.3G 0.9455 1.011 0.004272 678 640: 83% ━━━━━━━━━╸── 44/53 1.5it/s 29.3s<5.8s  114/200 67.3G 0.9465 1.013 0.004258 712 640: 85% ━━━━━━━━━━── 45/53 1.5it/s 29.9s<5.2s  114/200 67.3G 0.9466 1.011 0.004248 669 640: 87% ━━━━━━━━━━── 46/53 1.5it/s 30.6s<4.5s  114/200 67.3G 0.9475 1.014 0.004251 735 640: 89% ━━━━━━━━━━╸─ 47/53 1.5it/s 31.2s<3.9s  114/200 67.3G 0.9481 1.014 0.00425 620 640: 91% ━━━━━━━━━━╸─ 48/53 1.5it/s 31.9s<3.2s  114/200 67.3G 0.9471 1.011 0.00424 622 640: 92% ━━━━━━━━━━━─ 49/53 1.5it/s 32.5s<2.6s  114/200 67.3G 0.9484 1.013 0.004241 684 640: 94% ━━━━━━━━━━━─ 50/53 1.5it/s 33.2s<1.9s  114/200 67.3G 0.948 1.013 0.00424 623 640: 96% ━━━━━━━━━━━╸ 51/53 1.5it/s 33.8s<1.3s  114/200 67.3G 0.947 1.016 0.00427 85 640: 98% ━━━━━━━━━━━╸ 52/53 2.5it/s 34.0s<0.4s  114/200 67.3G 0.947 1.016 0.00427 85 640: 100% ━━━━━━━━━━━━ 53/53 1.6it/s 34.0s +  Class Images Instances Box(P R mAP50 mAP50-95): 100% ━━━━━━━━━━━━ 1/1 2.5it/s 0.4s + all 177 1609 0.749 0.717 0.717 0.498 + + Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size +  115/200 68.3G 1.063 1.185 0.004589 593 640: 0% ──────────── 0/53 0.6s  115/200 68.3G 1.035 1.171 0.00443 673 640: 2% ──────────── 1/53 2.2s/it 1.3s<1:53  115/200 68.3G 1.016 1.153 0.004396 694 640: 4% ──────────── 2/53 1.3s/it 2.0s<1:05  115/200 68.3G 0.9789 1.099 0.004295 590 640: 6% ╸─────────── 3/53 1.0it/s 2.6s<49.5s  115/200 68.3G 0.9654 1.073 0.004193 658 640: 8% ╸─────────── 4/53 1.2it/s 3.2s<41.9s  115/200 68.3G 0.984 1.096 0.00424 755 640: 9% ━─────────── 5/53 1.3it/s 3.9s<37.7s  115/200 68.3G 0.9707 1.074 0.004209 567 640: 11% ━─────────── 6/53 1.4it/s 4.6s<34.7s  115/200 68.3G 0.9632 1.068 0.004143 659 640: 13% ━╸────────── 7/53 1.4it/s 5.2s<32.7s  115/200 68.3G 0.9557 1.047 0.00415 603 640: 15% ━╸────────── 8/53 1.4it/s 5.9s<31.1s  115/200 68.3G 0.9485 1.031 0.00409 674 640: 17% ━━────────── 9/53 1.5it/s 6.5s<29.8s  115/200 68.3G 0.9453 1.031 0.004103 610 640: 19% ━━────────── 10/53 1.5it/s 7.2s<28.7s  115/200 68.3G 0.9477 1.031 0.004084 720 640: 21% ━━────────── 11/53 1.5it/s 7.8s<27.7s  115/200 68.3G 0.9509 1.033 0.004104 651 640: 23% ━━╸───────── 12/53 1.5it/s 8.4s<26.9s  115/200 68.3G 0.9488 1.034 0.004166 556 640: 25% ━━╸───────── 13/53 1.5it/s 9.1s<26.1s  115/200 68.3G 0.9448 1.029 0.004176 638 640: 26% ━━━───────── 14/53 1.5it/s 9.7s<25.5s  115/200 68.3G 0.9484 1.036 0.004197 613 640: 28% ━━━───────── 15/53 1.5it/s 10.4s<24.8s  115/200 68.3G 0.9467 1.032 0.004209 637 640: 30% ━━━╸──────── 16/53 1.5it/s 11.0s<24.0s  115/200 68.3G 0.9425 1.028 0.004196 590 640: 32% ━━━╸──────── 17/53 1.5it/s 11.7s<23.4s  115/200 68.3G 0.9437 1.034 0.004173 689 640: 34% ━━━━──────── 18/53 1.5it/s 12.3s<22.7s  115/200 68.3G 0.945 1.037 0.00418 667 640: 36% ━━━━──────── 19/53 1.5it/s 13.0s<22.1s  115/200 68.3G 0.9462 1.041 0.004185 638 640: 38% ━━━━╸─────── 20/53 1.5it/s 13.6s<21.4s  115/200 68.3G 0.9454 1.042 0.0042 617 640: 40% ━━━━╸─────── 21/53 1.5it/s 14.3s<20.8s  115/200 68.3G 0.9427 1.039 0.004223 541 640: 42% ━━━━╸─────── 22/53 1.5it/s 14.9s<20.1s  115/200 68.3G 0.9399 1.033 0.004225 575 640: 43% ━━━━━─────── 23/53 1.5it/s 15.6s<19.4s  115/200 68.3G 0.9412 1.035 0.004207 688 640: 45% ━━━━━─────── 24/53 1.5it/s 16.2s<18.8s  115/200 68.3G 0.9429 1.036 0.00419 742 640: 47% ━━━━━╸────── 25/53 1.5it/s 16.9s<18.2s  115/200 68.3G 0.944 1.035 0.00419 696 640: 49% ━━━━━╸────── 26/53 1.5it/s 17.5s<17.5s  115/200 68.3G 0.9464 1.039 0.004177 680 640: 51% ━━━━━━────── 27/53 1.5it/s 18.2s<16.9s  115/200 68.3G 0.9464 1.037 0.00418 627 640: 53% ━━━━━━────── 28/53 1.5it/s 18.8s<16.2s  115/200 68.3G 0.9438 1.032 0.004172 559 640: 55% ━━━━━━╸───── 29/53 1.5it/s 19.5s<15.6s  115/200 68.3G 0.9447 1.036 0.004172 654 640: 57% ━━━━━━╸───── 30/53 1.5it/s 20.1s<15.0s  115/200 68.3G 0.9466 1.039 0.004184 668 640: 58% ━━━━━━━───── 31/53 1.5it/s 20.8s<14.3s  115/200 68.3G 0.9474 1.04 0.004189 664 640: 60% ━━━━━━━───── 32/53 1.5it/s 21.4s<13.7s  115/200 68.3G 0.9475 1.039 0.004185 627 640: 62% ━━━━━━━───── 33/53 1.5it/s 22.1s<13.0s  115/200 68.3G 0.9483 1.039 0.004195 694 640: 64% ━━━━━━━╸──── 34/53 1.5it/s 22.7s<12.3s  115/200 68.3G 0.9461 1.036 0.004203 538 640: 66% ━━━━━━━╸──── 35/53 1.5it/s 23.4s<11.7s  115/200 68.3G 0.9486 1.039 0.004218 623 640: 68% ━━━━━━━━──── 36/53 1.5it/s 24.0s<11.1s  115/200 68.3G 0.9479 1.035 0.004235 584 640: 70% ━━━━━━━━──── 37/53 1.5it/s 24.7s<10.4s  115/200 68.3G 0.9485 1.036 0.00424 685 640: 72% ━━━━━━━━╸─── 38/53 1.5it/s 25.3s<9.8s  115/200 68.3G 0.947 1.035 0.004235 623 640: 74% ━━━━━━━━╸─── 39/53 1.5it/s 26.0s<9.1s  115/200 68.3G 0.9455 1.031 0.004226 634 640: 75% ━━━━━━━━━─── 40/53 1.5it/s 26.6s<8.4s  115/200 68.3G 0.9449 1.027 0.00421 695 640: 77% ━━━━━━━━━─── 41/53 1.5it/s 27.3s<7.8s  115/200 68.3G 0.947 1.029 0.004211 718 640: 79% ━━━━━━━━━╸── 42/53 1.5it/s 27.9s<7.2s  115/200 68.3G 0.9473 1.03 0.004214 636 640: 81% ━━━━━━━━━╸── 43/53 1.5it/s 28.6s<6.5s  115/200 68.3G 0.947 1.028 0.004209 633 640: 83% ━━━━━━━━━╸── 44/53 1.5it/s 29.2s<5.8s  115/200 68.3G 0.9478 1.029 0.004203 750 640: 85% ━━━━━━━━━━── 45/53 1.5it/s 29.9s<5.2s  115/200 68.3G 0.9486 1.03 0.00421 692 640: 87% ━━━━━━━━━━── 46/53 1.5it/s 30.5s<4.5s  115/200 68.3G 0.9491 1.031 0.00421 658 640: 89% ━━━━━━━━━━╸─ 47/53 1.5it/s 31.2s<3.9s  115/200 68.3G 0.95 1.032 0.004222 643 640: 91% ━━━━━━━━━━╸─ 48/53 1.5it/s 31.8s<3.2s  115/200 68.3G 0.9508 1.032 0.004221 660 640: 92% ━━━━━━━━━━━─ 49/53 1.5it/s 32.5s<2.6s  115/200 68.3G 0.9511 1.033 0.004218 677 640: 94% ━━━━━━━━━━━─ 50/53 1.5it/s 33.1s<1.9s  115/200 68.3G 0.9513 1.031 0.004218 659 640: 96% ━━━━━━━━━━━╸ 51/53 1.5it/s 33.8s<1.3s  115/200 68.3G 0.9495 1.029 0.004229 52 640: 98% ━━━━━━━━━━━╸ 52/53 2.4it/s 34.0s<0.4s  115/200 68.3G 0.9495 1.029 0.004229 52 640: 100% ━━━━━━━━━━━━ 53/53 1.6it/s 34.0s +  Class Images Instances Box(P R mAP50 mAP50-95): 100% ━━━━━━━━━━━━ 1/1 2.5it/s 0.4s + all 177 1609 0.737 0.694 0.696 0.483 + + Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size +  116/200 68.2G 0.9877 1.123 0.00493 665 640: 0% ──────────── 0/53 0.6s  116/200 68.2G 0.9736 1.101 0.004781 588 640: 2% ──────────── 1/53 2.2s/it 1.3s<1:52  116/200 68.2G 0.9539 1.033 0.004549 691 640: 4% ──────────── 2/53 1.3s/it 1.9s<1:05  116/200 68.2G 0.9441 1.041 0.004434 646 640: 6% ╸─────────── 3/53 1.0it/s 2.6s<49.4s  116/200 68.2G 0.9408 1.04 0.004456 573 640: 8% ╸─────────── 4/53 1.2it/s 3.2s<41.7s  116/200 68.2G 0.9457 1.038 0.004454 693 640: 9% ━─────────── 5/53 1.3it/s 3.9s<37.3s  116/200 68.2G 0.9543 1.064 0.004528 702 640: 11% ━─────────── 6/53 1.4it/s 4.5s<34.5s  116/200 68.2G 0.9515 1.063 0.004556 637 640: 13% ━╸────────── 7/53 1.4it/s 5.2s<32.5s  116/200 68.2G 0.9454 1.049 0.004512 601 640: 15% ━╸────────── 8/53 1.5it/s 5.8s<31.0s  116/200 68.2G 0.9414 1.051 0.004472 628 640: 17% ━━────────── 9/53 1.5it/s 6.5s<29.7s  116/200 68.2G 0.9436 1.04 0.004512 606 640: 19% ━���────────── 10/53 1.5it/s 7.1s<28.7s  116/200 68.2G 0.9379 1.021 0.00447 688 640: 21% ━━────────── 11/53 1.5it/s 7.8s<27.8s  116/200 68.2G 0.9447 1.026 0.004447 718 640: 23% ━━╸───────── 12/53 1.5it/s 8.4s<27.1s  116/200 68.2G 0.9437 1.022 0.004454 640 640: 25% ━━╸───────── 13/53 1.5it/s 9.1s<26.2s  116/200 68.2G 0.9418 1.019 0.004418 664 640: 26% ━━━───────── 14/53 1.5it/s 9.7s<25.4s  116/200 68.2G 0.9437 1.018 0.004387 703 640: 28% ━━━───────── 15/53 1.5it/s 10.4s<24.8s  116/200 68.2G 0.9487 1.024 0.004362 798 640: 30% ━━━╸──────── 16/53 1.5it/s 11.0s<24.1s  116/200 68.2G 0.9457 1.019 0.004334 575 640: 32% ━━━╸──────── 17/53 1.5it/s 11.7s<23.4s  116/200 68.2G 0.946 1.018 0.004321 615 640: 34% ━━━━──────── 18/53 1.5it/s 12.3s<22.8s  116/200 68.2G 0.9456 1.017 0.004315 669 640: 36% ━━━━──────── 19/53 1.5it/s 13.0s<22.1s  116/200 68.2G 0.9481 1.021 0.004329 634 640: 38% ━━━━╸─────── 20/53 1.5it/s 13.6s<21.5s  116/200 68.2G 0.9487 1.026 0.004372 612 640: 40% ━━━━╸─────── 21/53 1.5it/s 14.3s<20.8s  116/200 68.2G 0.9483 1.021 0.004347 688 640: 42% ━━━━╸─────── 22/53 1.5it/s 14.9s<20.2s  116/200 68.2G 0.9479 1.021 0.004352 549 640: 43% ━━━━━─────── 23/53 1.5it/s 15.6s<19.5s  116/200 68.2G 0.9464 1.015 0.004335 633 640: 45% ━━━━━─────── 24/53 1.5it/s 16.2s<18.9s  116/200 68.2G 0.9462 1.016 0.004333 519 640: 47% ━━━━━╸────── 25/53 1.5it/s 16.9s<18.2s  116/200 68.2G 0.9467 1.014 0.004348 585 640: 49% ━━━━━╸────── 26/53 1.5it/s 17.5s<17.6s  116/200 68.2G 0.946 1.015 0.00435 652 640: 51% ━━━━━━────── 27/53 1.5it/s 18.2s<16.9s  116/200 68.2G 0.9456 1.012 0.004357 695 640: 53% ━━━━━━────── 28/53 1.5it/s 18.8s<16.2s  116/200 68.2G 0.9481 1.012 0.004343 729 640: 55% ━━━━━━╸───── 29/53 1.5it/s 19.5s<15.6s  116/200 68.2G 0.9489 1.015 0.004348 671 640: 57% ━━━━━━╸───── 30/53 1.5it/s 20.1s<15.0s  116/200 68.2G 0.9492 1.016 0.004338 715 640: 58% ━━━━━━━───── 31/53 1.5it/s 20.8s<14.3s  116/200 68.2G 0.9512 1.018 0.004341 707 640: 60% ━━━━━━━───── 32/53 1.5it/s 21.4s<13.7s  116/200 68.2G 0.9512 1.016 0.004341 659 640: 62% ━━━━━━━───── 33/53 1.5it/s 22.1s<13.0s  116/200 68.2G 0.9513 1.018 0.00434 631 640: 64% ━━━━━━━╸──── 34/53 1.5it/s 22.7s<12.3s  116/200 68.2G 0.9509 1.017 0.004346 564 640: 66% ━━━━━━━╸──── 35/53 1.5it/s 23.4s<11.7s  116/200 68.2G 0.9491 1.017 0.004343 541 640: 68% ━━━━━━━━──── 36/53 1.5it/s 24.0s<11.0s  116/200 68.2G 0.9479 1.017 0.004337 652 640: 70% ━━━━━━━━──── 37/53 1.5it/s 24.7s<10.3s  116/200 68.2G 0.9465 1.016 0.004336 659 640: 72% ━━━━━━━━╸─── 38/53 1.5it/s 25.3s<9.7s  116/200 68.2G 0.9459 1.015 0.004329 639 640: 74% ━━━━━━━━╸─── 39/53 1.5it/s 26.0s<9.1s  116/200 68.2G 0.9447 1.011 0.004319 577 640: 75% ━━━━━━━━━─── 40/53 1.5it/s 26.6s<8.4s  116/200 68.2G 0.9438 1.01 0.00431 565 640: 77% ━━━━━━━━━─── 41/53 1.5it/s 27.3s<7.8s  116/200 68.2G 0.9434 1.01 0.004302 727 640: 79% ━━━━━━━━━╸── 42/53 1.5it/s 27.9s<7.1s  116/200 68.2G 0.9432 1.01 0.004302 677 640: 81% ━━━━━━━━━╸── 43/53 1.5it/s 28.5s<6.5s  116/200 68.2G 0.9428 1.009 0.004293 676 640: 83% ━━━━━━━━━╸── 44/53 1.5it/s 29.2s<5.8s  116/200 68.2G 0.9421 1.008 0.004281 693 640: 85% ━━━━━━━━━━── 45/53 1.5it/s 29.8s<5.2s  116/200 68.2G 0.9423 1.008 0.004279 709 640: 87% ━━━━━━━━━━── 46/53 1.5it/s 30.5s<4.5s  116/200 68.2G 0.9424 1.009 0.004274 660 640: 89% ━━━━━━━━━━╸─ 47/53 1.5it/s 31.1s<3.9s  116/200 68.2G 0.9444 1.013 0.004268 658 640: 91% ━━━━━━━━━━╸─ 48/53 1.5it/s 31.8s<3.2s  116/200 68.2G 0.9431 1.009 0.004257 640 640: 92% ━━━━━━━━━━━─ 49/53 1.5it/s 32.4s<2.6s  116/200 68.2G 0.9434 1.01 0.004245 657 640: 94% ━━━━━━━━━━━─ 50/53 1.5it/s 33.1s<1.9s  116/200 68.2G 0.9437 1.013 0.004245 632 640: 96% ━━━━━━━━━━━╸ 51/53 1.5it/s 33.7s<1.3s  116/200 68.2G 0.9456 1.017 0.004258 120 640: 98% ━━━━━━━━━━━╸ 52/53 2.4it/s 34.0s<0.4s  116/200 68.2G 0.9456 1.017 0.004258 120 640: 100% ━━━━━━━━━━━━ 53/53 1.6it/s 34.0s +  Class Images Instances Box(P R mAP50 mAP50-95): 100% ━━━━━━━━━━━━ 1/1 2.5it/s 0.4s + all 177 1609 0.765 0.651 0.705 0.488 + + Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size +  117/200 67.1G 1.056 1.134 0.004662 731 640: 0% ──────────── 0/53 0.6s  117/200 67.1G 0.9753 1.079 0.004194 687 640: 2% ──────────── 1/53 2.1s/it 1.3s<1:52  117/200 67.1G 0.9391 1.013 0.004032 621 640: 4% ──────────── 2/53 1.3s/it 1.9s<1:05  117/200 67.1G 0.943 1.029 0.004178 642 640: 6% ╸─────────── 3/53 1.0it/s 2.6s<49.2s  117/200 67.1G 0.9537 1.024 0.004101 679 640: 8% ╸─────────── 4/53 1.2it/s 3.2s<41.7s  117/200 67.1G 0.9438 1.014 0.00405 628 640: 9% ━─────────── 5/53 1.3it/s 3.9s<37.4s  117/200 67.1G 0.9464 1.022 0.004067 635 640: 11% ━─────────── 6/53 1.4it/s 4.5s<34.5s  117/200 67.1G 0.9473 1.019 0.004079 652 640: 13% ━╸────────── 7/53 1.4it/s 5.2s<32.5s  117/200 67.1G 0.9603 1.044 0.004129 736 640: 15% ━╸────────── 8/53 1.5it/s 5.8s<31.0s  117/200 67.1G 0.9605 1.049 0.004117 726 640: 17% ━━────────── 9/53 1.5it/s 6.5s<29.8s  117/200 67.1G 0.9561 1.045 0.004096 599 640: 19% ━━────────── 10/53 1.5it/s 7.1s<28.7s  117/200 67.1G 0.9489 1.04 0.004172 541 640: 21% ━━────────── 11/53 1.5it/s 7.8s<27.7s  117/200 67.1G 0.9548 1.044 0.004176 714 640: 23% ━━╸───────── 12/53 1.5it/s 8.4s<26.9s  117/200 67.1G 0.9503 1.042 0.004237 550 640: 25% ━━╸───────── 13/53 1.5it/s 9.1s<26.2s  117/200 67.1G 0.9519 1.046 0.00424 629 640: 26% ━━━───────── 14/53 1.5it/s 9.7s<25.5s  117/200 67.1G 0.9563 1.054 0.004237 772 640: 28% ━━━───────── 15/53 1.5it/s 10.4s<24.8s  117/200 67.1G 0.9566 1.053 0.004214 690 640: 30% ━━━╸──────── 16/53 1.5it/s 11.0s<24.1s  117/200 67.1G 0.9596 1.057 0.004191 656 640: 32% ━━━╸──────── 17/53 1.5it/s 11.7s<23.4s  117/200 67.1G 0.9601 1.059 0.004205 723 640: 34% ━━━━──────── 18/53 1.5it/s 12.3s<22.8s  117/200 67.1G 0.9622 1.065 0.004217 686 640: 36% ━━━━──────── 19/53 1.5it/s 13.0s<22.1s  117/200 67.1G 0.9647 1.064 0.004208 732 640: 38% ━━━━╸─────── 20/53 1.5it/s 13.6s<21.5s  117/200 67.1G 0.962 1.061 0.004209 562 640: 40% ━━━━╸─────── 21/53 1.5it/s 14.3s<20.8s  117/200 67.1G 0.9612 1.061 0.004233 591 640: 42% ━━━━╸─────── 22/53 1.5it/s 14.9s<20.1s  117/200 67.1G 0.9633 1.064 0.004252 751 640: 43% ━��━━━─────── 23/53 1.5it/s 15.6s<19.5s  117/200 67.1G 0.964 1.064 0.004249 675 640: 45% ━━━━━─────── 24/53 1.5it/s 16.2s<18.9s  117/200 67.1G 0.9631 1.059 0.004231 686 640: 47% ━━━━━╸────── 25/53 1.5it/s 16.9s<18.2s  117/200 67.1G 0.9608 1.056 0.004224 659 640: 49% ━━━━━╸────── 26/53 1.5it/s 17.5s<17.6s  117/200 67.1G 0.9634 1.061 0.004233 668 640: 51% ━━━━━━────── 27/53 1.5it/s 18.2s<16.9s  117/200 67.1G 0.9619 1.058 0.004225 605 640: 53% ━━━━━━────── 28/53 1.5it/s 18.8s<16.3s  117/200 67.1G 0.9625 1.058 0.004245 602 640: 55% ━━━━━━╸───── 29/53 1.5it/s 19.5s<15.6s  117/200 67.1G 0.9606 1.055 0.004224 678 640: 57% ━━━━━━╸───── 30/53 1.5it/s 20.1s<15.0s  117/200 67.1G 0.9595 1.052 0.004226 642 640: 58% ━━━━━━━───── 31/53 1.5it/s 20.8s<14.3s  117/200 67.1G 0.9578 1.051 0.00421 633 640: 60% ━━━━━━━───── 32/53 1.5it/s 21.4s<13.7s  117/200 67.1G 0.9569 1.049 0.004204 590 640: 62% ━━━━━━━───── 33/53 1.5it/s 22.1s<13.0s  117/200 67.1G 0.9527 1.045 0.004198 512 640: 64% ━━━━━━━╸──── 34/53 1.5it/s 22.7s<12.3s  117/200 67.1G 0.951 1.041 0.004196 604 640: 66% ━━━━━━━╸──── 35/53 1.5it/s 23.4s<11.7s  117/200 67.1G 0.9494 1.038 0.004195 573 640: 68% ━━━━━━━━──── 36/53 1.5it/s 24.0s<11.0s  117/200 67.1G 0.9504 1.039 0.004201 747 640: 70% ━━━━━━━━──── 37/53 1.5it/s 24.7s<10.4s  117/200 67.1G 0.9518 1.037 0.004195 703 640: 72% ━━━━━━━━╸─── 38/53 1.5it/s 25.3s<9.7s  117/200 67.1G 0.95 1.034 0.004188 613 640: 74% ━━━━━━━━╸─── 39/53 1.5it/s 26.0s<9.1s  117/200 67.1G 0.9472 1.029 0.004179 583 640: 75% ━━━━━━━━━─── 40/53 1.5it/s 26.6s<8.4s  117/200 67.1G 0.9475 1.029 0.004179 611 640: 77% ━━━━━━━━━─── 41/53 1.5it/s 27.3s<7.8s  117/200 67.1G 0.947 1.026 0.004179 666 640: 79% ━━━━━━━━━╸── 42/53 1.5it/s 27.9s<7.1s  117/200 67.1G 0.9495 1.031 0.004198 673 640: 81% ━━━━━━━━━╸── 43/53 1.5it/s 28.6s<6.5s  117/200 67.1G 0.9501 1.031 0.004198 670 640: 83% ━━━━━━━━━╸── 44/53 1.5it/s 29.2s<5.8s  117/200 67.1G 0.9515 1.033 0.00421 700 640: 85% ━━━━━━━━━━── 45/53 1.5it/s 29.9s<5.2s  117/200 67.1G 0.9501 1.033 0.004205 609 640: 87% ━━━━━━━━━━── 46/53 1.5it/s 30.5s<4.5s  117/200 67.1G 0.9524 1.035 0.004214 693 640: 89% ━━━━━━━━━━╸─ 47/53 1.5it/s 31.2s<3.9s  117/200 67.1G 0.9511 1.033 0.004213 620 640: 91% ━━━━━━━━━━╸─ 48/53 1.5it/s 31.8s<3.2s  117/200 67.1G 0.9509 1.033 0.004222 655 640: 92% ━━━━━━━━━━━─ 49/53 1.5it/s 32.5s<2.6s  117/200 67.1G 0.9501 1.032 0.004217 636 640: 94% ━━━━━━━━━━━─ 50/53 1.5it/s 33.1s<1.9s  117/200 67.1G 0.9487 1.03 0.00421 612 640: 96% ━━━━━━━━━━━╸ 51/53 1.5it/s 33.8s<1.3s  117/200 67.1G 0.9489 1.028 0.004219 74 640: 98% ━━━━━━━━━━━╸ 52/53 2.4it/s 34.0s<0.4s  117/200 67.1G 0.9489 1.028 0.004219 74 640: 100% ━━━━━━━━━━━━ 53/53 1.6it/s 34.0s +  Class Images Instances Box(P R mAP50 mAP50-95): 100% ━━━━━━━━━━━━ 1/1 2.5it/s 0.4s + all 177 1609 0.778 0.658 0.709 0.498 + + Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size +  118/200 68G 0.8835 0.9834 0.004065 577 640: 0% ──────────── 0/53 0.6s  118/200 68G 0.9119 0.9459 0.004099 615 640: 2% ──────────── 1/53 2.1s/it 1.3s<1:52  118/200 68G 0.9108 0.9504 0.003972 564 640: 4% ──────────── 2/53 1.3s/it 1.9s<1:04  118/200 68G 0.9265 0.998 0.004058 732 640: 6% ╸─────────── 3/53 1.0it/s 2.6s<49.4s  118/200 68G 0.9374 1.005 0.003995 695 640: 8% ╸─────────── 4/53 1.2it/s 3.2s<42.1s  118/200 68G 0.9439 1.031 0.003981 765 640: 9% ━─────────── 5/53 1.3it/s 3.9s<37.5s  118/200 68G 0.9538 1.06 0.004051 655 640: 11% ━─────────── 6/53 1.4it/s 4.5s<34.6s  118/200 68G 0.9532 1.076 0.00413 590 640: 13% ━╸────────── 7/53 1.4it/s 5.2s<32.6s  118/200 68G 0.9519 1.07 0.004178 623 640: 15% ━╸────────── 8/53 1.5it/s 5.8s<31.0s  118/200 68G 0.9531 1.063 0.004182 692 640: 17% ━━────────── 9/53 1.5it/s 6.5s<29.7s  118/200 68G 0.956 1.07 0.004166 645 640: 19% ━━────────── 10/53 1.5it/s 7.1s<28.8s  118/200 68G 0.9538 1.06 0.004133 616 640: 21% ━━────────── 11/53 1.5it/s 7.8s<27.8s  118/200 68G 0.9594 1.06 0.004116 786 640: 23% ━━╸───────── 12/53 1.5it/s 8.4s<27.1s  118/200 68G 0.9598 1.057 0.004095 652 640: 25% ━━╸───────── 13/53 1.5it/s 9.1s<26.2s  118/200 68G 0.9593 1.056 0.004082 684 640: 26% ━━━───────── 14/53 1.5it/s 9.7s<25.5s  118/200 68G 0.9567 1.053 0.004111 609 640: 28% ━━━───────── 15/53 1.5it/s 10.4s<24.7s  118/200 68G 0.9591 1.058 0.004129 725 640: 30% ━━━╸──────── 16/53 1.5it/s 11.0s<24.1s  118/200 68G 0.9571 1.057 0.004113 681 640: 32% ━━━╸──────── 17/53 1.5it/s 11.7s<23.4s  118/200 68G 0.954 1.054 0.004117 610 640: 34% ━━━━──────── 18/53 1.5it/s 12.3s<22.7s  118/200 68G 0.955 1.058 0.004102 746 640: 36% ━━━━──────── 19/53 1.5it/s 13.0s<22.1s  118/200 68G 0.9567 1.062 0.004091 701 640: 38% ━━━━╸─────── 20/53 1.5it/s 13.6s<21.5s  118/200 68G 0.9565 1.062 0.004079 702 640: 40% ━━━━╸─────── 21/53 1.5it/s 14.3s<20.8s  118/200 68G 0.9579 1.063 0.004091 722 640: 42% ━━━━╸─────── 22/53 1.5it/s 14.9s<20.2s  118/200 68G 0.9614 1.068 0.0041 804 640: 43% ━━━━━─────── 23/53 1.5it/s 15.6s<19.5s  118/200 68G 0.9594 1.065 0.004109 660 640: 45% ━━━━━─────── 24/53 1.5it/s 16.2s<18.9s  118/200 68G 0.9575 1.066 0.004111 651 640: 47% ━━━━━╸────── 25/53 1.5it/s 16.9s<18.2s  118/200 68G 0.9537 1.059 0.004091 589 640: 49% ━━━━━╸────── 26/53 1.5it/s 17.5s<17.6s  118/200 68G 0.9548 1.058 0.004113 601 640: 51% ━━━━━━────── 27/53 1.5it/s 18.2s<16.9s  118/200 68G 0.955 1.057 0.004123 608 640: 53% ━━━━━━────── 28/53 1.5it/s 18.8s<16.2s  118/200 68G 0.9544 1.056 0.004112 729 640: 55% ━━━━━━╸───── 29/53 1.5it/s 19.5s<15.6s  118/200 68G 0.9513 1.05 0.0041 565 640: 57% ━━━━━━╸───── 30/53 1.5it/s 20.1s<14.9s  118/200 68G 0.9515 1.049 0.00408 694 640: 58% ━━━━━━━───── 31/53 1.5it/s 20.8s<14.3s  118/200 68G 0.9518 1.048 0.004083 679 640: 60% ━━━━━━━───── 32/53 1.5it/s 21.4s<13.6s  118/200 68G 0.9527 1.05 0.004083 698 640: 62% ━━━━━━━───── 33/53 1.5it/s 22.1s<13.0s  118/200 68G 0.9533 1.051 0.004085 696 640: 64% ━━━━━━━╸──── 34/53 1.5it/s 22.7s<12.3s  118/200 68G 0.9511 1.051 0.004095 562 640: 66% ━━━━━━━╸──── 35/53 1.5it/s 23.4s<11.7s  118/200 68G 0.9506 1.048 0.004086 742 640: 68% ���━━━━━━━──── 36/53 1.5it/s 24.0s<11.0s  118/200 68G 0.9504 1.047 0.004089 640 640: 70% ━━━━━━━━──── 37/53 1.5it/s 24.7s<10.4s  118/200 68G 0.949 1.044 0.004084 611 640: 72% ━━━━━━━━╸─── 38/53 1.5it/s 25.3s<9.7s  118/200 68G 0.9501 1.047 0.004085 698 640: 74% ━━━━━━━━╸─── 39/53 1.5it/s 26.0s<9.1s  118/200 68G 0.9505 1.046 0.004072 743 640: 75% ━━━━━━━━━─── 40/53 1.5it/s 26.6s<8.4s  118/200 68G 0.9515 1.046 0.004059 711 640: 77% ━━━━━━━━━─── 41/53 1.5it/s 27.3s<7.8s  118/200 68G 0.9524 1.046 0.004065 639 640: 79% ━━━━━━━━━╸── 42/53 1.5it/s 27.9s<7.2s  118/200 68G 0.9516 1.045 0.00406 680 640: 81% ━━━━━━━━━╸── 43/53 1.5it/s 28.6s<6.5s  118/200 68G 0.9509 1.042 0.004055 642 640: 83% ━━━━━━━━━╸── 44/53 1.5it/s 29.2s<5.9s  118/200 68G 0.9504 1.04 0.004056 613 640: 85% ━━━━━━━━━━── 45/53 1.5it/s 29.9s<5.2s  118/200 68G 0.9504 1.04 0.004054 655 640: 87% ━━━━━━━━━━── 46/53 1.5it/s 30.5s<4.6s  118/200 68G 0.9508 1.042 0.004062 707 640: 89% ━━━━━━━━━━╸─ 47/53 1.5it/s 31.2s<3.9s  118/200 68G 0.9495 1.04 0.004047 694 640: 91% ━━━━━━━━━━╸─ 48/53 1.5it/s 31.8s<3.3s  118/200 68G 0.9495 1.04 0.004039 677 640: 92% ━━━━━━━━━━━─ 49/53 1.5it/s 32.5s<2.6s  118/200 68G 0.9502 1.038 0.004039 712 640: 94% ━━━━━━━━━━━─ 50/53 1.5it/s 33.1s<2.0s  118/200 68G 0.9503 1.038 0.004035 670 640: 96% ━━━━━━━━━━━╸ 51/53 1.5it/s 33.8s<1.3s  118/200 68G 0.9511 1.038 0.00403 106 640: 98% ━━━━━━━━━━━╸ 52/53 2.4it/s 34.0s<0.4s  118/200 68G 0.9511 1.038 0.00403 106 640: 100% ━━━━━━━━━━━━ 53/53 1.6it/s 34.0s +  Class Images Instances Box(P R mAP50 mAP50-95): 100% ━━━━━━━━━━━━ 1/1 2.5it/s 0.4s + all 177 1609 0.76 0.674 0.707 0.488 + + Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size +  119/200 67.9G 0.9275 0.9339 0.003752 683 640: 0% ──────────── 0/53 0.6s  119/200 67.9G 0.9663 1.052 0.004024 749 640: 2% ──────────── 1/53 2.2s/it 1.3s<1:53  119/200 67.9G 0.9456 1.02 0.004052 559 640: 4% ──────────── 2/53 1.3s/it 1.9s<1:05  119/200 67.9G 0.9526 1.011 0.003907 674 640: 6% ╸─────────── 3/53 1.0it/s 2.6s<49.7s  119/200 67.9G 0.9531 1.029 0.004003 640 640: 8% ╸─────────── 4/53 1.2it/s 3.2s<41.9s  119/200 67.9G 0.9542 1.05 0.004086 682 640: 9% ━─────────── 5/53 1.3it/s 3.9s<37.6s  119/200 67.9G 0.9472 1.062 0.004123 586 640: 11% ━─────────── 6/53 1.4it/s 4.5s<34.6s  119/200 67.9G 0.9484 1.058 0.004183 637 640: 13% ━╸────────── 7/53 1.4it/s 5.2s<32.6s  119/200 67.9G 0.9541 1.059 0.004123 702 640: 15% ━╸────────── 8/53 1.5it/s 5.8s<31.0s  119/200 67.9G 0.9624 1.058 0.004149 646 640: 17% ━━────────── 9/53 1.5it/s 6.5s<29.8s  119/200 67.9G 0.9605 1.057 0.004141 739 640: 19% ━━────────── 10/53 1.5it/s 7.1s<28.8s  119/200 67.9G 0.9587 1.062 0.004185 596 640: 21% ━━────────── 11/53 1.5it/s 7.8s<27.8s  119/200 67.9G 0.9644 1.069 0.0042 710 640: 23% ━━╸───────── 12/53 1.5it/s 8.4s<27.0s  119/200 67.9G 0.9609 1.068 0.004196 598 640: 25% ━━╸───────── 13/53 1.5it/s 9.1s<26.3s  119/200 67.9G 0.9624 1.069 0.004196 748 640: 26% ━━━───────── 14/53 1.5it/s 9.8s<25.5s  119/200 67.9G 0.9566 1.059 0.004189 588 640: 28% ━━━───────── 15/53 1.5it/s 10.4s<24.8s  119/200 67.9G 0.9541 1.055 0.004146 681 640: 30% ━━━╸──────── 16/53 1.5it/s 11.0s<24.1s  119/200 67.9G 0.9539 1.054 0.004136 708 640: 32% ━━━╸──────── 17/53 1.5it/s 11.7s<23.4s  119/200 67.9G 0.9565 1.057 0.004139 756 640: 34% ━━━━──────── 18/53 1.5it/s 12.3s<22.8s  119/200 67.9G 0.9553 1.054 0.004129 687 640: 36% ━━━━──────── 19/53 1.5it/s 13.0s<22.1s  119/200 67.9G 0.9523 1.051 0.00415 576 640: 38% ━━━━╸─────── 20/53 1.5it/s 13.6s<21.4s  119/200 67.9G 0.952 1.049 0.004127 673 640: 40% ━━━━╸─────── 21/53 1.5it/s 14.3s<20.8s  119/200 67.9G 0.9565 1.054 0.004127 692 640: 42% ━━━━╸─────── 22/53 1.5it/s 14.9s<20.2s  119/200 67.9G 0.9585 1.055 0.004139 639 640: 43% ━━━━━─────── 23/53 1.5it/s 15.6s<19.5s  119/200 67.9G 0.9563 1.053 0.004146 666 640: 45% ━━━━━─────── 24/53 1.5it/s 16.2s<18.9s  119/200 67.9G 0.9536 1.051 0.004157 626 640: 47% ━━━━━╸────── 25/53 1.5it/s 16.9s<18.2s  119/200 67.9G 0.9516 1.048 0.004144 587 640: 49% ━━━━━╸────── 26/53 1.5it/s 17.5s<17.5s  119/200 67.9G 0.9509 1.043 0.00417 584 640: 51% ━━━━━━────── 27/53 1.5it/s 18.2s<16.9s  119/200 67.9G 0.9474 1.036 0.004167 579 640: 53% ━━━━━━────── 28/53 1.5it/s 18.8s<16.2s  119/200 67.9G 0.9462 1.033 0.004165 608 640: 55% ━━━━━━╸───── 29/53 1.5it/s 19.5s<15.6s  119/200 67.9G 0.9486 1.04 0.004177 663 640: 57% ━━━━━━╸───── 30/53 1.5it/s 20.1s<14.9s  119/200 67.9G 0.9503 1.041 0.004179 674 640: 58% ━━━━━━━───── 31/53 1.5it/s 20.8s<14.3s  119/200 67.9G 0.9503 1.041 0.004162 679 640: 60% ━━━━━━━───── 32/53 1.5it/s 21.4s<13.6s  119/200 67.9G 0.9489 1.039 0.004158 609 640: 62% ━━━━━━━───── 33/53 1.5it/s 22.1s<13.0s  119/200 67.9G 0.949 1.038 0.004168 625 640: 64% ━━━━━━━╸──── 34/53 1.5it/s 22.7s<12.4s  119/200 67.9G 0.9485 1.033 0.004185 645 640: 66% ━━━━━━━╸──── 35/53 1.5it/s 23.4s<11.7s  119/200 67.9G 0.9503 1.038 0.004187 702 640: 68% ━━━━━━━━──── 36/53 1.5it/s 24.0s<11.1s  119/200 67.9G 0.9513 1.039 0.004192 683 640: 70% ━━━━━━━━──── 37/53 1.5it/s 24.7s<10.4s  119/200 67.9G 0.951 1.038 0.004201 637 640: 72% ━━━━━━━━╸─── 38/53 1.5it/s 25.3s<9.8s  119/200 67.9G 0.9504 1.036 0.004201 567 640: 74% ━━━━━━━━╸─── 39/53 1.5it/s 26.0s<9.1s  119/200 67.9G 0.9484 1.033 0.004188 667 640: 75% ━━━━━━━━━─── 40/53 1.5it/s 26.6s<8.5s  119/200 67.9G 0.9501 1.037 0.00419 737 640: 77% ━━━━━━━━━─── 41/53 1.5it/s 27.3s<7.8s  119/200 67.9G 0.9481 1.034 0.004189 587 640: 79% ━━━━━━━━━╸── 42/53 1.5it/s 28.0s<7.2s  119/200 67.9G 0.9489 1.036 0.004179 759 640: 81% ━━━━━━━━━╸── 43/53 1.5it/s 28.6s<6.5s  119/200 67.9G 0.9482 1.034 0.004176 626 640: 83% ━━━━━━━━━╸── 44/53 1.5it/s 29.3s<5.9s  119/200 67.9G 0.9485 1.035 0.004176 738 640: 85% ━━━━━━━━━━── 45/53 1.5it/s 29.9s<5.2s  119/200 67.9G 0.9485 1.035 0.004168 698 640: 87% ━━━━━━━━━━── 46/53 1.5it/s 30.5s<4.6s  119/200 67.9G 0.9493 1.037 0.004177 633 640: 89% ━━━━━━━━━━╸─ 47/53 1.5it/s 31.2s<3.9s  119/200 67.9G 0.9522 1.042 0.004183 797 640: 91% ━━━━━━━━━━╸─ 48/53 1.5it/s 31.8s<3.2s  119/200 67.9G 0.9538 1.043 0.004186 653 640: 92% ━━��━━━━━━━━─ 49/53 1.5it/s 32.5s<2.6s  119/200 67.9G 0.9529 1.041 0.004181 704 640: 94% ━━━━━━━━━━━─ 50/53 1.5it/s 33.2s<2.0s  119/200 67.9G 0.9523 1.041 0.00417 702 640: 96% ━━━━━━━━━━━╸ 51/53 1.5it/s 33.8s<1.3s  119/200 67.9G 0.9499 1.038 0.004181 82 640: 98% ━━━━━━━━━━━╸ 52/53 2.5it/s 34.0s<0.4s  119/200 67.9G 0.9499 1.038 0.004181 82 640: 100% ━━━━━━━━━━━━ 53/53 1.6it/s 34.0s +  Class Images Instances Box(P R mAP50 mAP50-95): 100% ━━━━━━━━━━━━ 1/1 2.5it/s 0.4s + all 177 1609 0.757 0.684 0.708 0.484 + + Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size +  120/200 67.4G 0.9563 1.065 0.004414 627 640: 0% ──────────── 0/53 0.7s  120/200 67.4G 0.8966 0.9308 0.004521 536 640: 2% ──────────── 1/53 2.1s/it 1.3s<1:51  120/200 67.4G 0.9252 0.9859 0.004364 653 640: 4% ──────────── 2/53 1.3s/it 1.9s<1:05  120/200 67.4G 0.9174 0.9863 0.004447 526 640: 6% ╸─────────── 3/53 1.0it/s 2.6s<49.2s  120/200 67.4G 0.9165 0.9789 0.004288 756 640: 8% ╸─────────── 4/53 1.2it/s 3.2s<41.7s  120/200 67.4G 0.9091 0.9869 0.004265 647 640: 9% ━─────────── 5/53 1.3it/s 3.9s<37.3s  120/200 67.4G 0.9157 1.002 0.004305 594 640: 11% ━─────────── 6/53 1.4it/s 4.5s<34.5s  120/200 67.4G 0.9193 1.012 0.004374 580 640: 13% ━╸────────── 7/53 1.4it/s 5.2s<32.5s  120/200 67.4G 0.931 1.025 0.004341 697 640: 15% ━╸────────── 8/53 1.5it/s 5.8s<31.0s  120/200 67.4G 0.9345 1.016 0.004314 631 640: 17% ━━────────── 9/53 1.5it/s 6.5s<29.8s  120/200 67.4G 0.9325 1.007 0.004308 656 640: 19% ━━────────── 10/53 1.5it/s 7.1s<28.7s  120/200 67.4G 0.9317 0.9978 0.004306 595 640: 21% ━━────────── 11/53 1.5it/s 7.8s<27.8s  120/200 67.4G 0.931 0.9929 0.004274 607 640: 23% ━━╸───────── 12/53 1.5it/s 8.4s<27.0s  120/200 67.4G 0.931 0.9896 0.004238 681 640: 25% ━━╸───────── 13/53 1.5it/s 9.1s<26.2s  120/200 67.4G 0.9345 0.9947 0.00421 747 640: 26% ━━━───────── 14/53 1.5it/s 9.7s<25.5s  120/200 67.4G 0.9289 0.9901 0.00418 645 640: 28% ━━━───────── 15/53 1.5it/s 10.4s<24.7s  120/200 67.4G 0.9295 0.9941 0.0042 619 640: 30% ━━━╸──────── 16/53 1.5it/s 11.0s<24.1s  120/200 67.4G 0.9307 0.9921 0.004204 622 640: 32% ━━━╸──────── 17/53 1.5it/s 11.7s<23.5s  120/200 67.4G 0.9342 0.9987 0.004212 693 640: 34% ━━━━──────── 18/53 1.5it/s 12.3s<22.8s  120/200 67.4G 0.9302 0.9949 0.004197 622 640: 36% ━━━━──────── 19/53 1.5it/s 13.0s<22.1s  120/200 67.4G 0.9271 0.9939 0.004199 571 640: 38% ━━━━╸─────── 20/53 1.5it/s 13.6s<21.4s  120/200 67.4G 0.9332 1.002 0.004217 708 640: 40% ━━━━╸─────── 21/53 1.5it/s 14.3s<20.8s  120/200 67.4G 0.9309 0.9985 0.004184 621 640: 42% ━━━━╸─────── 22/53 1.5it/s 14.9s<20.1s  120/200 67.4G 0.9281 0.9957 0.004176 645 640: 43% ━━━━━─────── 23/53 1.5it/s 15.6s<19.4s  120/200 67.4G 0.9295 0.9988 0.004178 675 640: 45% ━━━━━─────── 24/53 1.5it/s 16.2s<18.8s  120/200 67.4G 0.9292 0.9954 0.004158 670 640: 47% ━━━━━╸────── 25/53 1.5it/s 16.9s<18.2s  120/200 67.4G 0.9292 0.9915 0.004145 649 640: 49% ━━━━━╸────── 26/53 1.5it/s 17.5s<17.6s  120/200 67.4G 0.9268 0.989 0.004153 622 640: 51% ━━━━━━────── 27/53 1.5it/s 18.2s<16.9s  120/200 67.4G 0.9291 0.9915 0.004152 699 640: 53% ━━━━━━────── 28/53 1.5it/s 18.8s<16.2s  120/200 67.4G 0.9281 0.99 0.004146 540 640: 55% ━━━━━━╸───── 29/53 1.5it/s 19.5s<15.6s  120/200 67.4G 0.9253 0.984 0.004135 555 640: 57% ━━━━━━╸───── 30/53 1.5it/s 20.1s<14.9s  120/200 67.4G 0.9255 0.985 0.004124 685 640: 58% ━━━━━━━───── 31/53 1.5it/s 20.8s<14.3s  120/200 67.4G 0.9247 0.9835 0.004109 610 640: 60% ━━━━━━━───── 32/53 1.5it/s 21.4s<13.6s  120/200 67.4G 0.9236 0.9804 0.004107 640 640: 62% ━━━━━━━───── 33/53 1.5it/s 22.1s<13.0s  120/200 67.4G 0.9237 0.9786 0.004108 664 640: 64% ━━━━━━━╸──── 34/53 1.5it/s 22.7s<12.3s  120/200 67.4G 0.9219 0.9767 0.004102 622 640: 66% ━━━━━━━╸──── 35/53 1.5it/s 23.4s<11.7s  120/200 67.4G 0.9219 0.98 0.004115 619 640: 68% ━━━━━━━━──── 36/53 1.5it/s 24.0s<11.0s  120/200 67.4G 0.9226 0.9793 0.004116 638 640: 70% ━━━━━━━━──── 37/53 1.5it/s 24.6s<10.3s  120/200 67.4G 0.9238 0.9816 0.00411 665 640: 72% ━━━━━━━━╸─── 38/53 1.5it/s 25.3s<9.7s  120/200 67.4G 0.9222 0.9811 0.004108 702 640: 74% ━━━━━━━━╸─── 39/53 1.5it/s 25.9s<9.1s  120/200 67.4G 0.9218 0.9814 0.004106 720 640: 75% ━━━━━━━━━─── 40/53 1.5it/s 26.6s<8.4s  120/200 67.4G 0.92 0.9765 0.004103 579 640: 77% ━━━━━━━━━─── 41/53 1.5it/s 27.2s<7.8s  120/200 67.4G 0.9221 0.9808 0.004099 793 640: 79% ━━━━━━━━━╸── 42/53 1.5it/s 27.9s<7.2s  120/200 67.4G 0.9233 0.9824 0.004098 702 640: 81% ━━━━━━━━━╸── 43/53 1.5it/s 28.6s<6.5s  120/200 67.4G 0.9246 0.9865 0.004105 667 640: 83% ━━━━━━━━━╸── 44/53 1.5it/s 29.2s<5.8s  120/200 67.4G 0.9259 0.986 0.004107 708 640: 85% ━━━━━━━━━━── 45/53 1.5it/s 29.9s<5.2s  120/200 67.4G 0.9266 0.9878 0.004102 680 640: 87% ━━━━━━━━━━── 46/53 1.5it/s 30.5s<4.6s  120/200 67.4G 0.9259 0.9853 0.004089 702 640: 89% ━━━━━━━━━━╸─ 47/53 1.5it/s 31.2s<3.9s  120/200 67.4G 0.9271 0.9876 0.004095 717 640: 91% ━━━━━━━━━━╸─ 48/53 1.5it/s 31.8s<3.3s  120/200 67.4G 0.9262 0.987 0.004092 594 640: 92% ━━━━━━━━━━━─ 49/53 1.5it/s 32.5s<2.6s  120/200 67.4G 0.9267 0.9899 0.004095 708 640: 94% ━━━━━━━━━━━─ 50/53 1.5it/s 33.1s<2.0s  120/200 67.4G 0.928 0.9919 0.004095 675 640: 96% ━━━━━━━━━━━╸ 51/53 1.5it/s 33.8s<1.3s  120/200 67.4G 0.925 0.9856 0.004092 62 640: 98% ━━━━━━━━━━━╸ 52/53 2.4it/s 34.0s<0.4s  120/200 67.4G 0.925 0.9856 0.004092 62 640: 100% ━━━━━━━━━━━━ 53/53 1.6it/s 34.0s +  Class Images Instances Box(P R mAP50 mAP50-95): 100% ━━━━━━━━━━━━ 1/1 2.5it/s 0.4s + all 177 1609 0.79 0.653 0.704 0.485 + + Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size +  121/200 67.9G 0.9637 1.178 0.005013 613 640: 0% ──────────── 0/53 0.6s  121/200 67.9G 0.9831 1.154 0.004626 730 640: 2% ──────────── 1/53 2.2s/it 1.3s<1:54  121/200 67.9G 0.9751 1.117 0.004313 698 640: 4% ──────────── 2/53 1.3s/it 2.0s<1:05  121/200 67.9G 0.9699 1.111 0.004398 628 640: 6% ╸─────────── 3/53 1.0it/s 2.6s<49.5s  121/200 67.9G 0.9574 1.076 0.004288 680 640: 8% ╸─────────── 4/53 1.2it/s 3.3s<42.0s  121/200 67.9G 0.9626 1.08 0.004263 735 640: 9% ━─────────── 5/53 1.3it/s 3.9s<37.6s  121/200 67.9G 0.9635 1.087 0.004284 680 640: 11% ━────��────── 6/53 1.3it/s 4.6s<35.1s  121/200 67.9G 0.9729 1.111 0.004278 797 640: 13% ━╸────────── 7/53 1.4it/s 5.2s<32.9s  121/200 67.9G 0.9698 1.097 0.004249 677 640: 15% ━╸────────── 8/53 1.4it/s 5.9s<31.2s  121/200 67.9G 0.9695 1.094 0.004204 763 640: 17% ━━────────── 9/53 1.5it/s 6.5s<29.9s  121/200 67.9G 0.9645 1.083 0.004189 661 640: 19% ━━────────── 10/53 1.5it/s 7.2s<28.8s  121/200 67.9G 0.9622 1.07 0.004174 711 640: 21% ━━────────── 11/53 1.5it/s 7.8s<27.9s  121/200 67.9G 0.961 1.061 0.004144 734 640: 23% ━━╸───────── 12/53 1.5it/s 8.5s<27.0s  121/200 67.9G 0.962 1.063 0.00413 674 640: 25% ━━╸───────── 13/53 1.5it/s 9.1s<26.5s  121/200 67.9G 0.9629 1.062 0.004147 702 640: 26% ━━━───────── 14/53 1.5it/s 9.8s<25.7s  121/200 67.9G 0.9597 1.056 0.004138 558 640: 28% ━━━───────── 15/53 1.5it/s 10.4s<24.9s  121/200 67.9G 0.9615 1.057 0.004135 677 640: 30% ━━━╸──────── 16/53 1.5it/s 11.1s<24.1s  121/200 67.9G 0.9603 1.054 0.004113 693 640: 32% ━━━╸──────── 17/53 1.5it/s 11.7s<23.4s  121/200 67.9G 0.9588 1.045 0.0041 629 640: 34% ━━━━──────── 18/53 1.5it/s 12.4s<22.8s  121/200 67.9G 0.9537 1.032 0.004081 601 640: 36% ━━━━──────── 19/53 1.5it/s 13.0s<22.1s  121/200 67.9G 0.9497 1.026 0.0041 524 640: 38% ━━━━╸─────── 20/53 1.5it/s 13.7s<21.4s  121/200 67.9G 0.9487 1.023 0.004103 575 640: 40% ━━━━╸─────── 21/53 1.5it/s 14.3s<20.8s  121/200 67.9G 0.9465 1.02 0.004099 628 640: 42% ━━━━╸─────── 22/53 1.5it/s 15.0s<20.2s  121/200 67.9G 0.948 1.018 0.004091 730 640: 43% ━━━━━─────── 23/53 1.5it/s 15.6s<19.5s  121/200 67.9G 0.947 1.017 0.004083 669 640: 45% ━━━━━─────── 24/53 1.5it/s 16.3s<18.9s  121/200 67.9G 0.9459 1.017 0.004079 600 640: 47% ━━━━━╸────── 25/53 1.5it/s 16.9s<18.2s  121/200 67.9G 0.9462 1.021 0.004094 701 640: 49% ━━━━━╸────── 26/53 1.5it/s 17.6s<17.5s  121/200 67.9G 0.9434 1.016 0.004086 624 640: 51% ━━━━━━────── 27/53 1.5it/s 18.2s<16.9s  121/200 67.9G 0.9433 1.017 0.004092 677 640: 53% ━━━━━━────── 28/53 1.5it/s 18.9s<16.2s  121/200 67.9G 0.9418 1.013 0.004078 641 640: 55% ━━━━━━╸───── 29/53 1.5it/s 19.5s<15.6s  121/200 67.9G 0.9414 1.013 0.004062 666 640: 57% ━━━━━━╸───── 30/53 1.5it/s 20.2s<14.9s  121/200 67.9G 0.942 1.013 0.004089 563 640: 58% ━━━━━━━───── 31/53 1.5it/s 20.8s<14.2s  121/200 67.9G 0.9451 1.02 0.004091 696 640: 60% ━━━━━━━───── 32/53 1.5it/s 21.5s<13.6s  121/200 67.9G 0.9447 1.019 0.004089 690 640: 62% ━━━━━━━───── 33/53 1.5it/s 22.1s<12.9s  121/200 67.9G 0.942 1.016 0.00409 556 640: 64% ━━━━━━━╸──── 34/53 1.5it/s 22.8s<12.3s  121/200 67.9G 0.9412 1.015 0.004068 731 640: 66% ━━━━━━━╸──── 35/53 1.5it/s 23.4s<11.7s  121/200 67.9G 0.9402 1.01 0.004068 633 640: 68% ━━━━━━━━──── 36/53 1.5it/s 24.1s<11.0s  121/200 67.9G 0.9377 1.006 0.004061 601 640: 70% ━━━━━━━━──── 37/53 1.5it/s 24.7s<10.4s  121/200 67.9G 0.937 1.008 0.004067 672 640: 72% ━━━━━━━━╸─── 38/53 1.5it/s 25.4s<9.7s  121/200 67.9G 0.9361 1.003 0.004062 659 640: 74% ━━━━━━━━╸─── 39/53 1.5it/s 26.0s<9.1s  121/200 67.9G 0.9347 0.9999 0.004059 600 640: 75% ━━━━━━━━━─── 40/53 1.5it/s 26.6s<8.4s  121/200 67.9G 0.9329 0.9977 0.004051 611 640: 77% ━━━━━━━━━─── 41/53 1.5it/s 27.3s<7.8s  121/200 67.9G 0.9332 0.999 0.004051 709 640: 79% ━━━━━━━━━╸── 42/53 1.5it/s 27.9s<7.1s  121/200 67.9G 0.9324 0.9973 0.004049 628 640: 81% ━━━━━━━━━╸── 43/53 1.5it/s 28.6s<6.5s  121/200 67.9G 0.9309 0.9962 0.004052 618 640: 83% ━━━━━━━━━╸── 44/53 1.5it/s 29.2s<5.8s  121/200 67.9G 0.9309 0.9968 0.004057 623 640: 85% ━━━━━━━━━━── 45/53 1.5it/s 29.9s<5.2s  121/200 67.9G 0.9311 0.9957 0.004053 733 640: 87% ━━━━━━━━━━── 46/53 1.5it/s 30.5s<4.5s  121/200 67.9G 0.9307 0.9954 0.004045 639 640: 89% ━━━━━━━━━━╸─ 47/53 1.5it/s 31.2s<3.9s  121/200 67.9G 0.9319 0.9976 0.004041 734 640: 91% ━━━━━━━━━━╸─ 48/53 1.5it/s 31.8s<3.2s  121/200 67.9G 0.9301 0.9963 0.00404 567 640: 92% ━━━━━━━━━━━─ 49/53 1.5it/s 32.5s<2.6s  121/200 67.9G 0.9313 0.9973 0.004051 655 640: 94% ━━━━━━━━━━━─ 50/53 1.5it/s 33.1s<1.9s  121/200 67.9G 0.9302 0.9943 0.004043 682 640: 96% ━━━━━━━━━━━╸ 51/53 1.5it/s 33.8s<1.3s  121/200 67.9G 0.9326 1.001 0.00404 117 640: 98% ━━━━━━━━━━━╸ 52/53 2.4it/s 34.0s<0.4s  121/200 67.9G 0.9326 1.001 0.00404 117 640: 100% ━━━━━━━━━━━━ 53/53 1.6it/s 34.0s +  Class Images Instances Box(P R mAP50 mAP50-95): 100% ━━━━━━━━━━━━ 1/1 2.5it/s 0.4s + all 177 1609 0.747 0.67 0.691 0.476 + + Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size +  122/200 68G 0.9716 1.015 0.004084 646 640: 0% ──────────── 0/53 0.6s  122/200 68G 0.9423 1.018 0.004046 666 640: 2% ──────────── 1/53 2.2s/it 1.3s<1:52  122/200 68G 0.9388 1.012 0.0042 545 640: 4% ──────────── 2/53 1.3s/it 1.9s<1:04  122/200 68G 0.9271 0.9976 0.004303 605 640: 6% ╸─────────── 3/53 1.0it/s 2.6s<49.1s  122/200 68G 0.9176 0.9791 0.004284 697 640: 8% ╸─────────── 4/53 1.2it/s 3.2s<41.7s  122/200 68G 0.9214 0.9733 0.004223 718 640: 9% ━─────────── 5/53 1.3it/s 3.9s<37.3s  122/200 68G 0.9236 0.9879 0.004173 639 640: 11% ━─────────── 6/53 1.4it/s 4.5s<34.5s  122/200 68G 0.922 0.9836 0.004145 599 640: 13% ━╸────────── 7/53 1.4it/s 5.2s<32.5s  122/200 68G 0.9192 0.9899 0.004206 537 640: 15% ━╸────────── 8/53 1.5it/s 5.8s<31.0s  122/200 68G 0.9167 0.983 0.004235 634 640: 17% ━━────────── 9/53 1.5it/s 6.5s<29.7s  122/200 68G 0.917 0.991 0.004244 619 640: 19% ━━────────── 10/53 1.5it/s 7.1s<28.8s  122/200 68G 0.9213 0.9956 0.00423 631 640: 21% ━━────────── 11/53 1.5it/s 7.8s<27.9s  122/200 68G 0.9218 0.9916 0.004213 592 640: 23% ━━╸───────── 12/53 1.5it/s 8.4s<27.0s  122/200 68G 0.9268 0.9977 0.00425 681 640: 25% ━━╸───────── 13/53 1.5it/s 9.1s<26.2s  122/200 68G 0.9277 1.001 0.004246 692 640: 26% ━━━───────── 14/53 1.5it/s 9.7s<25.5s  122/200 68G 0.9326 1.007 0.004257 660 640: 28% ━━━───────── 15/53 1.5it/s 10.4s<25.0s  122/200 68G 0.9278 0.9991 0.004238 622 640: 30% ━━━╸──────── 16/53 1.5it/s 11.0s<24.2s  122/200 68G 0.9295 1.003 0.004212 716 640: 32% ━━━╸──────── 17/53 1.5it/s 11.7s<23.5s  122/200 68G 0.9308 0.9988 0.004184 660 640: 34% ━━━━──────── 18/53 1.5it/s 12.3s<22.8s  122/200 68G 0.9274 0.9955 0.004158 600 640: 36% ━━━━────��─── 19/53 1.5it/s 13.0s<22.1s  122/200 68G 0.9226 0.9915 0.004129 610 640: 38% ━━━━╸─────── 20/53 1.5it/s 13.6s<21.4s  122/200 68G 0.9187 0.9837 0.00412 570 640: 40% ━━━━╸─────── 21/53 1.5it/s 14.3s<20.7s  122/200 68G 0.918 0.9841 0.004108 636 640: 42% ━━━━╸─────── 22/53 1.5it/s 14.9s<20.1s  122/200 68G 0.9166 0.9794 0.004079 627 640: 43% ━━━━━─────── 23/53 1.5it/s 15.6s<19.4s  122/200 68G 0.9175 0.9832 0.004078 634 640: 45% ━━━━━─────── 24/53 1.5it/s 16.2s<18.8s  122/200 68G 0.919 0.9852 0.004066 696 640: 47% ━━━━━╸────── 25/53 1.5it/s 16.9s<18.2s  122/200 68G 0.918 0.9863 0.004053 637 640: 49% ━━━━━╸────── 26/53 1.5it/s 17.5s<17.5s  122/200 68G 0.9187 0.9845 0.004066 653 640: 51% ━━━━━━────── 27/53 1.5it/s 18.2s<16.9s  122/200 68G 0.9166 0.9812 0.004068 597 640: 53% ━━━━━━────── 28/53 1.5it/s 18.8s<16.2s  122/200 68G 0.9167 0.9786 0.004067 641 640: 55% ━━━━━━╸───── 29/53 1.5it/s 19.5s<15.6s  122/200 68G 0.9183 0.9794 0.004069 757 640: 57% ━━━━━━╸───── 30/53 1.5it/s 20.1s<15.0s  122/200 68G 0.9217 0.9803 0.004061 694 640: 58% ━━━━━━━───── 31/53 1.5it/s 20.8s<14.3s  122/200 68G 0.9207 0.9796 0.00405 629 640: 60% ━━━━━━━───── 32/53 1.5it/s 21.4s<13.6s  122/200 68G 0.9219 0.9798 0.00405 674 640: 62% ━━━━━━━───── 33/53 1.5it/s 22.1s<13.0s  122/200 68G 0.9195 0.9753 0.004042 632 640: 64% ━━━━━━━╸──── 34/53 1.5it/s 22.7s<12.3s  122/200 68G 0.9169 0.9724 0.004037 536 640: 66% ━━━━━━━╸──── 35/53 1.5it/s 23.4s<11.7s  122/200 68G 0.9185 0.9755 0.004043 755 640: 68% ━━━━━━━━──── 36/53 1.5it/s 24.0s<11.0s  122/200 68G 0.92 0.9773 0.004042 752 640: 70% ━━━━━━━━──── 37/53 1.5it/s 24.7s<10.4s  122/200 68G 0.92 0.9791 0.004046 711 640: 72% ━━━━━━━━╸─── 38/53 1.5it/s 25.3s<9.7s  122/200 68G 0.9187 0.9768 0.004048 650 640: 74% ━━━━━━━━╸─── 39/53 1.5it/s 26.0s<9.1s  122/200 68G 0.9188 0.9775 0.004047 670 640: 75% ━━━━━━━━━─── 40/53 1.5it/s 26.6s<8.4s  122/200 68G 0.9206 0.9816 0.00405 764 640: 77% ━━━━━━━━━─── 41/53 1.5it/s 27.3s<7.8s  122/200 68G 0.9215 0.984 0.004065 661 640: 79% ━━━━━━━━━╸── 42/53 1.5it/s 27.9s<7.1s  122/200 68G 0.9233 0.9864 0.004068 722 640: 81% ━━━━━━━━━╸── 43/53 1.5it/s 28.6s<6.5s  122/200 68G 0.9237 0.9888 0.004077 653 640: 83% ━━━━━━━━━╸── 44/53 1.5it/s 29.2s<5.8s  122/200 68G 0.9225 0.9895 0.004074 685 640: 85% ━━━━━━━━━━── 45/53 1.5it/s 29.9s<5.2s  122/200 68G 0.9223 0.9895 0.004095 577 640: 87% ━━━━━━━━━━── 46/53 1.5it/s 30.5s<4.5s  122/200 68G 0.9217 0.9901 0.004105 603 640: 89% ━━━━━━━━━━╸─ 47/53 1.5it/s 31.1s<3.9s  122/200 68G 0.9235 0.9925 0.004136 595 640: 91% ━━━━━━━━━━╸─ 48/53 1.5it/s 31.8s<3.2s  122/200 68G 0.9236 0.9938 0.004135 712 640: 92% ━━━━━━━━━━━─ 49/53 1.5it/s 32.4s<2.6s  122/200 68G 0.9237 0.9936 0.004125 687 640: 94% ━━━━━━━━━━━─ 50/53 1.5it/s 33.1s<2.0s  122/200 68G 0.9258 0.9974 0.00413 689 640: 96% ━━━━━━━━━━━╸ 51/53 1.5it/s 33.8s<1.3s  122/200 68G 0.9282 1.003 0.004169 103 640: 98% ━━━━━━━━━━━╸ 52/53 2.4it/s 34.0s<0.4s  122/200 68G 0.9282 1.003 0.004169 103 640: 100% ━━━━━━━━━━━━ 53/53 1.6it/s 34.0s +  Class Images Instances Box(P R mAP50 mAP50-95): 100% ━━━━━━━━━━━━ 1/1 2.7it/s 0.4s + all 177 1609 0.788 0.66 0.713 0.495 + + Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size +  123/200 67.1G 0.9678 1.035 0.003572 718 640: 0% ──────────── 0/53 0.6s  123/200 67.1G 0.9529 1.051 0.003534 649 640: 2% ──────────── 1/53 2.2s/it 1.3s<1:53  123/200 67.1G 0.9565 1.031 0.003793 683 640: 4% ──────────── 2/53 1.3s/it 2.0s<1:05  123/200 67.1G 0.9731 1.044 0.003822 793 640: 6% ╸─────────── 3/53 1.0it/s 2.6s<49.5s  123/200 67.1G 0.9581 1.013 0.003757 663 640: 8% ╸─────────── 4/53 1.2it/s 3.2s<41.9s  123/200 67.1G 0.9568 1.021 0.003792 654 640: 9% ━─────────── 5/53 1.3it/s 3.9s<37.6s  123/200 67.1G 0.9421 1.004 0.003798 730 640: 11% ━─────────── 6/53 1.4it/s 4.6s<34.6s  123/200 67.1G 0.9387 0.9965 0.003773 635 640: 13% ━╸────────── 7/53 1.4it/s 5.2s<32.6s  123/200 67.1G 0.9338 0.9863 0.003758 633 640: 15% ━╸────────── 8/53 1.5it/s 5.8s<31.0s  123/200 67.1G 0.932 0.9863 0.003771 694 640: 17% ━━────────── 9/53 1.5it/s 6.5s<29.9s  123/200 67.1G 0.9252 0.9805 0.003787 584 640: 19% ━━────────── 10/53 1.5it/s 7.2s<28.8s  123/200 67.1G 0.9246 0.9792 0.003835 580 640: 21% ━━────────── 11/53 1.5it/s 7.8s<27.8s  123/200 67.1G 0.9215 0.9711 0.003844 575 640: 23% ━━╸───────── 12/53 1.5it/s 8.4s<27.0s  123/200 67.1G 0.9227 0.9673 0.003872 602 640: 25% ━━╸───────── 13/53 1.5it/s 9.1s<26.2s  123/200 67.1G 0.9236 0.9791 0.003916 646 640: 26% ━━━───────── 14/53 1.5it/s 9.7s<25.5s  123/200 67.1G 0.9266 0.9824 0.003906 722 640: 28% ━━━───────── 15/53 1.5it/s 10.4s<24.8s  123/200 67.1G 0.9294 0.9839 0.003933 682 640: 30% ━━━╸──────── 16/53 1.5it/s 11.0s<24.1s  123/200 67.1G 0.9307 0.9877 0.003992 607 640: 32% ━━━╸──────── 17/53 1.5it/s 11.7s<23.5s  123/200 67.1G 0.9265 0.9826 0.00402 613 640: 34% ━━━━──────── 18/53 1.5it/s 12.3s<22.8s  123/200 67.1G 0.9247 0.9784 0.004022 665 640: 36% ━━━━──────── 19/53 1.5it/s 13.0s<22.1s  123/200 67.1G 0.9221 0.9751 0.004027 615 640: 38% ━━━━╸─────── 20/53 1.5it/s 13.6s<21.4s  123/200 67.1G 0.9201 0.9711 0.004042 531 640: 40% ━━━━╸─────── 21/53 1.5it/s 14.3s<20.7s  123/200 67.1G 0.9193 0.9722 0.004059 533 640: 42% ━━━━╸─────── 22/53 1.5it/s 14.9s<20.1s  123/200 67.1G 0.9146 0.9631 0.004084 522 640: 43% ━━━━━─────── 23/53 1.5it/s 15.6s<19.4s  123/200 67.1G 0.9149 0.9636 0.004089 634 640: 45% ━━━━━─────── 24/53 1.5it/s 16.2s<18.8s  123/200 67.1G 0.9126 0.9601 0.004092 670 640: 47% ━━━━━╸────── 25/53 1.5it/s 16.9s<18.1s  123/200 67.1G 0.9129 0.959 0.004076 644 640: 49% ━━━━━╸────── 26/53 1.5it/s 17.6s<17.7s  123/200 67.1G 0.9167 0.9641 0.004087 689 640: 51% ━━━━━━────── 27/53 1.5it/s 18.2s<17.2s  123/200 67.1G 0.9171 0.9673 0.004077 720 640: 53% ━━━━━━────── 28/53 1.5it/s 18.9s<16.5s  123/200 67.1G 0.9161 0.9674 0.004063 605 640: 55% ━━━━━━╸───── 29/53 1.5it/s 19.5s<15.8s  123/200 67.1G 0.9157 0.9677 0.004063 580 640: 57% ━━━━━━╸───── 30/53 1.5it/s 20.2s<15.0s  123/200 67.1G 0.9183 0.971 0.004074 709 640: 58% ━━━━━━━───── 31/53 1.5it/s 20.8s<14.4s  123/200 67.1G 0.9196 0.9752 0.004082 687 640: 60% ━━━━━━━���──── 32/53 1.5it/s 21.5s<13.7s  123/200 67.1G 0.92 0.9734 0.004076 687 640: 62% ━━━━━━━───── 33/53 1.5it/s 22.1s<13.1s  123/200 67.1G 0.9204 0.9761 0.004061 685 640: 64% ━━━━━━━╸──── 34/53 1.5it/s 22.8s<12.4s  123/200 67.1G 0.9207 0.9778 0.004081 581 640: 66% ━━━━━━━╸──── 35/53 1.5it/s 23.4s<11.7s  123/200 67.1G 0.9215 0.979 0.004079 698 640: 68% ━━━━━━━━──── 36/53 1.5it/s 24.1s<11.1s  123/200 67.1G 0.9217 0.9789 0.004094 687 640: 70% ━━━━━━━━──── 37/53 1.5it/s 24.7s<10.4s  123/200 67.1G 0.9221 0.9798 0.004092 675 640: 72% ━━━━━━━━╸─── 38/53 1.5it/s 25.4s<9.8s  123/200 67.1G 0.9225 0.9802 0.004091 648 640: 74% ━━━━━━━━╸─── 39/53 1.5it/s 26.0s<9.1s  123/200 67.1G 0.9231 0.98 0.004087 674 640: 75% ━━━━━━━━━─── 40/53 1.5it/s 26.7s<8.5s  123/200 67.1G 0.9234 0.9784 0.004098 600 640: 77% ━━━━━━━━━─── 41/53 1.5it/s 27.3s<7.8s  123/200 67.1G 0.9207 0.9758 0.004083 568 640: 79% ━━━━━━━━━╸── 42/53 1.5it/s 28.0s<7.1s  123/200 67.1G 0.923 0.9802 0.004084 715 640: 81% ━━━━━━━━━╸── 43/53 1.5it/s 28.6s<6.5s  123/200 67.1G 0.9234 0.9808 0.004088 628 640: 83% ━━━━━━━━━╸── 44/53 1.5it/s 29.3s<5.9s  123/200 67.1G 0.9236 0.9816 0.004087 694 640: 85% ━━━━━━━━━━── 45/53 1.5it/s 29.9s<5.2s  123/200 67.1G 0.9229 0.9801 0.004086 569 640: 87% ━━━━━━━━━━── 46/53 1.5it/s 30.6s<4.5s  123/200 67.1G 0.9226 0.9788 0.004078 533 640: 89% ━━━━━━━━━━╸─ 47/53 1.5it/s 31.2s<3.9s  123/200 67.1G 0.9226 0.9791 0.004083 621 640: 91% ━━━━━━━━━━╸─ 48/53 1.5it/s 31.9s<3.2s  123/200 67.1G 0.9237 0.9814 0.004093 566 640: 92% ━━━━━━━━━━━─ 49/53 1.5it/s 32.5s<2.6s  123/200 67.1G 0.9229 0.9833 0.004096 608 640: 94% ━━━━━━━━━━━─ 50/53 1.5it/s 33.2s<1.9s  123/200 67.1G 0.923 0.9833 0.004099 613 640: 96% ━━━━━━━━━━━╸ 51/53 1.5it/s 33.8s<1.3s  123/200 67.1G 0.9205 0.9805 0.004097 81 640: 98% ━━━━━━━━━━━╸ 52/53 2.5it/s 34.0s<0.4s  123/200 67.1G 0.9205 0.9805 0.004097 81 640: 100% ━━━━━━━━━━━━ 53/53 1.6it/s 34.0s +  Class Images Instances Box(P R mAP50 mAP50-95): 100% ━━━━━━━━━━━━ 1/1 2.5it/s 0.4s + all 177 1609 0.754 0.723 0.714 0.493 + + Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size +  124/200 67.5G 0.9141 0.9594 0.003749 684 640: 0% ──────────── 0/53 0.6s  124/200 67.5G 0.9385 0.991 0.003853 711 640: 2% ──────────── 1/53 2.2s/it 1.3s<1:53  124/200 67.5G 0.9503 1.008 0.003677 764 640: 4% ──────────── 2/53 1.3s/it 2.0s<1:05  124/200 67.5G 0.9401 0.9892 0.003656 653 640: 6% ╸─────────── 3/53 1.0it/s 2.6s<49.4s  124/200 67.5G 0.9452 1.003 0.003793 670 640: 8% ╸─────────── 4/53 1.2it/s 3.2s<41.9s  124/200 67.5G 0.9322 0.9828 0.003777 597 640: 9% ━─────────── 5/53 1.3it/s 3.9s<37.3s  124/200 67.5G 0.9234 0.9643 0.003778 663 640: 11% ━─────────── 6/53 1.4it/s 4.5s<34.6s  124/200 67.5G 0.9193 0.9594 0.00386 663 640: 13% ━╸────────── 7/53 1.4it/s 5.2s<32.5s  124/200 67.5G 0.9152 0.9643 0.003856 690 640: 15% ━╸────────── 8/53 1.5it/s 5.8s<30.9s  124/200 67.5G 0.9098 0.9484 0.003862 593 640: 17% ━━────────── 9/53 1.5it/s 6.5s<29.8s  124/200 67.5G 0.9152 0.9645 0.003965 599 640: 19% ━━────────── 10/53 1.5it/s 7.1s<28.8s  124/200 67.5G 0.9171 0.9753 0.003986 623 640: 21% ━━────────── 11/53 1.5it/s 7.8s<27.8s  124/200 67.5G 0.917 0.9765 0.00397 684 640: 23% ━━╸───────── 12/53 1.5it/s 8.4s<27.0s  124/200 67.5G 0.9132 0.9677 0.004 614 640: 25% ━━╸───────── 13/53 1.5it/s 9.1s<26.2s  124/200 67.5G 0.9096 0.9569 0.003985 602 640: 26% ━━━───────── 14/53 1.5it/s 9.7s<25.5s  124/200 67.5G 0.9105 0.9589 0.004 684 640: 28% ━━━───────── 15/53 1.5it/s 10.4s<24.7s  124/200 67.5G 0.9084 0.9563 0.003995 598 640: 30% ━━━╸──────── 16/53 1.5it/s 11.0s<24.0s  124/200 67.5G 0.9085 0.956 0.004003 643 640: 32% ━━━╸──────── 17/53 1.5it/s 11.7s<23.4s  124/200 67.5G 0.9086 0.9576 0.004014 661 640: 34% ━━━━──────── 18/53 1.5it/s 12.3s<22.7s  124/200 67.5G 0.9079 0.9573 0.004005 690 640: 36% ━━━━──────── 19/53 1.5it/s 13.0s<22.1s  124/200 67.5G 0.9059 0.9534 0.004018 633 640: 38% ━━━━╸─────── 20/53 1.5it/s 13.6s<21.5s  124/200 67.5G 0.9059 0.952 0.004021 644 640: 40% ━━━━╸─────── 21/53 1.5it/s 14.3s<20.9s  124/200 67.5G 0.9069 0.9568 0.004031 583 640: 42% ━━━━╸─────── 22/53 1.5it/s 14.9s<20.2s  124/200 67.5G 0.9072 0.9565 0.004016 580 640: 43% ━━━━━─────── 23/53 1.5it/s 15.6s<19.5s  124/200 67.5G 0.9108 0.9598 0.00403 666 640: 45% ━━━━━─────── 24/53 1.5it/s 16.2s<18.9s  124/200 67.5G 0.914 0.9642 0.004023 776 640: 47% ━━━━━╸────── 25/53 1.5it/s 16.9s<18.2s  124/200 67.5G 0.9136 0.9611 0.004027 670 640: 49% ━━━━━╸────── 26/53 1.5it/s 17.5s<17.5s  124/200 67.5G 0.9152 0.9592 0.004034 681 640: 51% ━━━━━━────── 27/53 1.5it/s 18.2s<16.9s  124/200 67.5G 0.915 0.9554 0.004048 581 640: 53% ━━━━━━────── 28/53 1.5it/s 18.8s<16.2s  124/200 67.5G 0.9146 0.9573 0.004048 617 640: 55% ━━━━━━╸───── 29/53 1.5it/s 19.5s<15.6s  124/200 67.5G 0.9174 0.9638 0.004041 791 640: 57% ━━━━━━╸───── 30/53 1.5it/s 20.1s<14.9s  124/200 67.5G 0.9148 0.9598 0.004048 576 640: 58% ━━━━━━━───── 31/53 1.5it/s 20.8s<14.3s  124/200 67.5G 0.9137 0.9577 0.004049 643 640: 60% ━━━━━━━───── 32/53 1.5it/s 21.4s<13.6s  124/200 67.5G 0.9148 0.9612 0.004059 611 640: 62% ━━━━━━━───── 33/53 1.5it/s 22.1s<13.0s  124/200 67.5G 0.9161 0.9612 0.004052 761 640: 64% ━━━━━━━╸──── 34/53 1.5it/s 22.7s<12.4s  124/200 67.5G 0.9151 0.959 0.004045 647 640: 66% ━━━━━━━╸──── 35/53 1.5it/s 23.4s<11.7s  124/200 67.5G 0.9166 0.9609 0.00404 765 640: 68% ━━━━━━━━──── 36/53 1.5it/s 24.0s<11.0s  124/200 67.5G 0.9168 0.962 0.004048 640 640: 70% ━━━━━━━━──── 37/53 1.5it/s 24.7s<10.4s  124/200 67.5G 0.9147 0.9589 0.004035 626 640: 72% ━━━━━━━━╸─── 38/53 1.5it/s 25.3s<9.8s  124/200 67.5G 0.9166 0.9635 0.00405 668 640: 74% ━━━━━━━━╸─── 39/53 1.5it/s 26.0s<9.1s  124/200 67.5G 0.9177 0.9654 0.004047 717 640: 75% ━━━━━━━━━─── 40/53 1.5it/s 26.6s<8.4s  124/200 67.5G 0.9179 0.9664 0.004039 641 640: 77% ━━━━━━━━━─── 41/53 1.5it/s 27.3s<7.8s  124/200 67.5G 0.9192 0.9701 0.004046 672 640: 79% ━━━━━━━━━╸── 42/53 1.5it/s 27.9s<7.2s  124/200 67.5G 0.9184 0.9707 0.004047 536 640: 81% ━━━━━━━━━╸── 43/53 1.5it/s 28.6s<6.5s  124/200 67.5G 0.9193 0.973 0.004042 699 640: 83% ━━━━━━━━━╸── 44/53 1.5it/s 29.2s<5.8s  124/200 67.5G 0.9191 0.9724 0.004035 613 640: 85% ━━━━━━━━���━── 45/53 1.5it/s 29.9s<5.2s  124/200 67.5G 0.9189 0.9737 0.004039 640 640: 87% ━━━━━━━━━━── 46/53 1.5it/s 30.5s<4.5s  124/200 67.5G 0.9179 0.9719 0.00403 655 640: 89% ━━━━━━━━━━╸─ 47/53 1.5it/s 31.2s<3.9s  124/200 67.5G 0.9182 0.975 0.004034 608 640: 91% ━━━━━━━━━━╸─ 48/53 1.5it/s 31.8s<3.2s  124/200 67.5G 0.9197 0.9766 0.004029 751 640: 92% ━━━━━━━━━━━─ 49/53 1.5it/s 32.5s<2.6s  124/200 67.5G 0.919 0.9749 0.004024 550 640: 94% ━━━━━━━━━━━─ 50/53 1.5it/s 33.1s<1.9s  124/200 67.5G 0.9184 0.974 0.004018 600 640: 96% ━━━━━━━━━━━╸ 51/53 1.5it/s 33.8s<1.3s  124/200 67.5G 0.9204 0.9715 0.004011 94 640: 98% ━━━━━━━━━━━╸ 52/53 2.4it/s 34.0s<0.4s  124/200 67.5G 0.9204 0.9715 0.004011 94 640: 100% ━━━━━━━━━━━━ 53/53 1.6it/s 34.0s +  Class Images Instances Box(P R mAP50 mAP50-95): 100% ━━━━━━━━━━━━ 1/1 2.5it/s 0.4s + all 177 1609 0.741 0.696 0.71 0.491 + + Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size +  125/200 67.1G 0.9392 0.9836 0.004201 676 640: 0% ──────────── 0/53 0.7s  125/200 67.1G 0.9288 0.9589 0.004435 579 640: 2% ──────────── 1/53 2.2s/it 1.3s<1:52  125/200 67.1G 0.9113 0.9423 0.004125 641 640: 4% ──────────── 2/53 1.3s/it 1.9s<1:05  125/200 67.1G 0.8935 0.923 0.004098 608 640: 6% ╸─────────── 3/53 1.0it/s 2.6s<49.2s  125/200 67.1G 0.8817 0.9255 0.004036 565 640: 8% ╸─────────── 4/53 1.2it/s 3.2s<41.6s  125/200 67.1G 0.8945 0.9324 0.00401 622 640: 9% ━─────────── 5/53 1.3it/s 3.9s<37.3s  125/200 67.1G 0.8949 0.9338 0.004024 618 640: 11% ━─────────── 6/53 1.4it/s 4.5s<34.5s  125/200 67.1G 0.8951 0.9286 0.004015 645 640: 13% ━╸────────── 7/53 1.4it/s 5.2s<32.5s  125/200 67.1G 0.8973 0.9233 0.004027 641 640: 15% ━╸────────── 8/53 1.4it/s 5.8s<31.0s  125/200 67.1G 0.8982 0.9347 0.00402 616 640: 17% ━━────────── 9/53 1.5it/s 6.5s<29.8s  125/200 67.1G 0.8937 0.9362 0.004007 630 640: 19% ━━────────── 10/53 1.5it/s 7.1s<28.7s  125/200 67.1G 0.8998 0.9431 0.004008 631 640: 21% ━━────────── 11/53 1.5it/s 7.8s<27.8s  125/200 67.1G 0.902 0.9493 0.004029 632 640: 23% ━━╸───────── 12/53 1.5it/s 8.4s<27.0s  125/200 67.1G 0.8999 0.9487 0.004023 621 640: 25% ━━╸───────── 13/53 1.5it/s 9.1s<26.5s  125/200 67.1G 0.8956 0.942 0.00404 625 640: 26% ━━━───────── 14/53 1.5it/s 9.7s<25.6s  125/200 67.1G 0.898 0.951 0.004033 699 640: 28% ━━━───────── 15/53 1.5it/s 10.4s<24.9s  125/200 67.1G 0.8988 0.9535 0.004051 651 640: 30% ━━━╸──────── 16/53 1.5it/s 11.0s<24.1s  125/200 67.1G 0.8991 0.9516 0.00403 629 640: 32% ━━━╸──────── 17/53 1.5it/s 11.7s<23.4s  125/200 67.1G 0.8993 0.9521 0.004007 663 640: 34% ━━━━──────── 18/53 1.5it/s 12.3s<22.8s  125/200 67.1G 0.8981 0.9473 0.003994 604 640: 36% ━━━━──────── 19/53 1.5it/s 13.0s<22.1s  125/200 67.1G 0.9003 0.949 0.003981 706 640: 38% ━━━━╸─────── 20/53 1.5it/s 13.6s<21.4s  125/200 67.1G 0.8992 0.9496 0.003993 641 640: 40% ━━━━╸─────── 21/53 1.5it/s 14.3s<20.8s  125/200 67.1G 0.8993 0.9502 0.003998 695 640: 42% ━━━━╸─────── 22/53 1.5it/s 14.9s<20.1s  125/200 67.1G 0.8968 0.9476 0.004 618 640: 43% ━━━━━─────── 23/53 1.5it/s 15.6s<19.5s  125/200 67.1G 0.8947 0.9434 0.003984 602 640: 45% ━━━━━─────── 24/53 1.5it/s 16.3s<19.1s  125/200 67.1G 0.8996 0.9505 0.004015 742 640: 47% ━━━━━╸────── 25/53 1.5it/s 16.9s<18.6s  125/200 67.1G 0.8985 0.9496 0.004002 637 640: 49% ━━━━━╸────── 26/53 1.5it/s 17.6s<17.8s  125/200 67.1G 0.8991 0.9519 0.004005 640 640: 51% ━━━━━━────── 27/53 1.5it/s 18.2s<17.1s  125/200 67.1G 0.9013 0.9557 0.004023 630 640: 53% ━━━━━━────── 28/53 1.5it/s 18.9s<16.4s  125/200 67.1G 0.9018 0.9586 0.00402 617 640: 55% ━━━━━━╸───── 29/53 1.5it/s 19.5s<15.7s  125/200 67.1G 0.9024 0.9578 0.004035 672 640: 57% ━━━━━━╸───── 30/53 1.5it/s 20.2s<15.0s  125/200 67.1G 0.9024 0.9562 0.004028 649 640: 58% ━━━━━━━───── 31/53 1.5it/s 20.8s<14.3s  125/200 67.1G 0.9018 0.9564 0.004014 641 640: 60% ━━━━━━━───── 32/53 1.5it/s 21.5s<13.7s  125/200 67.1G 0.9022 0.9561 0.004013 722 640: 62% ━━━━━━━───── 33/53 1.5it/s 22.1s<13.0s  125/200 67.1G 0.9026 0.9548 0.004014 680 640: 64% ━━━━━━━╸──── 34/53 1.5it/s 22.8s<12.4s  125/200 67.1G 0.9017 0.9516 0.004002 757 640: 66% ━━━━━━━╸──── 35/53 1.5it/s 23.4s<11.7s  125/200 67.1G 0.9031 0.954 0.004003 675 640: 68% ━━━━━━━━──── 36/53 1.5it/s 24.1s<11.1s  125/200 67.1G 0.9002 0.9526 0.004 534 640: 70% ━━━━━━━━──── 37/53 1.5it/s 24.7s<10.4s  125/200 67.1G 0.9005 0.9533 0.004008 669 640: 72% ━━━━━━━━╸─── 38/53 1.5it/s 25.4s<9.7s  125/200 67.1G 0.9009 0.9546 0.004011 662 640: 74% ━━━━━━━━╸─── 39/53 1.5it/s 26.0s<9.1s  125/200 67.1G 0.9013 0.9548 0.004001 735 640: 75% ━━━━━━━━━─── 40/53 1.5it/s 26.7s<8.5s  125/200 67.1G 0.9033 0.9579 0.004001 682 640: 77% ━━━━━━━━━─── 41/53 1.5it/s 27.3s<7.8s  125/200 67.1G 0.9019 0.9558 0.003994 592 640: 79% ━━━━━━━━━╸── 42/53 1.5it/s 28.0s<7.2s  125/200 67.1G 0.9016 0.955 0.004002 554 640: 81% ━━━━━━━━━╸── 43/53 1.5it/s 28.6s<6.5s  125/200 67.1G 0.9029 0.9572 0.004009 680 640: 83% ━━━━━━━━━╸── 44/53 1.5it/s 29.3s<5.9s  125/200 67.1G 0.9054 0.9613 0.004012 733 640: 85% ━━━━━━━━━━── 45/53 1.5it/s 29.9s<5.2s  125/200 67.1G 0.9048 0.9621 0.004007 593 640: 87% ━━━━━━━━━━── 46/53 1.5it/s 30.6s<4.6s  125/200 67.1G 0.9044 0.9617 0.004001 677 640: 89% ━━━━━━━━━━╸─ 47/53 1.5it/s 31.2s<3.9s  125/200 67.1G 0.905 0.9605 0.004003 636 640: 91% ━━━━━━━━━━╸─ 48/53 1.5it/s 31.9s<3.2s  125/200 67.1G 0.9058 0.961 0.003995 666 640: 92% ━━━━━━━━━━━─ 49/53 1.5it/s 32.5s<2.6s  125/200 67.1G 0.9041 0.9585 0.003993 627 640: 94% ━━━━━━━━━━━─ 50/53 1.5it/s 33.2s<2.0s  125/200 67.1G 0.9053 0.9592 0.004 639 640: 96% ━━━━━━━━━━━╸ 51/53 1.5it/s 33.8s<1.3s  125/200 67.1G 0.9037 0.9611 0.004002 75 640: 98% ━━━━━━━━━━━╸ 52/53 2.4it/s 34.1s<0.4s  125/200 67.1G 0.9037 0.9611 0.004002 75 640: 100% ━━━━━━━━━━━━ 53/53 1.6it/s 34.1s +  Class Images Instances Box(P R mAP50 mAP50-95): 100% ━━━━━━━━━━━━ 1/1 2.5it/s 0.4s + all 177 1609 0.747 0.72 0.709 0.493 + + Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size +  126/200 68.3G 0.871 0.8899 0.003692 689 640: 0% ──────────── 0/53 0.6s  126/200 68.3G 0.9111 0.9072 0.003846 649 640: 2% ──────────── 1/53 2.2s/it 1.3s<1:53  126/200 68.3G 0.9227 0.9439 0.00418 636 640: 4% ────────��─── 2/53 1.3s/it 1.9s<1:05  126/200 68.3G 0.9235 0.9426 0.004107 735 640: 6% ╸─────────── 3/53 1.0it/s 2.6s<49.2s  126/200 68.3G 0.9189 0.9215 0.004058 616 640: 8% ╸─────────── 4/53 1.2it/s 3.2s<41.7s  126/200 68.3G 0.928 0.9427 0.00402 775 640: 9% ━─────────── 5/53 1.3it/s 3.9s<37.3s  126/200 68.3G 0.9178 0.926 0.003982 652 640: 11% ━─────────── 6/53 1.4it/s 4.5s<34.5s  126/200 68.3G 0.905 0.9135 0.003979 570 640: 13% ━╸────────── 7/53 1.4it/s 5.2s<32.4s  126/200 68.3G 0.9032 0.9216 0.004044 602 640: 15% ━╸────────── 8/53 1.5it/s 5.8s<30.9s  126/200 68.3G 0.9146 0.9327 0.004011 748 640: 17% ━━────────── 9/53 1.5it/s 6.5s<29.8s  126/200 68.3G 0.9162 0.9413 0.004013 649 640: 19% ━━────────── 10/53 1.5it/s 7.1s<28.7s  126/200 68.3G 0.9144 0.9435 0.003998 598 640: 21% ━━────────── 11/53 1.5it/s 7.8s<27.8s  126/200 68.3G 0.9174 0.9535 0.004042 556 640: 23% ━━╸───────── 12/53 1.5it/s 8.4s<27.0s  126/200 68.3G 0.9238 0.9627 0.004032 738 640: 25% ━━╸───────── 13/53 1.5it/s 9.1s<26.3s  126/200 68.3G 0.9244 0.9605 0.003997 684 640: 26% ━━━───────── 14/53 1.5it/s 9.7s<25.5s  126/200 68.3G 0.9243 0.9592 0.00401 664 640: 28% ━━━───────── 15/53 1.5it/s 10.4s<24.8s  126/200 68.3G 0.9211 0.9592 0.004008 670 640: 30% ━━━╸──────── 16/53 1.5it/s 11.0s<24.1s  126/200 68.3G 0.9213 0.9615 0.003981 609 640: 32% ━━━╸──────── 17/53 1.5it/s 11.7s<23.5s  126/200 68.3G 0.9201 0.961 0.003967 693 640: 34% ━━━━──────── 18/53 1.5it/s 12.3s<22.9s  126/200 68.3G 0.9195 0.965 0.003963 633 640: 36% ━━━━──────── 19/53 1.5it/s 13.0s<22.2s  126/200 68.3G 0.9232 0.9699 0.003959 675 640: 38% ━━━━╸─────── 20/53 1.5it/s 13.6s<21.5s  126/200 68.3G 0.9234 0.9694 0.003963 699 640: 40% ━━━━╸─────── 21/53 1.5it/s 14.3s<20.8s  126/200 68.3G 0.9237 0.9702 0.003959 635 640: 42% ━━━━╸─────── 22/53 1.5it/s 14.9s<20.2s  126/200 68.3G 0.9206 0.9647 0.003964 560 640: 43% ━━━━━─────── 23/53 1.5it/s 15.6s<19.5s  126/200 68.3G 0.9209 0.9618 0.003971 684 640: 45% ━━━━━─────── 24/53 1.5it/s 16.2s<18.8s  126/200 68.3G 0.9168 0.9555 0.003956 611 640: 47% ━━━━━╸────── 25/53 1.5it/s 16.9s<18.2s  126/200 68.3G 0.9173 0.9574 0.00395 668 640: 49% ━━━━━╸────── 26/53 1.5it/s 17.5s<17.5s  126/200 68.3G 0.9191 0.9612 0.003939 795 640: 51% ━━━━━━────── 27/53 1.5it/s 18.2s<16.9s  126/200 68.3G 0.9175 0.9583 0.003965 582 640: 53% ━━━━━━────── 28/53 1.5it/s 18.8s<16.2s  126/200 68.3G 0.9192 0.9618 0.003969 683 640: 55% ━━━━━━╸───── 29/53 1.5it/s 19.5s<15.6s  126/200 68.3G 0.9196 0.9645 0.003971 749 640: 57% ━━━━━━╸───── 30/53 1.5it/s 20.1s<14.9s  126/200 68.3G 0.9188 0.9616 0.003974 684 640: 58% ━━━━━━━───── 31/53 1.5it/s 20.8s<14.3s  126/200 68.3G 0.919 0.965 0.003997 550 640: 60% ━━━━━━━───── 32/53 1.5it/s 21.4s<13.6s  126/200 68.3G 0.9189 0.9643 0.003989 644 640: 62% ━━━━━━━───── 33/53 1.5it/s 22.1s<13.0s  126/200 68.3G 0.919 0.9642 0.003979 672 640: 64% ━━━━━━━╸──── 34/53 1.5it/s 22.7s<12.3s  126/200 68.3G 0.9173 0.9619 0.003972 613 640: 66% ━━━━━━━╸──── 35/53 1.5it/s 23.4s<11.7s  126/200 68.3G 0.9173 0.9598 0.00397 700 640: 68% ━━━━━━━━──── 36/53 1.5it/s 24.0s<11.0s  126/200 68.3G 0.917 0.9587 0.003982 579 640: 70% ━━━━━━━━──── 37/53 1.5it/s 24.7s<10.4s  126/200 68.3G 0.9172 0.96 0.003999 599 640: 72% ━━━━━━━━╸─── 38/53 1.5it/s 25.3s<9.7s  126/200 68.3G 0.9141 0.9569 0.003991 606 640: 74% ━━━━━━━━╸─── 39/53 1.5it/s 26.0s<9.1s  126/200 68.3G 0.915 0.9604 0.003992 709 640: 75% ━━━━━━━━━─── 40/53 1.5it/s 26.6s<8.5s  126/200 68.3G 0.9159 0.9594 0.003983 631 640: 77% ━━━━━━━━━─── 41/53 1.5it/s 27.3s<7.8s  126/200 68.3G 0.9158 0.958 0.003988 733 640: 79% ━━━━━━━━━╸── 42/53 1.5it/s 27.9s<7.1s  126/200 68.3G 0.9147 0.9585 0.003987 665 640: 81% ━━━━━━━━━╸── 43/53 1.5it/s 28.6s<6.5s  126/200 68.3G 0.9143 0.9583 0.003987 626 640: 83% ━━━━━━━━━╸── 44/53 1.5it/s 29.2s<5.8s  126/200 68.3G 0.9133 0.9585 0.003989 662 640: 85% ━━━━━━━━━━── 45/53 1.5it/s 29.9s<5.2s  126/200 68.3G 0.9135 0.9604 0.003986 679 640: 87% ━━━━━━━━━━── 46/53 1.5it/s 30.5s<4.6s  126/200 68.3G 0.9145 0.9619 0.003984 715 640: 89% ━━━━━━━━━━╸─ 47/53 1.5it/s 31.2s<3.9s  126/200 68.3G 0.915 0.9619 0.003978 695 640: 91% ━━━━━━━━━━╸─ 48/53 1.5it/s 31.8s<3.2s  126/200 68.3G 0.914 0.9609 0.003974 639 640: 92% ━━━━━━━━━━━─ 49/53 1.5it/s 32.5s<2.6s  126/200 68.3G 0.9154 0.9619 0.003983 701 640: 94% ━━━━━━━━━━━─ 50/53 1.5it/s 33.1s<2.0s  126/200 68.3G 0.9151 0.9596 0.003988 688 640: 96% ━━━━━━━━━━━╸ 51/53 1.5it/s 33.8s<1.3s  126/200 68.3G 0.9139 0.9648 0.003979 91 640: 98% ━━━━━━━━━━━╸ 52/53 2.4it/s 34.0s<0.4s  126/200 68.3G 0.9139 0.9648 0.003979 91 640: 100% ━━━━━━━━━━━━ 53/53 1.6it/s 34.0s +  Class Images Instances Box(P R mAP50 mAP50-95): 100% ━━━━━━━━━━━━ 1/1 2.7it/s 0.4s + all 177 1609 0.751 0.701 0.712 0.497 + + Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size +  127/200 67.8G 0.9241 0.9084 0.003567 689 640: 0% ──────────── 0/53 0.6s  127/200 67.8G 0.9276 0.9983 0.004145 603 640: 2% ──────────── 1/53 2.2s/it 1.3s<1:52  127/200 67.8G 0.9158 0.9985 0.004102 606 640: 4% ──────────── 2/53 1.3s/it 1.9s<1:05  127/200 67.8G 0.9094 0.9569 0.004063 621 640: 6% ╸─────────── 3/53 1.0it/s 2.6s<49.1s  127/200 67.8G 0.9161 0.9573 0.004055 614 640: 8% ╸─────────── 4/53 1.2it/s 3.2s<41.8s  127/200 67.8G 0.9078 0.952 0.004069 542 640: 9% ━─────────── 5/53 1.3it/s 3.9s<37.3s  127/200 67.8G 0.911 0.9685 0.00406 657 640: 11% ━─────────── 6/53 1.4it/s 4.5s<34.6s  127/200 67.8G 0.906 0.9679 0.004002 670 640: 13% ━╸────────── 7/53 1.4it/s 5.2s<32.5s  127/200 67.8G 0.9084 0.9857 0.003999 627 640: 15% ━╸────────── 8/53 1.5it/s 5.8s<31.0s  127/200 67.8G 0.9045 0.9948 0.004049 609 640: 17% ━━────────── 9/53 1.5it/s 6.5s<29.7s  127/200 67.8G 0.9064 0.9948 0.004029 593 640: 19% ━━────────── 10/53 1.5it/s 7.1s<28.7s  127/200 67.8G 0.9032 0.9872 0.004025 616 640: 21% ━━────────── 11/53 1.5it/s 7.8s<27.9s  127/200 67.8G 0.9061 0.9908 0.003996 727 640: 23% ━━╸───────── 12/53 1.5it/s 8.4s<27.0s  127/200 67.8G 0.9032 0.9863 0.003958 654 640: 25% ━━╸───────── 13/53 1.5it/s 9.1s<26.3s  127/200 67.8G 0.9054 0.9862 0.003956 586 640: 26% ━━━───────── 14/53 1.5it/s 9.7s<25.5s  127/200 67.8G 0.9069 0.9915 0.003971 687 640: 28% ━━━───────── 15/53 1.5it/s 10.4s<24.8s  127/200 67.8G 0.9014 0.9812 0.003955 635 640: 30% ━━━╸──────── 16/53 1.5it/s 11.0s<24.1s  127/200 67.8G 0.9043 0.9889 0.003979 658 640: 32% ━━━╸──────── 17/53 1.5it/s 11.7s<23.4s  127/200 67.8G 0.9076 0.9956 0.004012 722 640: 34% ━━━━──────── 18/53 1.5it/s 12.3s<22.8s  127/200 67.8G 0.9067 0.9961 0.004018 767 640: 36% ━━━━──────── 19/53 1.5it/s 13.0s<22.2s  127/200 67.8G 0.907 0.9945 0.00401 626 640: 38% ━━━━╸─────── 20/53 1.5it/s 13.6s<21.5s  127/200 67.8G 0.9069 0.9931 0.00402 639 640: 40% ━━━━╸─────── 21/53 1.5it/s 14.3s<20.8s  127/200 67.8G 0.9091 0.9957 0.004012 720 640: 42% ━━━━╸─────── 22/53 1.5it/s 14.9s<20.2s  127/200 67.8G 0.9088 0.9948 0.004003 666 640: 43% ━━━━━─────── 23/53 1.5it/s 15.6s<19.5s  127/200 67.8G 0.9073 0.9956 0.003998 638 640: 45% ━━━━━─────── 24/53 1.5it/s 16.2s<18.9s  127/200 67.8G 0.9081 0.9947 0.003982 719 640: 47% ━━━━━╸────── 25/53 1.5it/s 16.9s<18.2s  127/200 67.8G 0.9052 0.9892 0.003973 529 640: 49% ━━━━━╸────── 26/53 1.5it/s 17.5s<17.5s  127/200 67.8G 0.906 0.991 0.003967 677 640: 51% ━━━━━━────── 27/53 1.5it/s 18.2s<16.9s  127/200 67.8G 0.9059 0.9872 0.003946 640 640: 53% ━━━━━━────── 28/53 1.5it/s 18.8s<16.2s  127/200 67.8G 0.9042 0.9843 0.003932 593 640: 55% ━━━━━━╸───── 29/53 1.5it/s 19.5s<15.6s  127/200 67.8G 0.9009 0.98 0.003923 629 640: 57% ━━━━━━╸───── 30/53 1.5it/s 20.1s<14.9s  127/200 67.8G 0.901 0.9788 0.003906 771 640: 58% ━━━━━━━───── 31/53 1.5it/s 20.8s<14.3s  127/200 67.8G 0.9 0.9811 0.003914 545 640: 60% ━━━━━━━───── 32/53 1.5it/s 21.4s<13.6s  127/200 67.8G 0.8967 0.9758 0.003897 622 640: 62% ━━━━━━━───── 33/53 1.5it/s 22.1s<13.0s  127/200 67.8G 0.8959 0.9757 0.003894 644 640: 64% ━━━━━━━╸──── 34/53 1.5it/s 22.7s<12.3s  127/200 67.8G 0.896 0.9731 0.003894 601 640: 66% ━━━━━━━╸──── 35/53 1.5it/s 23.4s<11.7s  127/200 67.8G 0.896 0.9736 0.003888 718 640: 68% ━━━━━━━━──── 36/53 1.5it/s 24.0s<11.0s  127/200 67.8G 0.8959 0.9731 0.003895 688 640: 70% ━━━━━━━━──── 37/53 1.5it/s 24.7s<10.4s  127/200 67.8G 0.8952 0.9707 0.003893 690 640: 72% ━━━━━━━━╸─── 38/53 1.5it/s 25.3s<9.7s  127/200 67.8G 0.8954 0.97 0.003888 709 640: 74% ━━━━━━━━╸─── 39/53 1.5it/s 26.0s<9.1s  127/200 67.8G 0.8948 0.9683 0.003901 567 640: 75% ━━━━━━━━━─── 40/53 1.5it/s 26.6s<8.5s  127/200 67.8G 0.896 0.9725 0.003912 670 640: 77% ━━━━━━━━━─── 41/53 1.5it/s 27.3s<7.8s  127/200 67.8G 0.8941 0.9691 0.003926 567 640: 79% ━━━━━━━━━╸── 42/53 1.5it/s 27.9s<7.2s  127/200 67.8G 0.8945 0.967 0.003917 612 640: 81% ━━━━━━━━━╸── 43/53 1.5it/s 28.6s<6.5s  127/200 67.8G 0.8926 0.9629 0.003911 533 640: 83% ━━━━━━━━━╸── 44/53 1.5it/s 29.2s<5.8s  127/200 67.8G 0.8927 0.9637 0.003905 755 640: 85% ━━━━━━━━━━── 45/53 1.5it/s 29.9s<5.2s  127/200 67.8G 0.8924 0.9622 0.003906 636 640: 87% ━━━━━━━━━━── 46/53 1.5it/s 30.5s<4.5s  127/200 67.8G 0.8923 0.9638 0.003906 686 640: 89% ━━━━━━━━━━╸─ 47/53 1.5it/s 31.2s<3.9s  127/200 67.8G 0.8933 0.9647 0.003909 706 640: 91% ━━━━━━━━━━╸─ 48/53 1.5it/s 31.8s<3.2s  127/200 67.8G 0.8933 0.9639 0.003909 667 640: 92% ━━━━━━━━━━━─ 49/53 1.5it/s 32.5s<2.6s  127/200 67.8G 0.8944 0.9681 0.003915 679 640: 94% ━━━━━━━━━━━─ 50/53 1.5it/s 33.1s<1.9s  127/200 67.8G 0.8945 0.9674 0.003916 684 640: 96% ━━━━━━━━━━━╸ 51/53 1.5it/s 33.8s<1.3s  127/200 67.8G 0.9008 0.9766 0.003949 94 640: 98% ━━━━━━━━━━━╸ 52/53 2.4it/s 34.0s<0.4s  127/200 67.8G 0.9008 0.9766 0.003949 94 640: 100% ━━━━━━━━━━━━ 53/53 1.6it/s 34.0s +  Class Images Instances Box(P R mAP50 mAP50-95): 100% ━━━━━━━━━━━━ 1/1 2.5it/s 0.4s + all 177 1609 0.754 0.705 0.707 0.499 + + Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size +  128/200 67.5G 0.8601 0.8338 0.003843 714 640: 0% ──────────── 0/53 0.6s  128/200 67.5G 0.8893 0.9129 0.003854 700 640: 2% ──────────── 1/53 2.1s/it 1.3s<1:52  128/200 67.5G 0.8621 0.8787 0.003996 498 640: 4% ──────────── 2/53 1.3s/it 1.9s<1:04  128/200 67.5G 0.8754 0.9011 0.004017 621 640: 6% ╸─────────── 3/53 1.0it/s 2.6s<49.1s  128/200 67.5G 0.8687 0.9067 0.004153 569 640: 8% ╸─────────── 4/53 1.2it/s 3.2s<41.6s  128/200 67.5G 0.8671 0.9155 0.004113 612 640: 9% ━─────────── 5/53 1.3it/s 3.9s<37.2s  128/200 67.5G 0.8751 0.9311 0.004112 659 640: 11% ━─────────── 6/53 1.4it/s 4.5s<34.4s  128/200 67.5G 0.8808 0.9414 0.004048 737 640: 13% ━╸────────── 7/53 1.4it/s 5.2s<32.4s  128/200 67.5G 0.8794 0.9395 0.004046 590 640: 15% ━╸────────── 8/53 1.5it/s 5.8s<30.9s  128/200 67.5G 0.8742 0.9264 0.003988 606 640: 17% ━━────────── 9/53 1.5it/s 6.5s<29.7s  128/200 67.5G 0.8741 0.9222 0.003995 520 640: 19% ━━────────── 10/53 1.5it/s 7.1s<28.6s  128/200 67.5G 0.884 0.941 0.004028 641 640: 21% ━━────────── 11/53 1.5it/s 7.8s<27.7s  128/200 67.5G 0.8855 0.9456 0.004013 593 640: 23% ━━╸───────── 12/53 1.5it/s 8.4s<26.9s  128/200 67.5G 0.8875 0.9511 0.004032 634 640: 25% ━━╸───────── 13/53 1.5it/s 9.0s<26.1s  128/200 67.5G 0.8879 0.9586 0.004072 610 640: 26% ━━━───────── 14/53 1.5it/s 9.7s<25.7s  128/200 67.5G 0.8885 0.9543 0.004056 716 640: 28% ━━━───────── 15/53 1.5it/s 10.4s<24.9s  128/200 67.5G 0.8887 0.9545 0.004059 628 640: 30% ━━━╸──────── 16/53 1.5it/s 11.0s<24.1s  128/200 67.5G 0.89 0.952 0.004051 607 640: 32% ━━━╸──────── 17/53 1.5it/s 11.7s<23.5s  128/200 67.5G 0.8897 0.9511 0.004057 575 640: 34% ━━━━──────── 18/53 1.5it/s 12.3s<22.8s  128/200 67.5G 0.8883 0.9481 0.00405 658 640: 36% ━━━━──────── 19/53 1.5it/s 13.0s<22.0s  128/200 67.5G 0.8852 0.9428 0.004055 599 640: 38% ━━━━╸─────── 20/53 1.5it/s 13.6s<21.3s  128/200 67.5G 0.8928 0.9504 0.004045 746 640: 40% ━━━━╸─────── 21/53 1.5it/s 14.2s<20.8s  128/200 67.5G 0.891 0.9476 0.004061 559 640: 42% ━━━━╸─────── 22/53 1.5it/s 14.9s<20.1s  128/200 67.5G 0.8905 0.9447 0.004043 683 640: 43% ━━━━━─────── 23/53 1.5it/s 15.5s<19.5s  128/200 67.5G 0.8895 0.9407 0.004058 634 640: 45% ━━━━━─────── 24/53 1.5it/s 16.2s<18.8s  128/200 67.5G 0.89 0.9422 0.004047 750 640: 47% ━━━━━╸────── 25/53 1.5it/s 16.8s<18.2s  128/200 67.5G 0.8914 0.9469 0.004051 624 640: 49% ━━━━━╸────── 26/53 1.5it/s 17.5s<17.5s  128/200 67.5G 0.892 0.9447 0.004032 718 640: 51% ━━━━━━────── 27/53 1.5it/s 18.1s<16.9s  128/200 67.5G 0.8919 0.9438 0.004004 696 640: 53% ━━━━━━────── 28/53 1.5it/s 18.8s<16.2s  128/200 67.5G 0.8913 0.943 0.003987 622 640: 55% ━━━━━━╸───── 29/53 1.5it/s 19.4s<15.6s  128/200 67.5G 0.8941 0.9459 0.004 631 640: 57% ━━━━━━╸───── 30/53 1.5it/s 20.1s<14.9s  128/200 67.5G 0.8908 0.9422 0.003999 566 640: 58% ━━━━━━━───── 31/53 1.5it/s 20.7s<14.3s  128/200 67.5G 0.8907 0.9433 0.003991 664 640: 60% ━━━━━━━───── 32/53 1.5it/s 21.4s<13.6s  128/200 67.5G 0.8905 0.9425 0.003983 682 640: 62% ━━━━━━━───── 33/53 1.5it/s 22.0s<13.0s  128/200 67.5G 0.8919 0.9467 0.003979 619 640: 64% ━━━━━━━╸──── 34/53 1.5it/s 22.7s<12.3s  128/200 67.5G 0.8925 0.947 0.003987 643 640: 66% ━━━━━━━╸──── 35/53 1.5it/s 23.3s<11.7s  128/200 67.5G 0.8929 0.9471 0.003983 715 640: 68% ━━━━━━━━──── 36/53 1.5it/s 24.0s<11.0s  128/200 67.5G 0.8946 0.948 0.003984 598 640: 70% ━━━━━━━━──── 37/53 1.5it/s 24.6s<10.4s  128/200 67.5G 0.8962 0.9492 0.003983 657 640: 72% ━━━━━━━━╸─── 38/53 1.5it/s 25.3s<9.7s  128/200 67.5G 0.8961 0.9478 0.003981 629 640: 74% ━━━━━━━━╸─── 39/53 1.5it/s 25.9s<9.1s  128/200 67.5G 0.8945 0.9461 0.003977 638 640: 75% ━━━━━━━━━─── 40/53 1.5it/s 26.6s<8.4s  128/200 67.5G 0.8973 0.9494 0.003977 741 640: 77% ━━━━━━━━━─── 41/53 1.5it/s 27.2s<7.8s  128/200 67.5G 0.8976 0.951 0.00398 682 640: 79% ━━━━━━━━━╸── 42/53 1.5it/s 27.9s<7.2s  128/200 67.5G 0.8959 0.9505 0.003976 588 640: 81% ━━━━━━━━━╸── 43/53 1.5it/s 28.5s<6.5s  128/200 67.5G 0.897 0.9518 0.003981 676 640: 83% ━━━━━━━━━╸── 44/53 1.5it/s 29.2s<5.8s  128/200 67.5G 0.8972 0.9535 0.003998 586 640: 85% ━━━━━━━━━━── 45/53 1.5it/s 29.8s<5.2s  128/200 67.5G 0.8971 0.9532 0.003996 720 640: 87% ━━━━━━━━━━── 46/53 1.5it/s 30.5s<4.5s  128/200 67.5G 0.8971 0.9535 0.004001 664 640: 89% ━━━━━━━━━━╸─ 47/53 1.5it/s 31.1s<3.9s  128/200 67.5G 0.8976 0.9534 0.004001 664 640: 91% ━━━━━━━━━━╸─ 48/53 1.5it/s 31.8s<3.2s  128/200 67.5G 0.8975 0.9546 0.004 638 640: 92% ━━━━━━━━━━━─ 49/53 1.5it/s 32.4s<2.6s  128/200 67.5G 0.8979 0.9571 0.003993 639 640: 94% ━━━━━━━━━━━─ 50/53 1.5it/s 33.1s<1.9s  128/200 67.5G 0.8966 0.9567 0.003993 577 640: 96% ━━━━━━━━━━━╸ 51/53 1.5it/s 33.7s<1.3s  128/200 67.5G 0.8958 0.958 0.003983 96 640: 98% ━━━━━━━━━━━╸ 52/53 2.4it/s 33.9s<0.4s  128/200 67.5G 0.8958 0.958 0.003983 96 640: 100% ━━━━━━━━━━━━ 53/53 1.6it/s 33.9s +  Class Images Instances Box(P R mAP50 mAP50-95): 100% ━━━━━━━━━━━━ 1/1 2.5it/s 0.4s + all 177 1609 0.733 0.704 0.702 0.487 + + Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size +  129/200 68.2G 0.8578 0.9061 0.004081 610 640: 0% ──────────── 0/53 0.6s  129/200 68.2G 0.8788 0.9638 0.004084 639 640: 2% ──────────── 1/53 2.2s/it 1.3s<1:52  129/200 68.2G 0.9019 0.9781 0.004119 737 640: 4% ──────────── 2/53 1.3s/it 1.9s<1:05  129/200 68.2G 0.88 0.9258 0.004116 635 640: 6% ╸─────────── 3/53 1.0it/s 2.6s<49.4s  129/200 68.2G 0.89 0.9501 0.004034 698 640: 8% ╸─────────── 4/53 1.2it/s 3.2s<41.7s  129/200 68.2G 0.8879 0.9427 0.003988 702 640: 9% ━─────────── 5/53 1.3it/s 3.9s<37.4s  129/200 68.2G 0.8972 0.9642 0.004014 638 640: 11% ━─────────── 6/53 1.4it/s 4.5s<34.5s  129/200 68.2G 0.8905 0.9589 0.004059 553 640: 13% ━╸────────── 7/53 1.4it/s 5.2s<32.5s  129/200 68.2G 0.8977 0.9621 0.003996 605 640: 15% ━╸────────── 8/53 1.5it/s 5.8s<30.9s  129/200 68.2G 0.9033 0.9741 0.004034 667 640: 17% ━━────────── 9/53 1.5it/s 6.5s<29.7s  129/200 68.2G 0.9037 0.975 0.004027 690 640: 19% ━━────────── 10/53 1.5it/s 7.1s<28.7s  129/200 68.2G 0.8945 0.9584 0.004007 578 640: 21% ━━────────── 11/53 1.5it/s 7.8s<27.7s  129/200 68.2G 0.9003 0.975 0.004006 795 640: 23% ━━╸───────── 12/53 1.5it/s 8.4s<26.9s  129/200 68.2G 0.8976 0.9707 0.00401 611 640: 25% ━━╸───────── 13/53 1.5it/s 9.1s<26.1s  129/200 68.2G 0.897 0.966 0.004002 660 640: 26% ━━━───────── 14/53 1.5it/s 9.7s<25.4s  129/200 68.2G 0.8984 0.9711 0.004025 701 640: 28% ━━━───────── 15/53 1.5it/s 10.4s<24.8s  129/200 68.2G 0.8996 0.974 0.004049 654 640: 30% ━━━╸──────── 16/53 1.5it/s 11.0s<24.1s  129/200 68.2G 0.8928 0.9686 0.004059 472 640: 32% ━━━╸──────── 17/53 1.5it/s 11.7s<23.4s  129/200 68.2G 0.8961 0.9716 0.00405 679 640: 34% ━━━━──────── 18/53 1.5it/s 12.3s<22.7s  129/200 68.2G 0.8942 0.9716 0.004049 579 640: 36% ━━━━──────── 19/53 1.5it/s 13.0s<22.1s  129/200 68.2G 0.8942 0.9726 0.004056 656 640: 38% ━━━━╸─────── 20/53 1.5it/s 13.6s<21.4s  129/200 68.2G 0.8969 0.9746 0.004046 708 640: 40% ━━━━╸─────── 21/53 1.5it/s 14.3s<20.7s  129/200 68.2G 0.898 0.9738 0.004031 806 640: 42% ━━━━╸─────── 22/53 1.5it/s 14.9s<20.1s  129/200 68.2G 0.9013 0.9774 0.004028 664 640: 43% ━━━━━─────── 23/53 1.5it/s 15.5s<19.4s  129/200 68.2G 0.8994 0.973 0.004019 575 640: 45% ━━━━━─────── 24/53 1.5it/s 16.2s<18.7s  129/200 68.2G 0.8986 0.9734 0.004018 633 640: 47% ━━━━━╸────── 25/53 1.5it/s 16.8s<18.1s  129/200 68.2G 0.8972 0.9715 0.004026 571 640: 49% ━━━━━╸────── 26/53 1.5it/s 17.5s<17.5s  129/200 68.2G 0.899 0.9727 0.004013 676 640: 51% ━━━━━━────── 27/53 1.5it/s 18.1s<16.9s  129/200 68.2G 0.9 0.9735 0.003996 754 640: 53% ━━━━━━────── 28/53 1.5it/s 18.8s<16.3s  129/200 68.2G 0.8989 0.9712 0.003998 650 640: 55% ━━━━━━╸───── 29/53 1.5it/s 19.4s<15.6s  129/200 68.2G 0.8979 0.9691 0.003996 665 640: 57% ━━━━━━╸───── 30/53 1.5it/s 20.1s<14.9s  129/200 68.2G 0.8962 0.9705 0.004014 622 640: 58% ━━━━━━━───── 31/53 1.5it/s 20.7s<14.2s  129/200 68.2G 0.8961 0.9704 0.004016 680 640: 60% ━━━━━━━───── 32/53 1.5it/s 21.4s<13.6s  129/200 68.2G 0.8963 0.9699 0.004001 755 640: 62% ━━━━━━━───── 33/53 1.5it/s 22.0s<13.0s  129/200 68.2G 0.8961 0.9668 0.003992 638 640: 64% ━━━━━━━╸──── 34/53 1.5it/s 22.7s<12.3s  129/200 68.2G 0.8953 0.9666 0.003986 590 640: 66% ━━━━━━━╸──── 35/53 1.5it/s 23.3s<11.7s  129/200 68.2G 0.8962 0.9684 0.003975 640 640: 68% ━━━━━━━━──── 36/53 1.5it/s 24.0s<11.0s  129/200 68.2G 0.8958 0.9665 0.003972 724 640: 70% ━━━━━━━━──── 37/53 1.5it/s 24.6s<10.4s  129/200 68.2G 0.898 0.97 0.003964 754 640: 72% ━━━━━━━━╸─── 38/53 1.5it/s 25.3s<9.8s  129/200 68.2G 0.8968 0.969 0.003964 676 640: 74% ━━━━━━━━╸─── 39/53 1.5it/s 25.9s<9.1s  129/200 68.2G 0.8971 0.9689 0.003966 687 640: 75% ━━━━━━━━━─── 40/53 1.5it/s 26.6s<8.4s  129/200 68.2G 0.8977 0.969 0.003962 653 640: 77% ━━━━━━━━━─── 41/53 1.5it/s 27.2s<7.8s  129/200 68.2G 0.8968 0.9675 0.003955 597 640: 79% ━━━━━━━━━╸── 42/53 1.5it/s 27.9s<7.1s  129/200 68.2G 0.8968 0.966 0.003949 690 640: 81% ━━━━━━━━━╸── 43/53 1.5it/s 28.5s<6.5s  129/200 68.2G 0.8957 0.9644 0.003938 643 640: 83% ━━━━━━━━━╸── 44/53 1.5it/s 29.2s<5.8s  129/200 68.2G 0.8959 0.9647 0.003944 655 640: 85% ━━━━━━━━━━── 45/53 1.5it/s 29.8s<5.2s  129/200 68.2G 0.8956 0.9638 0.003946 694 640: 87% ━━━━━━━━━━── 46/53 1.5it/s 30.5s<4.5s  129/200 68.2G 0.8947 0.9636 0.00394 664 640: 89% ━━━━━━━━━━╸─ 47/53 1.5it/s 31.1s<3.9s  129/200 68.2G 0.8947 0.9639 0.003942 626 640: 91% ━━━━━━━━━━╸─ 48/53 1.5it/s 31.8s<3.2s  129/200 68.2G 0.8937 0.9618 0.003949 659 640: 92% ━━━━━━━━━━━─ 49/53 1.5it/s 32.4s<2.6s  129/200 68.2G 0.8921 0.9573 0.003942 624 640: 94% ━━━━━━━━━━━─ 50/53 1.5it/s 33.1s<1.9s  129/200 68.2G 0.8917 0.9574 0.003939 607 640: 96% ━━━━━━━━━━━╸ 51/53 1.5it/s 33.7s<1.3s  129/200 68.2G 0.8916 0.9569 0.003934 74 640: 98% ━━━━━━━━━━━╸ 52/53 2.4it/s 33.9s<0.4s  129/200 68.2G 0.8916 0.9569 0.003934 74 640: 100% ━━━━━━━━━━━━ 53/53 1.6it/s 33.9s +  Class Images Instances Box(P R mAP50 mAP50-95): 100% ━━━━━━━━━━━━ 1/1 2.5it/s 0.4s + all 177 1609 0.759 0.696 0.708 0.492 + + Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size +  130/200 67.1G 0.952 1.096 0.004106 639 640: 0% ──────────── 0/53 0.7s  130/200 67.1G 0.9634 1.029 0.003942 782 640: 2% ──────────── 1/53 2.2s/it 1.3s<1:54  130/200 67.1G 0.9257 0.9496 0.003811 615 640: 4% ──────────── 2/53 1.3s/it 2.0s<1:05  130/200 67.1G 0.9326 0.9492 0.003859 621 640: 6% ╸─────────── 3/53 1.0it/s 2.6s<49.4s  130/200 67.1G 0.9199 0.949 0.003855 595 640: 8% ╸─────────── 4/53 1.2it/s 3.3s<41.8s  130/200 67.1G 0.9052 0.9243 0.003885 650 640: 9% ━─────────── 5/53 1.3it/s 3.9s<37.4s  130/200 67.1G 0.9123 0.9363 0.003902 670 640: 11% ━─────────── 6/53 1.4it/s 4.6s<34.7s  130/200 67.1G 0.9128 0.9441 0.003896 618 640: 13% ━╸────────── 7/53 1.4it/s 5.2s<32.5s  130/200 67.1G 0.902 0.9306 0.00381 645 640: 15% ━╸────────── 8/53 1.5it/s 5.9s<31.0s  130/200 67.1G 0.9041 0.9346 0.003827 651 640: 17% ━━────────── 9/53 1.5it/s 6.5s<29.8s  130/200 67.1G 0.907 0.9398 0.003813 642 640: 19% ━━────────── 10/53 1.5it/s 7.2s<28.8s  130/200 67.1G 0.9112 0.9472 0.003821 692 640: 21% ━━────────── 11/53 1.5it/s 7.8s<28.2s  130/200 67.1G 0.9052 0.939 0.003801 638 640: 23% ━━╸───────── 12/53 1.5it/s 8.5s<27.4s  130/200 67.1G 0.903 0.9334 0.00378 673 640: 25% ━━╸───────── 13/53 1.5it/s 9.1s<26.5s  130/200 67.1G 0.9063 0.9414 0.003775 683 640: 26% ━━━───────── 14/53 1.5it/s 9.8s<25.7s  130/200 67.1G 0.9078 0.9411 0.003762 682 640: 28% ━━━───────── 15/53 1.5it/s 10.4s<25.0s  130/200 67.1G 0.9078 0.94 0.003783 639 640: 30% ━━━╸──────── 16/53 1.5it/s 11.1s<24.3s  130/200 67.1G 0.906 0.9421 0.003769 675 640: 32% ━━━╸──────── 17/53 1.5it/s 11.7s<23.5s  130/200 67.1G 0.904 0.9411 0.003762 608 640: 34% ━━━━──────── 18/53 1.5it/s 12.4s<22.8s  130/200 67.1G 0.903 0.9477 0.003782 615 640: 36% ━━━━──────── 19/53 1.5it/s 13.0s<22.1s  130/200 67.1G 0.9026 0.9463 0.00377 708 640: 38% ━━━━╸─────── 20/53 1.5it/s 13.7s<21.6s  130/200 67.1G 0.9064 0.954 0.003785 708 640: 40% ━━━━╸─────── 21/53 1.5it/s 14.4s<20.9s  130/200 67.1G 0.9086 0.9599 0.0038 724 640: 42% ━━━━╸─────── 22/53 1.5it/s 15.0s<20.2s  130/200 67.1G 0.9084 0.9626 0.003796 744 640: 43% ━━━━━─────── 23/53 1.5it/s 15.7s<19.5s  130/200 67.1G 0.908 0.9636 0.00381 641 640: 45% ━━━━━─────── 24/53 1.5it/s 16.3s<18.9s  130/200 67.1G 0.9105 0.9719 0.003815 665 640: 47% ━━━━━╸────── 25/53 1.5it/s 17.0s<18.3s  130/200 67.1G 0.9088 0.9707 0.003812 687 640: 49% ━━━━━╸────── 26/53 1.5it/s 17.6s<17.5s  130/200 67.1G 0.9081 0.9659 0.003824 706 640: 51% ━━━━━━────── 27/53 1.5it/s 18.2s<16.9s  130/200 67.1G 0.9088 0.968 0.003826 691 640: 53% ━━━━━━────── 28/53 1.5it/s 18.9s<16.2s  130/200 67.1G 0.9045 0.9651 0.003829 542 640: 55% ━━━━━━╸───── 29/53 1.5it/s 19.5s<15.6s  130/200 67.1G 0.9043 0.9635 0.003845 622 640: 57% ━━━━━━╸───── 30/53 1.5it/s 20.2s<15.0s  130/200 67.1G 0.903 0.9634 0.003841 688 640: 58% ━━━━━━━───── 31/53 1.5it/s 20.8s<14.3s  130/200 67.1G 0.9023 0.9628 0.003845 687 640: 60% ━━━━━━━───── 32/53 1.5it/s 21.5s<13.6s  130/200 67.1G 0.9003 0.9641 0.003854 614 640: 62% ━━━━━━━───── 33/53 1.5it/s 22.1s<13.0s  130/200 67.1G 0.9003 0.9654 0.003853 610 640: 64% ━━━━━━━╸──── 34/53 1.5it/s 22.8s<12.3s  130/200 67.1G 0.8995 0.9642 0.003851 653 640: 66% ━━━━━━━╸──── 35/53 1.5it/s 23.4s<11.7s  130/200 67.1G 0.9005 0.9642 0.003856 637 640: 68% ━━━━━━━━──── 36/53 1.5it/s 24.1s<11.0s  130/200 67.1G 0.8988 0.9592 0.003855 667 640: 70% ━━━━━━━━──── 37/53 1.5it/s 24.7s<10.4s  130/200 67.1G 0.9004 0.9625 0.003878 625 640: 72% ━━━━━━━━╸─── 38/53 1.5it/s 25.4s<9.8s  130/200 67.1G 0.8998 0.9612 0.003869 759 640: 74% ━━━━━━━━╸─── 39/53 1.5it/s 26.0s<9.1s  130/200 67.1G 0.8977 0.9591 0.003867 612 640: 75% ━━━━━━━━━─── 40/53 1.5it/s 26.7s<8.4s  130/200 67.1G 0.8967 0.9574 0.003866 612 640: 77% ━━━━━━━━━─── 41/53 1.5it/s 27.3s<7.8s  130/200 67.1G 0.8967 0.9585 0.003873 658 640: 79% ━━━━━━━━━╸── 42/53 1.5it/s 28.0s<7.2s  130/200 67.1G 0.896 0.9591 0.003862 666 640: 81% ━━━━━━━━━╸── 43/53 1.5it/s 28.6s<6.5s  130/200 67.1G 0.8951 0.959 0.003866 588 640: 83% ━━━━━━━━━╸── 44/53 1.5it/s 29.3s<5.8s  130/200 67.1G 0.8942 0.9592 0.003861 641 640: 85% ━━━━━━━━━━── 45/53 1.5it/s 29.9s<5.2s  130/200 67.1G 0.893 0.9568 0.003856 698 640: 87% ━━━━━━━━━━── 46/53 1.5it/s 30.6s<4.5s  130/200 67.1G 0.8953 0.9614 0.003848 702 640: 89% ━━━━━━━━━━╸─ 47/53 1.5it/s 31.2s<3.9s  130/200 67.1G 0.8935 0.96 0.003847 597 640: 91% ━━━━━━━━━━╸─ 48/53 1.5it/s 31.9s<3.2s  130/200 67.1G 0.893 0.9599 0.003852 667 640: 92% ━━━━━━━━━━━─ 49/53 1.5it/s 32.5s<2.6s  130/200 67.1G 0.8939 0.9601 0.003855 629 640: 94% ━━━━━━━━━━━─ 50/53 1.5it/s 33.2s<2.0s  130/200 67.1G 0.8951 0.9633 0.003856 712 640: 96% ━━━━━━━━━━━╸ 51/53 1.5it/s 33.8s<1.3s  130/200 67.1G 0.9012 0.9728 0.003868 116 640: 98% ━━━━━━━━━━━╸ 52/53 2.4it/s 34.1s<0.4s  130/200 67.1G 0.9012 0.9728 0.003868 116 640: 100% ━━━━━━━━━━━━ 53/53 1.6it/s 34.1s +  Class Images Instances Box(P R mAP50 mAP50-95): 100% ━━━━━━━━━━━━ 1/1 2.5it/s 0.4s + all 177 1609 0.759 0.694 0.702 0.491 + + Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size +  131/200 68.2G 0.8892 0.9071 0.00387 610 640: 0% ──────────── 0/53 0.6s  131/200 68.2G 0.9057 0.9428 0.003703 741 640: 2% ──────────── 1/53 2.2s/it 1.3s<1:53  131/200 68.2G 0.9031 0.9445 0.003628 681 640: 4% ──────────── 2/53 1.3s/it 1.9s<1:05  131/200 68.2G 0.904 0.9624 0.003697 630 640: 6% ╸─────────── 3/53 1.0it/s 2.6s<49.6s  131/200 68.2G 0.8934 0.9419 0.003754 631 640: 8% ╸─────────── 4/53 1.2it/s 3.2s<41.8s  131/200 68.2G 0.9064 0.9659 0.003891 600 640: 9% ━─────────── 5/53 1.3it/s 3.9s<37.5s  131/200 68.2G 0.9016 0.9555 0.003925 657 640: 11% ━─────────── 6/53 1.4it/s 4.5s<34.5s  131/200 68.2G 0.902 0.9505 0.003871 747 640: 13% ━╸────────── 7/53 1.4it/s 5.2s<32.6s  131/200 68.2G 0.8956 0.9519 0.003864 552 640: 15% ━╸────────── 8/53 1.5it/s 5.8s<30.9s  131/200 68.2G 0.8916 0.9467 0.003876 679 640: 17% ━━────────── 9/53 1.5it/s 6.5s<29.7s  131/200 68.2G 0.8954 0.951 0.003889 600 640: 19% ━━────────── 10/53 1.5it/s 7.1s<28.7s  131/200 68.2G 0.8897 0.9413 0.003896 576 640: 21% ━━────────── 11/53 1.5it/s 7.8s<27.7s  131/200 68.2G 0.8922 0.9509 0.003914 681 640: 23% ━━╸───────── 12/53 1.5it/s 8.4s<26.9s  131/200 68.2G 0.8967 0.9611 0.003944 620 640: 25% ━━╸───────── 13/53 1.5it/s 9.1s<26.1s  131/200 68.2G 0.8919 0.9508 0.003926 573 640: 26% ━━━───────── 14/53 1.5it/s 9.7s<25.4s  131/200 68.2G 0.8911 0.9532 0.003916 708 640: 28% ━━━───────── 15/53 1.5it/s 10.4s<24.7s  131/200 68.2G 0.8923 0.9503 0.003925 600 640: 30% ━━━╸──────── 16/53 1.5it/s 11.0s<24.0s  131/200 68.2G 0.8931 0.9549 0.003905 668 640: 32% ━━━╸──────── 17/53 1.5it/s 11.7s<23.4s  131/200 68.2G 0.8905 0.9465 0.003924 582 640: 34% ━━━━──────── 18/53 1.5it/s 12.3s<22.7s  131/200 68.2G 0.8873 0.9413 0.003923 545 640: 36% ━━━━──────── 19/53 1.5it/s 12.9s<21.9s  131/200 68.2G 0.8907 0.9434 0.003934 622 640: 38% ━━━━╸─────── 20/53 1.5it/s 13.6s<21.3s  131/200 68.2G 0.8926 0.9467 0.003927 734 640: 40% ━━━━╸─────── 21/53 1.5it/s 14.2s<20.7s  131/200 68.2G 0.8912 0.947 0.003925 668 640: 42% ━━━━╸─────── 22/53 1.5it/s 14.9s<20.1s  131/200 68.2G 0.8937 0.9592 0.003935 706 640: 43% ━━━━━─────── 23/53 1.5it/s 15.5s<19.4s  131/200 68.2G 0.8925 0.9569 0.003937 662 640: 45% ━━━━━─────── 24/53 1.5it/s 16.2s<18.8s  131/200 68.2G 0.8955 0.9626 0.003968 621 640: 47% ━━━━━╸────── 25/53 1.5it/s 16.8s<18.2s  131/200 68.2G 0.8976 0.9648 0.003951 771 640: 49% ━━━━━╸────── 26/53 1.5it/s 17.5s<17.5s  131/200 68.2G 0.8963 0.9602 0.003942 628 640: 51% ━━━━━━────── 27/53 1.5it/s 18.1s<16.8s  131/200 68.2G 0.8958 0.9608 0.003938 727 640: 53% ━━━━━━────── 28/53 1.5it/s 18.8s<16.2s  131/200 68.2G 0.8952 0.9615 0.003934 672 640: 55% ━━━━━━╸───── 29/53 1.5it/s 19.4s<15.5s  131/200 68.2G 0.8954 0.9662 0.003939 637 640: 57% ━━━━━━╸───── 30/53 1.5it/s 20.1s<14.9s  131/200 68.2G 0.8966 0.9672 0.003935 692 640: 58% ━━━━━━━───── 31/53 1.5it/s 20.7s<14.3s  131/200 68.2G 0.8948 0.9629 0.003936 604 640: 60% ━━━━━━━───── 32/53 1.5it/s 21.4s<13.6s  131/200 68.2G 0.8964 0.9671 0.003943 718 640: 62% ━━━━━━━───── 33/53 1.5it/s 22.0s<13.0s  131/200 68.2G 0.8956 0.9657 0.003938 593 640: 64% ━━━━━━━╸──── 34/53 1.5it/s 22.7s<12.3s  131/200 68.2G 0.895 0.9652 0.003935 670 640: 66% ━━━━━━━╸──── 35/53 1.5it/s 23.3s<11.7s  131/200 68.2G 0.8958 0.9686 0.003935 619 640: 68% ━━━━━━━━──── 36/53 1.5it/s 24.0s<11.0s  131/200 68.2G 0.8952 0.969 0.003925 758 640: 70% ━━━━━━━━──── 37/53 1.5it/s 24.6s<10.3s  131/200 68.2G 0.8958 0.9722 0.00392 635 640: 72% ━━━━━━━━╸─── 38/53 1.5it/s 25.3s<9.7s  131/200 68.2G 0.8965 0.9719 0.003918 693 640: 74% ━━━━━━━━╸─── 39/53 1.5it/s 25.9s<9.1s  131/200 68.2G 0.8975 0.9722 0.003908 724 640: 75% ━━━━━━━━━─── 40/53 1.5it/s 26.6s<8.4s  131/200 68.2G 0.8988 0.9763 0.003915 642 640: 77% ━━━━━━━━━─── 41/53 1.5it/s 27.2s<7.8s  131/200 68.2G 0.8967 0.9738 0.003915 573 640: 79% ━━━━━━━━━╸── 42/53 1.5it/s 27.9s<7.1s  131/200 68.2G 0.8963 0.9739 0.00392 576 640: 81% ━━━━━━━━━╸── 43/53 1.5it/s 28.5s<6.5s  131/200 68.2G 0.8967 0.9741 0.003917 688 640: 83% ━━━━━━━━━╸── 44/53 1.5it/s 29.1s<5.8s  131/200 68.2G 0.8944 0.9696 0.003914 561 640: 85% ━━━━━━━━━━── 45/53 1.5it/s 29.8s<5.2s  131/200 68.2G 0.895 0.97 0.003917 657 640: 87% ━━━━━━━━━━── 46/53 1.5it/s 30.4s<4.5s  131/200 68.2G 0.8939 0.9686 0.003913 616 640: 89% ━━━━━━━━━━╸─ 47/53 1.5it/s 31.1s<3.9s  131/200 68.2G 0.8922 0.9656 0.003906 641 640: 91% ━━━━━━━━━━╸─ 48/53 1.5it/s 31.7s<3.2s  131/200 68.2G 0.8923 0.9648 0.0039 703 640: 92% ━━━━━━━━━━━─ 49/53 1.5it/s 32.4s<2.6s  131/200 68.2G 0.8914 0.9631 0.003902 638 640: 94% ━━━━━━━━━━━─ 50/53 1.5it/s 33.0s<1.9s  131/200 68.2G 0.8908 0.9629 0.003898 671 640: 96% ━━━━━━━━━━━╸ 51/53 1.5it/s 33.7s<1.3s  131/200 68.2G 0.8905 0.9573 0.003909 72 640: 98% ━━━━━━━━━━━╸ 52/53 2.5it/s 33.9s<0.4s  131/200 68.2G 0.8905 0.9573 0.003909 72 640: 100% ━━━━━━━━━━━━ 53/53 1.6it/s 33.9s +  Class Images Instances Box(P R mAP50 mAP50-95): 100% ━━━━━━━━━━━━ 1/1 2.5it/s 0.4s + all 177 1609 0.773 0.673 0.701 0.492 + + Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size +  132/200 67.5G 0.8937 1.054 0.003927 598 640: 0% ──────────── 0/53 0.6s  132/200 67.5G 0.8729 0.9769 0.004107 596 640: 2% ──────────── 1/53 2.1s/it 1.3s<1:52  132/200 67.5G 0.8685 0.95 0.004066 633 640: 4% ──────────── 2/53 1.3s/it 1.9s<1:05  132/200 67.5G 0.8684 0.9629 0.00397 641 640: 6% ╸─────────── 3/53 1.0it/s 2.6s<49.2s  132/200 67.5G 0.88 0.9943 0.003955 733 640: 8% ╸─────────── 4/53 1.2it/s 3.2s<41.7s  132/200 67.5G 0.8824 0.9881 0.003852 728 640: 9% ━─────────── 5/53 1.3it/s 3.9s<37.4s  132/200 67.5G 0.8834 0.9721 0.003897 618 640: 11% ━─────────── 6/53 1.4it/s 4.5s<34.6s  132/200 67.5G 0.8816 0.9675 0.003917 658 640: 13% ━╸────────── 7/53 1.4it/s 5.2s<32.5s  132/200 67.5G 0.8803 0.9678 0.003866 669 640: 15% ━╸────────── 8/53 1.5it/s 5.8s<30.9s  132/200 67.5G 0.8775 0.9647 0.003866 677 640: 17% ━━────────── 9/53 1.5it/s 6.5s<29.6s  132/200 67.5G 0.8719 0.9562 0.003892 576 640: 19% ━━────────── 10/53 1.5it/s 7.1s<28.6s  132/200 67.5G 0.8781 0.9554 0.003853 734 640: 21% ━━────────── 11/53 1.5it/s 7.8s<27.8s  132/200 67.5G 0.8779 0.9559 0.003862 632 640: 23% ━━╸───────── 12/53 1.5it/s 8.4s<26.9s  132/200 67.5G 0.8781 0.9546 0.003861 642 640: 25% ━━╸───────── 13/53 1.5it/s 9.1s<26.1s  132/200 67.5G 0.8778 0.955 0.00386 619 640: 26% ━━━───────── 14/53 1.5it/s 9.7s<25.4s  132/200 67.5G 0.8793 0.9604 0.00389 619 640: 28% ━━━───────── 15/53 1.5it/s 10.4s<24.8s  132/200 67.5G 0.8864 0.9688 0.003872 777 640: 30% ━━━╸──────── 16/53 1.5it/s 11.0s<24.4s  132/200 67.5G 0.882 0.9642 0.00386 641 640: 32% ━━━╸──────── 17/53 1.5it/s 11.7s<23.8s  132/200 67.5G 0.8818 0.9623 0.003876 641 640: 34% ━━━━──────── 18/53 1.5it/s 12.4s<23.3s  132/200 67.5G 0.8787 0.9561 0.003851 706 640: 36% ━━━━──────── 19/53 1.5it/s 13.0s<22.4s  132/200 67.5G 0.8779 0.9568 0.003863 678 640: 38% ━━━━╸─────── 20/53 1.5it/s 13.7s<21.6s  132/200 67.5G 0.8778 0.953 0.003852 695 640: 40% ━━━━╸─────── 21/53 1.5it/s 14.3s<20.9s  132/200 67.5G 0.8751 0.95 0.003852 553 640: 42% ━━━━╸─────── 22/53 1.5it/s 15.0s<20.2s  132/200 67.5G 0.8773 0.9539 0.003871 628 640: 43% ━━━━━─────── 23/53 1.5it/s 15.6s<19.5s  132/200 67.5G 0.8755 0.9498 0.003848 610 640: 45% ━━━━━─────── 24/53 1.5it/s 16.3s<18.8s  132/200 67.5G 0.8757 0.9488 0.003854 703 640: 47% ━━━━━╸────── 25/53 1.5it/s 16.9s<18.2s  132/200 67.5G 0.8755 0.9479 0.003836 690 640: 49% ━━━━━╸────── 26/53 1.5it/s 17.6s<17.5s  132/200 67.5G 0.8748 0.9476 0.003835 676 640: 51% ━━━━━━────── 27/53 1.5it/s 18.2s<16.9s  132/200 67.5G 0.8739 0.9459 0.00384 610 640: 53% ━━━━━━────── 28/53 1.5it/s 18.9s<16.2s  132/200 67.5G 0.8728 0.9448 0.003849 518 640: 55% ━━━━━━╸───── 29/53 1.5it/s 19.5s<15.6s  132/200 67.5G 0.8751 0.9449 0.003855 738 640: 57% ━━━━━━╸───── 30/53 1.5it/s 20.2s<14.9s  132/200 67.5G 0.8771 0.9495 0.003861 660 640: 58% ━━━━━━━───── 31/53 1.5it/s 20.8s<14.3s  132/200 67.5G 0.8779 0.9501 0.003868 680 640: 60% ━━━━━━━───── 32/53 1.5it/s 21.5s<13.7s  132/200 67.5G 0.8775 0.9497 0.003866 580 640: 62% ━━━━━━━───── 33/53 1.5it/s 22.1s<13.0s  132/200 67.5G 0.8779 0.9494 0.003868 592 640: 64% ━━━━━━━╸──── 34/53 1.5it/s 22.8s<12.3s  132/200 67.5G 0.8774 0.9462 0.003865 627 640: 66% ━━━━━━━╸──── 35/53 1.5it/s 23.4s<11.7s  132/200 67.5G 0.8763 0.9446 0.003867 618 640: 68% ━━━━━━━━──── 36/53 1.5it/s 24.0s<11.0s  132/200 67.5G 0.8768 0.944 0.003861 687 640: 70% ━━━━━━━━──── 37/53 1.5it/s 24.7s<10.4s  132/200 67.5G 0.8755 0.942 0.003875 612 640: 72% ━━━━━━━━╸─── 38/53 1.5it/s 25.3s<9.7s  132/200 67.5G 0.8761 0.9434 0.003879 648 640: 74% ━━━━━━━━╸─── 39/53 1.5it/s 26.0s<9.1s  132/200 67.5G 0.8773 0.9457 0.003871 737 640: 75% ━━━━━━━━━─── 40/53 1.5it/s 26.6s<8.4s  132/200 67.5G 0.8778 0.9468 0.003871 596 640: 77% ━━━━━━━━━─── 41/53 1.5it/s 27.3s<7.8s  132/200 67.5G 0.8781 0.9462 0.00386 687 640: 79% ━━━━━━━━━╸── 42/53 1.5it/s 28.0s<7.2s  132/200 67.5G 0.8775 0.9455 0.003857 637 640: 81% ━━━━━━━━━╸── 43/53 1.5it/s 28.6s<6.5s  132/200 67.5G 0.8785 0.946 0.003854 736 640: 83% ━━━━━━━━━╸── 44/53 1.5it/s 29.2s<5.8s  132/200 67.5G 0.8783 0.9484 0.003859 598 640: 85% ━━━━━━━━━━── 45/53 1.5it/s 29.9s<5.2s  132/200 67.5G 0.8787 0.9477 0.003852 738 640: 87% ━━━━━━━━━━── 46/53 1.5it/s 30.5s<4.5s  132/200 67.5G 0.8786 0.9488 0.00385 647 640: 89% ━━━━━━━━━━╸─ 47/53 1.5it/s 31.2s<3.9s  132/200 67.5G 0.8793 0.9502 0.003846 687 640: 91% ━━━━━━━━━━╸─ 48/53 1.5it/s 31.8s<3.3s  132/200 67.5G 0.8792 0.9485 0.003841 694 640: 92% ━━━━━━━━━━━─ 49/53 1.5it/s 32.5s<2.6s  132/200 67.5G 0.8787 0.9463 0.003832 640 640: 94% ━━━━━━━━━━━─ 50/53 1.5it/s 33.1s<1.9s  132/200 67.5G 0.8788 0.9461 0.00383 610 640: 96% ━━━━━━━━━━━╸ 51/53 1.5it/s 33.8s<1.3s  132/200 67.5G 0.8808 0.9513 0.003851 83 640: 98% ━━━━━━━━━━━╸ 52/53 2.4it/s 34.0s<0.4s  132/200 67.5G 0.8808 0.9513 0.003851 83 640: 100% ━━━━━━━━━━━━ 53/53 1.6it/s 34.0s +  Class Images Instances Box(P R mAP50 mAP50-95): 100% ━━━━━━━━━━━━ 1/1 2.5it/s 0.4s + all 177 1609 0.759 0.659 0.7 0.485 + + Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size +  133/200 68.4G 0.9655 1.08 0.003694 782 640: 0% ──────────── 0/53 0.7s  133/200 68.4G 0.9061 1.002 0.003955 592 640: 2% ──────────── 1/53 2.2s/it 1.3s<1:53  133/200 68.4G 0.9104 0.9922 0.004084 672 640: 4% ──────────── 2/53 1.3s/it 2.0s<1:05  133/200 68.4G 0.8894 0.9516 0.003867 750 640: 6% ╸─────────── 3/53 1.0it/s 2.6s<49.5s  133/200 68.4G 0.8835 0.9506 0.003873 619 640: 8% ╸─────────── 4/53 1.2it/s 3.3s<42.0s  133/200 68.4G 0.8739 0.941 0.003856 610 640: 9% ━─────────── 5/53 1.3it/s 3.9s<37.5s  133/200 68.4G 0.8628 0.932 0.003827 625 640: 11% ━─────────── 6/53 1.4it/s 4.6s<34.6s  133/200 68.4G 0.867 0.9283 0.003839 683 640: 13% ━╸────────── 7/53 1.4it/s 5.2s<32.5s  133/200 68.4G 0.868 0.9367 0.003814 609 640: 15% ━╸────────── 8/53 1.5it/s 5.9s<31.0s  133/200 68.4G 0.8682 0.9349 0.003793 736 640: 17% ━━────────── 9/53 1.5it/s 6.5s<29.8s  133/200 68.4G 0.8725 0.9405 0.00379 753 640: 19% ━━────────── 10/53 1.5it/s 7.2s<28.8s  133/200 68.4G 0.8735 0.9469 0.003808 578 640: 21% ━━────────── 11/53 1.5it/s 7.8s<27.8s  133/200 68.4G 0.8729 0.9404 0.003804 645 640: 23% ━━╸───────── 12/53 1.5it/s 8.5s<27.0s  133/200 68.4G 0.8743 0.9457 0.003825 731 640: 25% ━━╸───────── 13/53 1.5it/s 9.1s<26.2s  133/200 68.4G 0.8741 0.9418 0.003812 604 640: 26% ━━━───────── 14/53 1.5it/s 9.8s<25.5s  133/200 68.4G 0.8793 0.9506 0.003796 783 640: 28% ━━━───────── 15/53 1.5it/s 10.4s<24.8s  133/200 68.4G 0.8812 0.9506 0.003815 645 640: 30% ━━━╸──────── 16/53 1.5it/s 11.1s<24.1s  133/200 68.4G 0.8798 0.9498 0.003818 625 640: 32% ━━━╸──────── 17/53 1.5it/s 11.7s<23.4s  133/200 68.4G 0.8812 0.9502 0.003848 619 640: 34% ━━━━──────── 18/53 1.5it/s 12.4s<22.7s  133/200 68.4G 0.8772 0.946 0.003861 546 640: 36% ━━━━──────── 19/53 1.5it/s 13.0s<22.0s  133/200 68.4G 0.8764 0.9396 0.003852 676 640: 38% ━━━━╸─────── 20/53 1.5it/s 13.6s<21.4s  133/200 68.4G 0.8797 0.9437 0.003856 631 640: 40% ━━━━╸─────── 21/53 1.5it/s 14.3s<20.7s  133/200 68.4G 0.8786 0.944 0.003847 686 640: 42% ━━━━╸─────── 22/53 1.5it/s 14.9s<20.1s  133/200 68.4G 0.8809 0.9473 0.003864 687 640: 43% ━━━━━─────── 23/53 1.5it/s 15.6s<19.5s  133/200 68.4G 0.8792 0.9445 0.003848 678 640: 45% ━━━━━─────── 24/53 1.5it/s 16.2s<18.8s  133/200 68.4G 0.8806 0.9496 0.003855 665 640: 47% ━━━━━╸────── 25/53 1.5it/s 16.9s<18.1s  133/200 68.4G 0.8772 0.9454 0.003842 563 640: 49% ━━━━━╸────── 26/53 1.5it/s 17.5s<17.5s  133/200 68.4G 0.8784 0.9467 0.003832 715 640: 51% ━━━━━━────── 27/53 1.5it/s 18.2s<16.8s  133/200 68.4G 0.878 0.9473 0.003843 634 640: 53% ━━━━━━────── 28/53 1.5it/s 18.8s<16.2s  133/200 68.4G 0.8758 0.9459 0.003835 560 640: 55% ━━━━━━╸───── 29/53 1.5it/s 19.5s<15.5s  133/200 68.4G 0.8763 0.9462 0.003828 601 640: 57% ━━━━━━╸───── 30/53 1.5it/s 20.1s<14.9s  133/200 68.4G 0.8781 0.9502 0.003846 668 640: 58% ━━━━━━━───── 31/53 1.5it/s 20.8s<14.3s  133/200 68.4G 0.8783 0.9503 0.003837 606 640: 60% ━━━━━━━───── 32/53 1.5it/s 21.4s<13.6s  133/200 68.4G 0.8772 0.9469 0.003816 607 640: 62% ━━━━━━━───── 33/53 1.5it/s 22.1s<13.0s  133/200 68.4G 0.8773 0.949 0.003832 654 640: 64% ━━━━━━━╸──── 34/53 1.5it/s 22.7s<12.3s  133/200 68.4G 0.876 0.9457 0.00382 621 640: 66% ━━━━━━━╸──── 35/53 1.5it/s 23.4s<11.7s  133/200 68.4G 0.8761 0.9447 0.003819 655 640: 68% ━━━━━━━━──── 36/53 1.5it/s 24.0s<11.0s  133/200 68.4G 0.8771 0.9462 0.003833 733 640: 70% ━━━━━━━━──── 37/53 1.5it/s 24.7s<10.4s  133/200 68.4G 0.876 0.9451 0.00383 609 640: 72% ━━━━━━━━╸─── 38/53 1.5it/s 25.3s<9.8s  133/200 68.4G 0.8768 0.9465 0.003841 571 640: 74% ━━━━━━━━╸─── 39/53 1.5it/s 26.0s<9.1s  133/200 68.4G 0.8789 0.9486 0.003844 769 640: 75% ━━━━━━━━━─── 40/53 1.5it/s 26.6s<8.5s  133/200 68.4G 0.8795 0.9478 0.003839 690 640: 77% ━━━━━━━━━─── 41/53 1.5it/s 27.3s<7.9s  133/200 68.4G 0.8797 0.946 0.003834 681 640: 79% ━━━━━━━━━╸── 42/53 1.5it/s 27.9s<7.2s  133/200 68.4G 0.8801 0.946 0.003832 657 640: 81% ━━━━━━━━━╸── 43/53 1.5it/s 28.6s<6.5s  133/200 68.4G 0.8803 0.9468 0.003827 664 640: 83% ━━━━━━━━━╸── 44/53 1.5it/s 29.2s<5.8s  133/200 68.4G 0.8802 0.947 0.003822 674 640: 85% ━━━━━━━━━━── 45/53 1.5it/s 29.9s<5.2s  133/200 68.4G 0.8787 0.9439 0.00383 588 640: 87% ━━━━━━━━━━── 46/53 1.5it/s 30.5s<4.5s  133/200 68.4G 0.8772 0.9401 0.003821 618 640: 89% ━━━━━━━━━━╸─ 47/53 1.5it/s 31.2s<3.9s  133/200 68.4G 0.8771 0.9398 0.003813 640 640: 91% ━━━━━━━━━━╸─ 48/53 1.5it/s 31.8s<3.2s  133/200 68.4G 0.8771 0.9401 0.00383 600 640: 92% ━━━━━━━━━━━─ 49/53 1.5it/s 32.5s<2.6s  133/200 68.4G 0.8777 0.9411 0.003831 682 640: 94% ━━━━━━━━━━━─ 50/53 1.5it/s 33.1s<1.9s  133/200 68.4G 0.8791 0.9448 0.003846 621 640: 96% ━━━━━━━━━━━╸ 51/53 1.5it/s 33.8s<1.3s  133/200 68.4G 0.8779 0.9485 0.003913 58 640: 98% ━━━━━━━━━━━╸ 52/53 2.4it/s 34.0s<0.4s  133/200 68.4G 0.8779 0.9485 0.003913 58 640: 100% ━━━━━━━━━━━━ 53/53 1.6it/s 34.0s +  Class Images Instances Box(P R mAP50 mAP50-95): 100% ━━━━━━━━━━━━ 1/1 2.5it/s 0.4s + all 177 1609 0.735 0.702 0.706 0.488 + + Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size +  134/200 67.9G 0.8611 0.8266 0.003976 607 640: 0% ──────────── 0/53 0.6s  134/200 67.9G 0.8657 0.8845 0.004063 655 640: 2% ──────────── 1/53 2.2s/it 1.3s<1:52  134/200 67.9G 0.854 0.8512 0.003958 662 640: 4% ──────────── 2/53 1.3s/it 1.9s<1:05  134/200 67.9G 0.875 0.8957 0.004009 710 640: 6% ╸─────────── 3/53 1.0it/s 2.6s<49.1s  134/200 67.9G 0.8852 0.9304 0.003934 810 640: 8% ╸─────────── 4/53 1.2it/s 3.2s<41.6s  134/200 67.9G 0.8854 0.9256 0.003963 649 640: 9% ━─────────── 5/53 1.3it/s 3.9s<37.4s  134/200 67.9G 0.8846 0.9474 0.004008 672 640: 11% ━─────────── 6/53 1.4it/s 4.5s<34.5s  134/200 67.9G 0.8789 0.9432 0.003948 654 640: 13% ━╸────────── 7/53 1.4it/s 5.2s<32.6s  134/200 67.9G 0.8806 0.9403 0.003953 663 640: 15% ━╸────────── 8/53 1.5it/s 5.8s<31.0s  134/200 67.9G 0.8788 0.9325 0.00397 644 640: 17% ━━────────── 9/53 1.5it/s 6.5s<29.7s  134/200 67.9G 0.8741 0.9336 0.003954 624 640: 19% ━━────────── 10/53 1.5it/s 7.1s<28.7s  134/200 67.9G 0.873 0.9365 0.00398 683 640: 21% ━━────────── 11/53 1.5it/s 7.8s<27.7s  134/200 67.9G 0.869 0.9295 0.003953 626 640: 23% ━━╸───────── 12/53 1.5it/s 8.4s<26.9s  134/200 67.9G 0.868 0.9283 0.003971 596 640: 25% ━━╸───────── 13/53 1.5it/s 9.1s<26.2s  134/200 67.9G 0.871 0.9381 0.003984 613 640: 26% ━━━───────── 14/53 1.5it/s 9.7s<25.4s  134/200 67.9G 0.8691 0.9418 0.003959 687 640: 28% ━━━───────── 15/53 1.5it/s 10.4s<24.8s  134/200 67.9G 0.8731 0.9462 0.003944 655 640: 30% ━━━╸──────── 16/53 1.5it/s 11.0s<24.1s  134/200 67.9G 0.8724 0.9468 0.003951 689 640: 32% ━━━╸──────── 17/53 1.5it/s 11.7s<23.5s  134/200 67.9G 0.8711 0.9432 0.003929 710 640: 34% ━━━━──────── 18/53 1.5it/s 12.3s<22.8s  134/200 67.9G 0.8727 0.9548 0.003951 622 640: 36% ━━━━──────── 19/53 1.5it/s 13.0s<22.1s  134/200 67.9G 0.8725 0.9547 0.003941 659 640: 38% ━━━━╸─────── 20/53 1.5it/s 13.6s<21.5s  134/200 67.9G 0.8714 0.9522 0.003914 604 640: 40% ━━━━╸─────── 21/53 1.5it/s 14.3s<20.8s  134/200 67.9G 0.8732 0.9537 0.003929 686 640: 42% ━━━━╸─────── 22/53 1.5it/s 14.9s<20.2s  134/200 67.9G 0.8746 0.9542 0.00392 582 640: 43% ━━━━━─────── 23/53 1.5it/s 15.6s<19.5s  134/200 67.9G 0.8788 0.9592 0.003916 712 640: 45% ━━━━━─────── 24/53 1.5it/s 16.2s<18.9s  134/200 67.9G 0.879 0.9606 0.003915 601 640: 47% ━━━━━╸────── 25/53 1.5it/s 16.9s<18.2s  134/200 67.9G 0.8781 0.9551 0.00389 672 640: 49% ━━━━━╸────── 26/53 1.5it/s 17.5s<17.5s  134/200 67.9G 0.8793 0.9564 0.003899 662 640: 51% ━━━━━━────── 27/53 1.5it/s 18.2s<16.9s  134/200 67.9G 0.8784 0.9559 0.003895 566 640: 53% ━━━━━━────── 28/53 1.5it/s 18.8s<16.2s  134/200 67.9G 0.8789 0.9581 0.003894 666 640: 55% ━━━━━━╸───── 29/53 1.5it/s 19.5s<15.6s  134/200 67.9G 0.8777 0.9559 0.003878 703 640: 57% ━━━━━━╸───── 30/53 1.5it/s 20.1s<14.9s  134/200 67.9G 0.8786 0.9548 0.003859 622 640: 58% ━━━━━━━───── 31/53 1.5it/s 20.8s<14.3s  134/200 67.9G 0.8783 0.9533 0.003843 768 640: 60% ━━━━━━━───── 32/53 1.5it/s 21.4s<13.6s  134/200 67.9G 0.8779 0.9502 0.003851 616 640: 62% ━━━━━━━───── 33/53 1.5it/s 22.0s<12.9s  134/200 67.9G 0.882 0.9592 0.003851 749 640: 64% ━━━━━━━╸──── 34/53 1.5it/s 22.7s<12.3s  134/200 67.9G 0.881 0.9563 0.003842 653 640: 66% ━━━━━━━╸──── 35/53 1.5it/s 23.3s<11.7s  134/200 67.9G 0.8816 0.9564 0.003849 689 640: 68% ━━━━━━━━──── 36/53 1.5it/s 24.0s<11.0s  134/200 67.9G 0.8803 0.9536 0.003837 653 640: 70% ━━━━━━━━──── 37/53 1.5it/s 24.6s<10.4s  134/200 67.9G 0.8783 0.9513 0.00383 659 640: 72% ━━━━━━━━╸─── 38/53 1.5it/s 25.3s<9.7s  134/200 67.9G 0.8768 0.9469 0.003824 597 640: 74% ━━━━━━━━╸─── 39/53 1.5it/s 25.9s<9.1s  134/200 67.9G 0.8762 0.9447 0.003817 677 640: 75% ━━━━━━━━━─── 40/53 1.5it/s 26.6s<8.4s  134/200 67.9G 0.8769 0.9448 0.003824 634 640: 77% ━━━━━━━━━─── 41/53 1.5it/s 27.2s<7.8s  134/200 67.9G 0.877 0.9437 0.003821 691 640: 79% ━━━━━━━━━╸── 42/53 1.5it/s 27.9s<7.1s  134/200 67.9G 0.8771 0.9432 0.003818 721 640: 81% ━━━━━━━━━╸── 43/53 1.5it/s 28.5s<6.5s  134/200 67.9G 0.8776 0.9438 0.003822 755 640: 83% ━━━━━━━━━╸── 44/53 1.5it/s 29.2s<5.8s  134/200 67.9G 0.8769 0.9417 0.003815 686 640: 85% ━━━━━━━━━━── 45/53 1.5it/s 29.8s<5.2s  134/200 67.9G 0.8753 0.9387 0.003806 621 640: 87% ━━━━━━━━━━── 46/53 1.5it/s 30.5s<4.5s  134/200 67.9G 0.8754 0.9383 0.003811 574 640: 89% ━━━━━━━━━━╸─ 47/53 1.5it/s 31.1s<3.9s  134/200 67.9G 0.8745 0.9361 0.003814 595 640: 91% ━━━━━━━━━━╸─ 48/53 1.5it/s 31.8s<3.2s  134/200 67.9G 0.8745 0.9353 0.003818 620 640: 92% ━━━━━━━━━━━─ 49/53 1.5it/s 32.4s<2.6s  134/200 67.9G 0.8729 0.9333 0.003822 564 640: 94% ━━━━━━━━━━━─ 50/53 1.5it/s 33.1s<1.9s  134/200 67.9G 0.8734 0.9331 0.003817 725 640: 96% ━━━━━━━━━━━╸ 51/53 1.5it/s 33.7s<1.3s  134/200 67.9G 0.8724 0.9325 0.003798 94 640: 98% ━━━━━━━━━━━╸ 52/53 2.4it/s 33.9s<0.4s  134/200 67.9G 0.8724 0.9325 0.003798 94 640: 100% ━━━━━━━━━━━━ 53/53 1.6it/s 33.9s +  Class Images Instances Box(P R mAP50 mAP50-95): 100% ━━━━━━━━━━━━ 1/1 2.5it/s 0.4s + all 177 1609 0.765 0.673 0.685 0.474 + + Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size +  135/200 67.1G 0.9238 1.004 0.004042 691 640: 0% ──────────── 0/53 0.7s  135/200 67.1G 0.9155 0.9943 0.003869 684 640: 2% ──────────── 1/53 2.2s/it 1.3s<1:52  135/200 67.1G 0.8944 0.9518 0.00371 701 640: 4% ──────────── 2/53 1.3s/it 2.0s<1:05  135/200 67.1G 0.8984 0.9604 0.003923 639 640: 6% ╸─────────── 3/53 1.0it/s 2.6s<49.7s  135/200 67.1G 0.8974 0.97 0.003956 568 640: 8% ╸─────────── 4/53 1.2it/s 3.3s<41.9s  135/200 67.1G 0.8984 0.9671 0.003893 739 640: 9% ━─────────── 5/53 1.3it/s 3.9s<37.6s  135/200 67.1G 0.8963 0.9571 0.003864 639 640: 11% ━─────────── 6/53 1.4it/s 4.6s<34.7s  135/200 67.1G 0.8844 0.9393 0.00379 659 640: 13% ━╸────────── 7/53 1.4it/s 5.2s<32.6s  135/200 67.1G 0.8843 0.9385 0.003816 596 640: 15% ━╸────────── 8/53 1.5it/s 5.9s<31.0s  135/200 67.1G 0.8876 0.9466 0.003774 703 640: 17% ━━────────── 9/53 1.5it/s 6.5s<29.9s  135/200 67.1G 0.8873 0.9403 0.003734 774 640: 19% ━━────────── 10/53 1.5it/s 7.2s<28.8s  135/200 67.1G 0.8835 0.9447 0.00374 652 640: 21% ━━────────── 11/53 1.5it/s 7.8s<27.8s  135/200 67.1G 0.8806 0.9403 0.003709 647 640: 23% ━━╸───────── 12/53 1.5it/s 8.5s<27.0s  135/200 67.1G 0.8793 0.9368 0.0037 717 640: 25% ━━╸───────── 13/53 1.5it/s 9.1s<26.2s  135/200 67.1G 0.88 0.9384 0.003695 726 640: 26% ━━━───────── 14/53 1.5it/s 9.8s<25.6s  135/200 67.1G 0.8789 0.9398 0.003728 711 640: 28% ━━━───────── 15/53 1.5it/s 10.4s<24.8s  135/200 67.1G 0.8754 0.9325 0.003724 661 640: 30% ��━━╸──────── 16/53 1.5it/s 11.1s<24.1s  135/200 67.1G 0.8738 0.9329 0.003717 571 640: 32% ━━━╸──────── 17/53 1.5it/s 11.7s<23.4s  135/200 67.1G 0.8751 0.9339 0.003725 642 640: 34% ━━━━──────── 18/53 1.5it/s 12.4s<22.8s  135/200 67.1G 0.8754 0.9369 0.00373 732 640: 36% ━━━━──────── 19/53 1.5it/s 13.0s<22.0s  135/200 67.1G 0.8706 0.9302 0.00371 616 640: 38% ━━━━╸─────── 20/53 1.5it/s 13.6s<21.4s  135/200 67.1G 0.8658 0.926 0.003718 516 640: 40% ━━━━╸─────── 21/53 1.5it/s 14.3s<20.8s  135/200 67.1G 0.8657 0.9264 0.003731 607 640: 42% ━━━━╸─────── 22/53 1.5it/s 14.9s<20.1s  135/200 67.1G 0.8685 0.9307 0.003724 835 640: 43% ━━━━━─────── 23/53 1.5it/s 15.6s<19.5s  135/200 67.1G 0.8666 0.9278 0.003724 611 640: 45% ━━━━━─────── 24/53 1.5it/s 16.2s<18.8s  135/200 67.1G 0.8694 0.9348 0.003728 775 640: 47% ━━━━━╸────── 25/53 1.5it/s 16.9s<18.2s  135/200 67.1G 0.8715 0.9374 0.00373 670 640: 49% ━━━━━╸────── 26/53 1.5it/s 17.6s<17.6s  135/200 67.1G 0.8683 0.9324 0.00372 535 640: 51% ━━━━━━────── 27/53 1.5it/s 18.2s<16.9s  135/200 67.1G 0.8683 0.9315 0.003728 543 640: 53% ━━━━━━────── 28/53 1.5it/s 18.8s<16.2s  135/200 67.1G 0.8685 0.9308 0.003719 773 640: 55% ━━━━━━╸───── 29/53 1.5it/s 19.5s<15.6s  135/200 67.1G 0.8661 0.9262 0.003708 620 640: 57% ━━━━━━╸───── 30/53 1.5it/s 20.1s<15.0s  135/200 67.1G 0.8638 0.922 0.003691 614 640: 58% ━━━━━━━───── 31/53 1.5it/s 20.8s<14.3s  135/200 67.1G 0.8651 0.9249 0.003707 730 640: 60% ━━━━━━━───── 32/53 1.5it/s 21.4s<13.7s  135/200 67.1G 0.8666 0.927 0.003708 750 640: 62% ━━━━━━━───── 33/53 1.5it/s 22.1s<13.0s  135/200 67.1G 0.8696 0.9315 0.003724 674 640: 64% ━━━━━━━╸──── 34/53 1.5it/s 22.7s<12.4s  135/200 67.1G 0.8694 0.9305 0.003736 649 640: 66% ━━━━━━━╸──── 35/53 1.5it/s 23.4s<11.7s  135/200 67.1G 0.8683 0.9293 0.003734 667 640: 68% ━━━━━━━━──── 36/53 1.5it/s 24.0s<11.1s  135/200 67.1G 0.8681 0.9298 0.003732 674 640: 70% ━━━━━━━━──── 37/53 1.5it/s 24.7s<10.4s  135/200 67.1G 0.8702 0.935 0.003742 741 640: 72% ━━━━━━━━╸─── 38/53 1.5it/s 25.3s<9.7s  135/200 67.1G 0.8688 0.9322 0.003735 649 640: 74% ━━━━━━━━╸─── 39/53 1.5it/s 26.0s<9.1s  135/200 67.1G 0.8651 0.9265 0.003728 568 640: 75% ━━━━━━━━━─── 40/53 1.5it/s 26.6s<8.4s  135/200 67.1G 0.8657 0.9281 0.003744 631 640: 77% ━━━━━━━━━─── 41/53 1.5it/s 27.3s<7.8s  135/200 67.1G 0.8645 0.9255 0.00374 675 640: 79% ━━━━━━━━━╸── 42/53 1.5it/s 27.9s<7.1s  135/200 67.1G 0.8637 0.9247 0.003739 594 640: 81% ━━━━━━━━━╸── 43/53 1.5it/s 28.6s<6.5s  135/200 67.1G 0.8637 0.923 0.003739 687 640: 83% ━━━━━━━━━╸── 44/53 1.5it/s 29.2s<5.9s  135/200 67.1G 0.8654 0.9238 0.003742 727 640: 85% ━━━━━━━━━━── 45/53 1.5it/s 29.9s<5.2s  135/200 67.1G 0.8668 0.9246 0.003744 681 640: 87% ━━━━━━━━━━── 46/53 1.5it/s 30.5s<4.6s  135/200 67.1G 0.8677 0.9252 0.003747 737 640: 89% ━━━━━━━━━━╸─ 47/53 1.5it/s 31.2s<3.9s  135/200 67.1G 0.8691 0.9278 0.00374 659 640: 91% ━━━━━━━━━━╸─ 48/53 1.5it/s 31.8s<3.2s  135/200 67.1G 0.87 0.9289 0.00374 676 640: 92% ━━━━━━━━━━━─ 49/53 1.5it/s 32.5s<2.6s  135/200 67.1G 0.8694 0.9271 0.00373 742 640: 94% ━━━━━━━━━━━─ 50/53 1.5it/s 33.1s<1.9s  135/200 67.1G 0.8707 0.9302 0.003733 726 640: 96% ━━━━━━━━━━━╸ 51/53 1.5it/s 33.8s<1.3s  135/200 67.1G 0.8706 0.9276 0.003713 102 640: 98% ━━━━━━━━━━━╸ 52/53 2.4it/s 34.0s<0.4s  135/200 67.1G 0.8706 0.9276 0.003713 102 640: 100% ━━━━━━━━━━━━ 53/53 1.6it/s 34.0s +  Class Images Instances Box(P R mAP50 mAP50-95): 100% ━━━━━━━━━━━━ 1/1 2.5it/s 0.4s + all 177 1609 0.737 0.716 0.701 0.497 + + Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size +  136/200 68.3G 0.7653 0.7924 0.003952 513 640: 0% ──────────── 0/53 0.6s  136/200 68.3G 0.8097 0.8456 0.00391 676 640: 2% ──────────── 1/53 2.2s/it 1.3s<1:53  136/200 68.3G 0.8174 0.8582 0.003919 617 640: 4% ──────────── 2/53 1.3s/it 1.9s<1:04  136/200 68.3G 0.8327 0.8772 0.003945 674 640: 6% ╸─────────── 3/53 1.0it/s 2.6s<49.3s  136/200 68.3G 0.8385 0.8852 0.003883 596 640: 8% ╸─────────── 4/53 1.2it/s 3.2s<41.8s  136/200 68.3G 0.8355 0.8895 0.003838 615 640: 9% ━─────────── 5/53 1.3it/s 3.9s<37.4s  136/200 68.3G 0.8288 0.8786 0.003815 571 640: 11% ━─────────── 6/53 1.4it/s 4.5s<34.5s  136/200 68.3G 0.8309 0.8836 0.003785 589 640: 13% ━╸────────── 7/53 1.4it/s 5.2s<32.4s  136/200 68.3G 0.832 0.8865 0.003809 633 640: 15% ━╸────────── 8/53 1.5it/s 5.8s<31.0s  136/200 68.3G 0.8454 0.9046 0.003809 727 640: 17% ━━────────── 9/53 1.5it/s 6.5s<29.7s  136/200 68.3G 0.8519 0.9163 0.003805 708 640: 19% ━━────────── 10/53 1.5it/s 7.1s<28.7s  136/200 68.3G 0.8525 0.916 0.003776 595 640: 21% ━━────────── 11/53 1.5it/s 7.8s<27.8s  136/200 68.3G 0.8539 0.9192 0.003776 656 640: 23% ━━╸───────── 12/53 1.5it/s 8.4s<27.0s  136/200 68.3G 0.8532 0.9178 0.003759 649 640: 25% ━━╸───────── 13/53 1.5it/s 9.1s<26.3s  136/200 68.3G 0.8543 0.9231 0.003768 663 640: 26% ━━━───────── 14/53 1.5it/s 9.7s<25.6s  136/200 68.3G 0.8551 0.9195 0.003753 679 640: 28% ━━━───────── 15/53 1.5it/s 10.4s<24.8s  136/200 68.3G 0.8558 0.9227 0.003768 586 640: 30% ━━━╸──────── 16/53 1.5it/s 11.1s<24.7s  136/200 68.3G 0.8588 0.928 0.003758 707 640: 32% ━━━╸──────── 17/53 1.5it/s 11.8s<24.5s  136/200 68.3G 0.8618 0.9288 0.003738 702 640: 34% ━━━━──────── 18/53 1.4it/s 12.6s<25.1s  136/200 68.3G 0.8614 0.9294 0.003745 696 640: 36% ━━━━──────── 19/53 1.4it/s 13.4s<25.0s  136/200 68.3G 0.8575 0.9226 0.003747 659 640: 38% ━━━━╸─────── 20/53 1.3it/s 14.2s<24.7s  136/200 68.3G 0.8588 0.9261 0.003773 610 640: 40% ━━━━╸─────── 21/53 1.4it/s 14.8s<23.0s  136/200 68.3G 0.8606 0.9283 0.00381 600 640: 42% ━━━━╸─────── 22/53 1.4it/s 15.5s<21.6s  136/200 68.3G 0.8589 0.9244 0.003811 564 640: 43% ━━━━━─────── 23/53 1.5it/s 16.1s<20.4s  136/200 68.3G 0.8588 0.9244 0.003797 680 640: 45% ━━━━━─────── 24/53 1.5it/s 16.8s<19.6s  136/200 68.3G 0.8602 0.9256 0.003808 702 640: 47% ━━━━━╸────── 25/53 1.5it/s 17.4s<18.6s  136/200 68.3G 0.8619 0.9308 0.003826 657 640: 49% ━━━━━╸────── 26/53 1.5it/s 18.1s<17.8s  136/200 68.3G 0.8594 0.9232 0.003817 530 640: 51% ━━━━━━────── 27/53 1.5it/s 18.7s<17.0s  136/200 68.3G 0.8572 0.9176 0.003815 536 640: 53% ━━━━━━────── 28/53 1.5it/s 19.4s<16.3s  136/200 68.3G 0.8597 0.9201 0.003812 729 640: 55% ━━━━━━╸───── 29/53 1.5it/s 20.0s<15.6s  136/200 68.3G 0.8579 0.9176 0.003809 621 640: 57% ━━━━━━╸───── 30/53 1.5it/s 20.7s<14.9s  136/200 68.3G 0.8584 0.918 0.003808 680 640: 58% ━━━━━━━───── 31/53 1.5it/s 21.3s<14.3s  136/200 68.3G 0.8581 0.9176 0.003816 613 640: 60% ━━━━━━━───── 32/53 1.5it/s 22.0s<13.6s  136/200 68.3G 0.8609 0.9175 0.003804 752 640: 62% ━━━━━━━───── 33/53 1.5it/s 22.6s<13.0s  136/200 68.3G 0.8635 0.9195 0.003804 758 640: 64% ━━━━━━━╸──── 34/53 1.5it/s 23.3s<12.4s  136/200 68.3G 0.8636 0.9189 0.0038 604 640: 66% ━━━━━━━╸──── 35/53 1.5it/s 23.9s<11.7s  136/200 68.3G 0.8635 0.9187 0.003792 748 640: 68% ━━━━━━━━──── 36/53 1.5it/s 24.6s<11.0s  136/200 68.3G 0.8638 0.9221 0.003798 625 640: 70% ━━━━━━━━──── 37/53 1.5it/s 25.2s<10.4s  136/200 68.3G 0.8644 0.9225 0.003808 623 640: 72% ━━━━━━━━╸─── 38/53 1.5it/s 25.9s<9.7s  136/200 68.3G 0.8636 0.9229 0.003801 703 640: 74% ━━━━━━━━╸─── 39/53 1.5it/s 26.5s<9.1s  136/200 68.3G 0.863 0.9236 0.003796 586 640: 75% ━━━━━━━━━─── 40/53 1.5it/s 27.1s<8.4s  136/200 68.3G 0.8611 0.9221 0.003793 622 640: 77% ━━━━━━━━━─── 41/53 1.5it/s 27.8s<7.8s  136/200 68.3G 0.8632 0.9271 0.003794 608 640: 79% ━━━━━━━━━╸── 42/53 1.5it/s 28.4s<7.1s  136/200 68.3G 0.862 0.9228 0.003785 597 640: 81% ━━━━━━━━━╸── 43/53 1.5it/s 29.1s<6.5s  136/200 68.3G 0.8607 0.9196 0.003773 593 640: 83% ━━━━━━━━━╸── 44/53 1.5it/s 29.7s<5.8s  136/200 68.3G 0.8591 0.9183 0.003775 620 640: 85% ━━━━━━━━━━── 45/53 1.5it/s 30.4s<5.2s  136/200 68.3G 0.8596 0.9195 0.003773 590 640: 87% ━━━━━━━━━━── 46/53 1.5it/s 31.0s<4.5s  136/200 68.3G 0.8566 0.9158 0.003763 565 640: 89% ━━━━━━━━━━╸─ 47/53 1.5it/s 31.7s<3.9s  136/200 68.3G 0.8568 0.9146 0.003754 699 640: 91% ━━━━━━━━━━╸─ 48/53 1.5it/s 32.3s<3.2s  136/200 68.3G 0.8562 0.9131 0.003749 651 640: 92% ━━━━━━━━━━━─ 49/53 1.5it/s 33.0s<2.6s  136/200 68.3G 0.8555 0.9109 0.003755 612 640: 94% ━━━━━━━━━━━─ 50/53 1.5it/s 33.6s<1.9s  136/200 68.3G 0.8564 0.9111 0.003758 667 640: 96% ━━━━━━━━━━━╸ 51/53 1.5it/s 34.3s<1.3s  136/200 68.3G 0.8555 0.9076 0.00378 78 640: 98% ━━━━━━━━━━━╸ 52/53 2.4it/s 34.5s<0.4s  136/200 68.3G 0.8555 0.9076 0.00378 78 640: 100% ━━━━━━━━━━━━ 53/53 1.5it/s 34.5s +  Class Images Instances Box(P R mAP50 mAP50-95): 100% ━━━━━━━━━━━━ 1/1 2.5it/s 0.4s + all 177 1609 0.733 0.684 0.701 0.49 + + Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size +  137/200 67G 0.8536 0.9318 0.003432 675 640: 0% ──────────── 0/53 0.6s  137/200 67G 0.8712 0.9513 0.00353 711 640: 2% ──────────── 1/53 2.2s/it 1.3s<1:53  137/200 67G 0.8748 0.9363 0.003454 678 640: 4% ──────────── 2/53 1.3s/it 1.9s<1:05  137/200 67G 0.8573 0.9167 0.003558 582 640: 6% ╸─────────── 3/53 1.0it/s 2.6s<49.4s  137/200 67G 0.8559 0.9196 0.003703 639 640: 8% ╸─────────── 4/53 1.2it/s 3.2s<41.8s  137/200 67G 0.8704 0.9364 0.003752 620 640: 9% ━─────────── 5/53 1.3it/s 3.9s<37.3s  137/200 67G 0.8733 0.9341 0.003743 662 640: 11% ━─────────── 6/53 1.4it/s 4.5s<34.6s  137/200 67G 0.8629 0.9143 0.003741 555 640: 13% ━╸────────── 7/53 1.4it/s 5.2s<32.5s  137/200 67G 0.8611 0.9071 0.003726 616 640: 15% ━╸────────── 8/53 1.5it/s 5.8s<31.0s  137/200 67G 0.8557 0.8951 0.003717 565 640: 17% ━━────────── 9/53 1.5it/s 6.5s<29.7s  137/200 67G 0.8581 0.8972 0.003721 743 640: 19% ━━────────── 10/53 1.5it/s 7.1s<28.6s  137/200 67G 0.8633 0.9085 0.003695 752 640: 21% ━━────────── 11/53 1.5it/s 7.8s<27.8s  137/200 67G 0.865 0.908 0.003712 626 640: 23% ━━╸───────── 12/53 1.5it/s 8.4s<27.0s  137/200 67G 0.8711 0.9191 0.003721 751 640: 25% ━━╸───────── 13/53 1.5it/s 9.1s<26.5s  137/200 67G 0.8709 0.9231 0.003745 612 640: 26% ━━━───────── 14/53 1.5it/s 9.8s<25.7s  137/200 67G 0.8752 0.9307 0.003782 656 640: 28% ━━━───────── 15/53 1.5it/s 10.4s<24.9s  137/200 67G 0.8751 0.9365 0.003783 646 640: 30% ━━━╸──────── 16/53 1.5it/s 11.0s<24.1s  137/200 67G 0.8753 0.9387 0.003786 607 640: 32% ━━━╸──────── 17/53 1.5it/s 11.7s<23.4s  137/200 67G 0.8727 0.9324 0.00378 646 640: 34% ━━━━──────── 18/53 1.5it/s 12.3s<22.7s  137/200 67G 0.8707 0.9269 0.003763 653 640: 36% ━━━━──────── 19/53 1.5it/s 13.0s<22.1s  137/200 67G 0.8686 0.922 0.003743 631 640: 38% ━━━━╸─────── 20/53 1.5it/s 13.6s<21.4s  137/200 67G 0.865 0.9154 0.003726 555 640: 40% ━━━━╸─────── 21/53 1.5it/s 14.3s<20.8s  137/200 67G 0.863 0.9119 0.003721 709 640: 42% ━━━━╸─────── 22/53 1.5it/s 14.9s<20.1s  137/200 67G 0.8674 0.9158 0.003735 699 640: 43% ━━━━━─────── 23/53 1.5it/s 15.6s<19.5s  137/200 67G 0.8648 0.9139 0.003728 691 640: 45% ━━━━━─────── 24/53 1.5it/s 16.2s<18.8s  137/200 67G 0.8643 0.9134 0.003719 593 640: 47% ━━━━━╸────── 25/53 1.5it/s 16.9s<18.1s  137/200 67G 0.8654 0.9169 0.003727 657 640: 49% ━━━━━╸────── 26/53 1.5it/s 17.5s<17.5s  137/200 67G 0.863 0.9139 0.003716 619 640: 51% ━━━━━━────── 27/53 1.5it/s 18.2s<16.9s  137/200 67G 0.8624 0.9119 0.003714 645 640: 53% ━━━━━━────── 28/53 1.5it/s 18.8s<16.2s  137/200 67G 0.8616 0.9133 0.003709 607 640: 55% ━━━━━━╸───── 29/53 1.5it/s 19.5s<15.6s  137/200 67G 0.8608 0.9126 0.003694 682 640: 57% ━━━━━━╸───── 30/53 1.5it/s 20.1s<14.9s  137/200 67G 0.8609 0.9092 0.003695 674 640: 58% ━━━━━━━───── 31/53 1.5it/s 20.8s<14.3s  137/200 67G 0.861 0.9082 0.003677 703 640: 60% ━━━━━━━───── 32/53 1.5it/s 21.4s<13.6s  137/200 67G 0.8599 0.9068 0.003689 606 640: 62% ━━━━━━━───── 33/53 1.5it/s 22.1s<13.0s  137/200 67G 0.8598 0.9051 0.00369 706 640: 64% ━━━━━━━╸──── 34/53 1.5it/s 22.7s<12.3s  137/200 67G 0.8599 0.9082 0.003691 693 640: 66% ━━━━━━━╸──── 35/53 1.5it/s 23.4s<11.7s  137/200 67G 0.8597 0.9093 0.003705 575 640: 68% ━━━━━━━━──── 36/53 1.5it/s 24.0s<11.0s  137/200 67G 0.8621 0.9106 0.003711 711 640: 70% ━━━━━━━━──── 37/53 1.5it/s 24.7s<10.4s  137/200 67G 0.8619 0.908 0.003707 613 640: 72% ━━━━━━━━╸─── 38/53 1.5it/s 25.3s<9.7s  137/200 67G 0.8597 0.9042 0.003712 553 640: 74% ━━━━━━━━╸─── 39/53 1.5it/s 26.0s<9.1s  137/200 67G 0.8584 0.9015 0.003703 612 640: 75% ━━━━━━━━━─── 40/53 1.5it/s 26.6s<8.4s  137/200 67G 0.8594 0.9041 0.003707 713 640: 77% ━━━━━━━━━─── 41/53 1.5it/s 27.3s<7.8s  137/200 67G 0.8609 0.9042 0.003718 629 640: 79% ━━━━━━━━━╸── 42/53 1.5it/s 27.9s<7.1s  137/200 67G 0.8615 0.9041 0.003714 729 640: 81% ━━━━━━━━━╸── 43/53 1.5it/s 28.6s<6.6s  137/200 67G 0.8621 0.905 0.003717 720 640: 83% ━━━━━━━━━╸── 44/53 1.5it/s 29.2s<5.9s  137/200 67G 0.8615 0.9048 0.003722 648 640: 85% ━━━━━━━━━━── 45/53 1.5it/s 29.9s<5.2s  137/200 67G 0.8636 0.907 0.003721 760 640: 87% ━━━━━━━━━━── 46/53 1.5it/s 30.5s<4.6s  137/200 67G 0.8646 0.9064 0.003728 637 640: 89% ━━━━━━━━━━╸─ 47/53 1.5it/s 31.2s<3.9s  137/200 67G 0.8637 0.9034 0.003721 680 640: 91% ━━━━━━━━━━╸─ 48/53 1.5it/s 31.8s<3.3s  137/200 67G 0.8644 0.9037 0.003713 707 640: 92% ━━━━━━━━━━━─ 49/53 1.5it/s 32.5s<2.6s  137/200 67G 0.8632 0.902 0.003703 594 640: 94% ━━━━━━━━━━━─ 50/53 1.5it/s 33.1s<2.0s  137/200 67G 0.8634 0.9036 0.003715 633 640: 96% ━━━━━━━━━━━╸ 51/53 1.5it/s 33.8s<1.3s  137/200 67G 0.8634 0.9014 0.003703 93 640: 98% ━━━━━━━━━━━╸ 52/53 2.4it/s 34.0s<0.4s  137/200 67G 0.8634 0.9014 0.003703 93 640: 100% ━━━━━━━━━━━━ 53/53 1.6it/s 34.0s +  Class Images Instances Box(P R mAP50 mAP50-95): 100% ━━━━━━━━━━━━ 1/1 2.5it/s 0.4s + all 177 1609 0.755 0.656 0.677 0.473 + + Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size +  138/200 67.1G 0.942 1.074 0.004489 641 640: 0% ──────────── 0/53 0.7s  138/200 67.1G 0.9583 1.054 0.004146 807 640: 2% ──────────── 1/53 2.2s/it 1.3s<1:53  138/200 67.1G 0.9065 0.9793 0.003862 749 640: 4% ──────────── 2/53 1.3s/it 2.0s<1:05  138/200 67.1G 0.8969 0.9854 0.003961 641 640: 6% ╸─────────── 3/53 1.0it/s 2.6s<49.4s  138/200 67.1G 0.8944 0.977 0.003919 808 640: 8% ╸─────────── 4/53 1.2it/s 3.2s<41.8s  138/200 67.1G 0.8905 0.9622 0.003907 664 640: 9% ━─────────── 5/53 1.3it/s 3.9s<37.4s  138/200 67.1G 0.8873 0.9556 0.003856 682 640: 11% ━─────────── 6/53 1.4it/s 4.5s<34.6s  138/200 67.1G 0.8674 0.9243 0.00386 537 640: 13% ━╸────────── 7/53 1.4it/s 5.2s<32.5s  138/200 67.1G 0.8673 0.9195 0.003853 637 640: 15% ━╸────────── 8/53 1.5it/s 5.8s<30.9s  138/200 67.1G 0.8648 0.9089 0.003792 669 640: 17% ━━────────── 9/53 1.5it/s 6.5s<29.7s  138/200 67.1G 0.8634 0.899 0.00377 651 640: 19% ━━────────── 10/53 1.5it/s 7.1s<28.6s  138/200 67.1G 0.8616 0.9039 0.003782 703 640: 21% ━━────────── 11/53 1.5it/s 7.8s<27.7s  138/200 67.1G 0.863 0.9101 0.003781 662 640: 23% ━━╸───────── 12/53 1.5it/s 8.4s<26.9s  138/200 67.1G 0.8667 0.9176 0.003777 671 640: 25% ━━╸───────── 13/53 1.5it/s 9.1s<26.2s  138/200 67.1G 0.8676 0.9176 0.003758 676 640: 26% ━━━───────── 14/53 1.5it/s 9.7s<25.4s  138/200 67.1G 0.8716 0.9249 0.003772 717 640: 28% ━━━───────── 15/53 1.5it/s 10.4s<24.7s  138/200 67.1G 0.8708 0.926 0.003779 639 640: 30% ━━━╸──────── 16/53 1.5it/s 11.0s<24.0s  138/200 67.1G 0.8697 0.9226 0.003766 652 640: 32% ━━━╸──────── 17/53 1.5it/s 11.7s<23.3s  138/200 67.1G 0.872 0.9253 0.003817 607 640: 34% ━━━━──────── 18/53 1.5it/s 12.3s<22.7s  138/200 67.1G 0.872 0.9255 0.003828 612 640: 36% ━━━━──────── 19/53 1.5it/s 13.0s<22.0s  138/200 67.1G 0.8709 0.9257 0.003838 590 640: 38% ━━━━╸─────── 20/53 1.5it/s 13.6s<21.3s  138/200 67.1G 0.8706 0.9287 0.003821 702 640: 40% ━━━━╸─────── 21/53 1.5it/s 14.2s<20.7s  138/200 67.1G 0.8674 0.9236 0.003806 597 640: 42% ━━━━╸─────── 22/53 1.5it/s 14.9s<20.0s  138/200 67.1G 0.8653 0.9148 0.003785 681 640: 43% ━━━━━─────── 23/53 1.5it/s 15.5s<19.4s  138/200 67.1G 0.868 0.9178 0.003795 711 640: 45% ━━━━━─────── 24/53 1.5it/s 16.2s<18.8s  138/200 67.1G 0.8668 0.9168 0.003775 704 640: 47% ━━━━━╸────── 25/53 1.5it/s 16.8s<18.1s  138/200 67.1G 0.8655 0.9146 0.003773 655 640: 49% ━━━━━╸────── 26/53 1.5it/s 17.5s<17.5s  138/200 67.1G 0.866 0.9165 0.00378 652 640: 51% ━━━━━━────── 27/53 1.5it/s 18.1s<16.8s  138/200 67.1G 0.8628 0.9138 0.003767 601 640: 53% ━━━━━━────── 28/53 1.5it/s 18.8s<16.2s  138/200 67.1G 0.8617 0.9123 0.003763 639 640: 55% ━━━━━━╸───── 29/53 1.5it/s 19.4s<15.5s  138/200 67.1G 0.8614 0.9135 0.003776 626 640: 57% ━━━━━━╸───── 30/53 1.5it/s 20.1s<14.9s  138/200 67.1G 0.8624 0.9131 0.003779 739 640: 58% ━━━━━━━───── 31/53 1.5it/s 20.7s<14.3s  138/200 67.1G 0.8653 0.9211 0.003801 649 640: 60% ━━━━━━━───── 32/53 1.5it/s 21.4s<13.7s  138/200 67.1G 0.8644 0.9201 0.0038 627 640: 62% ━━━━━━━───── 33/53 1.5it/s 22.0s<13.0s  138/200 67.1G 0.8632 0.9179 0.003795 660 640: 64% ━━━━━━━╸──── 34/53 1.5it/s 22.7s<12.3s  138/200 67.1G 0.864 0.9179 0.003802 628 640: 66% ━━━━━━━╸──── 35/53 1.5it/s 23.3s<11.7s  138/200 67.1G 0.8657 0.9196 0.003797 747 640: 68% ━━━━━━━━──── 36/53 1.5it/s 24.0s<11.1s  138/200 67.1G 0.866 0.9182 0.003796 663 640: 70% ━━━━━━━━──── 37/53 1.5it/s 24.6s<10.4s  138/200 67.1G 0.8641 0.9142 0.00379 627 640: 72% ━━━━━━━━╸─── 38/53 1.5it/s 25.3s<9.7s  138/200 67.1G 0.8622 0.9124 0.003789 597 640: 74% ━━━━━━━━╸─── 39/53 1.5it/s 25.9s<9.1s  138/200 67.1G 0.862 0.9117 0.003785 694 640: 75% ━━━━━━━━━─── 40/53 1.5it/s 26.6s<8.5s  138/200 67.1G 0.8618 0.911 0.003769 597 640: 77% ━━━━━━━━━─── 41/53 1.5it/s 27.2s<7.8s  138/200 67.1G 0.8617 0.9118 0.00377 691 640: 79% ━━━━━━━━━╸── 42/53 1.5it/s 27.9s<7.2s  138/200 67.1G 0.8615 0.9101 0.003769 687 640: 81% ━━━━━━━━━╸── 43/53 1.5it/s 28.5s<6.5s  138/200 67.1G 0.8617 0.9102 0.003764 601 640: 83% ━━━━━━━━━╸── 44/53 1.5it/s 29.2s<5.8s  138/200 67.1G 0.8608 0.9083 0.003762 636 640: 85% ━━━━━━━━━━── 45/53 1.5it/s 29.8s<5.2s  138/200 67.1G 0.8592 0.9072 0.003752 598 640: 87% ━━━━━━━━━━── 46/53 1.5it/s 30.5s<4.5s  138/200 67.1G 0.8575 0.905 0.003746 678 640: 89% ━━━━━━━━━━╸─ 47/53 1.5it/s 31.1s<3.9s  138/200 67.1G 0.8566 0.9028 0.00375 643 640: 91% ━━━━━━━━━━╸─ 48/53 1.5it/s 31.8s<3.2s  138/200 67.1G 0.8582 0.9043 0.00375 638 640: 92% ━━━━━━━━━━━─ 49/53 1.5it/s 32.4s<2.6s  138/200 67.1G 0.8577 0.9036 0.003749 644 640: 94% ━━━━━━━━━━━─ 50/53 1.5it/s 33.1s<1.9s  138/200 67.1G 0.8585 0.9049 0.003744 762 640: 96% ━━━━━━━━━━━╸ 51/53 1.5it/s 33.7s<1.3s  138/200 67.1G 0.8537 0.8978 0.003732 64 640: 98% ━━━━━━━━━━━╸ 52/53 2.5it/s 33.9s<0.4s  138/200 67.1G 0.8537 0.8978 0.003732 64 640: 100% ━━━━━━━━━━━━ 53/53 1.6it/s 33.9s +  Class Images Instances Box(P R mAP50 mAP50-95): 100% ━━━━━━━━━━━━ 1/1 2.5it/s 0.4s + all 177 1609 0.748 0.69 0.7 0.488 + + Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size +  139/200 67.5G 0.8418 0.8532 0.003604 679 640: 0% ──────────── 0/53 0.6s  139/200 67.5G 0.86 0.8931 0.003498 784 640: 2% ──────────── 1/53 2.2s/it 1.3s<1:52  139/200 67.5G 0.8848 0.928 0.003644 725 640: 4% ──────────── 2/53 1.3s/it 1.9s<1:05  139/200 67.5G 0.879 0.9199 0.003629 625 640: 6% ╸─────────── 3/53 1.0it/s 2.6s<49.5s  139/200 67.5G 0.8793 0.9102 0.003633 683 640: 8% ╸─────────── 4/53 1.2it/s 3.2s<41.8s  139/200 67.5G 0.8802 0.9083 0.003591 636 640: 9% ━─────────── 5/53 1.3it/s 3.9s<37.5s  139/200 67.5G 0.8848 0.9189 0.003577 635 640: 11% ━─────────── 6/53 1.4it/s 4.5s<34.7s  139/200 67.5G 0.8814 0.9185 0.003617 619 640: 13% ━╸────────── 7/53 1.4it/s 5.2s<32.6s  139/200 67.5G 0.872 0.8999 0.003596 675 640: 15% ━╸────────── 8/53 1.4it/s 5.9s<31.1s  139/200 67.5G 0.8728 0.909 0.003633 642 640: 17% ━━────────── 9/53 1.5it/s 6.5s<29.8s  139/200 67.5G 0.8743 0.9201 0.003676 647 640: 19% ━━────────── 10/53 1.5it/s 7.1s<28.7s  139/200 67.5G 0.8729 0.9211 0.003709 579 640: 21% ━━────────── 11/53 1.5it/s 7.8s<27.8s  139/200 67.5G 0.8601 0.9066 0.003692 563 640: 23% ━━╸───────── 12/53 1.5it/s 8.4s<26.9s  139/200 67.5G 0.8648 0.9128 0.003682 699 640: 25% ━━╸───────── 13/53 1.5it/s 9.1s<26.3s  139/200 67.5G 0.8662 0.9071 0.003687 734 640: 26% ━━━───────── 14/53 1.5it/s 9.7s<25.5s  139/200 67.5G 0.8635 0.9047 0.003704 674 640: 28% ━━━───────── 15/53 1.5it/s 10.4s<24.8s  139/200 67.5G 0.8632 0.9023 0.003731 657 640: 30% ━━━╸──────── 16/53 1.5it/s 11.0s<24.1s  139/200 67.5G 0.864 0.9045 0.003749 713 640: 32% ━━━╸──────── 17/53 1.5it/s 11.7s<23.3s  139/200 67.5G 0.8666 0.902 0.003732 647 640: 34% ━━━━──────── 18/53 1.5it/s 12.3s<22.7s  139/200 67.5G 0.8636 0.8972 0.003736 526 640: 36% ━━━━──────── 19/53 1.5it/s 13.0s<22.0s  139/200 67.5G 0.8624 0.8966 0.003737 572 640: 38% ━━━━╸─────── 20/53 1.5it/s 13.6s<21.3s  139/200 67.5G 0.8636 0.8966 0.00374 734 640: 40% ━━━━╸─────── 21/53 1.5it/s 14.3s<20.7s  139/200 67.5G 0.8623 0.9022 0.00374 645 640: 42% ━━━━╸─────── 22/53 1.5it/s 14.9s<20.1s  139/200 67.5G 0.8612 0.9031 0.003745 684 640: 43% ━━━━━─────── 23/53 1.5it/s 15.6s<19.4s  139/200 67.5G 0.8605 0.9067 0.003744 629 640: 45% ━━━━━─────── 24/53 1.5it/s 16.2s<18.8s  139/200 67.5G 0.8595 0.9076 0.003737 649 640: 47% ━━━━━╸────── 25/53 1.5it/s 16.9s<18.1s  139/200 67.5G 0.8612 0.9091 0.003726 703 640: 49% ━━━━━╸────── 26/53 1.5it/s 17.5s<17.5s  139/200 67.5G 0.8579 0.9076 0.003733 566 640: 51% ━━━━━━────── 27/53 1.5it/s 18.2s<16.8s  139/200 67.5G 0.8568 0.906 0.003748 637 640: 53% ━━━━━━────── 28/53 1.5it/s 18.8s<16.2s  139/200 67.5G 0.8569 0.9073 0.003764 651 640: 55% ━━━━━━╸───── 29/53 1.5it/s 19.4s<15.5s  139/200 67.5G 0.8576 0.9081 0.00377 637 640: 57% ━━━━━━╸───── 30/53 1.5it/s 20.1s<14.9s  139/200 67.5G 0.8565 0.9092 0.003778 497 640: 58% ━━━━━━━───── 31/53 1.5it/s 20.7s<14.2s  139/200 67.5G 0.8555 0.9067 0.00377 641 640: 60% ━━━━━━━───── 32/53 1.5it/s 21.4s<13.6s  139/200 67.5G 0.8567 0.9091 0.00377 646 640: 62% ━━━━━━━───── 33/53 1.5it/s 22.0s<13.0s  139/200 67.5G 0.8581 0.9125 0.00378 679 640: 64% ━━━━━━━╸──── 34/53 1.5it/s 22.7s<12.4s  139/200 67.5G 0.8592 0.9121 0.003764 738 640: 66% ━━━━━━━╸──── 35/53 1.5it/s 23.4s<11.7s  139/200 67.5G 0.8606 0.9141 0.003751 830 640: 68% ━━━━━━━━──── 36/53 1.5it/s 24.0s<11.0s  139/200 67.5G 0.8611 0.9155 0.003759 685 640: 70% ━━━━━━━━──── 37/53 1.5it/s 24.7s<10.4s  139/200 67.5G 0.8631 0.9167 0.003764 743 640: 72% ━━━━━━━━╸─── 38/53 1.5it/s 25.3s<9.8s  139/200 67.5G 0.8611 0.9127 0.003763 583 640: 74% ━━━━━━━━╸─── 39/53 1.5it/s 25.9s<9.1s  139/200 67.5G 0.8603 0.9111 0.003765 691 640: 75% ━━━━━━━━━─── 40/53 1.5it/s 26.6s<8.4s  139/200 67.5G 0.8585 0.9101 0.003768 595 640: 77% ━━━━━━━━━─── 41/53 1.5it/s 27.2s<7.8s  139/200 67.5G 0.8601 0.9116 0.003782 663 640: 79% ━━━━━━━━━╸── 42/53 1.5it/s 27.9s<7.1s  139/200 67.5G 0.8589 0.91 0.003782 631 640: 81% ━━━━━━━━━╸── 43/53 1.5it/s 28.5s<6.5s  139/200 67.5G 0.8596 0.9111 0.00378 680 640: 83% ━━━━━━━━━╸── 44/53 1.5it/s 29.2s<5.8s  139/200 67.5G 0.8592 0.9091 0.003777 596 640: 85% ━━━━━━━━━━── 45/53 1.5it/s 29.8s<5.2s  139/200 67.5G 0.8584 0.9067 0.003771 602 640: 87% ━━━━━━━━━━── 46/53 1.5it/s 30.5s<4.5s  139/200 67.5G 0.8577 0.9058 0.003761 665 640: 89% ━━━━━━━━━━╸─ 47/53 1.5it/s 31.1s<3.9s  139/200 67.5G 0.8578 0.9075 0.003762 644 640: 91% ━━━━━━━━━━╸─ 48/53 1.5it/s 31.8s<3.2s  139/200 67.5G 0.857 0.907 0.003757 619 640: 92% ━━━━━━━━━━━─ 49/53 1.5it/s 32.4s<2.6s  139/200 67.5G 0.8583 0.9086 0.003757 782 640: 94% ━━━━━━━━━━━─ 50/53 1.5it/s 33.1s<1.9s  139/200 67.5G 0.8579 0.9073 0.003763 614 640: 96% ━━━━━━━━━━━╸ 51/53 1.5it/s 33.7s<1.3s  139/200 67.5G 0.858 0.9039 0.003768 70 640: 98% ━━━━━━━━━━━╸ 52/53 2.4it/s 33.9s<0.4s  139/200 67.5G 0.858 0.9039 0.003768 70 640: 100% ━━━━━━━━━━━━ 53/53 1.6it/s 33.9s +  Class Images Instances Box(P R mAP50 mAP50-95): 100% ━━━━━━━━━━━━ 1/1 2.5it/s 0.4s + all 177 1609 0.754 0.697 0.703 0.491 + + Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size +  140/200 67.9G 0.8652 0.9338 0.003534 750 640: 0% ──────────── 0/53 0.6s  140/200 67.9G 0.8423 0.8626 0.003572 717 640: 2% ──────────── 1/53 2.2s/it 1.3s<1:52  140/200 67.9G 0.8701 0.9166 0.003574 766 640: 4% ──────────── 2/53 1.3s/it 2.0s<1:05  140/200 67.9G 0.8665 0.9141 0.003706 560 640: 6% ╸─────────── 3/53 1.0it/s 2.6s<49.4s  140/200 67.9G 0.8559 0.9097 0.003666 612 640: 8% ╸─────────── 4/53 1.2it/s 3.2s<41.8s  140/200 67.9G 0.8606 0.9149 0.003613 673 640: 9% ━─────────── 5/53 1.3it/s 3.9s<37.4s  140/200 67.9G 0.8553 0.901 0.00365 594 640: 11% ━─────────── 6/53 1.4it/s 4.5s<34.7s  140/200 67.9G 0.8584 0.8994 0.003714 623 640: 13% ━╸────────── 7/53 1.4it/s 5.2s<32.6s  140/200 67.9G 0.8589 0.9049 0.00372 623 640: 15% ━╸────────── 8/53 1.5it/s 5.8s<31.0s  140/200 67.9G 0.8626 0.9167 0.003765 682 640: 17% ━━────────── 9/53 1.5it/s 6.5s<29.8s  140/200 67.9G 0.8607 0.9058 0.00374 639 640: 19% ━━────────── 10/53 1.5it/s 7.1s<28.7s  140/200 67.9G 0.8589 0.8999 0.003719 658 640: 21% ━━────────── 11/53 1.5it/s 7.8s<27.8s  140/200 67.9G 0.8585 0.9027 0.003694 615 640: 23% ━━╸───��───── 12/53 1.5it/s 8.4s<27.0s  140/200 67.9G 0.8598 0.9028 0.003716 652 640: 25% ━━╸───────── 13/53 1.5it/s 9.1s<26.2s  140/200 67.9G 0.8613 0.9085 0.003743 604 640: 26% ━━━───────── 14/53 1.5it/s 9.7s<25.4s  140/200 67.9G 0.8594 0.9024 0.00373 718 640: 28% ━━━───────── 15/53 1.5it/s 10.4s<24.7s  140/200 67.9G 0.8558 0.8939 0.003711 683 640: 30% ━━━╸──────── 16/53 1.5it/s 11.0s<24.0s  140/200 67.9G 0.8544 0.8951 0.003711 640 640: 32% ━━━╸──────── 17/53 1.5it/s 11.7s<23.3s  140/200 67.9G 0.8546 0.8951 0.00372 706 640: 34% ━━━━──────── 18/53 1.5it/s 12.3s<22.9s  140/200 67.9G 0.8538 0.8961 0.003713 619 640: 36% ━━━━──────── 19/53 1.5it/s 13.0s<22.2s  140/200 67.9G 0.8574 0.8973 0.003708 658 640: 38% ━━━━╸─────── 20/53 1.5it/s 13.6s<21.5s  140/200 67.9G 0.8531 0.895 0.003695 615 640: 40% ━━━━╸─────── 21/53 1.5it/s 14.3s<20.8s  140/200 67.9G 0.8522 0.8931 0.00367 696 640: 42% ━━━━╸─────── 22/53 1.5it/s 14.9s<20.2s  140/200 67.9G 0.8527 0.8932 0.003672 676 640: 43% ━━━━━─────── 23/53 1.5it/s 15.6s<19.5s  140/200 67.9G 0.8533 0.8968 0.003685 637 640: 45% ━━━━━─────── 24/53 1.5it/s 16.2s<18.8s  140/200 67.9G 0.85 0.8914 0.003685 544 640: 47% ━━━━━╸────── 25/53 1.5it/s 16.9s<18.2s  140/200 67.9G 0.8492 0.8919 0.003688 737 640: 49% ━━━━━╸────── 26/53 1.5it/s 17.5s<17.5s  140/200 67.9G 0.8497 0.8925 0.003684 682 640: 51% ━━━━━━────── 27/53 1.5it/s 18.2s<16.9s  140/200 67.9G 0.85 0.8922 0.003671 654 640: 53% ━━━━━━────── 28/53 1.5it/s 18.8s<16.2s  140/200 67.9G 0.8478 0.8872 0.003661 702 640: 55% ━━━━━━╸───── 29/53 1.5it/s 19.5s<15.5s  140/200 67.9G 0.8479 0.8884 0.003695 609 640: 57% ━━━━━━╸───── 30/53 1.5it/s 20.1s<14.9s  140/200 67.9G 0.8474 0.888 0.003705 584 640: 58% ━━━━━━━───── 31/53 1.5it/s 20.8s<14.2s  140/200 67.9G 0.8457 0.8855 0.003696 634 640: 60% ━━━━━━━───── 32/53 1.5it/s 21.4s<13.6s  140/200 67.9G 0.8479 0.8884 0.003703 732 640: 62% ━━━━━━━───── 33/53 1.5it/s 22.1s<12.9s  140/200 67.9G 0.8504 0.8912 0.003738 618 640: 64% ━━━━━━━╸──── 34/53 1.5it/s 22.7s<12.3s  140/200 67.9G 0.8508 0.892 0.00373 747 640: 66% ━━━━━━━╸──── 35/53 1.5it/s 23.4s<11.7s  140/200 67.9G 0.852 0.8935 0.003729 673 640: 68% ━━━━━━━━──── 36/53 1.5it/s 24.0s<11.0s  140/200 67.9G 0.8522 0.895 0.003743 642 640: 70% ━━━━━━━━──── 37/53 1.5it/s 24.7s<10.4s  140/200 67.9G 0.8538 0.8986 0.003748 689 640: 72% ━━━━━━━━╸─── 38/53 1.5it/s 25.3s<9.7s  140/200 67.9G 0.8533 0.8974 0.003742 657 640: 74% ━━━━━━━━╸─── 39/53 1.5it/s 26.0s<9.1s  140/200 67.9G 0.8525 0.8948 0.003743 644 640: 75% ━━━━━━━━━─── 40/53 1.5it/s 26.6s<8.4s  140/200 67.9G 0.85 0.8915 0.003745 522 640: 77% ━━━━━━━━━─── 41/53 1.5it/s 27.2s<7.8s  140/200 67.9G 0.8509 0.8932 0.00374 630 640: 79% ━━━━━━━━━╸── 42/53 1.5it/s 27.9s<7.1s  140/200 67.9G 0.8516 0.8942 0.00374 684 640: 81% ━━━━━━━━━╸── 43/53 1.5it/s 28.5s<6.5s  140/200 67.9G 0.8522 0.8951 0.003722 725 640: 83% ━━━━━━━━━╸── 44/53 1.5it/s 29.2s<5.8s  140/200 67.9G 0.8526 0.8965 0.003724 641 640: 85% ━━━━━━━━━━── 45/53 1.5it/s 29.8s<5.2s  140/200 67.9G 0.8515 0.8931 0.003711 607 640: 87% ━━━━━━━━━━── 46/53 1.5it/s 30.5s<4.5s  140/200 67.9G 0.8515 0.894 0.003703 665 640: 89% ━━━━━━━━━━╸─ 47/53 1.5it/s 31.1s<3.9s  140/200 67.9G 0.851 0.8931 0.003699 727 640: 91% ━━━━━━━━━━╸─ 48/53 1.5it/s 31.8s<3.2s  140/200 67.9G 0.8522 0.8945 0.003694 716 640: 92% ━━━━━━━━━━━─ 49/53 1.5it/s 32.4s<2.6s  140/200 67.9G 0.8526 0.8951 0.003686 676 640: 94% ━━━━━━━━━━━─ 50/53 1.5it/s 33.1s<2.0s  140/200 67.9G 0.8519 0.8961 0.003697 519 640: 96% ━━━━━━━━━━━╸ 51/53 1.5it/s 33.7s<1.3s  140/200 67.9G 0.8515 0.8925 0.003696 63 640: 98% ━━━━━━━━━━━╸ 52/53 2.4it/s 34.0s<0.4s  140/200 67.9G 0.8515 0.8925 0.003696 63 640: 100% ━━━━━━━━━━━━ 53/53 1.6it/s 34.0s +  Class Images Instances Box(P R mAP50 mAP50-95): 100% ━━━━━━━━━━━━ 1/1 2.5it/s 0.4s + all 177 1609 0.757 0.69 0.714 0.498 + + Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size +  141/200 67.8G 0.8629 0.8228 0.003329 648 640: 0% ──────────── 0/53 0.7s  141/200 67.8G 0.8726 0.8728 0.003462 689 640: 2% ──────────── 1/53 2.2s/it 1.3s<1:53  141/200 67.8G 0.8674 0.8864 0.003505 674 640: 4% ──────────── 2/53 1.3s/it 1.9s<1:05  141/200 67.8G 0.8683 0.9103 0.003511 702 640: 6% ╸─────────── 3/53 1.0it/s 2.6s<49.3s  141/200 67.8G 0.8626 0.9093 0.003543 633 640: 8% ╸─────────── 4/53 1.2it/s 3.2s<41.8s  141/200 67.8G 0.852 0.9062 0.003558 590 640: 9% ━─────────── 5/53 1.3it/s 3.9s<37.4s  141/200 67.8G 0.8541 0.9116 0.003548 686 640: 11% ━─────────── 6/53 1.4it/s 4.5s<34.4s  141/200 67.8G 0.8532 0.9129 0.003574 705 640: 13% ━╸────────── 7/53 1.4it/s 5.2s<32.5s  141/200 67.8G 0.8544 0.9108 0.003623 652 640: 15% ━╸────────── 8/53 1.5it/s 5.8s<30.9s  141/200 67.8G 0.8683 0.9328 0.003628 835 640: 17% ━━────────── 9/53 1.5it/s 6.5s<29.8s  141/200 67.8G 0.8736 0.9455 0.003641 700 640: 19% ━━────────── 10/53 1.5it/s 7.1s<28.8s  141/200 67.8G 0.8681 0.936 0.003617 725 640: 21% ━━────────── 11/53 1.5it/s 7.8s<27.9s  141/200 67.8G 0.8698 0.9374 0.003623 732 640: 23% ━━╸───────── 12/53 1.5it/s 8.4s<27.0s  141/200 67.8G 0.8651 0.9295 0.00363 607 640: 25% ━━╸───────── 13/53 1.5it/s 9.1s<26.3s  141/200 67.8G 0.8568 0.9138 0.003601 611 640: 26% ━━━───────── 14/53 1.5it/s 9.7s<25.5s  141/200 67.8G 0.8586 0.9128 0.0036 686 640: 28% ━━━───────── 15/53 1.5it/s 10.4s<24.8s  141/200 67.8G 0.8597 0.9131 0.003616 649 640: 30% ━━━╸──────── 16/53 1.5it/s 11.0s<24.1s  141/200 67.8G 0.8595 0.9127 0.003612 663 640: 32% ━━━╸──────── 17/53 1.5it/s 11.7s<23.4s  141/200 67.8G 0.8593 0.9141 0.003599 723 640: 34% ━━━━──────── 18/53 1.5it/s 12.3s<22.8s  141/200 67.8G 0.86 0.9112 0.00361 564 640: 36% ━━━━──────── 19/53 1.5it/s 13.0s<22.1s  141/200 67.8G 0.8602 0.912 0.003619 705 640: 38% ━━━━╸─────── 20/53 1.5it/s 13.6s<21.5s  141/200 67.8G 0.8617 0.9119 0.003633 647 640: 40% ━━━━╸─────── 21/53 1.5it/s 14.3s<20.8s  141/200 67.8G 0.86 0.9076 0.003656 602 640: 42% ━━━━╸─────── 22/53 1.5it/s 14.9s<20.1s  141/200 67.8G 0.8624 0.9126 0.00368 629 640: 43% ━━━━━─────── 23/53 1.5it/s 15.6s<19.5s  141/200 67.8G 0.86 0.9109 0.003692 590 640: 45% ━━━━━─────── 24/53 1.5it/s 16.2s<18.8s  141/200 67.8G 0.8558 0.9039 0.003692 546 640: 47% ━━━━━╸���───── 25/53 1.5it/s 16.9s<18.2s  141/200 67.8G 0.8564 0.9048 0.003674 774 640: 49% ━━━━━╸────── 26/53 1.5it/s 17.5s<17.5s  141/200 67.8G 0.8553 0.9033 0.003656 699 640: 51% ━━━━━━────── 27/53 1.5it/s 18.2s<16.9s  141/200 67.8G 0.852 0.8962 0.003643 627 640: 53% ━━━━━━────── 28/53 1.5it/s 18.8s<16.2s  141/200 67.8G 0.8513 0.8941 0.003632 644 640: 55% ━━━━━━╸───── 29/53 1.5it/s 19.5s<15.6s  141/200 67.8G 0.8509 0.8914 0.003627 644 640: 57% ━━━━━━╸───── 30/53 1.5it/s 20.1s<14.9s  141/200 67.8G 0.8516 0.8911 0.003619 708 640: 58% ━━━━━━━───── 31/53 1.5it/s 20.8s<14.3s  141/200 67.8G 0.8514 0.8932 0.003629 669 640: 60% ━━━━━━━───── 32/53 1.5it/s 21.4s<13.6s  141/200 67.8G 0.8516 0.8932 0.003624 725 640: 62% ━━━━━━━───── 33/53 1.5it/s 22.1s<13.0s  141/200 67.8G 0.8516 0.8911 0.003609 679 640: 64% ━━━━━━━╸──── 34/53 1.5it/s 22.7s<12.3s  141/200 67.8G 0.8503 0.8915 0.003602 664 640: 66% ━━━━━━━╸──── 35/53 1.5it/s 23.4s<11.7s  141/200 67.8G 0.8491 0.891 0.003602 673 640: 68% ━━━━━━━━──── 36/53 1.5it/s 24.0s<11.0s  141/200 67.8G 0.8475 0.8883 0.003606 614 640: 70% ━━━━━━━━──── 37/53 1.5it/s 24.7s<10.3s  141/200 67.8G 0.8468 0.8862 0.003604 613 640: 72% ━━━━━━━━╸─── 38/53 1.5it/s 25.3s<9.7s  141/200 67.8G 0.8477 0.887 0.0036 665 640: 74% ━━━━━━━━╸─── 39/53 1.5it/s 26.0s<9.1s  141/200 67.8G 0.8476 0.888 0.003601 615 640: 75% ━━━━━━━━━─── 40/53 1.5it/s 26.6s<8.4s  141/200 67.8G 0.8469 0.8872 0.003598 642 640: 77% ━━━━━━━━━─── 41/53 1.5it/s 27.3s<7.8s  141/200 67.8G 0.8441 0.8821 0.003593 581 640: 79% ━━━━━━━━━╸── 42/53 1.5it/s 27.9s<7.1s  141/200 67.8G 0.8432 0.8808 0.003589 673 640: 81% ━━━━━━━━━╸── 43/53 1.5it/s 28.5s<6.5s  141/200 67.8G 0.8434 0.8819 0.003591 655 640: 83% ━━━━━━━━━╸── 44/53 1.5it/s 29.2s<5.9s  141/200 67.8G 0.8447 0.8846 0.003603 685 640: 85% ━━━━━━━━━━── 45/53 1.5it/s 29.9s<5.2s  141/200 67.8G 0.844 0.8836 0.003623 613 640: 87% ━━━━━━━━━━── 46/53 1.5it/s 30.5s<4.5s  141/200 67.8G 0.8422 0.8804 0.003619 612 640: 89% ━━━━━━━━━━╸─ 47/53 1.5it/s 31.1s<3.9s  141/200 67.8G 0.8421 0.88 0.003613 611 640: 91% ━━━━━━━━━━╸─ 48/53 1.5it/s 31.8s<3.2s  141/200 67.8G 0.8422 0.8817 0.003625 584 640: 92% ━━━━━━━━━━━─ 49/53 1.5it/s 32.4s<2.6s  141/200 67.8G 0.8413 0.881 0.003623 655 640: 94% ━━━━━━━━━━━─ 50/53 1.5it/s 33.1s<1.9s  141/200 67.8G 0.8406 0.8823 0.00363 576 640: 96% ━━━━━━━━━━━╸ 51/53 1.5it/s 33.7s<1.3s  141/200 67.8G 0.8396 0.8798 0.003622 82 640: 98% ━━━━━━━━━━━╸ 52/53 2.4it/s 34.0s<0.4s  141/200 67.8G 0.8396 0.8798 0.003622 82 640: 100% ━━━━━━━━━━━━ 53/53 1.6it/s 34.0s +  Class Images Instances Box(P R mAP50 mAP50-95): 100% ━━━━━━━━━━━━ 1/1 2.5it/s 0.4s + all 177 1609 0.763 0.667 0.706 0.494 + + Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size +  142/200 68G 0.7929 0.8149 0.00343 607 640: 0% ──────────── 0/53 0.7s  142/200 68G 0.8585 0.9035 0.003452 657 640: 2% ──────────── 1/53 2.2s/it 1.3s<1:53  142/200 68G 0.825 0.8563 0.003513 634 640: 4% ──────────── 2/53 1.3s/it 1.9s<1:05  142/200 68G 0.8275 0.8702 0.003504 608 640: 6% ╸─────────── 3/53 1.0it/s 2.6s<49.3s  142/200 68G 0.8294 0.8695 0.003527 646 640: 8% ╸─────────── 4/53 1.2it/s 3.2s<41.7s  142/200 68G 0.8434 0.8888 0.003501 716 640: 9% ━─────────── 5/53 1.3it/s 3.9s<37.6s  142/200 68G 0.8452 0.8969 0.003514 675 640: 11% ━─────────── 6/53 1.4it/s 4.5s<34.6s  142/200 68G 0.8461 0.8912 0.003479 671 640: 13% ━╸────────── 7/53 1.4it/s 5.2s<32.6s  142/200 68G 0.8448 0.8877 0.003498 597 640: 15% ━╸────────── 8/53 1.5it/s 5.8s<31.0s  142/200 68G 0.8467 0.8907 0.003482 701 640: 17% ━━────────── 9/53 1.5it/s 6.5s<29.8s  142/200 68G 0.843 0.8881 0.003519 563 640: 19% ━━────────── 10/53 1.5it/s 7.1s<28.7s  142/200 68G 0.8386 0.8874 0.003516 648 640: 21% ━━────────── 11/53 1.5it/s 7.8s<27.9s  142/200 68G 0.8376 0.8845 0.003542 566 640: 23% ━━╸───────── 12/53 1.5it/s 8.4s<27.0s  142/200 68G 0.8347 0.8842 0.00353 669 640: 25% ━━╸───────── 13/53 1.5it/s 9.1s<26.2s  142/200 68G 0.8325 0.8781 0.003521 616 640: 26% ━━━───────── 14/53 1.5it/s 9.7s<25.5s  142/200 68G 0.8332 0.8795 0.003523 592 640: 28% ━━━───────── 15/53 1.6it/s 10.3s<23.3s  142/200 68G 0.8308 0.8793 0.003541 588 640: 30% ━━━╸──────── 16/53 1.6it/s 10.9s<23.1s  142/200 68G 0.8311 0.8785 0.003538 737 640: 32% ━━━╸──────── 17/53 1.6it/s 11.6s<22.7s  142/200 68G 0.8311 0.8783 0.003519 630 640: 34% ━━━━──────── 18/53 1.6it/s 12.2s<22.2s  142/200 68G 0.828 0.8735 0.003528 602 640: 36% ━━━━──────── 19/53 1.6it/s 12.9s<21.7s  142/200 68G 0.835 0.8815 0.003536 680 640: 38% ━━━━╸─────── 20/53 1.6it/s 13.5s<21.2s  142/200 68G 0.8364 0.8792 0.003526 685 640: 40% ━━━━╸─────── 21/53 1.6it/s 14.2s<20.6s  142/200 68G 0.8326 0.8741 0.00354 571 640: 42% ━━━━╸─────── 22/53 1.6it/s 14.8s<20.0s  142/200 68G 0.8337 0.8792 0.003564 705 640: 43% ━━━━━─────── 23/53 1.5it/s 15.5s<19.4s  142/200 68G 0.8331 0.8751 0.003563 674 640: 45% ━━━━━─────── 24/53 1.5it/s 16.1s<18.7s  142/200 68G 0.8362 0.8775 0.003574 713 640: 47% ━━━━━╸────── 25/53 1.5it/s 16.8s<18.1s  142/200 68G 0.838 0.8785 0.003573 755 640: 49% ━━━━━╸────── 26/53 1.5it/s 17.4s<17.5s  142/200 68G 0.8362 0.877 0.003569 565 640: 51% ━━━━━━────── 27/53 1.5it/s 18.1s<16.8s  142/200 68G 0.8348 0.8742 0.003559 641 640: 53% ━━━━━━────── 28/53 1.5it/s 18.7s<16.2s  142/200 68G 0.8356 0.8751 0.003564 629 640: 55% ━━━━━━╸───── 29/53 1.5it/s 19.3s<15.5s  142/200 68G 0.8374 0.8793 0.003562 686 640: 57% ━━━━━━╸───── 30/53 1.5it/s 20.0s<14.9s  142/200 68G 0.8365 0.8782 0.00358 543 640: 58% ━━━━━━━───── 31/53 1.5it/s 20.6s<14.2s  142/200 68G 0.8361 0.8776 0.00357 705 640: 60% ━━━━━━━───── 32/53 1.5it/s 21.3s<13.6s  142/200 68G 0.8378 0.8801 0.003574 805 640: 62% ━━━━━━━───── 33/53 1.5it/s 21.9s<12.9s  142/200 68G 0.8371 0.8763 0.003558 646 640: 64% ━━━━━━━╸──── 34/53 1.5it/s 22.6s<12.3s  142/200 68G 0.8382 0.8772 0.003558 712 640: 66% ━━━━━━━╸──── 35/53 1.5it/s 23.2s<11.7s  142/200 68G 0.8381 0.8772 0.003561 607 640: 68% ━━━━━━━━──── 36/53 1.5it/s 23.9s<11.0s  142/200 68G 0.8382 0.8786 0.003567 683 640: 70% ━━━━━━━━──── 37/53 1.5it/s 24.5s<10.3s  142/200 68G 0.8389 0.879 0.00358 665 640: 72% ━━━━━━━━╸─── 38/53 1.5it/s 25.2s<9.7s  142/200 68G 0.8376 0.8797 0.003581 581 640: 74% ━━━━━━━━╸─── 39/53 1.5it/s 25.8s<9.0s  142/200 68G 0.8379 0.8799 0.003583 658 640: 75% ━━━━━━━━━─── 40/53 1.5it/s 26.5s<8.4s  142/200 68G 0.839 0.8828 0.003594 717 640: 77% ━━━━━━━━━─── 41/53 1.5it/s 27.1s<7.8s  142/200 68G 0.8396 0.8831 0.003599 631 640: 79% ━━━━━━━━━╸── 42/53 1.5it/s 27.8s<7.1s  142/200 68G 0.8423 0.8858 0.003608 818 640: 81% ━━━━━━━━━╸── 43/53 1.5it/s 28.4s<6.5s  142/200 68G 0.8416 0.8848 0.003613 628 640: 83% ━━━━━━━━━╸── 44/53 1.5it/s 29.1s<5.9s  142/200 68G 0.8415 0.8854 0.003616 703 640: 85% ━━━━━━━━━━── 45/53 1.5it/s 29.7s<5.2s  142/200 68G 0.8404 0.8827 0.00361 617 640: 87% ━━━━━━━━━━── 46/53 1.5it/s 30.4s<4.5s  142/200 68G 0.8408 0.8834 0.003607 689 640: 89% ━━━━━━━━━━╸─ 47/53 1.5it/s 31.0s<3.9s  142/200 68G 0.84 0.8829 0.003606 624 640: 91% ━━━━━━━━━━╸─ 48/53 1.5it/s 31.7s<3.2s  142/200 68G 0.8401 0.8833 0.003607 597 640: 92% ━━━━━━━━━━━─ 49/53 1.5it/s 32.3s<2.6s  142/200 68G 0.8395 0.8823 0.0036 595 640: 94% ━━━━━━━━━━━─ 50/53 1.5it/s 32.9s<1.9s  142/200 68G 0.8392 0.8809 0.003599 579 640: 96% ━━━━━━━━━━━╸ 51/53 1.5it/s 33.6s<1.3s  142/200 68G 0.8435 0.8856 0.003646 65 640: 98% ━━━━━━━━━━━╸ 52/53 2.4it/s 33.8s<0.4s  142/200 68G 0.8435 0.8856 0.003646 65 640: 100% ━━━━━━━━━━━━ 53/53 1.6it/s 33.8s +  Class Images Instances Box(P R mAP50 mAP50-95): 100% ━━━━━━━━━━━━ 1/1 2.5it/s 0.4s + all 177 1609 0.757 0.675 0.697 0.488 + + Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size +  143/200 67.2G 0.8604 0.844 0.003719 598 640: 0% ──────────── 0/53 0.7s  143/200 67.2G 0.8391 0.8575 0.003599 622 640: 2% ──────────── 1/53 2.2s/it 1.3s<1:52  143/200 67.2G 0.8197 0.8411 0.003643 648 640: 4% ──────────── 2/53 1.3s/it 2.0s<1:05  143/200 67.2G 0.8143 0.8203 0.003592 553 640: 6% ╸─────────── 3/53 1.0it/s 2.6s<49.2s  143/200 67.2G 0.823 0.8345 0.003574 600 640: 8% ╸─────────── 4/53 1.2it/s 3.2s<41.6s  143/200 67.2G 0.821 0.8315 0.003664 517 640: 9% ━─────────── 5/53 1.3it/s 3.9s<37.2s  143/200 67.2G 0.8189 0.8403 0.003622 637 640: 11% ━─────────── 6/53 1.4it/s 4.5s<34.3s  143/200 67.2G 0.8233 0.857 0.003628 647 640: 13% ━╸────────── 7/53 1.4it/s 5.2s<32.4s  143/200 67.2G 0.8364 0.8631 0.003606 709 640: 15% ━╸────────── 8/53 1.5it/s 5.8s<31.0s  143/200 67.2G 0.8407 0.872 0.00357 728 640: 17% ━━────────── 9/53 1.5it/s 6.5s<29.7s  143/200 67.2G 0.8444 0.8843 0.003598 692 640: 19% ━━────────── 10/53 1.5it/s 7.1s<28.7s  143/200 67.2G 0.8429 0.881 0.003578 691 640: 21% ━━────────── 11/53 1.5it/s 7.8s<27.7s  143/200 67.2G 0.851 0.891 0.003592 743 640: 23% ━━╸───────── 12/53 1.5it/s 8.4s<26.9s  143/200 67.2G 0.8522 0.8942 0.00359 694 640: 25% ━━╸───────── 13/53 1.5it/s 9.1s<26.1s  143/200 67.2G 0.8524 0.8968 0.003619 688 640: 26% ━━━───────── 14/53 1.5it/s 9.7s<25.5s  143/200 67.2G 0.8523 0.8945 0.003608 689 640: 28% ━━━───────── 15/53 1.5it/s 10.4s<24.7s  143/200 67.2G 0.8538 0.8987 0.003595 760 640: 30% ━━━╸──────── 16/53 1.5it/s 11.0s<24.0s  143/200 67.2G 0.8543 0.899 0.003585 749 640: 32% ━━━╸──────── 17/53 1.5it/s 11.6s<23.4s  143/200 67.2G 0.8557 0.9016 0.003597 684 640: 34% ━━━━──────── 18/53 1.5it/s 12.3s<22.7s  143/200 67.2G 0.8538 0.8991 0.003576 667 640: 36% ━━━━──────── 19/53 1.5it/s 12.9s<22.0s  143/200 67.2G 0.8549 0.9098 0.003609 649 640: 38% ━━━━╸─────── 20/53 1.5it/s 13.6s<21.3s  143/200 67.2G 0.8568 0.913 0.00362 739 640: 40% ━━━━╸─────── 21/53 1.5it/s 14.2s<20.7s  143/200 67.2G 0.8552 0.9118 0.003618 623 640: 42% ━━━━╸─────── 22/53 1.5it/s 14.9s<20.0s  143/200 67.2G 0.8525 0.9074 0.003623 580 640: 43% ━━━━━─────── 23/53 1.5it/s 15.5s<19.4s  143/200 67.2G 0.8533 0.9098 0.003629 688 640: 45% ━━━━━─────── 24/53 1.5it/s 16.2s<18.8s  143/200 67.2G 0.8524 0.9093 0.003634 636 640: 47% ━━━━━╸────── 25/53 1.5it/s 16.8s<18.1s  143/200 67.2G 0.8519 0.9079 0.003642 682 640: 49% ━━━━━╸────── 26/53 1.6it/s 17.5s<17.4s  143/200 67.2G 0.8527 0.9065 0.003654 715 640: 51% ━━━━━━────── 27/53 1.6it/s 18.1s<16.7s  143/200 67.2G 0.8501 0.9028 0.003664 591 640: 53% ━━━━━━────── 28/53 1.6it/s 18.7s<16.1s  143/200 67.2G 0.8498 0.9033 0.003671 650 640: 55% ━━━━━━╸───── 29/53 1.5it/s 19.4s<15.5s  143/200 67.2G 0.85 0.9005 0.003657 777 640: 57% ━━━━━━╸───── 30/53 1.5it/s 20.0s<14.9s  143/200 67.2G 0.8507 0.9009 0.003668 607 640: 58% ━━━━━━━───── 31/53 1.5it/s 20.7s<14.2s  143/200 67.2G 0.8507 0.9003 0.003679 558 640: 60% ━━━━━━━───── 32/53 1.5it/s 21.3s<13.6s  143/200 67.2G 0.8501 0.8987 0.003677 647 640: 62% ━━━━━━━───── 33/53 1.5it/s 22.0s<12.9s  143/200 67.2G 0.8489 0.8948 0.00369 587 640: 64% ━━━━━━━╸──── 34/53 1.5it/s 22.6s<12.3s  143/200 67.2G 0.8476 0.8956 0.003682 662 640: 66% ━━━━━━━╸──── 35/53 1.5it/s 23.3s<11.6s  143/200 67.2G 0.8443 0.8903 0.00368 615 640: 68% ━━━━━━━━──── 36/53 1.6it/s 23.9s<11.0s  143/200 67.2G 0.8443 0.8909 0.003688 648 640: 70% ━━━━━━━━──── 37/53 1.5it/s 24.6s<10.3s  143/200 67.2G 0.844 0.8899 0.003673 656 640: 72% ━━━━━━━━╸─── 38/53 1.5it/s 25.2s<9.7s  143/200 67.2G 0.8439 0.8875 0.00367 667 640: 74% ━━━━━━━━╸─── 39/53 1.5it/s 25.9s<9.0s  143/200 67.2G 0.8441 0.8875 0.00367 724 640: 75% ━━━━━━━━━─── 40/53 1.5it/s 26.5s<8.4s  143/200 67.2G 0.8453 0.8896 0.003677 758 640: 77% ━━━━━━━━━─── 41/53 1.5it/s 27.2s<7.8s  143/200 67.2G 0.846 0.8892 0.003675 752 640: 79% ━━━━━━━━━╸── 42/53 1.5it/s 27.8s<7.1s  143/200 67.2G 0.8476 0.8909 0.003684 715 640: 81% ━━━━━━━━━╸── 43/53 1.5it/s 28.5s<6.5s  143/200 67.2G 0.8484 0.8894 0.003682 738 640: 83% ━━━━━━━━━╸── 44/53 1.5it/s 29.1s<5.8s  143/200 67.2G 0.8485 0.8893 0.003689 708 640: 85% ━━━━━━━━━━── 45/53 1.5it/s 29.8s<5.2s  143/200 67.2G 0.8503 0.8926 0.003688 813 640: 87% ━━━━━━━━━━── 46/53 1.5it/s 30.4s<4.6s  143/200 67.2G 0.8484 0.8897 0.003686 563 640: 89% ━━━━━━━━━━╸─ 47/53 1.5it/s 31.1s<3.9s  143/200 67.2G 0.8463 0.8863 0.003678 581 640: 91% ━━━━━━━━━━╸─ 48/53 1.5it/s 31.7s<3.2s  143/200 67.2G 0.8457 0.8856 0.003675 625 640: 92% ━━━━━━━━━━━─ 49/53 1.5it/s 32.3s<2.6s  143/200 67.2G 0.8457 0.8857 0.00369 582 640: 94% ━━━━━━━━━━━─ 50/53 1.5it/s 33.0s<1.9s  143/200 67.2G 0.8457 0.8867 0.003688 687 640: 96% ━━━━━━━━━━━╸ 51/53 1.5it/s 33.6s<1.3s  143/200 67.2G 0.8456 0.8891 0.003694 75 640: 98% ━━━━━━━━━━━╸ 52/53 2.4it/s 33.9s<0.4s  143/200 67.2G 0.8456 0.8891 0.003694 75 640: 100% ━━━━━━━━━━━━ 53/53 1.6it/s 33.9s +  Class Images Instances Box(P R mAP50 mAP50-95): 100% ━━━━━━━━━━━━ 1/1 2.7it/s 0.4s + all 177 1609 0.753 0.671 0.685 0.482 + + Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size +  144/200 67.9G 0.8607 1.014 0.003791 617 640: 0% ──────────── 0/53 0.6s  144/200 67.9G 0.86 0.9415 0.003683 720 640: 2% ──────────── 1/53 2.1s/it 1.3s<1:51  144/200 67.9G 0.8351 0.901 0.003594 613 640: 4% ──────────── 2/53 1.3s/it 1.9s<1:04  144/200 67.9G 0.8435 0.8985 0.003662 608 640: 6% ╸─────────── 3/53 1.0it/s 2.6s<49.2s  144/200 67.9G 0.8427 0.8871 0.003706 686 640: 8% ╸─────────── 4/53 1.2it/s 3.2s<41.7s  144/200 67.9G 0.8343 0.8766 0.003695 629 640: 9% ━─────────── 5/53 1.3it/s 3.9s<37.3s  144/200 67.9G 0.8288 0.8788 0.003664 628 640: 11% ━─────────── 6/53 1.4it/s 4.5s<34.4s  144/200 67.9G 0.8325 0.8911 0.003646 724 640: 13% ━╸────────── 7/53 1.4it/s 5.2s<32.5s  144/200 67.9G 0.836 0.9046 0.003669 685 640: 15% ━╸────────── 8/53 1.5it/s 5.8s<31.0s  144/200 67.9G 0.8432 0.9098 0.003665 677 640: 17% ━━────────── 9/53 1.5it/s 6.5s<29.8s  144/200 67.9G 0.8404 0.902 0.003661 618 640: 19% ━━────────── 10/53 1.5it/s 7.1s<28.7s  144/200 67.9G 0.8438 0.9009 0.003663 708 640: 21% ━━────────── 11/53 1.5it/s 7.8s<27.8s  144/200 67.9G 0.8439 0.9065 0.003648 681 640: 23% ━━╸───────── 12/53 1.5it/s 8.4s<27.0s  144/200 67.9G 0.8484 0.9146 0.003679 616 640: 25% ━━╸───────── 13/53 1.5it/s 9.1s<26.2s  144/200 67.9G 0.8453 0.9052 0.003664 685 640: 26% ━━━───────── 14/53 1.5it/s 9.7s<25.4s  144/200 67.9G 0.8421 0.8987 0.003663 611 640: 28% ━━━───────── 15/53 1.5it/s 10.4s<24.8s  144/200 67.9G 0.8429 0.8973 0.003643 663 640: 30% ━━━╸──────── 16/53 1.5it/s 11.0s<24.1s  144/200 67.9G 0.8473 0.9035 0.003641 773 640: 32% ━━━╸──────── 17/53 1.5it/s 11.7s<23.5s  144/200 67.9G 0.8453 0.9016 0.003631 682 640: 34% ━━━━──────── 18/53 1.5it/s 12.3s<22.8s  144/200 67.9G 0.8443 0.9005 0.003615 737 640: 36% ━━━━──────── 19/53 1.5it/s 13.0s<22.1s  144/200 67.9G 0.842 0.8998 0.003603 594 640: 38% ━━━━╸─────── 20/53 1.5it/s 13.6s<21.4s  144/200 67.9G 0.843 0.8988 0.003598 701 640: 40% ━━━━╸─────── 21/53 1.5it/s 14.3s<20.8s  144/200 67.9G 0.8409 0.8942 0.003587 594 640: 42% ━━━━╸─────── 22/53 1.5it/s 14.9s<20.1s  144/200 67.9G 0.8411 0.8937 0.00359 638 640: 43% ━━━━━─────── 23/53 1.5it/s 15.6s<19.4s  144/200 67.9G 0.8388 0.8905 0.003586 640 640: 45% ━━━━━─────── 24/53 1.5it/s 16.2s<18.8s  144/200 67.9G 0.8392 0.892 0.003582 680 640: 47% ━━━━━╸────── 25/53 1.5it/s 16.9s<18.1s  144/200 67.9G 0.8415 0.8931 0.003568 650 640: 49% ━━━━━╸────── 26/53 1.5it/s 17.5s<17.5s  144/200 67.9G 0.8435 0.8936 0.003573 645 640: 51% ━━━━━━────── 27/53 1.5it/s 18.2s<16.9s  144/200 67.9G 0.8397 0.8892 0.003563 639 640: 53% ━━━━━━────── 28/53 1.5it/s 18.8s<16.2s  144/200 67.9G 0.8383 0.8865 0.00357 616 640: 55% ━━━━━━╸───── 29/53 1.5it/s 19.5s<15.6s  144/200 67.9G 0.8396 0.8906 0.003583 736 640: 57% ━━━━━━╸───── 30/53 1.5it/s 20.1s<14.9s  144/200 67.9G 0.8369 0.8857 0.00358 621 640: 58% ━━━━━━━───── 31/53 1.5it/s 20.7s<14.3s  144/200 67.9G 0.8363 0.8836 0.003577 661 640: 60% ━━━━━━━───── 32/53 1.5it/s 21.4s<13.6s  144/200 67.9G 0.836 0.8843 0.003565 696 640: 62% ━━━━━━━───── 33/53 1.5it/s 22.0s<13.0s  144/200 67.9G 0.8331 0.8804 0.003586 539 640: 64% ━━━━━━━╸──── 34/53 1.5it/s 22.7s<12.3s  144/200 67.9G 0.8328 0.8793 0.003567 734 640: 66% ━━━━━━━╸──── 35/53 1.5it/s 23.3s<11.7s  144/200 67.9G 0.8347 0.883 0.003577 710 640: 68% ━━━━━━━━──── 36/53 1.5it/s 24.0s<11.0s  144/200 67.9G 0.8352 0.8832 0.003583 731 640: 70% ━━━━━━━━──── 37/53 1.5it/s 24.6s<10.4s  144/200 67.9G 0.8352 0.8861 0.00359 652 640: 72% ━━━━━━━━╸─── 38/53 1.5it/s 25.3s<9.7s  144/200 67.9G 0.8367 0.8869 0.003585 739 640: 74% ━━━━━━━━╸─── 39/53 1.5it/s 25.9s<9.1s  144/200 67.9G 0.8372 0.8858 0.003582 693 640: 75% ━━━━━━━━━─── 40/53 1.5it/s 26.6s<8.4s  144/200 67.9G 0.8372 0.8863 0.003592 624 640: 77% ━━━━━━━━━─── 41/53 1.5it/s 27.2s<7.8s  144/200 67.9G 0.8375 0.8867 0.003595 664 640: 79% ━━━━━━━━━╸── 42/53 1.5it/s 27.9s<7.1s  144/200 67.9G 0.8369 0.8852 0.003592 637 640: 81% ━━━━━━━━━╸── 43/53 1.5it/s 28.5s<6.5s  144/200 67.9G 0.837 0.8871 0.003592 660 640: 83% ━━━━━━━━━╸── 44/53 1.5it/s 29.2s<5.8s  144/200 67.9G 0.8374 0.8872 0.003587 690 640: 85% ━━━━━━━━━━── 45/53 1.5it/s 29.8s<5.2s  144/200 67.9G 0.8369 0.8859 0.003582 616 640: 87% ━━━━━━━━━━── 46/53 1.5it/s 30.5s<4.6s  144/200 67.9G 0.8354 0.8825 0.003581 657 640: 89% ━━━━━━━━━━╸─ 47/53 1.5it/s 31.2s<4.0s  144/200 67.9G 0.8346 0.8823 0.003583 711 640: 91% ━━━━━━━━━━╸─ 48/53 1.5it/s 31.8s<3.3s  144/200 67.9G 0.8349 0.8869 0.003594 599 640: 92% ━━━━━━━━━━━─ 49/53 1.5it/s 32.5s<2.6s  144/200 67.9G 0.8347 0.8852 0.003594 636 640: 94% ━━━━━━━━━━━─ 50/53 1.5it/s 33.1s<2.0s  144/200 67.9G 0.8346 0.8849 0.003589 711 640: 96% ━━━━━━━━━━━╸ 51/53 1.5it/s 33.8s<1.3s  144/200 67.9G 0.8375 0.8894 0.003613 127 640: 98% ━━━━━━━━━━━╸ 52/53 2.4it/s 34.0s<0.4s  144/200 67.9G 0.8375 0.8894 0.003613 127 640: 100% ━━━━━━━━━━━━ 53/53 1.6it/s 34.0s +  Class Images Instances Box(P R mAP50 mAP50-95): 100% ━━━━━━━━━━━━ 1/1 2.5it/s 0.4s + all 177 1609 0.757 0.675 0.691 0.487 + + Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size +  145/200 67.5G 0.9007 0.9238 0.004164 702 640: 0% ──────────── 0/53 0.6s  145/200 67.5G 0.8652 0.9229 0.003909 655 640: 2% ──────────── 1/53 2.2s/it 1.3s<1:52  145/200 67.5G 0.8567 0.8994 0.003837 585 640: 4% ──────────── 2/53 1.3s/it 1.9s<1:05  145/200 67.5G 0.8481 0.893 0.003811 617 640: 6% ╸─────────── 3/53 1.0it/s 2.6s<49.1s  145/200 67.5G 0.8482 0.8929 0.003805 618 640: 8% ╸─────────── 4/53 1.2it/s 3.2s<41.6s  145/200 67.5G 0.855 0.8876 0.003817 627 640: 9% ━─────────── 5/53 1.3it/s 3.9s<37.5s  145/200 67.5G 0.8553 0.8845 0.00381 658 640: 11% ━─────────── 6/53 1.4it/s 4.5s<34.5s  145/200 67.5G 0.8582 0.9001 0.003781 673 640: 13% ━╸────────── 7/53 1.4it/s 5.2s<32.5s  145/200 67.5G 0.8535 0.9027 0.003729 688 640: 15% ━╸─────────�� 8/53 1.5it/s 5.8s<30.9s  145/200 67.5G 0.8461 0.8966 0.003698 582 640: 17% ━━────────── 9/53 1.5it/s 6.5s<29.6s  145/200 67.5G 0.842 0.8974 0.003669 589 640: 19% ━━────────── 10/53 1.5it/s 7.1s<28.6s  145/200 67.5G 0.8397 0.9006 0.003671 691 640: 21% ━━────────── 11/53 1.5it/s 7.8s<27.7s  145/200 67.5G 0.8382 0.8957 0.003688 680 640: 23% ━━╸───────── 12/53 1.5it/s 8.4s<26.8s  145/200 67.5G 0.8412 0.9022 0.003689 683 640: 25% ━━╸───────── 13/53 1.5it/s 9.1s<26.1s  145/200 67.5G 0.8346 0.8881 0.003649 675 640: 26% ━━━───────── 14/53 1.5it/s 9.7s<25.4s  145/200 67.5G 0.8374 0.8928 0.003646 707 640: 28% ━━━───────── 15/53 1.5it/s 10.3s<24.7s  145/200 67.5G 0.836 0.8905 0.003619 695 640: 30% ━━━╸──────── 16/53 1.5it/s 11.0s<24.0s  145/200 67.5G 0.8362 0.8933 0.003621 641 640: 32% ━━━╸──────── 17/53 1.5it/s 11.6s<23.3s  145/200 67.5G 0.8373 0.8913 0.003622 724 640: 34% ━━━━──────── 18/53 1.5it/s 12.3s<22.7s  145/200 67.5G 0.8332 0.8857 0.003622 616 640: 36% ━━━━──────── 19/53 1.5it/s 12.9s<22.0s  145/200 67.5G 0.8366 0.8883 0.003631 720 640: 38% ━━━━╸─────── 20/53 1.5it/s 13.6s<21.3s  145/200 67.5G 0.8366 0.8909 0.003637 708 640: 40% ━━━━╸─────── 21/53 1.5it/s 14.2s<20.7s  145/200 67.5G 0.836 0.8915 0.003646 635 640: 42% ━━━━╸─────── 22/53 1.5it/s 14.9s<20.1s  145/200 67.5G 0.8361 0.8917 0.003624 670 640: 43% ━━━━━─────── 23/53 1.5it/s 15.5s<19.4s  145/200 67.5G 0.8351 0.8919 0.003617 670 640: 45% ━━━━━─────── 24/53 1.5it/s 16.2s<18.8s  145/200 67.5G 0.8344 0.8891 0.003629 582 640: 47% ━━━━━╸────── 25/53 1.5it/s 16.8s<18.1s  145/200 67.5G 0.8371 0.8928 0.003636 758 640: 49% ━━━━━╸────── 26/53 1.5it/s 17.5s<17.5s  145/200 67.5G 0.8329 0.885 0.003624 596 640: 51% ━━━━━━────── 27/53 1.5it/s 18.1s<16.9s  145/200 67.5G 0.8339 0.8907 0.003632 614 640: 53% ━━━━━━────── 28/53 1.5it/s 18.8s<16.2s  145/200 67.5G 0.8344 0.8938 0.00363 609 640: 55% ━━━━━━╸───── 29/53 1.5it/s 19.4s<15.6s  145/200 67.5G 0.8377 0.8977 0.00363 590 640: 57% ━━━━━━╸───── 30/53 1.5it/s 20.1s<14.9s  145/200 67.5G 0.8395 0.8967 0.003622 701 640: 58% ━━━━━━━───── 31/53 1.5it/s 20.7s<14.3s  145/200 67.5G 0.8372 0.8944 0.003635 548 640: 60% ━━━━━━━───── 32/53 1.5it/s 21.4s<13.6s  145/200 67.5G 0.8355 0.8899 0.003637 621 640: 62% ━━━━━━━───── 33/53 1.5it/s 22.0s<12.9s  145/200 67.5G 0.8351 0.889 0.003628 648 640: 64% ━━━━━━━╸──── 34/53 1.5it/s 22.6s<12.3s  145/200 67.5G 0.8351 0.8876 0.003621 657 640: 66% ━━━━━━━╸──── 35/53 1.5it/s 23.3s<11.6s  145/200 67.5G 0.8369 0.8906 0.003619 656 640: 68% ━━━━━━━━──── 36/53 1.5it/s 23.9s<11.0s  145/200 67.5G 0.8364 0.8892 0.00361 587 640: 70% ━━━━━━━━──── 37/53 1.5it/s 24.6s<10.3s  145/200 67.5G 0.8375 0.8885 0.003601 774 640: 72% ━━━━━━━━╸─── 38/53 1.5it/s 25.2s<9.7s  145/200 67.5G 0.8391 0.8913 0.003602 692 640: 74% ━━━━━━━━╸─── 39/53 1.5it/s 25.9s<9.1s  145/200 67.5G 0.8371 0.888 0.003592 616 640: 75% ━━━━━━━━━─── 40/53 1.5it/s 26.5s<8.4s  145/200 67.5G 0.8356 0.8868 0.003587 632 640: 77% ━━━━━━━━━─── 41/53 1.5it/s 27.2s<7.8s  145/200 67.5G 0.8356 0.8858 0.003591 688 640: 79% ━━━━━━━━━╸── 42/53 1.5it/s 27.8s<7.1s  145/200 67.5G 0.8355 0.8854 0.003587 596 640: 81% ━━━━━━━━━╸── 43/53 1.5it/s 28.5s<6.5s  145/200 67.5G 0.8364 0.8873 0.003591 652 640: 83% ━━━━━━━━━╸── 44/53 1.5it/s 29.1s<5.8s  145/200 67.5G 0.8371 0.8876 0.003591 700 640: 85% ━━━━━━━━━━── 45/53 1.5it/s 29.8s<5.2s  145/200 67.5G 0.8363 0.8871 0.003594 602 640: 87% ━━━━━━━━━━── 46/53 1.5it/s 30.4s<4.5s  145/200 67.5G 0.8359 0.8871 0.00359 752 640: 89% ━━━━━━━━━━╸─ 47/53 1.5it/s 31.1s<3.9s  145/200 67.5G 0.8357 0.8874 0.003604 608 640: 91% ━━━━━━━━━━╸─ 48/53 1.5it/s 31.7s<3.2s  145/200 67.5G 0.8363 0.8863 0.003601 676 640: 92% ━━━━━━━━━━━─ 49/53 1.5it/s 32.4s<2.6s  145/200 67.5G 0.8369 0.8862 0.003601 803 640: 94% ━━━━━━━━━━━─ 50/53 1.5it/s 33.0s<1.9s  145/200 67.5G 0.8374 0.8882 0.003608 647 640: 96% ━━━━━━━━━━━╸ 51/53 1.5it/s 33.7s<1.3s  145/200 67.5G 0.8384 0.8859 0.003606 110 640: 98% ━━━━━━━━━━━╸ 52/53 2.4it/s 33.9s<0.4s  145/200 67.5G 0.8384 0.8859 0.003606 110 640: 100% ━━━━━━━━━━━━ 53/53 1.6it/s 33.9s +  Class Images Instances Box(P R mAP50 mAP50-95): 100% ━━━━━━━━━━━━ 1/1 2.5it/s 0.4s + all 177 1609 0.762 0.676 0.693 0.493 + + Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size +  146/200 68G 0.8905 0.9382 0.004073 666 640: 0% ──────────── 0/53 0.6s  146/200 68G 0.8637 0.8953 0.004073 625 640: 2% ──────────── 1/53 2.1s/it 1.3s<1:52  146/200 68G 0.8446 0.9252 0.003864 693 640: 4% ──────────── 2/53 1.3s/it 1.9s<1:05  146/200 68G 0.8224 0.8627 0.003771 552 640: 6% ╸─────────── 3/53 1.0it/s 2.6s<49.1s  146/200 68G 0.821 0.8604 0.003769 585 640: 8% ╸─────────── 4/53 1.2it/s 3.2s<41.6s  146/200 68G 0.8265 0.8624 0.003716 696 640: 9% ━─────────── 5/53 1.3it/s 3.9s<37.4s  146/200 68G 0.8313 0.8708 0.003718 625 640: 11% ━─────────── 6/53 1.4it/s 4.5s<34.5s  146/200 68G 0.8232 0.8647 0.003788 506 640: 13% ━╸────────── 7/53 1.4it/s 5.2s<32.5s  146/200 68G 0.8223 0.8645 0.003749 539 640: 15% ━╸────────── 8/53 1.5it/s 5.8s<30.9s  146/200 68G 0.8251 0.872 0.003721 691 640: 17% ━━────────── 9/53 1.5it/s 6.5s<30.1s  146/200 68G 0.8228 0.8678 0.003711 666 640: 19% ━━────────── 10/53 1.5it/s 7.1s<28.9s  146/200 68G 0.8251 0.8663 0.003687 676 640: 21% ━━────────── 11/53 1.5it/s 7.8s<28.0s  146/200 68G 0.8216 0.8573 0.003638 616 640: 23% ━━╸───────── 12/53 1.5it/s 8.4s<27.1s  146/200 68G 0.8243 0.8542 0.003637 672 640: 25% ━━╸───────── 13/53 1.5it/s 9.1s<26.3s  146/200 68G 0.8281 0.8592 0.003633 666 640: 26% ━━━───────── 14/53 1.5it/s 9.7s<25.5s  146/200 68G 0.8296 0.8616 0.003625 633 640: 28% ━━━───────── 15/53 1.5it/s 10.4s<24.8s  146/200 68G 0.8287 0.859 0.003618 593 640: 30% ━━━╸──────── 16/53 1.5it/s 11.0s<24.0s  146/200 68G 0.8282 0.8638 0.003626 688 640: 32% ━━━╸──────── 17/53 1.5it/s 11.7s<23.4s  146/200 68G 0.8317 0.8706 0.003629 663 640: 34% ━━━━──────── 18/53 1.5it/s 12.3s<22.7s  146/200 68G 0.8307 0.8658 0.003613 585 640: 36% ━━━━──────── 19/53 1.5it/s 13.0s<22.1s  146/200 68G 0.8311 0.8649 0.003603 682 640: 38% ━━━━╸─────── 20/53 1.5it/s 13.6s<21.4s  146/200 68G 0.8335 0.8678 0.003597 741 640: 40% ━━━━╸─────── 21/53 1.5it/s 14.3s<20.8s  146/200 68G 0.8369 0.8703 0.003605 686 640: 42% ━━━━╸─────── 22/53 1.5it/s 14.9s<20.1s  146/200 68G 0.8366 0.8732 0.003596 702 640: 43% ━━━━━─────── 23/53 1.5it/s 15.6s<19.5s  146/200 68G 0.837 0.8741 0.003586 666 640: 45% ━━━━━─────── 24/53 1.5it/s 16.2s<18.8s  146/200 68G 0.8347 0.8697 0.003582 594 640: 47% ━━━━━╸────── 25/53 1.5it/s 16.9s<18.1s  146/200 68G 0.8358 0.8709 0.003575 598 640: 49% ━━━━━╸────── 26/53 1.5it/s 17.5s<17.5s  146/200 68G 0.8377 0.8729 0.00357 753 640: 51% ━━━━━━────── 27/53 1.5it/s 18.2s<16.8s  146/200 68G 0.8373 0.8696 0.003565 648 640: 53% ━━━━━━────── 28/53 1.5it/s 18.8s<16.2s  146/200 68G 0.8379 0.8708 0.003571 651 640: 55% ━━━━━━╸───── 29/53 1.5it/s 19.5s<15.6s  146/200 68G 0.838 0.8701 0.003557 679 640: 57% ━━━━━━╸───── 30/53 1.5it/s 20.1s<14.9s  146/200 68G 0.8385 0.8723 0.003568 679 640: 58% ━━━━━━━───── 31/53 1.5it/s 20.8s<14.3s  146/200 68G 0.8387 0.8745 0.003584 612 640: 60% ━━━━━━━───── 32/53 1.5it/s 21.4s<13.6s  146/200 68G 0.8373 0.8701 0.003581 588 640: 62% ━━━━━━━───── 33/53 1.5it/s 22.1s<13.0s  146/200 68G 0.8368 0.869 0.003578 606 640: 64% ━━━━━━━╸──── 34/53 1.5it/s 22.7s<12.3s  146/200 68G 0.8355 0.8688 0.003575 686 640: 66% ━━━━━━━╸──── 35/53 1.5it/s 23.4s<11.6s  146/200 68G 0.8376 0.8729 0.003577 685 640: 68% ━━━━━━━━──── 36/53 1.5it/s 24.0s<11.0s  146/200 68G 0.8362 0.8685 0.003575 667 640: 70% ━━━━━━━━──── 37/53 1.5it/s 24.6s<10.3s  146/200 68G 0.835 0.8674 0.003559 630 640: 72% ━━━━━━━━╸─── 38/53 1.5it/s 25.3s<9.7s  146/200 68G 0.8343 0.866 0.003548 621 640: 74% ━━━━━━━━╸─── 39/53 1.5it/s 25.9s<9.1s  146/200 68G 0.8339 0.8667 0.003542 628 640: 75% ━━━━━━━━━─── 40/53 1.5it/s 26.6s<8.4s  146/200 68G 0.8347 0.8696 0.00354 664 640: 77% ━━━━━━━━━─── 41/53 1.5it/s 27.3s<7.8s  146/200 68G 0.8337 0.869 0.003539 627 640: 79% ━━━━━━━━━╸── 42/53 1.5it/s 27.9s<7.2s  146/200 68G 0.8331 0.8679 0.003534 636 640: 81% ━━━━━━━━━╸── 43/53 1.5it/s 28.6s<6.5s  146/200 68G 0.8333 0.8687 0.003537 698 640: 83% ━━━━━━━━━╸── 44/53 1.5it/s 29.2s<5.9s  146/200 68G 0.8344 0.8716 0.003536 760 640: 85% ━━━━━━━━━━── 45/53 1.5it/s 29.9s<5.2s  146/200 68G 0.8335 0.8703 0.003532 628 640: 87% ━━━━━━━━━━── 46/53 1.5it/s 30.5s<4.6s  146/200 68G 0.8334 0.8698 0.003529 750 640: 89% ━━━━━━━━━━╸─ 47/53 1.5it/s 31.2s<3.9s  146/200 68G 0.8347 0.8711 0.003526 732 640: 91% ━━━━━━━━━━╸─ 48/53 1.5it/s 31.8s<3.3s  146/200 68G 0.8335 0.8692 0.003527 681 640: 92% ━━━━━━━━━━━─ 49/53 1.5it/s 32.5s<2.6s  146/200 68G 0.833 0.868 0.003528 671 640: 94% ━━━━━━━━━━━─ 50/53 1.5it/s 33.1s<2.0s  146/200 68G 0.8325 0.868 0.003527 625 640: 96% ━━━━━━━━━━━╸ 51/53 1.5it/s 33.8s<1.3s  146/200 68G 0.827 0.8632 0.003526 33 640: 98% ━━━━━━━━━━━╸ 52/53 2.4it/s 34.0s<0.4s  146/200 68G 0.827 0.8632 0.003526 33 640: 100% ━━━━━━━━━━━━ 53/53 1.6it/s 34.0s +  Class Images Instances Box(P R mAP50 mAP50-95): 100% ━━━━━━━━━━━━ 1/1 2.5it/s 0.4s + all 177 1609 0.753 0.687 0.698 0.492 + + Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size +  147/200 68.2G 0.8359 0.8765 0.003106 680 640: 0% ──────────── 0/53 0.6s  147/200 68.2G 0.7718 0.8131 0.003515 571 640: 2% ──────────── 1/53 2.2s/it 1.3s<1:52  147/200 68.2G 0.7805 0.8204 0.003447 625 640: 4% ──────────── 2/53 1.3s/it 1.9s<1:05  147/200 68.2G 0.7807 0.8057 0.003416 593 640: 6% ╸─────────── 3/53 1.0it/s 2.6s<49.3s  147/200 68.2G 0.7846 0.8029 0.003479 511 640: 8% ╸─────────── 4/53 1.2it/s 3.2s<41.7s  147/200 68.2G 0.7997 0.8261 0.003407 696 640: 9% ━─────────── 5/53 1.3it/s 3.9s<37.4s  147/200 68.2G 0.8083 0.8291 0.003409 647 640: 11% ━─────────── 6/53 1.4it/s 4.5s<34.5s  147/200 68.2G 0.8159 0.8497 0.003537 614 640: 13% ━╸────────── 7/53 1.4it/s 5.2s<32.5s  147/200 68.2G 0.8283 0.8529 0.003521 660 640: 15% ━╸────────── 8/53 1.5it/s 5.8s<31.0s  147/200 68.2G 0.8222 0.843 0.003544 636 640: 17% ━━────────── 9/53 1.5it/s 6.5s<29.8s  147/200 68.2G 0.8294 0.8548 0.003574 685 640: 19% ━━────────── 10/53 1.5it/s 7.1s<28.8s  147/200 68.2G 0.8286 0.8572 0.003517 709 640: 21% ━━────────── 11/53 1.5it/s 7.8s<27.9s  147/200 68.2G 0.8299 0.8542 0.003509 714 640: 23% ━━╸───────── 12/53 1.5it/s 8.4s<27.0s  147/200 68.2G 0.8245 0.8443 0.0035 608 640: 25% ━━╸───────── 13/53 1.5it/s 9.1s<26.2s  147/200 68.2G 0.8165 0.835 0.003506 503 640: 26% ━━━───────── 14/53 1.5it/s 9.7s<25.4s  147/200 68.2G 0.8175 0.8369 0.003506 649 640: 28% ━━━───────── 15/53 1.5it/s 10.4s<24.7s  147/200 68.2G 0.8144 0.8341 0.003529 514 640: 30% ━━━╸──────── 16/53 1.5it/s 11.0s<24.0s  147/200 68.2G 0.8188 0.8421 0.003558 642 640: 32% ━━━╸──────── 17/53 1.5it/s 11.7s<23.4s  147/200 68.2G 0.8162 0.8375 0.003537 638 640: 34% ━━━━──────── 18/53 1.5it/s 12.3s<22.8s  147/200 68.2G 0.8112 0.8312 0.003554 527 640: 36% ━━━━──────── 19/53 1.5it/s 13.0s<22.1s  147/200 68.2G 0.8129 0.8327 0.003555 603 640: 38% ━━━━╸─────── 20/53 1.5it/s 13.6s<21.4s  147/200 68.2G 0.8135 0.8348 0.003552 602 640: 40% ━━━━╸─────── 21/53 1.5it/s 14.3s<20.7s  147/200 68.2G 0.8146 0.8346 0.003553 712 640: 42% ━━━━╸─────── 22/53 1.5it/s 14.9s<20.1s  147/200 68.2G 0.8141 0.8333 0.003548 654 640: 43% ━━━━━─────── 23/53 1.5it/s 15.6s<19.5s  147/200 68.2G 0.8164 0.8387 0.003546 731 640: 45% ━━━━━─────── 24/53 1.5it/s 16.2s<18.9s  147/200 68.2G 0.8164 0.8399 0.003555 601 640: 47% ━━━━━╸────── 25/53 1.5it/s 16.9s<18.2s  147/200 68.2G 0.8153 0.8379 0.003539 719 640: 49% ━━━━━╸────── 26/53 1.5it/s 17.5s<17.5s  147/200 68.2G 0.8143 0.8376 0.003532 610 640: 51% ━━━━━━────── 27/53 1.5it/s 18.2s<16.9s  147/200 68.2G 0.8148 0.8399 0.003518 629 640: 53% ━━━━━━────── 28/53 1.5it/s 18.8s<16.2s  147/200 68.2G 0.8157 0.844 0.003519 683 640: 55% ━━━━━━╸───── 29/53 1.5it/s 19.5s<15.5s  147/200 68.2G 0.8169 0.8458 0.003505 746 640: 57% ━━━━━━╸───── 30/53 1.5it/s 20.1s<14.9s  147/200 68.2G 0.819 0.8458 0.003513 698 640: 58% ━━━━━━━───── 31/53 1.5it/s 20.8s<14.3s  147/200 68.2G 0.8182 0.8472 0.003507 701 640: 60% ━━━━━━━───── 32/53 1.5it/s 21.4s<13.6s  147/200 68.2G 0.8181 0.8486 0.003508 591 640: 62% ━━━━━━━───── 33/53 1.5it/s 22.1s<13.0s  147/200 68.2G 0.8172 0.8476 0.003499 627 640: 64% ━━━━━━━╸──── 34/53 1.5it/s 22.7s<12.3s  147/200 68.2G 0.82 0.8531 0.003504 681 640: 66% ━━━━━━━╸──── 35/53 1.5it/s 23.4s<11.7s  147/200 68.2G 0.8194 0.852 0.003489 627 640: 68% ━━━━━━━━──── 36/53 1.5it/s 24.0s<11.0s  147/200 68.2G 0.8182 0.8508 0.003487 568 640: 70% ━━━━━━━━──── 37/53 1.5it/s 24.7s<10.4s  147/200 68.2G 0.8177 0.8488 0.003499 554 640: 72% ━━━━━━━━╸─── 38/53 1.5it/s 25.3s<9.7s  147/200 68.2G 0.8179 0.8482 0.003496 686 640: 74% ━━━━━━━━╸─── 39/53 1.5it/s 26.0s<9.1s  147/200 68.2G 0.8181 0.8467 0.003504 632 640: 75% ━━━━━━━━━─── 40/53 1.5it/s 26.6s<8.4s  147/200 68.2G 0.8171 0.8475 0.003512 550 640: 77% ━━━━━━━━━─── 41/53 1.5it/s 27.2s<7.8s  147/200 68.2G 0.8162 0.8451 0.003507 647 640: 79% ━━━━━━━━━╸── 42/53 1.5it/s 27.9s<7.1s  147/200 68.2G 0.8156 0.8444 0.003503 602 640: 81% ━━━━━━━━━╸── 43/53 1.5it/s 28.5s<6.5s  147/200 68.2G 0.8167 0.8475 0.003507 610 640: 83% ━━━━━━━━━╸── 44/53 1.5it/s 29.2s<5.8s  147/200 68.2G 0.8159 0.8459 0.003505 680 640: 85% ━━━━━━━━━━── 45/53 1.5it/s 29.8s<5.2s  147/200 68.2G 0.8158 0.8446 0.003493 697 640: 87% ━━━━━━━━━━── 46/53 1.5it/s 30.5s<4.5s  147/200 68.2G 0.8172 0.847 0.003504 596 640: 89% ━━━━━━━━━━╸─ 47/53 1.5it/s 31.1s<3.9s  147/200 68.2G 0.8179 0.8469 0.003505 672 640: 91% ━━━━━━━━━━╸─ 48/53 1.5it/s 31.8s<3.2s  147/200 68.2G 0.8179 0.8473 0.003499 766 640: 92% ━━━━━━━━━━━─ 49/53 1.5it/s 32.4s<2.6s  147/200 68.2G 0.8182 0.8474 0.00351 675 640: 94% ━━━━━━━━━━━─ 50/53 1.5it/s 33.1s<1.9s  147/200 68.2G 0.8178 0.8449 0.003506 690 640: 96% ━━━━━━━━━━━╸ 51/53 1.5it/s 33.7s<1.3s  147/200 68.2G 0.8207 0.847 0.003513 101 640: 98% ━━━━━━━━━━━╸ 52/53 2.4it/s 33.9s<0.4s  147/200 68.2G 0.8207 0.847 0.003513 101 640: 100% ━━━━━━━━━━━━ 53/53 1.6it/s 33.9s +  Class Images Instances Box(P R mAP50 mAP50-95): 100% ━━━━━━━━━━━━ 1/1 2.5it/s 0.4s + all 177 1609 0.749 0.676 0.7 0.494 + + Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size +  148/200 67.9G 0.8437 0.9542 0.003492 647 640: 0% ──────────── 0/53 0.6s  148/200 67.9G 0.7968 0.8292 0.003422 654 640: 2% ──────────── 1/53 2.2s/it 1.3s<1:54  148/200 67.9G 0.8141 0.8361 0.003442 694 640: 4% ──────────── 2/53 1.3s/it 2.0s<1:05  148/200 67.9G 0.8266 0.853 0.003431 649 640: 6% ╸─────────── 3/53 1.0it/s 2.6s<49.5s  148/200 67.9G 0.826 0.86 0.003547 580 640: 8% ╸─────────── 4/53 1.2it/s 3.2s<41.7s  148/200 67.9G 0.8178 0.8328 0.003497 721 640: 9% ━─────────── 5/53 1.3it/s 3.9s<37.4s  148/200 67.9G 0.8216 0.8501 0.003585 604 640: 11% ━─────────── 6/53 1.3it/s 4.6s<34.9s  148/200 67.9G 0.8197 0.8554 0.003559 643 640: 13% ━╸────────── 7/53 1.4it/s 5.2s<32.7s  148/200 67.9G 0.8128 0.8548 0.003584 631 640: 15% ━╸────────── 8/53 1.4it/s 5.9s<31.1s  148/200 67.9G 0.8183 0.8577 0.003546 741 640: 17% ━━────────── 9/53 1.5it/s 6.5s<29.8s  148/200 67.9G 0.8222 0.8585 0.003543 641 640: 19% ━━────────── 10/53 1.5it/s 7.2s<28.8s  148/200 67.9G 0.8232 0.8563 0.003553 566 640: 21% ━━────────── 11/53 1.5it/s 7.8s<27.8s  148/200 67.9G 0.8241 0.857 0.003528 792 640: 23% ━━╸───────── 12/53 1.5it/s 8.5s<27.0s  148/200 67.9G 0.8213 0.851 0.003516 574 640: 25% ━━╸───────── 13/53 1.5it/s 9.1s<26.3s  148/200 67.9G 0.8254 0.8653 0.003559 696 640: 26% ━━━───────── 14/53 1.5it/s 9.8s<25.6s  148/200 67.9G 0.8271 0.8666 0.003544 689 640: 28% ━━━───────── 15/53 1.5it/s 10.4s<24.8s  148/200 67.9G 0.8329 0.8788 0.003573 738 640: 30% ━━━╸──────── 16/53 1.5it/s 11.1s<24.1s  148/200 67.9G 0.835 0.8839 0.003603 594 640: 32% ━━━╸──────── 17/53 1.5it/s 11.7s<23.5s  148/200 67.9G 0.8279 0.8706 0.003569 565 640: 34% ━━━━──────── 18/53 1.5it/s 12.4s<22.8s  148/200 67.9G 0.8284 0.8717 0.003558 713 640: 36% ━━━━──────── 19/53 1.5it/s 13.0s<22.1s  148/200 67.9G 0.8271 0.8672 0.003564 641 640: 38% ━━━━╸─────── 20/53 1.5it/s 13.7s<21.4s  148/200 67.9G 0.8248 0.8634 0.003568 628 640: 40% ━━━━╸─────── 21/53 1.5it/s 14.3s<20.8s  148/200 67.9G 0.8233 0.8587 0.003561 604 640: 42% ━━━━╸─────── 22/53 1.5it/s 14.9s<20.1s  148/200 67.9G 0.8225 0.8629 0.003564 554 640: 43% ━━━━━─────── 23/53 1.5it/s 15.6s<19.5s  148/200 67.9G 0.8234 0.8644 0.003576 619 640: 45% ━━━━━─────── 24/53 1.5it/s 16.2s<18.8s  148/200 67.9G 0.8228 0.8648 0.003585 624 640: 47% ━━━━━╸────── 25/53 1.5it/s 16.9s<18.2s  148/200 67.9G 0.8242 0.8681 0.003592 669 640: 49% ━━━━━╸────── 26/53 1.5it/s 17.5s<17.5s  148/200 67.9G 0.8255 0.8686 0.003585 639 640: 51% ━━━━━━────── 27/53 1.5it/s 18.2s<16.9s  148/200 67.9G 0.8249 0.866 0.003574 615 640: 53% ━━━━━━────── 28/53 1.5it/s 18.8s<16.2s  148/200 67.9G 0.8251 0.8673 0.003571 706 640: 55% ━━━━━━╸───── 29/53 1.5it/s 19.5s<15.6s  148/200 67.9G 0.8239 0.8639 0.003577 570 640: 57% ━━━━━━╸───── 30/53 1.5it/s 20.1s<14.9s  148/200 67.9G 0.8229 0.8635 0.003567 644 640: 58% ━━━━━━━───── 31/53 1.5it/s 20.8s<14.2s  148/200 67.9G 0.8241 0.8633 0.003565 749 640: 60% ━━━━━━━───── 32/53 1.5it/s 21.4s<13.6s  148/200 67.9G 0.8254 0.8646 0.003559 736 640: 62% ━━━━━━━───── 33/53 1.5it/s 22.1s<13.0s  148/200 67.9G 0.8249 0.8633 0.003555 662 640: 64% ━━━━━━━╸──── 34/53 1.5it/s 22.7s<12.3s  148/200 67.9G 0.8236 0.8596 0.003543 711 640: 66% ━━━━━━━╸──── 35/53 1.5it/s 23.4s<11.7s  148/200 67.9G 0.8237 0.8613 0.003548 602 640: 68% ━━━━━━━━──── 36/53 1.5it/s 24.0s<11.0s  148/200 67.9G 0.8255 0.8657 0.003544 738 640: 70% ━━━━━━━━──── 37/53 1.5it/s 24.7s<10.4s  148/200 67.9G 0.8268 0.8673 0.003538 748 640: 72% ━━━━━━━━╸─── 38/53 1.5it/s 25.3s<9.7s  148/200 67.9G 0.8258 0.8655 0.003535 572 640: 74% ━━━━━━━━╸─── 39/53 1.5it/s 26.0s<9.1s  148/200 67.9G 0.8256 0.8659 0.003539 663 640: 75% ━━━━━━━━━─── 40/53 1.5it/s 26.6s<8.5s  148/200 67.9G 0.8246 0.8678 0.003553 511 640: 77% ━━━━━━━━━─── 41/53 1.5it/s 27.3s<7.8s  148/200 67.9G 0.8252 0.8679 0.003558 694 640: 79% ━━━━━━━━━╸── 42/53 1.5it/s 27.9s<7.1s  148/200 67.9G 0.8248 0.8678 0.003556 612 640: 81% ━━━━━━━━━╸── 43/53 1.5it/s 28.6s<6.5s  148/200 67.9G 0.8263 0.8695 0.003552 724 640: 83% ━━━━━━━━━╸── 44/53 1.5it/s 29.2s<5.9s  148/200 67.9G 0.8285 0.8721 0.003563 661 640: 85% ━━━━━━━━━━── 45/53 1.5it/s 29.9s<5.2s  148/200 67.9G 0.8283 0.87 0.003566 612 640: 87% ━━━━━━━━━━── 46/53 1.5it/s 30.5s<4.5s  148/200 67.9G 0.8279 0.8695 0.003573 605 640: 89% ━━━━━━━━━━╸─ 47/53 1.5it/s 31.2s<3.9s  148/200 67.9G 0.8272 0.8696 0.003573 592 640: 91% ━━━━━━━━━━╸─ 48/53 1.5it/s 31.8s<3.2s  148/200 67.9G 0.8268 0.8695 0.003572 652 640: 92% ━━━━━━━━━━━─ 49/53 1.5it/s 32.4s<2.6s  148/200 67.9G 0.8283 0.87 0.00357 784 640: 94% ━━━━━━━━━━━─ 50/53 1.5it/s 33.1s<1.9s  148/200 67.9G 0.8272 0.8685 0.00357 616 640: 96% ━━━━━━━━━━━╸ 51/53 1.5it/s 33.7s<1.3s  148/200 67.9G 0.8301 0.8751 0.003561 108 640: 98% ━━━━━━━━━━━╸ 52/53 2.5it/s 34.0s<0.4s  148/200 67.9G 0.8301 0.8751 0.003561 108 640: 100% ━━━━━━━━━━━━ 53/53 1.6it/s 34.0s +  Class Images Instances Box(P R mAP50 mAP50-95): 100% ━━━━━━━━━━━━ 1/1 2.5it/s 0.4s + all 177 1609 0.766 0.674 0.696 0.493 + + Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size +  149/200 68G 0.794 0.7514 0.003264 671 640: 0% ──────────── 0/53 0.6s  149/200 68G 0.848 0.8622 0.003435 764 640: 2% ──────────── 1/53 2.2s/it 1.3s<1:53  149/200 68G 0.8213 0.851 0.003529 627 640: 4% ──────────── 2/53 1.3s/it 1.9s<1:05  149/200 68G 0.8135 0.8524 0.00356 671 640: 6% ╸─────────── 3/53 1.0it/s 2.6s<49.2s  149/200 68G 0.8133 0.847 0.003599 608 640: 8% ╸─────────── 4/53 1.2it/s 3.2s<41.7s  149/200 68G 0.7981 0.8097 0.003574 523 640: 9% ━─────────── 5/53 1.3it/s 3.9s<37.2s  149/200 68G 0.7924 0.8081 0.003571 579 640: 11% ━─────────── 6/53 1.4it/s 4.5s<34.3s  149/200 68G 0.7956 0.8151 0.003539 613 640: 13% ━╸────────── 7/53 1.4it/s 5.2s<32.4s  149/200 68G 0.7996 0.8292 0.003544 649 640: 15% ━╸────────── 8/53 1.5it/s 5.8s<30.9s  149/200 68G 0.8 0.8281 0.0035 702 640: 17% ━━────────── 9/53 1.5it/s 6.5s<29.7s  149/200 68G 0.7967 0.8234 0.003465 680 640: 19% ━━────────── 10/53 1.5it/s 7.1s<28.7s  149/200 68G 0.7938 0.8211 0.003462 592 640: 21% ━━────────── 11/53 1.5it/s 7.8s<27.7s  149/200 68G 0.8049 0.8399 0.003465 781 640: 23% ━━╸───────── 12/53 1.5it/s 8.4s<26.9s  149/200 68G 0.8018 0.8409 0.003477 575 640: 25% ━━╸───────── 13/53 1.5it/s 9.1s<26.1s  149/200 68G 0.8038 0.8481 0.003534 551 640: 26% ━━━───────── 14/53 1.5it/s 9.7s<25.5s  149/200 68G 0.8052 0.8494 0.00354 687 640: 28% ━━━───────── 15/53 1.5it/s 10.4s<24.8s  149/200 68G 0.8015 0.8404 0.003527 568 640: 30% ━━━╸──────── 16/53 1.5it/s 11.0s<24.1s  149/200 68G 0.8056 0.8488 0.003537 665 640: 32% ━━━╸──────── 17/53 1.5it/s 11.7s<23.4s  149/200 68G 0.8064 0.8504 0.003525 701 640: 34% ━━━━──────── 18/53 1.5it/s 12.3s<22.8s  149/200 68G 0.8082 0.852 0.003512 666 640: 36% ━━━━──────── 19/53 1.5it/s 13.0s<22.1s  149/200 68G 0.8074 0.8473 0.003506 579 640: 38% ━━━━╸─────── 20/53 1.5it/s 13.6s<21.4s  149/200 68G 0.811 0.8479 0.003511 744 640: 40% ━━━━╸─────── 21/53 1.5it/s 14.3s<20.7s  149/200 68G 0.8152 0.8522 0.003525 678 640: 42% ━━━━╸─────── 22/53 1.5it/s 14.9s<20.1s  149/200 68G 0.8129 0.8508 0.003542 553 640: 43% ━━━━━─────── 23/53 1.5it/s 15.5s<19.4s  149/200 68G 0.8147 0.8511 0.003528 763 640: 45% ━━━━━─────── 24/53 1.5it/s 16.2s<18.8s  149/200 68G 0.8146 0.8522 0.003536 597 640: 47% ━━━━━╸────── 25/53 1.5it/s 16.8s<18.1s  149/200 68G 0.8129 0.8496 0.00352 573 640: 49% ━━━━━╸────── 26/53 1.5it/s 17.5s<17.5s  149/200 68G 0.8148 0.8501 0.003521 652 640: 51% ━━━━━━────── 27/53 1.5it/s 18.1s<16.9s  149/200 68G 0.8136 0.8489 0.003534 590 640: 53% ━━━━━━────── 28/53 1.5it/s 18.8s<16.2s  149/200 68G 0.8152 0.8514 0.00353 664 640: 55% ━━━━━━╸───── 29/53 1.5it/s 19.5s<15.6s  149/200 68G 0.8159 0.8514 0.003526 721 640: 57% ━━━━━━╸───── 30/53 1.5it/s 20.1s<15.1s  149/200 68G 0.815 0.851 0.003524 668 640: 58% ━━━━━━━───── 31/53 1.5it/s 20.8s<14.4s  149/200 68G 0.8152 0.8531 0.003522 631 640: 60% ━━━━━━━───── 32/53 1.5it/s 21.6s<14.5s  149/200 68G 0.8149 0.8505 0.003532 590 640: 62% ━━━━━━━───── 33/53 1.5it/s 22.2s<13.5s  149/200 68G 0.8145 0.8494 0.003526 703 640: 64% ━━━━━━━╸──── 34/53 1.5it/s 22.8s<12.7s  149/200 68G 0.8124 0.8482 0.003528 644 640: 66% ━━━━━━━╸──── 35/53 1.5it/s 23.5s<11.9s  149/200 68G 0.8143 0.8528 0.003513 698 640: 68% ━━━━━━━━──── 36/53 1.5it/s 24.1s<11.2s  149/200 68G 0.8138 0.8526 0.003517 654 640: 70% ━━━━━━━━──── 37/53 1.5it/s 24.8s<10.4s  149/200 68G 0.8157 0.8573 0.003526 682 640: 72% ━━━━━━━━╸─── 38/53 1.5it/s 25.4s<9.8s  149/200 68G 0.8167 0.8573 0.003521 624 640: 74% ━━━━━━━━╸─── 39/53 1.5it/s 26.1s<9.1s  149/200 68G 0.8184 0.8607 0.003529 638 640: 75% ━━━━━━━━━─── 40/53 1.5it/s 26.7s<8.5s  149/200 68G 0.8198 0.8615 0.003531 741 640: 77% ━━━━━━━━━─── 41/53 1.5it/s 27.4s<7.8s  149/200 68G 0.8214 0.8657 0.003541 702 640: 79% ━━━━━━━━━╸── 42/53 1.5it/s 28.0s<7.2s  149/200 68G 0.8201 0.8636 0.003534 695 640: 81% ━━━━━━━━━╸── 43/53 1.5it/s 28.7s<6.5s  149/200 68G 0.8204 0.8623 0.003537 660 640: 83% ━━━━━━━━━╸── 44/53 1.5it/s 29.3s<5.9s  149/200 68G 0.8212 0.8633 0.003527 791 640: 85% ━━━━━━━━━━── 45/53 1.5it/s 30.0s<5.2s  149/200 68G 0.8203 0.861 0.003517 632 640: 87% ━━━━━━━━━━── 46/53 1.5it/s 30.6s<4.6s  149/200 68G 0.8202 0.8612 0.003508 697 640: 89% ━━━━━━━━━━╸─ 47/53 1.5it/s 31.3s<3.9s  149/200 68G 0.8192 0.8589 0.003496 600 640: 91% ━━━━━━━━━━╸─ 48/53 1.5it/s 31.9s<3.2s  149/200 68G 0.8196 0.8577 0.003491 688 640: 92% ━━━━━━━━━━━─ 49/53 1.5it/s 32.6s<2.6s  149/200 68G 0.8183 0.8554 0.003491 660 640: 94% ━━━━━━━━━━━─ 50/53 1.5it/s 33.2s<1.9s  149/200 68G 0.8185 0.8556 0.003492 664 640: 96% ━━━━━━━━━━━╸ 51/53 1.5it/s 33.9s<1.3s  149/200 68G 0.8158 0.8559 0.003483 74 640: 98% ━━━━━━━━━━━╸ 52/53 2.4it/s 34.1s<0.4s  149/200 68G 0.8158 0.8559 0.003483 74 640: 100% ━━━━━━━━━━━━ 53/53 1.6it/s 34.1s +  Class Images Instances Box(P R mAP50 mAP50-95): 100% ━━━━━━━━━━━━ 1/1 2.7it/s 0.4s + all 177 1609 0.727 0.7 0.693 0.491 + + Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size +  150/200 67.7G 0.8564 0.8803 0.002883 778 640: 0% ──────────── 0/53 0.7s  150/200 67.7G 0.8242 0.8697 0.003102 776 640: 2% ──────────── 1/53 2.2s/it 1.3s<1:53  150/200 67.7G 0.8408 0.9023 0.003398 717 640: 4% ──────────── 2/53 1.3s/it 2.0s<1:05  150/200 67.7G 0.829 0.9084 0.00337 665 640: 6% ╸─────────── 3/53 1.0it/s 2.6s<49.2s  150/200 67.7G 0.8249 0.8828 0.003361 779 640: 8% ╸─────────── 4/53 1.2it/s 3.3s<41.9s  150/200 67.7G 0.8249 0.8777 0.003339 651 640: 9% ━─────────── 5/53 1.3it/s 3.9s<37.4s  150/200 67.7G 0.8199 0.8656 0.003391 612 640: 11% ━─────────── 6/53 1.4it/s 4.6s<34.7s  150/200 67.7G 0.8271 0.8724 0.003406 660 640: 13% ━╸────────── 7/53 1.4it/s 5.2s<32.6s  150/200 67.7G 0.8215 0.8692 0.003366 633 640: 15% ━╸────────── 8/53 1.5it/s 5.8s<31.0s  150/200 67.7G 0.8191 0.8704 0.003363 668 640: 17% ━━────────── 9/53 1.5it/s 6.5s<29.7s  150/200 67.7G 0.8158 0.8631 0.003403 608 640: 19% ━━────────── 10/53 1.5it/s 7.1s<28.6s  150/200 67.7G 0.8128 0.8603 0.003403 623 640: 21% ━━────────── 11/53 1.5it/s 7.8s<27.7s  150/200 67.7G 0.8126 0.8598 0.003412 677 640: 23% ━━╸───────── 12/53 1.5it/s 8.4s<27.0s  150/200 67.7G 0.8136 0.8539 0.0034 610 640: 25% ━━╸───────── 13/53 1.5it/s 9.1s<26.3s  150/200 67.7G 0.8097 0.8557 0.003398 578 640: 26% ━━━───────── 14/53 1.5it/s 9.7s<25.5s  150/200 67.7G 0.8121 0.8522 0.003399 619 640: 28% ━━━───────── 15/53 1.5it/s 10.4s<24.8s  150/200 67.7G 0.8113 0.8554 0.003384 622 640: 30% ━━━╸──────── 16/53 1.5it/s 11.0s<24.1s  150/200 67.7G 0.8059 0.8458 0.003371 555 640: 32% ━━━╸──────── 17/53 1.5it/s 11.7s<23.4s  150/200 67.7G 0.808 0.8478 0.003377 665 640: 34% ━━━━──────── 18/53 1.5it/s 12.3s<22.7s  150/200 67.7G 0.8094 0.8506 0.003389 609 640: 36% ━━━━──────── 19/53 1.5it/s 13.0s<22.0s  150/200 67.7G 0.8087 0.8476 0.003384 671 640: 38% ━━━━╸─────── 20/53 1.5it/s 13.6s<21.3s  150/200 67.7G 0.8104 0.8505 0.003396 620 640: 40% ━━━━╸─────── 21/53 1.5it/s 14.3s<20.7s  150/200 67.7G 0.8103 0.851 0.003397 718 640: 42% ━━━━╸─────── 22/53 1.5it/s 14.9s<20.0s  150/200 67.7G 0.8107 0.8506 0.003402 694 640: 43% ━━━━━─────── 23/53 1.5it/s 15.6s<19.4s  150/200 67.7G 0.8128 0.8526 0.003388 743 640: 45% ━━━━━─────── 24/53 1.5it/s 16.2s<18.8s  150/200 67.7G 0.811 0.8508 0.003391 608 640: 47% ━━━━━╸────── 25/53 1.5it/s 16.9s<18.1s  150/200 67.7G 0.8117 0.8537 0.0034 725 640: 49% ━━━━━╸────── 26/53 1.5it/s 17.5s<17.5s  150/200 67.7G 0.8122 0.8516 0.00341 622 640: 51% ━━━━━━────── 27/53 1.5it/s 18.2s<16.8s  150/200 67.7G 0.8108 0.8528 0.003423 627 640: 53% ━━━━━━────── 28/53 1.5it/s 18.8s<16.2s  150/200 67.7G 0.8122 0.8519 0.00345 558 640: 55% ━━━━━━╸───── 29/53 1.5it/s 19.4s<15.5s  150/200 67.7G 0.8144 0.8534 0.003448 697 640: 57% ━━━━━━╸───── 30/53 1.5it/s 20.1s<14.9s  150/200 67.7G 0.8133 0.8522 0.003454 626 640: 58% ━━━━━━━───── 31/53 1.5it/s 20.7s<14.2s  150/200 67.7G 0.8116 0.8497 0.003448 615 640: 60% ━━━━━━━───── 32/53 1.5it/s 21.4s<13.6s  150/200 67.7G 0.8101 0.8474 0.003434 688 640: 62% ━━━━━━━───── 33/53 1.5it/s 22.0s<12.9s  150/200 67.7G 0.8099 0.8472 0.00343 617 640: 64% ━━━━━━━╸──── 34/53 1.5it/s 22.7s<12.3s  150/200 67.7G 0.8086 0.8444 0.003434 660 640: 66% ━━━━━━━╸──── 35/53 1.5it/s 23.3s<11.6s  150/200 67.7G 0.8098 0.8456 0.003445 646 640: 68% ━━━━━━━━──── 36/53 1.5it/s 24.0s<11.0s  150/200 67.7G 0.8103 0.8467 0.003442 685 640: 70% ━━━━━━━━──── 37/53 1.5it/s 24.6s<10.4s  150/200 67.7G 0.8111 0.8455 0.003451 676 640: 72% ━━━━━━━━╸─── 38/53 1.5it/s 25.3s<9.7s  150/200 67.7G 0.8119 0.8486 0.003459 658 640: 74% ━━━━━━━━╸─── 39/53 1.5it/s 25.9s<9.1s  150/200 67.7G 0.8134 0.8511 0.003465 670 640: 75% ━━━━━━━━━─── 40/53 1.5it/s 26.6s<8.4s  150/200 67.7G 0.8121 0.8515 0.00348 623 640: 77% ━━━━━━━━━─── 41/53 1.5it/s 27.2s<7.8s  150/200 67.7G 0.8111 0.8485 0.003465 683 640: 79% ━━━━━━━━━╸── 42/53 1.5it/s 27.9s<7.1s  150/200 67.7G 0.8092 0.8461 0.003459 657 640: 81% ━━━━━━━━━╸── 43/53 1.5it/s 28.5s<6.5s  150/200 67.7G 0.81 0.8477 0.00346 698 640: 83% ━━━━━━━━━╸── 44/53 1.5it/s 29.2s<5.8s  150/200 67.7G 0.8099 0.8472 0.003463 663 640: 85% ━━━━━━━━━━── 45/53 1.5it/s 29.8s<5.2s  150/200 67.7G 0.811 0.849 0.00347 637 640: 87% ━━━━━━━━━━── 46/53 1.5it/s 30.5s<4.5s  150/200 67.7G 0.8119 0.8493 0.003465 683 640: 89% ━━━━━━━━━━╸─ 47/53 1.5it/s 31.1s<3.9s  150/200 67.7G 0.8112 0.8463 0.003467 625 640: 91% ━━━━━━━━━━╸─ 48/53 1.5it/s 31.7s<3.2s  150/200 67.7G 0.811 0.845 0.003473 647 640: 92% ━━━━━━━━━━━─ 49/53 1.5it/s 32.4s<2.6s  150/200 67.7G 0.8123 0.8451 0.003468 819 640: 94% ━━━━━━━━━━━─ 50/53 1.5it/s 33.0s<1.9s  150/200 67.7G 0.8114 0.8447 0.003469 698 640: 96% ━━━━━━━━━━━╸ 51/53 1.5it/s 33.7s<1.3s  150/200 67.7G 0.8097 0.8424 0.003467 65 640: 98% ━━━━━━━━━━━╸ 52/53 2.5it/s 33.9s<0.4s  150/200 67.7G 0.8097 0.8424 0.003467 65 640: 100% ━━━━━━━━━━━━ 53/53 1.6it/s 33.9s +  Class Images Instances Box(P R mAP50 mAP50-95): 100% ━━━━━━━━━━━━ 1/1 2.5it/s 0.4s + all 177 1609 0.745 0.707 0.704 0.5 + + Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size +  151/200 68G 0.7953 0.7998 0.00339 657 640: 0% ──────────── 0/53 0.6s  151/200 68G 0.7902 0.81 0.003433 651 640: 2% ──────────── 1/53 2.2s/it 1.3s<1:52  151/200 68G 0.789 0.8036 0.003517 565 640: 4% ──────────── 2/53 1.3s/it 1.9s<1:05  151/200 68G 0.8077 0.8585 0.003527 735 640: 6% ╸─────────── 3/53 1.0it/s 2.6s<49.4s  151/200 68G 0.8103 0.8559 0.003498 640 640: 8% ╸─────────── 4/53 1.2it/s 3.2s<41.8s  151/200 68G 0.8118 0.8506 0.003454 638 640: 9% ━─────────── 5/53 1.3it/s 3.9s<37.4s  151/200 68G 0.8129 0.8552 0.003436 678 640: 11% ━─────────── 6/53 1.4it/s 4.5s<34.5s  151/200 68G 0.8096 0.8439 0.003424 584 640: 13% ━╸────────── 7/53 1.4it/s 5.2s<32.4s  151/200 68G 0.8132 0.8512 0.003423 652 640: 15% ━╸────────── 8/53 1.5it/s 5.8s<30.9s  151/200 68G 0.8119 0.8453 0.003447 599 640: 17% ━━────────── 9/53 1.5it/s 6.5s<29.6s  151/200 68G 0.816 0.8575 0.003478 633 640: 19% ━━────────── 10/53 1.5it/s 7.1s<28.6s  151/200 68G 0.8164 0.8651 0.003474 629 640: 21% ━━────────── 11/53 1.5it/s 7.8s<27.7s  151/200 68G 0.8163 0.8634 0.003459 659 640: 23% ━━╸───────── 12/53 1.5it/s 8.4s<26.9s  151/200 68G 0.8197 0.8619 0.003486 709 640: 25% ━━╸───────── 13/53 1.5it/s 9.1s<26.1s  151/200 68G 0.8245 0.8653 0.003508 656 640: 26% ━━━───────── 14/53 1.5it/s 9.7s<25.5s  151/200 68G 0.8212 0.8615 0.003491 651 640: 28% ━━━───────── 15/53 1.5it/s 10.4s<24.8s  151/200 68G 0.8182 0.8578 0.003462 652 640: 30% ━━━╸──────── 16/53 1.5it/s 11.0s<24.0s  151/200 68G 0.8168 0.851 0.003468 618 640: 32% ━━━╸──────── 17/53 1.5it/s 11.7s<23.3s  151/200 68G 0.814 0.8463 0.003457 673 640: 34% ━━━━──────── 18/53 1.5it/s 12.3s<22.7s  151/200 68G 0.8139 0.8449 0.003442 663 640: 36% ━━━━──────── 19/53 1.5it/s 13.0s<22.0s  151/200 68G 0.8122 0.8428 0.003438 711 640: 38% ━━━━╸─────── 20/53 1.5it/s 13.6s<21.4s  151/200 68G 0.8101 0.8422 0.003457 567 640: 40% ━━━━╸─────── 21/53 1.5it/s 14.2s<20.7s  151/200 68G 0.8064 0.8388 0.003471 650 640: 42% ━━━━╸─────── 22/53 1.5it/s 14.9s<20.0s  151/200 68G 0.8059 0.8364 0.00345 726 640: 43% ━━━━━─────── 23/53 1.5it/s 15.5s<19.4s  151/200 68G 0.8043 0.8311 0.003457 556 640: 45% ━━━━━─────── 24/53 1.6it/s 16.2s<18.7s  151/200 68G 0.804 0.8315 0.00346 634 640: 47% ━━━━━╸────── 25/53 1.5it/s 16.8s<18.1s  151/200 68G 0.8058 0.8363 0.00346 660 640: 49% ━━━━━╸────── 26/53 1.5it/s 17.5s<17.4s  151/200 68G 0.8067 0.8366 0.003461 598 640: 51% ━━━━━━────── 27/53 1.5it/s 18.1s<16.8s  151/200 68G 0.8052 0.8362 0.003458 621 640: 53% ━━━━━━────── 28/53 1.5it/s 18.8s<16.2s  151/200 68G 0.8036 0.8318 0.003444 587 640: 55% ━━━━━━╸───── 29/53 1.5it/s 19.4s<15.6s  151/200 68G 0.8061 0.8346 0.00346 748 640: 57% ━━━━━━╸───── 30/53 1.5it/s 20.1s<15.0s  151/200 68G 0.8056 0.8335 0.003458 626 640: 58% ━━━━━━━───── 31/53 1.5it/s 20.7s<14.3s  151/200 68G 0.8077 0.8372 0.00346 740 640: 60% ━━━━━━━───── 32/53 1.5it/s 21.4s<13.6s  151/200 68G 0.806 0.8327 0.00345 614 640: 62% ━━━━━━━───── 33/53 1.5it/s 22.0s<12.9s  151/200 68G 0.8062 0.8322 0.003442 597 640: 64% ━━━━━━━╸──── 34/53 1.5it/s 22.7s<12.3s  151/200 68G 0.805 0.83 0.003442 608 640: 66% ━━━━━━━╸──── 35/53 1.5it/s 23.3s<11.6s  151/200 68G 0.8073 0.8334 0.003454 676 640: 68% ━━━━━━━━──── 36/53 1.5it/s 24.0s<11.0s  151/200 68G 0.8073 0.8347 0.003453 722 640: 70% ━━━━━━━━──── 37/53 1.5it/s 24.6s<10.4s  151/200 68G 0.8092 0.8383 0.003475 622 640: 72% ━━━━━━━━╸─── 38/53 1.5it/s 25.3s<9.7s  151/200 68G 0.81 0.84 0.003479 771 640: 74% ━━━━━━━━╸─── 39/53 1.5it/s 25.9s<9.1s  151/200 68G 0.8106 0.8422 0.003486 614 640: 75% ━━━━━━━━━─── 40/53 1.5it/s 26.5s<8.4s  151/200 68G 0.8108 0.8405 0.003474 707 640: 77% ━━━━━━━━━─── 41/53 1.5it/s 27.2s<7.9s  151/200 68G 0.8119 0.8427 0.003489 652 640: 79% ━━━━━━━━━╸── 42/53 1.5it/s 27.9s<7.2s  151/200 68G 0.8131 0.8438 0.00349 659 640: 81% ━━━━━━━━━╸── 43/53 1.5it/s 28.5s<6.5s  151/200 68G 0.8131 0.8436 0.003488 642 640: 83% ━━━━━━━━━╸── 44/53 1.5it/s 29.2s<5.9s  151/200 68G 0.8124 0.8425 0.003498 611 640: 85% ━━━━━━━━━━── 45/53 1.5it/s 29.8s<5.3s  151/200 68G 0.8128 0.8427 0.003508 675 640: 87% ━━━━━━━━━━── 46/53 1.5it/s 30.5s<4.6s  151/200 68G 0.8138 0.8438 0.003502 739 640: 89% ━━━━━━━━━━╸─ 47/53 1.5it/s 31.1s<3.9s  151/200 68G 0.8139 0.8463 0.003503 690 640: 91% ━━━━━━━━━━╸─ 48/53 1.5it/s 31.8s<3.3s  151/200 68G 0.8147 0.8462 0.003498 712 640: 92% ━━━━━━━━━━━─ 49/53 1.5it/s 32.4s<2.6s  151/200 68G 0.8153 0.8469 0.003492 712 640: 94% ━━━━━━━━━━━─ 50/53 1.5it/s 33.1s<1.9s  151/200 68G 0.8138 0.8448 0.003485 630 640: 96% ━━━━━━━━━━━╸ 51/53 1.5it/s 33.7s<1.3s  151/200 68G 0.8099 0.8372 0.003473 69 640: 98% ━━━━━━━━━━━╸ 52/53 2.4it/s 33.9s<0.4s  151/200 68G 0.8099 0.8372 0.003473 69 640: 100% ━━━━━━━━━━━━ 53/53 1.6it/s 33.9s +  Class Images Instances Box(P R mAP50 mAP50-95): 100% ━━━━━━━━━━━━ 1/1 2.5it/s 0.4s + all 177 1609 0.735 0.702 0.707 0.5 + + Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size +  152/200 67.1G 0.7573 0.6729 0.003317 577 640: 0% ──────────── 0/53 0.6s  152/200 67.1G 0.781 0.7512 0.003412 630 640: 2% ──────────── 1/53 2.2s/it 1.3s<1:52  152/200 67.1G 0.7928 0.7496 0.00343 644 640: 4% ──────────── 2/53 1.3s/it 1.9s<1:04  152/200 67.1G 0.7836 0.7687 0.003383 640 640: 6% ╸─────────── 3/53 1.0it/s 2.6s<49.1s  152/200 67.1G 0.7836 0.774 0.003402 595 640: 8% ╸─────────── 4/53 1.2it/s 3.2s<41.7s  152/200 67.1G 0.7838 0.7851 0.003482 569 640: 9% ━─────────── 5/53 1.3it/s 3.9s<37.4s  152/200 67.1G 0.7829 0.7841 0.003386 704 640: 11% ━─────────── 6/53 1.4it/s 4.5s<34.6s  152/200 67.1G 0.7901 0.7973 0.003429 635 640: 13% ━╸────────── 7/53 1.4it/s 5.2s<32.5s  152/200 67.1G 0.8012 0.817 0.003445 729 640: 15% ━╸────────── 8/53 1.5it/s 5.8s<31.0s  152/200 67.1G 0.802 0.8228 0.003407 630 640: 17% ━━────────── 9/53 1.5it/s 6.5s<29.8s  152/200 67.1G 0.7993 0.8199 0.003387 660 640: 19% ━━────────── 10/53 1.5it/s 7.1s<28.7s  152/200 67.1G 0.8038 0.8315 0.003403 605 640: 21% ━━────────── 11/53 1.5it/s 7.8s<27.8s  152/200 67.1G 0.8 0.8267 0.003414 565 640: 23% ━━╸───────── 12/53 1.5it/s 8.4s<26.9s  152/200 67.1G 0.8007 0.8243 0.003418 581 640: 25% ━━╸───────── 13/53 1.5it/s 9.1s<26.1s  152/200 67.1G 0.8029 0.8255 0.003417 663 640: 26% ━━━───────── 14/53 1.5it/s 9.7s<25.3s  152/200 67.1G 0.8001 0.8153 0.003395 686 640: 28% ━━━───────── 15/53 1.5it/s 10.4s<24.7s  152/200 67.1G 0.7978 0.8101 0.003394 658 640: 30% ━━━╸──────── 16/53 1.5it/s 11.0s<24.1s  152/200 67.1G 0.7964 0.8065 0.00339 623 640: 32% ━━━╸──────── 17/53 1.5it/s 11.7s<23.4s  152/200 67.1G 0.7936 0.8068 0.003417 519 640: 34% ━━━━──────── 18/53 1.5it/s 12.3s<22.7s  152/200 67.1G 0.7957 0.8105 0.003433 610 640: 36% ━━━━──────── 19/53 1.5it/s 13.0s<22.1s  152/200 67.1G 0.7933 0.8066 0.003442 592 640: 38% ━━━━╸─────── 20/53 1.5it/s 13.6s<21.4s  152/200 67.1G 0.7954 0.8124 0.003458 627 640: 40% ━━━━╸─────── 21/53 1.5it/s 14.2s<20.7s  152/200 67.1G 0.7978 0.8169 0.003468 676 640: 42% ━━━━╸─────── 22/53 1.5it/s 14.9s<20.1s  152/200 67.1G 0.7986 0.8165 0.003456 731 640: 43% ━━━━━─────── 23/53 1.5it/s 15.5s<19.4s  152/200 67.1G 0.8012 0.8232 0.003476 613 640: 45% ━━━━━─────── 24/53 1.5it/s 16.2s<18.8s  152/200 67.1G 0.8035 0.8231 0.003493 667 640: 47% ━━━━━╸────── 25/53 1.5it/s 16.8s<18.1s  152/200 67.1G 0.8078 0.8309 0.003496 722 640: 49% ━━━━━╸────── 26/53 1.5it/s 17.5s<17.5s  152/200 67.1G 0.8068 0.8295 0.003492 574 640: 51% ━━━━━━────── 27/53 1.5it/s 18.1s<16.9s  152/200 67.1G 0.809 0.8316 0.003497 682 640: 53% ━━━━━━────── 28/53 1.5it/s 18.8s<16.2s  152/200 67.1G 0.8095 0.8312 0.003505 681 640: 55% ━━━━━━╸───── 29/53 1.5it/s 19.4s<15.6s  152/200 67.1G 0.809 0.8309 0.003505 613 640: 57% ━━━━━━╸───── 30/53 1.5it/s 20.1s<14.9s  152/200 67.1G 0.8096 0.8367 0.003511 698 640: 58% ━━━━━━━───── 31/53 1.5it/s 20.7s<14.3s  152/200 67.1G 0.8118 0.8396 0.003511 701 640: 60% ━━━━━━━───── 32/53 1.5it/s 21.4s<13.6s  152/200 67.1G 0.8128 0.8422 0.003515 614 640: 62% ━━━━━━━───── 33/53 1.5it/s 22.0s<13.0s  152/200 67.1G 0.8127 0.8403 0.003532 604 640: 64% ━━━━━━━╸──── 34/53 1.5it/s 22.7s<12.3s  152/200 67.1G 0.8143 0.8437 0.003528 739 640: 66% ━━━━━━━╸──── 35/53 1.5it/s 23.3s<11.7s  152/200 67.1G 0.8122 0.8403 0.003515 654 640: 68% ━━━━━━━━──── 36/53 1.5it/s 24.0s<11.0s  152/200 67.1G 0.8122 0.8401 0.003515 644 640: 70% ━━━━━━━━──── 37/53 1.5it/s 24.6s<10.4s  152/200 67.1G 0.8128 0.8405 0.003507 700 640: 72% ━━━━━━━━╸─── 38/53 1.5it/s 25.3s<9.7s  152/200 67.1G 0.8117 0.8401 0.003507 584 640: 74% ━━━━━━━━╸─── 39/53 1.5it/s 25.9s<9.2s  152/200 67.1G 0.8119 0.8437 0.003505 741 640: 75% ━━━━━━━━━─── 40/53 1.5it/s 26.6s<8.5s  152/200 67.1G 0.8109 0.8427 0.003492 680 640: 77% ━━━━━━━━━─── 41/53 1.5it/s 27.2s<7.8s  152/200 67.1G 0.8137 0.8474 0.003503 707 640: 79% ━━━━━━━━━╸── 42/53 1.5it/s 27.9s<7.2s  152/200 67.1G 0.8136 0.8496 0.003503 646 640: 81% ━━━━━━━━━╸── 43/53 1.5it/s 28.5s<6.5s  152/200 67.1G 0.814 0.8523 0.003511 718 640: 83% ━━━━━━━━━╸── 44/53 1.5it/s 29.2s<5.8s  152/200 67.1G 0.8138 0.8531 0.003496 653 640: 85% ━━━━━━━━━━── 45/53 1.5it/s 29.8s<5.2s  152/200 67.1G 0.8137 0.8534 0.003495 640 640: 87% ━━━━━━━━━━── 46/53 1.5it/s 30.5s<4.5s  152/200 67.1G 0.8161 0.8559 0.003491 763 640: 89% ━━━━━━━━━━╸─ 47/53 1.5it/s 31.1s<3.9s  152/200 67.1G 0.8149 0.8547 0.003485 586 640: 91% ━━━━━━━━━━╸─ 48/53 1.5it/s 31.8s<3.3s  152/200 67.1G 0.8173 0.8566 0.003487 805 640: 92% ━━━━━━━━━━━─ 49/53 1.5it/s 32.4s<2.6s  152/200 67.1G 0.8174 0.8554 0.003494 642 640: 94% ━━━━━━━━━━━─ 50/53 1.5it/s 33.1s<1.9s  152/200 67.1G 0.8181 0.8557 0.003488 660 640: 96% ━━━━━━━━━━━╸ 51/53 1.5it/s 33.7s<1.3s  152/200 67.1G 0.8137 0.8509 0.003491 50 640: 98% ━━━━━━━━━━━╸ 52/53 2.4it/s 34.0s<0.4s  152/200 67.1G 0.8137 0.8509 0.003491 50 640: 100% ━━━━━━━━━━━━ 53/53 1.6it/s 34.0s +  Class Images Instances Box(P R mAP50 mAP50-95): 100% ━━━━━━━━━━━━ 1/1 2.5it/s 0.4s + all 177 1609 0.751 0.691 0.705 0.503 + + Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size +  153/200 67.9G 0.7586 0.8067 0.003605 691 640: 0% ──────────── 0/53 0.6s  153/200 67.9G 0.7867 0.7831 0.00331 665 640: 2% ──────────── 1/53 2.2s/it 1.3s<1:53  153/200 67.9G 0.7995 0.8132 0.003312 724 640: 4% ──────────── 2/53 1.3s/it 1.9s<1:05  153/200 67.9G 0.7925 0.7963 0.00315 725 640: 6% ╸─────────── 3/53 1.0it/s 2.6s<49.3s  153/200 67.9G 0.7993 0.8055 0.003258 669 640: 8% ╸─────────── 4/53 1.2it/s 3.2s<41.9s  153/200 67.9G 0.8136 0.8292 0.003256 727 640: 9% ━─────────── 5/53 1.3it/s 3.9s<37.5s  153/200 67.9G 0.8107 0.8333 0.003248 749 640: 11% ━─────────── 6/53 1.4it/s 4.5s<34.6s  153/200 67.9G 0.807 0.8211 0.003242 662 640: 13% ━╸────────── 7/53 1.4it/s 5.2s<32.6s  153/200 67.9G 0.8186 0.8382 0.003284 730 640: 15% ━╸────────── 8/53 1.4it/s 5.8s<31.0s  153/200 67.9G 0.8181 0.838 0.003257 705 640: 17% ━━────────── 9/53 1.5it/s 6.5s<29.8s  153/200 67.9G 0.8159 0.8311 0.003291 617 640: 19% ━━────────── 10/53 1.5it/s 7.1s<28.7s  153/200 67.9G 0.8065 0.8216 0.003282 527 640: 21% ━━────────── 11/53 1.5it/s 7.8s<27.7s  153/200 67.9G 0.8053 0.818 0.003295 597 640: 23% ━━╸───────── 12/53 1.5it/s 8.4s<26.9s  153/200 67.9G 0.8034 0.8113 0.003289 607 640: 25% ━━╸───────── 13/53 1.5it/s 9.1s<26.2s  153/200 67.9G 0.8068 0.819 0.003324 659 640: 26% ━━━───────── 14/53 1.5it/s 9.7s<25.5s  153/200 67.9G 0.8077 0.8204 0.003329 709 640: 28% ━━━───────── 15/53 1.5it/s 10.4s<24.8s  153/200 67.9G 0.8058 0.8197 0.003319 612 640: 30% ━━━╸──────── 16/53 1.5it/s 11.0s<24.1s  153/200 67.9G 0.8093 0.8281 0.003339 636 640: 32% ━━━╸──────── 17/53 1.5it/s 11.7s<23.4s  153/200 67.9G 0.8089 0.8276 0.003346 642 640: 34% ━━━━──────── 18/53 1.5it/s 12.3s<22.7s  153/200 67.9G 0.8085 0.8272 0.003356 589 640: 36% ━━━━──────── 19/53 1.5it/s 13.0s<22.0s  153/200 67.9G 0.8066 0.8242 0.003345 618 640: 38% ━━━━╸─────── 20/53 1.5it/s 13.6s<21.3s  153/200 67.9G 0.8051 0.8235 0.003361 617 640: 40% ━━━━╸─────── 21/53 1.5it/s 14.3s<20.7s  153/200 67.9G 0.8104 0.8355 0.003395 738 640: 42% ━━━━╸─────── 22/53 1.5it/s 14.9s<20.1s  153/200 67.9G 0.811 0.8371 0.003385 632 640: 43% ━━━━━─────── 23/53 1.5it/s 15.6s<19.5s  153/200 67.9G 0.8104 0.8343 0.003386 666 640: 45% ━━━━━─────── 24/53 1.5it/s 16.2s<19.0s  153/200 67.9G 0.8081 0.8309 0.00338 659 640: 47% ━━━━━╸────── 25/53 1.5it/s 16.9s<18.3s  153/200 67.9G 0.8102 0.8318 0.003397 759 640: 49% ━━━━━╸────── 26/53 1.5it/s 17.5s<17.6s  153/200 67.9G 0.8101 0.8335 0.003405 616 640: 51% ━━━━━━────── 27/53 1.5it/s 18.2s<16.9s  153/200 67.9G 0.8132 0.8382 0.003421 711 640: 53% ━━━━━━────── 28/53 1.5it/s 18.8s<16.3s  153/200 67.9G 0.8176 0.8448 0.003423 750 640: 55% ━━━━━━╸───── 29/53 1.5it/s 19.5s<15.6s  153/200 67.9G 0.8164 0.8395 0.003411 604 640: 57% ━━━━━━╸───── 30/53 1.5it/s 20.1s<15.0s  153/200 67.9G 0.8174 0.841 0.003409 651 640: 58% ━━━━━━━───── 31/53 1.5it/s 20.8s<14.3s  153/200 67.9G 0.8165 0.8411 0.003409 687 640: 60% ━━━━━━━───── 32/53 1.5it/s 21.4s<13.6s  153/200 67.9G 0.8143 0.8385 0.003406 654 640: 62% ━━━━━━━───── 33/53 1.5it/s 22.1s<13.0s  153/200 67.9G 0.8147 0.8393 0.003424 625 640: 64% ━━━━━━━╸──── 34/53 1.5it/s 22.7s<12.3s  153/200 67.9G 0.8145 0.8424 0.003443 607 640: 66% ━━━━━━━╸──── 35/53 1.5it/s 23.4s<11.7s  153/200 67.9G 0.8137 0.842 0.003433 676 640: 68% ━━━━━━━━──── 36/53 1.5it/s 24.0s<11.0s  153/200 67.9G 0.8128 0.8399 0.003435 592 640: 70% ━━━━━━━━──── 37/53 1.5it/s 24.7s<10.4s  153/200 67.9G 0.8126 0.8412 0.003441 632 640: 72% ━━━━━━━━╸─── 38/53 1.5it/s 25.3s<9.8s  153/200 67.9G 0.8119 0.8398 0.003438 606 640: 74% ━━━━━━━━╸─── 39/53 1.5it/s 26.0s<9.1s  153/200 67.9G 0.8124 0.84 0.003444 706 640: 75% ━━━━━━━━━─── 40/53 1.5it/s 26.6s<8.4s  153/200 67.9G 0.8131 0.8393 0.003441 699 640: 77% ━━━━━━━━━─── 41/53 1.5it/s 27.3s<7.8s  153/200 67.9G 0.8124 0.8372 0.00344 625 640: 79% ━━━━━━━━━╸── 42/53 1.5it/s 27.9s<7.1s  153/200 67.9G 0.8101 0.8352 0.003435 571 640: 81% ━━━━━━━━━╸── 43/53 1.5it/s 28.6s<6.5s  153/200 67.9G 0.8114 0.8383 0.003438 706 640: 83% ━━━━━━━━━╸── 44/53 1.5it/s 29.2s<5.8s  153/200 67.9G 0.812 0.84 0.003444 688 640: 85% ━━━━━━━━━━── 45/53 1.5it/s 29.8s<5.2s  153/200 67.9G 0.8102 0.8381 0.003436 659 640: 87% ━━━━━━━━━━── 46/53 1.5it/s 30.5s<4.5s  153/200 67.9G 0.8083 0.8351 0.003435 605 640: 89% ━━━━━━━━━━╸─ 47/53 1.5it/s 31.1s<3.9s  153/200 67.9G 0.807 0.833 0.003422 654 640: 91% ━━━━━━━━━━╸─ 48/53 1.5it/s 31.8s<3.2s  153/200 67.9G 0.8061 0.8315 0.003424 613 640: 92% ━━━━━━━━━━━─ 49/53 1.5it/s 32.4s<2.6s  153/200 67.9G 0.8074 0.8346 0.003421 762 640: 94% ━━━━━━━━━━━─ 50/53 1.5it/s 33.1s<1.9s  153/200 67.9G 0.8075 0.8369 0.003432 595 640: 96% ━━━━━━━━━━━╸ 51/53 1.5it/s 33.7s<1.3s  153/200 67.9G 0.8045 0.8313 0.003459 65 640: 98% ━━━━━━━━━━━╸ 52/53 2.4it/s 33.9s<0.4s  153/200 67.9G 0.8045 0.8313 0.003459 65 640: 100% ━━━━━━━━━━━━ 53/53 1.6it/s 33.9s +  Class Images Instances Box(P R mAP50 mAP50-95): 100% ━━━━━━━━━━━━ 1/1 2.5it/s 0.4s + all 177 1609 0.754 0.682 0.705 0.5 + + Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size +  154/200 68.3G 0.7588 0.7704 0.003486 597 640: 0% ──────────── 0/53 0.6s  154/200 68.3G 0.7553 0.7836 0.003362 664 640: 2% ──────────── 1/53 2.1s/it 1.3s<1:52  154/200 68.3G 0.7812 0.806 0.003337 676 640: 4% ──────────── 2/53 1.3s/it 1.9s<1:05  154/200 68.3G 0.7776 0.8161 0.003373 569 640: 6% ╸─────────── 3/53 1.0it/s 2.6s<49.4s  154/200 68.3G 0.7801 0.8234 0.003344 695 640: 8% ╸─────────── 4/53 1.2it/s 3.2s<41.8s  154/200 68.3G 0.787 0.8358 0.003357 658 640: 9% ━─────────── 5/53 1.3it/s 3.9s<37.5s  154/200 68.3G 0.7936 0.8338 0.003465 617 640: 11% ━─────────── 6/53 1.4it/s 4.5s<34.5s  154/200 68.3G 0.7955 0.8339 0.003431 643 640: 13% ━╸────────── 7/53 1.4it/s 5.2s<32.4s  154/200 68.3G 0.8002 0.8373 0.003427 697 640: 15% ━╸────────── 8/53 1.5it/s 5.8s<31.0s  154/200 68.3G 0.7946 0.8266 0.003439 567 640: 17% ━━────────── 9/53 1.5it/s 6.5s<29.7s  154/200 68.3G 0.7943 0.8264 0.00343 598 640: 19% ━━────────── 10/53 1.5it/s 7.1s<28.7s  154/200 68.3G 0.7875 0.8156 0.003396 586 640: 21% ━━────────── 11/53 1.5it/s 7.8s<27.7s  154/200 68.3G 0.7842 0.8121 0.003396 661 640: 23% ━━╸───────── 12/53 1.5it/s 8.4s<26.9s  154/200 68.3G 0.7825 0.8108 0.003419 608 640: 25% ━━╸───────── 13/53 1.5it/s 9.1s<26.1s  154/200 68.3G 0.7821 0.8182 0.003457 607 640: 26% ━━━───────── 14/53 1.5it/s 9.7s<25.4s  154/200 68.3G 0.7826 0.8207 0.003459 643 640: 28% ━━━───────── 15/53 1.5it/s 10.4s<24.7s  154/200 68.3G 0.7846 0.8267 0.003467 569 640: 30% ━━━╸──────── 16/53 1.5it/s 11.0s<24.0s  154/200 68.3G 0.7842 0.8218 0.003476 747 640: 32% ━━━╸──────── 17/53 1.5it/s 11.6s<23.3s  154/200 68.3G 0.7894 0.834 0.003482 786 640: 34% ━━━━──────── 18/53 1.5it/s 12.3s<22.8s  154/200 68.3G 0.7887 0.8298 0.003487 592 640: 36% ━━━━──────── 19/53 1.5it/s 13.0s<22.1s  154/200 68.3G 0.7892 0.8329 0.003493 639 640: 38% ━━━━╸─────── 20/53 1.5it/s 13.6s<21.4s  154/200 68.3G 0.7874 0.8293 0.003478 584 640: 40% ━━━━╸─────── 21/53 1.5it/s 14.2s<20.7s  154/200 68.3G 0.7865 0.8251 0.003444 720 640: 42% ━━━━╸─────── 22/53 1.5it/s 14.9s<20.1s  154/200 68.3G 0.7874 0.8226 0.003438 750 640: 43% ━━━━━─────── 23/53 1.5it/s 15.5s<19.5s  154/200 68.3G 0.7899 0.8233 0.003454 640 640: 45% ━━━━━─────── 24/53 1.5it/s 16.2s<18.8s  154/200 68.3G 0.7935 0.8261 0.003453 679 640: 47% ━━━━━╸────── 25/53 1.5it/s 16.8s<18.2s  154/200 68.3G 0.7891 0.8188 0.003439 609 640: 49% ━━━━━╸────── 26/53 1.5it/s 17.5s<17.5s  154/200 68.3G 0.7939 0.8217 0.003443 719 640: 51% ━━━━━━────── 27/53 1.5it/s 18.1s<16.9s  154/200 68.3G 0.7914 0.8176 0.003445 510 640: 53% ━━━━━━────── 28/53 1.5it/s 18.8s<16.2s  154/200 68.3G 0.7915 0.818 0.003437 685 640: 55% ━━━━━━╸───── 29/53 1.5it/s 19.4s<15.6s  154/200 68.3G 0.7951 0.822 0.003446 667 640: 57% ━━━━━━╸───── 30/53 1.5it/s 20.1s<15.0s  154/200 68.3G 0.7945 0.82 0.00344 617 640: 58% ━━━━━━━───── 31/53 1.5it/s 20.7s<14.3s  154/200 68.3G 0.7959 0.82 0.00343 649 640: 60% ━━━━━━━───── 32/53 1.5it/s 21.4s<13.6s  154/200 68.3G 0.7954 0.821 0.003429 700 640: 62% ━━━━━━━───── 33/53 1.5it/s 22.0s<13.0s  154/200 68.3G 0.7957 0.8174 0.003426 650 640: 64% ━━━━━━━╸──── 34/53 1.5it/s 22.7s<12.4s  154/200 68.3G 0.7959 0.8152 0.003421 676 640: 66% ━━━━━━━╸──── 35/53 1.5it/s 23.3s<11.7s  154/200 68.3G 0.7981 0.8179 0.003416 712 640: 68% ━━━━━━━━──── 36/53 1.5it/s 24.0s<11.1s  154/200 68.3G 0.7971 0.8174 0.003425 599 640: 70% ━━━━━━━━──── 37/53 1.5it/s 24.6s<10.4s  154/200 68.3G 0.7964 0.8163 0.003428 657 640: 72% ━━━━━━━━╸─── 38/53 1.5it/s 25.3s<9.7s  154/200 68.3G 0.7971 0.8175 0.003447 604 640: 74% ━━━━━━━━╸─── 39/53 1.5it/s 25.9s<9.1s  154/200 68.3G 0.7984 0.8183 0.003447 727 640: 75% ━━━━━━━━━─── 40/53 1.5it/s 26.6s<8.4s  154/200 68.3G 0.7979 0.8181 0.003434 769 640: 77% ━━━━━━━━━─── 41/53 1.5it/s 27.2s<7.8s  154/200 68.3G 0.7977 0.818 0.003422 683 640: 79% ━━━━━━━━━╸── 42/53 1.5it/s 27.9s<7.2s  154/200 68.3G 0.7965 0.8166 0.003412 638 640: 81% ━━━━━━━━━╸── 43/53 1.5it/s 28.6s<6.5s  154/200 68.3G 0.7966 0.8182 0.003415 638 640: 83% ━━━━━━━━━╸── 44/53 1.5it/s 29.2s<5.9s  154/200 68.3G 0.7948 0.8177 0.00341 595 640: 85% ━━━━━━━━━━── 45/53 1.5it/s 29.8s<5.2s  154/200 68.3G 0.7963 0.8187 0.003421 709 640: 87% ━━━━━━━━━━── 46/53 1.5it/s 30.5s<4.5s  154/200 68.3G 0.7965 0.818 0.003425 612 640: 89% ━━━━━━━━━━╸─ 47/53 1.5it/s 31.1s<3.9s  154/200 68.3G 0.7977 0.8199 0.003419 701 640: 91% ━━━━━━━━━━╸─ 48/53 1.5it/s 31.8s<3.2s  154/200 68.3G 0.7992 0.8223 0.003423 657 640: 92% ━━━━━━━━━━━─ 49/53 1.5it/s 32.4s<2.6s  154/200 68.3G 0.7992 0.8217 0.00343 605 640: 94% ━━━━━━━━━━━─ 50/53 1.5it/s 33.1s<1.9s  154/200 68.3G 0.8014 0.8252 0.003427 758 640: 96% ━━━━━━━━━━━╸ 51/53 1.5it/s 33.7s<1.3s  154/200 68.3G 0.7993 0.8251 0.003462 59 640: 98% ━━━━━━━━━━━╸ 52/53 2.4it/s 34.0s<0.4s  154/200 68.3G 0.7993 0.8251 0.003462 59 640: 100% ━━━━━━━━━━━━ 53/53 1.6it/s 34.0s +  Class Images Instances Box(P R mAP50 mAP50-95): 100% ━━━━━━━━━━━━ 1/1 2.5it/s 0.4s + all 177 1609 0.758 0.689 0.7 0.494 + + Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size +  155/200 67.9G 0.748 0.7739 0.003029 639 640: 0% ──────────── 0/53 0.6s  155/200 67.9G 0.7973 0.841 0.003375 648 640: 2% ──────────── 1/53 2.2s/it 1.3s<1:52  155/200 67.9G 0.8331 0.8646 0.003258 852 640: 4% ──────────── 2/53 1.3s/it 2.0s<1:06  155/200 67.9G 0.8177 0.8497 0.00328 641 640: 6% ╸─────────── 3/53 1.0s/it 2.6s<50.1s  155/200 67.9G 0.826 0.8524 0.003386 696 640: 8% ╸─────────── 4/53 1.2it/s 3.3s<42.2s  155/200 67.9G 0.8235 0.8516 0.003391 642 640: 9% ━─────────── 5/53 1.3it/s 3.9s<37.7s  155/200 67.9G 0.8192 0.8566 0.003372 587 640: 11% ━─────────── 6/53 1.4it/s 4.6s<34.7s  155/200 67.9G 0.8148 0.8546 0.003342 749 640: 13% ━╸────────── 7/53 1.4it/s 5.2s<32.6s  155/200 67.9G 0.8126 0.8484 0.003349 681 640: 15% ━╸────────── 8/53 1.4it/s 5.9s<31.0s  155/200 67.9G 0.8142 0.8571 0.003348 739 640: 17% ━━────────── 9/53 1.5it/s 6.5s<30.1s  155/200 67.9G 0.8151 0.8616 0.003361 670 640: 19% ━━────────── 10/53 1.5it/s 7.2s<29.0s  155/200 67.9G 0.8101 0.8598 0.003398 583 640: 21% ━━────────── 11/53 1.5it/s 7.8s<27.9s  155/200 67.9G 0.8067 0.8502 0.003358 689 640: 23% ━━╸───────── 12/53 1.5it/s 8.5s<27.1s  155/200 67.9G 0.8065 0.8482 0.003397 627 640: 25% ━━╸───────── 13/53 1.5it/s 9.1s<26.3s  155/200 67.9G 0.8094 0.8536 0.003402 698 640: 26% ━━━───────── 14/53 1.5it/s 9.8s<25.6s  155/200 67.9G 0.8068 0.85 0.003398 680 640: 28% ━━━───────── 15/53 1.5it/s 10.4s<24.9s  155/200 67.9G 0.8064 0.8478 0.003404 635 640: 30% ━━━╸──────── 16/53 1.5it/s 11.1s<24.1s  155/200 67.9G 0.808 0.8502 0.003401 685 640: 32% ━━━╸──────── 17/53 1.5it/s 11.7s<23.4s  155/200 67.9G 0.8093 0.8536 0.003428 611 640: 34% ━━━━──────── 18/53 1.5it/s 12.4s<22.7s  155/200 67.9G 0.8019 0.8438 0.003405 548 640: 36% ━━━━──────── 19/53 1.5it/s 13.0s<22.0s  155/200 67.9G 0.7973 0.8402 0.003398 624 640: 38% ━━━━╸─────── 20/53 1.5it/s 13.7s<21.4s  155/200 67.9G 0.798 0.8374 0.003391 685 640: 40% ━━━━╸─────── 21/53 1.5it/s 14.3s<20.8s  155/200 67.9G 0.8008 0.8429 0.003402 634 640: 42% ━━━━╸─────── 22/53 1.5it/s 15.0s<20.1s  155/200 67.9G 0.8003 0.8414 0.003417 618 640: 43% ━━━━━─────── 23/53 1.5it/s 15.6s<19.4s  155/200 67.9G 0.7997 0.8407 0.00341 645 640: 45% ━━━━━─────── 24/53 1.5it/s 16.3s<18.8s  155/200 67.9G 0.7982 0.8405 0.00341 632 640: 47% ━━━━━╸────── 25/53 1.5it/s 16.9s<18.2s  155/200 67.9G 0.7966 0.839 0.003415 699 640: 49% ━━━━━╸────── 26/53 1.5it/s 17.6s<17.5s  155/200 67.9G 0.7998 0.8408 0.003433 679 640: 51% ━━━━━━────── 27/53 1.5it/s 18.2s<16.9s  155/200 67.9G 0.7997 0.8391 0.003425 682 640: 53% ━━━━━━────── 28/53 1.5it/s 18.9s<16.2s  155/200 67.9G 0.7969 0.8368 0.003428 478 640: 55% ━━━━━━╸───── 29/53 1.5it/s 19.5s<15.5s  155/200 67.9G 0.7978 0.8371 0.003435 628 640: 57% ━━━━━━╸───── 30/53 1.5it/s 20.2s<14.9s  155/200 67.9G 0.7976 0.8357 0.003443 655 640: 58% ━━━━━━━───── 31/53 1.5it/s 20.8s<14.3s  155/200 67.9G 0.7967 0.8351 0.00345 546 640: 60% ━━━━━━━───── 32/53 1.5it/s 21.5s<13.6s  155/200 67.9G 0.7971 0.8358 0.003444 668 640: 62% ━━━━━━━───── 33/53 1.5it/s 22.1s<12.9s  155/200 67.9G 0.7961 0.8338 0.003437 662 640: 64% ━━━━━━━╸──── 34/53 1.5it/s 22.7s<12.3s  155/200 67.9G 0.7955 0.8338 0.003441 596 640: 66% ━━━━━━━╸──── 35/53 1.5it/s 23.4s<11.6s  155/200 67.9G 0.7945 0.831 0.003454 565 640: 68% ━━━━━━━━──── 36/53 1.6it/s 24.0s<11.0s  155/200 67.9G 0.7953 0.8332 0.003453 686 640: 70% ━━━━━━━━──── 37/53 1.6it/s 24.7s<10.3s  155/200 67.9G 0.7949 0.8305 0.003454 653 640: 72% ━━━━━━━━╸─── 38/53 1.5it/s 25.3s<9.7s  155/200 67.9G 0.7949 0.8308 0.003447 714 640: 74% ━━━━━━━━╸─── 39/53 1.5it/s 26.0s<9.1s  155/200 67.9G 0.7959 0.8325 0.003445 671 640: 75% ━━━━━━━━━─── 40/53 1.5it/s 26.6s<8.4s  155/200 67.9G 0.7955 0.8318 0.003437 705 640: 77% ━━━━━━━━━─── 41/53 1.5it/s 27.3s<7.8s  155/200 67.9G 0.7951 0.832 0.003434 716 640: 79% ━━━━━━━━━╸── 42/53 1.5it/s 27.9s<7.2s  155/200 67.9G 0.7947 0.833 0.003429 616 640: 81% ━━━━━━━━━╸── 43/53 1.5it/s 28.6s<6.5s  155/200 67.9G 0.7922 0.8291 0.003418 620 640: 83% ━━━━━━━━━╸── 44/53 1.5it/s 29.2s<5.8s  155/200 67.9G 0.7912 0.8262 0.003408 640 640: 85% ━━━━━━━━━━── 45/53 1.5it/s 29.9s<5.2s  155/200 67.9G 0.7906 0.8255 0.00342 596 640: 87% ━━━━━━━━━━── 46/53 1.5it/s 30.5s<4.5s  155/200 67.9G 0.7909 0.8258 0.003428 603 640: 89% ━━━━━━━━━━╸─ 47/53 1.5it/s 31.2s<3.9s  155/200 67.9G 0.7906 0.8245 0.003429 574 640: 91% ━━━━━━━━━━╸─ 48/53 1.5it/s 31.8s<3.2s  155/200 67.9G 0.7904 0.8231 0.003425 713 640: 92% ━━━━━━━━━━━─ 49/53 1.5it/s 32.4s<2.6s  155/200 67.9G 0.7892 0.8217 0.003422 634 640: 94% ━━━━━━━━━━━─ 50/53 1.5it/s 33.1s<1.9s  155/200 67.9G 0.7884 0.8205 0.003422 602 640: 96% ━━━━━━━━━━━╸ 51/53 1.5it/s 33.7s<1.3s  155/200 67.9G 0.7853 0.818 0.003449 59 640: 98% ━━━━━━━━━━━╸ 52/53 2.4it/s 34.0s<0.4s  155/200 67.9G 0.7853 0.818 0.003449 59 640: 100% ━━━━━━━━━━━━ 53/53 1.6it/s 34.0s +  Class Images Instances Box(P R mAP50 mAP50-95): 100% ━━━━━━━━━━━━ 1/1 2.5it/s 0.4s + all 177 1609 0.768 0.68 0.701 0.496 + + Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size +  156/200 67.9G 0.8219 0.8929 0.003518 673 640: 0% ──────────── 0/53 0.6s  156/200 67.9G 0.8048 0.8361 0.003445 632 640: 2% ──────────── 1/53 2.1s/it 1.3s<1:52  156/200 67.9G 0.829 0.863 0.003378 696 640: 4% ──────────── 2/53 1.3s/it 1.9s<1:05  156/200 67.9G 0.8186 0.86 0.003363 670 640: 6% ╸─────────── 3/53 1.0it/s 2.6s<49.1s  156/200 67.9G 0.8297 0.8641 0.003445 688 640: 8% ╸─────────── 4/53 1.2it/s 3.2s<41.7s  156/200 67.9G 0.8298 0.8623 0.003402 764 640: 9% ━─────────── 5/53 1.3it/s 3.9s<37.3s  156/200 67.9G 0.8245 0.8521 0.003399 643 640: 11% ━─────────── 6/53 1.4it/s 4.5s<34.5s  156/200 67.9G 0.8258 0.8524 0.003444 650 640: 13% ━╸────────── 7/53 1.4it/s 5.2s<32.4s  156/200 67.9G 0.8303 0.853 0.003439 832 640: 15% ━╸────────── 8/53 1.5it/s 5.8s<31.0s  156/200 67.9G 0.8296 0.8537 0.00345 681 640: 17% ━━────────── 9/53 1.5it/s 6.5s<29.7s  156/200 67.9G 0.8191 0.8336 0.003469 605 640: 19% ━━────────── 10/53 1.5it/s 7.1s<28.6s  156/200 67.9G 0.8172 0.8304 0.003456 637 640: 21% ━━────────── 11/53 1.5it/s 7.8s<27.7s  156/200 67.9G 0.8137 0.8259 0.003465 615 640: 23% ━━╸───────── 12/53 1.5it/s 8.4s<26.9s  156/200 67.9G 0.8131 0.8296 0.003484 636 640: 25% ━━╸───────── 13/53 1.5it/s 9.1s<26.1s  156/200 67.9G 0.8124 0.828 0.003506 591 640: 26% ━━━───────── 14/53 1.5it/s 9.7s<25.5s  156/200 67.9G 0.8154 0.8298 0.003475 730 640: 28% ━━━───────── 15/53 1.5it/s 10.4s<25.0s  156/200 67.9G 0.8113 0.8327 0.003526 541 640: 30% ━━━╸──────── 16/53 1.5it/s 11.1s<24.5s  156/200 67.9G 0.8077 0.8248 0.003509 672 640: 32% ━━━╸──────── 17/53 1.5it/s 11.7s<23.6s  156/200 67.9G 0.8035 0.8175 0.003488 642 640: 34% ━━━━──────── 18/53 1.5it/s 12.3s<22.9s  156/200 67.9G 0.8005 0.8114 0.003469 602 640: 36% ━━━━──────── 19/53 1.5it/s 13.0s<22.1s  156/200 67.9G 0.8005 0.8164 0.003473 672 640: 38% ━━━━╸─────── 20/53 1.5it/s 13.6s<21.5s  156/200 67.9G 0.8008 0.8156 0.003465 650 640: 40% ━━━━╸─────── 21/53 1.5it/s 14.3s<20.8s  156/200 67.9G 0.8004 0.8172 0.003455 660 640: 42% ━━━━╸─────── 22/53 1.5it/s 14.9s<20.1s  156/200 67.9G 0.8001 0.8159 0.003445 629 640: 43% ━━━━━─────── 23/53 1.5it/s 15.6s<19.5s  156/200 67.9G 0.8038 0.8209 0.003451 746 640: 45% ━━━━━─────── 24/53 1.5it/s 16.2s<18.9s  156/200 67.9G 0.8049 0.8237 0.003436 663 640: 47% ━━━━━╸────── 25/53 1.5it/s 16.9s<18.2s  156/200 67.9G 0.8042 0.8225 0.003439 643 640: 49% ━━━━━╸────── 26/53 1.5it/s 17.5s<17.6s  156/200 67.9G 0.8038 0.8235 0.003444 655 640: 51% ━━━━━━────── 27/53 1.5it/s 18.2s<16.9s  156/200 67.9G 0.8038 0.8251 0.003446 739 640: 53% ━━━━━━────── 28/53 1.5it/s 18.8s<16.2s  156/200 67.9G 0.8052 0.8263 0.003447 721 640: 55% ━━━━━━╸───── 29/53 1.5it/s 19.5s<15.6s  156/200 67.9G 0.8063 0.828 0.003437 676 640: 57% ━━━━━━╸───── 30/53 1.5it/s 20.1s<14.9s  156/200 67.9G 0.8052 0.8272 0.003435 736 640: 58% ━━━━━━━───── 31/53 1.5it/s 20.8s<14.3s  156/200 67.9G 0.8065 0.8289 0.003431 798 640: 60% ━━━━━━━───── 32/53 1.5it/s 21.4s<13.6s  156/200 67.9G 0.8044 0.8265 0.003436 553 640: 62% ━━━━━━━───── 33/53 1.5it/s 22.1s<13.0s  156/200 67.9G 0.8054 0.8274 0.003432 694 640: 64% ━━━━━━━╸──── 34/53 1.5it/s 22.7s<12.3s  156/200 67.9G 0.8036 0.8248 0.003429 601 640: 66% ━━━━━━━╸──── 35/53 1.5it/s 23.4s<11.7s  156/200 67.9G 0.8028 0.8239 0.003427 663 640: 68% ━━━━━━━━──── 36/53 1.5it/s 24.0s<11.0s  156/200 67.9G 0.8027 0.8235 0.003438 589 640: 70% ━━━━━━━━──── 37/53 1.5it/s 24.7s<10.4s  156/200 67.9G 0.8044 0.828 0.003441 553 640: 72% ━━━━━━━━╸─── 38/53 1.5it/s 25.3s<9.7s  156/200 67.9G 0.8055 0.8297 0.003453 731 640: 74% ━━━━━━━━╸─── 39/53 1.5it/s 26.0s<9.1s  156/200 67.9G 0.807 0.8334 0.00346 667 640: 75% ━━━━━━━━━─── 40/53 1.5it/s 26.6s<8.4s  156/200 67.9G 0.8061 0.832 0.003457 697 640: 77% ━━━━━━━━━─── 41/53 1.5it/s 27.3s<7.8s  156/200 67.9G 0.8048 0.831 0.003446 638 640: 79% ━━━━━━━━━╸── 42/53 1.5it/s 27.9s<7.1s  156/200 67.9G 0.8051 0.8319 0.003448 660 640: 81% ━━━━━━━━━╸── 43/53 1.5it/s 28.6s<6.5s  156/200 67.9G 0.804 0.8297 0.003439 636 640: 83% ━━━━━━━━━╸── 44/53 1.5it/s 29.2s<5.8s  156/200 67.9G 0.8043 0.8308 0.003433 699 640: 85% ━━━━━━━━━━── 45/53 1.5it/s 29.9s<5.2s  156/200 67.9G 0.8043 0.8323 0.003428 611 640: 87% ━━━━━━━━━━── 46/53 1.5it/s 30.5s<4.5s  156/200 67.9G 0.805 0.8342 0.003427 626 640: 89% ━━━━━━━━━━╸─ 47/53 1.5it/s 31.2s<3.9s  156/200 67.9G 0.8047 0.8342 0.003432 534 640: 91% ━━━━━━━━━━╸─ 48/53 1.5it/s 31.8s<3.2s  156/200 67.9G 0.8038 0.8311 0.003438 605 640: 92% ━━━━━━━━━━━─ 49/53 1.5it/s 32.4s<2.6s  156/200 67.9G 0.8034 0.829 0.003436 720 640: 94% ━━━━━━━━━━━─ 50/53 1.5it/s 33.1s<2.0s  156/200 67.9G 0.8032 0.8284 0.003442 651 640: 96% ━━━━━━━━━━━╸ 51/53 1.5it/s 33.8s<1.3s  156/200 67.9G 0.8047 0.8279 0.003424 99 640: 98% ━━━━━━━━━━━╸ 52/53 2.4it/s 34.0s<0.4s  156/200 67.9G 0.8047 0.8279 0.003424 99 640: 100% ━━━━━━━━━━━━ 53/53 1.6it/s 34.0s +  Class Images Instances Box(P R mAP50 mAP50-95): 100% ━━━━━━━━━━━━ 1/1 2.5it/s 0.4s + all 177 1609 0.748 0.679 0.687 0.486 + + Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size +  157/200 68.1G 0.7967 0.7867 0.003655 566 640: 0% ──────────── 0/53 0.6s  157/200 68.1G 0.7824 0.7899 0.00339 673 640: 2% ──────────── 1/53 2.1s/it 1.3s<1:52  157/200 68.1G 0.8124 0.8496 0.003385 753 640: 4% ──────────── 2/53 1.3s/it 1.9s<1:05  157/200 68.1G 0.7815 0.7905 0.003269 637 640: 6% ╸─────────── 3/53 1.0it/s 2.6s<49.2s  157/200 68.1G 0.7818 0.8039 0.003261 642 640: 8% ╸─────────── 4/53 1.2it/s 3.2s<41.7s  157/200 68.1G 0.7848 0.8156 0.003275 636 640: 9% ━─────────── 5/53 1.3it/s 3.9s<37.3s  157/200 68.1G 0.7831 0.8162 0.00328 599 640: 11% ━─────────── 6/53 1.4it/s 4.5s<34.5s  157/200 68.1G 0.7835 0.8097 0.003336 592 640: 13% ━╸────────── 7/53 1.4it/s 5.2s<32.4s  157/200 68.1G 0.7829 0.8009 0.003318 684 640: 15% ━╸────────── 8/53 1.5it/s 5.8s<30.9s  157/200 68.1G 0.7825 0.7985 0.003336 651 640: 17% ━━────────── 9/53 1.5it/s 6.5s<29.7s  157/200 68.1G 0.7844 0.7966 0.003317 614 640: 19% ━━────────── 10/53 1.5it/s 7.1s<28.7s  157/200 68.1G 0.7927 0.8036 0.003342 713 640: 21% ━━────────── 11/53 1.5it/s 7.8s<27.8s  157/200 68.1G 0.7885 0.8011 0.003361 673 640: 23% ━━╸───────── 12/53 1.5it/s 8.4s<27.0s  157/200 68.1G 0.7847 0.7943 0.003373 605 640: 25% ━━╸───────── 13/53 1.5it/s 9.1s<26.5s  157/200 68.1G 0.7893 0.7986 0.003345 827 640: 26% ━━━───────── 14/53 1.5it/s 9.7s<25.7s  157/200 68.1G 0.7901 0.8054 0.00334 681 640: 28% ━━━───────── 15/53 1.5it/s 10.4s<24.9s  157/200 68.1G 0.7913 0.8068 0.003345 693 640: 30% ━━━╸──────── 16/53 1.5it/s 11.0s<24.1s  157/200 68.1G 0.7884 0.8056 0.003363 584 640: 32% ━━━╸──────── 17/53 1.5it/s 11.7s<23.4s  157/200 68.1G 0.7883 0.8116 0.003376 647 640: 34% ━━━━──────── 18/53 1.5it/s 12.3s<22.7s  157/200 68.1G 0.7895 0.8126 0.003418 525 640: 36% ━━━━──────── 19/53 1.5it/s 13.0s<22.0s  157/200 68.1G 0.789 0.8139 0.0034 677 640: 38% ━━━━╸─────── 20/53 1.5it/s 13.6s<21.4s  157/200 68.1G 0.787 0.8077 0.003395 610 640: 40% ━━━━╸─────── 21/53 1.5it/s 14.3s<20.8s  157/200 68.1G 0.7854 0.8041 0.003381 707 640: 42% ━━━━╸─────── 22/53 1.5it/s 14.9s<20.1s  157/200 68.1G 0.7901 0.8083 0.003375 760 640: 43% ━━━━━─────── 23/53 1.5it/s 15.6s<19.5s  157/200 68.1G 0.7906 0.8108 0.003378 631 640: 45% ━━━━━─────── 24/53 1.5it/s 16.2s<18.8s  157/200 68.1G 0.7928 0.814 0.003408 669 640: 47% ━━━━━╸────── 25/53 1.5it/s 16.9s<18.2s  157/200 68.1G 0.793 0.8144 0.003419 633 640: 49% ━━━━━╸────── 26/53 1.5it/s 17.5s<17.5s  157/200 68.1G 0.7929 0.8128 0.003416 639 640: 51% ━━━━━━────── 27/53 1.5it/s 18.2s<16.9s  157/200 68.1G 0.793 0.8125 0.003426 568 640: 53% ━━━━━━────── 28/53 1.5it/s 18.8s<16.2s  157/200 68.1G 0.7918 0.8091 0.003433 603 640: 55% ━━━━━━╸───── 29/53 1.5it/s 19.4s<15.5s  157/200 68.1G 0.7915 0.8109 0.003427 664 640: 57% ━━━━━━╸───── 30/53 1.5it/s 20.1s<14.9s  157/200 68.1G 0.7906 0.81 0.00343 688 640: 58% ━━━━━━━───── 31/53 1.5it/s 20.8s<14.3s  157/200 68.1G 0.7911 0.8121 0.003428 757 640: 60% ━━━━━━━───── 32/53 1.5it/s 21.4s<13.6s  157/200 68.1G 0.7925 0.8143 0.003433 585 640: 62% ━━━━━━━───── 33/53 1.5it/s 22.0s<12.9s  157/200 68.1G 0.7938 0.8152 0.003438 655 640: 64% ━━━━━━━╸──── 34/53 1.5it/s 22.7s<12.3s  157/200 68.1G 0.7935 0.8136 0.003431 673 640: 66% ━━━━━━━╸──── 35/53 1.5it/s 23.3s<11.6s  157/200 68.1G 0.7928 0.8124 0.003435 624 640: 68% ━━━━━━━━──── 36/53 1.5it/s 24.0s<11.0s  157/200 68.1G 0.7915 0.8116 0.00344 537 640: 70% ━━━━━━━━──── 37/53 1.5it/s 24.6s<10.3s  157/200 68.1G 0.7908 0.8119 0.003442 584 640: 72% ━━━━━━━━╸─── 38/53 1.6it/s 25.3s<9.7s  157/200 68.1G 0.7904 0.8117 0.00344 610 640: 74% ━━━━━━━━╸─── 39/53 1.5it/s 25.9s<9.1s  157/200 68.1G 0.7908 0.8123 0.003438 565 640: 75% ━━━━━━━━━─── 40/53 1.5it/s 26.6s<8.4s  157/200 68.1G 0.791 0.8131 0.00344 643 640: 77% ━━━━━━━━━─── 41/53 1.5it/s 27.2s<7.8s  157/200 68.1G 0.7913 0.8148 0.00344 579 640: 79% ━━━━━β”β”β”β”β•Έβ”€β”€ 42/53 1.5it/s 27.9s<7.1s  157/200 68.1G 0.7913 0.8147 0.003438 656 640: 81% ━━━━━━━━━╸── 43/53 1.5it/s 28.5s<6.5s  157/200 68.1G 0.7915 0.8154 0.00344 687 640: 83% ━━━━━━━━━╸── 44/53 1.5it/s 29.2s<5.8s  157/200 68.1G 0.792 0.816 0.003441 683 640: 85% ━━━━━━━━━━── 45/53 1.5it/s 29.8s<5.2s  157/200 68.1G 0.7918 0.8178 0.003451 624 640: 87% ━━━━━━━━━━── 46/53 1.5it/s 30.4s<4.5s  157/200 68.1G 0.7928 0.82 0.003456 620 640: 89% ━━━━━━━━━━╸─ 47/53 1.5it/s 31.1s<3.9s  157/200 68.1G 0.7929 0.8202 0.003458 649 640: 91% ━━━━━━━━━━╸─ 48/53 1.5it/s 31.7s<3.2s  157/200 68.1G 0.7936 0.8211 0.003454 670 640: 92% ━━━━━━━━━━━─ 49/53 1.5it/s 32.4s<2.6s  157/200 68.1G 0.7937 0.8228 0.00345 605 640: 94% ━━━━━━━━━━━─ 50/53 1.5it/s 33.0s<1.9s  157/200 68.1G 0.792 0.8208 0.003451 577 640: 96% ━━━━━━━━━━━╸ 51/53 1.5it/s 33.7s<1.3s  157/200 68.1G 0.7918 0.8264 0.003464 87 640: 98% ━━━━━━━━━━━╸ 52/53 2.4it/s 33.9s<0.4s  157/200 68.1G 0.7918 0.8264 0.003464 87 640: 100% ━━━━━━━━━━━━ 53/53 1.6it/s 33.9s +  Class Images Instances Box(P R mAP50 mAP50-95): 100% ━━━━━━━━━━━━ 1/1 2.5it/s 0.4s + all 177 1609 0.758 0.682 0.707 0.498 + + Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size +  158/200 67.9G 0.8849 0.9736 0.004293 591 640: 0% ──────────── 0/53 0.6s  158/200 67.9G 0.8355 0.8852 0.003792 707 640: 2% ──────────── 1/53 2.2s/it 1.3s<1:53  158/200 67.9G 0.8028 0.8353 0.00362 669 640: 4% ──────────── 2/53 1.3s/it 1.9s<1:05  158/200 67.9G 0.7922 0.8365 0.003445 708 640: 6% ╸─────────── 3/53 1.0it/s 2.6s<49.2s  158/200 67.9G 0.7901 0.8375 0.003462 606 640: 8% ╸─────────── 4/53 1.2it/s 3.2s<41.7s  158/200 67.9G 0.7826 0.8216 0.003468 636 640: 9% ━��────────── 5/53 1.3it/s 3.9s<37.3s  158/200 67.9G 0.7822 0.8214 0.003433 668 640: 11% ━─────────── 6/53 1.4it/s 4.5s<34.3s  158/200 67.9G 0.7696 0.804 0.003364 557 640: 13% ━╸────────── 7/53 1.4it/s 5.2s<32.3s  158/200 67.9G 0.7672 0.7996 0.003382 571 640: 15% ━╸────────── 8/53 1.5it/s 5.8s<30.8s  158/200 67.9G 0.7705 0.7959 0.003383 649 640: 17% ━━────────── 9/53 1.5it/s 6.5s<29.6s  158/200 67.9G 0.7693 0.7949 0.003375 577 640: 19% ━━────────── 10/53 1.5it/s 7.1s<28.5s  158/200 67.9G 0.7736 0.7949 0.00335 654 640: 21% ━━────────── 11/53 1.5it/s 7.8s<27.8s  158/200 67.9G 0.7762 0.7938 0.003323 662 640: 23% ━━╸───────── 12/53 1.5it/s 8.4s<27.0s  158/200 67.9G 0.783 0.8041 0.003358 713 640: 25% ━━╸───────── 13/53 1.5it/s 9.1s<26.2s  158/200 67.9G 0.7829 0.8143 0.003393 645 640: 26% ━━━───────── 14/53 1.5it/s 9.7s<25.4s  158/200 67.9G 0.7825 0.813 0.003384 647 640: 28% ━━━───────── 15/53 1.5it/s 10.3s<24.7s  158/200 67.9G 0.7825 0.8135 0.003372 680 640: 30% ━━━╸──────── 16/53 1.5it/s 11.0s<24.0s  158/200 67.9G 0.7875 0.8194 0.003367 742 640: 32% ━━━╸──────── 17/53 1.5it/s 11.6s<23.3s  158/200 67.9G 0.789 0.8169 0.003357 737 640: 34% ━━━━──────── 18/53 1.5it/s 12.3s<22.7s  158/200 67.9G 0.7895 0.8168 0.003352 632 640: 36% ━━━━──────── 19/53 1.5it/s 12.9s<22.0s  158/200 67.9G 0.7858 0.8131 0.003335 625 640: 38% ━━━━╸─────── 20/53 1.5it/s 13.6s<21.4s  158/200 67.9G 0.7859 0.8113 0.003348 570 640: 40% ━━━━╸─────── 21/53 1.5it/s 14.2s<20.7s  158/200 67.9G 0.7867 0.811 0.00336 634 640: 42% ━━━━╸─────── 22/53 1.5it/s 14.9s<20.0s  158/200 67.9G 0.7833 0.8059 0.003347 614 640: 43% ━━━━━─────── 23/53 1.6it/s 15.5s<19.4s  158/200 67.9G 0.7846 0.8074 0.003341 735 640: 45% ━━━━━─────── 24/53 1.5it/s 16.2s<18.7s  158/200 67.9G 0.7823 0.8027 0.003336 600 640: 47% ━━━━━╸────── 25/53 1.5it/s 16.8s<18.1s  158/200 67.9G 0.7816 0.8009 0.00335 573 640: 49% ━━━━━╸────── 26/53 1.5it/s 17.5s<17.5s  158/200 67.9G 0.7824 0.8035 0.00337 633 640: 51% ━━━━━━────── 27/53 1.5it/s 18.1s<16.8s  158/200 67.9G 0.7858 0.8093 0.00338 695 640: 53% ━━━━━━────── 28/53 1.5it/s 18.8s<16.2s  158/200 67.9G 0.7858 0.8086 0.00337 668 640: 55% ━━━━━━╸───── 29/53 1.5it/s 19.4s<15.5s  158/200 67.9G 0.7846 0.8078 0.003383 546 640: 57% ━━━━━━╸───── 30/53 1.5it/s 20.0s<14.9s  158/200 67.9G 0.786 0.8088 0.003379 711 640: 58% ━━━━━━━───── 31/53 1.5it/s 20.7s<14.2s  158/200 67.9G 0.7854 0.8068 0.003374 652 640: 60% ━━━━━━━───── 32/53 1.5it/s 21.3s<13.6s  158/200 67.9G 0.7844 0.804 0.003365 677 640: 62% ━━━━━━━───── 33/53 1.5it/s 22.0s<12.9s  158/200 67.9G 0.784 0.8022 0.003366 672 640: 64% ━━━━━━━╸──── 34/53 1.5it/s 22.6s<12.3s  158/200 67.9G 0.7844 0.8016 0.003368 617 640: 66% ━━━━━━━╸──── 35/53 1.5it/s 23.3s<11.7s  158/200 67.9G 0.7852 0.802 0.003367 722 640: 68% ━━━━━━━━──── 36/53 1.5it/s 23.9s<11.0s  158/200 67.9G 0.7852 0.8022 0.003377 710 640: 70% ━━━━━━━━──── 37/53 1.5it/s 24.6s<10.3s  158/200 67.9G 0.7851 0.8014 0.003365 661 640: 72% ━━━━━━━━╸─── 38/53 1.5it/s 25.2s<9.7s  158/200 67.9G 0.7841 0.8021 0.003361 672 640: 74% ━━━━━━━━╸─── 39/53 1.5it/s 25.9s<9.1s  158/200 67.9G 0.7866 0.8066 0.003358 687 640: 75% ━━━━━━━━━─── 40/53 1.5it/s 26.5s<8.4s  158/200 67.9G 0.7859 0.8056 0.00335 741 640: 77% ━━━━━━━━━─── 41/53 1.5it/s 27.2s<7.8s  158/200 67.9G 0.7861 0.8078 0.003344 644 640: 79% ━━━━━━━━━╸── 42/53 1.5it/s 27.8s<7.1s  158/200 67.9G 0.7872 0.8097 0.003355 653 640: 81% ━━━━━━━━━╸── 43/53 1.5it/s 28.5s<6.5s  158/200 67.9G 0.7856 0.8094 0.003348 563 640: 83% ━━━━━━━━━╸── 44/53 1.5it/s 29.1s<5.8s  158/200 67.9G 0.7857 0.8108 0.003344 629 640: 85% ━━━━━━━━━━── 45/53 1.5it/s 29.8s<5.2s  158/200 67.9G 0.7865 0.8119 0.003348 740 640: 87% ━━━━━━━━━━── 46/53 1.5it/s 30.4s<4.6s  158/200 67.9G 0.7862 0.8112 0.003343 671 640: 89% ━━━━━━━━━━╸─ 47/53 1.5it/s 31.1s<3.9s  158/200 67.9G 0.7866 0.8106 0.003338 672 640: 91% ━━━━━━━━━━╸─ 48/53 1.5it/s 31.7s<3.2s  158/200 67.9G 0.7864 0.8113 0.003343 646 640: 92% ━━━━━━━━━━━─ 49/53 1.5it/s 32.4s<2.6s  158/200 67.9G 0.7856 0.8092 0.003342 566 640: 94% ━━━━━━━━━━━─ 50/53 1.5it/s 33.0s<1.9s  158/200 67.9G 0.7856 0.8092 0.003344 690 640: 96% ━━━━━━━━━━━╸ 51/53 1.5it/s 33.6s<1.3s  158/200 67.9G 0.79 0.819 0.003365 64 640: 98% ━━━━━━━━━━━╸ 52/53 2.4it/s 33.9s<0.4s  158/200 67.9G 0.79 0.819 0.003365 64 640: 100% ━━━━━━━━━━━━ 53/53 1.6it/s 33.9s +  Class Images Instances Box(P R mAP50 mAP50-95): 100% ━━━━━━━━━━━━ 1/1 2.5it/s 0.4s + all 177 1609 0.746 0.684 0.685 0.482 + + Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size +  159/200 68G 0.8109 0.9161 0.003117 712 640: 0% ──────────── 0/53 0.6s  159/200 68G 0.792 0.8753 0.003379 603 640: 2% ──────────── 1/53 2.1s/it 1.3s<1:52  159/200 68G 0.819 0.8982 0.003594 644 640: 4% ──────────── 2/53 1.3s/it 1.9s<1:05  159/200 68G 0.8059 0.8645 0.003471 657 640: 6% ╸─────────── 3/53 1.0it/s 2.6s<49.2s  159/200 68G 0.805 0.8466 0.003431 681 640: 8% ╸─────────── 4/53 1.2it/s 3.2s<41.6s  159/200 68G 0.8015 0.8609 0.003531 593 640: 9% ━─────────── 5/53 1.3it/s 3.9s<37.3s  159/200 68G 0.8035 0.8492 0.003507 667 640: 11% ━─────────── 6/53 1.4it/s 4.5s<34.4s  159/200 68G 0.8082 0.8494 0.003518 667 640: 13% ━╸────────── 7/53 1.4it/s 5.2s<32.4s  159/200 68G 0.8014 0.8438 0.003499 595 640: 15% ━╸────────── 8/53 1.5it/s 5.8s<30.8s  159/200 68G 0.799 0.8323 0.003488 614 640: 17% ━━────────── 9/53 1.5it/s 6.5s<29.6s  159/200 68G 0.8024 0.8336 0.003494 637 640: 19% ━━────────── 10/53 1.5it/s 7.1s<28.6s  159/200 68G 0.8 0.8291 0.003507 574 640: 21% ━━────────── 11/53 1.5it/s 7.8s<27.7s  159/200 68G 0.7941 0.826 0.003497 575 640: 23% ━━╸───────── 12/53 1.5it/s 8.4s<26.9s  159/200 68G 0.7949 0.8262 0.00349 726 640: 25% ━━╸───────── 13/53 1.5it/s 9.1s<26.1s  159/200 68G 0.7928 0.8188 0.003459 736 640: 26% ━━━───────── 14/53 1.5it/s 9.7s<25.4s  159/200 68G 0.7987 0.8274 0.003445 789 640: 28% ━━━───────── 15/53 1.5it/s 10.3s<24.7s  159/200 68G 0.7948 0.8218 0.003432 658 640: 30% ━━━╸──────── 16/53 1.5it/s 11.0s<24.0s  159/200 68G 0.7968 0.8253 0.003438 725 640: 32% ━━━╸──────── 17/53 1.5it/s 11.6s<23.4s  159/200 68G 0.7935 0.8211 0.00344 722 640: 34% ━━━━─���────── 18/53 1.5it/s 12.3s<22.7s  159/200 68G 0.7897 0.8154 0.003427 621 640: 36% ━━━━──────── 19/53 1.5it/s 12.9s<22.0s  159/200 68G 0.7911 0.8174 0.003464 638 640: 38% ━━━━╸─────── 20/53 1.5it/s 13.6s<21.4s  159/200 68G 0.7905 0.8202 0.003481 594 640: 40% ━━━━╸─────── 21/53 1.5it/s 14.2s<20.7s  159/200 68G 0.7901 0.8193 0.003467 662 640: 42% ━━━━╸─────── 22/53 1.5it/s 14.9s<20.1s  159/200 68G 0.7868 0.8157 0.003458 600 640: 43% ━━━━━─────── 23/53 1.5it/s 15.5s<19.4s  159/200 68G 0.7871 0.8137 0.003454 691 640: 45% ━━━━━─────── 24/53 1.5it/s 16.2s<18.8s  159/200 68G 0.787 0.8137 0.00345 656 640: 47% ━━━━━╸────── 25/53 1.5it/s 16.8s<18.1s  159/200 68G 0.7846 0.8106 0.003431 651 640: 49% ━━━━━╸────── 26/53 1.5it/s 17.5s<17.5s  159/200 68G 0.7857 0.8144 0.003434 639 640: 51% ━━━━━━────── 27/53 1.5it/s 18.1s<16.8s  159/200 68G 0.7896 0.8175 0.003426 660 640: 53% ━━━━━━────── 28/53 1.5it/s 18.8s<16.2s  159/200 68G 0.7925 0.8168 0.003417 701 640: 55% ━━━━━━╸───── 29/53 1.5it/s 19.4s<15.5s  159/200 68G 0.792 0.8168 0.003419 598 640: 57% ━━━━━━╸───── 30/53 1.5it/s 20.1s<14.9s  159/200 68G 0.7925 0.816 0.003418 712 640: 58% ━━━━━━━───── 31/53 1.5it/s 20.7s<14.3s  159/200 68G 0.7911 0.8125 0.003416 650 640: 60% ━━━━━━━───── 32/53 1.5it/s 21.4s<13.6s  159/200 68G 0.7921 0.8144 0.003421 578 640: 62% ━━━━━━━───── 33/53 1.5it/s 22.0s<12.9s  159/200 68G 0.7916 0.8169 0.00343 689 640: 64% ━━━━━━━╸──── 34/53 1.5it/s 22.6s<12.3s  159/200 68G 0.7933 0.8204 0.003429 685 640: 66% ━━━━━━━╸──── 35/53 1.5it/s 23.3s<11.7s  159/200 68G 0.791 0.8164 0.003428 550 640: 68% ━━━━━━━━──── 36/53 1.5it/s 23.9s<11.0s  159/200 68G 0.7918 0.8163 0.003409 737 640: 70% ━━━━━━━━──── 37/53 1.5it/s 24.6s<10.4s  159/200 68G 0.7922 0.8178 0.003409 629 640: 72% ━━━━━━━━╸─── 38/53 1.5it/s 25.2s<9.7s  159/200 68G 0.7928 0.8176 0.003405 712 640: 74% ━━━━━━━━╸─── 39/53 1.5it/s 25.9s<9.1s  159/200 68G 0.7915 0.8164 0.003389 727 640: 75% ━━━━━━━━━─── 40/53 1.5it/s 26.5s<8.4s  159/200 68G 0.7931 0.8195 0.003396 656 640: 77% ━━━━━━━━━─── 41/53 1.5it/s 27.2s<7.8s  159/200 68G 0.7927 0.8208 0.003407 611 640: 79% ━━━━━━━━━╸── 42/53 1.5it/s 27.8s<7.1s  159/200 68G 0.7919 0.8201 0.003425 618 640: 81% ━━━━━━━━━╸── 43/53 1.5it/s 28.5s<6.5s  159/200 68G 0.7905 0.8187 0.00343 539 640: 83% ━━━━━━━━━╸── 44/53 1.5it/s 29.1s<5.8s  159/200 68G 0.7922 0.8202 0.003443 648 640: 85% ━━━━━━━━━━── 45/53 1.5it/s 29.8s<5.2s  159/200 68G 0.7933 0.8221 0.003447 669 640: 87% ━━━━━━━━━━── 46/53 1.5it/s 30.4s<4.5s  159/200 68G 0.7939 0.8239 0.003451 676 640: 89% ━━━━━━━━━━╸─ 47/53 1.5it/s 31.1s<3.9s  159/200 68G 0.7937 0.823 0.003444 672 640: 91% ━━━━━━━━━━╸─ 48/53 1.5it/s 31.7s<3.2s  159/200 68G 0.7935 0.8244 0.003439 654 640: 92% ━━━━━━━━━━━─ 49/53 1.5it/s 32.4s<2.6s  159/200 68G 0.7952 0.8268 0.003439 762 640: 94% ━━━━━━━━━━━─ 50/53 1.5it/s 33.0s<1.9s  159/200 68G 0.7959 0.8289 0.003443 697 640: 96% ━━━━━━━━━━━╸ 51/53 1.5it/s 33.7s<1.3s  159/200 68G 0.7979 0.838 0.003487 63 640: 98% ━━━━━━━━━━━╸ 52/53 2.4it/s 33.9s<0.4s  159/200 68G 0.7979 0.838 0.003487 63 640: 100% ━━━━━━━━━━━━ 53/53 1.6it/s 33.9s +  Class Images Instances Box(P R mAP50 mAP50-95): 100% ━━━━━━━━━━━━ 1/1 2.5it/s 0.4s + all 177 1609 0.772 0.677 0.686 0.485 + + Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size +  160/200 68.2G 0.7906 0.7733 0.003359 690 640: 0% ──────────── 0/53 0.6s  160/200 68.2G 0.8054 0.8127 0.003363 734 640: 2% ──────────── 1/53 2.2s/it 1.3s<1:52  160/200 68.2G 0.7799 0.7771 0.003399 571 640: 4% ──────────── 2/53 1.3s/it 1.9s<1:05  160/200 68.2G 0.7659 0.753 0.003325 738 640: 6% ╸─────────── 3/53 1.0it/s 2.6s<49.3s  160/200 68.2G 0.7737 0.7738 0.003315 612 640: 8% ╸─────────── 4/53 1.2it/s 3.2s<41.8s  160/200 68.2G 0.7898 0.809 0.003382 772 640: 9% ━─────────── 5/53 1.3it/s 3.9s<37.4s  160/200 68.2G 0.7834 0.7981 0.003423 659 640: 11% ━─────────── 6/53 1.4it/s 4.5s<34.5s  160/200 68.2G 0.7889 0.8013 0.003437 602 640: 13% ━╸────────── 7/53 1.4it/s 5.2s<32.4s  160/200 68.2G 0.7906 0.8163 0.003438 576 640: 15% ━╸────────── 8/53 1.5it/s 5.8s<30.9s  160/200 68.2G 0.7969 0.8329 0.003469 634 640: 17% ━━────────── 9/53 1.5it/s 6.5s<29.6s  160/200 68.2G 0.7988 0.8443 0.00342 716 640: 19% ━━────────── 10/53 1.5it/s 7.1s<28.6s  160/200 68.2G 0.7958 0.8415 0.003404 655 640: 21% ━━────────── 11/53 1.5it/s 7.8s<27.8s  160/200 68.2G 0.7948 0.847 0.003432 659 640: 23% ━━╸───────── 12/53 1.5it/s 8.4s<26.9s  160/200 68.2G 0.7905 0.8387 0.003416 706 640: 25% ━━╸───────── 13/53 1.5it/s 9.1s<26.2s  160/200 68.2G 0.7887 0.8351 0.003426 600 640: 26% ━━━───────── 14/53 1.5it/s 9.7s<25.4s  160/200 68.2G 0.7861 0.8305 0.003423 629 640: 28% ━━━───────── 15/53 1.5it/s 10.4s<24.7s  160/200 68.2G 0.7851 0.8272 0.003395 697 640: 30% ━━━╸──────── 16/53 1.5it/s 11.0s<24.1s  160/200 68.2G 0.783 0.8288 0.003384 657 640: 32% ━━━╸──────── 17/53 1.5it/s 11.7s<23.4s  160/200 68.2G 0.7822 0.8235 0.003366 636 640: 34% ━━━━──────── 18/53 1.5it/s 12.3s<22.7s  160/200 68.2G 0.7787 0.8235 0.003371 579 640: 36% ━━━━──────── 19/53 1.5it/s 12.9s<22.0s  160/200 68.2G 0.7802 0.8221 0.003344 778 640: 38% ━━━━╸─────── 20/53 1.5it/s 13.6s<21.4s  160/200 68.2G 0.7756 0.8144 0.003323 653 640: 40% ━━━━╸─────── 21/53 1.5it/s 14.2s<20.7s  160/200 68.2G 0.7801 0.8211 0.003313 809 640: 42% ━━━━╸─────── 22/53 1.5it/s 14.9s<20.1s  160/200 68.2G 0.7838 0.8302 0.00333 730 640: 43% ━━━━━─────── 23/53 1.5it/s 15.5s<19.4s  160/200 68.2G 0.7833 0.8307 0.003337 681 640: 45% ━━━━━─────── 24/53 1.5it/s 16.2s<18.8s  160/200 68.2G 0.7828 0.8284 0.003329 720 640: 47% ━━━━━╸────── 25/53 1.5it/s 16.8s<18.1s  160/200 68.2G 0.7833 0.8288 0.003329 717 640: 49% ━━━━━╸────── 26/53 1.5it/s 17.5s<17.5s  160/200 68.2G 0.782 0.8291 0.003324 601 640: 51% ━━━━━━────── 27/53 1.5it/s 18.1s<16.8s  160/200 68.2G 0.7833 0.8309 0.003323 598 640: 53% ━━━━━━────── 28/53 1.5it/s 18.8s<16.2s  160/200 68.2G 0.7836 0.8284 0.003313 631 640: 55% ━━━━━━╸───── 29/53 1.5it/s 19.4s<15.5s  160/200 68.2G 0.7838 0.8276 0.003311 724 640: 57% ━━━━━━╸───── 30/53 1.5it/s 20.1s<14.9s  160/200 68.2G 0.7839 0.8264 0.0033 701 640: 58% ━━━━━━━───── 31/53 1.5it/s 20.7s<14.3s  160/200 68.2G 0.7837 0.8281 0.003308 572 640: 60% ━━━━━━━───── 32/53 1.5it/s 21.4s<13.6s  160/200 68.2G 0.7837 0.8274 0.00332 612 640: 62% ━━━━━━━───── 33/53 1.5it/s 22.0s<12.9s  160/200 68.2G 0.7851 0.8287 0.003321 690 640: 64% ━━━━━━━╸──── 34/53 1.5it/s 22.7s<12.3s  160/200 68.2G 0.784 0.8258 0.003317 751 640: 66% ━━━━━━━╸──── 35/53 1.5it/s 23.3s<11.7s  160/200 68.2G 0.7851 0.825 0.003329 633 640: 68% ━━━━━━━━──── 36/53 1.5it/s 23.9s<11.0s  160/200 68.2G 0.7858 0.8258 0.003329 681 640: 70% ━━━━━━━━──── 37/53 1.5it/s 24.6s<10.3s  160/200 68.2G 0.7846 0.8254 0.003337 588 640: 72% ━━━━━━━━╸─── 38/53 1.5it/s 25.2s<9.7s  160/200 68.2G 0.7828 0.8228 0.003345 634 640: 74% ━━━━━━━━╸─── 39/53 1.5it/s 25.9s<9.0s  160/200 68.2G 0.7807 0.8192 0.003334 727 640: 75% ━━━━━━━━━─── 40/53 1.5it/s 26.5s<8.4s  160/200 68.2G 0.7807 0.8192 0.003339 613 640: 77% ━━━━━━━━━─── 41/53 1.5it/s 27.2s<7.8s  160/200 68.2G 0.7812 0.8196 0.003342 684 640: 79% ━━━━━━━━━╸── 42/53 1.5it/s 27.8s<7.2s  160/200 68.2G 0.7826 0.8219 0.003348 676 640: 81% ━━━━━━━━━╸── 43/53 1.5it/s 28.5s<6.5s  160/200 68.2G 0.7827 0.8213 0.003348 637 640: 83% ━━━━━━━━━╸── 44/53 1.5it/s 29.1s<5.8s  160/200 68.2G 0.7826 0.8201 0.003336 680 640: 85% ━━━━━━━━━━── 45/53 1.5it/s 29.8s<5.2s  160/200 68.2G 0.7842 0.8234 0.003344 767 640: 87% ━━━━━━━━━━── 46/53 1.5it/s 30.4s<4.5s  160/200 68.2G 0.7858 0.8245 0.003352 780 640: 89% ━━━━━━━━━━╸─ 47/53 1.5it/s 31.1s<3.9s  160/200 68.2G 0.7853 0.823 0.003348 666 640: 91% ━━━━━━━━━━╸─ 48/53 1.5it/s 31.7s<3.2s  160/200 68.2G 0.7852 0.8234 0.00335 663 640: 92% ━━━━━━━━━━━─ 49/53 1.5it/s 32.4s<2.6s  160/200 68.2G 0.7844 0.8223 0.003345 634 640: 94% ━━━━━━━━━━━─ 50/53 1.5it/s 33.0s<1.9s  160/200 68.2G 0.7842 0.8209 0.003344 639 640: 96% ━━━━━━━━━━━╸ 51/53 1.5it/s 33.7s<1.3s  160/200 68.2G 0.7832 0.8177 0.003354 63 640: 98% ━━━━━━━━━━━╸ 52/53 2.5it/s 33.9s<0.4s  160/200 68.2G 0.7832 0.8177 0.003354 63 640: 100% ━━━━━━━━━━━━ 53/53 1.6it/s 33.9s +  Class Images Instances Box(P R mAP50 mAP50-95): 100% ━━━━━━━━━━━━ 1/1 2.5it/s 0.4s + all 177 1609 0.759 0.675 0.684 0.485 + + Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size +  161/200 67.2G 0.7944 0.8601 0.00344 683 640: 0% ──────────── 0/53 0.7s  161/200 67.2G 0.7596 0.8098 0.00346 554 640: 2% ──────────── 1/53 2.1s/it 1.3s<1:51  161/200 67.2G 0.7767 0.836 0.00363 601 640: 4% ──────────── 2/53 1.3s/it 1.9s<1:04  161/200 67.2G 0.7733 0.8181 0.003602 580 640: 6% ╸─────────── 3/53 1.0it/s 2.6s<49.0s  161/200 67.2G 0.7854 0.8268 0.003539 728 640: 8% ╸─────────── 4/53 1.2it/s 3.2s<41.7s  161/200 67.2G 0.7868 0.8378 0.003518 683 640: 9% ━─────────── 5/53 1.3it/s 3.9s<37.3s  161/200 67.2G 0.7974 0.8499 0.003466 735 640: 11% ━─────────── 6/53 1.4it/s 4.5s<34.4s  161/200 67.2G 0.7954 0.846 0.003451 594 640: 13% ━╸────────── 7/53 1.4it/s 5.2s<32.5s  161/200 67.2G 0.7877 0.8304 0.003425 628 640: 15% ━╸────────── 8/53 1.5it/s 5.8s<30.9s  161/200 67.2G 0.7915 0.8338 0.003428 713 640: 17% ━━────────── 9/53 1.5it/s 6.5s<29.8s  161/200 67.2G 0.7967 0.8376 0.003434 660 640: 19% ━━────────── 10/53 1.5it/s 7.1s<28.7s  161/200 67.2G 0.7979 0.8414 0.003412 629 640: 21% ━━────────── 11/53 1.5it/s 7.8s<27.8s  161/200 67.2G 0.7953 0.8406 0.003417 570 640: 23% ━━╸───────── 12/53 1.5it/s 8.4s<27.0s  161/200 67.2G 0.7933 0.8362 0.003411 611 640: 25% ━━╸───────── 13/53 1.5it/s 9.1s<26.2s  161/200 67.2G 0.7894 0.8258 0.003415 593 640: 26% ━━━───────── 14/53 1.5it/s 9.7s<25.4s  161/200 67.2G 0.7913 0.8295 0.003388 779 640: 28% ━━━───────── 15/53 1.5it/s 10.4s<24.8s  161/200 67.2G 0.7913 0.8323 0.003399 609 640: 30% ━━━╸──────── 16/53 1.5it/s 11.0s<24.1s  161/200 67.2G 0.7888 0.8286 0.003378 663 640: 32% ━━━╸──────── 17/53 1.5it/s 11.7s<23.4s  161/200 67.2G 0.7863 0.8244 0.003372 661 640: 34% ━━━━──────── 18/53 1.5it/s 12.3s<22.7s  161/200 67.2G 0.7868 0.8248 0.003356 583 640: 36% ━━━━──────── 19/53 1.5it/s 13.0s<22.1s  161/200 67.2G 0.7855 0.8202 0.003359 687 640: 38% ━━━━╸─────── 20/53 1.5it/s 13.6s<21.4s  161/200 67.2G 0.7845 0.8191 0.003347 660 640: 40% ━━━━╸─────── 21/53 1.5it/s 14.2s<20.7s  161/200 67.2G 0.783 0.8143 0.003328 643 640: 42% ━━━━╸─────── 22/53 1.5it/s 14.9s<20.1s  161/200 67.2G 0.7845 0.818 0.003319 646 640: 43% ━━━━━─────── 23/53 1.5it/s 15.5s<19.4s  161/200 67.2G 0.7842 0.8159 0.003312 728 640: 45% ━━━━━─────── 24/53 1.5it/s 16.2s<18.7s  161/200 67.2G 0.7856 0.8162 0.003318 693 640: 47% ━━━━━╸────── 25/53 1.5it/s 16.8s<18.2s  161/200 67.2G 0.7843 0.8162 0.003304 658 640: 49% ━━━━━╸────── 26/53 1.5it/s 17.5s<17.5s  161/200 67.2G 0.7843 0.8137 0.0033 590 640: 51% ━━━━━━────── 27/53 1.5it/s 18.1s<16.9s  161/200 67.2G 0.7822 0.8133 0.003303 528 640: 53% ━━━━━━────── 28/53 1.5it/s 18.8s<16.2s  161/200 67.2G 0.7821 0.813 0.003306 635 640: 55% ━━━━━━╸───── 29/53 1.5it/s 19.4s<15.5s  161/200 67.2G 0.782 0.8128 0.003297 735 640: 57% ━━━━━━╸───── 30/53 1.5it/s 20.1s<14.9s  161/200 67.2G 0.7821 0.813 0.003307 600 640: 58% ━━━━━━━───── 31/53 1.5it/s 20.7s<14.3s  161/200 67.2G 0.7821 0.8126 0.003308 702 640: 60% ━━━━━━━───── 32/53 1.5it/s 21.4s<13.6s  161/200 67.2G 0.7841 0.8164 0.003307 688 640: 62% ━━━━━━━───── 33/53 1.5it/s 22.0s<13.0s  161/200 67.2G 0.7821 0.813 0.003298 688 640: 64% ━━━━━━━╸──── 34/53 1.5it/s 22.7s<12.3s  161/200 67.2G 0.781 0.8117 0.0033 661 640: 66% ━━━━━━━╸──── 35/53 1.5it/s 23.3s<11.7s  161/200 67.2G 0.7806 0.8109 0.003306 547 640: 68% ━━━━━━━━──── 36/53 1.5it/s 24.0s<11.0s  161/200 67.2G 0.7812 0.8108 0.003313 641 640: 70% ━━━━━━━━──── 37/53 1.5it/s 24.6s<10.4s  161/200 67.2G 0.7791 0.8063 0.003314 600 640: 72% ━━━━━━━━╸─── 38/53 1.5it/s 25.3s<9.7s  161/200 67.2G 0.7796 0.8062 0.003313 712 640: 74% ━━━━━━━━╸─── 39/53 1.5it/s 25.9s<9.1s  161/200 67.2G 0.7778 0.8018 0.003293 612 640: 75% ━━━━━━━━━─── 40/53 1.5it/s 26.6s<8.4s  161/200 67.2G 0.7778 0.8022 0.003295 673 640: 77% ━━━━━━━━━─── 41/53 1.5it/s 27.2s<7.8s  161/200 67.2G 0.778 0.8016 0.003282 789 640: 79% ━━━━━━━━━╸── 42/53 1.5it/s 27.9s<7.1s  161/200 67.2G 0.7768 0.7996 0.003282 594 640: 81% ━━━━━━━━━╸── 43/53 1.5it/s 28.5s<6.5s  161/200 67.2G 0.779 0.8028 0.003288 660 640: 83% ━━━━��━━━━╸── 44/53 1.5it/s 29.2s<5.8s  161/200 67.2G 0.7797 0.805 0.003282 694 640: 85% ━━━━━━━━━━── 45/53 1.5it/s 29.8s<5.2s  161/200 67.2G 0.7804 0.8051 0.00328 746 640: 87% ━━━━━━━━━━── 46/53 1.5it/s 30.5s<4.5s  161/200 67.2G 0.7793 0.8033 0.003276 573 640: 89% ━━━━━━━━━━╸─ 47/53 1.5it/s 31.1s<3.9s  161/200 67.2G 0.7793 0.8019 0.003282 619 640: 91% ━━━━━━━━━━╸─ 48/53 1.5it/s 31.7s<3.2s  161/200 67.2G 0.7793 0.8018 0.003288 680 640: 92% ━━━━━━━━━━━─ 49/53 1.5it/s 32.4s<2.6s  161/200 67.2G 0.7783 0.8003 0.003288 584 640: 94% ━━━━━━━━━━━─ 50/53 1.5it/s 33.0s<1.9s  161/200 67.2G 0.777 0.7975 0.003288 647 640: 96% ━━━━━━━━━━━╸ 51/53 1.5it/s 33.7s<1.3s  161/200 67.2G 0.7757 0.7934 0.003286 102 640: 98% ━━━━━━━━━━━╸ 52/53 2.4it/s 33.9s<0.4s  161/200 67.2G 0.7757 0.7934 0.003286 102 640: 100% ━━━━━━━━━━━━ 53/53 1.6it/s 33.9s +  Class Images Instances Box(P R mAP50 mAP50-95): 100% ━━━━━━━━━━━━ 1/1 2.5it/s 0.4s + all 177 1609 0.76 0.68 0.682 0.483 + + Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size +  162/200 68G 0.7664 0.7484 0.003247 634 640: 0% ──────────── 0/53 0.6s  162/200 68G 0.7786 0.7595 0.003135 675 640: 2% ──────────── 1/53 2.2s/it 1.3s<1:52  162/200 68G 0.7743 0.7608 0.003273 651 640: 4% ──────────── 2/53 1.3s/it 1.9s<1:05  162/200 68G 0.758 0.7566 0.003165 615 640: 6% ╸─────────── 3/53 1.0it/s 2.6s<49.1s  162/200 68G 0.7404 0.7311 0.003186 565 640: 8% ╸─────────── 4/53 1.2it/s 3.2s<41.6s  162/200 68G 0.7459 0.7502 0.0032 653 640: 9% ━─────────── 5/53 1.3it/s 3.9s<37.3s  162/200 68G 0.7597 0.7775 0.003176 704 640: 11% ━─────────── 6/53 1.4it/s 4.5s<34.4s  162/200 68G 0.7539 0.7696 0.003123 672 640: 13% ━╸────────── 7/53 1.4it/s 5.2s<32.4s  162/200 68G 0.7592 0.7728 0.003132 694 640: 15% ━╸────────── 8/53 1.5it/s 5.8s<30.9s  162/200 68G 0.76 0.7742 0.003124 604 640: 17% ━━────────── 9/53 1.5it/s 6.5s<29.6s  162/200 68G 0.7682 0.7859 0.003187 573 640: 19% ━━────────── 10/53 1.5it/s 7.1s<28.6s  162/200 68G 0.7719 0.7918 0.003244 630 640: 21% ━━────────── 11/53 1.5it/s 7.8s<27.7s  162/200 68G 0.7704 0.7896 0.00324 653 640: 23% ━━╸───────── 12/53 1.5it/s 8.4s<26.9s  162/200 68G 0.7725 0.793 0.00326 669 640: 25% ━━╸───────── 13/53 1.5it/s 9.1s<26.2s  162/200 68G 0.7721 0.7887 0.003239 741 640: 26% ━━━───────── 14/53 1.5it/s 9.7s<25.4s  162/200 68G 0.7714 0.7881 0.003263 620 640: 28% ━━━───────── 15/53 1.5it/s 10.3s<24.7s  162/200 68G 0.7724 0.7936 0.003275 642 640: 30% ━━━╸──────── 16/53 1.5it/s 11.0s<24.0s  162/200 68G 0.7737 0.7951 0.003291 630 640: 32% ━━━╸──────── 17/53 1.5it/s 11.6s<23.4s  162/200 68G 0.7763 0.7965 0.00327 729 640: 34% ━━━━──────── 18/53 1.5it/s 12.3s<22.7s  162/200 68G 0.7742 0.797 0.003263 659 640: 36% ━━━━──────── 19/53 1.5it/s 12.9s<22.1s  162/200 68G 0.7745 0.799 0.003276 694 640: 38% ━━━━╸─────── 20/53 1.5it/s 13.6s<21.4s  162/200 68G 0.771 0.7947 0.003283 598 640: 40% ━━━━╸─────── 21/53 1.5it/s 14.2s<20.8s  162/200 68G 0.7739 0.8009 0.003319 721 640: 42% ━━━━╸─────── 22/53 1.5it/s 14.9s<20.1s  162/200 68G 0.7751 0.8047 0.003336 657 640: 43% ━━━━━─────── 23/53 1.5it/s 15.5s<19.5s  162/200 68G 0.7766 0.803 0.003338 600 640: 45% ━━━━━─────── 24/53 1.5it/s 16.2s<18.8s  162/200 68G 0.7752 0.8025 0.003338 625 640: 47% ━━━━━╸────── 25/53 1.5it/s 16.8s<18.2s  162/200 68G 0.7767 0.8051 0.003337 649 640: 49% ━━━━━╸────── 26/53 1.5it/s 17.5s<17.5s  162/200 68G 0.7789 0.8077 0.003345 618 640: 51% ━━━━━━────── 27/53 1.5it/s 18.1s<16.9s  162/200 68G 0.7756 0.8045 0.003326 557 640: 53% ━━━━━━────── 28/53 1.5it/s 18.8s<16.2s  162/200 68G 0.7758 0.8037 0.003327 691 640: 55% ━━━━━━╸───── 29/53 1.5it/s 19.4s<15.5s  162/200 68G 0.7786 0.8084 0.003334 675 640: 57% ━━━━━━╸───── 30/53 1.5it/s 20.1s<14.9s  162/200 68G 0.7789 0.8084 0.003336 609 640: 58% ━━━━━━━───── 31/53 1.5it/s 20.7s<14.3s  162/200 68G 0.7802 0.8117 0.003339 711 640: 60% ━━━━━━━───── 32/53 1.5it/s 21.4s<13.6s  162/200 68G 0.7805 0.8128 0.003351 660 640: 62% ━━━━━━━───── 33/53 1.5it/s 22.0s<12.9s  162/200 68G 0.78 0.8124 0.003355 591 640: 64% ━━━━━━━╸──── 34/53 1.5it/s 22.7s<12.3s  162/200 68G 0.7795 0.812 0.003349 627 640: 66% ━━━━━━━╸──── 35/53 1.5it/s 23.3s<11.6s  162/200 68G 0.78 0.814 0.003346 718 640: 68% ━━━━━━━━──── 36/53 1.5it/s 23.9s<11.0s  162/200 68G 0.7784 0.8125 0.003345 577 640: 70% ━━━━━━━━──── 37/53 1.6it/s 24.6s<10.3s  162/200 68G 0.7785 0.8143 0.003335 672 640: 72% ━━━━━━━━╸─── 38/53 1.5it/s 25.2s<9.7s  162/200 68G 0.7761 0.8125 0.003335 570 640: 74% ━━━━━━━━╸─── 39/53 1.5it/s 25.9s<9.0s  162/200 68G 0.7766 0.8125 0.003332 633 640: 75% ━━━━━━━━━─── 40/53 1.5it/s 26.5s<8.4s  162/200 68G 0.7755 0.8118 0.00334 630 640: 77% ━━━━━━━━━─── 41/53 1.5it/s 27.2s<7.8s  162/200 68G 0.7759 0.8131 0.003344 672 640: 79% ━━━━━━━━━╸── 42/53 1.5it/s 27.8s<7.1s  162/200 68G 0.7776 0.8145 0.003344 713 640: 81% ━━━━━━━━━╸── 43/53 1.5it/s 28.5s<6.5s  162/200 68G 0.7772 0.8116 0.00334 735 640: 83% ━━━━━━━━━╸── 44/53 1.5it/s 29.1s<5.8s  162/200 68G 0.7803 0.8165 0.003347 740 640: 85% ━━━━━━━━━━── 45/53 1.5it/s 29.8s<5.3s  162/200 68G 0.7801 0.8166 0.003342 609 640: 87% ━━━━━━━━━━── 46/53 1.5it/s 30.5s<4.6s  162/200 68G 0.7798 0.8163 0.003346 629 640: 89% ━━━━━━━━━━╸─ 47/53 1.5it/s 31.1s<3.9s  162/200 68G 0.7785 0.815 0.003342 755 640: 91% ━━━━━━━━━━╸─ 48/53 1.5it/s 31.8s<3.3s  162/200 68G 0.7785 0.8147 0.003344 583 640: 92% ━━━━━━━━━━━─ 49/53 1.5it/s 32.4s<2.6s  162/200 68G 0.7789 0.8158 0.003338 634 640: 94% ━━━━━━━━━━━─ 50/53 1.5it/s 33.0s<1.9s  162/200 68G 0.7791 0.8178 0.003345 625 640: 96% ━━━━━━━━━━━╸ 51/53 1.5it/s 33.7s<1.3s  162/200 68G 0.7812 0.8226 0.003353 73 640: 98% ━━━━━━━━━━━╸ 52/53 2.4it/s 33.9s<0.4s  162/200 68G 0.7812 0.8226 0.003353 73 640: 100% ━━━━━━━━━━━━ 53/53 1.6it/s 33.9s +  Class Images Instances Box(P R mAP50 mAP50-95): 100% ━━━━━━━━━━━━ 1/1 2.5it/s 0.4s + all 177 1609 0.764 0.687 0.683 0.485 + + Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size +  163/200 67.9G 0.7741 0.8351 0.002907 703 640: 0% ──────────── 0/53 0.6s  163/200 67.9G 0.7522 0.8056 0.003037 603 640: 2% ──────────── 1/53 2.2s/it 1.3s<1:52  163/200 67.9G 0.7878 0.8355 0.003195 670 640: 4% ──────────── 2/53 1.3s/it 1.9s<1:05  163/200 67.9G 0.7971 0.8635 0.003421 650 640: 6% ╸─────────── 3/53 1.0it/s 2.6s<49.0s  163/200 67.9G 0.7988 0.8493 0.003389 713 640: 8% ╸─────────── 4/53 1.2it/s 3.2s<41.6s  163/200 67.9G 0.7906 0.8267 0.003331 662 640: 9% ━─────────── 5/53 1.3it/s 3.9s<37.1s  163/200 67.9G 0.7856 0.8094 0.003302 572 640: 11% ━─────────── 6/53 1.4it/s 4.5s<34.3s  163/200 67.9G 0.7749 0.793 0.00328 644 640: 13% ━╸────────── 7/53 1.4it/s 5.2s<32.3s  163/200 67.9G 0.7785 0.7911 0.003252 676 640: 15% ━╸────────── 8/53 1.5it/s 5.8s<30.8s  163/200 67.9G 0.774 0.7829 0.003226 690 640: 17% ━━────────── 9/53 1.5it/s 6.5s<29.6s  163/200 67.9G 0.7715 0.7848 0.003275 622 640: 19% ━━────────── 10/53 1.5it/s 7.1s<28.6s  163/200 67.9G 0.7707 0.7862 0.003258 644 640: 21% ━━────────── 11/53 1.5it/s 7.8s<27.8s  163/200 67.9G 0.7721 0.7912 0.003231 724 640: 23% ━━╸───────── 12/53 1.5it/s 8.4s<27.0s  163/200 67.9G 0.7733 0.7927 0.003207 671 640: 25% ━━╸───────── 13/53 1.5it/s 9.0s<26.2s  163/200 67.9G 0.7735 0.7909 0.0032 675 640: 26% ━━━───────── 14/53 1.5it/s 9.7s<25.7s  163/200 67.9G 0.7705 0.7865 0.003192 615 640: 28% ━━━───────── 15/53 1.5it/s 10.4s<25.0s  163/200 67.9G 0.7713 0.7935 0.003193 785 640: 30% ━━━╸──────── 16/53 1.5it/s 11.0s<24.2s  163/200 67.9G 0.7671 0.7881 0.003192 637 640: 32% ━━━╸──────── 17/53 1.5it/s 11.7s<23.5s  163/200 67.9G 0.7659 0.785 0.00318 645 640: 34% ━━━━──────── 18/53 1.5it/s 12.3s<22.7s  163/200 67.9G 0.7671 0.783 0.003189 614 640: 36% ━━━━──────── 19/53 1.5it/s 13.0s<22.0s  163/200 67.9G 0.7669 0.7787 0.003182 696 640: 38% ━━━━╸─────── 20/53 1.5it/s 13.6s<21.4s  163/200 67.9G 0.7668 0.7783 0.00318 630 640: 40% ━━━━╸─────── 21/53 1.5it/s 14.2s<20.7s  163/200 67.9G 0.7707 0.7843 0.003176 762 640: 42% ━━━━╸─────── 22/53 1.5it/s 14.9s<20.1s  163/200 67.9G 0.7702 0.784 0.003159 657 640: 43% ━━━━━─────── 23/53 1.5it/s 15.5s<19.4s  163/200 67.9G 0.7728 0.7937 0.003181 668 640: 45% ━━━━━─────── 24/53 1.5it/s 16.2s<18.8s  163/200 67.9G 0.774 0.7935 0.003191 675 640: 47% ━━━━━╸────── 25/53 1.5it/s 16.8s<18.1s  163/200 67.9G 0.7753 0.7954 0.003222 649 640: 49% ━━━━━╸────── 26/53 1.5it/s 17.5s<17.5s  163/200 67.9G 0.771 0.7924 0.003205 646 640: 51% ━━━━━━────── 27/53 1.5it/s 18.1s<16.8s  163/200 67.9G 0.7715 0.7948 0.003209 733 640: 53% ━━━━━━────── 28/53 1.5it/s 18.8s<16.1s  163/200 67.9G 0.7707 0.7948 0.00321 661 640: 55% ━━━━━━╸───── 29/53 1.5it/s 19.4s<15.5s  163/200 67.9G 0.7704 0.7943 0.003203 629 640: 57% ━━━━━━╸───── 30/53 1.5it/s 20.1s<14.9s  163/200 67.9G 0.7697 0.7936 0.003217 631 640: 58% ━━━━━━━───── 31/53 1.5it/s 20.7s<14.3s  163/200 67.9G 0.7729 0.7994 0.003235 710 640: 60% ━━━━━━━───── 32/53 1.5it/s 21.4s<13.6s  163/200 67.9G 0.7705 0.7983 0.003225 612 640: 62% ━━━━━━━───── 33/53 1.5it/s 22.0s<13.0s  163/200 67.9G 0.7697 0.7971 0.003232 625 640: 64% ━━━━━━━╸──── 34/53 1.5it/s 22.7s<12.3s  163/200 67.9G 0.7698 0.7961 0.003227 680 640: 66% ━━━━━━━╸──── 35/53 1.5it/s 23.3s<11.7s  163/200 67.9G 0.7683 0.7962 0.003235 623 640: 68% ━━━━━━━━──── 36/53 1.5it/s 24.0s<11.0s  163/200 67.9G 0.7694 0.797 0.00324 674 640: 70% ━━━━━━━━──── 37/53 1.5it/s 24.6s<10.4s  163/200 67.9G 0.771 0.8006 0.003249 628 640: 72% ━━━━━━━━╸─── 38/53 1.5it/s 25.3s<9.7s  163/200 67.9G 0.7724 0.8028 0.003247 712 640: 74% ━━━━━━━━╸─── 39/53 1.5it/s 25.9s<9.1s  163/200 67.9G 0.7698 0.8003 0.003245 579 640: 75% ━━━━━━━━━─── 40/53 1.5it/s 26.6s<8.5s  163/200 67.9G 0.7711 0.8017 0.003249 684 640: 77% ━━━━━━━━━─── 41/53 1.5it/s 27.2s<7.8s  163/200 67.9G 0.7722 0.802 0.003251 676 640: 79% ━━━━━━━━━╸── 42/53 1.5it/s 27.9s<7.2s  163/200 67.9G 0.7724 0.8029 0.003246 647 640: 81% ━━━━━━━━━╸── 43/53 1.5it/s 28.5s<6.5s  163/200 67.9G 0.7748 0.8061 0.003251 658 640: 83% ━━━━━━━━━╸── 44/53 1.5it/s 29.2s<5.9s  163/200 67.9G 0.7753 0.8064 0.003246 688 640: 85% ━━━━━━━━━━── 45/53 1.5it/s 29.8s<5.2s  163/200 67.9G 0.778 0.8097 0.003257 622 640: 87% ━━━━━━━━━━── 46/53 1.5it/s 30.5s<4.5s  163/200 67.9G 0.7771 0.8086 0.003259 622 640: 89% ━━━━━━━━━━╸─ 47/53 1.5it/s 31.1s<3.9s  163/200 67.9G 0.7772 0.8097 0.003263 708 640: 91% ━━━━━━━━━━╸─ 48/53 1.5it/s 31.8s<3.3s  163/200 67.9G 0.778 0.8102 0.003264 715 640: 92% ━━━━━━━━━━━─ 49/53 1.5it/s 32.4s<2.6s  163/200 67.9G 0.7757 0.8069 0.003254 566 640: 94% ━━━━━━━━━━━─ 50/53 1.5it/s 33.1s<1.9s  163/200 67.9G 0.7758 0.8074 0.003254 613 640: 96% ━━━━━━━━━━━╸ 51/53 1.5it/s 33.7s<1.3s  163/200 67.9G 0.7747 0.8022 0.003243 84 640: 98% ━━━━━━━━━━━╸ 52/53 2.5it/s 33.9s<0.4s  163/200 67.9G 0.7747 0.8022 0.003243 84 640: 100% ━━━━━━━━━━━━ 53/53 1.6it/s 33.9s +  Class Images Instances Box(P R mAP50 mAP50-95): 100% ━━━━━━━━━━━━ 1/1 2.5it/s 0.4s + all 177 1609 0.754 0.692 0.682 0.484 + + Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size +  164/200 68G 0.8864 0.94 0.003408 785 640: 0% ──────────── 0/53 0.6s  164/200 68G 0.8099 0.8598 0.003155 753 640: 2% ──────────── 1/53 2.1s/it 1.3s<1:52  164/200 68G 0.7871 0.8506 0.003322 565 640: 4% ──────────── 2/53 1.3s/it 1.9s<1:04  164/200 68G 0.7888 0.8407 0.003241 687 640: 6% ╸─────────── 3/53 1.0it/s 2.6s<49.1s  164/200 68G 0.7909 0.8467 0.003226 631 640: 8% ╸─────────── 4/53 1.2it/s 3.2s<41.7s  164/200 68G 0.7882 0.8361 0.003254 680 640: 9% ━─────────── 5/53 1.3it/s 3.9s<37.2s  164/200 68G 0.7773 0.8141 0.003271 618 640: 11% ━─────────── 6/53 1.4it/s 4.5s<34.3s  164/200 68G 0.7908 0.8347 0.003346 785 640: 13% ━╸────────── 7/53 1.4it/s 5.2s<32.4s  164/200 68G 0.7822 0.8271 0.003335 630 640: 15% ━╸────────── 8/53 1.5it/s 5.8s<30.8s  164/200 68G 0.7893 0.8345 0.003413 673 640: 17% ━━────────── 9/53 1.5it/s 6.5s<29.6s  164/200 68G 0.7846 0.8251 0.003428 633 640: 19% ━━────────── 10/53 1.5it/s 7.1s<28.5s  164/200 68G 0.7797 0.8217 0.003442 546 640: 21% ━━────────── 11/53 1.5it/s 7.7s<27.6s  164/200 68G 0.784 0.8251 0.003467 652 640: 23% ━━╸───────── 12/53 1.5it/s 8.4s<26.8s  164/200 68G 0.7819 0.8215 0.003452 625 640: 25% ━━╸───────── 13/53 1.5it/s 9.0s<26.1s  164/200 68G 0.7828 0.8192 0.003432 714 640: 26% ━━━───────── 14/53 1.5it/s 9.7s<25.4s  164/200 68G 0.7791 0.8104 0.003422 599 640: 28% ━━━───────── 15/53 1.5it/s 10.4s<25.0s  164/200 68G 0.7817 0.8126 0.003421 650 640: 30% ━━━╸──────── 16/53 1.5it/s 11.0s<24.2s  164/200 68G 0.7858 0.8167 0.003417 681 640: 32% ━━━╸──────── 17/53 1.5it/s 11.6s<23.4s  164/200 68G 0.7846 0.8165 0.003438 578 640: 34% ━━━━──────── 18/53 1.5it/s 12.3s<22.7s  164/200 68G 0.7868 0.8183 0.003435 709 640: 36% ━━━━──────── 19/53 1.5it/s 12.9s<22.1s  164/200 68G 0.7918 0.823 0.003435 744 640: 38% ━━━━╸─────── 20/53 1.5it/s 13.6s<21.4s  164/200 68G 0.7921 0.8276 0.003441 615 640: 40% ━━━━╸─────── 21/53 1.5it/s 14.2s<20.7s  164/200 68G 0.7908 0.8263 0.003442 644 640: 42% ━━━━╸─────── 22/53 1.5it/s 14.9s<20.0s  164/200 68G 0.7948 0.8305 0.003446 609 640: 43% ━━━━━─────── 23/53 1.5it/s 15.5s<19.4s  164/200 68G 0.7933 0.8255 0.003431 626 640: 45% ━━━━━─────── 24/53 1.5it/s 16.2s<18.7s  164/200 68G 0.7908 0.8194 0.003418 640 640: 47% ━━━━━╸────── 25/53 1.5it/s 16.8s<18.1s  164/200 68G 0.7902 0.8206 0.003408 602 640: 49% ━━━━━╸────── 26/53 1.5it/s 17.5s<17.4s  164/200 68G 0.7886 0.8201 0.003428 605 640: 51% ━━━━━━────── 27/53 1.5it/s 18.1s<16.8s  164/200 68G 0.7859 0.8186 0.003434 546 640: 53% ━━━━━━────── 28/53 1.6it/s 18.7s<16.1s  164/200 68G 0.7871 0.8235 0.003447 657 640: 55% ━━━━━━╸───── 29/53 1.6it/s 19.4s<15.5s  164/200 68G 0.7843 0.8201 0.003449 567 640: 57% ━━━━━━╸───── 30/53 1.6it/s 20.0s<14.8s  164/200 68G 0.7877 0.8239 0.003455 736 640: 58% ━━━━━━━───── 31/53 1.5it/s 20.7s<14.2s  164/200 68G 0.7873 0.8247 0.00346 621 640: 60% ━━━━━━━───── 32/53 1.5it/s 21.3s<13.6s  164/200 68G 0.7859 0.8215 0.003456 559 640: 62% ━━━━━━━───── 33/53 1.5it/s 22.0s<12.9s  164/200 68G 0.7856 0.8206 0.003448 661 640: 64% ━━━━━━━╸──── 34/53 1.5it/s 22.6s<12.3s  164/200 68G 0.7838 0.8193 0.003449 563 640: 66% ━━━━━━━╸──── 35/53 1.5it/s 23.3s<11.6s  164/200 68G 0.7856 0.8219 0.00344 781 640: 68% ━━━━━━━━──── 36/53 1.5it/s 23.9s<11.0s  164/200 68G 0.7848 0.8206 0.003437 634 640: 70% ━━━━━━━━──── 37/53 1.5it/s 24.6s<10.3s  164/200 68G 0.7844 0.8205 0.003451 586 640: 72% ━━━━━━━━╸─── 38/53 1.5it/s 25.2s<9.7s  164/200 68G 0.7839 0.8202 0.003455 598 640: 74% ━━━━━━━━╸─── 39/53 1.5it/s 25.9s<9.0s  164/200 68G 0.7843 0.8224 0.003441 605 640: 75% ━━━━━━━━━─── 40/53 1.5it/s 26.5s<8.5s  164/200 68G 0.7847 0.8215 0.00344 612 640: 77% ━━━━━━━━━─── 41/53 1.5it/s 27.2s<7.8s  164/200 68G 0.7841 0.823 0.003431 661 640: 79% ━━━━━━━━━╸── 42/53 1.5it/s 27.8s<7.2s  164/200 68G 0.7825 0.8211 0.003422 615 640: 81% ━━━━━━━━━╸── 43/53 1.5it/s 28.5s<6.5s  164/200 68G 0.7824 0.8192 0.003408 743 640: 83% ━━━━━━━━━╸── 44/53 1.5it/s 29.1s<5.8s  164/200 68G 0.7836 0.821 0.003404 745 640: 85% ━━━━━━━━━━── 45/53 1.5it/s 29.8s<5.2s  164/200 68G 0.7835 0.8221 0.003399 628 640: 87% ━━━━━━━━━━── 46/53 1.5it/s 30.4s<4.5s  164/200 68G 0.7832 0.8217 0.003398 610 640: 89% ━━━━━━━━━━╸─ 47/53 1.5it/s 31.1s<3.9s  164/200 68G 0.7839 0.8221 0.003392 652 640: 91% ━━━━━━━━━━╸─ 48/53 1.5it/s 31.7s<3.2s  164/200 68G 0.7843 0.8211 0.003381 681 640: 92% ━━━━━━━━━━━─ 49/53 1.5it/s 32.4s<2.6s  164/200 68G 0.7834 0.82 0.003376 630 640: 94% ━━━━━━━━━━━─ 50/53 1.5it/s 33.0s<1.9s  164/200 68G 0.7829 0.8201 0.00337 660 640: 96% ━━━━━━━━━━━╸ 51/53 1.5it/s 33.6s<1.3s  164/200 68G 0.7834 0.8262 0.003365 81 640: 98% ━━━━━━━━━━━╸ 52/53 2.5it/s 33.9s<0.4s  164/200 68G 0.7834 0.8262 0.003365 81 640: 100% ━━━━━━━━━━━━ 53/53 1.6it/s 33.9s +  Class Images Instances Box(P R mAP50 mAP50-95): 100% ━━━━━━━━━━━━ 1/1 2.5it/s 0.4s + all 177 1609 0.743 0.674 0.681 0.48 + + Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size +  165/200 67.9G 0.8162 0.8451 0.003258 641 640: 0% ──────────── 0/53 0.6s  165/200 67.9G 0.8304 0.9061 0.003266 767 640: 2% ──────────── 1/53 2.1s/it 1.3s<1:52  165/200 67.9G 0.8307 0.9241 0.003358 741 640: 4% ──────────── 2/53 1.3s/it 1.9s<1:05  165/200 67.9G 0.8004 0.8793 0.003247 639 640: 6% ╸─────────── 3/53 1.0it/s 2.6s<49.1s  165/200 67.9G 0.7954 0.8828 0.003313 738 640: 8% ╸─────────── 4/53 1.2it/s 3.2s<41.6s  165/200 67.9G 0.7931 0.8743 0.003377 603 640: 9% ━─────────── 5/53 1.3it/s 3.9s<37.3s  165/200 67.9G 0.7884 0.8656 0.003397 583 640: 11% ━─────────── 6/53 1.4it/s 4.5s<34.5s  165/200 67.9G 0.794 0.8616 0.003409 623 640: 13% ━╸────────── 7/53 1.4it/s 5.2s<32.5s  165/200 67.9G 0.8036 0.8743 0.003406 707 640: 15% ━╸────────── 8/53 1.5it/s 5.8s<31.0s  165/200 67.9G 0.8006 0.8607 0.003354 616 640: 17% ━━────────── 9/53 1.5it/s 6.5s<29.7s  165/200 67.9G 0.803 0.8582 0.003352 681 640: 19% ━━────────── 10/53 1.5it/s 7.1s<28.7s  165/200 67.9G 0.8043 0.8603 0.003352 663 640: 21% ━━────────── 11/53 1.5it/s 7.8s<27.8s  165/200 67.9G 0.8007 0.8545 0.003348 595 640: 23% ━━╸───────── 12/53 1.5it/s 8.4s<26.9s  165/200 67.9G 0.8062 0.8565 0.003367 787 640: 25% ━━╸───────── 13/53 1.5it/s 9.1s<26.4s  165/200 67.9G 0.8013 0.8488 0.003382 628 640: 26% ━━━───────── 14/53 1.5it/s 9.7s<25.6s  165/200 67.9G 0.7929 0.8352 0.00334 641 640: 28% ━━━───────── 15/53 1.5it/s 10.4s<24.8s  165/200 67.9G 0.791 0.8313 0.003352 654 640: 30% ━━━╸──────── 16/53 1.5it/s 11.0s<24.1s  165/200 67.9G 0.7918 0.8303 0.003343 630 640: 32% ━━━╸──────── 17/53 1.5it/s 11.7s<23.4s  165/200 67.9G 0.7869 0.8231 0.003333 668 640: 34% ━━━━──────── 18/53 1.5it/s 12.3s<22.7s  165/200 67.9G 0.7843 0.8199 0.003346 676 640: 36% ━━━━──────── 19/53 1.5it/s 13.0s<22.0s  165/200 67.9G 0.7867 0.8241 0.003348 736 640: 38% ━━━━╸─────── 20/53 1.5it/s 13.6s<21.4s  165/200 67.9G 0.7848 0.8201 0.003347 706 640: 40% ━━━━╸─────── 21/53 1.5it/s 14.2s<20.7s  165/200 67.9G 0.7848 0.8188 0.003362 615 640: 42% ━━━━╸─────── 22/53 1.5it/s 14.9s<20.1s  165/200 67.9G 0.7895 0.8226 0.003368 698 640: 43% ━━━━━─────── 23/53 1.5it/s 15.5s<19.4s  165/200 67.9G 0.7889 0.8226 0.003372 659 640: 45% ━━━━━─────── 24/53 1.5it/s 16.2s<18.8s  165/200 67.9G 0.7876 0.8192 0.003371 629 640: 47% ━━━━━╸────── 25/53 1.5it/s 16.9s<18.4s  165/200 67.9G 0.7837 0.8126 0.003353 614 640: 49% ━━━━━╸────── 26/53 1.5it/s 17.5s<17.6s  165/200 67.9G 0.7841 0.8154 0.003365 650 640: 51% ━━━━━━────── 27/53 1.5it/s 18.2s<17.0s  165/200 67.9G 0.7816 0.812 0.003367 617 640: 53% ━━━━━━────── 28/53 1.5it/s 18.8s<16.2s  165/200 67.9G 0.7814 0.812 0.003353 640 640: 55% ━━━━━━╸───── 29/53 1.5it/s 19.5s<15.6s  165/200 67.9G 0.7814 0.8103 0.003338 696 640: 57% ━━━━━━╸───── 30/53 1.5it/s 20.1s<14.9s  165/200 67.9G 0.7801 0.81 0.003322 691 640: 58% ━━━━━━━───── 31/53 1.5it/s 20.8s<14.3s  165/200 67.9G 0.7806 0.8107 0.003333 680 640: 60% ━━━━━━━───── 32/53 1.5it/s 21.4s<13.6s  165/200 67.9G 0.7809 0.8119 0.003325 664 640: 62% ━━━━━━━───── 33/53 1.5it/s 22.1s<13.0s  165/200 67.9G 0.7807 0.8136 0.003323 622 640: 64% ━━━━━━━╸──── 34/53 1.5it/s 22.7s<12.3s  165/200 67.9G 0.7824 0.8166 0.003323 729 640: 66% ━━━━━━━╸──── 35/53 1.5it/s 23.3s<11.7s  165/200 67.9G 0.7822 0.8161 0.00333 636 640: 68% ━━━━━━━━──── 36/53 1.5it/s 24.0s<11.0s  165/200 67.9G 0.7822 0.8172 0.003323 702 640: 70% ━━━━━━━━──── 37/53 1.5it/s 24.6s<10.4s  165/200 67.9G 0.78 0.8135 0.003317 666 640: 72% ━━━━━━━━╸─── 38/53 1.5it/s 25.3s<9.7s  165/200 67.9G 0.7795 0.8139 0.003322 668 640: 74% ━━━━━━━━╸─── 39/53 1.5it/s 25.9s<9.1s  165/200 67.9G 0.7792 0.8124 0.003313 688 640: 75% ━━━━━━━━━─── 40/53 1.5it/s 26.6s<8.4s  165/200 67.9G 0.7786 0.8124 0.003305 680 640: 77% ━━━━━━━━━─── 41/53 1.5it/s 27.2s<7.8s  165/200 67.9G 0.7773 0.8111 0.003301 635 640: 79% ━━━━━━━━━╸── 42/53 1.5it/s 27.9s<7.1s  165/200 67.9G 0.7792 0.8143 0.003305 728 640: 81% ━━━━━━━━━╸── 43/53 1.5it/s 28.5s<6.5s  165/200 67.9G 0.7799 0.8159 0.00331 625 640: 83% ━━━━━━━━━╸── 44/53 1.5it/s 29.2s<5.8s  165/200 67.9G 0.7813 0.8171 0.003317 696 640: 85% ━━━━━━━━━━── 45/53 1.5it/s 29.8s<5.2s  165/200 67.9G 0.7813 0.8172 0.003312 635 640: 87% ━━━━━━━━━━── 46/53 1.5it/s 30.5s<4.5s  165/200 67.9G 0.7784 0.8131 0.00331 547 640: 89% ━━━━━━━━━━╸─ 47/53 1.5it/s 31.1s<3.9s  165/200 67.9G 0.7793 0.8143 0.00331 726 640: 91% ━━━━━━━━━━╸─ 48/53 1.5it/s 31.8s<3.2s  165/200 67.9G 0.779 0.8154 0.003315 614 640: 92% ━━━━━━━━━━━─ 49/53 1.5it/s 32.4s<2.6s  165/200 67.9G 0.7781 0.8126 0.003303 635 640: 94% ━━━━━━━━━━━─ 50/53 1.5it/s 33.1s<2.0s  165/200 67.9G 0.7795 0.8153 0.003312 678 640: 96% ━━━━━━━━━━━╸ 51/53 1.5it/s 33.7s<1.3s  165/200 67.9G 0.7812 0.8163 0.003308 123 640: 98% ━━━━━━━━━━━╸ 52/53 2.4it/s 34.0s<0.4s  165/200 67.9G 0.7812 0.8163 0.003308 123 640: 100% ━━━━━━━━━━━━ 53/53 1.6it/s 34.0s +  Class Images Instances Box(P R mAP50 mAP50-95): 100% ━━━━━━━━━━━━ 1/1 2.5it/s 0.4s + all 177 1609 0.777 0.649 0.684 0.48 + + Epoch GPU_mem box_loss cls_loss dfl_loss Instances Size +  166/200 67.2G 0.8658 0.9438 0.003051 735 640: 0% ──────────── 0/53 0.7s  166/200 67.2G 0.8092 0.8399 0.003173 624 640: 2% ──────────── 1/53 2.2s/it 1.3s<1:52  166/200 67.2G 0.8103 0.8652 0.003248 739 640: 4% ──────────── 2/53 1.3s/it 1.9s<1:05  166/200 67.2G 0.7926 0.8382 0.00317 594 640: 6% ╸─────────── 3/53 1.0it/s 2.6s<49.2s  166/200 67.2G 0.7814 0.8189 0.003187 649 640: 8% ╸─────────── 4/53 1.2it/s 3.2s<41.6s  166/200 67.2G 0.7717 0.7974 0.003275 559 640: 9% ━─────────── 5/53 1.3it/s 3.9s<37.2s  166/200 67.2G 0.7793 0.8038 0.003278 641 640: 11% ━─────────── 6/53 1.4it/s 4.5s<34.4s  166/200 67.2G 0.7797 0.7997 0.003258 732 640: 13% ━╸────────── 7/53 1.4it/s 5.2s<32.6s  166/200 67.2G 0.7859 0.8137 0.003257 780 640: 15% ━╸────────── 8/53 1.5it/s 5.8s<30.9s \ No newline at end of file