{"nbformat":4,"nbformat_minor":0,"metadata":{"colab":{"provenance":[],"authorship_tag":"ABX9TyMsr6zQ2XcUQEqV8i87Sh9v"},"kernelspec":{"name":"python3","display_name":"Python 3"},"language_info":{"name":"python"},"accelerator":"GPU","gpuClass":"premium"},"cells":[{"cell_type":"code","execution_count":null,"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"OEySyEO08SU3","executionInfo":{"status":"ok","timestamp":1675254185686,"user_tz":-60,"elapsed":1124,"user":{"displayName":"marti Xooo","userId":"17000102553335328898"}},"outputId":"8263f62d-cc5c-4fd8-c363-afe4594da5a8"},"outputs":[{"output_type":"stream","name":"stdout","text":["Wed Feb  1 12:23:04 2023       \n","+-----------------------------------------------------------------------------+\n","| NVIDIA-SMI 510.47.03    Driver Version: 510.47.03    CUDA Version: 11.6     |\n","|-------------------------------+----------------------+----------------------+\n","| GPU  Name        Persistence-M| Bus-Id        Disp.A | Volatile Uncorr. ECC |\n","| Fan  Temp  Perf  Pwr:Usage/Cap|         Memory-Usage | GPU-Util  Compute M. |\n","|                               |                      |               MIG M. |\n","|===============================+======================+======================|\n","|   0  NVIDIA A100-SXM...  Off  | 00000000:00:04.0 Off |                    0 |\n","| N/A   30C    P0    50W / 400W |      0MiB / 40960MiB |      0%      Default |\n","|                               |                      |             Disabled |\n","+-------------------------------+----------------------+----------------------+\n","                                                                               \n","+-----------------------------------------------------------------------------+\n","| Processes:                                                                  |\n","|  GPU   GI   CI        PID   Type   Process name                  GPU Memory |\n","|        ID   ID                                                   Usage      |\n","|=============================================================================|\n","|  No running processes found                                                 |\n","+-----------------------------------------------------------------------------+\n"]}],"source":["!nvidia-smi"]},{"cell_type":"code","source":["from google.colab import drive\n","drive.mount('/content/gdrive', force_remount=True)"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"9PsGmo0h8vBe","executionInfo":{"status":"ok","timestamp":1675254208492,"user_tz":-60,"elapsed":18056,"user":{"displayName":"marti Xooo","userId":"17000102553335328898"}},"outputId":"81adc7fb-0b26-4541-ef82-d1b0008b30b3"},"execution_count":null,"outputs":[{"output_type":"stream","name":"stdout","text":["Mounted at /content/gdrive\n"]}]},{"cell_type":"code","source":["cd  gdrive/MyDrive/WKO_PROJECT_NEW"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"61nw5yn9_rId","executionInfo":{"status":"ok","timestamp":1675254211441,"user_tz":-60,"elapsed":206,"user":{"displayName":"marti Xooo","userId":"17000102553335328898"}},"outputId":"e594178c-4088-4881-b830-745741baf884"},"execution_count":null,"outputs":[{"output_type":"stream","name":"stdout","text":["/content/gdrive/MyDrive/WKO_PROJECT_NEW\n"]}]},{"cell_type":"code","source":["!git clone https://github.com/ultralytics/yolov5"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"PCV1rHaY8gLr","executionInfo":{"status":"ok","timestamp":1675071106760,"user_tz":-60,"elapsed":4182,"user":{"displayName":"marti Xooo","userId":"17000102553335328898"}},"outputId":"8c7f5bed-04c5-4fff-8fba-ae6e7bc5bc6a"},"execution_count":null,"outputs":[{"output_type":"stream","name":"stdout","text":["Cloning into 'yolov5'...\n","remote: Enumerating objects: 15002, done.\u001b[K\n","remote: Total 15002 (delta 0), reused 0 (delta 0), pack-reused 15002\u001b[K\n","Receiving objects: 100% (15002/15002), 14.02 MiB | 11.68 MiB/s, done.\n","Resolving deltas: 100% (10291/10291), done.\n"]}]},{"cell_type":"code","source":["%cd yolov5\n","!pip install -U -r requirements.txt\n","import torch\n","from IPython.display import Image"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"adYlb7-18lBJ","executionInfo":{"status":"ok","timestamp":1675071133115,"user_tz":-60,"elapsed":13098,"user":{"displayName":"marti Xooo","userId":"17000102553335328898"}},"outputId":"a7080eb9-c7a9-429f-8955-223a5a3f13f5"},"execution_count":null,"outputs":[{"output_type":"stream","name":"stdout","text":["/content/gdrive/MyDrive/WKO_PROJECT_NEW/yolov5\n","Looking in indexes: https://pypi.org/simple, https://us-python.pkg.dev/colab-wheels/public/simple/\n","Requirement already satisfied: gitpython in /usr/local/lib/python3.8/dist-packages (from -r requirements.txt (line 5)) (3.1.30)\n","Requirement already satisfied: ipython in /usr/local/lib/python3.8/dist-packages (from -r requirements.txt (line 6)) (8.9.0)\n","Requirement already satisfied: matplotlib>=3.2.2 in /usr/local/lib/python3.8/dist-packages (from -r 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(3.11.0)\n","Requirement already satisfied: pyasn1<0.5.0,>=0.4.6 in /usr/local/lib/python3.8/dist-packages (from pyasn1-modules>=0.2.1->google-auth<3,>=1.6.3->tensorboard>=2.4.1->-r requirements.txt (line 22)) (0.4.8)\n","Requirement already satisfied: oauthlib>=3.0.0 in /usr/local/lib/python3.8/dist-packages (from requests-oauthlib>=0.7.0->google-auth-oauthlib<0.5,>=0.4.1->tensorboard>=2.4.1->-r requirements.txt (line 22)) (3.2.2)\n"]}]},{"cell_type":"code","source":["!python3 yolov5/train.py --batch 1 --epochs 100 --data mask_dataset/data.yaml --cfg yolov5/models/yolov5s.yaml --weights '' --device 0"],"metadata":{"id":"RXR731Z39NsD","colab":{"base_uri":"https://localhost:8080/"},"outputId":"a23d8c49-39c0-4e1a-8312-24bb5d3bab87","executionInfo":{"status":"ok","timestamp":1675249360254,"user_tz":-60,"elapsed":748014,"user":{"displayName":"marti Xooo","userId":"17000102553335328898"}}},"execution_count":null,"outputs":[{"output_type":"stream","name":"stdout","text":["\u001b[34m\u001b[1mtrain: \u001b[0mweights=, cfg=yolov5/models/yolov5s.yaml, data=mask_dataset/data.yaml, hyp=yolov5/data/hyps/hyp.scratch-low.yaml, epochs=100, batch_size=1, imgsz=640, rect=False, resume=False, nosave=False, noval=False, noautoanchor=False, noplots=False, evolve=None, bucket=, cache=None, image_weights=False, device=0, multi_scale=False, single_cls=False, optimizer=SGD, sync_bn=False, workers=8, project=yolov5/runs/train, name=exp, exist_ok=False, quad=False, cos_lr=False, label_smoothing=0.0, patience=100, freeze=[0], save_period=-1, seed=0, local_rank=-1, entity=None, upload_dataset=False, bbox_interval=-1, artifact_alias=latest\n","\u001b[34m\u001b[1mgithub: \u001b[0mup to date with https://github.com/ultralytics/yolov5 ✅\n","YOLOv5 🚀 v7.0-72-g064365d Python-3.8.10 torch-1.13.1+cu116 CUDA:0 (Tesla T4, 15110MiB)\n","\n","\u001b[34m\u001b[1mhyperparameters: \u001b[0mlr0=0.01, lrf=0.01, momentum=0.937, weight_decay=0.0005, warmup_epochs=3.0, warmup_momentum=0.8, warmup_bias_lr=0.1, box=0.05, cls=0.5, cls_pw=1.0, obj=1.0, obj_pw=1.0, iou_t=0.2, anchor_t=4.0, fl_gamma=0.0, hsv_h=0.015, hsv_s=0.7, hsv_v=0.4, degrees=0.0, translate=0.1, scale=0.5, shear=0.0, perspective=0.0, flipud=0.0, fliplr=0.5, mosaic=1.0, mixup=0.0, copy_paste=0.0\n","\u001b[34m\u001b[1mClearML: \u001b[0mrun 'pip install clearml' to automatically track, visualize and remotely train YOLOv5 🚀 in ClearML\n","\u001b[34m\u001b[1mComet: \u001b[0mrun 'pip install comet_ml' to automatically track and visualize YOLOv5 🚀 runs in Comet\n","\u001b[34m\u001b[1mTensorBoard: \u001b[0mStart with 'tensorboard --logdir yolov5/runs/train', view at http://localhost:6006/\n","\n","                 from  n    params  module                                  arguments                     \n","  0                -1  1      3520  models.common.Conv                      [3, 32, 6, 2, 2]              \n","  1                -1  1     18560  models.common.Conv                      [32, 64, 3, 2]                \n","  2                -1  1     18816  models.common.C3                        [64, 64, 1]                   \n","  3                -1  1     73984  models.common.Conv                      [64, 128, 3, 2]               \n","  4                -1  2    115712  models.common.C3                        [128, 128, 2]                 \n","  5                -1  1    295424  models.common.Conv                      [128, 256, 3, 2]              \n","  6                -1  3    625152  models.common.C3                        [256, 256, 3]                 \n","  7                -1  1   1180672  models.common.Conv                      [256, 512, 3, 2]              \n","  8                -1  1   1182720  models.common.C3                        [512, 512, 1]                 \n","  9                -1  1    656896  models.common.SPPF                      [512, 512, 5]                 \n"," 10                -1  1    131584  models.common.Conv                      [512, 256, 1, 1]              \n"," 11                -1  1         0  torch.nn.modules.upsampling.Upsample    [None, 2, 'nearest']          \n"," 12           [-1, 6]  1         0  models.common.Concat                    [1]                           \n"," 13                -1  1    361984  models.common.C3                        [512, 256, 1, False]          \n"," 14                -1  1     33024  models.common.Conv                      [256, 128, 1, 1]              \n"," 15                -1  1         0  torch.nn.modules.upsampling.Upsample    [None, 2, 'nearest']          \n"," 16           [-1, 4]  1         0  models.common.Concat                    [1]                           \n"," 17                -1  1     90880  models.common.C3                        [256, 128, 1, False]          \n"," 18                -1  1    147712  models.common.Conv                      [128, 128, 3, 2]              \n"," 19          [-1, 14]  1         0  models.common.Concat                    [1]                           \n"," 20                -1  1    296448  models.common.C3                        [256, 256, 1, False]          \n"," 21                -1  1    590336  models.common.Conv                      [256, 256, 3, 2]              \n"," 22          [-1, 10]  1         0  models.common.Concat                    [1]                           \n"," 23                -1  1   1182720  models.common.C3                        [512, 512, 1, False]          \n"," 24      [17, 20, 23]  1     21576  models.yolo.Detect                      [3, [[10, 13, 16, 30, 33, 23], [30, 61, 62, 45, 59, 119], [116, 90, 156, 198, 373, 326]], [128, 256, 512]]\n","YOLOv5s summary: 214 layers, 7027720 parameters, 7027720 gradients, 16.0 GFLOPs\n","\n","\u001b[34m\u001b[1mAMP: \u001b[0mchecks passed ✅\n","\u001b[34m\u001b[1moptimizer:\u001b[0m SGD(lr=0.01) with parameter groups 57 weight(decay=0.0), 60 weight(decay=0.0005), 60 bias\n","\u001b[34m\u001b[1malbumentations: \u001b[0mBlur(p=0.01, blur_limit=(3, 7)), MedianBlur(p=0.01, blur_limit=(3, 7)), ToGray(p=0.01), CLAHE(p=0.01, clip_limit=(1, 4.0), tile_grid_size=(8, 8))\n","\u001b[34m\u001b[1mtrain: \u001b[0mScanning /content/gdrive/MyDrive/WKO_PROJECT_NEW/mask_dataset/train.cache... 682 images, 0 backgrounds, 0 corrupt: 100% 682/682 [00:00<?, ?it/s]\n","\u001b[34m\u001b[1mval: \u001b[0mScanning /content/gdrive/MyDrive/WKO_PROJECT_NEW/mask_dataset/validate.cache... 85 images, 0 backgrounds, 0 corrupt: 100% 85/85 [00:00<?, ?it/s]\n","\n","\u001b[34m\u001b[1mAutoAnchor: \u001b[0m5.61 anchors/target, 0.999 Best Possible Recall (BPR). Current anchors are a good fit to dataset ✅\n","Plotting labels to yolov5/runs/train/exp14/labels.jpg... \n","Image sizes 640 train, 640 val\n","Using 0 dataloader workers\n","Logging results to \u001b[1myolov5/runs/train/exp14\u001b[0m\n","Starting training for 100 epochs...\n","\n","      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n","       0/99     0.484G      0.105    0.06589    0.03614          2        640:  12% 80/682 [00:14<01:30,  6.65it/s]libpng warning: iCCP: Not recognizing known sRGB profile that has been edited\n","       0/99     0.484G     0.1041    0.06484    0.03597         35        640:  17% 113/682 [00:19<01:24,  6.70it/s]libpng warning: iCCP: Not recognizing known sRGB profile that has been edited\n","       0/99     0.484G     0.1038    0.06374    0.03575         14        640:  21% 143/682 [00:23<01:18,  6.90it/s]libpng warning: iCCP: Not recognizing known sRGB profile that has been edited\n","       0/99     0.484G     0.1034    0.06513     0.0355          5        640:  40% 271/682 [01:34<09:20,  1.36s/it]libpng warning: iCCP: Not recognizing known sRGB profile that has been edited\n","       0/99     0.484G     0.1007    0.06498      0.034          2        640:  82% 561/682 [04:26<01:14,  1.62it/s]libpng warning: iCCP: Not recognizing known sRGB profile that has been edited\n","       0/99     0.484G     0.1003    0.06543    0.03362         11        640: 100% 682/682 [04:57<00:00,  2.29it/s]\n","                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 43/43 [00:45<00:00,  1.05s/it]\n","                   all         85        483    0.00127     0.0265   0.000697   0.000137\n","\n","      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n","       1/99     0.797G    0.09408    0.05011       0.03          8        640:   4% 29/682 [00:04<01:28,  7.37it/s]libpng warning: iCCP: Not recognizing known sRGB profile that has been edited\n","       1/99     0.797G    0.09567    0.06458    0.03028         20        640:  44% 298/682 [00:43<00:56,  6.85it/s]libpng warning: iCCP: Not recognizing known sRGB profile that has been edited\n","       1/99     0.797G    0.09604    0.06691     0.0302          2        640:  50% 342/682 [00:49<00:47,  7.17it/s]libpng warning: iCCP: Not recognizing known sRGB profile that has been edited\n","       1/99     0.797G    0.09501    0.06715     0.0297          2        640:  76% 517/682 [01:14<00:21,  7.51it/s]libpng warning: iCCP: Not recognizing known sRGB profile that has been edited\n","       1/99     0.797G    0.09421    0.06734    0.02911         40        640: 100% 682/682 [01:38<00:00,  6.91it/s]\n","                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 43/43 [00:02<00:00, 16.46it/s]\n","                   all         85        483     0.0012     0.0689   0.000747   0.000168\n","\n","      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n","       2/99     0.797G    0.09381     0.0712    0.02864          8        640:   6% 42/682 [00:06<01:34,  6.79it/s]libpng warning: iCCP: Not recognizing known sRGB profile that has been edited\n","       2/99     0.797G    0.08907      0.066    0.02512          7        640:  82% 558/682 [01:22<00:17,  7.12it/s]libpng warning: iCCP: Not recognizing known sRGB profile that has been edited\n","       2/99     0.797G    0.08912    0.06693    0.02452         12        640: 100% 682/682 [01:40<00:00,  6.81it/s]\n","                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 43/43 [00:03<00:00, 14.24it/s]\n","                   all         85        483      0.361     0.0422     0.0115    0.00375\n","\n","      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n","       3/99     0.797G    0.08533    0.06023    0.01873          1        640:  14% 93/682 [00:13<01:20,  7.32it/s]libpng warning: iCCP: Not recognizing known sRGB profile that has been edited\n","       3/99     0.797G    0.08611    0.06065    0.01887          4        640:  21% 143/682 [00:20<01:15,  7.15it/s]libpng warning: iCCP: Not recognizing known sRGB profile that has been edited\n","       3/99     0.797G     0.0863    0.06111    0.01908          8        640:  21% 146/682 [00:21<01:20,  6.69it/s]libpng warning: iCCP: Not recognizing known sRGB profile that has been edited\n","       3/99     0.797G    0.08627    0.06165     0.0195         29        640:  27% 187/682 [00:27<01:14,  6.60it/s]libpng warning: iCCP: Not recognizing known sRGB profile that has been edited\n","       3/99     0.797G     0.0859    0.06454    0.01981          6        640:  38% 260/682 [00:37<00:59,  7.05it/s]libpng warning: iCCP: Not recognizing known sRGB profile that has been edited\n","       3/99     0.797G    0.08558    0.06392    0.01893          7        640:  57% 388/682 [00:56<00:43,  6.82it/s]libpng warning: iCCP: Not recognizing known sRGB profile that has been edited\n","       3/99     0.797G    0.08546    0.06406    0.01888          6        640:  60% 412/682 [00:59<00:37,  7.20it/s]libpng warning: iCCP: Not recognizing known sRGB profile that has been edited\n","       3/99     0.797G    0.08501    0.06519    0.01901         11        640: 100% 682/682 [01:38<00:00,  6.93it/s]\n","                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 43/43 [00:02<00:00, 15.51it/s]\n","                   all         85        483      0.719     0.0596     0.0263    0.00694\n","\n","      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n","       4/99     0.797G    0.08119    0.06469    0.01911         11        640:  17% 117/682 [00:17<01:18,  7.17it/s]libpng warning: iCCP: Not recognizing known sRGB profile that has been edited\n","       4/99     0.797G    0.07984    0.06137    0.01835          2        640:  34% 231/682 [00:33<01:07,  6.66it/s]libpng warning: iCCP: Not recognizing known sRGB profile that has been edited\n","       4/99     0.797G    0.08028    0.06204    0.01803         14        640:  61% 418/682 [01:00<00:37,  7.12it/s]libpng warning: iCCP: Not recognizing known sRGB profile that has been edited\n","       4/99     0.797G    0.08017    0.06141    0.01808          2        640:  68% 462/682 [01:06<00:30,  7.13it/s]libpng warning: iCCP: Not recognizing known sRGB profile that has been edited\n","       4/99     0.797G    0.07875    0.06018    0.01796         11        640:  82% 562/682 [01:20<00:17,  6.96it/s]\n","Traceback (most recent call last):\n","  File \"yolov5/train.py\", line 634, in <module>\n","    main(opt)\n","  File \"yolov5/train.py\", line 528, in main\n","    train(opt.hyp, opt, device, callbacks)\n","  File \"yolov5/train.py\", line 283, in train\n","    for i, (imgs, targets, paths, _) in pbar:  # batch -------------------------------------------------------------\n","  File \"/usr/local/lib/python3.8/dist-packages/tqdm/std.py\", line 1195, in __iter__\n","    for obj in iterable:\n","  File \"/content/gdrive/MyDrive/WKO_PROJECT_NEW/yolov5/utils/dataloaders.py\", line 172, in __iter__\n","    yield next(self.iterator)\n","  File \"/usr/local/lib/python3.8/dist-packages/torch/utils/data/dataloader.py\", line 628, in __next__\n","    data = self._next_data()\n","  File \"/usr/local/lib/python3.8/dist-packages/torch/utils/data/dataloader.py\", line 671, in _next_data\n","    data = self._dataset_fetcher.fetch(index)  # may raise StopIteration\n","  File \"/usr/local/lib/python3.8/dist-packages/torch/utils/data/_utils/fetch.py\", line 58, in fetch\n","    data = [self.dataset[idx] for idx in possibly_batched_index]\n","  File \"/usr/local/lib/python3.8/dist-packages/torch/utils/data/_utils/fetch.py\", line 58, in <listcomp>\n","    data = [self.dataset[idx] for idx in possibly_batched_index]\n","  File \"/content/gdrive/MyDrive/WKO_PROJECT_NEW/yolov5/utils/dataloaders.py\", line 660, in __getitem__\n","    img, labels = self.load_mosaic(index)\n","  File \"/content/gdrive/MyDrive/WKO_PROJECT_NEW/yolov5/utils/dataloaders.py\", line 763, in load_mosaic\n","    img4 = np.full((s * 2, s * 2, img.shape[2]), 114, dtype=np.uint8)  # base image with 4 tiles\n","  File \"/usr/local/lib/python3.8/dist-packages/numpy/core/numeric.py\", line 344, in full\n","    multiarray.copyto(a, fill_value, casting='unsafe')\n","  File \"<__array_function__ internals>\", line 5, in copyto\n","KeyboardInterrupt\n","^C\n"]}]},{"cell_type":"code","source":["!python3 yolov5/train.py --batch 1 --epochs 100 --data mask_dataset/mask_an.yaml --cfg yolov5/models/yolov5s.yaml --weights '' --device 0"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"MqlvNLa5oTro","outputId":"87dd0c9a-32fa-4d78-e77a-a5d88c3d70a6"},"execution_count":null,"outputs":[{"output_type":"stream","name":"stdout","text":["\u001b[34m\u001b[1mtrain: \u001b[0mweights=, cfg=yolov5/models/yolov5s.yaml, data=mask_dataset/mask_an.yaml, hyp=yolov5/data/hyps/hyp.scratch-low.yaml, epochs=100, batch_size=1, imgsz=640, rect=False, resume=False, nosave=False, noval=False, noautoanchor=False, noplots=False, evolve=None, bucket=, cache=None, image_weights=False, device=0, multi_scale=False, single_cls=False, optimizer=SGD, sync_bn=False, workers=8, project=yolov5/runs/train, name=exp, exist_ok=False, quad=False, cos_lr=False, label_smoothing=0.0, patience=100, freeze=[0], save_period=-1, seed=0, local_rank=-1, entity=None, upload_dataset=False, bbox_interval=-1, artifact_alias=latest\n","\u001b[34m\u001b[1mgithub: \u001b[0mup to date with https://github.com/ultralytics/yolov5 ✅\n","YOLOv5 🚀 v7.0-72-g064365d Python-3.8.10 torch-1.13.1+cu116 CUDA:0 (Tesla T4, 15110MiB)\n","\n","\u001b[34m\u001b[1mhyperparameters: \u001b[0mlr0=0.01, lrf=0.01, momentum=0.937, weight_decay=0.0005, warmup_epochs=3.0, warmup_momentum=0.8, warmup_bias_lr=0.1, box=0.05, cls=0.5, cls_pw=1.0, obj=1.0, obj_pw=1.0, iou_t=0.2, anchor_t=4.0, fl_gamma=0.0, hsv_h=0.015, hsv_s=0.7, hsv_v=0.4, degrees=0.0, translate=0.1, scale=0.5, shear=0.0, perspective=0.0, flipud=0.0, fliplr=0.5, mosaic=1.0, mixup=0.0, copy_paste=0.0\n","\u001b[34m\u001b[1mClearML: \u001b[0mrun 'pip install clearml' to automatically track, visualize and remotely train YOLOv5 🚀 in ClearML\n","\u001b[34m\u001b[1mComet: \u001b[0mrun 'pip install comet_ml' to automatically track and visualize YOLOv5 🚀 runs in Comet\n","\u001b[34m\u001b[1mTensorBoard: \u001b[0mStart with 'tensorboard --logdir yolov5/runs/train', view at http://localhost:6006/\n","\n","                 from  n    params  module                                  arguments                     \n","  0                -1  1      3520  models.common.Conv                      [3, 32, 6, 2, 2]              \n","  1                -1  1     18560  models.common.Conv                      [32, 64, 3, 2]                \n","  2                -1  1     18816  models.common.C3                        [64, 64, 1]                   \n","  3                -1  1     73984  models.common.Conv                      [64, 128, 3, 2]               \n","  4                -1  2    115712  models.common.C3                        [128, 128, 2]                 \n","  5                -1  1    295424  models.common.Conv                      [128, 256, 3, 2]              \n","  6                -1  3    625152  models.common.C3                        [256, 256, 3]                 \n","  7                -1  1   1180672  models.common.Conv                      [256, 512, 3, 2]              \n","  8                -1  1   1182720  models.common.C3                        [512, 512, 1]                 \n","  9                -1  1    656896  models.common.SPPF                      [512, 512, 5]                 \n"," 10                -1  1    131584  models.common.Conv                      [512, 256, 1, 1]              \n"," 11                -1  1         0  torch.nn.modules.upsampling.Upsample    [None, 2, 'nearest']          \n"," 12           [-1, 6]  1         0  models.common.Concat                    [1]                           \n"," 13                -1  1    361984  models.common.C3                        [512, 256, 1, False]          \n"," 14                -1  1     33024  models.common.Conv                      [256, 128, 1, 1]              \n"," 15                -1  1         0  torch.nn.modules.upsampling.Upsample    [None, 2, 'nearest']          \n"," 16           [-1, 4]  1         0  models.common.Concat                    [1]                           \n"," 17                -1  1     90880  models.common.C3                        [256, 128, 1, False]          \n"," 18                -1  1    147712  models.common.Conv                      [128, 128, 3, 2]              \n"," 19          [-1, 14]  1         0  models.common.Concat                    [1]                           \n"," 20                -1  1    296448  models.common.C3                        [256, 256, 1, False]          \n"," 21                -1  1    590336  models.common.Conv                      [256, 256, 3, 2]              \n"," 22          [-1, 10]  1         0  models.common.Concat                    [1]                           \n"," 23                -1  1   1182720  models.common.C3                        [512, 512, 1, False]          \n"," 24      [17, 20, 23]  1     21576  models.yolo.Detect                      [3, [[10, 13, 16, 30, 33, 23], [30, 61, 62, 45, 59, 119], [116, 90, 156, 198, 373, 326]], [128, 256, 512]]\n","YOLOv5s summary: 214 layers, 7027720 parameters, 7027720 gradients, 16.0 GFLOPs\n","\n","\u001b[34m\u001b[1mAMP: \u001b[0mchecks passed ✅\n","\u001b[34m\u001b[1moptimizer:\u001b[0m SGD(lr=0.01) with parameter groups 57 weight(decay=0.0), 60 weight(decay=0.0005), 60 bias\n","\u001b[34m\u001b[1malbumentations: \u001b[0mBlur(p=0.01, blur_limit=(3, 7)), MedianBlur(p=0.01, blur_limit=(3, 7)), ToGray(p=0.01), CLAHE(p=0.01, clip_limit=(1, 4.0), tile_grid_size=(8, 8))\n","\u001b[34m\u001b[1mtrain: \u001b[0mScanning /content/gdrive/MyDrive/WKO_PROJECT_NEW/mask_dataset/train.cache... 682 images, 0 backgrounds, 0 corrupt: 100% 682/682 [00:00<?, ?it/s]\n","\u001b[34m\u001b[1mval: \u001b[0mScanning /content/gdrive/MyDrive/WKO_PROJECT_NEW/mask_dataset/validate.cache... 85 images, 0 backgrounds, 0 corrupt: 100% 85/85 [00:00<?, ?it/s]\n","\n","\u001b[34m\u001b[1mAutoAnchor: \u001b[0m5.61 anchors/target, 0.999 Best Possible Recall (BPR). Current anchors are a good fit to dataset ✅\n","Plotting labels to yolov5/runs/train/exp15/labels.jpg... \n","Image sizes 640 train, 640 val\n","Using 0 dataloader workers\n","Logging results to \u001b[1myolov5/runs/train/exp15\u001b[0m\n","Starting training for 100 epochs...\n","\n","      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n","       0/99     0.484G      0.105    0.06589    0.03614          2        640:  12% 80/682 [00:14<01:31,  6.59it/s]libpng warning: iCCP: Not recognizing known sRGB profile that has been edited\n","       0/99     0.484G     0.1041    0.06484    0.03597         35        640:  17% 113/682 [00:19<01:25,  6.64it/s]libpng warning: iCCP: Not recognizing known sRGB profile that has been edited\n","       0/99     0.484G     0.1038    0.06374    0.03575         14        640:  21% 143/682 [00:23<01:19,  6.78it/s]libpng warning: iCCP: Not recognizing known sRGB profile that has been edited\n","       0/99     0.484G     0.1034    0.06513     0.0355          5        640:  40% 271/682 [00:42<00:59,  6.87it/s]libpng warning: iCCP: Not recognizing known sRGB profile that has been edited\n","       0/99     0.484G     0.1007    0.06498      0.034          2        640:  82% 561/682 [01:23<00:16,  7.15it/s]libpng warning: iCCP: Not recognizing known sRGB profile that has been edited\n","       0/99     0.484G     0.1003    0.06543    0.03362         11        640: 100% 682/682 [01:41<00:00,  6.73it/s]\n","                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 43/43 [00:03<00:00, 12.81it/s]\n","                   all         85        483    0.00127     0.0265   0.000697   0.000137\n","\n","      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n","       1/99     0.797G    0.09408    0.05011       0.03          8        640:   4% 29/682 [00:04<01:31,  7.12it/s]libpng warning: iCCP: Not recognizing known sRGB profile that has been edited\n","       1/99     0.797G    0.09567    0.06458    0.03028         20        640:  44% 298/682 [00:43<00:57,  6.72it/s]libpng warning: iCCP: Not recognizing known sRGB profile that has been edited\n","       1/99     0.797G    0.09604    0.06691     0.0302          2        640:  50% 342/682 [00:49<00:46,  7.32it/s]libpng warning: iCCP: Not recognizing known sRGB profile that has been edited\n","       1/99     0.797G    0.09501    0.06715     0.0297          2        640:  76% 517/682 [01:15<00:23,  7.15it/s]libpng warning: iCCP: Not recognizing known sRGB profile that has been edited\n","       1/99     0.797G    0.09421    0.06734    0.02911         40        640: 100% 682/682 [01:38<00:00,  6.91it/s]\n","                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 43/43 [00:02<00:00, 17.01it/s]\n","                   all         85        483     0.0012     0.0689   0.000747   0.000168\n","\n","      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n","       2/99     0.797G    0.09381     0.0712    0.02864          8        640:   6% 42/682 [00:06<01:28,  7.20it/s]libpng warning: iCCP: Not recognizing known sRGB profile that has been edited\n","       2/99     0.797G    0.08907      0.066    0.02512          7        640:  82% 558/682 [01:22<00:17,  7.10it/s]libpng warning: iCCP: Not recognizing known sRGB profile that has been edited\n","       2/99     0.797G    0.08912    0.06693    0.02452         12        640: 100% 682/682 [01:39<00:00,  6.82it/s]\n","                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 43/43 [00:03<00:00, 13.90it/s]\n","                   all         85        483      0.361     0.0422     0.0115    0.00375\n","\n","      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n","       3/99     0.797G    0.08533    0.06023    0.01873          1        640:  14% 93/682 [00:13<01:23,  7.05it/s]libpng warning: iCCP: Not recognizing known sRGB profile that has been edited\n","       3/99     0.797G    0.08611    0.06065    0.01887          4        640:  21% 143/682 [00:20<01:14,  7.26it/s]libpng warning: iCCP: Not recognizing known sRGB profile that has been edited\n","       3/99     0.797G     0.0863    0.06111    0.01908          8        640:  21% 146/682 [00:21<01:17,  6.90it/s]libpng warning: iCCP: Not recognizing known sRGB profile that has been edited\n","       3/99     0.797G    0.08627    0.06165     0.0195         29        640:  27% 187/682 [00:27<01:14,  6.65it/s]libpng warning: iCCP: Not recognizing known sRGB profile that has been edited\n","       3/99     0.797G     0.0859    0.06454    0.01981          6        640:  38% 260/682 [00:37<01:00,  6.98it/s]libpng warning: iCCP: Not recognizing known sRGB profile that has been edited\n","       3/99     0.797G    0.08558    0.06392    0.01893          7        640:  57% 388/682 [00:56<00:42,  6.88it/s]libpng warning: iCCP: Not recognizing known sRGB profile that has been edited\n","       3/99     0.797G    0.08546    0.06406    0.01888          6        640:  60% 412/682 [00:59<00:38,  7.05it/s]libpng warning: iCCP: Not recognizing known sRGB profile that has been edited\n","       3/99     0.797G    0.08501    0.06519    0.01901         11        640: 100% 682/682 [01:38<00:00,  6.93it/s]\n","                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 43/43 [00:02<00:00, 15.40it/s]\n","                   all         85        483      0.719     0.0596     0.0263    0.00694\n","\n","      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n","       4/99     0.797G    0.08119    0.06469    0.01911         11        640:  17% 117/682 [00:17<01:21,  6.95it/s]libpng warning: iCCP: Not recognizing known sRGB profile that has been edited\n","       4/99     0.797G    0.07984    0.06137    0.01835          2        640:  34% 231/682 [00:34<01:06,  6.76it/s]libpng warning: iCCP: Not recognizing known sRGB profile that has been edited\n","       4/99     0.797G    0.08028    0.06204    0.01803         14        640:  61% 418/682 [01:02<00:36,  7.25it/s]libpng warning: iCCP: Not recognizing known sRGB profile that has been edited\n","       4/99     0.797G    0.08017    0.06141    0.01808          2        640:  68% 462/682 [01:08<00:31,  6.92it/s]libpng warning: iCCP: Not recognizing known sRGB profile that has been edited\n","       4/99     0.797G    0.07808    0.05936    0.01777          1        640:  93% 633/682 [01:33<00:06,  7.36it/s]libpng warning: iCCP: Not recognizing known sRGB profile that has been edited\n","       4/99     0.797G    0.07795     0.0592    0.01746         10        640: 100% 682/682 [01:40<00:00,  6.81it/s]\n","                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 43/43 [00:02<00:00, 16.38it/s]\n","                   all         85        483      0.738      0.101     0.0527     0.0185\n","\n","      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n","       5/99     0.797G    0.07594    0.06164    0.01839         11        640:   5% 34/682 [00:04<01:33,  6.95it/s]libpng warning: iCCP: Not recognizing known sRGB profile that has been edited\n","       5/99     0.797G    0.07452     0.0638    0.01708         20        640:  62% 420/682 [01:00<00:39,  6.61it/s]libpng warning: iCCP: Not recognizing known sRGB profile that has been edited\n","       5/99     0.797G    0.07325    0.06152    0.01633          1        640: 100% 682/682 [01:38<00:00,  6.91it/s]\n","                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 43/43 [00:02<00:00, 17.57it/s]\n","                   all         85        483      0.783      0.106     0.0696     0.0255\n","\n","      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n","       6/99     0.797G    0.06825    0.05158    0.01795          6        640:   2% 16/682 [00:02<01:29,  7.48it/s]libpng warning: iCCP: Not recognizing known sRGB profile that has been edited\n","       6/99     0.797G    0.06817    0.05591    0.01547          2        640:  11% 72/682 [00:10<01:27,  6.98it/s]libpng warning: iCCP: Not recognizing known sRGB profile that has been edited\n","       6/99     0.797G    0.06897    0.05784    0.01684          4        640:  35% 242/682 [00:35<01:04,  6.83it/s]libpng warning: iCCP: Not recognizing known sRGB profile that has been edited\n","       6/99     0.797G    0.06933    0.05851     0.0159         10        640:  61% 419/682 [01:01<00:50,  5.20it/s]libpng warning: iCCP: Not recognizing known sRGB profile that has been edited\n","       6/99     0.797G    0.06965    0.05915    0.01622         10        640:  72% 493/682 [01:12<00:26,  7.19it/s]libpng warning: iCCP: Not recognizing known sRGB profile that has been edited\n","       6/99     0.797G     0.0687    0.05791     0.0159          8        640:  97% 659/682 [01:36<00:03,  7.10it/s]libpng warning: iCCP: Not recognizing known sRGB profile that has been edited\n","       6/99     0.797G    0.06894     0.0585    0.01617         11        640: 100% 682/682 [01:39<00:00,  6.85it/s]\n","                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 43/43 [00:02<00:00, 17.44it/s]\n","                   all         85        483      0.778       0.15     0.0912     0.0299\n","\n","      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n","       7/99     0.797G    0.06984    0.06178    0.01673          4        640:  15% 100/682 [00:14<01:23,  6.98it/s]libpng warning: iCCP: Not recognizing known sRGB profile that has been edited\n","       7/99     0.797G     0.0705    0.06261      0.017          6        640:  17% 115/682 [00:16<01:21,  6.97it/s]libpng warning: iCCP: Not recognizing known sRGB profile that has been edited\n","       7/99     0.797G    0.06622    0.05959    0.01701          9        640:  62% 423/682 [01:01<00:36,  7.15it/s]libpng warning: iCCP: Not recognizing known sRGB profile that has been edited\n","       7/99     0.797G    0.06542    0.05934    0.01603          4        640:  95% 646/682 [01:33<00:04,  7.33it/s]libpng warning: iCCP: Not recognizing known sRGB profile that has been edited\n","       7/99     0.797G    0.06535    0.05904    0.01596          9        640: 100% 682/682 [01:38<00:00,  6.95it/s]\n","                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 43/43 [00:02<00:00, 17.90it/s]\n","                   all         85        483      0.812      0.183      0.138     0.0535\n","\n","      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n","       8/99     0.797G    0.06265     0.0522    0.01624          9        640:  15% 99/682 [00:14<01:24,  6.89it/s]libpng warning: iCCP: Not recognizing known sRGB profile that has been edited\n","       8/99     0.797G     0.0614    0.05353    0.01594          4        640:  67% 458/682 [01:04<00:30,  7.44it/s]libpng warning: iCCP: Not recognizing known sRGB profile that has been edited\n","       8/99     0.797G    0.06082    0.05353    0.01612          2        640:  96% 656/682 [01:34<00:03,  6.57it/s]libpng warning: iCCP: Not recognizing known sRGB profile that has been edited\n","       8/99     0.797G    0.06063    0.05302    0.01597         11        640: 100% 682/682 [01:38<00:00,  6.96it/s]\n","                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 43/43 [00:02<00:00, 17.62it/s]\n","                   all         85        483        0.9      0.171      0.199     0.0876\n","\n","      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n","       9/99     0.797G    0.06054    0.05822    0.01474          7        640:  38% 258/682 [00:37<01:00,  7.04it/s]libpng warning: iCCP: Not recognizing known sRGB profile that has been edited\n","       9/99     0.797G    0.05987    0.05621    0.01519          4        640:  83% 568/682 [01:21<00:16,  7.03it/s]libpng warning: iCCP: Not recognizing known sRGB profile that has been edited\n","       9/99     0.797G    0.05961    0.05512    0.01539         18        640:  94% 638/682 [01:31<00:06,  6.45it/s]libpng warning: iCCP: Not recognizing known sRGB profile that has been edited\n","       9/99     0.797G    0.05969    0.05551    0.01539         25        640:  97% 659/682 [01:34<00:03,  6.89it/s]libpng warning: iCCP: Not recognizing known sRGB profile that has been edited\n","       9/99     0.797G    0.05969    0.05569    0.01537          7        640: 100% 682/682 [01:37<00:00,  7.00it/s]\n","                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 43/43 [00:02<00:00, 18.30it/s]\n","                   all         85        483      0.872      0.177      0.194      0.068\n","\n","      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n","      10/99     0.797G     0.0565    0.05317    0.01363          3        640:  24% 166/682 [00:23<01:14,  6.95it/s]libpng warning: iCCP: Not recognizing known sRGB profile that has been edited\n","      10/99     0.797G    0.05535    0.05324    0.01351          5        640:  45% 304/682 [00:43<00:54,  6.88it/s]libpng warning: iCCP: Not recognizing known sRGB profile that has been edited\n","      10/99     0.797G    0.05567    0.05234    0.01396          6        640:  96% 652/682 [01:33<00:04,  7.15it/s]libpng warning: iCCP: Not recognizing known sRGB profile that has been edited\n","      10/99     0.797G    0.05567     0.0525    0.01395         10        640:  97% 661/682 [01:34<00:03,  6.99it/s]libpng warning: iCCP: Not recognizing known sRGB profile that has been edited\n","      10/99     0.797G    0.05553    0.05218    0.01394          1        640: 100% 682/682 [01:37<00:00,  6.99it/s]\n","                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 43/43 [00:02<00:00, 19.09it/s]\n","                   all         85        483      0.891        0.2      0.291       0.13\n","\n","      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n","      11/99     0.797G     0.0531    0.04828     0.0133          0        640:  62% 425/682 [01:01<00:36,  6.98it/s]libpng warning: iCCP: Not recognizing known sRGB profile that has been edited\n","      11/99     0.797G    0.05327    0.04861    0.01345          6        640:  67% 454/682 [01:06<00:32,  6.91it/s]libpng warning: iCCP: Not recognizing known sRGB profile that has been edited\n","      11/99     0.797G     0.0537    0.04925    0.01362          4        640:  81% 552/682 [01:20<00:18,  7.09it/s]libpng warning: iCCP: Not recognizing known sRGB profile that has been edited\n","      11/99     0.797G    0.05346    0.04957    0.01341         10        640: 100% 682/682 [01:38<00:00,  6.90it/s]\n","                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 43/43 [00:02<00:00, 18.71it/s]\n","                   all         85        483      0.913      0.209      0.302      0.124\n","\n","      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n","      12/99     0.797G    0.05501    0.04859    0.01079          7        640:   0% 1/682 [00:00<01:50,  6.18it/s]libpng warning: iCCP: Not recognizing known sRGB profile that has been edited\n","      12/99     0.797G     0.0533    0.05099    0.01292         15        640:  16% 112/682 [00:16<01:24,  6.78it/s]libpng warning: iCCP: Not recognizing known sRGB profile that has been edited\n","      12/99     0.797G    0.05407    0.05142    0.01356         11        640:  68% 461/682 [01:05<00:31,  7.03it/s]libpng warning: iCCP: Not recognizing known sRGB profile that has been edited\n","      12/99     0.797G    0.05256    0.04993    0.01319          8        640:  98% 669/682 [01:35<00:01,  7.01it/s]libpng warning: iCCP: Not recognizing known sRGB profile that has been edited\n","      12/99     0.797G     0.0525    0.04995    0.01321          3        640: 100% 682/682 [01:37<00:00,  7.00it/s]\n","                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 43/43 [00:02<00:00, 18.43it/s]\n","                   all         85        483      0.705      0.334      0.329      0.137\n","\n","      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n","      13/99     0.799G    0.05479    0.05555    0.01792          3        640:   3% 19/682 [00:02<01:35,  6.97it/s]libpng warning: iCCP: Not recognizing known sRGB profile that has been edited\n","      13/99     0.799G    0.05197     0.0504    0.01417          3        640:   8% 53/682 [00:07<01:31,  6.91it/s]libpng warning: iCCP: Not recognizing known sRGB profile that has been edited\n","      13/99     0.799G    0.05213    0.05552    0.01315          7        640:  16% 109/682 [00:16<01:25,  6.73it/s]libpng warning: iCCP: Not recognizing known sRGB profile that has been edited\n","      13/99     0.799G    0.05237    0.04992    0.01312         23        640:  57% 390/682 [00:57<00:38,  7.56it/s]libpng warning: iCCP: Not recognizing known sRGB profile that has been edited\n","      13/99     0.799G    0.05164    0.04891    0.01248         15        640: 100% 682/682 [01:38<00:00,  6.89it/s]\n","                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 43/43 [00:02<00:00, 19.56it/s]\n","                   all         85        483      0.646      0.324      0.307      0.137\n","\n","      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n","      14/99     0.799G    0.04848    0.04826    0.01039          8        640:   8% 56/682 [00:07<01:24,  7.43it/s]libpng warning: iCCP: Not recognizing known sRGB profile that has been edited\n","      14/99     0.799G    0.05036    0.04699    0.01197          2        640:  61% 413/682 [00:59<00:38,  6.98it/s]libpng warning: iCCP: Not recognizing known sRGB profile that has been edited\n","      14/99     0.799G    0.05024    0.04681    0.01196          3        640:  62% 426/682 [01:01<00:35,  7.11it/s]libpng warning: iCCP: Not recognizing known sRGB profile that has been edited\n","      14/99     0.799G    0.04977    0.04617    0.01217         16        640:  84% 572/682 [01:22<00:16,  6.48it/s]libpng warning: iCCP: Not recognizing known sRGB profile that has been edited\n","      14/99     0.799G    0.05008    0.04665    0.01194          5        640: 100% 682/682 [01:37<00:00,  6.96it/s]\n","                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 43/43 [00:02<00:00, 19.32it/s]\n","                   all         85        483      0.738      0.357      0.374      0.161\n","\n","      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n","      15/99     0.799G    0.05145    0.05107     0.0116          6        640:  23% 154/682 [00:22<01:16,  6.88it/s]libpng warning: iCCP: Not recognizing known sRGB profile that has been edited\n","      15/99     0.799G    0.04888    0.04663    0.01171         12        640:  95% 647/682 [01:34<00:04,  7.17it/s]libpng warning: iCCP: Not recognizing known sRGB profile that has been edited\n","      15/99     0.799G    0.04888    0.04632    0.01163         23        640: 100% 682/682 [01:39<00:00,  6.84it/s]\n","                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 43/43 [00:02<00:00, 19.09it/s]\n","                   all         85        483      0.783      0.359      0.387      0.171\n","\n","      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n","      16/99     0.799G    0.05039    0.04094     0.0159          5        640:   4% 30/682 [00:04<01:42,  6.39it/s]libpng warning: iCCP: Not recognizing known sRGB profile that has been edited\n","      16/99     0.799G    0.04713    0.04412    0.01184          2        640:  66% 448/682 [01:04<00:32,  7.18it/s]libpng warning: iCCP: Not recognizing known sRGB profile that has been edited\n","      16/99     0.799G    0.04697    0.04527    0.01184         26        640:  82% 558/682 [01:20<00:18,  6.69it/s]libpng warning: iCCP: Not recognizing known sRGB profile that has been edited\n","      16/99     0.799G    0.04704    0.04578    0.01181          6        640:  92% 625/682 [01:30<00:08,  6.85it/s]libpng warning: iCCP: Not recognizing known sRGB profile that has been edited\n","      16/99     0.799G    0.04717    0.04606     0.0118         22        640: 100% 682/682 [01:38<00:00,  6.93it/s]\n","                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 43/43 [00:02<00:00, 19.50it/s]\n","                   all         85        483      0.822      0.362      0.416      0.184\n","\n","      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n","      17/99     0.799G    0.04637    0.04008   0.007098          2        640:   4% 29/682 [00:04<01:29,  7.28it/s]libpng warning: iCCP: Not recognizing known sRGB profile that has been edited\n","      17/99     0.799G    0.04688    0.04695    0.01063          8        640:  64% 439/682 [01:03<00:34,  6.99it/s]libpng warning: iCCP: Not recognizing known sRGB profile that has been edited\n","      17/99     0.799G    0.04682    0.04596    0.01062          3        640:  74% 504/682 [01:12<00:24,  7.24it/s]libpng warning: iCCP: Not recognizing known sRGB profile that has been edited\n","      17/99     0.799G     0.0468    0.04544    0.01066          2        640:  87% 595/682 [01:26<00:12,  6.99it/s]libpng warning: iCCP: Not recognizing known sRGB profile that has been edited\n","      17/99     0.799G    0.04673    0.04514    0.01056          8        640: 100% 682/682 [01:38<00:00,  6.90it/s]\n","                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 43/43 [00:02<00:00, 19.63it/s]\n","                   all         85        483      0.737      0.381      0.394      0.181\n","\n","      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n","      18/99     0.799G    0.04909    0.04177   0.009951         12        640:  12% 83/682 [00:12<01:28,  6.80it/s]libpng warning: iCCP: Not recognizing known sRGB profile that has been edited\n","      18/99     0.799G     0.0474    0.04231    0.01078          2        640:  38% 262/682 [00:37<01:01,  6.86it/s]libpng warning: iCCP: Not recognizing known sRGB profile that has been edited\n","      18/99     0.799G    0.04725    0.04252    0.01043          1        640:  55% 373/682 [00:53<00:41,  7.48it/s]libpng warning: iCCP: Not recognizing known sRGB profile that has been edited\n","      18/99     0.799G    0.04663    0.04237   0.009901         10        640:  85% 582/682 [01:23<00:14,  6.97it/s]libpng warning: iCCP: Not recognizing known sRGB profile that has been edited\n","      18/99     0.799G    0.04715    0.04351   0.009835          9        640: 100% 682/682 [01:37<00:00,  6.98it/s]\n","                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 43/43 [00:02<00:00, 18.97it/s]\n","                   all         85        483      0.821      0.402      0.456      0.204\n","\n","      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n","      19/99     0.799G    0.04527     0.0394   0.009709          6        640:  24% 164/682 [00:23<01:10,  7.31it/s]libpng warning: iCCP: Not recognizing known sRGB profile that has been edited\n","      19/99     0.799G    0.04511    0.04159   0.009156         11        640:  65% 443/682 [01:03<00:33,  7.08it/s]libpng warning: iCCP: Not recognizing known sRGB profile that has been edited\n","      19/99     0.799G    0.04481    0.04173   0.008999          3        640: 100% 682/682 [01:37<00:00,  7.00it/s]\n","                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 43/43 [00:02<00:00, 18.95it/s]\n","                   all         85        483      0.847      0.389      0.465      0.216\n","\n","      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n","      20/99     0.799G    0.04351    0.03595    0.01046          6        640:   8% 54/682 [00:08<01:39,  6.31it/s]libpng warning: iCCP: Not recognizing known sRGB profile that has been edited\n","      20/99     0.799G     0.0425    0.03791       0.01          3        640:  20% 133/682 [00:20<01:15,  7.23it/s]libpng warning: iCCP: Not recognizing known sRGB profile that has been edited\n","      20/99     0.799G    0.04255    0.03802    0.01041          4        640:  24% 163/682 [00:24<01:10,  7.32it/s]libpng warning: iCCP: Not recognizing known sRGB profile that has been edited\n","      20/99     0.799G    0.04415    0.04177    0.01037          8        640:  58% 397/682 [00:57<00:40,  7.04it/s]libpng warning: iCCP: Not recognizing known sRGB profile that has been edited\n","      20/99     0.799G    0.04361    0.04181   0.009777         11        640:  78% 535/682 [01:16<00:20,  7.01it/s]libpng warning: iCCP: Not recognizing known sRGB profile that has been edited\n","      20/99     0.799G    0.04405    0.04238    0.00972         23        640:  91% 620/682 [01:28<00:09,  6.81it/s]libpng warning: iCCP: Not recognizing known sRGB profile that has been edited\n","      20/99     0.799G    0.04423    0.04234   0.009784         11        640: 100% 682/682 [01:37<00:00,  6.96it/s]\n","                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 43/43 [00:02<00:00, 19.44it/s]\n","                   all         85        483      0.783      0.408      0.467       0.23\n","\n","      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n","      21/99     0.799G    0.04845    0.04414   0.009538          4        640:  10% 67/682 [00:09<01:37,  6.28it/s]libpng warning: iCCP: Not recognizing known sRGB profile that has been edited\n","      21/99     0.799G    0.04293    0.04038   0.009688         29        640:  28% 190/682 [00:27<01:09,  7.06it/s]libpng warning: iCCP: Not recognizing known sRGB profile that has been edited\n","      21/99     0.799G    0.04314    0.04182   0.009331          2        640:  65% 441/682 [01:03<00:34,  6.93it/s]libpng warning: iCCP: Not recognizing known sRGB profile that has been edited\n","      21/99     0.799G    0.04325    0.04234   0.009213          3        640:  79% 541/682 [01:17<00:19,  7.16it/s]libpng warning: iCCP: Not recognizing known sRGB profile that has been edited\n","      21/99     0.799G    0.04322    0.04233   0.009162          9        640:  80% 546/682 [01:17<00:19,  7.01it/s]libpng warning: iCCP: Not recognizing known sRGB profile that has been edited\n","      21/99     0.799G    0.04325    0.04211   0.009151          3        640:  94% 640/682 [01:31<00:05,  7.44it/s]libpng warning: iCCP: Not recognizing known sRGB profile that has been edited\n","      21/99     0.799G    0.04328    0.04229   0.009166          6        640: 100% 682/682 [01:37<00:00,  7.02it/s]\n","                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 43/43 [00:02<00:00, 19.38it/s]\n","                   all         85        483       0.82      0.433      0.506       0.25\n","\n","      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n","      22/99     0.799G    0.04164    0.04313   0.009343          5        640:  43% 291/682 [00:42<00:57,  6.82it/s]libpng warning: iCCP: Not recognizing known sRGB profile that has been edited\n","      22/99     0.799G    0.04135    0.04316   0.009052          5        640:  48% 329/682 [00:48<00:49,  7.13it/s]libpng warning: iCCP: Not recognizing known sRGB profile that has been edited\n","      22/99     0.799G    0.04151    0.04126   0.008466          2        640:  86% 589/682 [01:25<00:13,  7.02it/s]libpng warning: iCCP: Not recognizing known sRGB profile that has been edited\n","      22/99     0.799G    0.04174     0.0419    0.00842          1        640: 100% 682/682 [01:38<00:00,  6.95it/s]\n","                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 43/43 [00:02<00:00, 19.55it/s]\n","                   all         85        483      0.801      0.404       0.48      0.241\n","\n","      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n","      23/99     0.799G    0.03924    0.03985   0.009102          1        640:  22% 148/682 [00:21<01:12,  7.32it/s]libpng warning: iCCP: Not recognizing known sRGB profile that has been edited\n","      23/99     0.799G    0.03963     0.0406   0.009326          7        640:  33% 224/682 [00:32<01:05,  7.00it/s]libpng warning: iCCP: Not recognizing known sRGB profile that has been edited\n","      23/99     0.799G    0.04075    0.04099   0.009337          4        640:  74% 504/682 [01:12<00:24,  7.27it/s]libpng warning: iCCP: Not recognizing known sRGB profile that has been edited\n","      23/99     0.799G    0.04101    0.04037   0.009139          3        640: 100% 682/682 [01:37<00:00,  7.01it/s]\n","                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 43/43 [00:02<00:00, 19.28it/s]\n","                   all         85        483      0.844      0.403      0.466      0.234\n","\n","      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n","      24/99     0.799G    0.04355    0.04146   0.009634          7        640:  15% 105/682 [00:15<01:18,  7.34it/s]libpng warning: iCCP: Not recognizing known sRGB profile that has been edited\n","      24/99     0.799G    0.04126    0.04122   0.008746          2        640:  77% 527/682 [01:15<00:21,  7.06it/s]libpng warning: iCCP: Not recognizing known sRGB profile that has been edited\n","      24/99     0.799G    0.04112    0.04071   0.008659          9        640:  81% 552/682 [01:19<00:18,  7.03it/s]libpng warning: iCCP: Not recognizing known sRGB profile that has been edited\n","      24/99     0.799G    0.04073    0.03995   0.008777          3        640: 100% 682/682 [01:37<00:00,  7.00it/s]\n","                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 43/43 [00:02<00:00, 19.08it/s]\n","                   all         85        483      0.806        0.4      0.433      0.228\n","\n","      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n","      25/99     0.799G    0.03902    0.04036   0.009288          9        640:  51% 351/682 [00:49<00:49,  6.71it/s]libpng warning: iCCP: Not recognizing known sRGB profile that has been edited\n","      25/99     0.799G    0.03914    0.04055   0.009209          8        640:  54% 365/682 [00:52<00:44,  7.15it/s]libpng warning: iCCP: Not recognizing known sRGB profile that has been edited\n","      25/99     0.799G    0.03925    0.04021   0.009214          2        640:  63% 427/682 [01:00<00:35,  7.12it/s]libpng warning: iCCP: Not recognizing known sRGB profile that has been edited\n","      25/99     0.799G    0.03988    0.04022   0.009264         22        640: 100% 682/682 [01:36<00:00,  7.05it/s]\n","                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 43/43 [00:02<00:00, 19.86it/s]\n","                   all         85        483      0.847      0.419      0.503      0.246\n","\n","      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n","  0% 0/682 [00:00<?, ?it/s]libpng warning: iCCP: Not recognizing known sRGB profile that has been edited\n","      26/99     0.799G    0.04488    0.03943   0.009982          2        640:   7% 45/682 [00:06<01:28,  7.18it/s]libpng warning: iCCP: Not recognizing known sRGB profile that has been edited\n","      26/99     0.799G    0.04062    0.04011   0.009217          8        640:  67% 460/682 [01:05<00:33,  6.72it/s]libpng warning: iCCP: Not recognizing known sRGB profile that has been edited\n","      26/99     0.799G    0.04077    0.03986   0.009516          6        640:  85% 578/682 [01:23<00:14,  7.32it/s]libpng warning: iCCP: Not recognizing known sRGB profile that has been edited\n","      26/99     0.799G    0.04078    0.03974   0.009232          6        640: 100% 682/682 [01:37<00:00,  6.97it/s]\n","                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 43/43 [00:02<00:00, 19.95it/s]\n","                   all         85        483      0.855      0.436       0.53      0.277\n","\n","      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n","      27/99     0.799G    0.03929      0.044   0.008011          3        640:   3% 23/682 [00:03<01:32,  7.09it/s]libpng warning: iCCP: Not recognizing known sRGB profile that has been edited\n","      27/99     0.799G    0.04106    0.04235   0.008972         14        640:  10% 67/682 [00:09<01:32,  6.64it/s]libpng warning: iCCP: Not recognizing known sRGB profile that has been edited\n","      27/99     0.799G    0.04133    0.04045   0.008756         11        640:  21% 146/682 [00:20<01:14,  7.16it/s]libpng warning: iCCP: Not recognizing known sRGB profile that has been edited\n","      27/99     0.799G     0.0404    0.04203   0.008597         11        640:  51% 347/682 [00:49<00:48,  6.88it/s]libpng warning: iCCP: Not recognizing known sRGB profile that has been edited\n","      27/99     0.799G    0.03972    0.04104   0.008675         16        640:  65% 444/682 [01:03<00:35,  6.73it/s]libpng warning: iCCP: Not recognizing known sRGB profile that has been edited\n","      27/99     0.799G    0.03981    0.04093   0.008653          6        640:  72% 492/682 [01:09<00:27,  6.84it/s]libpng warning: iCCP: Not recognizing known sRGB profile that has been edited\n","      27/99     0.799G    0.03986     0.0409   0.008691          3        640:  76% 520/682 [01:13<00:22,  7.18it/s]libpng warning: iCCP: Not recognizing known sRGB profile that has been edited\n","      27/99     0.799G    0.03939    0.04028   0.008624          1        640: 100% 682/682 [01:36<00:00,  7.05it/s]\n","                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 43/43 [00:02<00:00, 19.65it/s]\n","                   all         85        483      0.854      0.414      0.501      0.256\n","\n","      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n","      28/99     0.799G    0.03867    0.04088   0.008185         16        640:   2% 13/682 [00:01<01:35,  6.99it/s]libpng warning: iCCP: Not recognizing known sRGB profile that has been edited\n","      28/99     0.799G    0.03671    0.04377   0.006186          3        640:   6% 38/682 [00:05<01:32,  6.98it/s]libpng warning: iCCP: Not recognizing known sRGB profile that has been edited\n","      28/99     0.799G    0.03633    0.03798   0.009077          4        640:  56% 383/682 [00:54<00:43,  6.95it/s]libpng warning: iCCP: Not recognizing known sRGB profile that has been edited\n","      28/99     0.799G    0.03657    0.03836   0.009004         12        640:  87% 591/682 [01:23<00:12,  7.24it/s]libpng warning: iCCP: Not recognizing known sRGB profile that has been edited\n","      28/99     0.799G    0.03666    0.03869   0.008978         13        640:  97% 660/682 [01:34<00:04,  5.32it/s]libpng warning: iCCP: Not recognizing known sRGB profile that has been edited\n","      28/99     0.799G    0.03671    0.03858   0.008947          3        640: 100% 682/682 [01:37<00:00,  6.98it/s]\n","                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 43/43 [00:02<00:00, 19.49it/s]\n","                   all         85        483      0.856      0.439      0.515      0.275\n","\n","      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n","      29/99     0.799G    0.03864    0.03628   0.007131         12        640:  13% 90/682 [00:12<01:24,  7.00it/s]libpng warning: iCCP: Not recognizing known sRGB profile that has been edited\n","      29/99     0.799G    0.03897    0.04079   0.007708          1        640:  93% 634/682 [01:29<00:06,  7.06it/s]libpng warning: iCCP: Not recognizing known sRGB profile that has been edited\n","      29/99     0.799G      0.039    0.04035   0.007669          2        640: 100% 682/682 [01:36<00:00,  7.06it/s]\n","                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 43/43 [00:02<00:00, 19.56it/s]\n","                   all         85        483      0.863      0.428      0.535      0.298\n","\n","      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n","      30/99     0.799G    0.03868    0.03927   0.008444          1        640:  50% 343/682 [00:49<00:47,  7.19it/s]libpng warning: iCCP: Not recognizing known sRGB profile that has been edited\n","      30/99     0.799G    0.03807    0.03866   0.008415          7        640:  68% 462/682 [01:06<00:33,  6.59it/s]libpng warning: iCCP: Not recognizing known sRGB profile that has been edited\n","      30/99     0.799G    0.03817    0.03842   0.008356          4        640:  73% 495/682 [01:10<00:26,  7.01it/s]libpng warning: iCCP: Not recognizing known sRGB profile that has been edited\n","      30/99     0.799G    0.03784    0.03842   0.008041          2        640: 100% 682/682 [01:37<00:00,  6.98it/s]\n","                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 43/43 [00:02<00:00, 19.64it/s]\n","                   all         85        483      0.889      0.433       0.54      0.296\n","\n","      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n","      31/99     0.799G    0.03707    0.03387   0.009135          4        640:  29% 200/682 [00:29<01:09,  6.97it/s]libpng warning: iCCP: Not recognizing known sRGB profile that has been edited\n","      31/99     0.799G    0.03712    0.03431   0.009262          4        640:  33% 225/682 [00:33<01:10,  6.46it/s]libpng warning: iCCP: Not recognizing known sRGB profile that has been edited\n","      31/99     0.799G    0.03703    0.03519   0.008646          2        640:  47% 321/682 [00:46<00:51,  6.96it/s]libpng warning: iCCP: Not recognizing known sRGB profile that has been edited\n","      31/99     0.799G    0.03753    0.03624   0.008842          1        640:  59% 403/682 [00:58<00:38,  7.34it/s]libpng warning: iCCP: Not recognizing known sRGB profile that has been edited\n","      31/99     0.799G    0.03807    0.03686   0.008667          4        640:  71% 487/682 [01:10<00:28,  6.81it/s]libpng warning: iCCP: Not recognizing known sRGB profile that has been edited\n","      31/99     0.799G    0.03747    0.03759   0.008252         10        640:  93% 637/682 [01:31<00:06,  6.81it/s]libpng warning: iCCP: Not recognizing known sRGB profile that has been edited\n","      31/99     0.799G    0.03742    0.03734   0.008113         36        640: 100% 682/682 [01:38<00:00,  6.94it/s]\n","                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 43/43 [00:02<00:00, 19.60it/s]\n","                   all         85        483      0.894      0.452       0.55      0.309\n","\n","      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n","      32/99     0.799G    0.03763    0.04193   0.008265         26        640:  58% 395/682 [00:56<00:40,  7.01it/s]libpng warning: iCCP: Not recognizing known sRGB profile that has been edited\n","      32/99     0.799G    0.03771    0.04028   0.008823          0        640: 100% 682/682 [01:36<00:00,  7.04it/s]\n","                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 43/43 [00:02<00:00, 19.52it/s]\n","                   all         85        483      0.875      0.444      0.533      0.281\n","\n","      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n","      33/99     0.799G    0.03722     0.0408   0.007034         15        640:  41% 280/682 [00:42<01:06,  6.07it/s]libpng warning: iCCP: Not recognizing known sRGB profile that has been edited\n","      33/99     0.799G    0.03796    0.04122   0.007338          2        640:  83% 565/682 [01:23<00:16,  7.17it/s]libpng warning: iCCP: Not recognizing known sRGB profile that has been edited\n","      33/99     0.799G    0.03805     0.0407   0.007485          4        640:  99% 675/682 [01:39<00:01,  6.96it/s]libpng warning: iCCP: Not recognizing known sRGB profile that has been edited\n","      33/99     0.799G    0.03802    0.04064   0.007503         12        640: 100% 682/682 [01:40<00:00,  6.80it/s]\n","                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 43/43 [00:02<00:00, 19.76it/s]\n","                   all         85        483      0.916      0.406      0.564      0.306\n","\n","      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n","      34/99     0.799G    0.03594    0.03712   0.006975          2        640:  10% 65/682 [00:09<01:28,  6.94it/s]libpng warning: iCCP: Not recognizing known sRGB profile that has been edited\n","      34/99     0.799G    0.03637    0.03684    0.00823          3        640:  22% 148/682 [00:21<01:12,  7.33it/s]libpng warning: iCCP: Not recognizing known sRGB profile that has been edited\n","      34/99     0.799G    0.03613    0.03762   0.008326         24        640:  45% 307/682 [00:43<00:55,  6.79it/s]libpng warning: iCCP: Not recognizing known sRGB profile that has been edited\n","      34/99     0.799G    0.03659    0.03844   0.008309          5        640: 100% 682/682 [01:37<00:00,  6.99it/s]\n","                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 43/43 [00:02<00:00, 19.63it/s]\n","                   all         85        483      0.861      0.482      0.577      0.312\n","\n","      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n","      35/99     0.799G    0.03604    0.03703   0.008676         36        640:  15% 102/682 [00:14<01:23,  6.94it/s]libpng warning: iCCP: Not recognizing known sRGB profile that has been edited\n","      35/99     0.799G    0.03609     0.0401   0.007509         17        640:  33% 223/682 [00:32<01:07,  6.83it/s]libpng warning: iCCP: Not recognizing known sRGB profile that has been edited\n","      35/99     0.799G    0.03572    0.03916   0.008061          4        640:  97% 664/682 [01:36<00:02,  6.63it/s]libpng warning: iCCP: Not recognizing known sRGB profile that has been edited\n","      35/99     0.799G    0.03572    0.03931   0.008125          2        640: 100% 682/682 [01:39<00:00,  6.86it/s]\n","                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 43/43 [00:02<00:00, 20.01it/s]\n","                   all         85        483      0.867      0.457      0.527      0.277\n","\n","      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n","      36/99     0.799G    0.04252    0.04049    0.01013          2        640:   2% 16/682 [00:02<01:42,  6.52it/s]libpng warning: iCCP: Not recognizing known sRGB profile that has been edited\n","      36/99     0.799G    0.03899    0.03909    0.01118          1        640:   7% 45/682 [00:06<01:24,  7.54it/s]libpng warning: iCCP: Not recognizing known sRGB profile that has been edited\n","      36/99     0.799G    0.03872     0.0357   0.009786          4        640:  14% 97/682 [00:14<01:30,  6.44it/s]libpng warning: iCCP: Not recognizing known sRGB profile that has been edited\n","      36/99     0.799G    0.03702    0.03801   0.008041          4        640: 100% 682/682 [01:38<00:00,  6.93it/s]\n","                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 43/43 [00:02<00:00, 19.02it/s]\n","                   all         85        483      0.905      0.441      0.571      0.318\n","\n","      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n","      37/99     0.799G    0.03381    0.03655   0.007196          5        640:  71% 482/682 [01:10<00:28,  6.95it/s]libpng warning: iCCP: Not recognizing known sRGB profile that has been edited\n","      37/99     0.799G    0.03373    0.03666   0.007323          9        640:  99% 673/682 [01:38<00:01,  6.71it/s]libpng warning: iCCP: Not recognizing known sRGB profile that has been edited\n","      37/99     0.799G    0.03373    0.03672   0.007316         14        640:  99% 676/682 [01:39<00:00,  6.70it/s]libpng warning: iCCP: Not recognizing known sRGB profile that has been edited\n","      37/99     0.799G    0.03369    0.03668   0.007378          6        640: 100% 682/682 [01:40<00:00,  6.81it/s]\n","                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 43/43 [00:02<00:00, 19.44it/s]\n","                   all         85        483      0.875      0.479      0.564      0.322\n","\n","      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n","      38/99     0.799G    0.03346    0.04679    0.00371          5        640:   1% 8/682 [00:01<01:38,  6.85it/s]libpng warning: iCCP: Not recognizing known sRGB profile that has been edited\n","      38/99     0.799G    0.03667    0.03988   0.007185         11        640:  13% 91/682 [00:13<01:22,  7.18it/s]libpng warning: iCCP: Not recognizing known sRGB profile that has been edited\n","      38/99     0.799G    0.03602     0.0403   0.007362          1        640:  30% 207/682 [00:30<01:05,  7.20it/s]libpng warning: iCCP: Not recognizing known sRGB profile that has been edited\n","      38/99     0.799G    0.03563    0.03916   0.007278          1        640:  72% 492/682 [01:11<00:26,  7.05it/s]libpng warning: iCCP: Not recognizing known sRGB profile that has been edited\n","      38/99     0.799G     0.0355    0.03874   0.007501          3        640: 100% 682/682 [01:38<00:00,  6.94it/s]\n","                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 43/43 [00:02<00:00, 19.57it/s]\n","                   all         85        483      0.833      0.468      0.574      0.329\n","\n","      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n","      39/99     0.799G    0.03578     0.0359   0.009557          9        640:  20% 136/682 [00:19<01:15,  7.19it/s]libpng warning: iCCP: Not recognizing known sRGB profile that has been edited\n","      39/99     0.799G     0.0351    0.03618   0.009748          3        640:  25% 170/682 [00:24<01:14,  6.88it/s]libpng warning: iCCP: Not recognizing known sRGB profile that has been edited\n","      39/99     0.799G    0.03533     0.0387   0.008985          3        640:  65% 442/682 [01:04<00:32,  7.40it/s]libpng warning: iCCP: Not recognizing known sRGB profile that has been edited\n","      39/99     0.799G    0.03512    0.03804    0.00854         16        640: 100% 682/682 [01:39<00:00,  6.85it/s]\n","                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 43/43 [00:02<00:00, 19.03it/s]\n","                   all         85        483      0.885      0.479      0.602      0.334\n","\n","      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n","      40/99     0.799G    0.02683    0.02657   0.003371          1        640:   1% 9/682 [00:01<01:33,  7.23it/s]libpng warning: iCCP: Not recognizing known sRGB profile that has been edited\n","      40/99     0.799G    0.03225    0.03545    0.00802         21        640:  13% 90/682 [00:13<01:28,  6.71it/s]libpng warning: iCCP: Not recognizing known sRGB profile that has been edited\n","      40/99     0.799G    0.03287    0.03604   0.007594          5        640:  40% 272/682 [00:39<00:58,  6.97it/s]libpng warning: iCCP: Not recognizing known sRGB profile that has been edited\n","      40/99     0.799G    0.03307     0.0367   0.007428         11        640:  48% 326/682 [00:47<00:52,  6.81it/s]libpng warning: iCCP: Not recognizing known sRGB profile that has been edited\n","      40/99     0.799G    0.03398     0.0368   0.007427          5        640: 100% 682/682 [01:39<00:00,  6.89it/s]\n","                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 43/43 [00:02<00:00, 19.09it/s]\n","                   all         85        483      0.897      0.455      0.635      0.372\n","\n","      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n","      41/99     0.799G    0.03227    0.03448   0.006143          2        640:  10% 69/682 [00:09<01:34,  6.50it/s]libpng warning: iCCP: Not recognizing known sRGB profile that has been edited\n","      41/99     0.799G    0.03474    0.03695   0.006612          5        640:  21% 142/682 [00:20<01:16,  7.05it/s]libpng warning: iCCP: Not recognizing known sRGB profile that has been edited\n","      41/99     0.799G    0.03473    0.03665   0.007458         16        640:  24% 165/682 [00:23<01:14,  6.95it/s]libpng warning: iCCP: Not recognizing known sRGB profile that has been edited\n","      41/99     0.799G    0.03436    0.03821   0.007685         13        640:  51% 345/682 [00:49<00:49,  6.74it/s]libpng warning: iCCP: Not recognizing known sRGB profile that has been edited\n","      41/99     0.799G    0.03409    0.03707   0.007337         10        640: 100% 682/682 [01:38<00:00,  6.91it/s]\n","                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 43/43 [00:02<00:00, 18.79it/s]\n","                   all         85        483       0.88      0.464      0.599      0.342\n","\n","      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n","      42/99     0.799G    0.03631    0.03704   0.008314          9        640:  12% 81/682 [00:12<01:26,  6.94it/s]libpng warning: iCCP: Not recognizing known sRGB profile that has been edited\n","      42/99     0.799G    0.03424    0.03518   0.006955         11        640: 100% 680/682 [01:39<00:00,  6.85it/s]libpng warning: iCCP: Not recognizing known sRGB profile that has been edited\n","      42/99     0.799G    0.03429    0.03532   0.006966         20        640: 100% 682/682 [01:40<00:00,  6.80it/s]\n","                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 43/43 [00:02<00:00, 19.62it/s]\n","                   all         85        483      0.842      0.507      0.586      0.339\n","\n","      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n","      43/99     0.799G     0.0322    0.03473   0.007281         14        640:  25% 169/682 [00:24<01:08,  7.44it/s]"]}]},{"cell_type":"markdown","source":["retraining with premium GPU"],"metadata":{"id":"YYFLMmJH7U3A"}},{"cell_type":"code","source":["!python3 yolov5/train.py --batch 1 --epochs 100 --data mask_dataset/mask_an.yaml --cfg yolov5/models/yolov5s.yaml --weights '' --device 0"],"metadata":{"id":"niMNDEJK6Onv","colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"status":"ok","timestamp":1675264720859,"user_tz":-60,"elapsed":10500350,"user":{"displayName":"marti Xooo","userId":"17000102553335328898"}},"outputId":"a13665b7-623d-4748-c434-f332e39c62f3"},"execution_count":null,"outputs":[{"output_type":"stream","name":"stdout","text":["\u001b[31m\u001b[1mrequirements:\u001b[0m YOLOv5 requirement \"gitpython\" not found, attempting AutoUpdate...\n","Looking in indexes: https://pypi.org/simple, https://us-python.pkg.dev/colab-wheels/public/simple/\n","Collecting gitpython\n","  Downloading GitPython-3.1.30-py3-none-any.whl (184 kB)\n","     ━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━ 184.0/184.0 KB 5.4 MB/s eta 0:00:00\n","Collecting gitdb<5,>=4.0.1\n","  Downloading gitdb-4.0.10-py3-none-any.whl (62 kB)\n","     ━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━ 62.7/62.7 KB 9.3 MB/s eta 0:00:00\n","Collecting smmap<6,>=3.0.1\n","  Downloading smmap-5.0.0-py3-none-any.whl (24 kB)\n","Installing collected packages: smmap, gitdb, gitpython\n","Successfully installed gitdb-4.0.10 gitpython-3.1.30 smmap-5.0.0\n","\n","\u001b[31m\u001b[1mrequirements:\u001b[0m 1 package updated per ['gitpython']\n","\u001b[31m\u001b[1mrequirements:\u001b[0m ⚠️ \u001b[1mRestart runtime or rerun command for updates to take effect\u001b[0m\n","\n","\u001b[34m\u001b[1mtrain: \u001b[0mweights=, cfg=yolov5/models/yolov5s.yaml, data=mask_dataset/mask_an.yaml, hyp=yolov5/data/hyps/hyp.scratch-low.yaml, epochs=100, batch_size=1, imgsz=640, rect=False, resume=False, nosave=False, noval=False, noautoanchor=False, noplots=False, evolve=None, bucket=, cache=None, image_weights=False, device=0, multi_scale=False, single_cls=False, optimizer=SGD, sync_bn=False, workers=8, project=yolov5/runs/train, name=exp, exist_ok=False, quad=False, cos_lr=False, label_smoothing=0.0, patience=100, freeze=[0], save_period=-1, seed=0, local_rank=-1, entity=None, upload_dataset=False, bbox_interval=-1, artifact_alias=latest\n","\u001b[34m\u001b[1mgithub: \u001b[0mup to date with https://github.com/ultralytics/yolov5 ✅\n","\u001b[31m\u001b[1mrequirements:\u001b[0m YOLOv5 requirements \"ipython\" \"thop>=0.1.1\" not found, attempting AutoUpdate...\n","Looking in indexes: https://pypi.org/simple, https://us-python.pkg.dev/colab-wheels/public/simple/\n","Requirement already satisfied: ipython in /usr/local/lib/python3.8/dist-packages (7.9.0)\n","Collecting thop>=0.1.1\n","  Downloading thop-0.1.1.post2209072238-py3-none-any.whl (15 kB)\n","Requirement already satisfied: setuptools>=18.5 in /usr/local/lib/python3.8/dist-packages (from ipython) (57.4.0)\n","Requirement already satisfied: pexpect in /usr/local/lib/python3.8/dist-packages (from ipython) (4.8.0)\n","Requirement already satisfied: traitlets>=4.2 in /usr/local/lib/python3.8/dist-packages (from ipython) (5.7.1)\n","Requirement already satisfied: backcall in /usr/local/lib/python3.8/dist-packages (from ipython) (0.2.0)\n","Collecting jedi>=0.10\n","  Downloading jedi-0.18.2-py2.py3-none-any.whl (1.6 MB)\n","     ━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━ 1.6/1.6 MB 22.4 MB/s eta 0:00:00\n","Requirement already satisfied: decorator in /usr/local/lib/python3.8/dist-packages (from ipython) (4.4.2)\n","Requirement already satisfied: pygments in /usr/local/lib/python3.8/dist-packages (from ipython) (2.6.1)\n","Requirement already satisfied: prompt-toolkit<2.1.0,>=2.0.0 in /usr/local/lib/python3.8/dist-packages (from ipython) (2.0.10)\n","Requirement already satisfied: pickleshare in /usr/local/lib/python3.8/dist-packages (from ipython) (0.7.5)\n","Requirement already satisfied: torch in /usr/local/lib/python3.8/dist-packages (from thop>=0.1.1) (1.13.1+cu116)\n","Requirement already satisfied: parso<0.9.0,>=0.8.0 in /usr/local/lib/python3.8/dist-packages (from jedi>=0.10->ipython) (0.8.3)\n","Requirement already satisfied: six>=1.9.0 in /usr/local/lib/python3.8/dist-packages (from prompt-toolkit<2.1.0,>=2.0.0->ipython) (1.15.0)\n","Requirement already satisfied: wcwidth in /usr/local/lib/python3.8/dist-packages (from prompt-toolkit<2.1.0,>=2.0.0->ipython) (0.2.5)\n","Requirement already satisfied: ptyprocess>=0.5 in /usr/local/lib/python3.8/dist-packages (from pexpect->ipython) (0.7.0)\n","Requirement already satisfied: typing-extensions in /usr/local/lib/python3.8/dist-packages (from torch->thop>=0.1.1) (4.4.0)\n","Installing collected packages: jedi, thop\n","Successfully installed jedi-0.18.2 thop-0.1.1.post2209072238\n","\n","\u001b[31m\u001b[1mrequirements:\u001b[0m 2 packages updated per /content/gdrive/MyDrive/WKO_PROJECT_NEW/yolov5/requirements.txt\n","\u001b[31m\u001b[1mrequirements:\u001b[0m ⚠️ \u001b[1mRestart runtime or rerun command for updates to take effect\u001b[0m\n","\n","YOLOv5 🚀 v7.0-72-g064365d Python-3.8.10 torch-1.13.1+cu116 CUDA:0 (NVIDIA A100-SXM4-40GB, 40536MiB)\n","\n","\u001b[34m\u001b[1mhyperparameters: \u001b[0mlr0=0.01, lrf=0.01, momentum=0.937, weight_decay=0.0005, warmup_epochs=3.0, warmup_momentum=0.8, warmup_bias_lr=0.1, box=0.05, cls=0.5, cls_pw=1.0, obj=1.0, obj_pw=1.0, iou_t=0.2, anchor_t=4.0, fl_gamma=0.0, hsv_h=0.015, hsv_s=0.7, hsv_v=0.4, degrees=0.0, translate=0.1, scale=0.5, shear=0.0, perspective=0.0, flipud=0.0, fliplr=0.5, mosaic=1.0, mixup=0.0, copy_paste=0.0\n","\u001b[34m\u001b[1mClearML: \u001b[0mrun 'pip install clearml' to automatically track, visualize and remotely train YOLOv5 🚀 in ClearML\n","\u001b[34m\u001b[1mComet: \u001b[0mrun 'pip install comet_ml' to automatically track and visualize YOLOv5 🚀 runs in Comet\n","\u001b[34m\u001b[1mTensorBoard: \u001b[0mStart with 'tensorboard --logdir yolov5/runs/train', view at http://localhost:6006/\n","2023-02-01 12:24:09.162063: I tensorflow/core/util/util.cc:169] oneDNN custom operations are on. You may see slightly different numerical results due to floating-point round-off errors from different computation orders. To turn them off, set the environment variable `TF_ENABLE_ONEDNN_OPTS=0`.\n","Downloading https://ultralytics.com/assets/Arial.ttf to /root/.config/Ultralytics/Arial.ttf...\n","100% 755k/755k [00:00<00:00, 15.7MB/s]\n","\n","                 from  n    params  module                                  arguments                     \n","  0                -1  1      3520  models.common.Conv                      [3, 32, 6, 2, 2]              \n","  1                -1  1     18560  models.common.Conv                      [32, 64, 3, 2]                \n","  2                -1  1     18816  models.common.C3                        [64, 64, 1]                   \n","  3                -1  1     73984  models.common.Conv                      [64, 128, 3, 2]               \n","  4                -1  2    115712  models.common.C3                        [128, 128, 2]                 \n","  5                -1  1    295424  models.common.Conv                      [128, 256, 3, 2]              \n","  6                -1  3    625152  models.common.C3                        [256, 256, 3]                 \n","  7                -1  1   1180672  models.common.Conv                      [256, 512, 3, 2]              \n","  8                -1  1   1182720  models.common.C3                        [512, 512, 1]                 \n","  9                -1  1    656896  models.common.SPPF                      [512, 512, 5]                 \n"," 10                -1  1    131584  models.common.Conv                      [512, 256, 1, 1]              \n"," 11                -1  1         0  torch.nn.modules.upsampling.Upsample    [None, 2, 'nearest']          \n"," 12           [-1, 6]  1         0  models.common.Concat                    [1]                           \n"," 13                -1  1    361984  models.common.C3                        [512, 256, 1, False]          \n"," 14                -1  1     33024  models.common.Conv                      [256, 128, 1, 1]              \n"," 15                -1  1         0  torch.nn.modules.upsampling.Upsample    [None, 2, 'nearest']          \n"," 16           [-1, 4]  1         0  models.common.Concat                    [1]                           \n"," 17                -1  1     90880  models.common.C3                        [256, 128, 1, False]          \n"," 18                -1  1    147712  models.common.Conv                      [128, 128, 3, 2]              \n"," 19          [-1, 14]  1         0  models.common.Concat                    [1]                           \n"," 20                -1  1    296448  models.common.C3                        [256, 256, 1, False]          \n"," 21                -1  1    590336  models.common.Conv                      [256, 256, 3, 2]              \n"," 22          [-1, 10]  1         0  models.common.Concat                    [1]                           \n"," 23                -1  1   1182720  models.common.C3                        [512, 512, 1, False]          \n"," 24      [17, 20, 23]  1     21576  models.yolo.Detect                      [3, [[10, 13, 16, 30, 33, 23], [30, 61, 62, 45, 59, 119], [116, 90, 156, 198, 373, 326]], [128, 256, 512]]\n","YOLOv5s summary: 214 layers, 7027720 parameters, 7027720 gradients\n","\n","\u001b[34m\u001b[1mAMP: \u001b[0mchecks passed ✅\n","\u001b[34m\u001b[1moptimizer:\u001b[0m SGD(lr=0.01) with parameter groups 57 weight(decay=0.0), 60 weight(decay=0.0005), 60 bias\n","\u001b[34m\u001b[1malbumentations: \u001b[0mBlur(p=0.01, blur_limit=(3, 7)), MedianBlur(p=0.01, blur_limit=(3, 7)), ToGray(p=0.01), CLAHE(p=0.01, clip_limit=(1, 4.0), tile_grid_size=(8, 8))\n","\u001b[34m\u001b[1mtrain: \u001b[0mScanning /content/gdrive/MyDrive/WKO_PROJECT_NEW/mask_dataset/train.cache... 682 images, 0 backgrounds, 0 corrupt: 100% 682/682 [00:00<?, ?it/s]\n","\u001b[34m\u001b[1mval: \u001b[0mScanning /content/gdrive/MyDrive/WKO_PROJECT_NEW/mask_dataset/validate.cache... 85 images, 0 backgrounds, 0 corrupt: 100% 85/85 [00:00<?, ?it/s]\n","\n","\u001b[34m\u001b[1mAutoAnchor: \u001b[0m5.61 anchors/target, 0.999 Best Possible Recall (BPR). Current anchors are a good fit to dataset ✅\n","Plotting labels to yolov5/runs/train/exp16/labels.jpg... \n","Image sizes 640 train, 640 val\n","Using 0 dataloader workers\n","Logging results to \u001b[1myolov5/runs/train/exp16\u001b[0m\n","Starting training for 100 epochs...\n","\n","      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n","       0/99     0.468G      0.105    0.06598    0.03611          2        640:  12% 80/682 [02:12<10:47,  1.08s/it]libpng warning: iCCP: Not recognizing known sRGB profile that has been edited\n","       0/99     0.468G      0.104    0.06486    0.03603         35        640:  17% 113/682 [02:46<12:04,  1.27s/it]libpng warning: iCCP: Not recognizing known sRGB profile that has been edited\n","       0/99     0.468G     0.1036    0.06381    0.03582         14        640:  21% 143/682 [03:15<10:22,  1.16s/it]libpng warning: iCCP: Not recognizing known sRGB profile that has been edited\n","       0/99     0.468G     0.1031    0.06533    0.03548          5        640:  40% 271/682 [04:37<04:46,  1.44it/s]libpng warning: iCCP: Not recognizing known sRGB profile that has been edited\n","       0/99     0.468G     0.1006    0.06511    0.03407          2        640:  82% 561/682 [06:14<00:36,  3.33it/s]libpng warning: iCCP: Not recognizing known sRGB profile that has been edited\n","       0/99     0.468G     0.1003    0.06553     0.0337         11        640: 100% 682/682 [06:38<00:00,  1.71it/s]\n","                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 43/43 [00:16<00:00,  2.58it/s]\n","                   all         85        483    0.00116     0.0431   0.000657    0.00017\n","\n","      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n","       1/99     0.807G    0.09439     0.0499    0.02981          8        640:   4% 29/682 [00:04<01:33,  7.00it/s]libpng warning: iCCP: Not recognizing known sRGB profile that has been edited\n","       1/99     0.807G    0.09615    0.06428    0.03021         20        640:  44% 298/682 [00:44<00:59,  6.48it/s]libpng warning: iCCP: Not recognizing known sRGB profile that has been edited\n","       1/99     0.807G    0.09661     0.0666    0.03017          2        640:  50% 342/682 [00:51<00:48,  6.94it/s]libpng warning: iCCP: Not recognizing known sRGB profile that has been edited\n","       1/99     0.807G    0.09563    0.06686    0.02979          2        640:  76% 517/682 [01:17<00:23,  7.03it/s]libpng warning: iCCP: Not recognizing known sRGB profile that has been edited\n","       1/99     0.807G    0.09483    0.06697    0.02931         40        640: 100% 682/682 [01:41<00:00,  6.71it/s]\n","                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 43/43 [00:02<00:00, 17.67it/s]\n","                   all         85        483    0.00115     0.0727   0.000658   0.000176\n","\n","      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n","       2/99     0.807G    0.09548    0.06971    0.02865          8        640:   6% 42/682 [00:06<01:41,  6.31it/s]libpng warning: iCCP: Not recognizing known sRGB profile that has been edited\n","       2/99     0.807G    0.09155    0.06431    0.02494          7        640:  82% 558/682 [01:23<00:17,  6.94it/s]libpng warning: iCCP: Not recognizing known sRGB profile that has been edited\n","       2/99     0.807G     0.0914    0.06539    0.02439         12        640: 100% 682/682 [01:41<00:00,  6.72it/s]\n","                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 43/43 [00:01<00:00, 22.92it/s]\n","                   all         85        483    0.00684     0.0319    0.00254   0.000735\n","\n","      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n","       3/99     0.807G     0.0885    0.05881    0.01912          1        640:  14% 93/682 [00:13<01:25,  6.93it/s]libpng warning: iCCP: Not recognizing known sRGB profile that has been edited\n","       3/99     0.807G    0.08935    0.05873    0.01921          4        640:  21% 143/682 [00:21<01:19,  6.80it/s]libpng warning: iCCP: Not recognizing known sRGB profile that has been edited\n","       3/99     0.807G    0.08953     0.0592    0.01936          8        640:  21% 146/682 [00:21<01:20,  6.65it/s]libpng warning: iCCP: Not recognizing known sRGB profile that has been edited\n","       3/99     0.807G    0.08948    0.05963    0.01973         29        640:  27% 187/682 [00:27<01:18,  6.32it/s]libpng warning: iCCP: Not recognizing known sRGB profile that has been edited\n","       3/99     0.807G    0.08928    0.06264    0.01948          6        640:  38% 260/682 [00:38<01:03,  6.68it/s]libpng warning: iCCP: Not recognizing known sRGB profile that has been edited\n","       3/99     0.807G    0.08871    0.06187    0.01849          7        640:  57% 388/682 [00:57<00:45,  6.49it/s]libpng warning: iCCP: Not recognizing known sRGB profile that has been edited\n","       3/99     0.807G    0.08875     0.0619    0.01837          6        640:  60% 412/682 [01:01<00:39,  6.84it/s]libpng warning: iCCP: Not recognizing known sRGB profile that has been edited\n","       3/99     0.807G    0.08847    0.06273     0.0182         11        640: 100% 682/682 [01:41<00:00,  6.71it/s]\n","                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 43/43 [00:02<00:00, 20.91it/s]\n","                   all         85        483      0.697      0.081     0.0182    0.00519\n","\n","      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n","       4/99     0.807G    0.08304    0.06342    0.01852         11        640:  17% 117/682 [00:17<01:22,  6.84it/s]libpng warning: iCCP: Not recognizing known sRGB profile that has been edited\n","       4/99     0.807G    0.08254    0.06006    0.01773          2        640:  34% 231/682 [00:34<01:10,  6.42it/s]libpng warning: iCCP: Not recognizing known sRGB profile that has been edited\n","       4/99     0.807G    0.08238    0.06137    0.01755         14        640:  61% 418/682 [01:02<00:37,  7.00it/s]libpng warning: iCCP: Not recognizing known sRGB profile that has been edited\n","       4/99     0.807G      0.082    0.06092    0.01759          2        640:  68% 462/682 [01:08<00:32,  6.68it/s]libpng warning: iCCP: Not recognizing known sRGB profile that has been edited\n","       4/99     0.807G    0.08005    0.05894    0.01711          1        640:  93% 633/682 [01:33<00:06,  7.22it/s]libpng warning: iCCP: Not recognizing known sRGB profile that has been edited\n","       4/99     0.807G     0.0798    0.05888    0.01685         10        640: 100% 682/682 [01:41<00:00,  6.75it/s]\n","                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 43/43 [00:02<00:00, 19.72it/s]\n","                   all         85        483      0.717     0.0801     0.0449     0.0142\n","\n","      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n","       5/99     0.807G    0.07708     0.0611    0.01745         11        640:   5% 34/682 [00:05<01:35,  6.80it/s]libpng warning: iCCP: Not recognizing known sRGB profile that has been edited\n","       5/99     0.807G    0.07595    0.06439    0.01672         20        640:  62% 420/682 [01:02<00:39,  6.71it/s]libpng warning: iCCP: Not recognizing known sRGB profile that has been edited\n","       5/99     0.807G    0.07535    0.06231    0.01611          1        640: 100% 682/682 [01:41<00:00,  6.71it/s]\n","                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 43/43 [00:02<00:00, 21.46it/s]\n","                   all         85        483      0.763      0.122     0.0719      0.026\n","\n","      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n","       6/99     0.807G    0.07536    0.04847    0.01764          6        640:   2% 16/682 [00:02<01:33,  7.14it/s]libpng warning: iCCP: Not recognizing known sRGB profile that has been edited\n","       6/99     0.807G      0.072    0.05324    0.01418          2        640:  11% 72/682 [00:10<01:30,  6.74it/s]libpng warning: iCCP: Not recognizing known sRGB profile that has been edited\n","       6/99     0.807G    0.07141    0.05767    0.01588          4        640:  35% 242/682 [00:36<01:05,  6.74it/s]libpng warning: iCCP: Not recognizing known sRGB profile that has been edited\n","       6/99     0.807G    0.07072    0.05934    0.01508         10        640:  61% 419/682 [01:02<00:38,  6.86it/s]libpng warning: iCCP: Not recognizing known sRGB profile that has been edited\n","       6/99     0.807G    0.07113     0.0599    0.01541         10        640:  72% 493/682 [01:13<00:28,  6.71it/s]libpng warning: iCCP: Not recognizing known sRGB profile that has been edited\n","       6/99     0.807G    0.07015    0.05895    0.01521          8        640:  97% 659/682 [01:37<00:03,  6.91it/s]libpng warning: iCCP: Not recognizing known sRGB profile that has been edited\n","       6/99     0.807G    0.07037    0.05953    0.01549         11        640: 100% 682/682 [01:41<00:00,  6.74it/s]\n","                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 43/43 [00:01<00:00, 22.76it/s]\n","                   all         85        483      0.757      0.138     0.0697     0.0233\n","\n","      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n","       7/99     0.807G    0.07198    0.06196    0.01573          4        640:  15% 100/682 [00:14<01:26,  6.73it/s]libpng warning: iCCP: Not recognizing known sRGB profile that has been edited\n","       7/99     0.807G    0.07233    0.06259    0.01608          6        640:  17% 115/682 [00:17<01:24,  6.73it/s]libpng warning: iCCP: Not recognizing known sRGB profile that has been edited\n","       7/99     0.807G     0.0676      0.061    0.01611          9        640:  62% 423/682 [01:02<00:38,  6.72it/s]libpng warning: iCCP: Not recognizing known sRGB profile that has been edited\n","       7/99     0.807G    0.06677      0.061    0.01531          4        640:  95% 646/682 [01:35<00:05,  7.17it/s]libpng warning: iCCP: Not recognizing known sRGB profile that has been edited\n","       7/99     0.807G    0.06668    0.06073    0.01525          9        640: 100% 682/682 [01:40<00:00,  6.81it/s]\n","                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 43/43 [00:01<00:00, 23.91it/s]\n","                   all         85        483      0.795      0.153      0.116      0.045\n","\n","      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n","       8/99     0.807G    0.06462    0.05436    0.01553          9        640:  15% 99/682 [00:14<01:24,  6.91it/s]libpng warning: iCCP: Not recognizing known sRGB profile that has been edited\n","       8/99     0.807G    0.06262    0.05512    0.01603          4        640:  67% 458/682 [01:05<00:30,  7.36it/s]libpng warning: iCCP: Not recognizing known sRGB profile that has been edited\n","       8/99     0.807G    0.06253    0.05491    0.01617          2        640:  96% 656/682 [01:33<00:03,  7.16it/s]libpng warning: iCCP: Not recognizing known sRGB profile that has been edited\n","       8/99     0.807G    0.06254    0.05442    0.01603         11        640: 100% 682/682 [01:37<00:00,  7.03it/s]\n","                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 43/43 [00:01<00:00, 23.92it/s]\n","                   all         85        483      0.831      0.169      0.162     0.0577\n","\n","      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n","       9/99     0.807G    0.06336    0.06005    0.01448          7        640:  38% 258/682 [00:37<00:59,  7.08it/s]libpng warning: iCCP: Not recognizing known sRGB profile that has been edited\n","       9/99     0.807G    0.06195    0.05806    0.01504          4        640:  83% 568/682 [01:21<00:15,  7.21it/s]libpng warning: iCCP: Not recognizing known sRGB profile that has been edited\n","       9/99     0.807G    0.06153    0.05718    0.01517         18        640:  94% 638/682 [01:31<00:06,  6.37it/s]libpng warning: iCCP: Not recognizing known sRGB profile that has been edited\n","       9/99     0.807G    0.06168    0.05759    0.01518         25        640:  97% 659/682 [01:34<00:03,  6.81it/s]libpng warning: iCCP: Not recognizing known sRGB profile that has been edited\n","       9/99     0.807G    0.06184    0.05776    0.01517          7        640: 100% 682/682 [01:37<00:00,  7.00it/s]\n","                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 43/43 [00:01<00:00, 25.05it/s]\n","                   all         85        483      0.857      0.183      0.191     0.0713\n","\n","      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n","      10/99     0.807G     0.0601    0.05428    0.01372          3        640:  24% 166/682 [00:23<01:15,  6.87it/s]libpng warning: iCCP: Not recognizing known sRGB profile that has been edited\n","      10/99     0.807G    0.05928    0.05409     0.0137          5        640:  45% 304/682 [00:43<00:54,  6.93it/s]libpng warning: iCCP: Not recognizing known sRGB profile that has been edited\n","      10/99     0.807G    0.05818    0.05419    0.01416          6        640:  96% 652/682 [01:32<00:04,  7.13it/s]libpng warning: iCCP: Not recognizing known sRGB profile that has been edited\n","      10/99     0.807G    0.05811    0.05444    0.01417         10        640:  97% 661/682 [01:34<00:02,  7.04it/s]libpng warning: iCCP: Not recognizing known sRGB profile that has been edited\n","      10/99     0.807G    0.05793    0.05415    0.01417          1        640: 100% 682/682 [01:37<00:00,  7.03it/s]\n","                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 43/43 [00:01<00:00, 25.34it/s]\n","                   all         85        483      0.901      0.191      0.239     0.0988\n","\n","      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n","      11/99     0.807G    0.05559    0.04976    0.01371          0        640:  62% 425/682 [01:00<00:37,  6.90it/s]libpng warning: iCCP: Not recognizing known sRGB profile that has been edited\n","      11/99     0.807G    0.05556    0.05018    0.01379          6        640:  67% 454/682 [01:04<00:35,  6.46it/s]libpng warning: iCCP: Not recognizing known sRGB profile that has been edited\n","      11/99     0.807G    0.05529    0.05113    0.01395          4        640:  81% 552/682 [01:19<00:19,  6.76it/s]libpng warning: iCCP: Not recognizing known sRGB profile that has been edited\n","      11/99     0.807G    0.05523    0.05156    0.01369         10        640: 100% 682/682 [01:38<00:00,  6.93it/s]\n","                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 43/43 [00:01<00:00, 24.07it/s]\n","                   all         85        483      0.899      0.198       0.26      0.108\n","\n","      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n","      12/99     0.807G    0.04642    0.04672   0.007625          7        640:   0% 1/682 [00:00<01:44,  6.55it/s]libpng warning: iCCP: Not recognizing known sRGB profile that has been edited\n","      12/99     0.807G    0.05418    0.05344    0.01348         15        640:  16% 112/682 [00:16<01:25,  6.64it/s]libpng warning: iCCP: Not recognizing known sRGB profile that has been edited\n","      12/99     0.807G    0.05596    0.05363    0.01393         11        640:  68% 461/682 [01:08<00:32,  6.87it/s]libpng warning: iCCP: Not recognizing known sRGB profile that has been edited\n","      12/99     0.807G    0.05522    0.05171    0.01368          8        640:  98% 669/682 [01:39<00:01,  6.78it/s]libpng warning: iCCP: Not recognizing known sRGB profile that has been edited\n","      12/99     0.807G    0.05514    0.05179     0.0137          3        640: 100% 682/682 [01:41<00:00,  6.72it/s]\n","                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 43/43 [00:01<00:00, 23.86it/s]\n","                   all         85        483      0.938      0.209      0.308      0.141\n","\n","      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n","      13/99     0.807G    0.05179    0.06038    0.01969          3        640:   3% 19/682 [00:02<01:40,  6.60it/s]libpng warning: iCCP: Not recognizing known sRGB profile that has been edited\n","      13/99     0.807G    0.05302    0.05374    0.01511          3        640:   8% 53/682 [00:08<01:36,  6.54it/s]libpng warning: iCCP: Not recognizing known sRGB profile that has been edited\n","      13/99     0.807G    0.05411    0.05865    0.01425          7        640:  16% 109/682 [00:16<01:25,  6.69it/s]libpng warning: iCCP: Not recognizing known sRGB profile that has been edited\n","      13/99     0.807G    0.05255    0.05226    0.01379         23        640:  57% 390/682 [00:57<00:40,  7.14it/s]libpng warning: iCCP: Not recognizing known sRGB profile that has been edited\n","      13/99     0.807G    0.05236    0.05123    0.01347         15        640: 100% 682/682 [01:41<00:00,  6.73it/s]\n","                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 43/43 [00:01<00:00, 23.80it/s]\n","                   all         85        483      0.651      0.332      0.325      0.126\n","\n","      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n","      14/99     0.807G    0.05337    0.05189    0.01204          8        640:   8% 56/682 [00:08<01:28,  7.10it/s]libpng warning: iCCP: Not recognizing known sRGB profile that has been edited\n","      14/99     0.807G    0.05242    0.04993    0.01311          2        640:  61% 413/682 [01:01<00:39,  6.89it/s]libpng warning: iCCP: Not recognizing known sRGB profile that has been edited\n","      14/99     0.807G    0.05231    0.04978    0.01308          3        640:  62% 426/682 [01:03<00:38,  6.71it/s]libpng warning: iCCP: Not recognizing known sRGB profile that has been edited\n","      14/99     0.807G     0.0518    0.04898    0.01316         16        640:  84% 572/682 [01:25<00:17,  6.42it/s]libpng warning: iCCP: Not recognizing known sRGB profile that has been edited\n","      14/99     0.807G    0.05175    0.04938    0.01296          5        640: 100% 682/682 [01:41<00:00,  6.72it/s]\n","                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 43/43 [00:01<00:00, 23.27it/s]\n","                   all         85        483      0.735      0.361      0.392      0.182\n","\n","      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n","      15/99      0.81G      0.051      0.053    0.01277          6        640:  23% 154/682 [00:23<01:21,  6.49it/s]libpng warning: iCCP: Not recognizing known sRGB profile that has been edited\n","      15/99      0.81G    0.05044    0.04841    0.01291         12        640:  95% 647/682 [01:36<00:05,  6.89it/s]libpng warning: iCCP: Not recognizing known sRGB profile that has been edited\n","      15/99      0.81G    0.05044    0.04809    0.01284         23        640: 100% 682/682 [01:41<00:00,  6.74it/s]\n","                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 43/43 [00:01<00:00, 23.99it/s]\n","                   all         85        483      0.716      0.347       0.38      0.178\n","\n","      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n","      16/99      0.81G    0.05452    0.04278    0.01616          5        640:   4% 30/682 [00:04<01:42,  6.39it/s]libpng warning: iCCP: Not recognizing known sRGB profile that has been edited\n","      16/99      0.81G    0.04915    0.04604    0.01274          2        640:  66% 448/682 [01:06<00:33,  6.96it/s]libpng warning: iCCP: Not recognizing known sRGB profile that has been edited\n","      16/99      0.81G    0.04939     0.0471    0.01281         26        640:  82% 558/682 [01:22<00:19,  6.35it/s]libpng warning: iCCP: Not recognizing known sRGB profile that has been edited\n","      16/99      0.81G    0.04961    0.04761    0.01278          6        640:  92% 625/682 [01:32<00:08,  6.63it/s]libpng warning: iCCP: Not recognizing known sRGB profile that has been edited\n","      16/99      0.81G    0.04955    0.04789    0.01277         22        640: 100% 682/682 [01:41<00:00,  6.73it/s]\n","                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 43/43 [00:01<00:00, 23.56it/s]\n","                   all         85        483      0.768      0.384      0.401      0.195\n","\n","      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n","      17/99      0.81G     0.0472    0.04279   0.008172          2        640:   4% 29/682 [00:04<01:33,  6.99it/s]libpng warning: iCCP: Not recognizing known sRGB profile that has been edited\n","      17/99      0.81G    0.04883    0.04778    0.01169          8        640:  64% 439/682 [01:05<00:36,  6.71it/s]libpng warning: iCCP: Not recognizing known sRGB profile that has been edited\n","      17/99      0.81G    0.04868    0.04681     0.0117          3        640:  74% 504/682 [01:14<00:25,  6.90it/s]libpng warning: iCCP: Not recognizing known sRGB profile that has been edited\n","      17/99      0.81G    0.04856    0.04635    0.01161          2        640:  87% 595/682 [01:28<00:13,  6.63it/s]libpng warning: iCCP: Not recognizing known sRGB profile that has been edited\n","      17/99      0.81G    0.04848    0.04599    0.01141          8        640: 100% 682/682 [01:41<00:00,  6.75it/s]\n","                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 43/43 [00:01<00:00, 23.57it/s]\n","                   all         85        483      0.727      0.366      0.403      0.191\n","\n","      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n","      18/99      0.81G    0.04891     0.0452     0.0107         12        640:  12% 83/682 [00:12<01:31,  6.56it/s]libpng warning: iCCP: Not recognizing known sRGB profile that has been edited\n","      18/99      0.81G    0.04709    0.04491    0.01155          2        640:  38% 262/682 [00:38<01:04,  6.56it/s]libpng warning: iCCP: Not recognizing known sRGB profile that has been edited\n","      18/99      0.81G    0.04701     0.0451    0.01112          1        640:  55% 373/682 [00:55<00:43,  7.07it/s]libpng warning: iCCP: Not recognizing known sRGB profile that has been edited\n","      18/99      0.81G    0.04673    0.04466    0.01054         10        640:  85% 582/682 [01:25<00:14,  6.93it/s]libpng warning: iCCP: Not recognizing known sRGB profile that has been edited\n","      18/99      0.81G    0.04745    0.04566    0.01049          9        640: 100% 682/682 [01:40<00:00,  6.80it/s]\n","                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 43/43 [00:01<00:00, 24.61it/s]\n","                   all         85        483      0.717      0.376      0.418      0.196\n","\n","      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n","      19/99      0.81G    0.04611    0.04137    0.01009          6        640:  24% 164/682 [00:23<01:14,  6.97it/s]libpng warning: iCCP: Not recognizing known sRGB profile that has been edited\n","      19/99      0.81G    0.04642    0.04321   0.009813         11        640:  65% 443/682 [01:02<00:33,  7.24it/s]libpng warning: iCCP: Not recognizing known sRGB profile that has been edited\n","      19/99      0.81G    0.04637    0.04334   0.009632          3        640: 100% 682/682 [01:37<00:00,  7.03it/s]\n","                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 43/43 [00:01<00:00, 25.31it/s]\n","                   all         85        483      0.839      0.381      0.442      0.217\n","\n","      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n","      20/99      0.81G    0.04414    0.03681    0.01051          6        640:   8% 54/682 [00:07<01:33,  6.74it/s]libpng warning: iCCP: Not recognizing known sRGB profile that has been edited\n","      20/99      0.81G    0.04404    0.03907    0.01069          3        640:  20% 133/682 [00:18<01:16,  7.20it/s]libpng warning: iCCP: Not recognizing known sRGB profile that has been edited\n","      20/99      0.81G    0.04453    0.03928     0.0111          4        640:  24% 163/682 [00:23<01:12,  7.12it/s]libpng warning: iCCP: Not recognizing known sRGB profile that has been edited\n","      20/99      0.81G    0.04571    0.04325    0.01117          8        640:  58% 397/682 [00:56<00:40,  7.04it/s]libpng warning: iCCP: Not recognizing known sRGB profile that has been edited\n","      20/99      0.81G    0.04532    0.04328    0.01069         11        640:  78% 535/682 [01:16<00:21,  6.85it/s]libpng warning: iCCP: Not recognizing known sRGB profile that has been edited\n","      20/99      0.81G    0.04549    0.04392    0.01061         23        640:  91% 620/682 [01:28<00:08,  6.90it/s]libpng warning: iCCP: Not recognizing known sRGB profile that has been edited\n","      20/99      0.81G    0.04577    0.04391    0.01063         11        640: 100% 682/682 [01:37<00:00,  7.00it/s]\n","                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 43/43 [00:01<00:00, 25.03it/s]\n","                   all         85        483      0.769      0.402      0.439      0.202\n","\n","      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n","      21/99      0.81G    0.05146     0.0458   0.009643          4        640:  10% 67/682 [00:09<01:28,  6.98it/s]libpng warning: iCCP: Not recognizing known sRGB profile that has been edited\n","      21/99      0.81G    0.04455    0.04151    0.01011         29        640:  28% 190/682 [00:27<01:08,  7.16it/s]libpng warning: iCCP: Not recognizing known sRGB profile that has been edited\n","      21/99      0.81G    0.04364    0.04298   0.009864          2        640:  65% 441/682 [01:03<00:35,  6.73it/s]libpng warning: iCCP: Not recognizing known sRGB profile that has been edited\n","      21/99      0.81G    0.04387    0.04317   0.009709          3        640:  79% 541/682 [01:17<00:19,  7.12it/s]libpng warning: iCCP: Not recognizing known sRGB profile that has been edited\n","      21/99      0.81G    0.04385    0.04317   0.009652          9        640:  80% 546/682 [01:18<00:19,  7.06it/s]libpng warning: iCCP: Not recognizing known sRGB profile that has been edited\n","      21/99      0.81G    0.04411     0.0431   0.009622          3        640:  94% 640/682 [01:31<00:05,  7.19it/s]libpng warning: iCCP: Not recognizing known sRGB profile that has been edited\n","      21/99      0.81G    0.04417     0.0433   0.009658          6        640: 100% 682/682 [01:37<00:00,  6.97it/s]\n","                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 43/43 [00:01<00:00, 24.78it/s]\n","                   all         85        483      0.795      0.416      0.456      0.235\n","\n","      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n","      22/99      0.81G    0.04332    0.04471   0.009651          5        640:  43% 291/682 [00:41<00:53,  7.36it/s]libpng warning: iCCP: Not recognizing known sRGB profile that has been edited\n","      22/99      0.81G    0.04289    0.04467   0.009515          5        640:  48% 329/682 [00:46<00:51,  6.91it/s]libpng warning: iCCP: Not recognizing known sRGB profile that has been edited\n","      22/99      0.81G    0.04275     0.0433   0.009112          2        640:  86% 589/682 [01:23<00:13,  7.10it/s]libpng warning: iCCP: Not recognizing known sRGB profile that has been edited\n","      22/99      0.81G    0.04276    0.04396   0.009023          1        640: 100% 682/682 [01:36<00:00,  7.04it/s]\n","                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 43/43 [00:01<00:00, 25.23it/s]\n","                   all         85        483      0.812      0.388      0.435      0.218\n","\n","      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n","      23/99      0.81G    0.04034    0.04121   0.009396          1        640:  22% 148/682 [00:20<01:14,  7.20it/s]libpng warning: iCCP: Not recognizing known sRGB profile that has been edited\n","      23/99      0.81G    0.04084    0.04192   0.009795          7        640:  33% 224/682 [00:31<01:05,  7.03it/s]libpng warning: iCCP: Not recognizing known sRGB profile that has been edited\n","      23/99      0.81G    0.04194    0.04217   0.009739          4        640:  74% 504/682 [01:11<00:24,  7.14it/s]libpng warning: iCCP: Not recognizing known sRGB profile that has been edited\n","      23/99      0.81G    0.04205    0.04181   0.009486          3        640: 100% 682/682 [01:36<00:00,  7.05it/s]\n","                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 43/43 [00:01<00:00, 24.97it/s]\n","                   all         85        483      0.863       0.44      0.478      0.247\n","\n","      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n","      24/99      0.81G    0.04349    0.04483   0.009824          7        640:  15% 105/682 [00:14<01:18,  7.34it/s]libpng warning: iCCP: Not recognizing known sRGB profile that has been edited\n","      24/99      0.81G    0.04205    0.04307   0.009018          2        640:  77% 527/682 [01:14<00:22,  6.79it/s]libpng warning: iCCP: Not recognizing known sRGB profile that has been edited\n","      24/99      0.81G    0.04208    0.04251   0.008932          9        640:  81% 552/682 [01:18<00:18,  7.04it/s]libpng warning: iCCP: Not recognizing known sRGB profile that has been edited\n","      24/99      0.81G    0.04168    0.04164   0.008961          3        640: 100% 682/682 [01:36<00:00,  7.05it/s]\n","                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 43/43 [00:01<00:00, 25.35it/s]\n","                   all         85        483      0.837      0.434      0.475      0.245\n","\n","      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n","      25/99      0.81G    0.04034    0.04163   0.009281          9        640:  51% 351/682 [00:50<00:49,  6.73it/s]libpng warning: iCCP: Not recognizing known sRGB profile that has been edited\n","      25/99      0.81G    0.04036    0.04172   0.009216          8        640:  54% 365/682 [00:52<00:45,  6.96it/s]libpng warning: iCCP: Not recognizing known sRGB profile that has been edited\n","      25/99      0.81G    0.04032    0.04139   0.009218          2        640:  63% 427/682 [01:01<00:35,  7.22it/s]libpng warning: iCCP: Not recognizing known sRGB profile that has been edited\n","      25/99      0.81G    0.04105    0.04138   0.009246         22        640: 100% 682/682 [01:37<00:00,  7.02it/s]\n","                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 43/43 [00:01<00:00, 25.96it/s]\n","                   all         85        483      0.819      0.442      0.515      0.262\n","\n","      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n","  0% 0/682 [00:00<?, ?it/s]libpng warning: iCCP: Not recognizing known sRGB profile that has been edited\n","      26/99      0.81G    0.04614    0.04107    0.01048          2        640:   7% 45/682 [00:06<01:34,  6.73it/s]libpng warning: iCCP: Not recognizing known sRGB profile that has been edited\n","      26/99      0.81G    0.04183    0.04129   0.009495          8        640:  67% 460/682 [01:05<00:33,  6.70it/s]libpng warning: iCCP: Not recognizing known sRGB profile that has been edited\n","      26/99      0.81G    0.04204    0.04109    0.00986          6        640:  85% 578/682 [01:22<00:14,  7.13it/s]libpng warning: iCCP: Not recognizing known sRGB profile that has been edited\n","      26/99      0.81G    0.04177    0.04094    0.00958          6        640: 100% 682/682 [01:37<00:00,  6.96it/s]\n","                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 43/43 [00:01<00:00, 24.83it/s]\n","                   all         85        483       0.86      0.408      0.487      0.247\n","\n","      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n","      27/99      0.81G    0.03804     0.0447   0.007868          3        640:   3% 23/682 [00:03<01:30,  7.25it/s]libpng warning: iCCP: Not recognizing known sRGB profile that has been edited\n","      27/99      0.81G    0.03949    0.04275   0.009416         14        640:  10% 67/682 [00:09<01:30,  6.77it/s]libpng warning: iCCP: Not recognizing known sRGB profile that has been edited\n","      27/99      0.81G     0.0421    0.04093   0.009149         11        640:  21% 146/682 [00:21<01:18,  6.86it/s]libpng warning: iCCP: Not recognizing known sRGB profile that has been edited\n","      27/99      0.81G    0.04112    0.04241   0.008759         11        640:  51% 347/682 [00:51<00:50,  6.63it/s]libpng warning: iCCP: Not recognizing known sRGB profile that has been edited\n","      27/99      0.81G    0.04091    0.04147    0.00875         16        640:  65% 444/682 [01:05<00:35,  6.74it/s]libpng warning: iCCP: Not recognizing known sRGB profile that has been edited\n","      27/99      0.81G    0.04105     0.0414    0.00876          6        640:  72% 492/682 [01:12<00:29,  6.49it/s]libpng warning: iCCP: Not recognizing known sRGB profile that has been edited\n","      27/99      0.81G    0.04117    0.04139   0.008785          3        640:  76% 520/682 [01:16<00:23,  6.83it/s]libpng warning: iCCP: Not recognizing known sRGB profile that has been edited\n","      27/99      0.81G    0.04074    0.04089   0.008801          1        640: 100% 682/682 [01:40<00:00,  6.78it/s]\n","                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 43/43 [00:01<00:00, 24.26it/s]\n","                   all         85        483      0.867      0.445       0.53      0.287\n","\n","      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n","      28/99      0.81G    0.03909    0.04126   0.008135         16        640:   2% 13/682 [00:01<01:42,  6.55it/s]libpng warning: iCCP: Not recognizing known sRGB profile that has been edited\n","      28/99      0.81G    0.03881     0.0453   0.006309          3        640:   6% 38/682 [00:05<01:39,  6.48it/s]libpng warning: iCCP: Not recognizing known sRGB profile that has been edited\n","      28/99      0.81G    0.03807    0.03899   0.009081          4        640:  56% 383/682 [00:56<00:44,  6.67it/s]libpng warning: iCCP: Not recognizing known sRGB profile that has been edited\n","      28/99      0.81G     0.0387    0.03925   0.008773         12        640:  87% 591/682 [01:28<00:13,  6.68it/s]libpng warning: iCCP: Not recognizing known sRGB profile that has been edited\n","      28/99      0.81G    0.03899    0.03964    0.00871         13        640:  97% 660/682 [01:38<00:03,  6.90it/s]libpng warning: iCCP: Not recognizing known sRGB profile that has been edited\n","      28/99      0.81G    0.03904    0.03957   0.008697          3        640: 100% 682/682 [01:41<00:00,  6.70it/s]\n","                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 43/43 [00:01<00:00, 24.14it/s]\n","                   all         85        483       0.84       0.41      0.479      0.237\n","\n","      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n","      29/99      0.81G    0.04066    0.03652    0.00663         12        640:  13% 90/682 [00:13<01:27,  6.75it/s]libpng warning: iCCP: Not recognizing known sRGB profile that has been edited\n","      29/99      0.81G    0.03956    0.04137   0.007968          1        640:  93% 634/682 [01:34<00:07,  6.69it/s]libpng warning: iCCP: Not recognizing known sRGB profile that has been edited\n","      29/99      0.81G    0.03956     0.0409    0.00793          2        640: 100% 682/682 [01:41<00:00,  6.73it/s]\n","                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 43/43 [00:01<00:00, 24.23it/s]\n","                   all         85        483      0.876      0.432       0.53      0.291\n","\n","      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n","      30/99      0.81G    0.03909    0.03991   0.008559          1        640:  50% 343/682 [00:50<00:47,  7.11it/s]libpng warning: iCCP: Not recognizing known sRGB profile that has been edited\n","      30/99      0.81G    0.03813    0.03928   0.008363          7        640:  68% 462/682 [01:07<00:33,  6.64it/s]libpng warning: iCCP: Not recognizing known sRGB profile that has been edited\n","      30/99      0.81G    0.03822    0.03908   0.008313          4        640:  73% 495/682 [01:12<00:26,  7.04it/s]libpng warning: iCCP: Not recognizing known sRGB profile that has been edited\n","      30/99      0.81G    0.03804    0.03946   0.008088          2        640: 100% 682/682 [01:39<00:00,  6.89it/s]\n","                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 43/43 [00:01<00:00, 25.37it/s]\n","                   all         85        483      0.884      0.451      0.569      0.303\n","\n","      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n","      31/99      0.81G    0.03827    0.03486   0.009231          4        640:  29% 200/682 [00:28<01:08,  7.04it/s]libpng warning: iCCP: Not recognizing known sRGB profile that has been edited\n","      31/99      0.81G    0.03823     0.0353   0.009352          4        640:  33% 225/682 [00:32<01:04,  7.12it/s]libpng warning: iCCP: Not recognizing known sRGB profile that has been edited\n","      31/99      0.81G    0.03812    0.03639   0.008691          2        640:  47% 321/682 [00:45<00:51,  6.96it/s]libpng warning: iCCP: Not recognizing known sRGB profile that has been edited\n","      31/99      0.81G    0.03856    0.03739   0.008824          1        640:  59% 403/682 [00:57<00:37,  7.46it/s]libpng warning: iCCP: Not recognizing known sRGB profile that has been edited\n","      31/99      0.81G    0.03915    0.03808   0.008699          4        640:  71% 487/682 [01:09<00:29,  6.66it/s]libpng warning: iCCP: Not recognizing known sRGB profile that has been edited\n","      31/99      0.81G    0.03863    0.03879    0.00831         10        640:  93% 637/682 [01:30<00:06,  6.77it/s]libpng warning: iCCP: Not recognizing known sRGB profile that has been edited\n","      31/99      0.81G    0.03846    0.03847   0.008172         36        640: 100% 682/682 [01:37<00:00,  7.00it/s]\n","                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 43/43 [00:01<00:00, 25.09it/s]\n","                   all         85        483      0.866      0.456      0.554        0.3\n","\n","      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n","      32/99      0.81G    0.03877    0.04311   0.008387         26        640:  58% 395/682 [00:56<00:41,  6.93it/s]libpng warning: iCCP: Not recognizing known sRGB profile that has been edited\n","      32/99      0.81G    0.03887     0.0414   0.008719          0        640: 100% 682/682 [01:38<00:00,  6.94it/s]\n","                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 43/43 [00:01<00:00, 23.68it/s]\n","                   all         85        483      0.882      0.464      0.575      0.321\n","\n","      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n","      33/99      0.81G     0.0391    0.04131   0.007503         15        640:  41% 280/682 [00:42<01:01,  6.58it/s]libpng warning: iCCP: Not recognizing known sRGB profile that has been edited\n","      33/99      0.81G     0.0382    0.04193    0.00751          2        640:  83% 565/682 [01:24<00:17,  6.86it/s]libpng warning: iCCP: Not recognizing known sRGB profile that has been edited\n","      33/99      0.81G    0.03843    0.04137   0.007556          4        640:  99% 675/682 [01:41<00:01,  6.69it/s]libpng warning: iCCP: Not recognizing known sRGB profile that has been edited\n","      33/99      0.81G    0.03838    0.04134   0.007593         12        640: 100% 682/682 [01:42<00:00,  6.66it/s]\n","                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 43/43 [00:01<00:00, 24.11it/s]\n","                   all         85        483      0.866       0.45      0.577      0.323\n","\n","      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n","      34/99      0.81G    0.03668    0.03823   0.007466          2        640:  10% 65/682 [00:09<01:31,  6.71it/s]libpng warning: iCCP: Not recognizing known sRGB profile that has been edited\n","      34/99      0.81G    0.03716    0.03802   0.008349          3        640:  22% 148/682 [00:22<01:17,  6.92it/s]libpng warning: iCCP: Not recognizing known sRGB profile that has been edited\n","      34/99      0.81G    0.03693    0.03866    0.00838         24        640:  45% 307/682 [00:45<00:57,  6.49it/s]libpng warning: iCCP: Not recognizing known sRGB profile that has been edited\n","      34/99      0.81G    0.03689    0.03945   0.008512          5        640: 100% 682/682 [01:42<00:00,  6.67it/s]\n","                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 43/43 [00:01<00:00, 23.95it/s]\n","                   all         85        483      0.853      0.467      0.574      0.318\n","\n","      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n","      35/99      0.81G    0.03747    0.03804   0.008537         36        640:  15% 102/682 [00:15<01:28,  6.53it/s]libpng warning: iCCP: Not recognizing known sRGB profile that has been edited\n","      35/99      0.81G    0.03763    0.04142   0.007844         17        640:  33% 223/682 [00:33<01:11,  6.45it/s]libpng warning: iCCP: Not recognizing known sRGB profile that has been edited\n","      35/99      0.81G    0.03703     0.0404   0.008258          4        640:  97% 664/682 [01:39<00:02,  6.59it/s]libpng warning: iCCP: Not recognizing known sRGB profile that has been edited\n","      35/99      0.81G    0.03698    0.04052   0.008309          2        640: 100% 682/682 [01:42<00:00,  6.68it/s]\n","                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 43/43 [00:01<00:00, 23.83it/s]\n","                   all         85        483      0.868      0.463      0.592      0.323\n","\n","      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n","      36/99      0.81G    0.04209    0.04014    0.01066          2        640:   2% 16/682 [00:02<01:48,  6.13it/s]libpng warning: iCCP: Not recognizing known sRGB profile that has been edited\n","      36/99      0.81G    0.03849    0.03938    0.01021          1        640:   7% 45/682 [00:06<01:33,  6.78it/s]libpng warning: iCCP: Not recognizing known sRGB profile that has been edited\n","      36/99      0.81G      0.038    0.03622   0.009497          4        640:  14% 97/682 [00:14<01:28,  6.59it/s]libpng warning: iCCP: Not recognizing known sRGB profile that has been edited\n","      36/99      0.81G    0.03842    0.03899   0.007991          4        640: 100% 682/682 [01:41<00:00,  6.73it/s]\n","                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 43/43 [00:01<00:00, 25.43it/s]\n","                   all         85        483      0.891       0.45      0.608      0.338\n","\n","      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n","      37/99      0.81G     0.0352    0.03724   0.007399          5        640:  71% 482/682 [01:09<00:27,  7.15it/s]libpng warning: iCCP: Not recognizing known sRGB profile that has been edited\n","      37/99      0.81G    0.03583    0.03731   0.007579          9        640:  99% 673/682 [01:36<00:01,  6.68it/s]libpng warning: iCCP: Not recognizing known sRGB profile that has been edited\n","      37/99      0.81G    0.03582    0.03738   0.007577         14        640:  99% 676/682 [01:36<00:00,  7.05it/s]libpng warning: iCCP: Not recognizing known sRGB profile that has been edited\n","      37/99      0.81G    0.03579    0.03735   0.007656          6        640: 100% 682/682 [01:37<00:00,  6.97it/s]\n","                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 43/43 [00:01<00:00, 25.69it/s]\n","                   all         85        483      0.853      0.486      0.589      0.343\n","\n","      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n","      38/99      0.81G    0.03408    0.04777   0.003297          5        640:   1% 8/682 [00:01<01:40,  6.71it/s]libpng warning: iCCP: Not recognizing known sRGB profile that has been edited\n","      38/99      0.81G    0.03873    0.04097    0.00714         11        640:  13% 91/682 [00:13<01:24,  7.01it/s]libpng warning: iCCP: Not recognizing known sRGB profile that has been edited\n","      38/99      0.81G    0.03835    0.04126    0.00763          1        640:  30% 207/682 [00:30<01:06,  7.15it/s]libpng warning: iCCP: Not recognizing known sRGB profile that has been edited\n","      38/99      0.81G    0.03688    0.03977   0.007534          1        640:  72% 492/682 [01:12<00:28,  6.75it/s]libpng warning: iCCP: Not recognizing known sRGB profile that has been edited\n","      38/99      0.81G    0.03651     0.0394   0.007704          3        640: 100% 682/682 [01:40<00:00,  6.77it/s]\n","                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 43/43 [00:01<00:00, 23.70it/s]\n","                   all         85        483      0.882      0.456      0.584      0.335\n","\n","      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n","      39/99      0.81G    0.03636    0.03714   0.008937          9        640:  20% 136/682 [00:20<01:20,  6.81it/s]libpng warning: iCCP: Not recognizing known sRGB profile that has been edited\n","      39/99      0.81G    0.03552    0.03742   0.009139          3        640:  25% 170/682 [00:25<01:17,  6.63it/s]libpng warning: iCCP: Not recognizing known sRGB profile that has been edited\n","      39/99      0.81G    0.03596    0.03967   0.008789          3        640:  65% 442/682 [01:06<00:33,  7.15it/s]libpng warning: iCCP: Not recognizing known sRGB profile that has been edited\n","      39/99      0.81G    0.03581    0.03908   0.008467         16        640: 100% 682/682 [01:41<00:00,  6.70it/s]\n","                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 43/43 [00:01<00:00, 23.69it/s]\n","                   all         85        483      0.905      0.469      0.614      0.354\n","\n","      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n","      40/99      0.81G    0.02634    0.02715   0.003282          1        640:   1% 9/682 [00:01<01:37,  6.91it/s]libpng warning: iCCP: Not recognizing known sRGB profile that has been edited\n","      40/99      0.81G    0.03334    0.03501   0.008074         21        640:  13% 90/682 [00:13<01:28,  6.69it/s]libpng warning: iCCP: Not recognizing known sRGB profile that has been edited\n","      40/99      0.81G    0.03346     0.0363   0.007596          5        640:  40% 272/682 [00:40<01:00,  6.75it/s]libpng warning: iCCP: Not recognizing known sRGB profile that has been edited\n","      40/99      0.81G    0.03348    0.03701   0.007464         11        640:  48% 326/682 [00:48<00:55,  6.42it/s]libpng warning: iCCP: Not recognizing known sRGB profile that has been edited\n","      40/99      0.81G    0.03422    0.03732   0.007418          5        640: 100% 682/682 [01:42<00:00,  6.66it/s]\n","                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 43/43 [00:01<00:00, 23.54it/s]\n","                   all         85        483      0.914      0.447      0.626       0.38\n","\n","      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n","      41/99      0.81G    0.03335    0.03516   0.006235          2        640:  10% 69/682 [00:10<01:29,  6.87it/s]libpng warning: iCCP: Not recognizing known sRGB profile that has been edited\n","      41/99      0.81G    0.03576    0.03806   0.006631          5        640:  21% 142/682 [00:21<01:20,  6.70it/s]libpng warning: iCCP: Not recognizing known sRGB profile that has been edited\n","      41/99      0.81G    0.03539    0.03765   0.007179         16        640:  24% 165/682 [00:24<01:17,  6.70it/s]libpng warning: iCCP: Not recognizing known sRGB profile that has been edited\n","      41/99      0.81G     0.0344    0.03896   0.007623         13        640:  51% 345/682 [00:51<00:51,  6.53it/s]libpng warning: iCCP: Not recognizing known sRGB profile that has been edited\n","      41/99      0.81G     0.0347     0.0378   0.007501         10        640: 100% 682/682 [01:41<00:00,  6.74it/s]\n","                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 43/43 [00:01<00:00, 25.58it/s]\n","                   all         85        483      0.903      0.458      0.612      0.338\n","\n","      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n","      42/99      0.81G    0.03758    0.03846   0.008587          9        640:  12% 81/682 [00:11<01:25,  7.03it/s]libpng warning: iCCP: Not recognizing known sRGB profile that has been edited\n","      42/99      0.81G    0.03561    0.03608   0.006967         11        640: 100% 680/682 [01:37<00:00,  6.69it/s]libpng warning: iCCP: Not recognizing known sRGB profile that has been edited\n","      42/99      0.81G    0.03566     0.0362   0.006974         20        640: 100% 682/682 [01:38<00:00,  6.95it/s]\n","                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 43/43 [00:01<00:00, 25.54it/s]\n","                   all         85        483      0.912       0.47      0.657      0.395\n","\n","      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n","      43/99      0.81G    0.03247    0.03604   0.007825          6        640:  34% 233/682 [00:33<01:04,  6.96it/s]libpng warning: iCCP: Not recognizing known sRGB profile that has been edited\n","      43/99      0.81G      0.034     0.0385    0.00776          1        640:  60% 406/682 [00:58<00:39,  7.03it/s]libpng warning: iCCP: Not recognizing known sRGB profile that has been edited\n","      43/99      0.81G    0.03406    0.03831   0.007654          2        640:  84% 571/682 [01:22<00:16,  6.57it/s]libpng warning: iCCP: Not recognizing known sRGB profile that has been edited\n","      43/99      0.81G    0.03408    0.03826   0.007619         27        640:  86% 585/682 [01:24<00:14,  6.60it/s]libpng warning: iCCP: Not recognizing known sRGB profile that has been edited\n","      43/99      0.81G    0.03393     0.0381   0.007675          3        640:  94% 642/682 [01:32<00:05,  7.36it/s]libpng warning: iCCP: Not recognizing known sRGB profile that has been edited\n","      43/99      0.81G    0.03389    0.03808   0.007682          1        640: 100% 682/682 [01:38<00:00,  6.91it/s]\n","                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 43/43 [00:01<00:00, 25.62it/s]\n","                   all         85        483      0.891      0.471      0.639      0.368\n","\n","      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n","      44/99      0.81G    0.03497    0.03605   0.007048          1        640:  41% 279/682 [00:40<00:57,  6.95it/s]libpng warning: iCCP: Not recognizing known sRGB profile that has been edited\n","      44/99      0.81G    0.03456    0.03575   0.007087         12        640:  77% 524/682 [01:16<00:23,  6.84it/s]libpng warning: iCCP: Not recognizing known sRGB profile that has been edited\n","      44/99      0.81G    0.03454    0.03553    0.00712          5        640: 100% 682/682 [01:40<00:00,  6.81it/s]\n","                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 43/43 [00:01<00:00, 24.16it/s]\n","                   all         85        483      0.928      0.453      0.639      0.372\n","\n","      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n","      45/99      0.81G    0.03462    0.03497   0.007238          9        640:  10% 67/682 [00:10<01:34,  6.48it/s]libpng warning: iCCP: Not recognizing known sRGB profile that has been edited\n","      45/99      0.81G    0.03448    0.03776   0.007219         22        640:  35% 239/682 [00:35<01:08,  6.50it/s]libpng warning: iCCP: Not recognizing known sRGB profile that has been edited\n","      45/99      0.81G    0.03362    0.03538   0.007022          2        640:  56% 379/682 [00:56<00:44,  6.83it/s]libpng warning: iCCP: Not recognizing known sRGB profile that has been edited\n","      45/99      0.81G    0.03387    0.03548   0.007105          3        640:  62% 420/682 [01:02<00:36,  7.08it/s]libpng warning: iCCP: Not recognizing known sRGB profile that has been edited\n","      45/99      0.81G    0.03397    0.03534   0.007537         23        640:  66% 448/682 [01:06<00:35,  6.65it/s]libpng warning: iCCP: Not recognizing known sRGB profile that has been edited\n","      45/99      0.81G    0.03355    0.03504   0.006986         13        640: 100% 682/682 [01:41<00:00,  6.71it/s]\n","                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 43/43 [00:01<00:00, 24.23it/s]\n","                   all         85        483      0.905      0.451      0.611       0.35\n","\n","      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n","      46/99      0.81G    0.03362     0.0381   0.006896          4        640:  35% 242/682 [00:36<01:05,  6.73it/s]libpng warning: iCCP: Not recognizing known sRGB profile that has been edited\n","      46/99      0.81G    0.03297    0.03633   0.006532          5        640:  84% 574/682 [01:25<00:16,  6.63it/s]libpng warning: iCCP: Not recognizing known sRGB profile that has been edited\n","      46/99      0.81G    0.03289    0.03623   0.006284          6        640: 100% 682/682 [01:41<00:00,  6.70it/s]\n","                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 43/43 [00:01<00:00, 23.78it/s]\n","                   all         85        483      0.861      0.507      0.631      0.381\n","\n","      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n","      47/99      0.81G    0.03279     0.0317   0.004692         11        640:   3% 19/682 [00:02<01:38,  6.74it/s]libpng warning: iCCP: Not recognizing known sRGB profile that has been edited\n","      47/99      0.81G    0.03434    0.03514   0.007848          1        640:  26% 174/682 [00:25<01:14,  6.82it/s]libpng warning: iCCP: Not recognizing known sRGB profile that has been edited\n","      47/99      0.81G    0.03453    0.03622   0.007689          6        640:  31% 211/682 [00:31<01:13,  6.40it/s]libpng warning: iCCP: Not recognizing known sRGB profile that has been edited\n","      47/99      0.81G    0.03383    0.03584   0.007349          4        640:  82% 556/682 [01:21<00:18,  6.97it/s]libpng warning: iCCP: Not recognizing known sRGB profile that has been edited\n","      47/99      0.81G    0.03391    0.03606   0.007037          0        640: 100% 682/682 [01:39<00:00,  6.88it/s]\n","                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 43/43 [00:01<00:00, 25.71it/s]\n","                   all         85        483      0.914      0.455      0.624      0.372\n","\n","      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n","      48/99      0.81G    0.03202    0.03669    0.00726          6        640:   6% 41/682 [00:05<01:29,  7.20it/s]libpng warning: iCCP: Not recognizing known sRGB profile that has been edited\n","      48/99      0.81G    0.03316    0.03492   0.006586         10        640:  17% 113/682 [00:16<01:21,  6.95it/s]libpng warning: iCCP: Not recognizing known sRGB profile that has been edited\n","      48/99      0.81G    0.03351      0.038   0.006558          9        640:  32% 215/682 [00:30<01:09,  6.73it/s]libpng warning: iCCP: Not recognizing known sRGB profile that has been edited\n","      48/99      0.81G    0.03319    0.03724   0.006683         10        640:  37% 253/682 [00:36<00:59,  7.21it/s]libpng warning: iCCP: Not recognizing known sRGB profile that has been edited\n","      48/99      0.81G    0.03326    0.03764   0.006827          5        640:  45% 305/682 [00:43<00:54,  6.91it/s]libpng warning: iCCP: Not recognizing known sRGB profile that has been edited\n","      48/99      0.81G    0.03358    0.03799   0.006549         10        640: 100% 682/682 [01:38<00:00,  6.95it/s]\n","                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 43/43 [00:01<00:00, 25.87it/s]\n","                   all         85        483      0.892      0.483      0.655      0.396\n","\n","      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n","      49/99      0.81G    0.03176    0.03746   0.007267         12        640:  31% 214/682 [00:30<01:06,  7.02it/s]libpng warning: iCCP: Not recognizing known sRGB profile that has been edited\n","      49/99      0.81G    0.03162    0.03672   0.006434          6        640:  71% 481/682 [01:08<00:31,  6.43it/s]libpng warning: iCCP: Not recognizing known sRGB profile that has been edited\n","      49/99      0.81G    0.03191    0.03725   0.006755          1        640:  87% 591/682 [01:24<00:12,  7.14it/s]libpng warning: iCCP: Not recognizing known sRGB profile that has been edited\n","      49/99      0.81G    0.03187    0.03702    0.00671          1        640: 100% 682/682 [01:37<00:00,  6.97it/s]\n","                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 43/43 [00:01<00:00, 25.65it/s]\n","                   all         85        483      0.907      0.484      0.671      0.402\n","\n","      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n","      50/99      0.81G    0.03789    0.04112   0.006773          2        640:   6% 40/682 [00:05<01:32,  6.92it/s]libpng warning: iCCP: Not recognizing known sRGB profile that has been edited\n","      50/99      0.81G    0.03311    0.03675   0.006647          3        640:  64% 438/682 [01:02<00:34,  7.13it/s]libpng warning: iCCP: Not recognizing known sRGB profile that has been edited\n","      50/99      0.81G     0.0329    0.03604   0.006624          1        640:  73% 501/682 [01:11<00:24,  7.33it/s]libpng warning: iCCP: Not recognizing known sRGB profile that has been edited\n","      50/99      0.81G     0.0328    0.03604    0.00664          1        640:  83% 565/682 [01:20<00:15,  7.46it/s]libpng warning: iCCP: Not recognizing known sRGB profile that has been edited\n","      50/99      0.81G    0.03258    0.03588    0.00676          6        640: 100% 682/682 [01:37<00:00,  6.97it/s]\n","                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 43/43 [00:01<00:00, 25.03it/s]\n","                   all         85        483      0.917      0.473      0.656       0.39\n","\n","      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n","      51/99      0.81G    0.03287    0.03726   0.006585          6        640:  21% 146/682 [00:21<01:20,  6.66it/s]libpng warning: iCCP: Not recognizing known sRGB profile that has been edited\n","      51/99      0.81G    0.03239    0.03664    0.00754          3        640:  43% 291/682 [00:43<00:57,  6.75it/s]libpng warning: iCCP: Not recognizing known sRGB profile that has been edited\n","      51/99      0.81G    0.03317     0.0357   0.007125          1        640:  68% 463/682 [01:08<00:30,  7.20it/s]libpng warning: iCCP: Not recognizing known sRGB profile that has been edited\n","      51/99      0.81G    0.03297    0.03544   0.006932          5        640:  73% 495/682 [01:13<00:28,  6.61it/s]libpng warning: iCCP: Not recognizing known sRGB profile that has been edited\n","      51/99      0.81G    0.03238    0.03539   0.006589          1        640: 100% 682/682 [01:41<00:00,  6.73it/s]\n","                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 43/43 [00:01<00:00, 24.42it/s]\n","                   all         85        483      0.871       0.49      0.645      0.385\n","\n","      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n","      52/99      0.81G    0.03165    0.03759   0.006838         35        640:  85% 582/682 [01:26<00:15,  6.60it/s]libpng warning: iCCP: Not recognizing known sRGB profile that has been edited\n","      52/99      0.81G    0.03161    0.03681   0.006938         12        640:  94% 643/682 [01:35<00:05,  6.57it/s]libpng warning: iCCP: Not recognizing known sRGB profile that has been edited\n","      52/99      0.81G     0.0315    0.03672     0.0068         10        640: 100% 682/682 [01:41<00:00,  6.71it/s]\n","                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 43/43 [00:01<00:00, 24.10it/s]\n","                   all         85        483      0.629      0.634      0.653      0.388\n","\n","      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n","      53/99      0.81G    0.03255    0.03775   0.006747          3        640:   9% 63/682 [00:09<01:31,  6.79it/s]libpng warning: iCCP: Not recognizing known sRGB profile that has been edited\n","      53/99      0.81G    0.03164    0.03642   0.007415          1        640:  33% 223/682 [00:33<01:10,  6.51it/s]libpng warning: iCCP: Not recognizing known sRGB profile that has been edited\n","      53/99      0.81G    0.03173    0.03584   0.007405          3        640:  46% 312/682 [00:46<00:54,  6.76it/s]libpng warning: iCCP: Not recognizing known sRGB profile that has been edited\n","      53/99      0.81G    0.03198    0.03678   0.007006          6        640:  65% 445/682 [01:06<00:36,  6.52it/s]libpng warning: iCCP: Not recognizing known sRGB profile that has been edited\n","      53/99      0.81G    0.03217    0.03687   0.006841          4        640:  75% 514/682 [01:16<00:25,  6.70it/s]libpng warning: iCCP: Not recognizing known sRGB profile that has been edited\n","      53/99      0.81G    0.03243    0.03743   0.006843          6        640: 100% 682/682 [01:42<00:00,  6.67it/s]\n","                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 43/43 [00:01<00:00, 24.00it/s]\n","                   all         85        483      0.721      0.624      0.691       0.41\n","\n","      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n","      54/99      0.81G    0.03317    0.03953   0.007206          5        640:  18% 120/682 [00:18<01:23,  6.70it/s]libpng warning: iCCP: Not recognizing known sRGB profile that has been edited\n","      54/99      0.81G     0.0324     0.0372   0.006774         10        640:  45% 306/682 [00:45<00:54,  6.86it/s]libpng warning: iCCP: Not recognizing known sRGB profile that has been edited\n","      54/99      0.81G      0.032    0.03808   0.006977          1        640:  61% 413/682 [01:00<00:39,  6.76it/s]libpng warning: iCCP: Not recognizing known sRGB profile that has been edited\n","      54/99      0.81G    0.03161    0.03696   0.006914         10        640: 100% 682/682 [01:39<00:00,  6.87it/s]\n","                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 43/43 [00:01<00:00, 25.58it/s]\n","                   all         85        483       0.73      0.589      0.637      0.377\n","\n","      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n","      55/99      0.81G    0.03138    0.03344   0.006299          9        640:  14% 97/682 [00:13<01:24,  6.88it/s]libpng warning: iCCP: Not recognizing known sRGB profile that has been edited\n","      55/99      0.81G    0.03164    0.03244   0.006226         48        640:  67% 457/682 [01:05<00:34,  6.62it/s]libpng warning: iCCP: Not recognizing known sRGB profile that has been edited\n","      55/99      0.81G     0.0318    0.03273    0.00634          9        640:  77% 522/682 [01:14<00:23,  6.80it/s]libpng warning: iCCP: Not recognizing known sRGB profile that has been edited\n","      55/99      0.81G    0.03179    0.03317   0.006328          1        640: 100% 682/682 [01:37<00:00,  6.97it/s]\n","                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 43/43 [00:01<00:00, 24.85it/s]\n","                   all         85        483      0.659      0.603      0.658      0.392\n","\n","      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n","      56/99      0.81G    0.03249     0.0366   0.005451          6        640:   7% 47/682 [00:06<01:33,  6.76it/s]libpng warning: iCCP: Not recognizing known sRGB profile that has been edited\n","      56/99      0.81G    0.03288     0.0333   0.005396          3        640:  21% 140/682 [00:20<01:16,  7.04it/s]libpng warning: iCCP: Not recognizing known sRGB profile that has been edited\n","      56/99      0.81G    0.03145    0.03378   0.006137          1        640:  41% 278/682 [00:39<00:54,  7.43it/s]libpng warning: iCCP: Not recognizing known sRGB profile that has been edited\n","      56/99      0.81G    0.03162    0.03423   0.006057         12        640:  51% 351/682 [00:50<00:52,  6.34it/s]libpng warning: iCCP: Not recognizing known sRGB profile that has been edited\n","      56/99      0.81G    0.03159    0.03436   0.006123         23        640:  56% 379/682 [00:54<00:44,  6.81it/s]libpng warning: iCCP: Not recognizing known sRGB profile that has been edited\n","      56/99      0.81G    0.03154     0.0343   0.006096          9        640:  56% 383/682 [00:55<00:42,  7.05it/s]libpng warning: iCCP: Not recognizing known sRGB profile that has been edited\n","      56/99      0.81G    0.03131    0.03413    0.00598         13        640: 100% 682/682 [01:37<00:00,  6.98it/s]\n","                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 43/43 [00:01<00:00, 26.21it/s]\n","                   all         85        483      0.917       0.48      0.641      0.384\n","\n","      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n","      57/99      0.81G      0.036    0.03484   0.006525          5        640:   5% 32/682 [00:04<01:32,  7.05it/s]libpng warning: iCCP: Not recognizing known sRGB profile that has been edited\n","      57/99      0.81G    0.03304    0.03502   0.006477          6        640:  45% 307/682 [00:44<00:55,  6.80it/s]libpng warning: iCCP: Not recognizing known sRGB profile that has been edited\n","      57/99      0.81G    0.03265    0.03402   0.006295          0        640:  57% 390/682 [00:55<00:40,  7.22it/s]libpng warning: iCCP: Not recognizing known sRGB profile that has been edited\n","      57/99      0.81G     0.0328    0.03508    0.00676          1        640:  72% 494/682 [01:10<00:27,  6.79it/s]libpng warning: iCCP: Not recognizing known sRGB profile that has been edited\n","      57/99      0.81G    0.03273    0.03506   0.006673          6        640:  75% 511/682 [01:13<00:24,  7.10it/s]libpng warning: iCCP: Not recognizing known sRGB profile that has been edited\n","      57/99      0.81G    0.03254    0.03517   0.006566          6        640:  79% 537/682 [01:17<00:21,  6.86it/s]libpng warning: iCCP: Not recognizing known sRGB profile that has been edited\n","      57/99      0.81G    0.03262    0.03583   0.006697          1        640:  80% 547/682 [01:18<00:20,  6.58it/s]libpng warning: iCCP: Not recognizing known sRGB profile that has been edited\n","      57/99      0.81G    0.03238    0.03586   0.006729          4        640:  93% 637/682 [01:31<00:06,  6.85it/s]libpng warning: iCCP: Not recognizing known sRGB profile that has been edited\n","      57/99      0.81G    0.03228    0.03564   0.006662          4        640: 100% 682/682 [01:37<00:00,  6.97it/s]\n","                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 43/43 [00:01<00:00, 25.40it/s]\n","                   all         85        483      0.704      0.613      0.664      0.401\n","\n","      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n","      58/99      0.81G    0.03154    0.03828   0.006669          9        640:  25% 173/682 [00:24<01:12,  7.02it/s]libpng warning: iCCP: Not recognizing known sRGB profile that has been edited\n","      58/99      0.81G    0.03095    0.03571   0.006185          4        640:  64% 434/682 [01:02<00:35,  7.05it/s]libpng warning: iCCP: Not recognizing known sRGB profile that has been edited\n","      58/99      0.81G    0.03099    0.03572   0.006181          8        640:  74% 507/682 [01:12<00:24,  7.12it/s]libpng warning: iCCP: Not recognizing known sRGB profile that has been edited\n","      58/99      0.81G    0.03113    0.03552   0.006272          8        640: 100% 682/682 [01:37<00:00,  6.97it/s]\n","                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 43/43 [00:01<00:00, 24.72it/s]\n","                   all         85        483      0.688      0.588      0.637      0.389\n","\n","      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n","      59/99      0.81G    0.03089    0.02904   0.008655          0        640:   6% 40/682 [00:05<01:23,  7.72it/s]libpng warning: iCCP: Not recognizing known sRGB profile that has been edited\n","      59/99      0.81G    0.03171    0.03085   0.007921         20        640:   7% 51/682 [00:07<01:38,  6.39it/s]libpng warning: iCCP: Not recognizing known sRGB profile that has been edited\n","      59/99      0.81G    0.03136    0.03044   0.007783          2        640:   8% 52/682 [00:07<01:33,  6.73it/s]libpng warning: iCCP: Not recognizing known sRGB profile that has been edited\n","      59/99      0.81G    0.03158    0.03568    0.00693          7        640:  85% 580/682 [01:22<00:14,  7.04it/s]libpng warning: iCCP: Not recognizing known sRGB profile that has been edited\n","      59/99      0.81G     0.0316    0.03571   0.007025          4        640:  91% 619/682 [01:27<00:08,  7.31it/s]libpng warning: iCCP: Not recognizing known sRGB profile that has been edited\n","      59/99      0.81G     0.0317    0.03565    0.00707          4        640: 100% 682/682 [01:36<00:00,  7.05it/s]\n","                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 43/43 [00:01<00:00, 25.41it/s]\n","                   all         85        483      0.711      0.645      0.688      0.424\n","\n","      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n","      60/99      0.81G    0.03046    0.02761   0.006337         11        640:   8% 55/682 [00:07<01:28,  7.10it/s]libpng warning: iCCP: Not recognizing known sRGB profile that has been edited\n","      60/99      0.81G    0.03027    0.03447   0.005693         16        640:  59% 399/682 [00:56<00:41,  6.81it/s]libpng warning: iCCP: Not recognizing known sRGB profile that has been edited\n","      60/99      0.81G    0.03041    0.03443   0.006049          5        640: 100% 682/682 [01:36<00:00,  7.05it/s]\n","                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 43/43 [00:01<00:00, 26.08it/s]\n","                   all         85        483      0.751      0.629      0.674      0.408\n","\n","      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n","      61/99      0.81G    0.03073    0.03446    0.00645         12        640:  62% 424/682 [01:00<00:36,  7.14it/s]libpng warning: iCCP: Not recognizing known sRGB profile that has been edited\n","      61/99      0.81G    0.03077    0.03467   0.006364          2        640:  94% 640/682 [01:31<00:05,  7.17it/s]libpng warning: iCCP: Not recognizing known sRGB profile that has been edited\n","      61/99      0.81G     0.0307    0.03477   0.006333          3        640: 100% 682/682 [01:38<00:00,  6.96it/s]\n","                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 43/43 [00:01<00:00, 25.66it/s]\n","                   all         85        483      0.702      0.631      0.666      0.397\n","\n","      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n","      62/99      0.81G     0.0307    0.03562   0.006951          7        640:  23% 158/682 [00:22<01:16,  6.88it/s]libpng warning: iCCP: Not recognizing known sRGB profile that has been edited\n","      62/99      0.81G    0.03077    0.03415   0.006423         12        640:  50% 344/682 [00:48<00:48,  6.99it/s]libpng warning: iCCP: Not recognizing known sRGB profile that has been edited\n","      62/99      0.81G    0.03053     0.0343    0.00626          6        640:  81% 550/682 [01:17<00:18,  6.98it/s]libpng warning: iCCP: Not recognizing known sRGB profile that has been edited\n","      62/99      0.81G    0.03059    0.03439    0.00623          0        640: 100% 682/682 [01:36<00:00,  7.05it/s]\n","                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 43/43 [00:01<00:00, 25.78it/s]\n","                   all         85        483      0.638      0.604      0.707      0.429\n","\n","      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n","      63/99      0.81G    0.03116     0.0379   0.006734         19        640:  28% 191/682 [00:27<01:08,  7.18it/s]libpng warning: iCCP: Not recognizing known sRGB profile that has been edited\n","      63/99      0.81G     0.0307    0.03596   0.006714          7        640:  78% 529/682 [01:15<00:21,  7.16it/s]libpng warning: iCCP: Not recognizing known sRGB profile that has been edited\n","      63/99      0.81G    0.03063    0.03611    0.00692         18        640: 100% 682/682 [01:36<00:00,  7.03it/s]\n","                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 43/43 [00:01<00:00, 25.19it/s]\n","                   all         85        483       0.74      0.624       0.67      0.405\n","\n","      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n","      64/99      0.81G    0.03015    0.03409   0.005947          9        640:  47% 323/682 [00:45<00:48,  7.39it/s]libpng warning: iCCP: Not recognizing known sRGB profile that has been edited\n","      64/99      0.81G    0.03036    0.03402   0.005783         12        640:  61% 414/682 [00:58<00:38,  6.95it/s]libpng warning: iCCP: Not recognizing known sRGB profile that has been edited\n","      64/99      0.81G    0.03039    0.03353   0.005801          1        640: 100% 682/682 [01:36<00:00,  7.03it/s]\n","                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 43/43 [00:01<00:00, 25.76it/s]\n","                   all         85        483      0.671      0.636      0.679      0.402\n","\n","      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n","      65/99      0.81G    0.03064    0.03507   0.005465          2        640:  12% 83/682 [00:11<01:25,  7.02it/s]libpng warning: iCCP: Not recognizing known sRGB profile that has been edited\n","      65/99      0.81G    0.03062    0.03375   0.005109          1        640:  26% 180/682 [00:25<01:07,  7.44it/s]libpng warning: iCCP: Not recognizing known sRGB profile that has been edited\n","      65/99      0.81G    0.03068    0.03466   0.005099          2        640:  58% 396/682 [00:56<00:42,  6.68it/s]libpng warning: iCCP: Not recognizing known sRGB profile that has been edited\n","      65/99      0.81G    0.03062    0.03441    0.00506         13        640:  60% 412/682 [00:58<00:37,  7.11it/s]libpng warning: iCCP: Not recognizing known sRGB profile that has been edited\n","      65/99      0.81G    0.03014    0.03372   0.005425          3        640:  92% 625/682 [01:28<00:07,  7.16it/s]libpng warning: iCCP: Not recognizing known sRGB profile that has been edited\n","      65/99      0.81G    0.03018    0.03362   0.005375          5        640:  94% 642/682 [01:30<00:05,  7.20it/s]libpng warning: iCCP: Not recognizing known sRGB profile that has been edited\n","      65/99      0.81G    0.03007    0.03363   0.005391          8        640: 100% 682/682 [01:36<00:00,  7.06it/s]\n","                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 43/43 [00:01<00:00, 25.55it/s]\n","                   all         85        483      0.731      0.614      0.676      0.416\n","\n","      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n","      66/99      0.81G     0.0301    0.03462   0.006132         34        640:   6% 39/682 [00:05<01:36,  6.69it/s]libpng warning: iCCP: Not recognizing known sRGB profile that has been edited\n","      66/99      0.81G    0.02996    0.03259   0.006204         13        640:  35% 240/682 [00:34<01:02,  7.04it/s]libpng warning: iCCP: Not recognizing known sRGB profile that has been edited\n","      66/99      0.81G    0.03009    0.03284   0.005948          5        640:  40% 274/682 [00:38<00:59,  6.91it/s]libpng warning: iCCP: Not recognizing known sRGB profile that has been edited\n","      66/99      0.81G    0.03017    0.03398    0.00597          7        640:  52% 354/682 [00:50<00:45,  7.17it/s]libpng warning: iCCP: Not recognizing known sRGB profile that has been edited\n","      66/99      0.81G    0.02952    0.03357   0.006349          5        640:  98% 669/682 [01:35<00:01,  6.80it/s]libpng warning: iCCP: Not recognizing known sRGB profile that has been edited\n","      66/99      0.81G    0.02952    0.03359   0.006425          5        640: 100% 682/682 [01:37<00:00,  7.02it/s]\n","                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 43/43 [00:01<00:00, 26.26it/s]\n","                   all         85        483      0.744      0.647      0.714       0.43\n","\n","      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n","      67/99      0.81G    0.02953    0.03377   0.006048         11        640:  25% 171/682 [00:24<01:13,  6.91it/s]libpng warning: iCCP: Not recognizing known sRGB profile that has been edited\n","      67/99      0.81G    0.03001    0.03468   0.006205          2        640:  45% 307/682 [00:43<00:52,  7.14it/s]libpng warning: iCCP: Not recognizing known sRGB profile that has been edited\n","      67/99      0.81G    0.02923    0.03256    0.00601          1        640:  63% 431/682 [01:01<00:34,  7.34it/s]libpng warning: iCCP: Not recognizing known sRGB profile that has been edited\n","      67/99      0.81G    0.02916    0.03263   0.006032         23        640:  70% 478/682 [01:07<00:29,  6.93it/s]libpng warning: iCCP: Not recognizing known sRGB profile that has been edited\n","      67/99      0.81G    0.02914    0.03264   0.006011         12        640:  70% 480/682 [01:08<00:28,  7.11it/s]libpng warning: iCCP: Not recognizing known sRGB profile that has been edited\n","      67/99      0.81G    0.02946    0.03368   0.005843          2        640: 100% 682/682 [01:36<00:00,  7.04it/s]\n","                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 43/43 [00:01<00:00, 26.00it/s]\n","                   all         85        483      0.684      0.637      0.689      0.422\n","\n","      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n","      68/99      0.81G    0.03023    0.03618   0.006968          7        640:  44% 303/682 [00:42<00:53,  7.02it/s]libpng warning: iCCP: Not recognizing known sRGB profile that has been edited\n","      68/99      0.81G    0.02983    0.03487   0.006346          6        640:  63% 433/682 [01:01<00:35,  6.95it/s]libpng warning: iCCP: Not recognizing known sRGB profile that has been edited\n","      68/99      0.81G    0.02979    0.03435   0.006303          4        640:  66% 450/682 [01:03<00:32,  7.19it/s]libpng warning: iCCP: Not recognizing known sRGB profile that has been edited\n","      68/99      0.81G    0.02942    0.03345   0.005991          8        640: 100% 681/682 [01:36<00:00,  7.13it/s]libpng warning: iCCP: Not recognizing known sRGB profile that has been edited\n","      68/99      0.81G     0.0294    0.03342   0.005983          3        640: 100% 682/682 [01:36<00:00,  7.07it/s]\n","                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 43/43 [00:01<00:00, 25.84it/s]\n","                   all         85        483      0.755      0.644      0.678      0.409\n","\n","      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n","      69/99      0.81G    0.02748    0.03061   0.005945          7        640:  12% 84/682 [00:11<01:24,  7.06it/s]libpng warning: iCCP: Not recognizing known sRGB profile that has been edited\n","      69/99      0.81G    0.02801    0.03299   0.005523          9        640:  25% 172/682 [00:24<01:10,  7.18it/s]libpng warning: iCCP: Not recognizing known sRGB profile that has been edited\n","      69/99      0.81G    0.02794    0.03397     0.0052          6        640:  38% 256/682 [00:36<00:59,  7.12it/s]libpng warning: iCCP: Not recognizing known sRGB profile that has been edited\n","      69/99      0.81G    0.02826    0.03249   0.005352          4        640:  75% 514/682 [01:12<00:22,  7.32it/s]libpng warning: iCCP: Not recognizing known sRGB profile that has been edited\n","      69/99      0.81G    0.02837    0.03253   0.005348         13        640:  83% 568/682 [01:20<00:16,  6.90it/s]libpng warning: iCCP: Not recognizing known sRGB profile that has been edited\n","      69/99      0.81G    0.02839    0.03314   0.005462          6        640:  90% 612/682 [01:26<00:09,  7.23it/s]libpng warning: iCCP: Not recognizing known sRGB profile that has been edited\n","      69/99      0.81G    0.02855    0.03292    0.00591          3        640: 100% 682/682 [01:36<00:00,  7.06it/s]\n","                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 43/43 [00:01<00:00, 25.45it/s]\n","                   all         85        483      0.607      0.638       0.69      0.417\n","\n","      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n","      70/99      0.81G    0.02851    0.03379   0.006003          2        640:  73% 498/682 [01:10<00:25,  7.27it/s]libpng warning: iCCP: Not recognizing known sRGB profile that has been edited\n","      70/99      0.81G    0.02875    0.03375   0.006192          4        640:  83% 563/682 [01:20<00:16,  7.10it/s]libpng warning: iCCP: Not recognizing known sRGB profile that has been edited\n","      70/99      0.81G    0.02861    0.03366   0.006027         10        640: 100% 682/682 [01:37<00:00,  7.02it/s]\n","                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 43/43 [00:01<00:00, 26.21it/s]\n","                   all         85        483      0.777      0.609      0.641      0.389\n","\n","      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n","      71/99      0.81G    0.02844     0.0291   0.006205          8        640:  22% 153/682 [00:21<01:15,  7.01it/s]libpng warning: iCCP: Not recognizing known sRGB profile that has been edited\n","      71/99      0.81G    0.02895     0.0329   0.005976          9        640:  63% 430/682 [01:00<00:34,  7.36it/s]libpng warning: iCCP: Not recognizing known sRGB profile that has been edited\n","      71/99      0.81G    0.02887    0.03265   0.005842          5        640:  67% 456/682 [01:04<00:33,  6.80it/s]libpng warning: iCCP: Not recognizing known sRGB profile that has been edited\n","      71/99      0.81G     0.0289    0.03288   0.005799          3        640:  73% 496/682 [01:10<00:25,  7.38it/s]libpng warning: iCCP: Not recognizing known sRGB profile that has been edited\n","      71/99      0.81G    0.02868    0.03274   0.005585          2        640:  84% 573/682 [01:21<00:15,  6.92it/s]libpng warning: iCCP: Not recognizing known sRGB profile that has been edited\n","      71/99      0.81G     0.0286     0.0324   0.005443          3        640: 100% 682/682 [01:36<00:00,  7.07it/s]\n","                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 43/43 [00:01<00:00, 26.03it/s]\n","                   all         85        483      0.676      0.677      0.693      0.417\n","\n","      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n","      72/99      0.81G     0.0293    0.02987   0.006463          1        640:   2% 11/682 [00:01<01:37,  6.89it/s]libpng warning: iCCP: Not recognizing known sRGB profile that has been edited\n","      72/99      0.81G    0.02819    0.02905   0.006611          2        640:  11% 76/682 [00:10<01:24,  7.15it/s]libpng warning: iCCP: Not recognizing known sRGB profile that has been edited\n","      72/99      0.81G    0.02763    0.02857   0.006261          9        640:  13% 90/682 [00:12<01:23,  7.12it/s]libpng warning: iCCP: Not recognizing known sRGB profile that has been edited\n","      72/99      0.81G    0.02837     0.0319   0.005741         11        640:  30% 208/682 [00:29<01:06,  7.12it/s]libpng warning: iCCP: Not recognizing known sRGB profile that has been edited\n","      72/99      0.81G    0.02842      0.032   0.005797          8        640:  34% 229/682 [00:32<01:06,  6.82it/s]libpng warning: iCCP: Not recognizing known sRGB profile that has been edited\n","      72/99      0.81G    0.02829    0.03217   0.005565         12        640:  48% 325/682 [00:45<00:50,  7.06it/s]libpng warning: iCCP: Not recognizing known sRGB profile that has been edited\n","      72/99      0.81G    0.02814    0.03193   0.005437         17        640:  52% 356/682 [00:50<00:47,  6.91it/s]libpng warning: iCCP: Not recognizing known sRGB profile that has been edited\n","      72/99      0.81G    0.02829    0.03261   0.005504         22        640: 100% 682/682 [01:37<00:00,  7.01it/s]\n","                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 43/43 [00:01<00:00, 25.52it/s]\n","                   all         85        483      0.793      0.602      0.666        0.4\n","\n","      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n","      73/99      0.81G    0.02721    0.03071   0.004556          5        640:  18% 120/682 [00:17<01:21,  6.89it/s]libpng warning: iCCP: Not recognizing known sRGB profile that has been edited\n","      73/99      0.81G    0.02716    0.03103   0.004426          1        640:  20% 137/682 [00:19<01:16,  7.17it/s]libpng warning: iCCP: Not recognizing known sRGB profile that has been edited\n","      73/99      0.81G    0.02828    0.03297   0.005286          3        640: 100% 682/682 [01:37<00:00,  7.01it/s]\n","                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 43/43 [00:01<00:00, 25.67it/s]\n","                   all         85        483      0.761      0.624      0.703      0.441\n","\n","      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n","      74/99      0.81G    0.02881    0.03502   0.005947         18        640:  35% 236/682 [00:33<01:03,  6.99it/s]libpng warning: iCCP: Not recognizing known sRGB profile that has been edited\n","      74/99      0.81G    0.02913    0.03528   0.005961         17        640:  47% 321/682 [00:45<00:49,  7.24it/s]libpng warning: iCCP: Not recognizing known sRGB profile that has been edited\n","      74/99      0.81G    0.02886    0.03515   0.005874          4        640: 100% 682/682 [01:38<00:00,  6.94it/s]\n","                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 43/43 [00:01<00:00, 25.11it/s]\n","                   all         85        483      0.724      0.597      0.661      0.413\n","\n","      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n","      75/99      0.81G    0.02833    0.03698   0.006116          3        640:   9% 58/682 [00:08<01:26,  7.22it/s]libpng warning: iCCP: Not recognizing known sRGB profile that has been edited\n","      75/99      0.81G    0.02815    0.03415   0.005964          7        640:  37% 250/682 [00:36<01:02,  6.86it/s]libpng warning: iCCP: Not recognizing known sRGB profile that has been edited\n","      75/99      0.81G    0.02861    0.03407   0.005699          5        640:  52% 353/682 [00:50<00:47,  6.87it/s]libpng warning: iCCP: Not recognizing known sRGB profile that has been edited\n","      75/99      0.81G    0.02846    0.03412   0.005695         13        640:  64% 439/682 [01:03<00:35,  6.81it/s]libpng warning: iCCP: Not recognizing known sRGB profile that has been edited\n","      75/99      0.81G    0.02807    0.03347   0.005526         15        640: 100% 682/682 [01:38<00:00,  6.92it/s]\n","                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 43/43 [00:01<00:00, 25.46it/s]\n","                   all         85        483      0.711      0.688      0.702      0.432\n","\n","      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n","      76/99      0.81G    0.02782    0.03103   0.005201         15        640:  76% 521/682 [01:14<00:23,  6.72it/s]libpng warning: iCCP: Not recognizing known sRGB profile that has been edited\n","      76/99      0.81G    0.02814    0.03165   0.005324          7        640:  86% 587/682 [01:24<00:13,  7.14it/s]libpng warning: iCCP: Not recognizing known sRGB profile that has been edited\n","      76/99      0.81G    0.02818    0.03227   0.005359          8        640: 100% 682/682 [01:38<00:00,  6.95it/s]\n","                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 43/43 [00:01<00:00, 24.73it/s]\n","                   all         85        483      0.776      0.616      0.685      0.422\n","\n","      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n","      77/99      0.81G     0.0292    0.03557   0.005946          1        640:  20% 137/682 [00:20<01:16,  7.09it/s]libpng warning: iCCP: Not recognizing known sRGB profile that has been edited\n","      77/99      0.81G    0.02875    0.03396   0.005151          4        640:  70% 475/682 [01:09<00:31,  6.54it/s]libpng warning: iCCP: Not recognizing known sRGB profile that has been edited\n","      77/99      0.81G    0.02869    0.03394   0.005146          5        640: 100% 682/682 [01:38<00:00,  6.91it/s]\n","                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 43/43 [00:01<00:00, 24.80it/s]\n","                   all         85        483      0.766      0.595      0.658      0.399\n","\n","      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n","      78/99      0.81G    0.02627    0.02526   0.002101         16        640:   3% 20/682 [00:02<01:34,  7.01it/s]libpng warning: iCCP: Not recognizing known sRGB profile that has been edited\n","      78/99      0.81G    0.02829    0.03274   0.004517          1        640:  47% 322/682 [00:46<00:50,  7.09it/s]libpng warning: iCCP: Not recognizing known sRGB profile that has been edited\n","      78/99      0.81G    0.02831    0.03287   0.004525          2        640:  48% 328/682 [00:47<00:50,  6.98it/s]libpng warning: iCCP: Not recognizing known sRGB profile that has been edited\n","      78/99      0.81G    0.02837    0.03306   0.004945         15        640:  68% 464/682 [01:06<00:31,  6.88it/s]libpng warning: iCCP: Not recognizing known sRGB profile that has been edited\n","      78/99      0.81G    0.02843    0.03309   0.004941         22        640:  68% 467/682 [01:07<00:32,  6.72it/s]libpng warning: iCCP: Not recognizing known sRGB profile that has been edited\n","      78/99      0.81G    0.02835    0.03345   0.004667          4        640:  87% 590/682 [01:25<00:13,  6.78it/s]libpng warning: iCCP: Not recognizing known sRGB profile that has been edited\n","      78/99      0.81G    0.02836     0.0336   0.004866         11        640: 100% 682/682 [01:38<00:00,  6.92it/s]\n","                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 43/43 [00:01<00:00, 25.90it/s]\n","                   all         85        483      0.784      0.615      0.658      0.401\n","\n","      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n","      79/99      0.81G    0.02705    0.03308   0.005027         29        640:  24% 163/682 [00:23<01:12,  7.15it/s]libpng warning: iCCP: Not recognizing known sRGB profile that has been edited\n","      79/99      0.81G     0.0274    0.03175   0.005064          4        640:  46% 317/682 [00:45<00:51,  7.06it/s]libpng warning: iCCP: Not recognizing known sRGB profile that has been edited\n","      79/99      0.81G    0.02739     0.0313    0.00502          1        640:  51% 348/682 [00:50<00:48,  6.94it/s]libpng warning: iCCP: Not recognizing known sRGB profile that has been edited\n","      79/99      0.81G    0.02743    0.03165   0.005225          0        640: 100% 682/682 [01:38<00:00,  6.92it/s]\n","                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 43/43 [00:01<00:00, 25.68it/s]\n","                   all         85        483      0.713      0.596      0.666        0.4\n","\n","      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n","      80/99      0.81G    0.02707    0.03352   0.005158         10        640:  20% 139/682 [00:20<01:19,  6.79it/s]libpng warning: iCCP: Not recognizing known sRGB profile that has been edited\n","      80/99      0.81G    0.02727    0.03326    0.00508          7        640:  22% 147/682 [00:21<01:17,  6.95it/s]libpng warning: iCCP: Not recognizing known sRGB profile that has been edited\n","      80/99      0.81G    0.02791    0.03304   0.004978          6        640:  39% 268/682 [00:38<00:58,  7.02it/s]libpng warning: iCCP: Not recognizing known sRGB profile that has been edited\n","      80/99      0.81G    0.02722    0.03094   0.004969          4        640:  57% 389/682 [00:56<00:43,  6.70it/s]libpng warning: iCCP: Not recognizing known sRGB profile that has been edited\n","      80/99      0.81G    0.02788    0.03193   0.005842          5        640:  91% 619/682 [01:29<00:09,  6.64it/s]libpng warning: iCCP: Not recognizing known sRGB profile that has been edited\n","      80/99      0.81G    0.02779    0.03199   0.005776          2        640: 100% 682/682 [01:38<00:00,  6.94it/s]\n","                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 43/43 [00:01<00:00, 25.16it/s]\n","                   all         85        483      0.674      0.672      0.703       0.44\n","\n","      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n","      81/99      0.81G    0.02919    0.04167   0.001975          9        640:   0% 1/682 [00:00<01:53,  5.99it/s]libpng warning: iCCP: Not recognizing known sRGB profile that has been edited\n","      81/99      0.81G    0.02808    0.03492   0.005658         16        640:  40% 276/682 [00:40<01:00,  6.73it/s]libpng warning: iCCP: Not recognizing known sRGB profile that has been edited\n","      81/99      0.81G    0.02757      0.033   0.005427          5        640:  62% 426/682 [01:01<00:35,  7.26it/s]libpng warning: iCCP: Not recognizing known sRGB profile that has been edited\n","      81/99      0.81G    0.02763    0.03309   0.005403          8        640:  64% 434/682 [01:03<00:35,  6.92it/s]libpng warning: iCCP: Not recognizing known sRGB profile that has been edited\n","      81/99      0.81G    0.02785    0.03323   0.005293          1        640:  98% 671/682 [01:37<00:01,  7.46it/s]libpng warning: iCCP: Not recognizing known sRGB profile that has been edited\n","      81/99      0.81G    0.02784    0.03324   0.005311         30        640: 100% 682/682 [01:38<00:00,  6.89it/s]\n","                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 43/43 [00:01<00:00, 25.70it/s]\n","                   all         85        483      0.772      0.618      0.694      0.422\n","\n","      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n","      82/99      0.81G    0.02752    0.03088    0.00587         16        640:  40% 275/682 [00:39<00:58,  6.97it/s]libpng warning: iCCP: Not recognizing known sRGB profile that has been edited\n","      82/99      0.81G    0.02747      0.031   0.005726          4        640:  53% 361/682 [00:52<00:46,  6.83it/s]libpng warning: iCCP: Not recognizing known sRGB profile that has been edited\n","      82/99      0.81G    0.02776     0.0315   0.005454          1        640:  73% 498/682 [01:11<00:24,  7.50it/s]libpng warning: iCCP: Not recognizing known sRGB profile that has been edited\n","      82/99      0.81G    0.02761    0.03141   0.005267          2        640:  79% 538/682 [01:17<00:19,  7.30it/s]libpng warning: iCCP: Not recognizing known sRGB profile that has been edited\n","      82/99      0.81G    0.02758    0.03146    0.00517          3        640:  84% 571/682 [01:22<00:16,  6.92it/s]libpng warning: iCCP: Not recognizing known sRGB profile that has been edited\n","      82/99      0.81G    0.02758    0.03148   0.005187          6        640:  85% 577/682 [01:23<00:15,  6.77it/s]libpng warning: iCCP: Not recognizing known sRGB profile that has been edited\n","      82/99      0.81G    0.02755    0.03162   0.005108          8        640: 100% 682/682 [01:38<00:00,  6.95it/s]\n","                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 43/43 [00:01<00:00, 25.75it/s]\n","                   all         85        483      0.791      0.623      0.688      0.417\n","\n","      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n","      83/99      0.81G    0.02816     0.0327   0.007121         10        640:   5% 37/682 [00:05<01:31,  7.07it/s]libpng warning: iCCP: Not recognizing known sRGB profile that has been edited\n","      83/99      0.81G    0.02812    0.03451   0.005886         12        640:  32% 216/682 [00:31<01:07,  6.89it/s]libpng warning: iCCP: Not recognizing known sRGB profile that has been edited\n","      83/99      0.81G    0.02832    0.03353   0.005448          2        640:  91% 621/682 [01:30<00:08,  6.82it/s]libpng warning: iCCP: Not recognizing known sRGB profile that has been edited\n","      83/99      0.81G    0.02835    0.03398   0.005437          2        640: 100% 682/682 [01:39<00:00,  6.87it/s]\n","                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 43/43 [00:01<00:00, 25.53it/s]\n","                   all         85        483      0.798      0.628      0.703       0.43\n","\n","      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n","      84/99      0.81G    0.02896    0.03732   0.006456          4        640:   7% 46/682 [00:06<01:28,  7.17it/s]libpng warning: iCCP: Not recognizing known sRGB profile that has been edited\n","      84/99      0.81G    0.02902     0.0347   0.005571          7        640:  22% 153/682 [00:22<01:13,  7.17it/s]libpng warning: iCCP: Not recognizing known sRGB profile that has been edited\n","      84/99      0.81G    0.02855    0.03233   0.005396         14        640:  44% 300/682 [00:43<00:55,  6.94it/s]libpng warning: iCCP: Not recognizing known sRGB profile that has been edited\n","      84/99      0.81G    0.02825    0.03343   0.005158          1        640:  69% 472/682 [01:08<00:30,  6.96it/s]libpng warning: iCCP: Not recognizing known sRGB profile that has been edited\n","      84/99      0.81G    0.02819    0.03366   0.005372         29        640: 100% 682/682 [01:38<00:00,  6.92it/s]\n","                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 43/43 [00:01<00:00, 25.80it/s]\n","                   all         85        483      0.802      0.607      0.684      0.416\n","\n","      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n","      85/99      0.81G    0.02729    0.02978   0.003998          1        640:  27% 185/682 [00:26<01:12,  6.83it/s]libpng warning: iCCP: Not recognizing known sRGB profile that has been edited\n","      85/99      0.81G    0.02688    0.02948   0.004376          1        640:  36% 246/682 [00:35<01:01,  7.09it/s]libpng warning: iCCP: Not recognizing known sRGB profile that has been edited\n","      85/99      0.81G    0.02708      0.032   0.004762          5        640:  74% 503/682 [01:12<00:24,  7.17it/s]libpng warning: iCCP: Not recognizing known sRGB profile that has been edited\n","      85/99      0.81G    0.02705    0.03174   0.004719          7        640:  76% 521/682 [01:15<00:23,  6.84it/s]libpng warning: iCCP: Not recognizing known sRGB profile that has been edited\n","      85/99      0.81G    0.02738     0.0321   0.004857          1        640: 100% 682/682 [01:38<00:00,  6.94it/s]\n","                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 43/43 [00:01<00:00, 25.90it/s]\n","                   all         85        483      0.698      0.602      0.685      0.417\n","\n","      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n","      86/99      0.81G    0.02644    0.03055   0.004545         11        640:  11% 77/682 [00:11<01:26,  7.03it/s]libpng warning: iCCP: Not recognizing known sRGB profile that has been edited\n","      86/99      0.81G    0.02662    0.03047   0.005089         14        640: 100% 682/682 [01:38<00:00,  6.95it/s]\n","                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 43/43 [00:01<00:00, 25.32it/s]\n","                   all         85        483      0.802      0.614      0.692      0.421\n","\n","      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n","      87/99      0.81G    0.02709    0.02946   0.005231          5        640:   3% 19/682 [00:02<01:32,  7.14it/s]libpng warning: iCCP: Not recognizing known sRGB profile that has been edited\n","      87/99      0.81G    0.02813    0.03652    0.00597          2        640:  34% 232/682 [00:33<01:02,  7.24it/s]libpng warning: iCCP: Not recognizing known sRGB profile that has been edited\n","      87/99      0.81G    0.02788    0.03411   0.005284          3        640:  50% 340/682 [00:49<00:47,  7.14it/s]libpng warning: iCCP: Not recognizing known sRGB profile that has been edited\n","      87/99      0.81G    0.02754    0.03326   0.005359          1        640: 100% 682/682 [01:38<00:00,  6.91it/s]\n","                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 43/43 [00:01<00:00, 25.80it/s]\n","                   all         85        483      0.803      0.645      0.716      0.444\n","\n","      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n","      88/99      0.81G    0.02669    0.02893   0.004007          9        640:  18% 123/682 [00:17<01:22,  6.75it/s]libpng warning: iCCP: Not recognizing known sRGB profile that has been edited\n","      88/99      0.81G     0.0275    0.03224   0.004438          8        640:  71% 484/682 [01:10<00:28,  6.93it/s]libpng warning: iCCP: Not recognizing known sRGB profile that has been edited\n","      88/99      0.81G    0.02764    0.03269   0.004423          9        640:  73% 496/682 [01:11<00:26,  6.98it/s]libpng warning: iCCP: Not recognizing known sRGB profile that has been edited\n","      88/99      0.81G     0.0276    0.03264   0.004699          9        640: 100% 682/682 [01:38<00:00,  6.90it/s]\n","                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 43/43 [00:01<00:00, 25.33it/s]\n","                   all         85        483      0.793      0.644      0.699       0.43\n","\n","      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n","      89/99      0.81G    0.02734    0.03499   0.004643          5        640:  13% 90/682 [00:13<01:24,  7.00it/s]libpng warning: iCCP: Not recognizing known sRGB profile that has been edited\n","      89/99      0.81G    0.02804    0.03612    0.00505         16        640:  27% 181/682 [00:26<01:12,  6.88it/s]libpng warning: iCCP: Not recognizing known sRGB profile that has been edited\n","      89/99      0.81G    0.02765    0.03404    0.00477         14        640:  83% 563/682 [01:21<00:17,  6.95it/s]libpng warning: iCCP: Not recognizing known sRGB profile that has been edited\n","      89/99      0.81G    0.02755    0.03278   0.004977          8        640:  99% 673/682 [01:37<00:01,  6.67it/s]libpng warning: iCCP: Not recognizing known sRGB profile that has been edited\n","      89/99      0.81G    0.02762    0.03281   0.005033         13        640: 100% 682/682 [01:38<00:00,  6.91it/s]\n","                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 43/43 [00:01<00:00, 25.59it/s]\n","                   all         85        483      0.729      0.646      0.723      0.441\n","\n","      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n","      90/99      0.81G    0.02841    0.03175   0.004069          4        640:   2% 16/682 [00:02<01:34,  7.05it/s]libpng warning: iCCP: Not recognizing known sRGB profile that has been edited\n","      90/99      0.81G    0.02702    0.03117   0.005123          2        640:   8% 52/682 [00:07<01:33,  6.73it/s]libpng warning: iCCP: Not recognizing known sRGB profile that has been edited\n","      90/99      0.81G    0.02664    0.03146   0.004464          1        640:  61% 416/682 [00:59<00:37,  7.09it/s]libpng warning: iCCP: Not recognizing known sRGB profile that has been edited\n","      90/99      0.81G    0.02666    0.03086   0.004224          2        640:  73% 497/682 [01:11<00:26,  6.97it/s]libpng warning: iCCP: Not recognizing known sRGB profile that has been edited\n","      90/99      0.81G    0.02673    0.03131   0.004531         12        640: 100% 682/682 [01:38<00:00,  6.94it/s]\n","                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 43/43 [00:01<00:00, 25.54it/s]\n","                   all         85        483       0.67      0.683      0.715       0.44\n","\n","      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n","      91/99      0.81G    0.02641    0.03049   0.004713          2        640:  24% 165/682 [00:24<01:13,  7.01it/s]libpng warning: iCCP: Not recognizing known sRGB profile that has been edited\n","      91/99      0.81G     0.0267    0.03133   0.004685          7        640:  28% 193/682 [00:28<01:09,  7.03it/s]libpng warning: iCCP: Not recognizing known sRGB profile that has been edited\n","      91/99      0.81G    0.02792    0.03448   0.005112          3        640:  49% 333/682 [00:48<00:50,  6.86it/s]libpng warning: iCCP: Not recognizing known sRGB profile that has been edited\n","      91/99      0.81G    0.02778    0.03369   0.005016          1        640:  67% 460/682 [01:07<00:32,  6.86it/s]libpng warning: iCCP: Not recognizing known sRGB profile that has been edited\n","      91/99      0.81G    0.02761    0.03295   0.004849          1        640: 100% 682/682 [01:39<00:00,  6.88it/s]\n","                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 43/43 [00:01<00:00, 25.54it/s]\n","                   all         85        483      0.704      0.654      0.691      0.426\n","\n","      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n","      92/99      0.81G      0.024    0.02717   0.004193          2        640:   4% 28/682 [00:04<01:29,  7.32it/s]libpng warning: iCCP: Not recognizing known sRGB profile that has been edited\n","      92/99      0.81G    0.02555    0.03177   0.003846         10        640:  24% 164/682 [00:23<01:16,  6.81it/s]libpng warning: iCCP: Not recognizing known sRGB profile that has been edited\n","      92/99      0.81G    0.02604    0.03383   0.004169         11        640:  29% 201/682 [00:29<01:11,  6.75it/s]libpng warning: iCCP: Not recognizing known sRGB profile that has been edited\n","      92/99      0.81G    0.02683    0.03519   0.004353         10        640:  61% 419/682 [01:00<00:38,  6.74it/s]libpng warning: iCCP: Not recognizing known sRGB profile that has been edited\n","      92/99      0.81G    0.02685    0.03508   0.004335          1        640:  62% 421/682 [01:01<00:38,  6.85it/s]libpng warning: iCCP: Not recognizing known sRGB profile that has been edited\n","      92/99      0.81G      0.027    0.03543   0.004486          9        640:  66% 448/682 [01:05<00:34,  6.71it/s]libpng warning: iCCP: Not recognizing known sRGB profile that has been edited\n","      92/99      0.81G    0.02704    0.03497   0.004775          2        640:  93% 631/682 [01:31<00:06,  7.29it/s]libpng warning: iCCP: Not recognizing known sRGB profile that has been edited\n","      92/99      0.81G     0.0271    0.03451   0.004662          2        640: 100% 681/682 [01:38<00:00,  6.77it/s]libpng warning: iCCP: Not recognizing known sRGB profile that has been edited\n","      92/99      0.81G    0.02709    0.03448   0.004656          3        640: 100% 682/682 [01:38<00:00,  6.89it/s]\n","                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 43/43 [00:01<00:00, 25.47it/s]\n","                   all         85        483       0.71       0.64      0.697      0.432\n","\n","      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n","      93/99      0.81G    0.02639    0.03144   0.004677          7        640:  68% 464/682 [01:06<00:31,  6.86it/s]libpng warning: iCCP: Not recognizing known sRGB profile that has been edited\n","      93/99      0.81G    0.02616    0.03102   0.004757          8        640: 100% 682/682 [01:38<00:00,  6.94it/s]\n","                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 43/43 [00:01<00:00, 25.40it/s]\n","                   all         85        483      0.819      0.637      0.712      0.445\n","\n","      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n","      94/99      0.81G    0.02749    0.03111   0.003951          2        640:  30% 206/682 [00:29<01:08,  6.94it/s]libpng warning: iCCP: Not recognizing known sRGB profile that has been edited\n","      94/99      0.81G    0.02717    0.03176   0.004571         12        640:  65% 446/682 [01:04<00:33,  6.99it/s]libpng warning: iCCP: Not recognizing known sRGB profile that has been edited\n","      94/99      0.81G    0.02663    0.03043   0.004342         10        640: 100% 682/682 [01:38<00:00,  6.95it/s]\n","                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 43/43 [00:01<00:00, 25.71it/s]\n","                   all         85        483      0.798      0.626      0.711      0.447\n","\n","      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n","      95/99      0.81G      0.027     0.0301   0.004491          5        640:  42% 286/682 [00:41<00:56,  6.95it/s]libpng warning: iCCP: Not recognizing known sRGB profile that has been edited\n","      95/99      0.81G    0.02716    0.03186   0.004678          2        640: 100% 682/682 [01:38<00:00,  6.91it/s]\n","                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 43/43 [00:01<00:00, 25.33it/s]\n","                   all         85        483      0.804      0.635      0.716      0.456\n","\n","      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n","      96/99      0.81G    0.02709     0.0324   0.004922          6        640:  32% 219/682 [00:31<01:05,  7.10it/s]libpng warning: iCCP: Not recognizing known sRGB profile that has been edited\n","      96/99      0.81G      0.027    0.03322   0.004774          8        640:  39% 263/682 [00:37<01:00,  6.94it/s]libpng warning: iCCP: Not recognizing known sRGB profile that has been edited\n","      96/99      0.81G    0.02677    0.03417   0.004489         22        640:  55% 374/682 [00:54<00:45,  6.84it/s]libpng warning: iCCP: Not recognizing known sRGB profile that has been edited\n","      96/99      0.81G    0.02652    0.03321   0.004353          6        640:  70% 478/682 [01:08<00:28,  7.15it/s]libpng warning: iCCP: Not recognizing known sRGB profile that has been edited\n","      96/99      0.81G    0.02652    0.03314   0.004325          5        640:  71% 483/682 [01:09<00:29,  6.76it/s]libpng warning: iCCP: Not recognizing known sRGB profile that has been edited\n","      96/99      0.81G     0.0266    0.03319   0.004427         23        640:  78% 529/682 [01:16<00:22,  6.75it/s]libpng warning: iCCP: Not recognizing known sRGB profile that has been edited\n","      96/99      0.81G    0.02673    0.03293   0.004585          2        640:  98% 665/682 [01:36<00:02,  7.04it/s]libpng warning: iCCP: Not recognizing known sRGB profile that has been edited\n","      96/99      0.81G    0.02675    0.03303    0.00457          7        640: 100% 682/682 [01:38<00:00,  6.92it/s]\n","                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 43/43 [00:01<00:00, 25.45it/s]\n","                   all         85        483      0.793      0.646      0.715      0.446\n","\n","      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n","      97/99      0.81G    0.02604     0.0306   0.005084          1        640:  32% 217/682 [00:31<01:05,  7.05it/s]libpng warning: iCCP: Not recognizing known sRGB profile that has been edited\n","      97/99      0.81G    0.02619    0.03182   0.004986          8        640:  41% 282/682 [00:40<00:57,  6.98it/s]libpng warning: iCCP: Not recognizing known sRGB profile that has been edited\n","      97/99      0.81G    0.02663    0.03272    0.00478          3        640:  89% 607/682 [01:27<00:10,  6.91it/s]libpng warning: iCCP: Not recognizing known sRGB profile that has been edited\n","      97/99      0.81G     0.0265     0.0325   0.004774          3        640: 100% 682/682 [01:38<00:00,  6.93it/s]\n","                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 43/43 [00:01<00:00, 25.64it/s]\n","                   all         85        483       0.81      0.618      0.707      0.445\n","\n","      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n","      98/99      0.81G    0.02708    0.03176   0.004643          6        640:  40% 270/682 [00:39<01:00,  6.76it/s]libpng warning: iCCP: Not recognizing known sRGB profile that has been edited\n","      98/99      0.81G    0.02684    0.03173   0.005124          3        640:  50% 342/682 [00:49<00:45,  7.43it/s]libpng warning: iCCP: Not recognizing known sRGB profile that has been edited\n","      98/99      0.81G    0.02663    0.03198    0.00502          4        640:  65% 444/682 [01:04<00:34,  7.00it/s]libpng warning: iCCP: Not recognizing known sRGB profile that has been edited\n","      98/99      0.81G    0.02671    0.03259   0.004924          4        640:  80% 547/682 [01:19<00:19,  6.84it/s]libpng warning: iCCP: Not recognizing known sRGB profile that has been edited\n","      98/99      0.81G    0.02673    0.03276   0.004866          1        640: 100% 682/682 [01:39<00:00,  6.87it/s]\n","                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 43/43 [00:01<00:00, 25.19it/s]\n","                   all         85        483      0.802      0.628      0.709      0.448\n","\n","      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n","      99/99      0.81G    0.02647    0.02866   0.004369          2        640:  26% 176/682 [00:25<01:13,  6.93it/s]libpng warning: iCCP: Not recognizing known sRGB profile that has been edited\n","      99/99      0.81G    0.02672    0.03112   0.004035         17        640:  49% 334/682 [00:48<00:51,  6.73it/s]libpng warning: iCCP: Not recognizing known sRGB profile that has been edited\n","      99/99      0.81G    0.02648     0.0314   0.004304          4        640:  77% 528/682 [01:16<00:22,  6.99it/s]libpng warning: iCCP: Not recognizing known sRGB profile that has been edited\n","      99/99      0.81G    0.02649    0.03135   0.004555         10        640: 100% 682/682 [01:38<00:00,  6.89it/s]\n","                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 43/43 [00:01<00:00, 25.19it/s]\n","                   all         85        483      0.824      0.614      0.682      0.428\n","\n","100 epochs completed in 2.899 hours.\n","Optimizer stripped from yolov5/runs/train/exp16/weights/last.pt, 14.4MB\n","Optimizer stripped from yolov5/runs/train/exp16/weights/best.pt, 14.4MB\n","\n","Validating yolov5/runs/train/exp16/weights/best.pt...\n","Fusing layers... \n","YOLOv5s summary: 157 layers, 7018216 parameters, 0 gradients\n","                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 43/43 [00:01<00:00, 24.02it/s]\n","                   all         85        483      0.802      0.631      0.711      0.455\n","               no_mask         85         83      0.601      0.759      0.718      0.393\n","                  mask         85        387      0.806      0.868      0.886      0.579\n","      incorrectly_worn         85         13          1      0.267      0.529      0.392\n","Results saved to \u001b[1myolov5/runs/train/exp16\u001b[0m\n"]}]}]}