diff --git a/Human Detection using CCTV Footages/Dataset/README.md b/Human Detection using CCTV Footages/Dataset/README.md new file mode 100644 index 000000000..f1ef6b8a2 --- /dev/null +++ b/Human Detection using CCTV Footages/Dataset/README.md @@ -0,0 +1 @@ +I have fetched the Human Detection Dataset from, https://www.kaggle.com/datasets/jonathannield/cctv-human-pose-estimation-dataset, for building and developing this Project. You guys can check out the dataset from the given link. diff --git a/Human Detection using CCTV Footages/Images/1.jpg b/Human Detection using CCTV Footages/Images/1.jpg new file mode 100644 index 000000000..b56a49ae6 Binary files /dev/null and b/Human Detection using CCTV Footages/Images/1.jpg differ diff --git a/Human Detection using CCTV Footages/Images/2.jpg b/Human Detection using CCTV Footages/Images/2.jpg new file mode 100644 index 000000000..65dadf5c7 Binary files /dev/null and b/Human Detection using CCTV Footages/Images/2.jpg differ diff --git a/Human Detection using CCTV Footages/Images/3.jpg b/Human Detection using CCTV Footages/Images/3.jpg new file mode 100644 index 000000000..f08ce6672 Binary files /dev/null and b/Human Detection using CCTV Footages/Images/3.jpg differ diff --git a/Human Detection using CCTV Footages/Images/4.png b/Human Detection using CCTV Footages/Images/4.png new file mode 100644 index 000000000..91db40c52 Binary files /dev/null and b/Human Detection using CCTV Footages/Images/4.png differ diff --git a/Human Detection using CCTV Footages/Images/5.png b/Human Detection using CCTV Footages/Images/5.png new file mode 100644 index 000000000..faa6db026 Binary files /dev/null and b/Human Detection using CCTV Footages/Images/5.png differ diff --git a/Human Detection using CCTV Footages/Images/Screenshot 2024-05-11 173858.png b/Human Detection using CCTV Footages/Images/Screenshot 2024-05-11 173858.png new file mode 100644 index 000000000..91db40c52 Binary files /dev/null and b/Human Detection using CCTV Footages/Images/Screenshot 2024-05-11 173858.png differ diff --git a/Human Detection using CCTV Footages/Images/Screenshot 2024-05-11 173921.png b/Human Detection using CCTV Footages/Images/Screenshot 2024-05-11 173921.png new file mode 100644 index 000000000..faa6db026 Binary files /dev/null and b/Human Detection using CCTV Footages/Images/Screenshot 2024-05-11 173921.png differ diff --git a/Human Detection using CCTV Footages/Model/detect.py b/Human Detection using CCTV Footages/Model/detect.py new file mode 100644 index 000000000..5648a91b3 --- /dev/null +++ b/Human Detection using CCTV Footages/Model/detect.py @@ -0,0 +1,195 @@ +import argparse +import time +from pathlib import Path + +import cv2 +import torch +import torch.backends.cudnn as cudnn +from numpy import random + +from models.experimental import attempt_load +from utils.datasets import LoadStreams, LoadImages +from utils.general import check_img_size, check_requirements, check_imshow, non_max_suppression, apply_classifier, \ + scale_coords, xyxy2xywh, strip_optimizer, set_logging, increment_path +from utils.plots import plot_one_box +from utils.torch_utils import select_device, load_classifier, time_synchronized, TracedModel + + +def detect(save_img=False): + source, weights, view_img, save_txt, imgsz, trace = opt.source, opt.weights, opt.view_img, opt.save_txt, opt.img_size, not opt.no_trace + save_img = not opt.nosave and not source.endswith('.txt') # save inference images + webcam = source.isnumeric() or source.endswith('.txt') or source.lower().startswith( + ('rtsp://', 'rtmp://', 'http://', 'https://')) + + # Directories + save_dir = Path(increment_path(Path(opt.project) / opt.name, exist_ok=opt.exist_ok)) # increment run + (save_dir / 'labels' if save_txt else save_dir).mkdir(parents=True, exist_ok=True) # make dir + + # Initialize + set_logging() + device = select_device(opt.device) + half = device.type != 'cpu' # half precision only supported on CUDA + + # Load model + model = attempt_load(weights, map_location=device) # load FP32 model + stride = int(model.stride.max()) # model stride + imgsz = check_img_size(imgsz, s=stride) # check img_size + + if trace: + model = TracedModel(model, device, opt.img_size) + + if half: + model.half() # to FP16 + + # Second-stage classifier + classify = False + if classify: + modelc = load_classifier(name='resnet101', n=2) # initialize + modelc.load_state_dict(torch.load('weights/resnet101.pt', map_location=device)['model']).to(device).eval() + + # Set Dataloader + vid_path, vid_writer = None, None + if webcam: + view_img = check_imshow() + cudnn.benchmark = True # set True to speed up constant image size inference + dataset = LoadStreams(source, img_size=imgsz, stride=stride) + else: + dataset = LoadImages(source, img_size=imgsz, stride=stride) + + # Get names and colors + names = model.module.names if hasattr(model, 'module') else model.names + colors = [[random.randint(0, 255) for _ in range(3)] for _ in names] + + # Run inference + if device.type != 'cpu': + model(torch.zeros(1, 3, imgsz, imgsz).to(device).type_as(next(model.parameters()))) # run once + old_img_w = old_img_h = imgsz + old_img_b = 1 + + t0 = time.time() + for path, img, im0s, vid_cap in dataset: + img = torch.from_numpy(img).to(device) + img = img.half() if half else img.float() # uint8 to fp16/32 + img /= 255.0 # 0 - 255 to 0.0 - 1.0 + if img.ndimension() == 3: + img = img.unsqueeze(0) + + # Warmup + if device.type != 'cpu' and (old_img_b != img.shape[0] or old_img_h != img.shape[2] or old_img_w != img.shape[3]): + old_img_b = img.shape[0] + old_img_h = img.shape[2] + old_img_w = img.shape[3] + for i in range(3): + model(img, augment=opt.augment)[0] + + # Inference + t1 = time_synchronized() + pred = model(img, augment=opt.augment)[0] + t2 = time_synchronized() + + # Apply NMS + pred = non_max_suppression(pred, opt.conf_thres, opt.iou_thres, classes=opt.classes, agnostic=opt.agnostic_nms) + t3 = time_synchronized() + + # Apply Classifier + if classify: + pred = apply_classifier(pred, modelc, img, im0s) + + # Process detections + for i, det in enumerate(pred): # detections per image + if webcam: # batch_size >= 1 + p, s, im0, frame = path[i], '%g: ' % i, im0s[i].copy(), dataset.count + else: + p, s, im0, frame = path, '', im0s, getattr(dataset, 'frame', 0) + + p = Path(p) # to Path + save_path = str(save_dir / p.name) # img.jpg + txt_path = str(save_dir / 'labels' / p.stem) + ('' if dataset.mode == 'image' else f'_{frame}') # img.txt + gn = torch.tensor(im0.shape)[[1, 0, 1, 0]] # normalization gain whwh + if len(det): + # Rescale boxes from img_size to im0 size + det[:, :4] = scale_coords(img.shape[2:], det[:, :4], im0.shape).round() + + # Print results + for c in det[:, -1].unique(): + n = (det[:, -1] == c).sum() # detections per class + s += f"{n} {names[int(c)]}{'s' * (n > 1)}, " # add to string + + # Write results + for *xyxy, conf, cls in reversed(det): + if save_txt: # Write to file + xywh = (xyxy2xywh(torch.tensor(xyxy).view(1, 4)) / gn).view(-1).tolist() # normalized xywh + line = (cls, *xywh, conf) if opt.save_conf else (cls, *xywh) # label format + with open(txt_path + '.txt', 'a') as f: + f.write(('%g ' * len(line)).rstrip() % line + '\n') + + if save_img or view_img: # Add bbox to image + label = f'{names[int(cls)]} {conf:.2f}' + plot_one_box(xyxy, im0, label=label, color=colors[int(cls)], line_thickness=1) + + # Print time (inference + NMS) + print(f'{s}Done. ({(1E3 * (t2 - t1)):.1f}ms) Inference, ({(1E3 * (t3 - t2)):.1f}ms) NMS') + + # Stream results + if view_img: + cv2.imshow(str(p), im0) + cv2.waitKey(1) # 1 millisecond + + # Save results (image with detections) + if save_img: + if dataset.mode == 'image': + cv2.imwrite(save_path, im0) + print(f" The image with the result is saved in: {save_path}") + else: # 'video' or 'stream' + if vid_path != save_path: # new video + vid_path = save_path + if isinstance(vid_writer, cv2.VideoWriter): + vid_writer.release() # release previous video writer + if vid_cap: # video + fps = vid_cap.get(cv2.CAP_PROP_FPS) + w = int(vid_cap.get(cv2.CAP_PROP_FRAME_WIDTH)) + h = int(vid_cap.get(cv2.CAP_PROP_FRAME_HEIGHT)) + else: # stream + fps, w, h = 30, im0.shape[1], im0.shape[0] + save_path += '.mp4' + vid_writer = cv2.VideoWriter(save_path, cv2.VideoWriter_fourcc(*'mp4v'), fps, (w, h)) + vid_writer.write(im0) + + if save_txt or save_img: + s = f"\n{len(list(save_dir.glob('labels/*.txt')))} labels saved to {save_dir / 'labels'}" if save_txt else '' + #print(f"Results saved to {save_dir}{s}") + + print(f'Done. ({time.time() - t0:.3f}s)') + + +if __name__ == '__main__': + parser = argparse.ArgumentParser() + parser.add_argument('--weights', nargs='+', type=str, default='yolov7.pt', help='model.pt path(s)') + parser.add_argument('--source', type=str, default='inference/images', help='source') # file/folder, 0 for webcam + parser.add_argument('--img-size', type=int, default=640, help='inference size (pixels)') + parser.add_argument('--conf-thres', type=float, default=0.25, help='object confidence threshold') + parser.add_argument('--iou-thres', type=float, default=0.45, help='IOU threshold for NMS') + parser.add_argument('--device', default='', help='cuda device, i.e. 0 or 0,1,2,3 or cpu') + parser.add_argument('--view-img', action='store_true', help='display results') + parser.add_argument('--save-txt', action='store_true', help='save results to *.txt') + parser.add_argument('--save-conf', action='store_true', help='save confidences in --save-txt labels') + parser.add_argument('--nosave', action='store_true', help='do not save images/videos') + parser.add_argument('--classes', nargs='+', type=int, help='filter by class: --class 0, or --class 0 2 3') + parser.add_argument('--agnostic-nms', action='store_true', help='class-agnostic NMS') + parser.add_argument('--augment', action='store_true', help='augmented inference') + parser.add_argument('--update', action='store_true', help='update all models') + parser.add_argument('--project', default='runs/detect', help='save results to project/name') + parser.add_argument('--name', default='exp', help='save results to project/name') + parser.add_argument('--exist-ok', action='store_true', help='existing project/name ok, do not increment') + parser.add_argument('--no-trace', action='store_true', help='don`t trace model') + opt = parser.parse_args() + print(opt) + #check_requirements(exclude=('pycocotools', 'thop')) + + with torch.no_grad(): + if opt.update: # update all models (to fix SourceChangeWarning) + for opt.weights in ['yolov7.pt']: + detect() + strip_optimizer(opt.weights) + else: + detect() diff --git a/Human Detection using CCTV Footages/Model/human_detection.pb b/Human Detection using CCTV Footages/Model/human_detection.pb new file mode 100644 index 000000000..0520625b2 Binary files /dev/null and b/Human Detection using CCTV Footages/Model/human_detection.pb differ diff --git a/Human Detection using CCTV Footages/Model/yolo_model.ipynb b/Human Detection using CCTV Footages/Model/yolo_model.ipynb new file mode 100644 index 000000000..19b23b212 --- /dev/null +++ b/Human Detection using CCTV Footages/Model/yolo_model.ipynb @@ -0,0 +1 @@ +{"cells":[{"cell_type":"markdown","metadata":{},"source":["# Introduction\n","\n","This Human detection model is made on deep learning model based on Yolo(You Only Look Once).\n","\n","# Dataset\n","\n","The dataset for this project is taken from the Kaggle website. Here is the link for the dataset,https://www.kaggle.com/datasets/jonathannield/cctv-human-pose-estimation-dataset.\n","\n","Here in the dataset you will find the various human images captured through CCTV cameras installed on various places.\n","But the dataset is not suitable for training for Yolo model.So,first we annotate the data according to format provided by Yolo.You can refer to https://machinelearningknowledge.ai/train-custom-yolov4-model-for-object-detection-in-google-colab/ for custom data preparation.\n","\n","\n","# Goal\n","\n","The goal of this project is to identify human being from CCTV camera.\n","\n","# Approach\n","\n","In this notebook we will implement various Yolov4 and latest released Yolov7 and compare their accuracy with the help of dataset each approach will be divided into different section.\n"]},{"cell_type":"markdown","metadata":{"id":"pkAYBhuYdolz"},"source":["# 1.Yolov4\n","\n","![image.png](https://encrypted-tbn0.gstatic.com/images?q=tbn:ANd9GcSrLn9Zzwpzvpp2FLu0n8bdwOIR26fARzsV4A&usqp=CAU)"]},{"cell_type":"markdown","metadata":{"id":"L8X8ScyqhHP0"},"source":["## **Follow these 12 steps to train an object detector using yolov4 tiny**"]},{"cell_type":"markdown","metadata":{"id":"q2xRNY0gJVLa"},"source":["## **1) Clone `darknet` git repository onto the Colab VM** "]},{"cell_type":"code","execution_count":1,"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"elapsed":2264,"status":"ok","timestamp":1659785271167,"user":{"displayName":"Kshitij Kumar","userId":"04023944310923569991"},"user_tz":-330},"id":"kShUEMv4JVLc","outputId":"0e787351-30ef-4dd6-c92e-bb07150bbe8a","vscode":{"languageId":"python"}},"outputs":[{"name":"stdout","output_type":"stream","text":["Cloning into 'darknet'...\n","remote: Enumerating objects: 15460, done.\u001b[K\n","remote: Total 15460 (delta 0), reused 0 (delta 0), pack-reused 15460\u001b[K\n","Receiving objects: 100% (15460/15460), 14.07 MiB | 20.59 MiB/s, done.\n","Resolving deltas: 100% (10387/10387), done.\n"]}],"source":["!git clone https://github.com/AlexeyAB/darknet"]},{"cell_type":"markdown","metadata":{"id":"cXtlWSf2JVLe"},"source":["### **2) Create *`yolov4-tiny`* and *`training`* folders in your drive**\n","\n"," Create a folder named ***yolov4-tiny*** in your drive. \n"," \n"," Next, create another folder named ***training*** inside the ***yolov4-tiny*** folder. This is where we will save our trained weights (This path is mentioned in the obj.data file which we will upload later) "]},{"cell_type":"markdown","metadata":{"id":"Dc5fZPrdJVLf"},"source":["### **3) Create & upload these files**\n","\n","`What we need for training custom yolo detector`\n","\n","a. `Labeled Custom Dataset` \n","\n","b. `Custom cfg file`\n","\n","c. `obj.data and obj.names files` \n","\n","d. `process.py file (to create train.txt and test.txt files for training)`"]},{"cell_type":"markdown","metadata":{"id":"d-rFNDHbPB2t"},"source":["### **3(a) Upload the Labeled custom dataset *`obj.zip`* file to the *`yolov4-tiny`* folder on your drive**\n","\n","\n","Create the zip file **obj.zip** from the **obj** folder containing both the input image \".jpg\" files and their corresponding YOLO format labeled \".txt\" files. \n","\n","Upload the zip file to the ***yolov4-tiny*** folder on your drive."]},{"cell_type":"markdown","metadata":{"id":"z8ylNPngPB2u"},"source":["### **3(b) Create your custom *`config`* file and upload it to your drive**\n","\n","Download the **yolov4-tiny-custom.cfg** file from ***darknet/cfg*** directory, make changes to it, and upload it to the ***yolov4-tiny*** folder on your drive .\n","\n","**You need to make the following changes in your custom config file:**\n","\n","\n","\n","* change line batch to batch=64\n","* change line subdivisions to subdivisions=16\n","* change line max_batches to (classes*2000 but not less than number of training images, but not less than number of training images and not less than 6000), f.e. max_batches=6000 if you train for 3 classes\n","* change line steps to 80% and 90% of max_batches, f.e. steps=4800,5400\n","* set network size width=416 height=416 or any value multiple of 32\n","* change line classes=80 to your number of objects in each of 2 [yolo]-layers\n","* change [filters=255] to filters=(classes + 5)x3 in the 2 [convolutional] before each [yolo] layer, keep in mind that it only has to be the last [convolutional] before each of the [yolo] layers.\n"," So if classes=1 then it should be filters=18. If classes=2 then write filters=21.\n","\n","\n"]},{"cell_type":"markdown","metadata":{"id":"eyO4xO43PB2v"},"source":["### **3(c) Create your *`obj.data`* and *`obj.names`* files and upload them to your drive**"]},{"cell_type":"markdown","metadata":{"id":"tzl9NXKBPB2v"},"source":["### **obj.data**"]},{"cell_type":"markdown","metadata":{"id":"0iytWxrEPB2w"},"source":["\n","\n","```\n","classes = 2\n","train = data/train.txt\n","valid = data/test.txt\n","names = data/obj.names\n","backup = /mydrive/yolov4-tiny/training\n","\n","```\n","\n"]},{"cell_type":"markdown","metadata":{"id":"RoevtQQYPB24"},"source":["### **3(d) Upload the *`process.py`* script file to the *`yolov4-tiny`* folder on your drive**\n","\n","**To divide all image files into 2 parts. 90% for train and 10% for test.**\n","\n","This *process.py* script creates the files *train.txt* & *test.txt* where the *train.txt* file has paths to 90% of the images and *test.txt* has paths to 10% of the images."]},{"cell_type":"markdown","metadata":{"id":"4sMAuHQiPB2-"},"source":["## **4) Mount drive and link your folder**"]},{"cell_type":"code","execution_count":2,"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"elapsed":22923,"status":"ok","timestamp":1659785306747,"user":{"displayName":"Kshitij Kumar","userId":"04023944310923569991"},"user_tz":-330},"id":"oALy-2wQPB2-","outputId":"cd2d99bc-4746-49af-af10-e77e63694887","vscode":{"languageId":"python"}},"outputs":[{"name":"stdout","output_type":"stream","text":["/\n","Mounted at /content/gdrive\n","obj.data obj.zip save_model.py wgttopb.py\n","obj.names process.py training yolov4-tiny-custom.cfg\n"]}],"source":["#mount drive\n","%cd ..\n","from google.colab import drive\n","drive.mount('/content/gdrive')\n","\n","# this creates a symbolic link so that now the path /content/gdrive/My\\ Drive/ is equal to /mydrive\n","!ln -s /content/gdrive/My\\ Drive/ /mydrive\n","\n","# list contents in yolov4-tiny folder in your drive\n","!ls /mydrive/yolov4-tiny"]},{"cell_type":"markdown","metadata":{"id":"fJoL2xPqJ_5I"},"source":["## **5) Make changes in the `makefile` to enable OPENCV and GPU**"]},{"cell_type":"code","execution_count":3,"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"elapsed":787,"status":"ok","timestamp":1659785307517,"user":{"displayName":"Kshitij Kumar","userId":"04023944310923569991"},"user_tz":-330},"id":"n_puvebJJ_5J","outputId":"360a2be8-a602-419f-a4d9-44bbbed9f592","vscode":{"languageId":"python"}},"outputs":[{"name":"stdout","output_type":"stream","text":["/content/darknet\n"]}],"source":["# change makefile to have GPU and OPENCV enabled\n","# also set CUDNN, CUDNN_HALF and LIBSO to 1\n","\n","%cd /content/darknet/\n","!sed -i 's/OPENCV=0/OPENCV=1/' Makefile\n","!sed -i 's/GPU=0/GPU=1/' Makefile\n","!sed -i 's/CUDNN=0/CUDNN=1/' Makefile\n","!sed -i 's/CUDNN_HALF=0/CUDNN_HALF=1/' Makefile\n","!sed -i 's/LIBSO=0/LIBSO=1/' Makefile"]},{"cell_type":"markdown","metadata":{"id":"GE_sGR2bJ_5J"},"source":["## **6) Run `make` command to build darknet**"]},{"cell_type":"code","execution_count":4,"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"elapsed":104134,"status":"ok","timestamp":1659785411639,"user":{"displayName":"Kshitij Kumar","userId":"04023944310923569991"},"user_tz":-330},"id":"lWQWmvq_J_5J","outputId":"cf1cacdd-aca1-45e6-9777-3dbea00285e7","vscode":{"languageId":"python"}},"outputs":[{"name":"stdout","output_type":"stream","text":["mkdir -p ./obj/\n","mkdir -p backup\n","chmod +x *.sh\n","g++ -std=c++11 -std=c++11 -Iinclude/ -I3rdparty/stb/include -DOPENCV `pkg-config --cflags opencv4 2> /dev/null || pkg-config --cflags opencv` -DGPU -I/usr/local/cuda/include/ -DCUDNN -DCUDNN_HALF -Wall -Wfatal-errors -Wno-unused-result -Wno-unknown-pragmas -fPIC -Ofast -DOPENCV -DGPU -DCUDNN -I/usr/local/cudnn/include -DCUDNN_HALF -fPIC -c ./src/image_opencv.cpp -o obj/image_opencv.o\n","\u001b[01m\u001b[K./src/image_opencv.cpp:\u001b[m\u001b[K In function ‘\u001b[01m\u001b[Kvoid draw_detections_cv_v3(void**, detection*, int, float, char**, image**, int, int)\u001b[m\u001b[K’:\n","\u001b[01m\u001b[K./src/image_opencv.cpp:946:23:\u001b[m\u001b[K \u001b[01;35m\u001b[Kwarning: \u001b[m\u001b[Kvariable ‘\u001b[01m\u001b[Krgb\u001b[m\u001b[K’ set but not used [\u001b[01;35m\u001b[K-Wunused-but-set-variable\u001b[m\u001b[K]\n"," float \u001b[01;35m\u001b[Krgb\u001b[m\u001b[K[3];\n"," \u001b[01;35m\u001b[K^~~\u001b[m\u001b[K\n","\u001b[01m\u001b[K./src/image_opencv.cpp:\u001b[m\u001b[K In function ‘\u001b[01m\u001b[Kvoid draw_train_loss(char*, void**, int, float, float, int, int, float, int, char*, float, int, int, double)\u001b[m\u001b[K’:\n","\u001b[01m\u001b[K./src/image_opencv.cpp:1147:13:\u001b[m\u001b[K \u001b[01;35m\u001b[Kwarning: \u001b[m\u001b[Kthis ‘\u001b[01m\u001b[Kif\u001b[m\u001b[K’ clause does not guard... [\u001b[01;35m\u001b[K-Wmisleading-indentation\u001b[m\u001b[K]\n"," \u001b[01;35m\u001b[Kif\u001b[m\u001b[K (iteration_old == 0)\n"," \u001b[01;35m\u001b[K^~\u001b[m\u001b[K\n","\u001b[01m\u001b[K./src/image_opencv.cpp:1150:10:\u001b[m\u001b[K \u001b[01;36m\u001b[Knote: \u001b[m\u001b[K...this statement, but the latter is misleadingly indented as if it were guarded by the ‘\u001b[01m\u001b[Kif\u001b[m\u001b[K’\n"," \u001b[01;36m\u001b[Kif\u001b[m\u001b[K (iteration_old != 0){\n"," \u001b[01;36m\u001b[K^~\u001b[m\u001b[K\n","\u001b[01m\u001b[K./src/image_opencv.cpp:\u001b[m\u001b[K In function ‘\u001b[01m\u001b[Kvoid cv_draw_object(image, float*, int, int, int*, float*, int*, int, char**)\u001b[m\u001b[K’:\n","\u001b[01m\u001b[K./src/image_opencv.cpp:1444:14:\u001b[m\u001b[K \u001b[01;35m\u001b[Kwarning: \u001b[m\u001b[Kunused variable ‘\u001b[01m\u001b[Kbuff\u001b[m\u001b[K’ [\u001b[01;35m\u001b[K-Wunused-variable\u001b[m\u001b[K]\n"," char \u001b[01;35m\u001b[Kbuff\u001b[m\u001b[K[100];\n"," \u001b[01;35m\u001b[K^~~~\u001b[m\u001b[K\n","\u001b[01m\u001b[K./src/image_opencv.cpp:1420:9:\u001b[m\u001b[K \u001b[01;35m\u001b[Kwarning: \u001b[m\u001b[Kunused variable ‘\u001b[01m\u001b[Kit_tb_res\u001b[m\u001b[K’ [\u001b[01;35m\u001b[K-Wunused-variable\u001b[m\u001b[K]\n"," int \u001b[01;35m\u001b[Kit_tb_res\u001b[m\u001b[K = cv::createTrackbar(it_trackbar_name, window_name, &it_trackbar_value, 1000);\n"," \u001b[01;35m\u001b[K^~~~~~~~~\u001b[m\u001b[K\n","\u001b[01m\u001b[K./src/image_opencv.cpp:1424:9:\u001b[m\u001b[K \u001b[01;35m\u001b[Kwarning: \u001b[m\u001b[Kunused variable ‘\u001b[01m\u001b[Klr_tb_res\u001b[m\u001b[K’ [\u001b[01;35m\u001b[K-Wunused-variable\u001b[m\u001b[K]\n"," int \u001b[01;35m\u001b[Klr_tb_res\u001b[m\u001b[K = cv::createTrackbar(lr_trackbar_name, window_name, &lr_trackbar_value, 20);\n"," \u001b[01;35m\u001b[K^~~~~~~~~\u001b[m\u001b[K\n","\u001b[01m\u001b[K./src/image_opencv.cpp:1428:9:\u001b[m\u001b[K \u001b[01;35m\u001b[Kwarning: \u001b[m\u001b[Kunused variable ‘\u001b[01m\u001b[Kcl_tb_res\u001b[m\u001b[K’ [\u001b[01;35m\u001b[K-Wunused-variable\u001b[m\u001b[K]\n"," int \u001b[01;35m\u001b[Kcl_tb_res\u001b[m\u001b[K = cv::createTrackbar(cl_trackbar_name, window_name, &cl_trackbar_value, classes-1);\n"," \u001b[01;35m\u001b[K^~~~~~~~~\u001b[m\u001b[K\n","\u001b[01m\u001b[K./src/image_opencv.cpp:1431:9:\u001b[m\u001b[K \u001b[01;35m\u001b[Kwarning: \u001b[m\u001b[Kunused variable ‘\u001b[01m\u001b[Kbo_tb_res\u001b[m\u001b[K’ [\u001b[01;35m\u001b[K-Wunused-variable\u001b[m\u001b[K]\n"," int \u001b[01;35m\u001b[Kbo_tb_res\u001b[m\u001b[K = cv::createTrackbar(bo_trackbar_name, window_name, boxonly, 1);\n"," \u001b[01;35m\u001b[K^~~~~~~~~\u001b[m\u001b[K\n","g++ -std=c++11 -std=c++11 -Iinclude/ -I3rdparty/stb/include -DOPENCV `pkg-config --cflags opencv4 2> /dev/null || pkg-config --cflags opencv` -DGPU -I/usr/local/cuda/include/ -DCUDNN -DCUDNN_HALF -Wall -Wfatal-errors -Wno-unused-result -Wno-unknown-pragmas -fPIC -Ofast -DOPENCV -DGPU -DCUDNN -I/usr/local/cudnn/include -DCUDNN_HALF -fPIC -c ./src/http_stream.cpp -o obj/http_stream.o\n","\u001b[01m\u001b[K./src/http_stream.cpp:\u001b[m\u001b[K In member function ‘\u001b[01m\u001b[Kbool JSON_sender::write(const char*)\u001b[m\u001b[K’:\n","\u001b[01m\u001b[K./src/http_stream.cpp:253:21:\u001b[m\u001b[K \u001b[01;35m\u001b[Kwarning: \u001b[m\u001b[Kunused variable ‘\u001b[01m\u001b[Kn\u001b[m\u001b[K’ [\u001b[01;35m\u001b[K-Wunused-variable\u001b[m\u001b[K]\n"," int \u001b[01;35m\u001b[Kn\u001b[m\u001b[K = _write(client, outputbuf, outlen);\n"," \u001b[01;35m\u001b[K^\u001b[m\u001b[K\n","\u001b[01m\u001b[K./src/http_stream.cpp:\u001b[m\u001b[K In member function ‘\u001b[01m\u001b[Kbool MJPG_sender::write(const cv::Mat&)\u001b[m\u001b[K’:\n","\u001b[01m\u001b[K./src/http_stream.cpp:511:113:\u001b[m\u001b[K \u001b[01;35m\u001b[Kwarning: \u001b[m\u001b[Kformat ‘\u001b[01m\u001b[K%zu\u001b[m\u001b[K’ expects argument of type ‘\u001b[01m\u001b[Ksize_t\u001b[m\u001b[K’, but argument 3 has type ‘\u001b[01m\u001b[Kint\u001b[m\u001b[K’ [\u001b[01;35m\u001b[K-Wformat=\u001b[m\u001b[K]\n"," sprintf(head, \"--mjpegstream\\r\\nContent-Type: image/jpeg\\r\\nContent-Length: %zu\\r\\n\\r\\n\", outlen\u001b[01;35m\u001b[K)\u001b[m\u001b[K;\n"," \u001b[01;35m\u001b[K^\u001b[m\u001b[K\n","\u001b[01m\u001b[K./src/http_stream.cpp:\u001b[m\u001b[K In function ‘\u001b[01m\u001b[Kvoid set_track_id(detection*, int, float, float, float, int, int, int)\u001b[m\u001b[K’:\n","\u001b[01m\u001b[K./src/http_stream.cpp:867:27:\u001b[m\u001b[K \u001b[01;35m\u001b[Kwarning: \u001b[m\u001b[Kcomparison between signed and unsigned integer expressions [\u001b[01;35m\u001b[K-Wsign-compare\u001b[m\u001b[K]\n"," for (int i = 0; \u001b[01;35m\u001b[Ki < v.size()\u001b[m\u001b[K; ++i) {\n"," \u001b[01;35m\u001b[K~~^~~~~~~~~~\u001b[m\u001b[K\n","\u001b[01m\u001b[K./src/http_stream.cpp:875:33:\u001b[m\u001b[K \u001b[01;35m\u001b[Kwarning: \u001b[m\u001b[Kcomparison between signed and unsigned integer expressions [\u001b[01;35m\u001b[K-Wsign-compare\u001b[m\u001b[K]\n"," for (int old_id = 0; \u001b[01;35m\u001b[Kold_id < old_dets.size()\u001b[m\u001b[K; ++old_id) {\n"," \u001b[01;35m\u001b[K~~~~~~~^~~~~~~~~~~~~~~~~\u001b[m\u001b[K\n","\u001b[01m\u001b[K./src/http_stream.cpp:894:31:\u001b[m\u001b[K \u001b[01;35m\u001b[Kwarning: \u001b[m\u001b[Kcomparison between signed and unsigned integer expressions [\u001b[01;35m\u001b[K-Wsign-compare\u001b[m\u001b[K]\n"," for (int index = 0; \u001b[01;35m\u001b[Kindex < new_dets_num*old_dets.size()\u001b[m\u001b[K; ++index) {\n"," \u001b[01;35m\u001b[K~~~~~~^~~~~~~~~~~~~~~~~~~~~~~~~~~~~~\u001b[m\u001b[K\n","\u001b[01m\u001b[K./src/http_stream.cpp:930:28:\u001b[m\u001b[K \u001b[01;35m\u001b[Kwarning: \u001b[m\u001b[Kcomparison between signed and unsigned integer expressions [\u001b[01;35m\u001b[K-Wsign-compare\u001b[m\u001b[K]\n"," if (\u001b[01;35m\u001b[Kold_dets_dq.size() > deque_size\u001b[m\u001b[K) old_dets_dq.pop_front();\n"," \u001b[01;35m\u001b[K~~~~~~~~~~~~~~~~~~~^~~~~~~~~~~~\u001b[m\u001b[K\n","gcc -Iinclude/ -I3rdparty/stb/include -DOPENCV `pkg-config --cflags opencv4 2> /dev/null || pkg-config --cflags opencv` -DGPU -I/usr/local/cuda/include/ -DCUDNN -DCUDNN_HALF -Wall -Wfatal-errors -Wno-unused-result -Wno-unknown-pragmas -fPIC -Ofast -DOPENCV -DGPU -DCUDNN -I/usr/local/cudnn/include -DCUDNN_HALF -fPIC -c ./src/gemm.c -o obj/gemm.o\n","\u001b[01m\u001b[K./src/gemm.c:\u001b[m\u001b[K In function ‘\u001b[01m\u001b[Kconvolution_2d\u001b[m\u001b[K’:\n","\u001b[01m\u001b[K./src/gemm.c:2044:15:\u001b[m\u001b[K \u001b[01;35m\u001b[Kwarning: \u001b[m\u001b[Kunused variable ‘\u001b[01m\u001b[Kout_w\u001b[m\u001b[K’ [\u001b[01;35m\u001b[K-Wunused-variable\u001b[m\u001b[K]\n"," const int \u001b[01;35m\u001b[Kout_w\u001b[m\u001b[K = (w + 2 * pad - ksize) / stride + 1; // output_width=input_width for stride=1 and pad=1\n"," \u001b[01;35m\u001b[K^~~~~\u001b[m\u001b[K\n","\u001b[01m\u001b[K./src/gemm.c:2043:15:\u001b[m\u001b[K \u001b[01;35m\u001b[Kwarning: \u001b[m\u001b[Kunused variable ‘\u001b[01m\u001b[Kout_h\u001b[m\u001b[K’ [\u001b[01;35m\u001b[K-Wunused-variable\u001b[m\u001b[K]\n"," const int \u001b[01;35m\u001b[Kout_h\u001b[m\u001b[K = (h + 2 * pad - ksize) / stride + 1; // output_height=input_height for stride=1 and pad=1\n"," \u001b[01;35m\u001b[K^~~~~\u001b[m\u001b[K\n","gcc -Iinclude/ -I3rdparty/stb/include -DOPENCV `pkg-config --cflags opencv4 2> /dev/null || pkg-config --cflags opencv` -DGPU -I/usr/local/cuda/include/ -DCUDNN -DCUDNN_HALF -Wall -Wfatal-errors -Wno-unused-result -Wno-unknown-pragmas -fPIC -Ofast -DOPENCV -DGPU -DCUDNN -I/usr/local/cudnn/include -DCUDNN_HALF -fPIC -c ./src/utils.c -o obj/utils.o\n","\u001b[01m\u001b[K./src/utils.c:\u001b[m\u001b[K In function ‘\u001b[01m\u001b[Kcustom_hash\u001b[m\u001b[K’:\n","\u001b[01m\u001b[K./src/utils.c:1061:12:\u001b[m\u001b[K \u001b[01;35m\u001b[Kwarning: \u001b[m\u001b[Ksuggest parentheses around assignment used as truth value [\u001b[01;35m\u001b[K-Wparentheses\u001b[m\u001b[K]\n"," while (\u001b[01;35m\u001b[Kc\u001b[m\u001b[K = *str++)\n"," \u001b[01;35m\u001b[K^\u001b[m\u001b[K\n","gcc -Iinclude/ -I3rdparty/stb/include -DOPENCV `pkg-config --cflags opencv4 2> /dev/null || pkg-config --cflags opencv` -DGPU -I/usr/local/cuda/include/ -DCUDNN -DCUDNN_HALF -Wall -Wfatal-errors -Wno-unused-result -Wno-unknown-pragmas -fPIC -Ofast -DOPENCV -DGPU -DCUDNN -I/usr/local/cudnn/include -DCUDNN_HALF -fPIC -c ./src/dark_cuda.c -o obj/dark_cuda.o\n","\u001b[01m\u001b[K./src/dark_cuda.c:\u001b[m\u001b[K In function ‘\u001b[01m\u001b[Kcudnn_check_error_extended\u001b[m\u001b[K’:\n","\u001b[01m\u001b[K./src/dark_cuda.c:230:20:\u001b[m\u001b[K \u001b[01;35m\u001b[Kwarning: \u001b[m\u001b[Kcomparison between ‘\u001b[01m\u001b[KcudaError_t {aka enum cudaError}\u001b[m\u001b[K’ and ‘\u001b[01m\u001b[Kenum \u001b[m\u001b[K’ [\u001b[01;35m\u001b[K-Wenum-compare\u001b[m\u001b[K]\n"," if (status \u001b[01;35m\u001b[K!=\u001b[m\u001b[K CUDNN_STATUS_SUCCESS)\n"," \u001b[01;35m\u001b[K^~\u001b[m\u001b[K\n","\u001b[01m\u001b[K./src/dark_cuda.c:\u001b[m\u001b[K In function ‘\u001b[01m\u001b[Kcublas_check_error_extended\u001b[m\u001b[K’:\n","\u001b[01m\u001b[K./src/dark_cuda.c:264:18:\u001b[m\u001b[K \u001b[01;35m\u001b[Kwarning: \u001b[m\u001b[Kcomparison between ‘\u001b[01m\u001b[KcudaError_t {aka enum cudaError}\u001b[m\u001b[K’ and ‘\u001b[01m\u001b[Kenum cudaError_enum\u001b[m\u001b[K’ [\u001b[01;35m\u001b[K-Wenum-compare\u001b[m\u001b[K]\n"," if (status \u001b[01;35m\u001b[K!=\u001b[m\u001b[K CUDA_SUCCESS)\n"," \u001b[01;35m\u001b[K^~\u001b[m\u001b[K\n","\u001b[01m\u001b[K./src/dark_cuda.c:\u001b[m\u001b[K In function ‘\u001b[01m\u001b[Kpre_allocate_pinned_memory\u001b[m\u001b[K’:\n","\u001b[01m\u001b[K./src/dark_cuda.c:395:40:\u001b[m\u001b[K \u001b[01;35m\u001b[Kwarning: \u001b[m\u001b[Kformat ‘\u001b[01m\u001b[K%u\u001b[m\u001b[K’ expects argument of type ‘\u001b[01m\u001b[Kunsigned int\u001b[m\u001b[K’, but argument 2 has type ‘\u001b[01m\u001b[Klong unsigned int\u001b[m\u001b[K’ [\u001b[01;35m\u001b[K-Wformat=\u001b[m\u001b[K]\n"," printf(\"pre_allocate: size = \u001b[01;35m\u001b[K%Iu\u001b[m\u001b[K MB, num_of_blocks = %Iu, block_size = %Iu MB \\n\",\n"," \u001b[01;35m\u001b[K~~^\u001b[m\u001b[K\n"," \u001b[32m\u001b[K%Ilu\u001b[m\u001b[K\n"," \u001b[32m\u001b[Ksize / (1024*1024)\u001b[m\u001b[K, num_of_blocks, pinned_block_size / (1024 * 1024));\n"," \u001b[32m\u001b[K~~~~~~~~~~~~~~~~~~\u001b[m\u001b[K \n","\u001b[01m\u001b[K./src/dark_cuda.c:395:64:\u001b[m\u001b[K \u001b[01;35m\u001b[Kwarning: \u001b[m\u001b[Kformat ‘\u001b[01m\u001b[K%u\u001b[m\u001b[K’ expects argument of type ‘\u001b[01m\u001b[Kunsigned int\u001b[m\u001b[K’, but argument 3 has type ‘\u001b[01m\u001b[Ksize_t {aka const long unsigned int}\u001b[m\u001b[K’ [\u001b[01;35m\u001b[K-Wformat=\u001b[m\u001b[K]\n"," printf(\"pre_allocate: size = %Iu MB, num_of_blocks = \u001b[01;35m\u001b[K%Iu\u001b[m\u001b[K, block_size = %Iu MB \\n\",\n"," \u001b[01;35m\u001b[K~~^\u001b[m\u001b[K\n"," \u001b[32m\u001b[K%Ilu\u001b[m\u001b[K\n","\u001b[01m\u001b[K./src/dark_cuda.c:395:82:\u001b[m\u001b[K \u001b[01;35m\u001b[Kwarning: \u001b[m\u001b[Kformat ‘\u001b[01m\u001b[K%u\u001b[m\u001b[K’ expects argument of type ‘\u001b[01m\u001b[Kunsigned int\u001b[m\u001b[K’, but argument 4 has type ‘\u001b[01m\u001b[Klong unsigned int\u001b[m\u001b[K’ [\u001b[01;35m\u001b[K-Wformat=\u001b[m\u001b[K]\n"," printf(\"pre_allocate: size = %Iu MB, num_of_blocks = %Iu, block_size = \u001b[01;35m\u001b[K%Iu\u001b[m\u001b[K MB \\n\",\n"," \u001b[01;35m\u001b[K~~^\u001b[m\u001b[K\n"," \u001b[32m\u001b[K%Ilu\u001b[m\u001b[K\n","\u001b[01m\u001b[K./src/dark_cuda.c:405:37:\u001b[m\u001b[K \u001b[01;35m\u001b[Kwarning: \u001b[m\u001b[Kformat ‘\u001b[01m\u001b[K%d\u001b[m\u001b[K’ expects argument of type ‘\u001b[01m\u001b[Kint\u001b[m\u001b[K’, but argument 2 has type ‘\u001b[01m\u001b[Ksize_t {aka const long unsigned int}\u001b[m\u001b[K’ [\u001b[01;35m\u001b[K-Wformat=\u001b[m\u001b[K]\n"," printf(\" Allocated \u001b[01;35m\u001b[K%d\u001b[m\u001b[K pinned block \\n\", pinned_block_size);\n"," \u001b[01;35m\u001b[K~^\u001b[m\u001b[K\n"," \u001b[32m\u001b[K%ld\u001b[m\u001b[K\n","\u001b[01m\u001b[K./src/dark_cuda.c:\u001b[m\u001b[K In function ‘\u001b[01m\u001b[Kcuda_make_array_pinned_preallocated\u001b[m\u001b[K’:\n","\u001b[01m\u001b[K./src/dark_cuda.c:426:43:\u001b[m\u001b[K \u001b[01;35m\u001b[Kwarning: \u001b[m\u001b[Kformat ‘\u001b[01m\u001b[K%d\u001b[m\u001b[K’ expects argument of type ‘\u001b[01m\u001b[Kint\u001b[m\u001b[K’, but argument 2 has type ‘\u001b[01m\u001b[Ksize_t {aka long unsigned int}\u001b[m\u001b[K’ [\u001b[01;35m\u001b[K-Wformat=\u001b[m\u001b[K]\n"," printf(\"\\n Pinned block_id = \u001b[01;35m\u001b[K%d\u001b[m\u001b[K, filled = %f %% \\n\", pinned_block_id, filled);\n"," \u001b[01;35m\u001b[K~^\u001b[m\u001b[K\n"," \u001b[32m\u001b[K%ld\u001b[m\u001b[K\n","\u001b[01m\u001b[K./src/dark_cuda.c:441:64:\u001b[m\u001b[K \u001b[01;35m\u001b[Kwarning: \u001b[m\u001b[Kformat ‘\u001b[01m\u001b[K%d\u001b[m\u001b[K’ expects argument of type ‘\u001b[01m\u001b[Kint\u001b[m\u001b[K’, but argument 2 has type ‘\u001b[01m\u001b[Klong unsigned int\u001b[m\u001b[K’ [\u001b[01;35m\u001b[K-Wformat=\u001b[m\u001b[K]\n"," printf(\"Try to allocate new pinned memory, size = \u001b[01;35m\u001b[K%d\u001b[m\u001b[K MB \\n\", \u001b[32m\u001b[Ksize / (1024 * 1024)\u001b[m\u001b[K);\n"," \u001b[01;35m\u001b[K~^\u001b[m\u001b[K \u001b[32m\u001b[K~~~~~~~~~~~~~~~~~~~~\u001b[m\u001b[K\n"," \u001b[32m\u001b[K%ld\u001b[m\u001b[K\n","\u001b[01m\u001b[K./src/dark_cuda.c:447:63:\u001b[m\u001b[K \u001b[01;35m\u001b[Kwarning: \u001b[m\u001b[Kformat ‘\u001b[01m\u001b[K%d\u001b[m\u001b[K’ expects argument of type ‘\u001b[01m\u001b[Kint\u001b[m\u001b[K’, but argument 2 has type ‘\u001b[01m\u001b[Klong unsigned int\u001b[m\u001b[K’ [\u001b[01;35m\u001b[K-Wformat=\u001b[m\u001b[K]\n"," printf(\"Try to allocate new pinned BLOCK, size = \u001b[01;35m\u001b[K%d\u001b[m\u001b[K MB \\n\", \u001b[32m\u001b[Ksize / (1024 * 1024)\u001b[m\u001b[K);\n"," \u001b[01;35m\u001b[K~^\u001b[m\u001b[K \u001b[32m\u001b[K~~~~~~~~~~~~~~~~~~~~\u001b[m\u001b[K\n"," \u001b[32m\u001b[K%ld\u001b[m\u001b[K\n","At top level:\n","\u001b[01m\u001b[K./src/dark_cuda.c:287:23:\u001b[m\u001b[K \u001b[01;35m\u001b[Kwarning: \u001b[m\u001b[K‘\u001b[01m\u001b[KswitchBlasHandle\u001b[m\u001b[K’ defined but not used [\u001b[01;35m\u001b[K-Wunused-variable\u001b[m\u001b[K]\n"," static cublasHandle_t \u001b[01;35m\u001b[KswitchBlasHandle\u001b[m\u001b[K[16];\n"," \u001b[01;35m\u001b[K^~~~~~~~~~~~~~~~\u001b[m\u001b[K\n","\u001b[01m\u001b[K./src/dark_cuda.c:286:12:\u001b[m\u001b[K \u001b[01;35m\u001b[Kwarning: \u001b[m\u001b[K‘\u001b[01m\u001b[KswitchBlasInit\u001b[m\u001b[K’ defined but not used [\u001b[01;35m\u001b[K-Wunused-variable\u001b[m\u001b[K]\n"," static int \u001b[01;35m\u001b[KswitchBlasInit\u001b[m\u001b[K[16] = { 0 };\n"," \u001b[01;35m\u001b[K^~~~~~~~~~~~~~\u001b[m\u001b[K\n","gcc -Iinclude/ -I3rdparty/stb/include -DOPENCV `pkg-config --cflags opencv4 2> /dev/null || pkg-config --cflags opencv` -DGPU -I/usr/local/cuda/include/ -DCUDNN -DCUDNN_HALF -Wall -Wfatal-errors -Wno-unused-result -Wno-unknown-pragmas -fPIC -Ofast -DOPENCV -DGPU -DCUDNN -I/usr/local/cudnn/include -DCUDNN_HALF -fPIC -c ./src/convolutional_layer.c -o obj/convolutional_layer.o\n","\u001b[01m\u001b[K./src/convolutional_layer.c:\u001b[m\u001b[K In function ‘\u001b[01m\u001b[Kforward_convolutional_layer\u001b[m\u001b[K’:\n","\u001b[01m\u001b[K./src/convolutional_layer.c:1342:32:\u001b[m\u001b[K \u001b[01;35m\u001b[Kwarning: \u001b[m\u001b[Kunused variable ‘\u001b[01m\u001b[Kt_intput_size\u001b[m\u001b[K’ [\u001b[01;35m\u001b[K-Wunused-variable\u001b[m\u001b[K]\n"," size_t \u001b[01;35m\u001b[Kt_intput_size\u001b[m\u001b[K = binary_transpose_align_input(k, n, state.workspace, &l.t_bit_input, ldb_align, l.bit_align);\n"," \u001b[01;35m\u001b[K^~~~~~~~~~~~~\u001b[m\u001b[K\n","gcc -Iinclude/ -I3rdparty/stb/include -DOPENCV `pkg-config --cflags opencv4 2> /dev/null || pkg-config --cflags opencv` -DGPU -I/usr/local/cuda/include/ -DCUDNN -DCUDNN_HALF -Wall -Wfatal-errors -Wno-unused-result -Wno-unknown-pragmas -fPIC -Ofast -DOPENCV -DGPU -DCUDNN -I/usr/local/cudnn/include -DCUDNN_HALF -fPIC -c ./src/list.c -o obj/list.o\n","gcc -Iinclude/ -I3rdparty/stb/include -DOPENCV `pkg-config --cflags opencv4 2> /dev/null || pkg-config --cflags opencv` -DGPU -I/usr/local/cuda/include/ -DCUDNN -DCUDNN_HALF -Wall -Wfatal-errors -Wno-unused-result -Wno-unknown-pragmas -fPIC -Ofast -DOPENCV -DGPU -DCUDNN -I/usr/local/cudnn/include -DCUDNN_HALF -fPIC -c ./src/image.c -o obj/image.o\n","gcc -Iinclude/ -I3rdparty/stb/include -DOPENCV `pkg-config --cflags opencv4 2> /dev/null || pkg-config --cflags opencv` -DGPU -I/usr/local/cuda/include/ -DCUDNN -DCUDNN_HALF -Wall -Wfatal-errors -Wno-unused-result -Wno-unknown-pragmas -fPIC -Ofast -DOPENCV -DGPU -DCUDNN -I/usr/local/cudnn/include -DCUDNN_HALF -fPIC -c ./src/activations.c -o obj/activations.o\n","\u001b[01m\u001b[K./src/activations.c:\u001b[m\u001b[K In function ‘\u001b[01m\u001b[Kactivate\u001b[m\u001b[K’:\n","\u001b[01m\u001b[K./src/activations.c:79:5:\u001b[m\u001b[K \u001b[01;35m\u001b[Kwarning: \u001b[m\u001b[Kenumeration value ‘\u001b[01m\u001b[KRELU6\u001b[m\u001b[K’ not handled in switch [\u001b[01;35m\u001b[K-Wswitch\u001b[m\u001b[K]\n"," \u001b[01;35m\u001b[Kswitch\u001b[m\u001b[K(a){\n"," \u001b[01;35m\u001b[K^~~~~~\u001b[m\u001b[K\n","\u001b[01m\u001b[K./src/activations.c:79:5:\u001b[m\u001b[K \u001b[01;35m\u001b[Kwarning: \u001b[m\u001b[Kenumeration value ‘\u001b[01m\u001b[KSWISH\u001b[m\u001b[K’ not handled in switch [\u001b[01;35m\u001b[K-Wswitch\u001b[m\u001b[K]\n","\u001b[01m\u001b[K./src/activations.c:79:5:\u001b[m\u001b[K \u001b[01;35m\u001b[Kwarning: \u001b[m\u001b[Kenumeration value ‘\u001b[01m\u001b[KMISH\u001b[m\u001b[K’ not handled in switch [\u001b[01;35m\u001b[K-Wswitch\u001b[m\u001b[K]\n","\u001b[01m\u001b[K./src/activations.c:79:5:\u001b[m\u001b[K \u001b[01;35m\u001b[Kwarning: \u001b[m\u001b[Kenumeration value ‘\u001b[01m\u001b[KHARD_MISH\u001b[m\u001b[K’ not handled in switch [\u001b[01;35m\u001b[K-Wswitch\u001b[m\u001b[K]\n","\u001b[01m\u001b[K./src/activations.c:79:5:\u001b[m\u001b[K \u001b[01;35m\u001b[Kwarning: \u001b[m\u001b[Kenumeration value ‘\u001b[01m\u001b[KNORM_CHAN\u001b[m\u001b[K’ not handled in switch [\u001b[01;35m\u001b[K-Wswitch\u001b[m\u001b[K]\n","\u001b[01m\u001b[K./src/activations.c:79:5:\u001b[m\u001b[K \u001b[01;35m\u001b[Kwarning: \u001b[m\u001b[Kenumeration value ‘\u001b[01m\u001b[KNORM_CHAN_SOFTMAX\u001b[m\u001b[K’ not handled in switch [\u001b[01;35m\u001b[K-Wswitch\u001b[m\u001b[K]\n","\u001b[01m\u001b[K./src/activations.c:79:5:\u001b[m\u001b[K \u001b[01;35m\u001b[Kwarning: \u001b[m\u001b[Kenumeration value ‘\u001b[01m\u001b[KNORM_CHAN_SOFTMAX_MAXVAL\u001b[m\u001b[K’ not handled in switch [\u001b[01;35m\u001b[K-Wswitch\u001b[m\u001b[K]\n","\u001b[01m\u001b[K./src/activations.c:\u001b[m\u001b[K In function ‘\u001b[01m\u001b[Kgradient\u001b[m\u001b[K’:\n","\u001b[01m\u001b[K./src/activations.c:310:5:\u001b[m\u001b[K \u001b[01;35m\u001b[Kwarning: \u001b[m\u001b[Kenumeration value ‘\u001b[01m\u001b[KSWISH\u001b[m\u001b[K’ not handled in switch [\u001b[01;35m\u001b[K-Wswitch\u001b[m\u001b[K]\n"," \u001b[01;35m\u001b[Kswitch\u001b[m\u001b[K(a){\n"," \u001b[01;35m\u001b[K^~~~~~\u001b[m\u001b[K\n","\u001b[01m\u001b[K./src/activations.c:310:5:\u001b[m\u001b[K \u001b[01;35m\u001b[Kwarning: \u001b[m\u001b[Kenumeration value ‘\u001b[01m\u001b[KMISH\u001b[m\u001b[K’ not handled in switch [\u001b[01;35m\u001b[K-Wswitch\u001b[m\u001b[K]\n","\u001b[01m\u001b[K./src/activations.c:310:5:\u001b[m\u001b[K \u001b[01;35m\u001b[Kwarning: \u001b[m\u001b[Kenumeration value ‘\u001b[01m\u001b[KHARD_MISH\u001b[m\u001b[K’ not handled in switch [\u001b[01;35m\u001b[K-Wswitch\u001b[m\u001b[K]\n","gcc -Iinclude/ -I3rdparty/stb/include -DOPENCV `pkg-config --cflags opencv4 2> /dev/null || pkg-config --cflags opencv` -DGPU -I/usr/local/cuda/include/ -DCUDNN -DCUDNN_HALF -Wall -Wfatal-errors -Wno-unused-result -Wno-unknown-pragmas -fPIC -Ofast -DOPENCV -DGPU -DCUDNN -I/usr/local/cudnn/include -DCUDNN_HALF -fPIC -c ./src/im2col.c -o obj/im2col.o\n","gcc -Iinclude/ -I3rdparty/stb/include -DOPENCV `pkg-config --cflags opencv4 2> /dev/null || pkg-config --cflags opencv` -DGPU -I/usr/local/cuda/include/ -DCUDNN -DCUDNN_HALF -Wall -Wfatal-errors -Wno-unused-result -Wno-unknown-pragmas -fPIC -Ofast -DOPENCV -DGPU -DCUDNN -I/usr/local/cudnn/include -DCUDNN_HALF -fPIC -c ./src/col2im.c -o obj/col2im.o\n","gcc -Iinclude/ -I3rdparty/stb/include -DOPENCV `pkg-config --cflags opencv4 2> /dev/null || pkg-config --cflags opencv` -DGPU -I/usr/local/cuda/include/ -DCUDNN -DCUDNN_HALF -Wall -Wfatal-errors -Wno-unused-result -Wno-unknown-pragmas -fPIC -Ofast -DOPENCV -DGPU -DCUDNN -I/usr/local/cudnn/include -DCUDNN_HALF -fPIC -c ./src/blas.c -o obj/blas.o\n","\u001b[01m\u001b[K./src/blas.c:\u001b[m\u001b[K In function ‘\u001b[01m\u001b[Kbackward_shortcut_multilayer_cpu\u001b[m\u001b[K’:\n","\u001b[01m\u001b[K./src/blas.c:207:21:\u001b[m\u001b[K \u001b[01;35m\u001b[Kwarning: \u001b[m\u001b[Kunused variable ‘\u001b[01m\u001b[Kout_index\u001b[m\u001b[K’ [\u001b[01;35m\u001b[K-Wunused-variable\u001b[m\u001b[K]\n"," int \u001b[01;35m\u001b[Kout_index\u001b[m\u001b[K = id;\n"," \u001b[01;35m\u001b[K^~~~~~~~~\u001b[m\u001b[K\n","\u001b[01m\u001b[K./src/blas.c:\u001b[m\u001b[K In function ‘\u001b[01m\u001b[Kfind_sim\u001b[m\u001b[K’:\n","\u001b[01m\u001b[K./src/blas.c:597:59:\u001b[m\u001b[K \u001b[01;35m\u001b[Kwarning: \u001b[m\u001b[Kformat ‘\u001b[01m\u001b[K%d\u001b[m\u001b[K’ expects argument of type ‘\u001b[01m\u001b[Kint\u001b[m\u001b[K’, but argument 2 has type ‘\u001b[01m\u001b[Ksize_t {aka long unsigned int}\u001b[m\u001b[K’ [\u001b[01;35m\u001b[K-Wformat=\u001b[m\u001b[K]\n"," printf(\" Error: find_sim(): sim isn't found: i = \u001b[01;35m\u001b[K%d\u001b[m\u001b[K, j = %d, z = %d \\n\", i, j, z);\n"," \u001b[01;35m\u001b[K~^\u001b[m\u001b[K\n"," \u001b[32m\u001b[K%ld\u001b[m\u001b[K\n","\u001b[01m\u001b[K./src/blas.c:597:67:\u001b[m\u001b[K \u001b[01;35m\u001b[Kwarning: \u001b[m\u001b[Kformat ‘\u001b[01m\u001b[K%d\u001b[m\u001b[K’ expects argument of type ‘\u001b[01m\u001b[Kint\u001b[m\u001b[K’, but argument 3 has type ‘\u001b[01m\u001b[Ksize_t {aka long unsigned int}\u001b[m\u001b[K’ [\u001b[01;35m\u001b[K-Wformat=\u001b[m\u001b[K]\n"," printf(\" Error: find_sim(): sim isn't found: i = %d, j = \u001b[01;35m\u001b[K%d\u001b[m\u001b[K, z = %d \\n\", i, j, z);\n"," \u001b[01;35m\u001b[K~^\u001b[m\u001b[K\n"," \u001b[32m\u001b[K%ld\u001b[m\u001b[K\n","\u001b[01m\u001b[K./src/blas.c:597:75:\u001b[m\u001b[K \u001b[01;35m\u001b[Kwarning: \u001b[m\u001b[Kformat ‘\u001b[01m\u001b[K%d\u001b[m\u001b[K’ expects argument of type ‘\u001b[01m\u001b[Kint\u001b[m\u001b[K’, but argument 4 has type ‘\u001b[01m\u001b[Ksize_t {aka long unsigned int}\u001b[m\u001b[K’ [\u001b[01;35m\u001b[K-Wformat=\u001b[m\u001b[K]\n"," printf(\" Error: find_sim(): sim isn't found: i = %d, j = %d, z = \u001b[01;35m\u001b[K%d\u001b[m\u001b[K \\n\", i, j, z);\n"," \u001b[01;35m\u001b[K~^\u001b[m\u001b[K\n"," \u001b[32m\u001b[K%ld\u001b[m\u001b[K\n","\u001b[01m\u001b[K./src/blas.c:\u001b[m\u001b[K In function ‘\u001b[01m\u001b[Kfind_P_constrastive\u001b[m\u001b[K’:\n","\u001b[01m\u001b[K./src/blas.c:611:68:\u001b[m\u001b[K \u001b[01;35m\u001b[Kwarning: \u001b[m\u001b[Kformat ‘\u001b[01m\u001b[K%d\u001b[m\u001b[K’ expects argument of type ‘\u001b[01m\u001b[Kint\u001b[m\u001b[K’, but argument 2 has type ‘\u001b[01m\u001b[Ksize_t {aka long unsigned int}\u001b[m\u001b[K’ [\u001b[01;35m\u001b[K-Wformat=\u001b[m\u001b[K]\n"," printf(\" Error: find_P_constrastive(): P isn't found: i = \u001b[01;35m\u001b[K%d\u001b[m\u001b[K, j = %d, z = %d \\n\", i, j, z);\n"," \u001b[01;35m\u001b[K~^\u001b[m\u001b[K\n"," \u001b[32m\u001b[K%ld\u001b[m\u001b[K\n","\u001b[01m\u001b[K./src/blas.c:611:76:\u001b[m\u001b[K \u001b[01;35m\u001b[Kwarning: \u001b[m\u001b[Kformat ‘\u001b[01m\u001b[K%d\u001b[m\u001b[K’ expects argument of type ‘\u001b[01m\u001b[Kint\u001b[m\u001b[K’, but argument 3 has type ‘\u001b[01m\u001b[Ksize_t {aka long unsigned int}\u001b[m\u001b[K’ [\u001b[01;35m\u001b[K-Wformat=\u001b[m\u001b[K]\n"," printf(\" Error: find_P_constrastive(): P isn't found: i = %d, j = \u001b[01;35m\u001b[K%d\u001b[m\u001b[K, z = %d \\n\", i, j, z);\n"," \u001b[01;35m\u001b[K~^\u001b[m\u001b[K\n"," \u001b[32m\u001b[K%ld\u001b[m\u001b[K\n","\u001b[01m\u001b[K./src/blas.c:611:84:\u001b[m\u001b[K \u001b[01;35m\u001b[Kwarning: \u001b[m\u001b[Kformat ‘\u001b[01m\u001b[K%d\u001b[m\u001b[K’ expects argument of type ‘\u001b[01m\u001b[Kint\u001b[m\u001b[K’, but argument 4 has type ‘\u001b[01m\u001b[Ksize_t {aka long unsigned int}\u001b[m\u001b[K’ [\u001b[01;35m\u001b[K-Wformat=\u001b[m\u001b[K]\n"," printf(\" Error: find_P_constrastive(): P isn't found: i = %d, j = %d, z = \u001b[01;35m\u001b[K%d\u001b[m\u001b[K \\n\", i, j, z);\n"," \u001b[01;35m\u001b[K~^\u001b[m\u001b[K\n"," \u001b[32m\u001b[K%ld\u001b[m\u001b[K\n","\u001b[01m\u001b[K./src/blas.c:\u001b[m\u001b[K In function ‘\u001b[01m\u001b[KP_constrastive_f\u001b[m\u001b[K’:\n","\u001b[01m\u001b[K./src/blas.c:651:79:\u001b[m\u001b[K \u001b[01;35m\u001b[Kwarning: \u001b[m\u001b[Kformat ‘\u001b[01m\u001b[K%d\u001b[m\u001b[K’ expects argument of type ‘\u001b[01m\u001b[Kint\u001b[m\u001b[K’, but argument 3 has type ‘\u001b[01m\u001b[Ksize_t {aka long unsigned int}\u001b[m\u001b[K’ [\u001b[01;35m\u001b[K-Wformat=\u001b[m\u001b[K]\n"," fprintf(stderr, \" Error: in P_constrastive must be i != l, while i = \u001b[01;35m\u001b[K%d\u001b[m\u001b[K, l = %d \\n\", i, l);\n"," \u001b[01;35m\u001b[K~^\u001b[m\u001b[K\n"," \u001b[32m\u001b[K%ld\u001b[m\u001b[K\n","\u001b[01m\u001b[K./src/blas.c:651:87:\u001b[m\u001b[K \u001b[01;35m\u001b[Kwarning: \u001b[m\u001b[Kformat ‘\u001b[01m\u001b[K%d\u001b[m\u001b[K’ expects argument of type ‘\u001b[01m\u001b[Kint\u001b[m\u001b[K’, but argument 4 has type ‘\u001b[01m\u001b[Ksize_t {aka long unsigned int}\u001b[m\u001b[K’ [\u001b[01;35m\u001b[K-Wformat=\u001b[m\u001b[K]\n"," fprintf(stderr, \" Error: in P_constrastive must be i != l, while i = %d, l = \u001b[01;35m\u001b[K%d\u001b[m\u001b[K \\n\", i, l);\n"," \u001b[01;35m\u001b[K~^\u001b[m\u001b[K\n"," \u001b[32m\u001b[K%ld\u001b[m\u001b[K\n","\u001b[01m\u001b[K./src/blas.c:\u001b[m\u001b[K In function ‘\u001b[01m\u001b[KP_constrastive\u001b[m\u001b[K’:\n","\u001b[01m\u001b[K./src/blas.c:785:79:\u001b[m\u001b[K \u001b[01;35m\u001b[Kwarning: \u001b[m\u001b[Kformat ‘\u001b[01m\u001b[K%d\u001b[m\u001b[K’ expects argument of type ‘\u001b[01m\u001b[Kint\u001b[m\u001b[K’, but argument 3 has type ‘\u001b[01m\u001b[Ksize_t {aka long unsigned int}\u001b[m\u001b[K’ [\u001b[01;35m\u001b[K-Wformat=\u001b[m\u001b[K]\n"," fprintf(stderr, \" Error: in P_constrastive must be i != l, while i = \u001b[01;35m\u001b[K%d\u001b[m\u001b[K, l = %d \\n\", i, l);\n"," \u001b[01;35m\u001b[K~^\u001b[m\u001b[K\n"," \u001b[32m\u001b[K%ld\u001b[m\u001b[K\n","\u001b[01m\u001b[K./src/blas.c:785:87:\u001b[m\u001b[K \u001b[01;35m\u001b[Kwarning: \u001b[m\u001b[Kformat ‘\u001b[01m\u001b[K%d\u001b[m\u001b[K’ expects argument of type ‘\u001b[01m\u001b[Kint\u001b[m\u001b[K’, but argument 4 has type ‘\u001b[01m\u001b[Ksize_t {aka long unsigned int}\u001b[m\u001b[K’ [\u001b[01;35m\u001b[K-Wformat=\u001b[m\u001b[K]\n"," fprintf(stderr, \" Error: in P_constrastive must be i != l, while i = %d, l = \u001b[01;35m\u001b[K%d\u001b[m\u001b[K \\n\", i, l);\n"," \u001b[01;35m\u001b[K~^\u001b[m\u001b[K\n"," \u001b[32m\u001b[K%ld\u001b[m\u001b[K\n","gcc -Iinclude/ -I3rdparty/stb/include -DOPENCV `pkg-config --cflags opencv4 2> /dev/null || pkg-config --cflags opencv` -DGPU -I/usr/local/cuda/include/ -DCUDNN -DCUDNN_HALF -Wall -Wfatal-errors -Wno-unused-result -Wno-unknown-pragmas -fPIC -Ofast -DOPENCV -DGPU -DCUDNN -I/usr/local/cudnn/include -DCUDNN_HALF -fPIC -c ./src/crop_layer.c -o obj/crop_layer.o\n","gcc -Iinclude/ -I3rdparty/stb/include -DOPENCV `pkg-config --cflags opencv4 2> /dev/null || pkg-config --cflags opencv` -DGPU -I/usr/local/cuda/include/ -DCUDNN -DCUDNN_HALF -Wall -Wfatal-errors -Wno-unused-result -Wno-unknown-pragmas -fPIC -Ofast -DOPENCV -DGPU -DCUDNN -I/usr/local/cudnn/include -DCUDNN_HALF -fPIC -c ./src/dropout_layer.c -o obj/dropout_layer.o\n","gcc -Iinclude/ -I3rdparty/stb/include -DOPENCV `pkg-config --cflags opencv4 2> /dev/null || pkg-config --cflags opencv` -DGPU -I/usr/local/cuda/include/ -DCUDNN -DCUDNN_HALF -Wall -Wfatal-errors -Wno-unused-result -Wno-unknown-pragmas -fPIC -Ofast -DOPENCV -DGPU -DCUDNN -I/usr/local/cudnn/include -DCUDNN_HALF -fPIC -c ./src/maxpool_layer.c -o obj/maxpool_layer.o\n","gcc -Iinclude/ -I3rdparty/stb/include -DOPENCV `pkg-config --cflags opencv4 2> /dev/null || pkg-config --cflags opencv` -DGPU -I/usr/local/cuda/include/ -DCUDNN -DCUDNN_HALF -Wall -Wfatal-errors -Wno-unused-result -Wno-unknown-pragmas -fPIC -Ofast -DOPENCV -DGPU -DCUDNN -I/usr/local/cudnn/include -DCUDNN_HALF -fPIC -c ./src/softmax_layer.c -o obj/softmax_layer.o\n","\u001b[01m\u001b[K./src/softmax_layer.c:\u001b[m\u001b[K In function ‘\u001b[01m\u001b[Kmake_contrastive_layer\u001b[m\u001b[K’:\n","\u001b[01m\u001b[K./src/softmax_layer.c:203:101:\u001b[m\u001b[K \u001b[01;35m\u001b[Kwarning: \u001b[m\u001b[Kformat ‘\u001b[01m\u001b[K%d\u001b[m\u001b[K’ expects argument of type ‘\u001b[01m\u001b[Kint\u001b[m\u001b[K’, but argument 9 has type ‘\u001b[01m\u001b[Ksize_t {aka const long unsigned int}\u001b[m\u001b[K’ [\u001b[01;35m\u001b[K-Wformat=\u001b[m\u001b[K]\n"," fprintf(stderr, \"contrastive %4d x%4d x%4d x emb_size %4d x batch: %4d classes = %4d, step = \u001b[01;35m\u001b[K%4d\u001b[m\u001b[K \\n\", w, h, l.n, l.embedding_size, batch, l.classes, step);\n"," \u001b[01;35m\u001b[K~~^\u001b[m\u001b[K\n"," \u001b[32m\u001b[K%4ld\u001b[m\u001b[K\n","\u001b[01m\u001b[K./src/softmax_layer.c:\u001b[m\u001b[K In function ‘\u001b[01m\u001b[Kforward_contrastive_layer\u001b[m\u001b[K’:\n","\u001b[01m\u001b[K./src/softmax_layer.c:244:27:\u001b[m\u001b[K \u001b[01;35m\u001b[Kwarning: \u001b[m\u001b[Kvariable ‘\u001b[01m\u001b[Kmax_truth\u001b[m\u001b[K’ set but not used [\u001b[01;35m\u001b[K-Wunused-but-set-variable\u001b[m\u001b[K]\n"," float \u001b[01;35m\u001b[Kmax_truth\u001b[m\u001b[K = 0;\n"," \u001b[01;35m\u001b[K^~~~~~~~~\u001b[m\u001b[K\n","\u001b[01m\u001b[K./src/softmax_layer.c:423:71:\u001b[m\u001b[K \u001b[01;35m\u001b[Kwarning: \u001b[m\u001b[Kformat ‘\u001b[01m\u001b[K%d\u001b[m\u001b[K’ expects argument of type ‘\u001b[01m\u001b[Kint\u001b[m\u001b[K’, but argument 2 has type ‘\u001b[01m\u001b[Ksize_t {aka const long unsigned int}\u001b[m\u001b[K’ [\u001b[01;35m\u001b[K-Wformat=\u001b[m\u001b[K]\n"," printf(\" Error: too large number of bboxes: contr_size = \u001b[01;35m\u001b[K%d\u001b[m\u001b[K > max_contr_size = %d \\n\", contr_size, max_contr_size);\n"," \u001b[01;35m\u001b[K~^\u001b[m\u001b[K\n"," \u001b[32m\u001b[K%ld\u001b[m\u001b[K\n","gcc -Iinclude/ -I3rdparty/stb/include -DOPENCV `pkg-config --cflags opencv4 2> /dev/null || pkg-config --cflags opencv` -DGPU -I/usr/local/cuda/include/ -DCUDNN -DCUDNN_HALF -Wall -Wfatal-errors -Wno-unused-result -Wno-unknown-pragmas -fPIC -Ofast -DOPENCV -DGPU -DCUDNN -I/usr/local/cudnn/include -DCUDNN_HALF -fPIC -c ./src/data.c -o obj/data.o\n","\u001b[01m\u001b[K./src/data.c:\u001b[m\u001b[K In function ‘\u001b[01m\u001b[Kload_data_detection\u001b[m\u001b[K’:\n","\u001b[01m\u001b[K./src/data.c:1297:24:\u001b[m\u001b[K \u001b[01;35m\u001b[Kwarning: \u001b[m\u001b[Kunused variable ‘\u001b[01m\u001b[Kx\u001b[m\u001b[K’ [\u001b[01;35m\u001b[K-Wunused-variable\u001b[m\u001b[K]\n"," int k, \u001b[01;35m\u001b[Kx\u001b[m\u001b[K, y;\n"," \u001b[01;35m\u001b[K^\u001b[m\u001b[K\n","\u001b[01m\u001b[K./src/data.c:1090:43:\u001b[m\u001b[K \u001b[01;35m\u001b[Kwarning: \u001b[m\u001b[Kvariable ‘\u001b[01m\u001b[Kr_scale\u001b[m\u001b[K’ set but not used [\u001b[01;35m\u001b[K-Wunused-but-set-variable\u001b[m\u001b[K]\n"," float r1 = 0, r2 = 0, r3 = 0, r4 = 0, \u001b[01;35m\u001b[Kr_scale\u001b[m\u001b[K = 0;\n"," \u001b[01;35m\u001b[K^~~~~~~\u001b[m\u001b[K\n","gcc -Iinclude/ -I3rdparty/stb/include -DOPENCV `pkg-config --cflags opencv4 2> /dev/null || pkg-config --cflags opencv` -DGPU -I/usr/local/cuda/include/ -DCUDNN -DCUDNN_HALF -Wall -Wfatal-errors -Wno-unused-result -Wno-unknown-pragmas -fPIC -Ofast -DOPENCV -DGPU -DCUDNN -I/usr/local/cudnn/include -DCUDNN_HALF -fPIC -c ./src/matrix.c -o obj/matrix.o\n","gcc -Iinclude/ -I3rdparty/stb/include -DOPENCV `pkg-config --cflags opencv4 2> /dev/null || pkg-config --cflags opencv` -DGPU -I/usr/local/cuda/include/ -DCUDNN -DCUDNN_HALF -Wall -Wfatal-errors -Wno-unused-result -Wno-unknown-pragmas -fPIC -Ofast -DOPENCV -DGPU -DCUDNN -I/usr/local/cudnn/include -DCUDNN_HALF -fPIC -c ./src/network.c -o obj/network.o\n","\u001b[01m\u001b[K./src/network.c:\u001b[m\u001b[K In function ‘\u001b[01m\u001b[Ktrain_network_waitkey\u001b[m\u001b[K’:\n","\u001b[01m\u001b[K./src/network.c:435:13:\u001b[m\u001b[K \u001b[01;35m\u001b[Kwarning: \u001b[m\u001b[Kunused variable ‘\u001b[01m\u001b[Kema_period\u001b[m\u001b[K’ [\u001b[01;35m\u001b[K-Wunused-variable\u001b[m\u001b[K]\n"," int \u001b[01;35m\u001b[Kema_period\u001b[m\u001b[K = (net.max_batches - ema_start_point - 1000) * (1.0 - net.ema_alpha);\n"," \u001b[01;35m\u001b[K^~~~~~~~~~\u001b[m\u001b[K\n","\u001b[01m\u001b[K./src/network.c:\u001b[m\u001b[K In function ‘\u001b[01m\u001b[Kresize_network\u001b[m\u001b[K’:\n","\u001b[01m\u001b[K./src/network.c:660:42:\u001b[m\u001b[K \u001b[01;35m\u001b[Kwarning: \u001b[m\u001b[Kpassing argument 1 of ‘\u001b[01m\u001b[KcudaHostAlloc\u001b[m\u001b[K’ from incompatible pointer type [\u001b[01;35m\u001b[K-Wincompatible-pointer-types\u001b[m\u001b[K]\n"," if (cudaSuccess == cudaHostAlloc(\u001b[01;35m\u001b[K&\u001b[m\u001b[Knet->input_pinned_cpu, size * sizeof(float), cudaHostRegisterMapped))\n"," \u001b[01;35m\u001b[K^\u001b[m\u001b[K\n","In file included from \u001b[01m\u001b[K/usr/local/cuda/include/cuda_runtime.h:96:0\u001b[m\u001b[K,\n"," from \u001b[01m\u001b[Kinclude/darknet.h:41\u001b[m\u001b[K,\n"," from \u001b[01m\u001b[K./src/network.c:1\u001b[m\u001b[K:\n","\u001b[01m\u001b[K/usr/local/cuda/include/cuda_runtime_api.h:4811:39:\u001b[m\u001b[K \u001b[01;36m\u001b[Knote: \u001b[m\u001b[Kexpected ‘\u001b[01m\u001b[Kvoid **\u001b[m\u001b[K’ but argument is of type ‘\u001b[01m\u001b[Kfloat **\u001b[m\u001b[K’\n"," extern __host__ cudaError_t CUDARTAPI \u001b[01;36m\u001b[KcudaHostAlloc\u001b[m\u001b[K(void **pHost, size_t size, unsigned int flags);\n"," \u001b[01;36m\u001b[K^~~~~~~~~~~~~\u001b[m\u001b[K\n","gcc -Iinclude/ -I3rdparty/stb/include -DOPENCV `pkg-config --cflags opencv4 2> /dev/null || pkg-config --cflags opencv` -DGPU -I/usr/local/cuda/include/ -DCUDNN -DCUDNN_HALF -Wall -Wfatal-errors -Wno-unused-result -Wno-unknown-pragmas -fPIC -Ofast -DOPENCV -DGPU -DCUDNN -I/usr/local/cudnn/include -DCUDNN_HALF -fPIC -c ./src/connected_layer.c -o obj/connected_layer.o\n","\u001b[01m\u001b[K./src/connected_layer.c:\u001b[m\u001b[K In function ‘\u001b[01m\u001b[Kforward_connected_layer_gpu\u001b[m\u001b[K’:\n","\u001b[01m\u001b[K./src/connected_layer.c:346:11:\u001b[m\u001b[K \u001b[01;35m\u001b[Kwarning: \u001b[m\u001b[Kunused variable ‘\u001b[01m\u001b[Kone\u001b[m\u001b[K’ [\u001b[01;35m\u001b[K-Wunused-variable\u001b[m\u001b[K]\n"," float \u001b[01;35m\u001b[Kone\u001b[m\u001b[K = 1; // alpha[0], beta[0]\n"," \u001b[01;35m\u001b[K^~~\u001b[m\u001b[K\n","\u001b[01m\u001b[K./src/connected_layer.c:344:13:\u001b[m\u001b[K \u001b[01;35m\u001b[Kwarning: \u001b[m\u001b[Kunused variable ‘\u001b[01m\u001b[Kc\u001b[m\u001b[K’ [\u001b[01;35m\u001b[K-Wunused-variable\u001b[m\u001b[K]\n"," float * \u001b[01;35m\u001b[Kc\u001b[m\u001b[K = l.output_gpu;\n"," \u001b[01;35m\u001b[K^\u001b[m\u001b[K\n","\u001b[01m\u001b[K./src/connected_layer.c:343:13:\u001b[m\u001b[K \u001b[01;35m\u001b[Kwarning: \u001b[m\u001b[Kunused variable ‘\u001b[01m\u001b[Kb\u001b[m\u001b[K’ [\u001b[01;35m\u001b[K-Wunused-variable\u001b[m\u001b[K]\n"," float * \u001b[01;35m\u001b[Kb\u001b[m\u001b[K = l.weights_gpu;\n"," \u001b[01;35m\u001b[K^\u001b[m\u001b[K\n","\u001b[01m\u001b[K./src/connected_layer.c:342:13:\u001b[m\u001b[K \u001b[01;35m\u001b[Kwarning: \u001b[m\u001b[Kunused variable ‘\u001b[01m\u001b[Ka\u001b[m\u001b[K’ [\u001b[01;35m\u001b[K-Wunused-variable\u001b[m\u001b[K]\n"," float * \u001b[01;35m\u001b[Ka\u001b[m\u001b[K = state.input;\n"," \u001b[01;35m\u001b[K^\u001b[m\u001b[K\n","\u001b[01m\u001b[K./src/connected_layer.c:341:9:\u001b[m\u001b[K \u001b[01;35m\u001b[Kwarning: \u001b[m\u001b[Kunused variable ‘\u001b[01m\u001b[Kn\u001b[m\u001b[K’ [\u001b[01;35m\u001b[K-Wunused-variable\u001b[m\u001b[K]\n"," int \u001b[01;35m\u001b[Kn\u001b[m\u001b[K = l.outputs;\n"," \u001b[01;35m\u001b[K^\u001b[m\u001b[K\n","\u001b[01m\u001b[K./src/connected_layer.c:340:9:\u001b[m\u001b[K \u001b[01;35m\u001b[Kwarning: \u001b[m\u001b[Kunused variable ‘\u001b[01m\u001b[Kk\u001b[m\u001b[K’ [\u001b[01;35m\u001b[K-Wunused-variable\u001b[m\u001b[K]\n"," int \u001b[01;35m\u001b[Kk\u001b[m\u001b[K = l.inputs;\n"," \u001b[01;35m\u001b[K^\u001b[m\u001b[K\n","\u001b[01m\u001b[K./src/connected_layer.c:339:9:\u001b[m\u001b[K \u001b[01;35m\u001b[Kwarning: \u001b[m\u001b[Kunused variable ‘\u001b[01m\u001b[Km\u001b[m\u001b[K’ [\u001b[01;35m\u001b[K-Wunused-variable\u001b[m\u001b[K]\n"," int \u001b[01;35m\u001b[Km\u001b[m\u001b[K = l.batch;\n"," \u001b[01;35m\u001b[K^\u001b[m\u001b[K\n","gcc -Iinclude/ -I3rdparty/stb/include -DOPENCV `pkg-config --cflags opencv4 2> /dev/null || pkg-config --cflags opencv` -DGPU -I/usr/local/cuda/include/ -DCUDNN -DCUDNN_HALF -Wall -Wfatal-errors -Wno-unused-result -Wno-unknown-pragmas -fPIC -Ofast -DOPENCV -DGPU -DCUDNN -I/usr/local/cudnn/include -DCUDNN_HALF -fPIC -c ./src/cost_layer.c -o obj/cost_layer.o\n","gcc -Iinclude/ -I3rdparty/stb/include -DOPENCV `pkg-config --cflags opencv4 2> /dev/null || pkg-config --cflags opencv` -DGPU -I/usr/local/cuda/include/ -DCUDNN -DCUDNN_HALF -Wall -Wfatal-errors -Wno-unused-result -Wno-unknown-pragmas -fPIC -Ofast -DOPENCV -DGPU -DCUDNN -I/usr/local/cudnn/include -DCUDNN_HALF -fPIC -c ./src/parser.c -o obj/parser.o\n","\u001b[01m\u001b[K./src/parser.c:\u001b[m\u001b[K In function ‘\u001b[01m\u001b[Kparse_network_cfg_custom\u001b[m\u001b[K’:\n","\u001b[01m\u001b[K./src/parser.c:1777:42:\u001b[m\u001b[K \u001b[01;35m\u001b[Kwarning: \u001b[m\u001b[Kpassing argument 1 of ‘\u001b[01m\u001b[KcudaHostAlloc\u001b[m\u001b[K’ from incompatible pointer type [\u001b[01;35m\u001b[K-Wincompatible-pointer-types\u001b[m\u001b[K]\n"," if (cudaSuccess == cudaHostAlloc(\u001b[01;35m\u001b[K&\u001b[m\u001b[Knet.input_pinned_cpu, size * sizeof(float), cudaHostRegisterMapped)) net.input_pinned_cpu_flag = 1;\n"," \u001b[01;35m\u001b[K^\u001b[m\u001b[K\n","In file included from \u001b[01m\u001b[K/usr/local/cuda/include/cuda_runtime.h:96:0\u001b[m\u001b[K,\n"," from \u001b[01m\u001b[Kinclude/darknet.h:41\u001b[m\u001b[K,\n"," from \u001b[01m\u001b[K./src/activations.h:3\u001b[m\u001b[K,\n"," from \u001b[01m\u001b[K./src/activation_layer.h:4\u001b[m\u001b[K,\n"," from \u001b[01m\u001b[K./src/parser.c:6\u001b[m\u001b[K:\n","\u001b[01m\u001b[K/usr/local/cuda/include/cuda_runtime_api.h:4811:39:\u001b[m\u001b[K \u001b[01;36m\u001b[Knote: \u001b[m\u001b[Kexpected ‘\u001b[01m\u001b[Kvoid **\u001b[m\u001b[K’ but argument is of type ‘\u001b[01m\u001b[Kfloat **\u001b[m\u001b[K’\n"," extern __host__ cudaError_t CUDARTAPI \u001b[01;36m\u001b[KcudaHostAlloc\u001b[m\u001b[K(void **pHost, size_t size, unsigned int flags);\n"," \u001b[01;36m\u001b[K^~~~~~~~~~~~~\u001b[m\u001b[K\n","\u001b[01m\u001b[K./src/parser.c:\u001b[m\u001b[K In function ‘\u001b[01m\u001b[Ksave_implicit_weights\u001b[m\u001b[K’:\n","\u001b[01m\u001b[K./src/parser.c:1909:9:\u001b[m\u001b[K \u001b[01;35m\u001b[Kwarning: \u001b[m\u001b[Kunused variable ‘\u001b[01m\u001b[Ki\u001b[m\u001b[K’ [\u001b[01;35m\u001b[K-Wunused-variable\u001b[m\u001b[K]\n"," int \u001b[01;35m\u001b[Ki\u001b[m\u001b[K;\n"," \u001b[01;35m\u001b[K^\u001b[m\u001b[K\n","\u001b[01m\u001b[K./src/parser.c:\u001b[m\u001b[K In function ‘\u001b[01m\u001b[Kget_classes_multipliers\u001b[m\u001b[K’:\n","\u001b[01m\u001b[K./src/parser.c:438:29:\u001b[m\u001b[K \u001b[01;35m\u001b[Kwarning: \u001b[m\u001b[Kargument 1 range [18446744071562067968, 18446744073709551615] exceeds maximum object size 9223372036854775807 [\u001b[01;35m\u001b[K-Walloc-size-larger-than=\u001b[m\u001b[K]\n"," \u001b[01;35m\u001b[Kclasses_multipliers = (float *)calloc(classes_counters, sizeof(float))\u001b[m\u001b[K;\n"," \u001b[01;35m\u001b[K~~~~~~~~~~~~~~~~~~~~^~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~\u001b[m\u001b[K\n","In file included from \u001b[01m\u001b[K./src/parser.c:3:0\u001b[m\u001b[K:\n","\u001b[01m\u001b[K/usr/include/stdlib.h:541:14:\u001b[m\u001b[K \u001b[01;36m\u001b[Knote: \u001b[m\u001b[Kin a call to allocation function ‘\u001b[01m\u001b[Kcalloc\u001b[m\u001b[K’ declared here\n"," extern void *\u001b[01;36m\u001b[Kcalloc\u001b[m\u001b[K (size_t __nmemb, size_t __size)\n"," \u001b[01;36m\u001b[K^~~~~~\u001b[m\u001b[K\n","gcc -Iinclude/ -I3rdparty/stb/include -DOPENCV `pkg-config --cflags opencv4 2> /dev/null || pkg-config --cflags opencv` -DGPU -I/usr/local/cuda/include/ -DCUDNN -DCUDNN_HALF -Wall -Wfatal-errors -Wno-unused-result -Wno-unknown-pragmas -fPIC -Ofast -DOPENCV -DGPU -DCUDNN -I/usr/local/cudnn/include -DCUDNN_HALF -fPIC -c ./src/option_list.c -o obj/option_list.o\n","gcc -Iinclude/ -I3rdparty/stb/include -DOPENCV `pkg-config --cflags opencv4 2> /dev/null || pkg-config --cflags opencv` -DGPU -I/usr/local/cuda/include/ -DCUDNN -DCUDNN_HALF -Wall -Wfatal-errors -Wno-unused-result -Wno-unknown-pragmas -fPIC -Ofast -DOPENCV -DGPU -DCUDNN -I/usr/local/cudnn/include -DCUDNN_HALF -fPIC -c ./src/darknet.c -o obj/darknet.o\n","gcc -Iinclude/ -I3rdparty/stb/include -DOPENCV `pkg-config --cflags opencv4 2> /dev/null || pkg-config --cflags opencv` -DGPU -I/usr/local/cuda/include/ -DCUDNN -DCUDNN_HALF -Wall -Wfatal-errors -Wno-unused-result -Wno-unknown-pragmas -fPIC -Ofast -DOPENCV -DGPU -DCUDNN -I/usr/local/cudnn/include -DCUDNN_HALF -fPIC -c ./src/detection_layer.c -o obj/detection_layer.o\n","gcc -Iinclude/ -I3rdparty/stb/include -DOPENCV `pkg-config --cflags opencv4 2> /dev/null || pkg-config --cflags opencv` -DGPU -I/usr/local/cuda/include/ -DCUDNN -DCUDNN_HALF -Wall -Wfatal-errors -Wno-unused-result -Wno-unknown-pragmas -fPIC -Ofast -DOPENCV -DGPU -DCUDNN -I/usr/local/cudnn/include -DCUDNN_HALF -fPIC -c ./src/captcha.c -o obj/captcha.o\n","gcc -Iinclude/ -I3rdparty/stb/include -DOPENCV `pkg-config --cflags opencv4 2> /dev/null || pkg-config --cflags opencv` -DGPU -I/usr/local/cuda/include/ -DCUDNN -DCUDNN_HALF -Wall -Wfatal-errors -Wno-unused-result -Wno-unknown-pragmas -fPIC -Ofast -DOPENCV -DGPU -DCUDNN -I/usr/local/cudnn/include -DCUDNN_HALF -fPIC -c ./src/route_layer.c -o obj/route_layer.o\n","gcc -Iinclude/ -I3rdparty/stb/include -DOPENCV `pkg-config --cflags opencv4 2> /dev/null || pkg-config --cflags opencv` -DGPU -I/usr/local/cuda/include/ -DCUDNN -DCUDNN_HALF -Wall -Wfatal-errors -Wno-unused-result -Wno-unknown-pragmas -fPIC -Ofast -DOPENCV -DGPU -DCUDNN -I/usr/local/cudnn/include -DCUDNN_HALF -fPIC -c ./src/writing.c -o obj/writing.o\n","gcc -Iinclude/ -I3rdparty/stb/include -DOPENCV `pkg-config --cflags opencv4 2> /dev/null || pkg-config --cflags opencv` -DGPU -I/usr/local/cuda/include/ -DCUDNN -DCUDNN_HALF -Wall -Wfatal-errors -Wno-unused-result -Wno-unknown-pragmas -fPIC -Ofast -DOPENCV -DGPU -DCUDNN -I/usr/local/cudnn/include -DCUDNN_HALF -fPIC -c ./src/box.c -o obj/box.o\n","\u001b[01m\u001b[K./src/box.c:\u001b[m\u001b[K In function ‘\u001b[01m\u001b[Kbox_iou_kind\u001b[m\u001b[K’:\n","\u001b[01m\u001b[K./src/box.c:154:5:\u001b[m\u001b[K \u001b[01;35m\u001b[Kwarning: \u001b[m\u001b[Kenumeration value ‘\u001b[01m\u001b[KMSE\u001b[m\u001b[K’ not handled in switch [\u001b[01;35m\u001b[K-Wswitch\u001b[m\u001b[K]\n"," \u001b[01;35m\u001b[Kswitch\u001b[m\u001b[K(iou_kind) {\n"," \u001b[01;35m\u001b[K^~~~~~\u001b[m\u001b[K\n","\u001b[01m\u001b[K./src/box.c:\u001b[m\u001b[K In function ‘\u001b[01m\u001b[Kdiounms_sort\u001b[m\u001b[K’:\n","\u001b[01m\u001b[K./src/box.c:898:27:\u001b[m\u001b[K \u001b[01;35m\u001b[Kwarning: \u001b[m\u001b[Kunused variable ‘\u001b[01m\u001b[Kbeta_prob\u001b[m\u001b[K’ [\u001b[01;35m\u001b[K-Wunused-variable\u001b[m\u001b[K]\n"," float \u001b[01;35m\u001b[Kbeta_prob\u001b[m\u001b[K = pow(dets[j].prob[k], 2) / sum_prob;\n"," \u001b[01;35m\u001b[K^~~~~~~~~\u001b[m\u001b[K\n","\u001b[01m\u001b[K./src/box.c:897:27:\u001b[m\u001b[K \u001b[01;35m\u001b[Kwarning: \u001b[m\u001b[Kunused variable ‘\u001b[01m\u001b[Kalpha_prob\u001b[m\u001b[K’ [\u001b[01;35m\u001b[K-Wunused-variable\u001b[m\u001b[K]\n"," float \u001b[01;35m\u001b[Kalpha_prob\u001b[m\u001b[K = pow(dets[i].prob[k], 2) / sum_prob;\n"," \u001b[01;35m\u001b[K^~~~~~~~~~\u001b[m\u001b[K\n","gcc -Iinclude/ -I3rdparty/stb/include -DOPENCV `pkg-config --cflags opencv4 2> /dev/null || pkg-config --cflags opencv` -DGPU -I/usr/local/cuda/include/ -DCUDNN -DCUDNN_HALF -Wall -Wfatal-errors -Wno-unused-result -Wno-unknown-pragmas -fPIC -Ofast -DOPENCV -DGPU -DCUDNN -I/usr/local/cudnn/include -DCUDNN_HALF -fPIC -c ./src/nightmare.c -o obj/nightmare.o\n","gcc -Iinclude/ -I3rdparty/stb/include -DOPENCV `pkg-config --cflags opencv4 2> /dev/null || pkg-config --cflags opencv` -DGPU -I/usr/local/cuda/include/ -DCUDNN -DCUDNN_HALF -Wall -Wfatal-errors -Wno-unused-result -Wno-unknown-pragmas -fPIC -Ofast -DOPENCV -DGPU -DCUDNN -I/usr/local/cudnn/include -DCUDNN_HALF -fPIC -c ./src/normalization_layer.c -o obj/normalization_layer.o\n","gcc -Iinclude/ -I3rdparty/stb/include -DOPENCV `pkg-config --cflags opencv4 2> /dev/null || pkg-config --cflags opencv` -DGPU -I/usr/local/cuda/include/ -DCUDNN -DCUDNN_HALF -Wall -Wfatal-errors -Wno-unused-result -Wno-unknown-pragmas -fPIC -Ofast -DOPENCV -DGPU -DCUDNN -I/usr/local/cudnn/include -DCUDNN_HALF -fPIC -c ./src/avgpool_layer.c -o obj/avgpool_layer.o\n","gcc -Iinclude/ -I3rdparty/stb/include -DOPENCV `pkg-config --cflags opencv4 2> /dev/null || pkg-config --cflags opencv` -DGPU -I/usr/local/cuda/include/ -DCUDNN -DCUDNN_HALF -Wall -Wfatal-errors -Wno-unused-result -Wno-unknown-pragmas -fPIC -Ofast -DOPENCV -DGPU -DCUDNN -I/usr/local/cudnn/include -DCUDNN_HALF -fPIC -c ./src/coco.c -o obj/coco.o\n","\u001b[01m\u001b[K./src/coco.c:\u001b[m\u001b[K In function ‘\u001b[01m\u001b[Kvalidate_coco_recall\u001b[m\u001b[K’:\n","\u001b[01m\u001b[K./src/coco.c:248:11:\u001b[m\u001b[K \u001b[01;35m\u001b[Kwarning: \u001b[m\u001b[Kunused variable ‘\u001b[01m\u001b[Kbase\u001b[m\u001b[K’ [\u001b[01;35m\u001b[K-Wunused-variable\u001b[m\u001b[K]\n"," char *\u001b[01;35m\u001b[Kbase\u001b[m\u001b[K = \"results/comp4_det_test_\";\n"," \u001b[01;35m\u001b[K^~~~\u001b[m\u001b[K\n","gcc -Iinclude/ -I3rdparty/stb/include -DOPENCV `pkg-config --cflags opencv4 2> /dev/null || pkg-config --cflags opencv` -DGPU -I/usr/local/cuda/include/ -DCUDNN -DCUDNN_HALF -Wall -Wfatal-errors -Wno-unused-result -Wno-unknown-pragmas -fPIC -Ofast -DOPENCV -DGPU -DCUDNN -I/usr/local/cudnn/include -DCUDNN_HALF -fPIC -c ./src/dice.c -o obj/dice.o\n","gcc -Iinclude/ -I3rdparty/stb/include -DOPENCV `pkg-config --cflags opencv4 2> /dev/null || pkg-config --cflags opencv` -DGPU -I/usr/local/cuda/include/ -DCUDNN -DCUDNN_HALF -Wall -Wfatal-errors -Wno-unused-result -Wno-unknown-pragmas -fPIC -Ofast -DOPENCV -DGPU -DCUDNN -I/usr/local/cudnn/include -DCUDNN_HALF -fPIC -c ./src/yolo.c -o obj/yolo.o\n","gcc -Iinclude/ -I3rdparty/stb/include -DOPENCV `pkg-config --cflags opencv4 2> /dev/null || pkg-config --cflags opencv` -DGPU -I/usr/local/cuda/include/ -DCUDNN -DCUDNN_HALF -Wall -Wfatal-errors -Wno-unused-result -Wno-unknown-pragmas -fPIC -Ofast -DOPENCV -DGPU -DCUDNN -I/usr/local/cudnn/include -DCUDNN_HALF -fPIC -c ./src/detector.c -o obj/detector.o\n","\u001b[01m\u001b[K./src/detector.c:\u001b[m\u001b[K In function ‘\u001b[01m\u001b[Ktrain_detector\u001b[m\u001b[K’:\n","\u001b[01m\u001b[K./src/detector.c:395:72:\u001b[m\u001b[K \u001b[01;35m\u001b[Kwarning: \u001b[m\u001b[Ksuggest parentheses around ‘\u001b[01m\u001b[K&&\u001b[m\u001b[K’ within ‘\u001b[01m\u001b[K||\u001b[m\u001b[K’ [\u001b[01;35m\u001b[K-Wparentheses\u001b[m\u001b[K]\n"," \u001b[01;35m\u001b[K(iteration >= (iter_save + 1000) || iteration % 1000 == 0) && net.max_batches < 10000\u001b[m\u001b[K)\n"," \u001b[01;35m\u001b[K~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~^~~~~~~~~~~~~~~~~~~~~~~~~~\u001b[m\u001b[K\n","\u001b[01m\u001b[K./src/detector.c:\u001b[m\u001b[K In function ‘\u001b[01m\u001b[Keliminate_bdd\u001b[m\u001b[K’:\n","\u001b[01m\u001b[K./src/detector.c:588:21:\u001b[m\u001b[K \u001b[01;35m\u001b[Kwarning: \u001b[m\u001b[Kstatement with no effect [\u001b[01;35m\u001b[K-Wunused-value\u001b[m\u001b[K]\n"," \u001b[01;35m\u001b[Kfor\u001b[m\u001b[K (k; buf[k + n] != '\\0'; k++)\n"," \u001b[01;35m\u001b[K^~~\u001b[m\u001b[K\n","\u001b[01m\u001b[K./src/detector.c:\u001b[m\u001b[K In function ‘\u001b[01m\u001b[Kvalidate_detector\u001b[m\u001b[K’:\n","\u001b[01m\u001b[K./src/detector.c:709:13:\u001b[m\u001b[K \u001b[01;35m\u001b[Kwarning: \u001b[m\u001b[Kunused variable ‘\u001b[01m\u001b[Kmkd2\u001b[m\u001b[K’ [\u001b[01;35m\u001b[K-Wunused-variable\u001b[m\u001b[K]\n"," int \u001b[01;35m\u001b[Kmkd2\u001b[m\u001b[K = make_directory(buff2, 0777);\n"," \u001b[01;35m\u001b[K^~~~\u001b[m\u001b[K\n","\u001b[01m\u001b[K./src/detector.c:707:13:\u001b[m\u001b[K \u001b[01;35m\u001b[Kwarning: \u001b[m\u001b[Kunused variable ‘\u001b[01m\u001b[Kmkd\u001b[m\u001b[K’ [\u001b[01;35m\u001b[K-Wunused-variable\u001b[m\u001b[K]\n"," int \u001b[01;35m\u001b[Kmkd\u001b[m\u001b[K = make_directory(buff, 0777);\n"," \u001b[01;35m\u001b[K^~~\u001b[m\u001b[K\n","\u001b[01m\u001b[K./src/detector.c:\u001b[m\u001b[K In function ‘\u001b[01m\u001b[Kvalidate_detector_map\u001b[m\u001b[K’:\n","\u001b[01m\u001b[K./src/detector.c:1326:24:\u001b[m\u001b[K \u001b[01;35m\u001b[Kwarning: \u001b[m\u001b[Kvariable ‘\u001b[01m\u001b[Kcur_prob\u001b[m\u001b[K’ set but not used [\u001b[01;35m\u001b[K-Wunused-but-set-variable\u001b[m\u001b[K]\n"," double \u001b[01;35m\u001b[Kcur_prob\u001b[m\u001b[K = 0;\n"," \u001b[01;35m\u001b[K^~~~~~~~\u001b[m\u001b[K\n","\u001b[01m\u001b[K./src/detector.c:1347:15:\u001b[m\u001b[K \u001b[01;35m\u001b[Kwarning: \u001b[m\u001b[Kunused variable ‘\u001b[01m\u001b[Kclass_recall\u001b[m\u001b[K’ [\u001b[01;35m\u001b[K-Wunused-variable\u001b[m\u001b[K]\n"," float \u001b[01;35m\u001b[Kclass_recall\u001b[m\u001b[K = (float)tp_for_thresh_per_class[i] / ((float)tp_for_thresh_per_class[i] + (float)(truth_classes_count[i] - tp_for_thresh_per_class[i]));\n"," \u001b[01;35m\u001b[K^~~~~~~~~~~~\u001b[m\u001b[K\n","\u001b[01m\u001b[K./src/detector.c:1346:15:\u001b[m\u001b[K \u001b[01;35m\u001b[Kwarning: \u001b[m\u001b[Kunused variable ‘\u001b[01m\u001b[Kclass_precision\u001b[m\u001b[K’ [\u001b[01;35m\u001b[K-Wunused-variable\u001b[m\u001b[K]\n"," float \u001b[01;35m\u001b[Kclass_precision\u001b[m\u001b[K = (float)tp_for_thresh_per_class[i] / ((float)tp_for_thresh_per_class[i] + (float)fp_for_thresh_per_class[i]);\n"," \u001b[01;35m\u001b[K^~~~~~~~~~~~~~~\u001b[m\u001b[K\n","\u001b[01m\u001b[K./src/detector.c:\u001b[m\u001b[K In function ‘\u001b[01m\u001b[Kdraw_object\u001b[m\u001b[K’:\n","\u001b[01m\u001b[K./src/detector.c:1890:19:\u001b[m\u001b[K \u001b[01;35m\u001b[Kwarning: \u001b[m\u001b[Kunused variable ‘\u001b[01m\u001b[Kinv_loss\u001b[m\u001b[K’ [\u001b[01;35m\u001b[K-Wunused-variable\u001b[m\u001b[K]\n"," float \u001b[01;35m\u001b[Kinv_loss\u001b[m\u001b[K = 1.0 / max_val_cmp(0.01, avg_loss);\n"," \u001b[01;35m\u001b[K^~~~~~~~\u001b[m\u001b[K\n","gcc -Iinclude/ -I3rdparty/stb/include -DOPENCV `pkg-config --cflags opencv4 2> /dev/null || pkg-config --cflags opencv` -DGPU -I/usr/local/cuda/include/ -DCUDNN -DCUDNN_HALF -Wall -Wfatal-errors -Wno-unused-result -Wno-unknown-pragmas -fPIC -Ofast -DOPENCV -DGPU -DCUDNN -I/usr/local/cudnn/include -DCUDNN_HALF -fPIC -c ./src/layer.c -o obj/layer.o\n","\u001b[01m\u001b[K./src/layer.c:\u001b[m\u001b[K In function ‘\u001b[01m\u001b[Kfree_layer_custom\u001b[m\u001b[K’:\n","\u001b[01m\u001b[K./src/layer.c:208:68:\u001b[m\u001b[K \u001b[01;35m\u001b[Kwarning: \u001b[m\u001b[Ksuggest parentheses around ‘\u001b[01m\u001b[K&&\u001b[m\u001b[K’ within ‘\u001b[01m\u001b[K||\u001b[m\u001b[K’ [\u001b[01;35m\u001b[K-Wparentheses\u001b[m\u001b[K]\n"," if (l.delta_gpu && (l.optimized_memory < 1 || \u001b[01;35m\u001b[Kl.keep_delta_gpu && l.optimized_memory < 3\u001b[m\u001b[K)) cuda_free(l.delta_gpu), l.delta_gpu = NULL;\n"," \u001b[01;35m\u001b[K~~~~~~~~~~~~~~~~~^~~~~~~~~~~~~~~~~~~~~~~~~\u001b[m\u001b[K\n","gcc -Iinclude/ -I3rdparty/stb/include -DOPENCV `pkg-config --cflags opencv4 2> /dev/null || pkg-config --cflags opencv` -DGPU -I/usr/local/cuda/include/ -DCUDNN -DCUDNN_HALF -Wall -Wfatal-errors -Wno-unused-result -Wno-unknown-pragmas -fPIC -Ofast -DOPENCV -DGPU -DCUDNN -I/usr/local/cudnn/include -DCUDNN_HALF -fPIC -c ./src/compare.c -o obj/compare.o\n","gcc -Iinclude/ -I3rdparty/stb/include -DOPENCV `pkg-config --cflags opencv4 2> /dev/null || pkg-config --cflags opencv` -DGPU -I/usr/local/cuda/include/ -DCUDNN -DCUDNN_HALF -Wall -Wfatal-errors -Wno-unused-result -Wno-unknown-pragmas -fPIC -Ofast -DOPENCV -DGPU -DCUDNN -I/usr/local/cudnn/include -DCUDNN_HALF -fPIC -c ./src/classifier.c -o obj/classifier.o\n","\u001b[01m\u001b[K./src/classifier.c:\u001b[m\u001b[K In function ‘\u001b[01m\u001b[Ktrain_classifier\u001b[m\u001b[K’:\n","\u001b[01m\u001b[K./src/classifier.c:146:9:\u001b[m\u001b[K \u001b[01;35m\u001b[Kwarning: \u001b[m\u001b[Kunused variable ‘\u001b[01m\u001b[Kcount\u001b[m\u001b[K’ [\u001b[01;35m\u001b[K-Wunused-variable\u001b[m\u001b[K]\n"," int \u001b[01;35m\u001b[Kcount\u001b[m\u001b[K = 0;\n"," \u001b[01;35m\u001b[K^~~~~\u001b[m\u001b[K\n","\u001b[01m\u001b[K./src/classifier.c:\u001b[m\u001b[K In function ‘\u001b[01m\u001b[Kpredict_classifier\u001b[m\u001b[K’:\n","\u001b[01m\u001b[K./src/classifier.c:855:13:\u001b[m\u001b[K \u001b[01;35m\u001b[Kwarning: \u001b[m\u001b[Kunused variable ‘\u001b[01m\u001b[Ktime\u001b[m\u001b[K’ [\u001b[01;35m\u001b[K-Wunused-variable\u001b[m\u001b[K]\n"," clock_t \u001b[01;35m\u001b[Ktime\u001b[m\u001b[K;\n"," \u001b[01;35m\u001b[K^~~~\u001b[m\u001b[K\n","\u001b[01m\u001b[K./src/classifier.c:\u001b[m\u001b[K In function ‘\u001b[01m\u001b[Kdemo_classifier\u001b[m\u001b[K’:\n","\u001b[01m\u001b[K./src/classifier.c:1287:49:\u001b[m\u001b[K \u001b[01;35m\u001b[Kwarning: \u001b[m\u001b[Kunused variable ‘\u001b[01m\u001b[Ktval_result\u001b[m\u001b[K’ [\u001b[01;35m\u001b[K-Wunused-variable\u001b[m\u001b[K]\n"," struct timeval tval_before, tval_after, \u001b[01;35m\u001b[Ktval_result\u001b[m\u001b[K;\n"," \u001b[01;35m\u001b[K^~~~~~~~~~~\u001b[m\u001b[K\n","\u001b[01m\u001b[K./src/classifier.c:1287:37:\u001b[m\u001b[K \u001b[01;35m\u001b[Kwarning: \u001b[m\u001b[Kunused variable ‘\u001b[01m\u001b[Ktval_after\u001b[m\u001b[K’ [\u001b[01;35m\u001b[K-Wunused-variable\u001b[m\u001b[K]\n"," struct timeval tval_before, \u001b[01;35m\u001b[Ktval_after\u001b[m\u001b[K, tval_result;\n"," \u001b[01;35m\u001b[K^~~~~~~~~~\u001b[m\u001b[K\n","gcc -Iinclude/ -I3rdparty/stb/include -DOPENCV `pkg-config --cflags opencv4 2> /dev/null || pkg-config --cflags opencv` -DGPU -I/usr/local/cuda/include/ -DCUDNN -DCUDNN_HALF -Wall -Wfatal-errors -Wno-unused-result -Wno-unknown-pragmas -fPIC -Ofast -DOPENCV -DGPU -DCUDNN -I/usr/local/cudnn/include -DCUDNN_HALF -fPIC -c ./src/local_layer.c -o obj/local_layer.o\n","gcc -Iinclude/ -I3rdparty/stb/include -DOPENCV `pkg-config --cflags opencv4 2> /dev/null || pkg-config --cflags opencv` -DGPU -I/usr/local/cuda/include/ -DCUDNN -DCUDNN_HALF -Wall -Wfatal-errors -Wno-unused-result -Wno-unknown-pragmas -fPIC -Ofast -DOPENCV -DGPU -DCUDNN -I/usr/local/cudnn/include -DCUDNN_HALF -fPIC -c ./src/swag.c -o obj/swag.o\n","gcc -Iinclude/ -I3rdparty/stb/include -DOPENCV `pkg-config --cflags opencv4 2> /dev/null || pkg-config --cflags opencv` -DGPU -I/usr/local/cuda/include/ -DCUDNN -DCUDNN_HALF -Wall -Wfatal-errors -Wno-unused-result -Wno-unknown-pragmas -fPIC -Ofast -DOPENCV -DGPU -DCUDNN -I/usr/local/cudnn/include -DCUDNN_HALF -fPIC -c ./src/shortcut_layer.c -o obj/shortcut_layer.o\n","\u001b[01m\u001b[K./src/shortcut_layer.c:\u001b[m\u001b[K In function ‘\u001b[01m\u001b[Kmake_shortcut_layer\u001b[m\u001b[K’:\n","\u001b[01m\u001b[K./src/shortcut_layer.c:55:15:\u001b[m\u001b[K \u001b[01;35m\u001b[Kwarning: \u001b[m\u001b[Kunused variable ‘\u001b[01m\u001b[Kscale\u001b[m\u001b[K’ [\u001b[01;35m\u001b[K-Wunused-variable\u001b[m\u001b[K]\n"," float \u001b[01;35m\u001b[Kscale\u001b[m\u001b[K = sqrt(2. / l.nweights);\n"," \u001b[01;35m\u001b[K^~~~~\u001b[m\u001b[K\n","gcc -Iinclude/ -I3rdparty/stb/include -DOPENCV `pkg-config --cflags opencv4 2> /dev/null || pkg-config --cflags opencv` -DGPU -I/usr/local/cuda/include/ -DCUDNN -DCUDNN_HALF -Wall -Wfatal-errors -Wno-unused-result -Wno-unknown-pragmas -fPIC -Ofast -DOPENCV -DGPU -DCUDNN -I/usr/local/cudnn/include -DCUDNN_HALF -fPIC -c ./src/representation_layer.c -o obj/representation_layer.o\n","gcc -Iinclude/ -I3rdparty/stb/include -DOPENCV `pkg-config --cflags opencv4 2> /dev/null || pkg-config --cflags opencv` -DGPU -I/usr/local/cuda/include/ -DCUDNN -DCUDNN_HALF -Wall -Wfatal-errors -Wno-unused-result -Wno-unknown-pragmas -fPIC -Ofast -DOPENCV -DGPU -DCUDNN -I/usr/local/cudnn/include -DCUDNN_HALF -fPIC -c ./src/activation_layer.c -o obj/activation_layer.o\n","gcc -Iinclude/ -I3rdparty/stb/include -DOPENCV `pkg-config --cflags opencv4 2> /dev/null || pkg-config --cflags opencv` -DGPU -I/usr/local/cuda/include/ -DCUDNN -DCUDNN_HALF -Wall -Wfatal-errors -Wno-unused-result -Wno-unknown-pragmas -fPIC -Ofast -DOPENCV -DGPU -DCUDNN -I/usr/local/cudnn/include -DCUDNN_HALF -fPIC -c ./src/rnn_layer.c -o obj/rnn_layer.o\n","gcc -Iinclude/ -I3rdparty/stb/include -DOPENCV `pkg-config --cflags opencv4 2> /dev/null || pkg-config --cflags opencv` -DGPU -I/usr/local/cuda/include/ -DCUDNN -DCUDNN_HALF -Wall -Wfatal-errors -Wno-unused-result -Wno-unknown-pragmas -fPIC -Ofast -DOPENCV -DGPU -DCUDNN -I/usr/local/cudnn/include -DCUDNN_HALF -fPIC -c ./src/gru_layer.c -o obj/gru_layer.o\n","gcc -Iinclude/ -I3rdparty/stb/include -DOPENCV `pkg-config --cflags opencv4 2> /dev/null || pkg-config --cflags opencv` -DGPU -I/usr/local/cuda/include/ -DCUDNN -DCUDNN_HALF -Wall -Wfatal-errors -Wno-unused-result -Wno-unknown-pragmas -fPIC -Ofast -DOPENCV -DGPU -DCUDNN -I/usr/local/cudnn/include -DCUDNN_HALF -fPIC -c ./src/rnn.c -o obj/rnn.o\n","gcc -Iinclude/ -I3rdparty/stb/include -DOPENCV `pkg-config --cflags opencv4 2> /dev/null || pkg-config --cflags opencv` -DGPU -I/usr/local/cuda/include/ -DCUDNN -DCUDNN_HALF -Wall -Wfatal-errors -Wno-unused-result -Wno-unknown-pragmas -fPIC -Ofast -DOPENCV -DGPU -DCUDNN -I/usr/local/cudnn/include -DCUDNN_HALF -fPIC -c ./src/rnn_vid.c -o obj/rnn_vid.o\n","gcc -Iinclude/ -I3rdparty/stb/include -DOPENCV `pkg-config --cflags opencv4 2> /dev/null || pkg-config --cflags opencv` -DGPU -I/usr/local/cuda/include/ -DCUDNN -DCUDNN_HALF -Wall -Wfatal-errors -Wno-unused-result -Wno-unknown-pragmas -fPIC -Ofast -DOPENCV -DGPU -DCUDNN -I/usr/local/cudnn/include -DCUDNN_HALF -fPIC -c ./src/crnn_layer.c -o obj/crnn_layer.o\n","gcc -Iinclude/ -I3rdparty/stb/include -DOPENCV `pkg-config --cflags opencv4 2> /dev/null || pkg-config --cflags opencv` -DGPU -I/usr/local/cuda/include/ -DCUDNN -DCUDNN_HALF -Wall -Wfatal-errors -Wno-unused-result -Wno-unknown-pragmas -fPIC -Ofast -DOPENCV -DGPU -DCUDNN -I/usr/local/cudnn/include -DCUDNN_HALF -fPIC -c ./src/demo.c -o obj/demo.o\n","\u001b[01m\u001b[K./src/demo.c:\u001b[m\u001b[K In function ‘\u001b[01m\u001b[Kdetect_in_thread\u001b[m\u001b[K’:\n","\u001b[01m\u001b[K./src/demo.c:101:15:\u001b[m\u001b[K \u001b[01;35m\u001b[Kwarning: \u001b[m\u001b[Kunused variable ‘\u001b[01m\u001b[Kl\u001b[m\u001b[K’ [\u001b[01;35m\u001b[K-Wunused-variable\u001b[m\u001b[K]\n"," layer \u001b[01;35m\u001b[Kl\u001b[m\u001b[K = net.layers[net.n - 1];\n"," \u001b[01;35m\u001b[K^\u001b[m\u001b[K\n","gcc -Iinclude/ -I3rdparty/stb/include -DOPENCV `pkg-config --cflags opencv4 2> /dev/null || pkg-config --cflags opencv` -DGPU -I/usr/local/cuda/include/ -DCUDNN -DCUDNN_HALF -Wall -Wfatal-errors -Wno-unused-result -Wno-unknown-pragmas -fPIC -Ofast -DOPENCV -DGPU -DCUDNN -I/usr/local/cudnn/include -DCUDNN_HALF -fPIC -c ./src/tag.c -o obj/tag.o\n","gcc -Iinclude/ -I3rdparty/stb/include -DOPENCV `pkg-config --cflags opencv4 2> /dev/null || pkg-config --cflags opencv` -DGPU -I/usr/local/cuda/include/ -DCUDNN -DCUDNN_HALF -Wall -Wfatal-errors -Wno-unused-result -Wno-unknown-pragmas -fPIC -Ofast -DOPENCV -DGPU -DCUDNN -I/usr/local/cudnn/include -DCUDNN_HALF -fPIC -c ./src/cifar.c -o obj/cifar.o\n","gcc -Iinclude/ -I3rdparty/stb/include -DOPENCV `pkg-config --cflags opencv4 2> /dev/null || pkg-config --cflags opencv` -DGPU -I/usr/local/cuda/include/ -DCUDNN -DCUDNN_HALF -Wall -Wfatal-errors -Wno-unused-result -Wno-unknown-pragmas -fPIC -Ofast -DOPENCV -DGPU -DCUDNN -I/usr/local/cudnn/include -DCUDNN_HALF -fPIC -c ./src/go.c -o obj/go.o\n","gcc -Iinclude/ -I3rdparty/stb/include -DOPENCV `pkg-config --cflags opencv4 2> /dev/null || pkg-config --cflags opencv` -DGPU -I/usr/local/cuda/include/ -DCUDNN -DCUDNN_HALF -Wall -Wfatal-errors -Wno-unused-result -Wno-unknown-pragmas -fPIC -Ofast -DOPENCV -DGPU -DCUDNN -I/usr/local/cudnn/include -DCUDNN_HALF -fPIC -c ./src/batchnorm_layer.c -o obj/batchnorm_layer.o\n","gcc -Iinclude/ -I3rdparty/stb/include -DOPENCV `pkg-config --cflags opencv4 2> /dev/null || pkg-config --cflags opencv` -DGPU -I/usr/local/cuda/include/ -DCUDNN -DCUDNN_HALF -Wall -Wfatal-errors -Wno-unused-result -Wno-unknown-pragmas -fPIC -Ofast -DOPENCV -DGPU -DCUDNN -I/usr/local/cudnn/include -DCUDNN_HALF -fPIC -c ./src/art.c -o obj/art.o\n","gcc -Iinclude/ -I3rdparty/stb/include -DOPENCV `pkg-config --cflags opencv4 2> /dev/null || pkg-config --cflags opencv` -DGPU -I/usr/local/cuda/include/ -DCUDNN -DCUDNN_HALF -Wall -Wfatal-errors -Wno-unused-result -Wno-unknown-pragmas -fPIC -Ofast -DOPENCV -DGPU -DCUDNN -I/usr/local/cudnn/include -DCUDNN_HALF -fPIC -c ./src/region_layer.c -o obj/region_layer.o\n","\u001b[01m\u001b[K./src/region_layer.c:\u001b[m\u001b[K In function ‘\u001b[01m\u001b[Kresize_region_layer\u001b[m\u001b[K’:\n","\u001b[01m\u001b[K./src/region_layer.c:63:9:\u001b[m\u001b[K \u001b[01;35m\u001b[Kwarning: \u001b[m\u001b[Kunused variable ‘\u001b[01m\u001b[Kold_h\u001b[m\u001b[K’ [\u001b[01;35m\u001b[K-Wunused-variable\u001b[m\u001b[K]\n"," int \u001b[01;35m\u001b[Kold_h\u001b[m\u001b[K = l->h;\n"," \u001b[01;35m\u001b[K^~~~~\u001b[m\u001b[K\n","\u001b[01m\u001b[K./src/region_layer.c:62:9:\u001b[m\u001b[K \u001b[01;35m\u001b[Kwarning: \u001b[m\u001b[Kunused variable ‘\u001b[01m\u001b[Kold_w\u001b[m\u001b[K’ [\u001b[01;35m\u001b[K-Wunused-variable\u001b[m\u001b[K]\n"," int \u001b[01;35m\u001b[Kold_w\u001b[m\u001b[K = l->w;\n"," \u001b[01;35m\u001b[K^~~~~\u001b[m\u001b[K\n","gcc -Iinclude/ -I3rdparty/stb/include -DOPENCV `pkg-config --cflags opencv4 2> /dev/null || pkg-config --cflags opencv` -DGPU -I/usr/local/cuda/include/ -DCUDNN -DCUDNN_HALF -Wall -Wfatal-errors -Wno-unused-result -Wno-unknown-pragmas -fPIC -Ofast -DOPENCV -DGPU -DCUDNN -I/usr/local/cudnn/include -DCUDNN_HALF -fPIC -c ./src/reorg_layer.c -o obj/reorg_layer.o\n","gcc -Iinclude/ -I3rdparty/stb/include -DOPENCV `pkg-config --cflags opencv4 2> /dev/null || pkg-config --cflags opencv` -DGPU -I/usr/local/cuda/include/ -DCUDNN -DCUDNN_HALF -Wall -Wfatal-errors -Wno-unused-result -Wno-unknown-pragmas -fPIC -Ofast -DOPENCV -DGPU -DCUDNN -I/usr/local/cudnn/include -DCUDNN_HALF -fPIC -c ./src/reorg_old_layer.c -o obj/reorg_old_layer.o\n","gcc -Iinclude/ -I3rdparty/stb/include -DOPENCV `pkg-config --cflags opencv4 2> /dev/null || pkg-config --cflags opencv` -DGPU -I/usr/local/cuda/include/ -DCUDNN -DCUDNN_HALF -Wall -Wfatal-errors -Wno-unused-result -Wno-unknown-pragmas -fPIC -Ofast -DOPENCV -DGPU -DCUDNN -I/usr/local/cudnn/include -DCUDNN_HALF -fPIC -c ./src/super.c -o obj/super.o\n","gcc -Iinclude/ -I3rdparty/stb/include -DOPENCV `pkg-config --cflags opencv4 2> /dev/null || pkg-config --cflags opencv` -DGPU -I/usr/local/cuda/include/ -DCUDNN -DCUDNN_HALF -Wall -Wfatal-errors -Wno-unused-result -Wno-unknown-pragmas -fPIC -Ofast -DOPENCV -DGPU -DCUDNN -I/usr/local/cudnn/include -DCUDNN_HALF -fPIC -c ./src/voxel.c -o obj/voxel.o\n","gcc -Iinclude/ -I3rdparty/stb/include -DOPENCV `pkg-config --cflags opencv4 2> /dev/null || pkg-config --cflags opencv` -DGPU -I/usr/local/cuda/include/ -DCUDNN -DCUDNN_HALF -Wall -Wfatal-errors -Wno-unused-result -Wno-unknown-pragmas -fPIC -Ofast -DOPENCV -DGPU -DCUDNN -I/usr/local/cudnn/include -DCUDNN_HALF -fPIC -c ./src/tree.c -o obj/tree.o\n","gcc -Iinclude/ -I3rdparty/stb/include -DOPENCV `pkg-config --cflags opencv4 2> /dev/null || pkg-config --cflags opencv` -DGPU -I/usr/local/cuda/include/ -DCUDNN -DCUDNN_HALF -Wall -Wfatal-errors -Wno-unused-result -Wno-unknown-pragmas -fPIC -Ofast -DOPENCV -DGPU -DCUDNN -I/usr/local/cudnn/include -DCUDNN_HALF -fPIC -c ./src/yolo_layer.c -o obj/yolo_layer.o\n","\u001b[01m\u001b[K./src/yolo_layer.c:\u001b[m\u001b[K In function ‘\u001b[01m\u001b[Kmake_yolo_layer\u001b[m\u001b[K’:\n","\u001b[01m\u001b[K./src/yolo_layer.c:68:38:\u001b[m\u001b[K \u001b[01;35m\u001b[Kwarning: \u001b[m\u001b[Kpassing argument 1 of ‘\u001b[01m\u001b[KcudaHostAlloc\u001b[m\u001b[K’ from incompatible pointer type [\u001b[01;35m\u001b[K-Wincompatible-pointer-types\u001b[m\u001b[K]\n"," if (cudaSuccess == cudaHostAlloc(\u001b[01;35m\u001b[K&\u001b[m\u001b[Kl.output, batch*l.outputs*sizeof(float), cudaHostRegisterMapped)) l.output_pinned = 1;\n"," \u001b[01;35m\u001b[K^\u001b[m\u001b[K\n","In file included from \u001b[01m\u001b[K/usr/local/cuda/include/cuda_runtime.h:96:0\u001b[m\u001b[K,\n"," from \u001b[01m\u001b[Kinclude/darknet.h:41\u001b[m\u001b[K,\n"," from \u001b[01m\u001b[K./src/activations.h:3\u001b[m\u001b[K,\n"," from \u001b[01m\u001b[K./src/layer.h:4\u001b[m\u001b[K,\n"," from \u001b[01m\u001b[K./src/yolo_layer.h:5\u001b[m\u001b[K,\n"," from \u001b[01m\u001b[K./src/yolo_layer.c:1\u001b[m\u001b[K:\n","\u001b[01m\u001b[K/usr/local/cuda/include/cuda_runtime_api.h:4811:39:\u001b[m\u001b[K \u001b[01;36m\u001b[Knote: \u001b[m\u001b[Kexpected ‘\u001b[01m\u001b[Kvoid **\u001b[m\u001b[K’ but argument is of type ‘\u001b[01m\u001b[Kfloat **\u001b[m\u001b[K’\n"," extern __host__ cudaError_t CUDARTAPI \u001b[01;36m\u001b[KcudaHostAlloc\u001b[m\u001b[K(void **pHost, size_t size, unsigned int flags);\n"," \u001b[01;36m\u001b[K^~~~~~~~~~~~~\u001b[m\u001b[K\n","\u001b[01m\u001b[K./src/yolo_layer.c:75:38:\u001b[m\u001b[K \u001b[01;35m\u001b[Kwarning: \u001b[m\u001b[Kpassing argument 1 of ‘\u001b[01m\u001b[KcudaHostAlloc\u001b[m\u001b[K’ from incompatible pointer type [\u001b[01;35m\u001b[K-Wincompatible-pointer-types\u001b[m\u001b[K]\n"," if (cudaSuccess == cudaHostAlloc(\u001b[01;35m\u001b[K&\u001b[m\u001b[Kl.delta, batch*l.outputs*sizeof(float), cudaHostRegisterMapped)) l.delta_pinned = 1;\n"," \u001b[01;35m\u001b[K^\u001b[m\u001b[K\n","In file included from \u001b[01m\u001b[K/usr/local/cuda/include/cuda_runtime.h:96:0\u001b[m\u001b[K,\n"," from \u001b[01m\u001b[Kinclude/darknet.h:41\u001b[m\u001b[K,\n"," from \u001b[01m\u001b[K./src/activations.h:3\u001b[m\u001b[K,\n"," from \u001b[01m\u001b[K./src/layer.h:4\u001b[m\u001b[K,\n"," from \u001b[01m\u001b[K./src/yolo_layer.h:5\u001b[m\u001b[K,\n"," from \u001b[01m\u001b[K./src/yolo_layer.c:1\u001b[m\u001b[K:\n","\u001b[01m\u001b[K/usr/local/cuda/include/cuda_runtime_api.h:4811:39:\u001b[m\u001b[K \u001b[01;36m\u001b[Knote: \u001b[m\u001b[Kexpected ‘\u001b[01m\u001b[Kvoid **\u001b[m\u001b[K’ but argument is of type ‘\u001b[01m\u001b[Kfloat **\u001b[m\u001b[K’\n"," extern __host__ cudaError_t CUDARTAPI \u001b[01;36m\u001b[KcudaHostAlloc\u001b[m\u001b[K(void **pHost, size_t size, unsigned int flags);\n"," \u001b[01;36m\u001b[K^~~~~~~~~~~~~\u001b[m\u001b[K\n","\u001b[01m\u001b[K./src/yolo_layer.c:\u001b[m\u001b[K In function ‘\u001b[01m\u001b[Kresize_yolo_layer\u001b[m\u001b[K’:\n","\u001b[01m\u001b[K./src/yolo_layer.c:106:42:\u001b[m\u001b[K \u001b[01;35m\u001b[Kwarning: \u001b[m\u001b[Kpassing argument 1 of ‘\u001b[01m\u001b[KcudaHostAlloc\u001b[m\u001b[K’ from incompatible pointer type [\u001b[01;35m\u001b[K-Wincompatible-pointer-types\u001b[m\u001b[K]\n"," if (cudaSuccess != cudaHostAlloc(\u001b[01;35m\u001b[K&\u001b[m\u001b[Kl->output, l->batch*l->outputs * sizeof(float), cudaHostRegisterMapped)) {\n"," \u001b[01;35m\u001b[K^\u001b[m\u001b[K\n","In file included from \u001b[01m\u001b[K/usr/local/cuda/include/cuda_runtime.h:96:0\u001b[m\u001b[K,\n"," from \u001b[01m\u001b[Kinclude/darknet.h:41\u001b[m\u001b[K,\n"," from \u001b[01m\u001b[K./src/activations.h:3\u001b[m\u001b[K,\n"," from \u001b[01m\u001b[K./src/layer.h:4\u001b[m\u001b[K,\n"," from \u001b[01m\u001b[K./src/yolo_layer.h:5\u001b[m\u001b[K,\n"," from \u001b[01m\u001b[K./src/yolo_layer.c:1\u001b[m\u001b[K:\n","\u001b[01m\u001b[K/usr/local/cuda/include/cuda_runtime_api.h:4811:39:\u001b[m\u001b[K \u001b[01;36m\u001b[Knote: \u001b[m\u001b[Kexpected ‘\u001b[01m\u001b[Kvoid **\u001b[m\u001b[K’ but argument is of type ‘\u001b[01m\u001b[Kfloat **\u001b[m\u001b[K’\n"," extern __host__ cudaError_t CUDARTAPI \u001b[01;36m\u001b[KcudaHostAlloc\u001b[m\u001b[K(void **pHost, size_t size, unsigned int flags);\n"," \u001b[01;36m\u001b[K^~~~~~~~~~~~~\u001b[m\u001b[K\n","\u001b[01m\u001b[K./src/yolo_layer.c:115:42:\u001b[m\u001b[K \u001b[01;35m\u001b[Kwarning: \u001b[m\u001b[Kpassing argument 1 of ‘\u001b[01m\u001b[KcudaHostAlloc\u001b[m\u001b[K’ from incompatible pointer type [\u001b[01;35m\u001b[K-Wincompatible-pointer-types\u001b[m\u001b[K]\n"," if (cudaSuccess != cudaHostAlloc(\u001b[01;35m\u001b[K&\u001b[m\u001b[Kl->delta, l->batch*l->outputs * sizeof(float), cudaHostRegisterMapped)) {\n"," \u001b[01;35m\u001b[K^\u001b[m\u001b[K\n","In file included from \u001b[01m\u001b[K/usr/local/cuda/include/cuda_runtime.h:96:0\u001b[m\u001b[K,\n"," from \u001b[01m\u001b[Kinclude/darknet.h:41\u001b[m\u001b[K,\n"," from \u001b[01m\u001b[K./src/activations.h:3\u001b[m\u001b[K,\n"," from \u001b[01m\u001b[K./src/layer.h:4\u001b[m\u001b[K,\n"," from \u001b[01m\u001b[K./src/yolo_layer.h:5\u001b[m\u001b[K,\n"," from \u001b[01m\u001b[K./src/yolo_layer.c:1\u001b[m\u001b[K:\n","\u001b[01m\u001b[K/usr/local/cuda/include/cuda_runtime_api.h:4811:39:\u001b[m\u001b[K \u001b[01;36m\u001b[Knote: \u001b[m\u001b[Kexpected ‘\u001b[01m\u001b[Kvoid **\u001b[m\u001b[K’ but argument is of type ‘\u001b[01m\u001b[Kfloat **\u001b[m\u001b[K’\n"," extern __host__ cudaError_t CUDARTAPI \u001b[01;36m\u001b[KcudaHostAlloc\u001b[m\u001b[K(void **pHost, size_t size, unsigned int flags);\n"," \u001b[01;36m\u001b[K^~~~~~~~~~~~~\u001b[m\u001b[K\n","\u001b[01m\u001b[K./src/yolo_layer.c:\u001b[m\u001b[K In function ‘\u001b[01m\u001b[Kprocess_batch\u001b[m\u001b[K’:\n","\u001b[01m\u001b[K./src/yolo_layer.c:426:25:\u001b[m\u001b[K \u001b[01;35m\u001b[Kwarning: \u001b[m\u001b[Kvariable ‘\u001b[01m\u001b[Kbest_match_t\u001b[m\u001b[K’ set but not used [\u001b[01;35m\u001b[K-Wunused-but-set-variable\u001b[m\u001b[K]\n"," int \u001b[01;35m\u001b[Kbest_match_t\u001b[m\u001b[K = 0;\n"," \u001b[01;35m\u001b[K^~~~~~~~~~~~\u001b[m\u001b[K\n","\u001b[01m\u001b[K./src/yolo_layer.c:\u001b[m\u001b[K In function ‘\u001b[01m\u001b[Kforward_yolo_layer\u001b[m\u001b[K’:\n","\u001b[01m\u001b[K./src/yolo_layer.c:707:11:\u001b[m\u001b[K \u001b[01;35m\u001b[Kwarning: \u001b[m\u001b[Kunused variable ‘\u001b[01m\u001b[Kavg_anyobj\u001b[m\u001b[K’ [\u001b[01;35m\u001b[K-Wunused-variable\u001b[m\u001b[K]\n"," float \u001b[01;35m\u001b[Kavg_anyobj\u001b[m\u001b[K = 0;\n"," \u001b[01;35m\u001b[K^~~~~~~~~~\u001b[m\u001b[K\n","\u001b[01m\u001b[K./src/yolo_layer.c:706:11:\u001b[m\u001b[K \u001b[01;35m\u001b[Kwarning: \u001b[m\u001b[Kunused variable ‘\u001b[01m\u001b[Kavg_obj\u001b[m\u001b[K’ [\u001b[01;35m\u001b[K-Wunused-variable\u001b[m\u001b[K]\n"," float \u001b[01;35m\u001b[Kavg_obj\u001b[m\u001b[K = 0;\n"," \u001b[01;35m\u001b[K^~~~~~~\u001b[m\u001b[K\n","\u001b[01m\u001b[K./src/yolo_layer.c:705:11:\u001b[m\u001b[K \u001b[01;35m\u001b[Kwarning: \u001b[m\u001b[Kunused variable ‘\u001b[01m\u001b[Kavg_cat\u001b[m\u001b[K’ [\u001b[01;35m\u001b[K-Wunused-variable\u001b[m\u001b[K]\n"," float \u001b[01;35m\u001b[Kavg_cat\u001b[m\u001b[K = 0;\n"," \u001b[01;35m\u001b[K^~~~~~~\u001b[m\u001b[K\n","\u001b[01m\u001b[K./src/yolo_layer.c:704:11:\u001b[m\u001b[K \u001b[01;35m\u001b[Kwarning: \u001b[m\u001b[Kunused variable ‘\u001b[01m\u001b[Krecall75\u001b[m\u001b[K’ [\u001b[01;35m\u001b[K-Wunused-variable\u001b[m\u001b[K]\n"," float \u001b[01;35m\u001b[Krecall75\u001b[m\u001b[K = 0;\n"," \u001b[01;35m\u001b[K^~~~~~~~\u001b[m\u001b[K\n","\u001b[01m\u001b[K./src/yolo_layer.c:703:11:\u001b[m\u001b[K \u001b[01;35m\u001b[Kwarning: \u001b[m\u001b[Kunused variable ‘\u001b[01m\u001b[Krecall\u001b[m\u001b[K’ [\u001b[01;35m\u001b[K-Wunused-variable\u001b[m\u001b[K]\n"," float \u001b[01;35m\u001b[Krecall\u001b[m\u001b[K = 0;\n"," \u001b[01;35m\u001b[K^~~~~~\u001b[m\u001b[K\n","\u001b[01m\u001b[K./src/yolo_layer.c:702:11:\u001b[m\u001b[K \u001b[01;35m\u001b[Kwarning: \u001b[m\u001b[Kunused variable ‘\u001b[01m\u001b[Ktot_ciou_loss\u001b[m\u001b[K’ [\u001b[01;35m\u001b[K-Wunused-variable\u001b[m\u001b[K]\n"," float \u001b[01;35m\u001b[Ktot_ciou_loss\u001b[m\u001b[K = 0;\n"," \u001b[01;35m\u001b[K^~~~~~~~~~~~~\u001b[m\u001b[K\n","\u001b[01m\u001b[K./src/yolo_layer.c:701:11:\u001b[m\u001b[K \u001b[01;35m\u001b[Kwarning: \u001b[m\u001b[Kunused variable ‘\u001b[01m\u001b[Ktot_diou_loss\u001b[m\u001b[K’ [\u001b[01;35m\u001b[K-Wunused-variable\u001b[m\u001b[K]\n"," float \u001b[01;35m\u001b[Ktot_diou_loss\u001b[m\u001b[K = 0;\n"," \u001b[01;35m\u001b[K^~~~~~~~~~~~~\u001b[m\u001b[K\n","\u001b[01m\u001b[K./src/yolo_layer.c:698:11:\u001b[m\u001b[K \u001b[01;35m\u001b[Kwarning: \u001b[m\u001b[Kunused variable ‘\u001b[01m\u001b[Ktot_ciou\u001b[m\u001b[K’ [\u001b[01;35m\u001b[K-Wunused-variable\u001b[m\u001b[K]\n"," float \u001b[01;35m\u001b[Ktot_ciou\u001b[m\u001b[K = 0;\n"," \u001b[01;35m\u001b[K^~~~~~~~\u001b[m\u001b[K\n","\u001b[01m\u001b[K./src/yolo_layer.c:697:11:\u001b[m\u001b[K \u001b[01;35m\u001b[Kwarning: \u001b[m\u001b[Kunused variable ‘\u001b[01m\u001b[Ktot_diou\u001b[m\u001b[K’ [\u001b[01;35m\u001b[K-Wunused-variable\u001b[m\u001b[K]\n"," float \u001b[01;35m\u001b[Ktot_diou\u001b[m\u001b[K = 0;\n"," \u001b[01;35m\u001b[K^~~~~~~~\u001b[m\u001b[K\n","\u001b[01m\u001b[K./src/yolo_layer.c:696:11:\u001b[m\u001b[K \u001b[01;35m\u001b[Kwarning: \u001b[m\u001b[Kunused variable ‘\u001b[01m\u001b[Ktot_giou\u001b[m\u001b[K’ [\u001b[01;35m\u001b[K-Wunused-variable\u001b[m\u001b[K]\n"," float \u001b[01;35m\u001b[Ktot_giou\u001b[m\u001b[K = 0;\n"," \u001b[01;35m\u001b[K^~~~~~~~\u001b[m\u001b[K\n","\u001b[01m\u001b[K./src/yolo_layer.c:668:12:\u001b[m\u001b[K \u001b[01;35m\u001b[Kwarning: \u001b[m\u001b[Kunused variable ‘\u001b[01m\u001b[Kn\u001b[m\u001b[K’ [\u001b[01;35m\u001b[K-Wunused-variable\u001b[m\u001b[K]\n"," int b, \u001b[01;35m\u001b[Kn\u001b[m\u001b[K;\n"," \u001b[01;35m\u001b[K^\u001b[m\u001b[K\n","gcc -Iinclude/ -I3rdparty/stb/include -DOPENCV `pkg-config --cflags opencv4 2> /dev/null || pkg-config --cflags opencv` -DGPU -I/usr/local/cuda/include/ -DCUDNN -DCUDNN_HALF -Wall -Wfatal-errors -Wno-unused-result -Wno-unknown-pragmas -fPIC -Ofast -DOPENCV -DGPU -DCUDNN -I/usr/local/cudnn/include -DCUDNN_HALF -fPIC -c ./src/gaussian_yolo_layer.c -o obj/gaussian_yolo_layer.o\n","\u001b[01m\u001b[K./src/gaussian_yolo_layer.c:\u001b[m\u001b[K In function ‘\u001b[01m\u001b[Kmake_gaussian_yolo_layer\u001b[m\u001b[K’:\n","\u001b[01m\u001b[K./src/gaussian_yolo_layer.c:72:38:\u001b[m\u001b[K \u001b[01;35m\u001b[Kwarning: \u001b[m\u001b[Kpassing argument 1 of ‘\u001b[01m\u001b[KcudaHostAlloc\u001b[m\u001b[K’ from incompatible pointer type [\u001b[01;35m\u001b[K-Wincompatible-pointer-types\u001b[m\u001b[K]\n"," if (cudaSuccess == cudaHostAlloc(\u001b[01;35m\u001b[K&\u001b[m\u001b[Kl.output, batch*l.outputs * sizeof(float), cudaHostRegisterMapped)) l.output_pinned = 1;\n"," \u001b[01;35m\u001b[K^\u001b[m\u001b[K\n","In file included from \u001b[01m\u001b[K/usr/local/cuda/include/cuda_runtime.h:96:0\u001b[m\u001b[K,\n"," from \u001b[01m\u001b[Kinclude/darknet.h:41\u001b[m\u001b[K,\n"," from \u001b[01m\u001b[K./src/gaussian_yolo_layer.h:5\u001b[m\u001b[K,\n"," from \u001b[01m\u001b[K./src/gaussian_yolo_layer.c:7\u001b[m\u001b[K:\n","\u001b[01m\u001b[K/usr/local/cuda/include/cuda_runtime_api.h:4811:39:\u001b[m\u001b[K \u001b[01;36m\u001b[Knote: \u001b[m\u001b[Kexpected ‘\u001b[01m\u001b[Kvoid **\u001b[m\u001b[K’ but argument is of type ‘\u001b[01m\u001b[Kfloat **\u001b[m\u001b[K’\n"," extern __host__ cudaError_t CUDARTAPI \u001b[01;36m\u001b[KcudaHostAlloc\u001b[m\u001b[K(void **pHost, size_t size, unsigned int flags);\n"," \u001b[01;36m\u001b[K^~~~~~~~~~~~~\u001b[m\u001b[K\n","\u001b[01m\u001b[K./src/gaussian_yolo_layer.c:79:38:\u001b[m\u001b[K \u001b[01;35m\u001b[Kwarning: \u001b[m\u001b[Kpassing argument 1 of ‘\u001b[01m\u001b[KcudaHostAlloc\u001b[m\u001b[K’ from incompatible pointer type [\u001b[01;35m\u001b[K-Wincompatible-pointer-types\u001b[m\u001b[K]\n"," if (cudaSuccess == cudaHostAlloc(\u001b[01;35m\u001b[K&\u001b[m\u001b[Kl.delta, batch*l.outputs * sizeof(float), cudaHostRegisterMapped)) l.delta_pinned = 1;\n"," \u001b[01;35m\u001b[K^\u001b[m\u001b[K\n","In file included from \u001b[01m\u001b[K/usr/local/cuda/include/cuda_runtime.h:96:0\u001b[m\u001b[K,\n"," from \u001b[01m\u001b[Kinclude/darknet.h:41\u001b[m\u001b[K,\n"," from \u001b[01m\u001b[K./src/gaussian_yolo_layer.h:5\u001b[m\u001b[K,\n"," from \u001b[01m\u001b[K./src/gaussian_yolo_layer.c:7\u001b[m\u001b[K:\n","\u001b[01m\u001b[K/usr/local/cuda/include/cuda_runtime_api.h:4811:39:\u001b[m\u001b[K \u001b[01;36m\u001b[Knote: \u001b[m\u001b[Kexpected ‘\u001b[01m\u001b[Kvoid **\u001b[m\u001b[K’ but argument is of type ‘\u001b[01m\u001b[Kfloat **\u001b[m\u001b[K’\n"," extern __host__ cudaError_t CUDARTAPI \u001b[01;36m\u001b[KcudaHostAlloc\u001b[m\u001b[K(void **pHost, size_t size, unsigned int flags);\n"," \u001b[01;36m\u001b[K^~~~~~~~~~~~~\u001b[m\u001b[K\n","\u001b[01m\u001b[K./src/gaussian_yolo_layer.c:\u001b[m\u001b[K In function ‘\u001b[01m\u001b[Kresize_gaussian_yolo_layer\u001b[m\u001b[K’:\n","\u001b[01m\u001b[K./src/gaussian_yolo_layer.c:111:42:\u001b[m\u001b[K \u001b[01;35m\u001b[Kwarning: \u001b[m\u001b[Kpassing argument 1 of ‘\u001b[01m\u001b[KcudaHostAlloc\u001b[m\u001b[K’ from incompatible pointer type [\u001b[01;35m\u001b[K-Wincompatible-pointer-types\u001b[m\u001b[K]\n"," if (cudaSuccess != cudaHostAlloc(\u001b[01;35m\u001b[K&\u001b[m\u001b[Kl->output, l->batch*l->outputs * sizeof(float), cudaHostRegisterMapped)) {\n"," \u001b[01;35m\u001b[K^\u001b[m\u001b[K\n","In file included from \u001b[01m\u001b[K/usr/local/cuda/include/cuda_runtime.h:96:0\u001b[m\u001b[K,\n"," from \u001b[01m\u001b[Kinclude/darknet.h:41\u001b[m\u001b[K,\n"," from \u001b[01m\u001b[K./src/gaussian_yolo_layer.h:5\u001b[m\u001b[K,\n"," from \u001b[01m\u001b[K./src/gaussian_yolo_layer.c:7\u001b[m\u001b[K:\n","\u001b[01m\u001b[K/usr/local/cuda/include/cuda_runtime_api.h:4811:39:\u001b[m\u001b[K \u001b[01;36m\u001b[Knote: \u001b[m\u001b[Kexpected ‘\u001b[01m\u001b[Kvoid **\u001b[m\u001b[K’ but argument is of type ‘\u001b[01m\u001b[Kfloat **\u001b[m\u001b[K’\n"," extern __host__ cudaError_t CUDARTAPI \u001b[01;36m\u001b[KcudaHostAlloc\u001b[m\u001b[K(void **pHost, size_t size, unsigned int flags);\n"," \u001b[01;36m\u001b[K^~~~~~~~~~~~~\u001b[m\u001b[K\n","\u001b[01m\u001b[K./src/gaussian_yolo_layer.c:120:42:\u001b[m\u001b[K \u001b[01;35m\u001b[Kwarning: \u001b[m\u001b[Kpassing argument 1 of ‘\u001b[01m\u001b[KcudaHostAlloc\u001b[m\u001b[K’ from incompatible pointer type [\u001b[01;35m\u001b[K-Wincompatible-pointer-types\u001b[m\u001b[K]\n"," if (cudaSuccess != cudaHostAlloc(\u001b[01;35m\u001b[K&\u001b[m\u001b[Kl->delta, l->batch*l->outputs * sizeof(float), cudaHostRegisterMapped)) {\n"," \u001b[01;35m\u001b[K^\u001b[m\u001b[K\n","In file included from \u001b[01m\u001b[K/usr/local/cuda/include/cuda_runtime.h:96:0\u001b[m\u001b[K,\n"," from \u001b[01m\u001b[Kinclude/darknet.h:41\u001b[m\u001b[K,\n"," from \u001b[01m\u001b[K./src/gaussian_yolo_layer.h:5\u001b[m\u001b[K,\n"," from \u001b[01m\u001b[K./src/gaussian_yolo_layer.c:7\u001b[m\u001b[K:\n","\u001b[01m\u001b[K/usr/local/cuda/include/cuda_runtime_api.h:4811:39:\u001b[m\u001b[K \u001b[01;36m\u001b[Knote: \u001b[m\u001b[Kexpected ‘\u001b[01m\u001b[Kvoid **\u001b[m\u001b[K’ but argument is of type ‘\u001b[01m\u001b[Kfloat **\u001b[m\u001b[K’\n"," extern __host__ cudaError_t CUDARTAPI \u001b[01;36m\u001b[KcudaHostAlloc\u001b[m\u001b[K(void **pHost, size_t size, unsigned int flags);\n"," \u001b[01;36m\u001b[K^~~~~~~~~~~~~\u001b[m\u001b[K\n","gcc -Iinclude/ -I3rdparty/stb/include -DOPENCV `pkg-config --cflags opencv4 2> /dev/null || pkg-config --cflags opencv` -DGPU -I/usr/local/cuda/include/ -DCUDNN -DCUDNN_HALF -Wall -Wfatal-errors -Wno-unused-result -Wno-unknown-pragmas -fPIC -Ofast -DOPENCV -DGPU -DCUDNN -I/usr/local/cudnn/include -DCUDNN_HALF -fPIC -c ./src/upsample_layer.c -o obj/upsample_layer.o\n","gcc -Iinclude/ -I3rdparty/stb/include -DOPENCV `pkg-config --cflags opencv4 2> /dev/null || pkg-config --cflags opencv` -DGPU -I/usr/local/cuda/include/ -DCUDNN -DCUDNN_HALF -Wall -Wfatal-errors -Wno-unused-result -Wno-unknown-pragmas -fPIC -Ofast -DOPENCV -DGPU -DCUDNN -I/usr/local/cudnn/include -DCUDNN_HALF -fPIC -c ./src/lstm_layer.c -o obj/lstm_layer.o\n","gcc -Iinclude/ -I3rdparty/stb/include -DOPENCV `pkg-config --cflags opencv4 2> /dev/null || pkg-config --cflags opencv` -DGPU -I/usr/local/cuda/include/ -DCUDNN -DCUDNN_HALF -Wall -Wfatal-errors -Wno-unused-result -Wno-unknown-pragmas -fPIC -Ofast -DOPENCV -DGPU -DCUDNN -I/usr/local/cudnn/include -DCUDNN_HALF -fPIC -c ./src/conv_lstm_layer.c -o obj/conv_lstm_layer.o\n","gcc -Iinclude/ -I3rdparty/stb/include -DOPENCV `pkg-config --cflags opencv4 2> /dev/null || pkg-config --cflags opencv` -DGPU -I/usr/local/cuda/include/ -DCUDNN -DCUDNN_HALF -Wall -Wfatal-errors -Wno-unused-result -Wno-unknown-pragmas -fPIC -Ofast -DOPENCV -DGPU -DCUDNN -I/usr/local/cudnn/include -DCUDNN_HALF -fPIC -c ./src/scale_channels_layer.c -o obj/scale_channels_layer.o\n","gcc -Iinclude/ -I3rdparty/stb/include -DOPENCV `pkg-config --cflags opencv4 2> /dev/null || pkg-config --cflags opencv` -DGPU -I/usr/local/cuda/include/ -DCUDNN -DCUDNN_HALF -Wall -Wfatal-errors -Wno-unused-result -Wno-unknown-pragmas -fPIC -Ofast -DOPENCV -DGPU -DCUDNN -I/usr/local/cudnn/include -DCUDNN_HALF -fPIC -c ./src/sam_layer.c -o obj/sam_layer.o\n","nvcc -gencode arch=compute_35,code=sm_35 -gencode arch=compute_50,code=[sm_50,compute_50] -gencode arch=compute_52,code=[sm_52,compute_52] -gencode arch=compute_61,code=[sm_61,compute_61] -gencode arch=compute_70,code=[sm_70,compute_70] -Iinclude/ -I3rdparty/stb/include -DOPENCV `pkg-config --cflags opencv4 2> /dev/null || pkg-config --cflags opencv` -DGPU -I/usr/local/cuda/include/ -DCUDNN -DCUDNN_HALF --compiler-options \"-Wall -Wfatal-errors -Wno-unused-result -Wno-unknown-pragmas -fPIC -Ofast -DOPENCV -DGPU -DCUDNN -I/usr/local/cudnn/include -DCUDNN_HALF -fPIC\" -c ./src/convolutional_kernels.cu -o obj/convolutional_kernels.o\n","nvcc warning : The 'compute_35', 'compute_37', 'compute_50', 'sm_35', 'sm_37' and 'sm_50' architectures are deprecated, and may be removed in a future release (Use -Wno-deprecated-gpu-targets to suppress warning).\n","nvcc -gencode arch=compute_35,code=sm_35 -gencode arch=compute_50,code=[sm_50,compute_50] -gencode arch=compute_52,code=[sm_52,compute_52] -gencode arch=compute_61,code=[sm_61,compute_61] -gencode arch=compute_70,code=[sm_70,compute_70] -Iinclude/ -I3rdparty/stb/include -DOPENCV `pkg-config --cflags opencv4 2> /dev/null || pkg-config --cflags opencv` -DGPU -I/usr/local/cuda/include/ -DCUDNN -DCUDNN_HALF --compiler-options \"-Wall -Wfatal-errors -Wno-unused-result -Wno-unknown-pragmas -fPIC -Ofast -DOPENCV -DGPU -DCUDNN -I/usr/local/cudnn/include -DCUDNN_HALF -fPIC\" -c ./src/activation_kernels.cu -o obj/activation_kernels.o\n","nvcc warning : The 'compute_35', 'compute_37', 'compute_50', 'sm_35', 'sm_37' and 'sm_50' architectures are deprecated, and may be removed in a future release (Use -Wno-deprecated-gpu-targets to suppress warning).\n","./src/activation_kernels.cu(263): warning: variable \"MISH_THRESHOLD\" was declared but never referenced\n","\n","./src/activation_kernels.cu(263): warning: variable \"MISH_THRESHOLD\" was declared but never referenced\n","\n","./src/activation_kernels.cu(263): warning: variable \"MISH_THRESHOLD\" was declared but never referenced\n","\n","./src/activation_kernels.cu(263): warning: variable \"MISH_THRESHOLD\" was declared but never referenced\n","\n","./src/activation_kernels.cu(263): warning: variable \"MISH_THRESHOLD\" was declared but never referenced\n","\n","nvcc -gencode arch=compute_35,code=sm_35 -gencode arch=compute_50,code=[sm_50,compute_50] -gencode arch=compute_52,code=[sm_52,compute_52] -gencode arch=compute_61,code=[sm_61,compute_61] -gencode arch=compute_70,code=[sm_70,compute_70] -Iinclude/ -I3rdparty/stb/include -DOPENCV `pkg-config --cflags opencv4 2> /dev/null || pkg-config --cflags opencv` -DGPU -I/usr/local/cuda/include/ -DCUDNN -DCUDNN_HALF --compiler-options \"-Wall -Wfatal-errors -Wno-unused-result -Wno-unknown-pragmas -fPIC -Ofast -DOPENCV -DGPU -DCUDNN -I/usr/local/cudnn/include -DCUDNN_HALF -fPIC\" -c ./src/im2col_kernels.cu -o obj/im2col_kernels.o\n","nvcc warning : The 'compute_35', 'compute_37', 'compute_50', 'sm_35', 'sm_37' and 'sm_50' architectures are deprecated, and may be removed in a future release (Use -Wno-deprecated-gpu-targets to suppress warning).\n","./src/im2col_kernels.cu(1354): warning: unrecognized #pragma in device code\n","\n","./src/im2col_kernels.cu(1361): warning: unrecognized #pragma in device code\n","\n","./src/im2col_kernels.cu(1364): warning: unrecognized #pragma in device code\n","\n","./src/im2col_kernels.cu(1389): warning: unrecognized #pragma in device code\n","\n","./src/im2col_kernels.cu(1354): warning: unrecognized #pragma in device code\n","\n","./src/im2col_kernels.cu(1361): warning: unrecognized #pragma in device code\n","\n","./src/im2col_kernels.cu(1364): warning: unrecognized #pragma in device code\n","\n","./src/im2col_kernels.cu(1389): warning: unrecognized #pragma in device code\n","\n","./src/im2col_kernels.cu(1354): warning: unrecognized #pragma in device code\n","\n","./src/im2col_kernels.cu(1361): warning: unrecognized #pragma in device code\n","\n","./src/im2col_kernels.cu(1364): warning: unrecognized #pragma in device code\n","\n","./src/im2col_kernels.cu(1389): warning: unrecognized #pragma in device code\n","\n","./src/im2col_kernels.cu(1354): warning: unrecognized #pragma in device code\n","\n","./src/im2col_kernels.cu(1361): warning: unrecognized #pragma in device code\n","\n","./src/im2col_kernels.cu(1364): warning: unrecognized #pragma in device code\n","\n","./src/im2col_kernels.cu(1389): warning: unrecognized #pragma in device code\n","\n","./src/im2col_kernels.cu(1354): warning: unrecognized #pragma in device code\n","\n","./src/im2col_kernels.cu(1361): warning: unrecognized #pragma in device code\n","\n","./src/im2col_kernels.cu(1364): warning: unrecognized #pragma in device code\n","\n","./src/im2col_kernels.cu(1389): warning: unrecognized #pragma in device code\n","\n","nvcc -gencode arch=compute_35,code=sm_35 -gencode arch=compute_50,code=[sm_50,compute_50] -gencode arch=compute_52,code=[sm_52,compute_52] -gencode arch=compute_61,code=[sm_61,compute_61] -gencode arch=compute_70,code=[sm_70,compute_70] -Iinclude/ -I3rdparty/stb/include -DOPENCV `pkg-config --cflags opencv4 2> /dev/null || pkg-config --cflags opencv` -DGPU -I/usr/local/cuda/include/ -DCUDNN -DCUDNN_HALF --compiler-options \"-Wall -Wfatal-errors -Wno-unused-result -Wno-unknown-pragmas -fPIC -Ofast -DOPENCV -DGPU -DCUDNN -I/usr/local/cudnn/include -DCUDNN_HALF -fPIC\" -c ./src/col2im_kernels.cu -o obj/col2im_kernels.o\n","nvcc warning : The 'compute_35', 'compute_37', 'compute_50', 'sm_35', 'sm_37' and 'sm_50' architectures are deprecated, and may be removed in a future release (Use -Wno-deprecated-gpu-targets to suppress warning).\n","nvcc -gencode arch=compute_35,code=sm_35 -gencode arch=compute_50,code=[sm_50,compute_50] -gencode arch=compute_52,code=[sm_52,compute_52] -gencode arch=compute_61,code=[sm_61,compute_61] -gencode arch=compute_70,code=[sm_70,compute_70] -Iinclude/ -I3rdparty/stb/include -DOPENCV `pkg-config --cflags opencv4 2> /dev/null || pkg-config --cflags opencv` -DGPU -I/usr/local/cuda/include/ -DCUDNN -DCUDNN_HALF --compiler-options \"-Wall -Wfatal-errors -Wno-unused-result -Wno-unknown-pragmas -fPIC -Ofast -DOPENCV -DGPU -DCUDNN -I/usr/local/cudnn/include -DCUDNN_HALF -fPIC\" -c ./src/blas_kernels.cu -o obj/blas_kernels.o\n","nvcc warning : The 'compute_35', 'compute_37', 'compute_50', 'sm_35', 'sm_37' and 'sm_50' architectures are deprecated, and may be removed in a future release (Use -Wno-deprecated-gpu-targets to suppress warning).\n","./src/blas_kernels.cu(1086): warning: variable \"out_index\" was declared but never referenced\n","\n","./src/blas_kernels.cu(1130): warning: variable \"step\" was set but never used\n","\n","./src/blas_kernels.cu(1736): warning: variable \"stage_id\" was declared but never referenced\n","\n","./src/blas_kernels.cu(1086): warning: variable \"out_index\" was declared but never referenced\n","\n","./src/blas_kernels.cu(1130): warning: variable \"step\" was set but never used\n","\n","./src/blas_kernels.cu(1736): warning: variable \"stage_id\" was declared but never referenced\n","\n","./src/blas_kernels.cu(1086): warning: variable \"out_index\" was declared but never referenced\n","\n","./src/blas_kernels.cu(1130): warning: variable \"step\" was set but never used\n","\n","./src/blas_kernels.cu(1736): warning: variable \"stage_id\" was declared but never referenced\n","\n","./src/blas_kernels.cu(1086): warning: variable \"out_index\" was declared but never referenced\n","\n","./src/blas_kernels.cu(1130): warning: variable \"step\" was set but never used\n","\n","./src/blas_kernels.cu(1736): warning: variable \"stage_id\" was declared but never referenced\n","\n","./src/blas_kernels.cu(1086): warning: variable \"out_index\" was declared but never referenced\n","\n","./src/blas_kernels.cu(1130): warning: variable \"step\" was set but never used\n","\n","./src/blas_kernels.cu(1736): warning: variable \"stage_id\" was declared but never referenced\n","\n","\u001b[01m\u001b[K./src/blas_kernels.cu:\u001b[m\u001b[K In function ‘\u001b[01m\u001b[Kvoid backward_shortcut_multilayer_gpu(int, int, int, int*, float**, float*, float*, float*, float*, int, float*, float**, WEIGHTS_NORMALIZATION_T)\u001b[m\u001b[K’:\n","\u001b[01m\u001b[K./src/blas_kernels.cu:1130:5:\u001b[m\u001b[K \u001b[01;35m\u001b[Kwarning: \u001b[m\u001b[Kvariable ‘\u001b[01m\u001b[Kstep\u001b[m\u001b[K’ set but not used [\u001b[01;35m\u001b[K-Wunused-but-set-variable\u001b[m\u001b[K]\n"," \u001b[01;35m\u001b[Kint \u001b[m\u001b[Kstep = 0;\n"," \u001b[01;35m\u001b[K^~~~\u001b[m\u001b[K\n","nvcc -gencode arch=compute_35,code=sm_35 -gencode arch=compute_50,code=[sm_50,compute_50] -gencode arch=compute_52,code=[sm_52,compute_52] -gencode arch=compute_61,code=[sm_61,compute_61] -gencode arch=compute_70,code=[sm_70,compute_70] -Iinclude/ -I3rdparty/stb/include -DOPENCV `pkg-config --cflags opencv4 2> /dev/null || pkg-config --cflags opencv` -DGPU -I/usr/local/cuda/include/ -DCUDNN -DCUDNN_HALF --compiler-options \"-Wall -Wfatal-errors -Wno-unused-result -Wno-unknown-pragmas -fPIC -Ofast -DOPENCV -DGPU -DCUDNN -I/usr/local/cudnn/include -DCUDNN_HALF -fPIC\" -c ./src/crop_layer_kernels.cu -o obj/crop_layer_kernels.o\n","nvcc warning : The 'compute_35', 'compute_37', 'compute_50', 'sm_35', 'sm_37' and 'sm_50' architectures are deprecated, and may be removed in a future release (Use -Wno-deprecated-gpu-targets to suppress warning).\n","nvcc -gencode arch=compute_35,code=sm_35 -gencode arch=compute_50,code=[sm_50,compute_50] -gencode arch=compute_52,code=[sm_52,compute_52] -gencode arch=compute_61,code=[sm_61,compute_61] -gencode arch=compute_70,code=[sm_70,compute_70] -Iinclude/ -I3rdparty/stb/include -DOPENCV `pkg-config --cflags opencv4 2> /dev/null || pkg-config --cflags opencv` -DGPU -I/usr/local/cuda/include/ -DCUDNN -DCUDNN_HALF --compiler-options \"-Wall -Wfatal-errors -Wno-unused-result -Wno-unknown-pragmas -fPIC -Ofast -DOPENCV -DGPU -DCUDNN -I/usr/local/cudnn/include -DCUDNN_HALF -fPIC\" -c ./src/dropout_layer_kernels.cu -o obj/dropout_layer_kernels.o\n","nvcc warning : The 'compute_35', 'compute_37', 'compute_50', 'sm_35', 'sm_37' and 'sm_50' architectures are deprecated, and may be removed in a future release (Use -Wno-deprecated-gpu-targets to suppress warning).\n","nvcc -gencode arch=compute_35,code=sm_35 -gencode arch=compute_50,code=[sm_50,compute_50] -gencode arch=compute_52,code=[sm_52,compute_52] -gencode arch=compute_61,code=[sm_61,compute_61] -gencode arch=compute_70,code=[sm_70,compute_70] -Iinclude/ -I3rdparty/stb/include -DOPENCV `pkg-config --cflags opencv4 2> /dev/null || pkg-config --cflags opencv` -DGPU -I/usr/local/cuda/include/ -DCUDNN -DCUDNN_HALF --compiler-options \"-Wall -Wfatal-errors -Wno-unused-result -Wno-unknown-pragmas -fPIC -Ofast -DOPENCV -DGPU -DCUDNN -I/usr/local/cudnn/include -DCUDNN_HALF -fPIC\" -c ./src/maxpool_layer_kernels.cu -o obj/maxpool_layer_kernels.o\n","nvcc warning : The 'compute_35', 'compute_37', 'compute_50', 'sm_35', 'sm_37' and 'sm_50' architectures are deprecated, and may be removed in a future release (Use -Wno-deprecated-gpu-targets to suppress warning).\n","nvcc -gencode arch=compute_35,code=sm_35 -gencode arch=compute_50,code=[sm_50,compute_50] -gencode arch=compute_52,code=[sm_52,compute_52] -gencode arch=compute_61,code=[sm_61,compute_61] -gencode arch=compute_70,code=[sm_70,compute_70] -Iinclude/ -I3rdparty/stb/include -DOPENCV `pkg-config --cflags opencv4 2> /dev/null || pkg-config --cflags opencv` -DGPU -I/usr/local/cuda/include/ -DCUDNN -DCUDNN_HALF --compiler-options \"-Wall -Wfatal-errors -Wno-unused-result -Wno-unknown-pragmas -fPIC -Ofast -DOPENCV -DGPU -DCUDNN -I/usr/local/cudnn/include -DCUDNN_HALF -fPIC\" -c ./src/network_kernels.cu -o obj/network_kernels.o\n","nvcc warning : The 'compute_35', 'compute_37', 'compute_50', 'sm_35', 'sm_37' and 'sm_50' architectures are deprecated, and may be removed in a future release (Use -Wno-deprecated-gpu-targets to suppress warning).\n","./src/network_kernels.cu(379): warning: variable \"l\" was declared but never referenced\n","\n","./src/network_kernels.cu(379): warning: variable \"l\" was declared but never referenced\n","\n","./src/network_kernels.cu(379): warning: variable \"l\" was declared but never referenced\n","\n","./src/network_kernels.cu(379): warning: variable \"l\" was declared but never referenced\n","\n","./src/network_kernels.cu(379): warning: variable \"l\" was declared but never referenced\n","\n","\u001b[01m\u001b[K./src/network_kernels.cu:\u001b[m\u001b[K In function ‘\u001b[01m\u001b[Kfloat train_network_datum_gpu(network, float*, float*)\u001b[m\u001b[K’:\n","\u001b[01m\u001b[K./src/network_kernels.cu:379:7:\u001b[m\u001b[K \u001b[01;35m\u001b[Kwarning: \u001b[m\u001b[Kvariable ‘\u001b[01m\u001b[Kl\u001b[m\u001b[K’ set but not used [\u001b[01;35m\u001b[K-Wunused-but-set-variable\u001b[m\u001b[K]\n"," \u001b[01;35m\u001b[K \u001b[m\u001b[K layer l = net.layers[net.n - 1];\n"," \u001b[01;35m\u001b[K^\u001b[m\u001b[K\n","nvcc -gencode arch=compute_35,code=sm_35 -gencode arch=compute_50,code=[sm_50,compute_50] -gencode arch=compute_52,code=[sm_52,compute_52] -gencode arch=compute_61,code=[sm_61,compute_61] -gencode arch=compute_70,code=[sm_70,compute_70] -Iinclude/ -I3rdparty/stb/include -DOPENCV `pkg-config --cflags opencv4 2> /dev/null || pkg-config --cflags opencv` -DGPU -I/usr/local/cuda/include/ -DCUDNN -DCUDNN_HALF --compiler-options \"-Wall -Wfatal-errors -Wno-unused-result -Wno-unknown-pragmas -fPIC -Ofast -DOPENCV -DGPU -DCUDNN -I/usr/local/cudnn/include -DCUDNN_HALF -fPIC\" -c ./src/avgpool_layer_kernels.cu -o obj/avgpool_layer_kernels.o\n","nvcc warning : The 'compute_35', 'compute_37', 'compute_50', 'sm_35', 'sm_37' and 'sm_50' architectures are deprecated, and may be removed in a future release (Use -Wno-deprecated-gpu-targets to suppress warning).\n","g++ -std=c++11 -std=c++11 -Iinclude/ -I3rdparty/stb/include -DOPENCV `pkg-config --cflags opencv4 2> /dev/null || pkg-config --cflags opencv` -DGPU -I/usr/local/cuda/include/ -DCUDNN -DCUDNN_HALF -Wall -Wfatal-errors -Wno-unused-result -Wno-unknown-pragmas -fPIC -Ofast -DOPENCV -DGPU -DCUDNN -I/usr/local/cudnn/include -DCUDNN_HALF -fPIC obj/image_opencv.o obj/http_stream.o obj/gemm.o obj/utils.o obj/dark_cuda.o obj/convolutional_layer.o obj/list.o obj/image.o obj/activations.o obj/im2col.o obj/col2im.o obj/blas.o obj/crop_layer.o obj/dropout_layer.o obj/maxpool_layer.o obj/softmax_layer.o obj/data.o obj/matrix.o obj/network.o obj/connected_layer.o obj/cost_layer.o obj/parser.o obj/option_list.o obj/darknet.o obj/detection_layer.o obj/captcha.o obj/route_layer.o obj/writing.o obj/box.o obj/nightmare.o obj/normalization_layer.o obj/avgpool_layer.o obj/coco.o obj/dice.o obj/yolo.o obj/detector.o obj/layer.o obj/compare.o obj/classifier.o obj/local_layer.o obj/swag.o obj/shortcut_layer.o obj/representation_layer.o obj/activation_layer.o obj/rnn_layer.o obj/gru_layer.o obj/rnn.o obj/rnn_vid.o obj/crnn_layer.o obj/demo.o obj/tag.o obj/cifar.o obj/go.o obj/batchnorm_layer.o obj/art.o obj/region_layer.o obj/reorg_layer.o obj/reorg_old_layer.o obj/super.o obj/voxel.o obj/tree.o obj/yolo_layer.o obj/gaussian_yolo_layer.o obj/upsample_layer.o obj/lstm_layer.o obj/conv_lstm_layer.o obj/scale_channels_layer.o obj/sam_layer.o obj/convolutional_kernels.o obj/activation_kernels.o obj/im2col_kernels.o obj/col2im_kernels.o obj/blas_kernels.o obj/crop_layer_kernels.o obj/dropout_layer_kernels.o obj/maxpool_layer_kernels.o obj/network_kernels.o obj/avgpool_layer_kernels.o -o darknet -lm -pthread `pkg-config --libs opencv4 2> /dev/null || pkg-config --libs opencv` -L/usr/local/cuda/lib64 -lcuda -lcudart -lcublas -lcurand -L/usr/local/cudnn/lib64 -lcudnn -lstdc++\n","g++ -std=c++11 -shared -std=c++11 -fvisibility=hidden -DLIB_EXPORTS -Iinclude/ -I3rdparty/stb/include -DOPENCV `pkg-config --cflags opencv4 2> /dev/null || pkg-config --cflags opencv` -DGPU -I/usr/local/cuda/include/ -DCUDNN -DCUDNN_HALF -Wall -Wfatal-errors -Wno-unused-result -Wno-unknown-pragmas -fPIC -Ofast -DOPENCV -DGPU -DCUDNN -I/usr/local/cudnn/include -DCUDNN_HALF -fPIC ./obj/image_opencv.o ./obj/http_stream.o ./obj/gemm.o ./obj/utils.o ./obj/dark_cuda.o ./obj/convolutional_layer.o ./obj/list.o ./obj/image.o ./obj/activations.o ./obj/im2col.o ./obj/col2im.o ./obj/blas.o ./obj/crop_layer.o ./obj/dropout_layer.o ./obj/maxpool_layer.o ./obj/softmax_layer.o ./obj/data.o ./obj/matrix.o ./obj/network.o ./obj/connected_layer.o ./obj/cost_layer.o ./obj/parser.o ./obj/option_list.o ./obj/darknet.o ./obj/detection_layer.o ./obj/captcha.o ./obj/route_layer.o ./obj/writing.o ./obj/box.o ./obj/nightmare.o ./obj/normalization_layer.o ./obj/avgpool_layer.o ./obj/coco.o ./obj/dice.o ./obj/yolo.o ./obj/detector.o ./obj/layer.o ./obj/compare.o ./obj/classifier.o ./obj/local_layer.o ./obj/swag.o ./obj/shortcut_layer.o ./obj/representation_layer.o ./obj/activation_layer.o ./obj/rnn_layer.o ./obj/gru_layer.o ./obj/rnn.o ./obj/rnn_vid.o ./obj/crnn_layer.o ./obj/demo.o ./obj/tag.o ./obj/cifar.o ./obj/go.o ./obj/batchnorm_layer.o ./obj/art.o ./obj/region_layer.o ./obj/reorg_layer.o ./obj/reorg_old_layer.o ./obj/super.o ./obj/voxel.o ./obj/tree.o ./obj/yolo_layer.o ./obj/gaussian_yolo_layer.o ./obj/upsample_layer.o ./obj/lstm_layer.o ./obj/conv_lstm_layer.o ./obj/scale_channels_layer.o ./obj/sam_layer.o ./obj/convolutional_kernels.o ./obj/activation_kernels.o ./obj/im2col_kernels.o ./obj/col2im_kernels.o ./obj/blas_kernels.o ./obj/crop_layer_kernels.o ./obj/dropout_layer_kernels.o ./obj/maxpool_layer_kernels.o ./obj/network_kernels.o ./obj/avgpool_layer_kernels.o src/yolo_v2_class.cpp -o libdarknet.so -lm -pthread `pkg-config --libs opencv4 2> /dev/null || pkg-config --libs opencv` -L/usr/local/cuda/lib64 -lcuda -lcudart -lcublas -lcurand -L/usr/local/cudnn/lib64 -lcudnn -lstdc++\n","In file included from \u001b[01m\u001b[Ksrc/yolo_v2_class.cpp:2:0\u001b[m\u001b[K:\n","\u001b[01m\u001b[Kinclude/yolo_v2_class.hpp:\u001b[m\u001b[K In member function ‘\u001b[01m\u001b[Kvoid track_kalman_t::clear_old_states()\u001b[m\u001b[K’:\n","\u001b[01m\u001b[Kinclude/yolo_v2_class.hpp:879:50:\u001b[m\u001b[K \u001b[01;35m\u001b[Kwarning: \u001b[m\u001b[Kcomparison between signed and unsigned integer expressions [\u001b[01;35m\u001b[K-Wsign-compare\u001b[m\u001b[K]\n"," if ((result_vec_pred[state_id].x > img_size.width) ||\n","\u001b[01m\u001b[Kinclude/yolo_v2_class.hpp:880:50:\u001b[m\u001b[K \u001b[01;35m\u001b[Kwarning: \u001b[m\u001b[Kcomparison between signed and unsigned integer expressions [\u001b[01;35m\u001b[K-Wsign-compare\u001b[m\u001b[K]\n"," (result_vec_pred[state_id].y > img_size.height))\n","\u001b[01m\u001b[Kinclude/yolo_v2_class.hpp:\u001b[m\u001b[K In member function ‘\u001b[01m\u001b[Ktrack_kalman_t::tst_t track_kalman_t::get_state_id(bbox_t, std::vector&)\u001b[m\u001b[K’:\n","\u001b[01m\u001b[Kinclude/yolo_v2_class.hpp:900:30:\u001b[m\u001b[K \u001b[01;35m\u001b[Kwarning: \u001b[m\u001b[Kcomparison between signed and unsigned integer expressions [\u001b[01;35m\u001b[K-Wsign-compare\u001b[m\u001b[K]\n"," for (size_t i = 0; \u001b[01;35m\u001b[Ki < max_objects\u001b[m\u001b[K; ++i)\n"," \u001b[01;35m\u001b[K~~^~~~~~~~~~~~~\u001b[m\u001b[K\n","\u001b[01m\u001b[Kinclude/yolo_v2_class.hpp:\u001b[m\u001b[K In member function ‘\u001b[01m\u001b[Kstd::vector track_kalman_t::predict()\u001b[m\u001b[K’:\n","\u001b[01m\u001b[Kinclude/yolo_v2_class.hpp:990:30:\u001b[m\u001b[K \u001b[01;35m\u001b[Kwarning: \u001b[m\u001b[Kcomparison between signed and unsigned integer expressions [\u001b[01;35m\u001b[K-Wsign-compare\u001b[m\u001b[K]\n"," for (size_t i = 0; \u001b[01;35m\u001b[Ki < max_objects\u001b[m\u001b[K; ++i)\n"," \u001b[01;35m\u001b[K~~^~~~~~~~~~~~~\u001b[m\u001b[K\n","\u001b[01m\u001b[Kinclude/yolo_v2_class.hpp:\u001b[m\u001b[K In member function ‘\u001b[01m\u001b[Kstd::vector track_kalman_t::correct(std::vector)\u001b[m\u001b[K’:\n","\u001b[01m\u001b[Kinclude/yolo_v2_class.hpp:1025:30:\u001b[m\u001b[K \u001b[01;35m\u001b[Kwarning: \u001b[m\u001b[Kcomparison between signed and unsigned integer expressions [\u001b[01;35m\u001b[K-Wsign-compare\u001b[m\u001b[K]\n"," for (size_t i = 0; \u001b[01;35m\u001b[Ki < max_objects\u001b[m\u001b[K; ++i)\n"," \u001b[01;35m\u001b[K~~^~~~~~~~~~~~~\u001b[m\u001b[K\n","\u001b[01m\u001b[Ksrc/yolo_v2_class.cpp:\u001b[m\u001b[K In member function ‘\u001b[01m\u001b[Kstd::vector Detector::tracking_id(std::vector, bool, int, int)\u001b[m\u001b[K’:\n","\u001b[01m\u001b[Ksrc/yolo_v2_class.cpp:439:40:\u001b[m\u001b[K \u001b[01;35m\u001b[Kwarning: \u001b[m\u001b[Kcomparison between signed and unsigned integer expressions [\u001b[01;35m\u001b[K-Wsign-compare\u001b[m\u001b[K]\n"," if (\u001b[01;35m\u001b[Kprev_bbox_vec_deque.size() > frames_story\u001b[m\u001b[K) prev_bbox_vec_deque.pop_back();\n"," \u001b[01;35m\u001b[K~~~~~~~~~~~~~~~~~~~~~~~~~~~^~~~~~~~~~~~~~\u001b[m\u001b[K\n","\u001b[01m\u001b[Ksrc/yolo_v2_class.cpp:454:34:\u001b[m\u001b[K \u001b[01;35m\u001b[Kwarning: \u001b[m\u001b[Kcomparison between signed and unsigned integer expressions [\u001b[01;35m\u001b[K-Wsign-compare\u001b[m\u001b[K]\n"," if (\u001b[01;35m\u001b[Kcur_dist < max_dist\u001b[m\u001b[K && (k.track_id == 0 || dist_vec[m] > cur_dist)) {\n"," \u001b[01;35m\u001b[K~~~~~~~~~^~~~~~~~~~\u001b[m\u001b[K\n","\u001b[01m\u001b[Ksrc/yolo_v2_class.cpp:478:40:\u001b[m\u001b[K \u001b[01;35m\u001b[Kwarning: \u001b[m\u001b[Kcomparison between signed and unsigned integer expressions [\u001b[01;35m\u001b[K-Wsign-compare\u001b[m\u001b[K]\n"," if (\u001b[01;35m\u001b[Kprev_bbox_vec_deque.size() > frames_story\u001b[m\u001b[K) prev_bbox_vec_deque.pop_back();\n"," \u001b[01;35m\u001b[K~~~~~~~~~~~~~~~~~~~~~~~~~~~^~~~~~~~~~~~~~\u001b[m\u001b[K\n","g++ -std=c++11 -std=c++11 -Iinclude/ -I3rdparty/stb/include -DOPENCV `pkg-config --cflags opencv4 2> /dev/null || pkg-config --cflags opencv` -DGPU -I/usr/local/cuda/include/ -DCUDNN -DCUDNN_HALF -Wall -Wfatal-errors -Wno-unused-result -Wno-unknown-pragmas -fPIC -Ofast -DOPENCV -DGPU -DCUDNN -I/usr/local/cudnn/include -DCUDNN_HALF -fPIC -o uselib src/yolo_console_dll.cpp -lm -pthread `pkg-config --libs opencv4 2> /dev/null || pkg-config --libs opencv` -L/usr/local/cuda/lib64 -lcuda -lcudart -lcublas -lcurand -L/usr/local/cudnn/lib64 -lcudnn -lstdc++ -L ./ -l:libdarknet.so\n","In file included from \u001b[01m\u001b[Ksrc/yolo_console_dll.cpp:23:0\u001b[m\u001b[K:\n","\u001b[01m\u001b[Kinclude/yolo_v2_class.hpp:\u001b[m\u001b[K In member function ‘\u001b[01m\u001b[Kvoid track_kalman_t::clear_old_states()\u001b[m\u001b[K’:\n","\u001b[01m\u001b[Kinclude/yolo_v2_class.hpp:879:50:\u001b[m\u001b[K \u001b[01;35m\u001b[Kwarning: \u001b[m\u001b[Kcomparison between signed and unsigned integer expressions [\u001b[01;35m\u001b[K-Wsign-compare\u001b[m\u001b[K]\n"," if ((result_vec_pred[state_id].x > img_size.width) ||\n","\u001b[01m\u001b[Kinclude/yolo_v2_class.hpp:880:50:\u001b[m\u001b[K \u001b[01;35m\u001b[Kwarning: \u001b[m\u001b[Kcomparison between signed and unsigned integer expressions [\u001b[01;35m\u001b[K-Wsign-compare\u001b[m\u001b[K]\n"," (result_vec_pred[state_id].y > img_size.height))\n","\u001b[01m\u001b[Kinclude/yolo_v2_class.hpp:\u001b[m\u001b[K In member function ‘\u001b[01m\u001b[Ktrack_kalman_t::tst_t track_kalman_t::get_state_id(bbox_t, std::vector&)\u001b[m\u001b[K’:\n","\u001b[01m\u001b[Kinclude/yolo_v2_class.hpp:900:30:\u001b[m\u001b[K \u001b[01;35m\u001b[Kwarning: \u001b[m\u001b[Kcomparison between signed and unsigned integer expressions [\u001b[01;35m\u001b[K-Wsign-compare\u001b[m\u001b[K]\n"," for (size_t i = 0; \u001b[01;35m\u001b[Ki < max_objects\u001b[m\u001b[K; ++i)\n"," \u001b[01;35m\u001b[K~~^~~~~~~~~~~~~\u001b[m\u001b[K\n","\u001b[01m\u001b[Kinclude/yolo_v2_class.hpp:\u001b[m\u001b[K In member function ‘\u001b[01m\u001b[Kstd::vector track_kalman_t::predict()\u001b[m\u001b[K’:\n","\u001b[01m\u001b[Kinclude/yolo_v2_class.hpp:990:30:\u001b[m\u001b[K \u001b[01;35m\u001b[Kwarning: \u001b[m\u001b[Kcomparison between signed and unsigned integer expressions [\u001b[01;35m\u001b[K-Wsign-compare\u001b[m\u001b[K]\n"," for (size_t i = 0; \u001b[01;35m\u001b[Ki < max_objects\u001b[m\u001b[K; ++i)\n"," \u001b[01;35m\u001b[K~~^~~~~~~~~~~~~\u001b[m\u001b[K\n","\u001b[01m\u001b[Kinclude/yolo_v2_class.hpp:\u001b[m\u001b[K In member function ‘\u001b[01m\u001b[Kstd::vector track_kalman_t::correct(std::vector)\u001b[m\u001b[K’:\n","\u001b[01m\u001b[Kinclude/yolo_v2_class.hpp:1025:30:\u001b[m\u001b[K \u001b[01;35m\u001b[Kwarning: \u001b[m\u001b[Kcomparison between signed and unsigned integer expressions [\u001b[01;35m\u001b[K-Wsign-compare\u001b[m\u001b[K]\n"," for (size_t i = 0; \u001b[01;35m\u001b[Ki < max_objects\u001b[m\u001b[K; ++i)\n"," \u001b[01;35m\u001b[K~~^~~~~~~~~~~~~\u001b[m\u001b[K\n","\u001b[01m\u001b[Ksrc/yolo_console_dll.cpp:\u001b[m\u001b[K In function ‘\u001b[01m\u001b[Kvoid draw_boxes(cv::Mat, std::vector, std::vector >, int, int)\u001b[m\u001b[K’:\n","\u001b[01m\u001b[Ksrc/yolo_console_dll.cpp:192:46:\u001b[m\u001b[K \u001b[01;35m\u001b[Kwarning: \u001b[m\u001b[Kcomparison between signed and unsigned integer expressions [\u001b[01;35m\u001b[K-Wsign-compare\u001b[m\u001b[K]\n"," int max_width = (\u001b[01;35m\u001b[Ktext_size.width > i.w + 2\u001b[m\u001b[K) ? text_size.width : (i.w + 2);\n"," \u001b[01;35m\u001b[K~~~~~~~~~~~~~~~~^~~~~~~~~\u001b[m\u001b[K\n","\u001b[01m\u001b[Ksrc/yolo_console_dll.cpp:201:62:\u001b[m\u001b[K \u001b[01;35m\u001b[Kwarning: \u001b[m\u001b[Kcomparison between signed and unsigned integer expressions [\u001b[01;35m\u001b[K-Wsign-compare\u001b[m\u001b[K]\n"," int const max_width_3d = (\u001b[01;35m\u001b[Ktext_size_3d.width > i.w + 2\u001b[m\u001b[K) ? text_size_3d.width : (i.w + 2);\n"," \u001b[01;35m\u001b[K~~~~~~~~~~~~~~~~~~~^~~~~~~~~\u001b[m\u001b[K\n","\u001b[01m\u001b[Ksrc/yolo_console_dll.cpp:183:15:\u001b[m\u001b[K \u001b[01;35m\u001b[Kwarning: \u001b[m\u001b[Kunused variable ‘\u001b[01m\u001b[Kcolors\u001b[m\u001b[K’ [\u001b[01;35m\u001b[K-Wunused-variable\u001b[m\u001b[K]\n"," int const \u001b[01;35m\u001b[Kcolors\u001b[m\u001b[K[6][3] = { { 1,0,1 },{ 0,0,1 },{ 0,1,1 },{ 0,1,0 },{ 1,1,0 },{ 1,0,0 } };\n"," \u001b[01;35m\u001b[K^~~~~~\u001b[m\u001b[K\n"]}],"source":["# build darknet \n","!make"]},{"cell_type":"markdown","metadata":{"id":"kHazNXGSJ_5K"},"source":["## **7) Copy files from your drive to the darknet directory**"]},{"cell_type":"code","execution_count":5,"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"elapsed":33,"status":"ok","timestamp":1659785411641,"user":{"displayName":"Kshitij Kumar","userId":"04023944310923569991"},"user_tz":-330},"id":"6aK5ur5KsXOr","outputId":"356d935a-94d0-4e95-b107-9a81b32735e7","vscode":{"languageId":"python"}},"outputs":[{"name":"stdout","output_type":"stream","text":["/content/darknet/data\n","/content/darknet\n"]}],"source":["# Clean the data and cfg folders first except the labels folder in data which is required\n","\n","%cd data/\n","!find -maxdepth 1 -type f -exec rm -rf {} \\;\n","%cd ..\n","\n","%rm -rf cfg/\n","%mkdir cfg"]},{"cell_type":"code","execution_count":null,"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"elapsed":14631,"status":"ok","timestamp":1659785426254,"user":{"displayName":"Kshitij Kumar","userId":"04023944310923569991"},"user_tz":-330},"id":"GDMYvZFJJ_5K","outputId":"c2b65623-30b2-45a6-fb8d-91ace2fcb4a9","vscode":{"languageId":"python"}},"outputs":[],"source":["#copy the datasets zip file to the root darknet folder\n","!cp /mydrive/yolov4-tiny/obj.zip ../\n","\n","# unzip the datasets and their contents so that they are now in /darknet/data/ folder\n","!unzip ../obj.zip -d data/"]},{"cell_type":"code","execution_count":7,"metadata":{"executionInfo":{"elapsed":776,"status":"ok","timestamp":1659785427022,"user":{"displayName":"Kshitij Kumar","userId":"04023944310923569991"},"user_tz":-330},"id":"C_8ijd3DJ_5L","vscode":{"languageId":"python"}},"outputs":[],"source":["#copy the custom cfg file from the drive to the darknet/cfg folder\n","!cp /mydrive/yolov4-tiny/yolov4-tiny-custom.cfg ./cfg"]},{"cell_type":"code","execution_count":8,"metadata":{"executionInfo":{"elapsed":12,"status":"ok","timestamp":1659785427023,"user":{"displayName":"Kshitij Kumar","userId":"04023944310923569991"},"user_tz":-330},"id":"ddfOsTymJ_5L","vscode":{"languageId":"python"}},"outputs":[],"source":["# copy the obj.names and obj.data files so that they are now in /darknet/data/ folder\n","!cp /mydrive/yolov4-tiny/obj.names ./data\n","!cp /mydrive/yolov4-tiny/obj.data ./data"]},{"cell_type":"code","execution_count":9,"metadata":{"executionInfo":{"elapsed":508,"status":"ok","timestamp":1659785427523,"user":{"displayName":"Kshitij Kumar","userId":"04023944310923569991"},"user_tz":-330},"id":"SDRwwKnsJ_5L","vscode":{"languageId":"python"}},"outputs":[],"source":["#copy the process.py file from the drive to the darknet directory\n","!cp /mydrive/yolov4-tiny/process.py ./"]},{"cell_type":"markdown","metadata":{"id":"pgOJwRmkPB3E"},"source":["## **8) Run the *`process.py`* python script to create the *`train.txt`* & *`test.txt`* files inside the *data* folder**"]},{"cell_type":"code","execution_count":10,"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"elapsed":12,"status":"ok","timestamp":1659785427524,"user":{"displayName":"Kshitij Kumar","userId":"04023944310923569991"},"user_tz":-330},"id":"cDoj1nBm6xdg","outputId":"545ea2f4-0d2c-4f04-ff10-6c4136a2b3ad","vscode":{"languageId":"python"}},"outputs":[{"name":"stdout","output_type":"stream","text":["/content/darknet\n"]}],"source":["# run process.py ( this creates the train.txt and test.txt files in our darknet/data folder )\n","!python process.py"]},{"cell_type":"code","execution_count":11,"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"elapsed":3032,"status":"ok","timestamp":1659785430551,"user":{"displayName":"Kshitij Kumar","userId":"04023944310923569991"},"user_tz":-330},"id":"BRCahRpl61Uj","outputId":"f58cae79-3dcb-479f-b8bf-8d13d525ffed","vscode":{"languageId":"python"}},"outputs":[{"name":"stdout","output_type":"stream","text":["labels\tobj obj.data obj.names test.txt train.txt\n"]}],"source":["# list the contents of data folder to check if the train.txt and test.txt files have been created \n","!ls data/"]},{"cell_type":"markdown","metadata":{"id":"-dSOghlbPB3E"},"source":["## **9) Download the pre-trained *`yolov4-tiny`* weights**"]},{"cell_type":"code","execution_count":12,"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"elapsed":18,"status":"ok","timestamp":1659785430552,"user":{"displayName":"Kshitij Kumar","userId":"04023944310923569991"},"user_tz":-330},"id":"CLZ0EST5PB3E","outputId":"b86eee96-9b1f-42a1-b055-e4c49f04a125","vscode":{"languageId":"python"}},"outputs":[{"name":"stdout","output_type":"stream","text":["--2022-08-06 11:30:28-- https://github.com/AlexeyAB/darknet/releases/download/darknet_yolo_v4_pre/yolov4-tiny.conv.29\n","Resolving github.com (github.com)... 140.82.114.4\n","Connecting to github.com (github.com)|140.82.114.4|:443... connected.\n","HTTP request sent, awaiting response... 302 Found\n","Location: https://objects.githubusercontent.com/github-production-release-asset-2e65be/75388965/28807d00-3ea4-11eb-97b5-4c846ecd1d05?X-Amz-Algorithm=AWS4-HMAC-SHA256&X-Amz-Credential=AKIAIWNJYAX4CSVEH53A%2F20220806%2Fus-east-1%2Fs3%2Faws4_request&X-Amz-Date=20220806T113028Z&X-Amz-Expires=300&X-Amz-Signature=036646260ba54c221d1027df44eee5308ab696edf067087ec0a75be455899aba&X-Amz-SignedHeaders=host&actor_id=0&key_id=0&repo_id=75388965&response-content-disposition=attachment%3B%20filename%3Dyolov4-tiny.conv.29&response-content-type=application%2Foctet-stream [following]\n","--2022-08-06 11:30:28-- https://objects.githubusercontent.com/github-production-release-asset-2e65be/75388965/28807d00-3ea4-11eb-97b5-4c846ecd1d05?X-Amz-Algorithm=AWS4-HMAC-SHA256&X-Amz-Credential=AKIAIWNJYAX4CSVEH53A%2F20220806%2Fus-east-1%2Fs3%2Faws4_request&X-Amz-Date=20220806T113028Z&X-Amz-Expires=300&X-Amz-Signature=036646260ba54c221d1027df44eee5308ab696edf067087ec0a75be455899aba&X-Amz-SignedHeaders=host&actor_id=0&key_id=0&repo_id=75388965&response-content-disposition=attachment%3B%20filename%3Dyolov4-tiny.conv.29&response-content-type=application%2Foctet-stream\n","Resolving objects.githubusercontent.com (objects.githubusercontent.com)... 185.199.111.133, 185.199.110.133, 185.199.108.133, ...\n","Connecting to objects.githubusercontent.com (objects.githubusercontent.com)|185.199.111.133|:443... connected.\n","HTTP request sent, awaiting response... 200 OK\n","Length: 19789716 (19M) [application/octet-stream]\n","Saving to: ‘yolov4-tiny.conv.29’\n","\n","yolov4-tiny.conv.29 100%[===================>] 18.87M 16.5MB/s in 1.1s \n","\n","2022-08-06 11:30:29 (16.5 MB/s) - ‘yolov4-tiny.conv.29’ saved [19789716/19789716]\n","\n"]}],"source":["# Download the yolov4-tiny pre-trained weights file\n","!wget https://github.com/AlexeyAB/darknet/releases/download/darknet_yolo_v4_pre/yolov4-tiny.conv.29"]},{"cell_type":"markdown","metadata":{"id":"vZpOV-xYPB3F"},"source":["## **10) Training**"]},{"cell_type":"markdown","metadata":{"id":"d4roT81BPB3F"},"source":["### **Train your custom detector** \n","\n","For best results, you should stop the training when the average loss is less than 0.05 if possible or at least constantly below 0.3, else train the model until the average loss does not show any significant change for a while."]},{"cell_type":"code","execution_count":null,"metadata":{"id":"ALwTMJnGB1SL","vscode":{"languageId":"python"}},"outputs":[],"source":["# train your custom detector! (uncomment %%capture below if you run into memory issues or your Colab is crashing)\n","# %%capture\n","\n","!./darknet detector train data/obj.data cfg/yolov4-tiny-custom.cfg yolov4-tiny.conv.29 -dont_show -map"]},{"cell_type":"markdown","metadata":{"id":"i-YOus-FPB3G"},"source":["### **To restart your training (In case the training does not finish and you get disconnected)**\n","\n","If you get disconnected or lose your session, you don't have to start training your model from scratch again. You can restart training from where you left off. Use the weights that were saved last. The weights are saved every 100 iterations as ***yolov4-tiny-custom_last.weights*** in the ***yolov4-tiny/training*** folder on your drive. (The path we gave as backup in \"obj.data\" file). \n","\n","**Run steps 1,4,5,6,7,8 to restart training from the last saved checkpoint and run the following command:**\n"]},{"cell_type":"code","execution_count":null,"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"YzmEC12kEHQl","outputId":"9e001406-a967-4ba0-c198-765b3895825b","vscode":{"languageId":"python"}},"outputs":[{"name":"stdout","output_type":"stream","text":["\u001b[1;30;43mStreaming output truncated to the last 5000 lines.\u001b[0m\n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.091042, iou_loss = 0.000000, total_loss = 0.091042 \n"," total_bbox = 53914, rewritten_bbox = 0.012984 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.790717), count: 6, class_loss = 0.247712, iou_loss = 0.416701, total_loss = 0.664413 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000268, iou_loss = 0.000000, total_loss = 0.000268 \n"," total_bbox = 53920, rewritten_bbox = 0.012982 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.861786), count: 4, class_loss = 0.140026, iou_loss = 0.192194, total_loss = 0.332221 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000012, iou_loss = 0.000000, total_loss = 0.000012 \n"," total_bbox = 53924, rewritten_bbox = 0.012981 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.713830), count: 4, class_loss = 0.099160, iou_loss = 0.340772, total_loss = 0.439932 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000000, iou_loss = 0.000000, total_loss = 0.000000 \n"," total_bbox = 53928, rewritten_bbox = 0.012980 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.782128), count: 4, class_loss = 0.109838, iou_loss = 0.087752, total_loss = 0.197590 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.047084, iou_loss = 0.000000, total_loss = 0.047084 \n"," total_bbox = 53932, rewritten_bbox = 0.012979 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.776512), count: 5, class_loss = 0.289419, iou_loss = 0.293322, total_loss = 0.582741 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.564689), count: 1, class_loss = 0.204522, iou_loss = 0.277937, total_loss = 0.482459 \n"," total_bbox = 53938, rewritten_bbox = 0.012978 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.809055), count: 4, class_loss = 0.086714, iou_loss = 0.261177, total_loss = 0.347891 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000000, iou_loss = 0.000000, total_loss = 0.000000 \n"," total_bbox = 53942, rewritten_bbox = 0.012977 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.798181), count: 5, class_loss = 0.376383, iou_loss = 0.341367, total_loss = 0.717750 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.640915), count: 1, class_loss = 0.231666, iou_loss = 0.357941, total_loss = 0.589607 \n"," total_bbox = 53948, rewritten_bbox = 0.012975 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.821266), count: 6, class_loss = 0.174474, iou_loss = 0.309628, total_loss = 0.484103 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000051, iou_loss = 0.000000, total_loss = 0.000051 \n"," total_bbox = 53954, rewritten_bbox = 0.012974 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.816953), count: 4, class_loss = 0.055734, iou_loss = 0.341422, total_loss = 0.397156 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000001, iou_loss = 0.000000, total_loss = 0.000001 \n"," total_bbox = 53958, rewritten_bbox = 0.012973 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.803286), count: 4, class_loss = 0.212870, iou_loss = 0.196192, total_loss = 0.409062 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000000, iou_loss = 0.000000, total_loss = 0.000000 \n"," total_bbox = 53962, rewritten_bbox = 0.012972 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.769368), count: 4, class_loss = 0.261729, iou_loss = 0.183322, total_loss = 0.445051 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.632897), count: 1, class_loss = 0.358395, iou_loss = 0.225074, total_loss = 0.583468 \n"," total_bbox = 53967, rewritten_bbox = 0.012971 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.833872), count: 4, class_loss = 0.233689, iou_loss = 0.213154, total_loss = 0.446842 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.882597), count: 1, class_loss = 0.176146, iou_loss = 0.678979, total_loss = 0.855125 \n"," total_bbox = 53972, rewritten_bbox = 0.012970 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.808914), count: 4, class_loss = 0.085641, iou_loss = 0.261815, total_loss = 0.347456 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000000, iou_loss = 0.000000, total_loss = 0.000000 \n"," total_bbox = 53976, rewritten_bbox = 0.012969 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.872881), count: 5, class_loss = 0.041069, iou_loss = 0.505909, total_loss = 0.546978 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.698541), count: 2, class_loss = 0.039361, iou_loss = 0.721945, total_loss = 0.761306 \n"," total_bbox = 53983, rewritten_bbox = 0.012967 % \n","\n"," (next mAP calculation at 2800 iterations) \n","\n"," Tensor Cores are disabled until the first 3000 iterations are reached.\n"," Last accuracy mAP@0.50 = 95.77 %, best = 99.13 % \u001b]2;2703/10000: loss=0.1 map=0.96 best=0.99 hours left=14.9\u0007\n"," 2703: 0.133196, 0.133034 avg loss, 0.002610 rate, 1.070180 seconds, 172992 images, 14.926525 hours left\n","Loaded: 6.298993 seconds - performance bottleneck on CPU or Disk HDD/SSD\n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.810899), count: 5, class_loss = 0.303513, iou_loss = 0.393665, total_loss = 0.697177 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.700684), count: 1, class_loss = 0.001704, iou_loss = 0.309299, total_loss = 0.311003 \n"," total_bbox = 53989, rewritten_bbox = 0.012966 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.757726), count: 6, class_loss = 0.201200, iou_loss = 0.656342, total_loss = 0.857542 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.422781), count: 1, class_loss = 0.057089, iou_loss = 0.818857, total_loss = 0.875946 \n"," total_bbox = 53996, rewritten_bbox = 0.012964 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.807048), count: 4, class_loss = 0.268470, iou_loss = 0.194297, total_loss = 0.462767 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000000, iou_loss = 0.000000, total_loss = 0.000000 \n"," total_bbox = 54000, rewritten_bbox = 0.012963 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.808493), count: 4, class_loss = 0.407353, iou_loss = 0.181886, total_loss = 0.589239 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000000, iou_loss = 0.000000, total_loss = 0.000000 \n"," total_bbox = 54004, rewritten_bbox = 0.012962 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.815996), count: 4, class_loss = 0.412779, iou_loss = 0.137597, total_loss = 0.550376 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000000, iou_loss = 0.000000, total_loss = 0.000000 \n"," total_bbox = 54008, rewritten_bbox = 0.012961 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.913680), count: 5, class_loss = 0.032631, iou_loss = 0.324109, total_loss = 0.356740 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000001, iou_loss = 0.000000, total_loss = 0.000001 \n"," total_bbox = 54013, rewritten_bbox = 0.012960 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.798628), count: 5, class_loss = 0.115005, iou_loss = 0.210996, total_loss = 0.326002 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000000, iou_loss = 0.000000, total_loss = 0.000000 \n"," total_bbox = 54018, rewritten_bbox = 0.012959 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.739166), count: 4, class_loss = 0.295312, iou_loss = 0.127397, total_loss = 0.422708 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000000, iou_loss = 0.000000, total_loss = 0.000000 \n"," total_bbox = 54022, rewritten_bbox = 0.012958 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.856608), count: 3, class_loss = 0.434927, iou_loss = 0.077893, total_loss = 0.512820 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000736, iou_loss = 0.000000, total_loss = 0.000736 \n"," total_bbox = 54025, rewritten_bbox = 0.012957 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.826517), count: 5, class_loss = 0.251629, iou_loss = 0.247704, total_loss = 0.499332 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000012, iou_loss = 0.000000, total_loss = 0.000012 \n"," total_bbox = 54030, rewritten_bbox = 0.012956 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.808893), count: 5, class_loss = 0.155549, iou_loss = 0.387992, total_loss = 0.543541 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.002812, iou_loss = 0.000000, total_loss = 0.002812 \n"," total_bbox = 54035, rewritten_bbox = 0.012955 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.898972), count: 4, class_loss = 0.002737, iou_loss = 0.194179, total_loss = 0.196916 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000000, iou_loss = 0.000000, total_loss = 0.000000 \n"," total_bbox = 54039, rewritten_bbox = 0.012954 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.838545), count: 7, class_loss = 0.125326, iou_loss = 0.516786, total_loss = 0.642112 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000000, iou_loss = 0.000000, total_loss = 0.000000 \n"," total_bbox = 54046, rewritten_bbox = 0.012952 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.856270), count: 4, class_loss = 0.010698, iou_loss = 0.152291, total_loss = 0.162989 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000000, iou_loss = 0.000000, total_loss = 0.000000 \n"," total_bbox = 54050, rewritten_bbox = 0.012951 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.847707), count: 5, class_loss = 0.024557, iou_loss = 0.411718, total_loss = 0.436275 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000001, iou_loss = 0.000000, total_loss = 0.000001 \n"," total_bbox = 54055, rewritten_bbox = 0.012950 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.843953), count: 4, class_loss = 0.168236, iou_loss = 0.218994, total_loss = 0.387230 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000000, iou_loss = 0.000000, total_loss = 0.000000 \n"," total_bbox = 54059, rewritten_bbox = 0.012949 % \n","\n"," (next mAP calculation at 2800 iterations) \n","\n"," Tensor Cores are disabled until the first 3000 iterations are reached.\n"," Last accuracy mAP@0.50 = 95.77 %, best = 99.13 % \u001b]2;2704/10000: loss=0.1 map=0.96 best=0.99 hours left=14.9\u0007\n"," 2704: 0.104253, 0.130156 avg loss, 0.002610 rate, 1.030999 seconds, 173056 images, 14.901875 hours left\n","Loaded: 6.473658 seconds - performance bottleneck on CPU or Disk HDD/SSD\n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.809702), count: 5, class_loss = 0.020229, iou_loss = 0.341863, total_loss = 0.362092 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.809085), count: 1, class_loss = 0.000373, iou_loss = 0.658528, total_loss = 0.658901 \n"," total_bbox = 54065, rewritten_bbox = 0.012947 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.740769), count: 5, class_loss = 0.313811, iou_loss = 0.210208, total_loss = 0.524019 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000255, iou_loss = 0.000000, total_loss = 0.000255 \n"," total_bbox = 54070, rewritten_bbox = 0.012946 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.772605), count: 5, class_loss = 0.034585, iou_loss = 0.385274, total_loss = 0.419859 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.752313), count: 1, class_loss = 0.001944, iou_loss = 0.428112, total_loss = 0.430057 \n"," total_bbox = 54076, rewritten_bbox = 0.012945 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.867776), count: 5, class_loss = 0.014370, iou_loss = 0.666648, total_loss = 0.681018 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000014, iou_loss = 0.000000, total_loss = 0.000014 \n"," total_bbox = 54081, rewritten_bbox = 0.012944 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.844833), count: 4, class_loss = 0.085664, iou_loss = 0.202573, total_loss = 0.288237 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.773882), count: 1, class_loss = 0.133820, iou_loss = 0.422185, total_loss = 0.556005 \n"," total_bbox = 54086, rewritten_bbox = 0.012942 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.883670), count: 5, class_loss = 0.055898, iou_loss = 0.362648, total_loss = 0.418547 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.572512), count: 1, class_loss = 0.032144, iou_loss = 0.174513, total_loss = 0.206657 \n"," total_bbox = 54092, rewritten_bbox = 0.012941 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.724953), count: 4, class_loss = 0.496985, iou_loss = 0.183801, total_loss = 0.680786 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000005, iou_loss = 0.000000, total_loss = 0.000005 \n"," total_bbox = 54096, rewritten_bbox = 0.012940 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.845185), count: 4, class_loss = 0.384207, iou_loss = 0.231058, total_loss = 0.615264 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000000, iou_loss = 0.000000, total_loss = 0.000000 \n"," total_bbox = 54100, rewritten_bbox = 0.012939 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.775239), count: 6, class_loss = 0.347861, iou_loss = 0.937932, total_loss = 1.285793 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.002348, iou_loss = 0.000000, total_loss = 0.002348 \n"," total_bbox = 54106, rewritten_bbox = 0.012938 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.846145), count: 4, class_loss = 0.136297, iou_loss = 0.205584, total_loss = 0.341881 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000003, iou_loss = 0.000000, total_loss = 0.000003 \n"," total_bbox = 54110, rewritten_bbox = 0.012937 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.770475), count: 4, class_loss = 0.698093, iou_loss = 0.292624, total_loss = 0.990717 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.655572), count: 1, class_loss = 0.384144, iou_loss = 2.221879, total_loss = 2.606023 \n"," total_bbox = 54115, rewritten_bbox = 0.012935 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.884125), count: 5, class_loss = 0.350702, iou_loss = 0.398541, total_loss = 0.749243 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000595, iou_loss = 0.000000, total_loss = 0.000595 \n"," total_bbox = 54120, rewritten_bbox = 0.012934 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.885197), count: 4, class_loss = 0.221718, iou_loss = 0.163559, total_loss = 0.385277 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000000, iou_loss = 0.000000, total_loss = 0.000000 \n"," total_bbox = 54124, rewritten_bbox = 0.012933 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.832981), count: 4, class_loss = 0.025780, iou_loss = 0.291557, total_loss = 0.317337 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.631804), count: 2, class_loss = 0.008396, iou_loss = 0.506228, total_loss = 0.514625 \n"," total_bbox = 54130, rewritten_bbox = 0.012932 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.798668), count: 4, class_loss = 0.006240, iou_loss = 0.175569, total_loss = 0.181809 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.006591, iou_loss = 0.000000, total_loss = 0.006591 \n"," total_bbox = 54134, rewritten_bbox = 0.012931 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.841848), count: 4, class_loss = 0.240710, iou_loss = 0.140896, total_loss = 0.381606 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000000, iou_loss = 0.000000, total_loss = 0.000000 \n"," total_bbox = 54138, rewritten_bbox = 0.012930 % \n","\n"," (next mAP calculation at 2800 iterations) \n","\n"," Tensor Cores are disabled until the first 3000 iterations are reached.\n"," Last accuracy mAP@0.50 = 95.77 %, best = 99.13 % \u001b]2;2705/10000: loss=0.1 map=0.96 best=0.99 hours left=14.9\u0007\n"," 2705: 0.127678, 0.129909 avg loss, 0.002610 rate, 0.955565 seconds, 173120 images, 14.901411 hours left\n","Loaded: 6.345251 seconds - performance bottleneck on CPU or Disk HDD/SSD\n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.797255), count: 4, class_loss = 0.622205, iou_loss = 0.166966, total_loss = 0.789171 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000001, iou_loss = 0.000000, total_loss = 0.000001 \n"," total_bbox = 54142, rewritten_bbox = 0.012929 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.862549), count: 4, class_loss = 0.000193, iou_loss = 0.195656, total_loss = 0.195849 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000003, iou_loss = 0.000000, total_loss = 0.000003 \n"," total_bbox = 54146, rewritten_bbox = 0.012928 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.827893), count: 4, class_loss = 0.637089, iou_loss = 0.219072, total_loss = 0.856161 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000001, iou_loss = 0.000000, total_loss = 0.000001 \n"," total_bbox = 54150, rewritten_bbox = 0.012927 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.712082), count: 5, class_loss = 0.845139, iou_loss = 0.589968, total_loss = 1.435107 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.840043), count: 1, class_loss = 0.036948, iou_loss = 0.503370, total_loss = 0.540318 \n"," total_bbox = 54156, rewritten_bbox = 0.012926 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.882073), count: 4, class_loss = 0.499478, iou_loss = 0.141202, total_loss = 0.640680 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.140459, iou_loss = 0.000000, total_loss = 0.140459 \n"," total_bbox = 54160, rewritten_bbox = 0.012925 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.749085), count: 7, class_loss = 0.456640, iou_loss = 0.596325, total_loss = 1.052965 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.006146, iou_loss = 0.000000, total_loss = 0.006146 \n"," total_bbox = 54167, rewritten_bbox = 0.012923 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.805708), count: 4, class_loss = 0.053365, iou_loss = 0.159500, total_loss = 0.212866 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.020392, iou_loss = 0.000000, total_loss = 0.020392 \n"," total_bbox = 54171, rewritten_bbox = 0.012922 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.810036), count: 5, class_loss = 0.003066, iou_loss = 0.554428, total_loss = 0.557494 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000000, iou_loss = 0.000000, total_loss = 0.000000 \n"," total_bbox = 54176, rewritten_bbox = 0.012921 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.837793), count: 5, class_loss = 0.220637, iou_loss = 0.270620, total_loss = 0.491257 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000000, iou_loss = 0.000000, total_loss = 0.000000 \n"," total_bbox = 54181, rewritten_bbox = 0.012920 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.834735), count: 4, class_loss = 0.144866, iou_loss = 0.297691, total_loss = 0.442557 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000612, iou_loss = 0.000000, total_loss = 0.000612 \n"," total_bbox = 54185, rewritten_bbox = 0.012919 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.857705), count: 4, class_loss = 0.609516, iou_loss = 0.142116, total_loss = 0.751632 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000000, iou_loss = 0.000000, total_loss = 0.000000 \n"," total_bbox = 54189, rewritten_bbox = 0.012918 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.765068), count: 4, class_loss = 0.787038, iou_loss = 0.155940, total_loss = 0.942977 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.939207), count: 1, class_loss = 0.082878, iou_loss = 0.667954, total_loss = 0.750832 \n"," total_bbox = 54194, rewritten_bbox = 0.012917 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.791719), count: 4, class_loss = 0.273883, iou_loss = 0.303917, total_loss = 0.577800 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000247, iou_loss = 0.000000, total_loss = 0.000247 \n"," total_bbox = 54198, rewritten_bbox = 0.012916 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.817228), count: 4, class_loss = 0.003107, iou_loss = 0.193488, total_loss = 0.196595 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000000, iou_loss = 0.000000, total_loss = 0.000000 \n"," total_bbox = 54202, rewritten_bbox = 0.012915 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.800693), count: 4, class_loss = 0.102702, iou_loss = 0.314006, total_loss = 0.416708 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000027, iou_loss = 0.000000, total_loss = 0.000027 \n"," total_bbox = 54206, rewritten_bbox = 0.012914 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.783672), count: 4, class_loss = 0.177057, iou_loss = 0.174995, total_loss = 0.352052 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.198523), count: 1, class_loss = 0.482318, iou_loss = 0.041007, total_loss = 0.523326 \n"," total_bbox = 54211, rewritten_bbox = 0.012913 % \n","\n"," (next mAP calculation at 2800 iterations) \n","\n"," Tensor Cores are disabled until the first 3000 iterations are reached.\n"," Last accuracy mAP@0.50 = 95.77 %, best = 99.13 % \u001b]2;2706/10000: loss=0.2 map=0.96 best=0.99 hours left=14.9\u0007\n"," 2706: 0.196173, 0.136535 avg loss, 0.002610 rate, 0.955986 seconds, 173184 images, 14.902942 hours left\n","Loaded: 5.410042 seconds - performance bottleneck on CPU or Disk HDD/SSD\n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.892486), count: 4, class_loss = 0.023139, iou_loss = 0.237699, total_loss = 0.260838 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.714614), count: 1, class_loss = 0.128209, iou_loss = 0.306921, total_loss = 0.435130 \n"," total_bbox = 54216, rewritten_bbox = 0.012911 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.758539), count: 6, class_loss = 0.884054, iou_loss = 0.267740, total_loss = 1.151794 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.652548), count: 3, class_loss = 0.092816, iou_loss = 1.323428, total_loss = 1.416243 \n"," total_bbox = 54225, rewritten_bbox = 0.012909 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.876630), count: 4, class_loss = 0.000370, iou_loss = 0.262271, total_loss = 0.262641 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000000, iou_loss = 0.000000, total_loss = 0.000000 \n"," total_bbox = 54229, rewritten_bbox = 0.012908 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.852798), count: 4, class_loss = 0.136356, iou_loss = 0.120471, total_loss = 0.256827 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000000, iou_loss = 0.000000, total_loss = 0.000000 \n"," total_bbox = 54233, rewritten_bbox = 0.012907 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.835266), count: 4, class_loss = 0.075144, iou_loss = 0.246241, total_loss = 0.321385 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000000, iou_loss = 0.000000, total_loss = 0.000000 \n"," total_bbox = 54237, rewritten_bbox = 0.012906 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.730493), count: 5, class_loss = 0.682117, iou_loss = 0.244365, total_loss = 0.926482 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000000, iou_loss = 0.000000, total_loss = 0.000000 \n"," total_bbox = 54242, rewritten_bbox = 0.012905 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.771285), count: 4, class_loss = 0.176141, iou_loss = 0.210253, total_loss = 0.386395 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000001, iou_loss = 0.000000, total_loss = 0.000001 \n"," total_bbox = 54246, rewritten_bbox = 0.012904 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.834124), count: 4, class_loss = 0.260213, iou_loss = 0.240636, total_loss = 0.500848 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000000, iou_loss = 0.000000, total_loss = 0.000000 \n"," total_bbox = 54250, rewritten_bbox = 0.012903 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.791491), count: 5, class_loss = 0.554804, iou_loss = 0.312203, total_loss = 0.867007 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000000, iou_loss = 0.000000, total_loss = 0.000000 \n"," total_bbox = 54255, rewritten_bbox = 0.012902 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.728436), count: 6, class_loss = 0.459944, iou_loss = 0.455730, total_loss = 0.915673 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.742975), count: 2, class_loss = 0.291710, iou_loss = 1.760406, total_loss = 2.052117 \n"," total_bbox = 54263, rewritten_bbox = 0.012900 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.726891), count: 4, class_loss = 0.247206, iou_loss = 0.153202, total_loss = 0.400408 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.641592), count: 2, class_loss = 0.415310, iou_loss = 0.842430, total_loss = 1.257740 \n"," total_bbox = 54269, rewritten_bbox = 0.012899 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.758243), count: 4, class_loss = 0.304061, iou_loss = 0.287136, total_loss = 0.591197 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000000, iou_loss = 0.000000, total_loss = 0.000000 \n"," total_bbox = 54273, rewritten_bbox = 0.012898 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.750690), count: 4, class_loss = 0.212914, iou_loss = 0.221385, total_loss = 0.434299 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000000, iou_loss = 0.000000, total_loss = 0.000000 \n"," total_bbox = 54277, rewritten_bbox = 0.012897 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.762658), count: 5, class_loss = 0.116355, iou_loss = 0.227982, total_loss = 0.344337 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000047, iou_loss = 0.000000, total_loss = 0.000047 \n"," total_bbox = 54282, rewritten_bbox = 0.012896 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.812597), count: 4, class_loss = 0.005487, iou_loss = 0.284818, total_loss = 0.290305 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000001, iou_loss = 0.000000, total_loss = 0.000001 \n"," total_bbox = 54286, rewritten_bbox = 0.012895 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.748757), count: 4, class_loss = 0.799674, iou_loss = 0.071743, total_loss = 0.871417 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000001, iou_loss = 0.000000, total_loss = 0.000001 \n"," total_bbox = 54290, rewritten_bbox = 0.012894 % \n","\n"," (next mAP calculation at 2800 iterations) \n","\n"," Tensor Cores are disabled until the first 3000 iterations are reached.\n"," Last accuracy mAP@0.50 = 95.77 %, best = 99.13 % \u001b]2;2707/10000: loss=0.2 map=0.96 best=0.99 hours left=14.9\u0007\n"," 2707: 0.185840, 0.141465 avg loss, 0.002610 rate, 1.041385 seconds, 173248 images, 14.901844 hours left\n","Loaded: 6.101682 seconds - performance bottleneck on CPU or Disk HDD/SSD\n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.855093), count: 3, class_loss = 0.003578, iou_loss = 0.104069, total_loss = 0.107647 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.596192), count: 2, class_loss = 0.379187, iou_loss = 0.849106, total_loss = 1.228293 \n"," total_bbox = 54295, rewritten_bbox = 0.012893 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.851175), count: 4, class_loss = 0.000353, iou_loss = 0.195869, total_loss = 0.196222 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000000, iou_loss = 0.000000, total_loss = 0.000000 \n"," total_bbox = 54299, rewritten_bbox = 0.012892 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.833757), count: 4, class_loss = 0.004581, iou_loss = 0.289336, total_loss = 0.293917 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000000, iou_loss = 0.000000, total_loss = 0.000000 \n"," total_bbox = 54303, rewritten_bbox = 0.012891 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.788413), count: 3, class_loss = 0.191767, iou_loss = 0.196841, total_loss = 0.388608 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.846587), count: 2, class_loss = 0.036703, iou_loss = 1.322105, total_loss = 1.358807 \n"," total_bbox = 54308, rewritten_bbox = 0.012889 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.830822), count: 4, class_loss = 0.355383, iou_loss = 0.185774, total_loss = 0.541158 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000000, iou_loss = 0.000000, total_loss = 0.000000 \n"," total_bbox = 54312, rewritten_bbox = 0.012888 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.770948), count: 4, class_loss = 0.028532, iou_loss = 0.177640, total_loss = 0.206172 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.784873), count: 1, class_loss = 0.232591, iou_loss = 0.536866, total_loss = 0.769457 \n"," total_bbox = 54317, rewritten_bbox = 0.012887 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.837905), count: 4, class_loss = 0.281789, iou_loss = 0.127861, total_loss = 0.409650 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000000, iou_loss = 0.000000, total_loss = 0.000000 \n"," total_bbox = 54321, rewritten_bbox = 0.012886 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.822401), count: 4, class_loss = 0.184379, iou_loss = 0.304349, total_loss = 0.488728 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000006, iou_loss = 0.000000, total_loss = 0.000006 \n"," total_bbox = 54325, rewritten_bbox = 0.012885 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.807235), count: 4, class_loss = 0.114568, iou_loss = 0.530524, total_loss = 0.645092 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000056, iou_loss = 0.000000, total_loss = 0.000056 \n"," total_bbox = 54329, rewritten_bbox = 0.012884 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.814001), count: 4, class_loss = 0.150082, iou_loss = 0.568518, total_loss = 0.718600 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.796212), count: 2, class_loss = 0.106894, iou_loss = 1.025581, total_loss = 1.132475 \n"," total_bbox = 54335, rewritten_bbox = 0.012883 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.789011), count: 5, class_loss = 0.046847, iou_loss = 0.470269, total_loss = 0.517116 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000093, iou_loss = 0.000000, total_loss = 0.000093 \n"," total_bbox = 54340, rewritten_bbox = 0.012882 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.822637), count: 5, class_loss = 0.075340, iou_loss = 0.432982, total_loss = 0.508322 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000011, iou_loss = 0.000000, total_loss = 0.000011 \n"," total_bbox = 54345, rewritten_bbox = 0.012881 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.794932), count: 5, class_loss = 0.329200, iou_loss = 0.362353, total_loss = 0.691554 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000000, iou_loss = 0.000000, total_loss = 0.000000 \n"," total_bbox = 54350, rewritten_bbox = 0.012879 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.838750), count: 4, class_loss = 0.015223, iou_loss = 0.394621, total_loss = 0.409844 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.522362), count: 1, class_loss = 0.014314, iou_loss = 0.237641, total_loss = 0.251956 \n"," total_bbox = 54355, rewritten_bbox = 0.012878 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.864263), count: 5, class_loss = 0.129322, iou_loss = 0.658197, total_loss = 0.787519 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.819985), count: 1, class_loss = 0.013112, iou_loss = 0.586044, total_loss = 0.599156 \n"," total_bbox = 54361, rewritten_bbox = 0.012877 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.827000), count: 4, class_loss = 0.000442, iou_loss = 0.193063, total_loss = 0.193504 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000000, iou_loss = 0.000000, total_loss = 0.000000 \n"," total_bbox = 54365, rewritten_bbox = 0.012876 % \n","\n"," (next mAP calculation at 2800 iterations) \n","\n"," Tensor Cores are disabled until the first 3000 iterations are reached.\n"," Last accuracy mAP@0.50 = 95.77 %, best = 99.13 % \u001b]2;2708/10000: loss=0.1 map=0.96 best=0.99 hours left=14.9\u0007\n"," 2708: 0.086652, 0.135984 avg loss, 0.002610 rate, 1.051628 seconds, 173312 images, 14.883521 hours left\n","Loaded: 6.332470 seconds - performance bottleneck on CPU or Disk HDD/SSD\n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.835738), count: 5, class_loss = 0.015742, iou_loss = 0.480706, total_loss = 0.496447 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000000, iou_loss = 0.000000, total_loss = 0.000000 \n"," total_bbox = 54370, rewritten_bbox = 0.012875 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.846316), count: 4, class_loss = 0.000222, iou_loss = 0.247659, total_loss = 0.247881 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000001, iou_loss = 0.000000, total_loss = 0.000001 \n"," total_bbox = 54374, rewritten_bbox = 0.012874 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.818653), count: 4, class_loss = 0.040076, iou_loss = 0.222615, total_loss = 0.262691 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000000, iou_loss = 0.000000, total_loss = 0.000000 \n"," total_bbox = 54378, rewritten_bbox = 0.012873 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.778397), count: 4, class_loss = 0.370880, iou_loss = 0.128599, total_loss = 0.499480 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000143, iou_loss = 0.000000, total_loss = 0.000143 \n"," total_bbox = 54382, rewritten_bbox = 0.012872 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.850290), count: 5, class_loss = 0.175221, iou_loss = 0.336779, total_loss = 0.512001 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000000, iou_loss = 0.000000, total_loss = 0.000000 \n"," total_bbox = 54387, rewritten_bbox = 0.012871 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.855659), count: 6, class_loss = 0.088422, iou_loss = 0.812771, total_loss = 0.901193 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.649169), count: 1, class_loss = 0.076462, iou_loss = 0.784592, total_loss = 0.861055 \n"," total_bbox = 54394, rewritten_bbox = 0.012869 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.815439), count: 5, class_loss = 0.535990, iou_loss = 0.509446, total_loss = 1.045436 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.006612, iou_loss = 0.000000, total_loss = 0.006612 \n"," total_bbox = 54399, rewritten_bbox = 0.012868 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.879726), count: 6, class_loss = 0.014051, iou_loss = 0.313638, total_loss = 0.327689 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.637874), count: 2, class_loss = 0.114177, iou_loss = 2.617653, total_loss = 2.731831 \n"," total_bbox = 54407, rewritten_bbox = 0.012866 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.820346), count: 4, class_loss = 0.092888, iou_loss = 0.267789, total_loss = 0.360677 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000000, iou_loss = 0.000000, total_loss = 0.000000 \n"," total_bbox = 54411, rewritten_bbox = 0.012865 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.810021), count: 4, class_loss = 0.022565, iou_loss = 0.442575, total_loss = 0.465140 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000000, iou_loss = 0.000000, total_loss = 0.000000 \n"," total_bbox = 54415, rewritten_bbox = 0.012864 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.759117), count: 4, class_loss = 0.014793, iou_loss = 0.288481, total_loss = 0.303273 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000001, iou_loss = 0.000000, total_loss = 0.000001 \n"," total_bbox = 54419, rewritten_bbox = 0.012863 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.846022), count: 4, class_loss = 0.000210, iou_loss = 0.206090, total_loss = 0.206300 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000001, iou_loss = 0.000000, total_loss = 0.000001 \n"," total_bbox = 54423, rewritten_bbox = 0.012862 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.853142), count: 4, class_loss = 0.016367, iou_loss = 0.200089, total_loss = 0.216456 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.650246), count: 1, class_loss = 0.243323, iou_loss = 0.367361, total_loss = 0.610684 \n"," total_bbox = 54428, rewritten_bbox = 0.012861 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.842556), count: 4, class_loss = 0.018893, iou_loss = 0.168223, total_loss = 0.187117 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000000, iou_loss = 0.000000, total_loss = 0.000000 \n"," total_bbox = 54432, rewritten_bbox = 0.012860 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.887075), count: 4, class_loss = 0.000144, iou_loss = 0.252407, total_loss = 0.252551 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000000, iou_loss = 0.000000, total_loss = 0.000000 \n"," total_bbox = 54436, rewritten_bbox = 0.012859 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.840259), count: 4, class_loss = 0.556352, iou_loss = 0.114475, total_loss = 0.670828 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.845288), count: 1, class_loss = 0.009879, iou_loss = 0.573286, total_loss = 0.583165 \n"," total_bbox = 54441, rewritten_bbox = 0.012858 % \n","\n"," (next mAP calculation at 2800 iterations) \n","\n"," Tensor Cores are disabled until the first 3000 iterations are reached.\n"," Last accuracy mAP@0.50 = 95.77 %, best = 99.13 % \u001b]2;2709/10000: loss=0.1 map=0.96 best=0.99 hours left=14.9\u0007\n"," 2709: 0.077541, 0.130140 avg loss, 0.002610 rate, 1.004470 seconds, 173376 images, 14.879580 hours left\n","Loaded: 6.480582 seconds - performance bottleneck on CPU or Disk HDD/SSD\n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.793816), count: 4, class_loss = 0.617921, iou_loss = 0.130729, total_loss = 0.748650 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.694207), count: 1, class_loss = 0.059675, iou_loss = 0.284552, total_loss = 0.344227 \n"," total_bbox = 54446, rewritten_bbox = 0.012857 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.804778), count: 5, class_loss = 0.295638, iou_loss = 0.239848, total_loss = 0.535486 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.076149, iou_loss = 0.000000, total_loss = 0.076149 \n"," total_bbox = 54451, rewritten_bbox = 0.012856 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.885494), count: 4, class_loss = 0.199806, iou_loss = 0.339770, total_loss = 0.539576 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000034, iou_loss = 0.000000, total_loss = 0.000034 \n"," total_bbox = 54455, rewritten_bbox = 0.012855 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.818023), count: 6, class_loss = 0.950959, iou_loss = 1.244158, total_loss = 2.195117 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000472, iou_loss = 0.000000, total_loss = 0.000472 \n"," total_bbox = 54461, rewritten_bbox = 0.012853 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.836523), count: 4, class_loss = 0.139718, iou_loss = 0.227879, total_loss = 0.367597 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000009, iou_loss = 0.000000, total_loss = 0.000009 \n"," total_bbox = 54465, rewritten_bbox = 0.012852 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.873374), count: 5, class_loss = 0.178268, iou_loss = 0.422408, total_loss = 0.600676 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.858224), count: 1, class_loss = 0.001376, iou_loss = 0.641632, total_loss = 0.643008 \n"," total_bbox = 54471, rewritten_bbox = 0.012851 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.808657), count: 4, class_loss = 0.374612, iou_loss = 0.097484, total_loss = 0.472096 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000000, iou_loss = 0.000000, total_loss = 0.000000 \n"," total_bbox = 54475, rewritten_bbox = 0.012850 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.789007), count: 5, class_loss = 0.282048, iou_loss = 0.301253, total_loss = 0.583302 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000002, iou_loss = 0.000000, total_loss = 0.000002 \n"," total_bbox = 54480, rewritten_bbox = 0.012849 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.858611), count: 4, class_loss = 0.078527, iou_loss = 0.741299, total_loss = 0.819826 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000007, iou_loss = 0.000000, total_loss = 0.000007 \n"," total_bbox = 54484, rewritten_bbox = 0.012848 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.851099), count: 7, class_loss = 0.176511, iou_loss = 0.956090, total_loss = 1.132600 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000054, iou_loss = 0.000000, total_loss = 0.000054 \n"," total_bbox = 54491, rewritten_bbox = 0.012846 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.768763), count: 7, class_loss = 0.669230, iou_loss = 1.091171, total_loss = 1.760401 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000036, iou_loss = 0.000000, total_loss = 0.000036 \n"," total_bbox = 54498, rewritten_bbox = 0.012845 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.865716), count: 4, class_loss = 0.000242, iou_loss = 0.270078, total_loss = 0.270321 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000060, iou_loss = 0.000000, total_loss = 0.000060 \n"," total_bbox = 54502, rewritten_bbox = 0.012844 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.843332), count: 5, class_loss = 0.028829, iou_loss = 0.475682, total_loss = 0.504511 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.888254), count: 1, class_loss = 0.009181, iou_loss = 0.687599, total_loss = 0.696780 \n"," total_bbox = 54508, rewritten_bbox = 0.012842 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.793454), count: 4, class_loss = 0.477359, iou_loss = 0.169962, total_loss = 0.647322 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.779992), count: 2, class_loss = 0.000823, iou_loss = 0.877555, total_loss = 0.878379 \n"," total_bbox = 54514, rewritten_bbox = 0.012841 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.724646), count: 4, class_loss = 0.309514, iou_loss = 0.276882, total_loss = 0.586397 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000000, iou_loss = 0.000000, total_loss = 0.000000 \n"," total_bbox = 54518, rewritten_bbox = 0.012840 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.859892), count: 4, class_loss = 0.008786, iou_loss = 0.282990, total_loss = 0.291775 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.017510, iou_loss = 0.000000, total_loss = 0.017510 \n"," total_bbox = 54522, rewritten_bbox = 0.012839 % \n","\n"," (next mAP calculation at 2800 iterations) \n","\n"," Tensor Cores are disabled until the first 3000 iterations are reached.\n"," Last accuracy mAP@0.50 = 95.77 %, best = 99.13 % \u001b]2;2710/10000: loss=0.2 map=0.96 best=0.99 hours left=14.9\u0007\n"," 2710: 0.156763, 0.132802 avg loss, 0.002610 rate, 1.022427 seconds, 173440 images, 14.879378 hours left\n","Loaded: 5.591851 seconds - performance bottleneck on CPU or Disk HDD/SSD\n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.815750), count: 6, class_loss = 0.467106, iou_loss = 0.248769, total_loss = 0.715874 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000000, iou_loss = 0.000000, total_loss = 0.000000 \n"," total_bbox = 54528, rewritten_bbox = 0.012837 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.779707), count: 4, class_loss = 0.039616, iou_loss = 0.365771, total_loss = 0.405388 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.787630), count: 1, class_loss = 0.045026, iou_loss = 0.504766, total_loss = 0.549792 \n"," total_bbox = 54533, rewritten_bbox = 0.012836 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.766826), count: 5, class_loss = 0.600707, iou_loss = 0.383298, total_loss = 0.984004 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000072, iou_loss = 0.000000, total_loss = 0.000072 \n"," total_bbox = 54538, rewritten_bbox = 0.012835 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.767735), count: 5, class_loss = 0.257166, iou_loss = 0.327512, total_loss = 0.584678 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.731166), count: 1, class_loss = 0.183970, iou_loss = 0.465146, total_loss = 0.649116 \n"," total_bbox = 54544, rewritten_bbox = 0.012834 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.863816), count: 4, class_loss = 0.172673, iou_loss = 0.198999, total_loss = 0.371671 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.568264), count: 1, class_loss = 0.056916, iou_loss = 0.280615, total_loss = 0.337532 \n"," total_bbox = 54549, rewritten_bbox = 0.012832 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.845616), count: 6, class_loss = 0.002298, iou_loss = 0.557018, total_loss = 0.559315 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.876041), count: 1, class_loss = 0.000159, iou_loss = 0.583520, total_loss = 0.583679 \n"," total_bbox = 54556, rewritten_bbox = 0.012831 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.802987), count: 6, class_loss = 0.186380, iou_loss = 0.433869, total_loss = 0.620249 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000000, iou_loss = 0.000000, total_loss = 0.000000 \n"," total_bbox = 54562, rewritten_bbox = 0.012829 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.711526), count: 6, class_loss = 0.424786, iou_loss = 0.475667, total_loss = 0.900453 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.001586, iou_loss = 0.000000, total_loss = 0.001586 \n"," total_bbox = 54568, rewritten_bbox = 0.012828 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.893742), count: 4, class_loss = 0.072290, iou_loss = 0.232803, total_loss = 0.305093 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000000, iou_loss = 0.000000, total_loss = 0.000000 \n"," total_bbox = 54572, rewritten_bbox = 0.012827 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.901690), count: 4, class_loss = 0.008551, iou_loss = 0.241565, total_loss = 0.250116 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000005, iou_loss = 0.000000, total_loss = 0.000005 \n"," total_bbox = 54576, rewritten_bbox = 0.012826 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.803859), count: 4, class_loss = 0.435987, iou_loss = 0.174720, total_loss = 0.610707 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000000, iou_loss = 0.000000, total_loss = 0.000000 \n"," total_bbox = 54580, rewritten_bbox = 0.012825 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.844480), count: 5, class_loss = 0.678182, iou_loss = 0.165537, total_loss = 0.843719 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000010, iou_loss = 0.000000, total_loss = 0.000010 \n"," total_bbox = 54585, rewritten_bbox = 0.012824 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.760825), count: 4, class_loss = 0.239111, iou_loss = 0.182775, total_loss = 0.421886 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000005, iou_loss = 0.000000, total_loss = 0.000005 \n"," total_bbox = 54589, rewritten_bbox = 0.012823 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.821657), count: 4, class_loss = 0.432547, iou_loss = 0.120237, total_loss = 0.552785 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000001, iou_loss = 0.000000, total_loss = 0.000001 \n"," total_bbox = 54593, rewritten_bbox = 0.012822 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.827188), count: 5, class_loss = 0.014248, iou_loss = 0.331913, total_loss = 0.346161 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.578938), count: 2, class_loss = 0.351185, iou_loss = 0.833380, total_loss = 1.184564 \n"," total_bbox = 54600, rewritten_bbox = 0.012821 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.843424), count: 4, class_loss = 0.000921, iou_loss = 0.408540, total_loss = 0.409461 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000000, iou_loss = 0.000000, total_loss = 0.000000 \n"," total_bbox = 54604, rewritten_bbox = 0.012820 % \n","\n"," (next mAP calculation at 2800 iterations) \n","\n"," Tensor Cores are disabled until the first 3000 iterations are reached.\n"," Last accuracy mAP@0.50 = 95.77 %, best = 99.13 % \u001b]2;2711/10000: loss=0.1 map=0.96 best=0.99 hours left=14.9\u0007\n"," 2711: 0.148395, 0.134361 avg loss, 0.002610 rate, 1.144453 seconds, 173504 images, 14.882520 hours left\n","Loaded: 5.676865 seconds - performance bottleneck on CPU or Disk HDD/SSD\n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.758333), count: 5, class_loss = 0.452718, iou_loss = 0.360248, total_loss = 0.812966 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000506, iou_loss = 0.000000, total_loss = 0.000506 \n"," total_bbox = 54609, rewritten_bbox = 0.012818 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.846284), count: 4, class_loss = 0.320105, iou_loss = 0.174750, total_loss = 0.494856 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000000, iou_loss = 0.000000, total_loss = 0.000000 \n"," total_bbox = 54613, rewritten_bbox = 0.012817 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.870446), count: 5, class_loss = 0.136228, iou_loss = 0.377865, total_loss = 0.514093 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000000, iou_loss = 0.000000, total_loss = 0.000000 \n"," total_bbox = 54618, rewritten_bbox = 0.012816 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.792551), count: 4, class_loss = 0.198378, iou_loss = 0.150424, total_loss = 0.348802 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000009, iou_loss = 0.000000, total_loss = 0.000009 \n"," total_bbox = 54622, rewritten_bbox = 0.012815 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.852114), count: 4, class_loss = 0.000162, iou_loss = 0.203189, total_loss = 0.203351 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000003, iou_loss = 0.000000, total_loss = 0.000003 \n"," total_bbox = 54626, rewritten_bbox = 0.012814 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.800411), count: 4, class_loss = 0.102360, iou_loss = 0.196749, total_loss = 0.299109 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.792370), count: 2, class_loss = 0.002378, iou_loss = 1.190523, total_loss = 1.192900 \n"," total_bbox = 54632, rewritten_bbox = 0.012813 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.846274), count: 5, class_loss = 0.309347, iou_loss = 0.438780, total_loss = 0.748127 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000001, iou_loss = 0.000000, total_loss = 0.000001 \n"," total_bbox = 54637, rewritten_bbox = 0.012812 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.821120), count: 5, class_loss = 0.159448, iou_loss = 0.535607, total_loss = 0.695054 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.001938, iou_loss = 0.000000, total_loss = 0.001938 \n"," total_bbox = 54642, rewritten_bbox = 0.012811 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.826267), count: 4, class_loss = 0.008045, iou_loss = 0.248375, total_loss = 0.256420 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000000, iou_loss = 0.000000, total_loss = 0.000000 \n"," total_bbox = 54646, rewritten_bbox = 0.012810 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.810651), count: 4, class_loss = 0.118921, iou_loss = 0.165484, total_loss = 0.284405 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000002, iou_loss = 0.000000, total_loss = 0.000002 \n"," total_bbox = 54650, rewritten_bbox = 0.012809 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.816931), count: 5, class_loss = 0.226608, iou_loss = 0.368886, total_loss = 0.595493 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.561508), count: 1, class_loss = 0.025563, iou_loss = 0.274758, total_loss = 0.300322 \n"," total_bbox = 54656, rewritten_bbox = 0.012807 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.765748), count: 4, class_loss = 0.193019, iou_loss = 0.176001, total_loss = 0.369020 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000965, iou_loss = 0.000000, total_loss = 0.000965 \n"," total_bbox = 54660, rewritten_bbox = 0.012806 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.807801), count: 4, class_loss = 0.019492, iou_loss = 0.164829, total_loss = 0.184321 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000000, iou_loss = 0.000000, total_loss = 0.000000 \n"," total_bbox = 54664, rewritten_bbox = 0.012806 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.798239), count: 5, class_loss = 0.183065, iou_loss = 0.563890, total_loss = 0.746955 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.577909), count: 1, class_loss = 0.027844, iou_loss = 0.214168, total_loss = 0.242012 \n"," total_bbox = 54670, rewritten_bbox = 0.012804 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.856738), count: 4, class_loss = 0.003536, iou_loss = 0.267957, total_loss = 0.271493 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000667, iou_loss = 0.000000, total_loss = 0.000667 \n"," total_bbox = 54674, rewritten_bbox = 0.012803 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.876797), count: 4, class_loss = 0.131700, iou_loss = 0.390178, total_loss = 0.521878 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000026, iou_loss = 0.000000, total_loss = 0.000026 \n"," total_bbox = 54678, rewritten_bbox = 0.012802 % \n","\n"," (next mAP calculation at 2800 iterations) \n","\n"," Tensor Cores are disabled until the first 3000 iterations are reached.\n"," Last accuracy mAP@0.50 = 95.77 %, best = 99.13 % \u001b]2;2712/10000: loss=0.1 map=0.96 best=0.99 hours left=14.9\u0007\n"," 2712: 0.084114, 0.129337 avg loss, 0.002610 rate, 1.009142 seconds, 173568 images, 14.870087 hours left\n","Loaded: 6.374699 seconds - performance bottleneck on CPU or Disk HDD/SSD\n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.813233), count: 4, class_loss = 0.064076, iou_loss = 0.199008, total_loss = 0.263085 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000000, iou_loss = 0.000000, total_loss = 0.000000 \n"," total_bbox = 54682, rewritten_bbox = 0.012801 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.771526), count: 5, class_loss = 0.074608, iou_loss = 0.565976, total_loss = 0.640584 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.743594), count: 2, class_loss = 0.276590, iou_loss = 0.744003, total_loss = 1.020593 \n"," total_bbox = 54689, rewritten_bbox = 0.012800 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.840068), count: 5, class_loss = 0.521880, iou_loss = 0.443987, total_loss = 0.965868 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.802893), count: 1, class_loss = 0.115457, iou_loss = 0.703430, total_loss = 0.818887 \n"," total_bbox = 54695, rewritten_bbox = 0.012798 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.802679), count: 4, class_loss = 0.263874, iou_loss = 0.259879, total_loss = 0.523753 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000001, iou_loss = 0.000000, total_loss = 0.000001 \n"," total_bbox = 54699, rewritten_bbox = 0.012797 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.864239), count: 4, class_loss = 0.100500, iou_loss = 0.141108, total_loss = 0.241608 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000024, iou_loss = 0.000000, total_loss = 0.000024 \n"," total_bbox = 54703, rewritten_bbox = 0.012796 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.774074), count: 5, class_loss = 0.472039, iou_loss = 0.252901, total_loss = 0.724940 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000001, iou_loss = 0.000000, total_loss = 0.000001 \n"," total_bbox = 54708, rewritten_bbox = 0.012795 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.841466), count: 5, class_loss = 0.464038, iou_loss = 0.329082, total_loss = 0.793120 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000002, iou_loss = 0.000000, total_loss = 0.000002 \n"," total_bbox = 54713, rewritten_bbox = 0.012794 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.813615), count: 5, class_loss = 0.175551, iou_loss = 0.358259, total_loss = 0.533809 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000343, iou_loss = 0.000000, total_loss = 0.000343 \n"," total_bbox = 54718, rewritten_bbox = 0.012793 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.849071), count: 4, class_loss = 0.045883, iou_loss = 0.391958, total_loss = 0.437841 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.720370), count: 1, class_loss = 0.000245, iou_loss = 0.452197, total_loss = 0.452442 \n"," total_bbox = 54723, rewritten_bbox = 0.012792 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.822701), count: 4, class_loss = 0.118172, iou_loss = 0.300774, total_loss = 0.418946 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000000, iou_loss = 0.000000, total_loss = 0.000000 \n"," total_bbox = 54727, rewritten_bbox = 0.012791 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.766578), count: 5, class_loss = 0.373089, iou_loss = 0.716999, total_loss = 1.090089 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.039390, iou_loss = 0.000000, total_loss = 0.039390 \n"," total_bbox = 54732, rewritten_bbox = 0.012790 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.823337), count: 7, class_loss = 0.293232, iou_loss = 0.578151, total_loss = 0.871383 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.010127, iou_loss = 0.000000, total_loss = 0.010127 \n"," total_bbox = 54739, rewritten_bbox = 0.012788 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.785189), count: 6, class_loss = 0.004182, iou_loss = 0.399808, total_loss = 0.403990 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000000, iou_loss = 0.000000, total_loss = 0.000000 \n"," total_bbox = 54745, rewritten_bbox = 0.012787 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.859751), count: 4, class_loss = 0.521871, iou_loss = 0.206719, total_loss = 0.728590 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.586565), count: 1, class_loss = 0.157795, iou_loss = 0.203740, total_loss = 0.361535 \n"," total_bbox = 54750, rewritten_bbox = 0.012785 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.762006), count: 5, class_loss = 0.240469, iou_loss = 0.185296, total_loss = 0.425765 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000001, iou_loss = 0.000000, total_loss = 0.000001 \n"," total_bbox = 54755, rewritten_bbox = 0.012784 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.776178), count: 6, class_loss = 0.350490, iou_loss = 0.463760, total_loss = 0.814250 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.639037), count: 1, class_loss = 0.000638, iou_loss = 0.232064, total_loss = 0.232702 \n"," total_bbox = 54762, rewritten_bbox = 0.012783 % \n","\n"," (next mAP calculation at 2800 iterations) \n","\n"," Tensor Cores are disabled until the first 3000 iterations are reached.\n"," Last accuracy mAP@0.50 = 95.77 %, best = 99.13 % \u001b]2;2713/10000: loss=0.1 map=0.96 best=0.99 hours left=14.9\u0007\n"," 2713: 0.148877, 0.131291 avg loss, 0.002610 rate, 0.995350 seconds, 173632 images, 14.856741 hours left\n","Loaded: 6.359743 seconds - performance bottleneck on CPU or Disk HDD/SSD\n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.876235), count: 5, class_loss = 0.053372, iou_loss = 0.510442, total_loss = 0.563814 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000000, iou_loss = 0.000000, total_loss = 0.000000 \n"," total_bbox = 54767, rewritten_bbox = 0.012781 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.808793), count: 4, class_loss = 0.002281, iou_loss = 0.413714, total_loss = 0.415996 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000001, iou_loss = 0.000000, total_loss = 0.000001 \n"," total_bbox = 54771, rewritten_bbox = 0.012780 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.750279), count: 4, class_loss = 0.966884, iou_loss = 0.402373, total_loss = 1.369257 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000000, iou_loss = 0.000000, total_loss = 0.000000 \n"," total_bbox = 54775, rewritten_bbox = 0.012780 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.838723), count: 5, class_loss = 0.297885, iou_loss = 0.565410, total_loss = 0.863295 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000005, iou_loss = 0.000000, total_loss = 0.000005 \n"," total_bbox = 54780, rewritten_bbox = 0.012778 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.868942), count: 4, class_loss = 0.086083, iou_loss = 0.303355, total_loss = 0.389438 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000002, iou_loss = 0.000000, total_loss = 0.000002 \n"," total_bbox = 54784, rewritten_bbox = 0.012777 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.854072), count: 4, class_loss = 0.177995, iou_loss = 0.233851, total_loss = 0.411846 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000000, iou_loss = 0.000000, total_loss = 0.000000 \n"," total_bbox = 54788, rewritten_bbox = 0.012777 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.807189), count: 6, class_loss = 0.527421, iou_loss = 0.548402, total_loss = 1.075823 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000686, iou_loss = 0.000000, total_loss = 0.000686 \n"," total_bbox = 54794, rewritten_bbox = 0.012775 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.776529), count: 4, class_loss = 0.171156, iou_loss = 0.131504, total_loss = 0.302660 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000000, iou_loss = 0.000000, total_loss = 0.000000 \n"," total_bbox = 54798, rewritten_bbox = 0.012774 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.855707), count: 5, class_loss = 0.008054, iou_loss = 0.436826, total_loss = 0.444881 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000000, iou_loss = 0.000000, total_loss = 0.000000 \n"," total_bbox = 54803, rewritten_bbox = 0.012773 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.819083), count: 5, class_loss = 0.004683, iou_loss = 0.403772, total_loss = 0.408455 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000001, iou_loss = 0.000000, total_loss = 0.000001 \n"," total_bbox = 54808, rewritten_bbox = 0.012772 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.860615), count: 4, class_loss = 0.203819, iou_loss = 0.213246, total_loss = 0.417065 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000002, iou_loss = 0.000000, total_loss = 0.000002 \n"," total_bbox = 54812, rewritten_bbox = 0.012771 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.785774), count: 6, class_loss = 0.526172, iou_loss = 0.485373, total_loss = 1.011545 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000021, iou_loss = 0.000000, total_loss = 0.000021 \n"," total_bbox = 54818, rewritten_bbox = 0.012770 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.741310), count: 4, class_loss = 0.307367, iou_loss = 0.242544, total_loss = 0.549910 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.003049, iou_loss = 0.000000, total_loss = 0.003049 \n"," total_bbox = 54822, rewritten_bbox = 0.012769 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.881696), count: 4, class_loss = 0.162742, iou_loss = 0.306731, total_loss = 0.469473 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000002, iou_loss = 0.000000, total_loss = 0.000002 \n"," total_bbox = 54826, rewritten_bbox = 0.012768 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.862690), count: 4, class_loss = 0.226602, iou_loss = 0.204436, total_loss = 0.431038 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000156, iou_loss = 0.000000, total_loss = 0.000156 \n"," total_bbox = 54830, rewritten_bbox = 0.012767 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.850312), count: 4, class_loss = 0.029197, iou_loss = 0.264601, total_loss = 0.293798 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.596380), count: 1, class_loss = 0.172873, iou_loss = 0.642589, total_loss = 0.815463 \n"," total_bbox = 54835, rewritten_bbox = 0.012766 % \n","\n"," (next mAP calculation at 2800 iterations) \n","\n"," Tensor Cores are disabled until the first 3000 iterations are reached.\n"," Last accuracy mAP@0.50 = 95.77 %, best = 99.13 % \u001b]2;2714/10000: loss=0.1 map=0.96 best=0.99 hours left=14.9\u0007\n"," 2714: 0.124497, 0.130611 avg loss, 0.002610 rate, 0.977009 seconds, 173696 images, 14.857356 hours left\n","Loaded: 5.919744 seconds - performance bottleneck on CPU or Disk HDD/SSD\n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.819763), count: 4, class_loss = 0.050283, iou_loss = 0.434528, total_loss = 0.484811 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.807283), count: 2, class_loss = 0.022089, iou_loss = 2.041994, total_loss = 2.064083 \n"," total_bbox = 54841, rewritten_bbox = 0.012764 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.870705), count: 5, class_loss = 0.130087, iou_loss = 0.246834, total_loss = 0.376921 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000000, iou_loss = 0.000000, total_loss = 0.000000 \n"," total_bbox = 54846, rewritten_bbox = 0.012763 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.815397), count: 6, class_loss = 0.533080, iou_loss = 0.462435, total_loss = 0.995515 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.605743), count: 1, class_loss = 0.020305, iou_loss = 0.320028, total_loss = 0.340333 \n"," total_bbox = 54853, rewritten_bbox = 0.012761 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.823691), count: 4, class_loss = 0.139537, iou_loss = 0.345667, total_loss = 0.485205 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000001, iou_loss = 0.000000, total_loss = 0.000001 \n"," total_bbox = 54857, rewritten_bbox = 0.012760 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.805243), count: 3, class_loss = 0.153458, iou_loss = 0.114153, total_loss = 0.267611 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.684734), count: 1, class_loss = 0.549507, iou_loss = 0.408604, total_loss = 0.958111 \n"," total_bbox = 54861, rewritten_bbox = 0.012760 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.764301), count: 4, class_loss = 0.508562, iou_loss = 0.137257, total_loss = 0.645820 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.018239, iou_loss = 0.000000, total_loss = 0.018239 \n"," total_bbox = 54865, rewritten_bbox = 0.012759 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.874185), count: 4, class_loss = 0.072760, iou_loss = 0.284745, total_loss = 0.357505 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000000, iou_loss = 0.000000, total_loss = 0.000000 \n"," total_bbox = 54869, rewritten_bbox = 0.012758 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.911443), count: 4, class_loss = 0.078905, iou_loss = 0.199434, total_loss = 0.278339 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000001, iou_loss = 0.000000, total_loss = 0.000001 \n"," total_bbox = 54873, rewritten_bbox = 0.012757 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.849270), count: 4, class_loss = 0.000345, iou_loss = 0.277313, total_loss = 0.277658 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000000, iou_loss = 0.000000, total_loss = 0.000000 \n"," total_bbox = 54877, rewritten_bbox = 0.012756 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.841551), count: 4, class_loss = 0.170274, iou_loss = 0.215651, total_loss = 0.385925 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000001, iou_loss = 0.000000, total_loss = 0.000001 \n"," total_bbox = 54881, rewritten_bbox = 0.012755 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.771160), count: 6, class_loss = 0.079698, iou_loss = 0.430364, total_loss = 0.510062 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000679, iou_loss = 0.000000, total_loss = 0.000679 \n"," total_bbox = 54887, rewritten_bbox = 0.012753 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.790083), count: 5, class_loss = 0.277773, iou_loss = 0.229616, total_loss = 0.507389 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.772717), count: 1, class_loss = 0.322972, iou_loss = 0.520237, total_loss = 0.843209 \n"," total_bbox = 54893, rewritten_bbox = 0.012752 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.879494), count: 5, class_loss = 0.018900, iou_loss = 0.369100, total_loss = 0.388001 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.703270), count: 2, class_loss = 0.276057, iou_loss = 2.340319, total_loss = 2.616376 \n"," total_bbox = 54900, rewritten_bbox = 0.012750 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.901573), count: 4, class_loss = 0.178719, iou_loss = 0.192535, total_loss = 0.371254 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000003, iou_loss = 0.000000, total_loss = 0.000003 \n"," total_bbox = 54904, rewritten_bbox = 0.012750 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.791179), count: 4, class_loss = 0.144124, iou_loss = 0.144367, total_loss = 0.288491 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000000, iou_loss = 0.000000, total_loss = 0.000000 \n"," total_bbox = 54908, rewritten_bbox = 0.012749 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.796646), count: 4, class_loss = 0.150036, iou_loss = 0.107631, total_loss = 0.257667 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000000, iou_loss = 0.000000, total_loss = 0.000000 \n"," total_bbox = 54912, rewritten_bbox = 0.012748 % \n","\n"," (next mAP calculation at 2800 iterations) \n","\n"," Tensor Cores are disabled until the first 3000 iterations are reached.\n"," Last accuracy mAP@0.50 = 95.77 %, best = 99.13 % \u001b]2;2715/10000: loss=0.1 map=0.96 best=0.99 hours left=14.9\u0007\n"," 2715: 0.124016, 0.129952 avg loss, 0.002610 rate, 1.015416 seconds, 173760 images, 14.857270 hours left\n","Loaded: 5.585055 seconds - performance bottleneck on CPU or Disk HDD/SSD\n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.834337), count: 4, class_loss = 0.101695, iou_loss = 0.182113, total_loss = 0.283809 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.922941), count: 1, class_loss = 0.006947, iou_loss = 0.742347, total_loss = 0.749294 \n"," total_bbox = 54917, rewritten_bbox = 0.012747 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.802214), count: 6, class_loss = 0.135256, iou_loss = 0.485023, total_loss = 0.620279 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000000, iou_loss = 0.000000, total_loss = 0.000000 \n"," total_bbox = 54923, rewritten_bbox = 0.012745 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.797814), count: 6, class_loss = 0.180881, iou_loss = 0.556123, total_loss = 0.737004 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000000, iou_loss = 0.000000, total_loss = 0.000000 \n"," total_bbox = 54929, rewritten_bbox = 0.012744 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.782679), count: 4, class_loss = 0.096238, iou_loss = 0.437976, total_loss = 0.534214 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000001, iou_loss = 0.000000, total_loss = 0.000001 \n"," total_bbox = 54933, rewritten_bbox = 0.012743 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.862522), count: 4, class_loss = 0.001181, iou_loss = 0.300152, total_loss = 0.301333 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.897660), count: 1, class_loss = 0.015460, iou_loss = 0.580539, total_loss = 0.596000 \n"," total_bbox = 54938, rewritten_bbox = 0.012742 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.758398), count: 4, class_loss = 0.021252, iou_loss = 0.348354, total_loss = 0.369606 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.643368), count: 2, class_loss = 0.151594, iou_loss = 0.724874, total_loss = 0.876469 \n"," total_bbox = 54944, rewritten_bbox = 0.012740 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.795769), count: 4, class_loss = 0.258996, iou_loss = 0.217705, total_loss = 0.476701 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.649691), count: 1, class_loss = 0.038896, iou_loss = 0.367570, total_loss = 0.406466 \n"," total_bbox = 54949, rewritten_bbox = 0.012739 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.868963), count: 4, class_loss = 0.000341, iou_loss = 0.208860, total_loss = 0.209201 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.747332), count: 1, class_loss = 0.107941, iou_loss = 1.354742, total_loss = 1.462682 \n"," total_bbox = 54954, rewritten_bbox = 0.012738 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.808350), count: 6, class_loss = 0.077107, iou_loss = 0.486323, total_loss = 0.563430 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.745371), count: 2, class_loss = 0.108395, iou_loss = 1.018545, total_loss = 1.126940 \n"," total_bbox = 54962, rewritten_bbox = 0.012736 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.808974), count: 4, class_loss = 0.247166, iou_loss = 0.287669, total_loss = 0.534835 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000000, iou_loss = 0.000000, total_loss = 0.000000 \n"," total_bbox = 54966, rewritten_bbox = 0.012735 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.814628), count: 5, class_loss = 0.156695, iou_loss = 0.350201, total_loss = 0.506896 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000000, iou_loss = 0.000000, total_loss = 0.000000 \n"," total_bbox = 54971, rewritten_bbox = 0.012734 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.838373), count: 4, class_loss = 0.134143, iou_loss = 0.328567, total_loss = 0.462710 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.705461), count: 1, class_loss = 0.006765, iou_loss = 0.433868, total_loss = 0.440633 \n"," total_bbox = 54976, rewritten_bbox = 0.012733 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.779383), count: 4, class_loss = 0.448225, iou_loss = 0.158234, total_loss = 0.606459 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000000, iou_loss = 0.000000, total_loss = 0.000000 \n"," total_bbox = 54980, rewritten_bbox = 0.012732 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.853686), count: 4, class_loss = 0.317088, iou_loss = 0.185963, total_loss = 0.503051 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000002, iou_loss = 0.000000, total_loss = 0.000002 \n"," total_bbox = 54984, rewritten_bbox = 0.012731 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.789632), count: 3, class_loss = 0.472777, iou_loss = 0.198402, total_loss = 0.671179 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.584244), count: 3, class_loss = 0.616425, iou_loss = 1.035383, total_loss = 1.651807 \n"," total_bbox = 54990, rewritten_bbox = 0.012730 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.844983), count: 4, class_loss = 0.000662, iou_loss = 0.334071, total_loss = 0.334733 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.708882), count: 1, class_loss = 0.001086, iou_loss = 0.339351, total_loss = 0.340437 \n"," total_bbox = 54995, rewritten_bbox = 0.012728 % \n","\n"," (next mAP calculation at 2800 iterations) \n","\n"," Tensor Cores are disabled until the first 3000 iterations are reached.\n"," Last accuracy mAP@0.50 = 95.77 %, best = 99.13 % \u001b]2;2716/10000: loss=0.1 map=0.96 best=0.99 hours left=14.8\u0007\n"," 2716: 0.118654, 0.128822 avg loss, 0.002610 rate, 0.952150 seconds, 173824 images, 14.849038 hours left\n","Loaded: 6.384945 seconds - performance bottleneck on CPU or Disk HDD/SSD\n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.816256), count: 6, class_loss = 0.043779, iou_loss = 0.703066, total_loss = 0.746845 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000256, iou_loss = 0.000000, total_loss = 0.000256 \n"," total_bbox = 55001, rewritten_bbox = 0.012727 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.865962), count: 5, class_loss = 0.276516, iou_loss = 0.617006, total_loss = 0.893522 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000000, iou_loss = 0.000000, total_loss = 0.000000 \n"," total_bbox = 55006, rewritten_bbox = 0.012726 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.858627), count: 4, class_loss = 0.006019, iou_loss = 0.217491, total_loss = 0.223509 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.882797), count: 1, class_loss = 0.016148, iou_loss = 0.679224, total_loss = 0.695371 \n"," total_bbox = 55011, rewritten_bbox = 0.012725 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.806701), count: 5, class_loss = 0.009181, iou_loss = 0.710307, total_loss = 0.719488 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000000, iou_loss = 0.000000, total_loss = 0.000000 \n"," total_bbox = 55016, rewritten_bbox = 0.012724 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.842030), count: 5, class_loss = 0.002505, iou_loss = 0.395626, total_loss = 0.398132 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000000, iou_loss = 0.000000, total_loss = 0.000000 \n"," total_bbox = 55021, rewritten_bbox = 0.012722 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.808455), count: 5, class_loss = 0.923226, iou_loss = 0.242546, total_loss = 1.165771 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000002, iou_loss = 0.000000, total_loss = 0.000002 \n"," total_bbox = 55026, rewritten_bbox = 0.012721 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.841035), count: 4, class_loss = 0.095742, iou_loss = 0.370822, total_loss = 0.466564 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.579342), count: 1, class_loss = 0.229983, iou_loss = 0.349584, total_loss = 0.579567 \n"," total_bbox = 55031, rewritten_bbox = 0.012720 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.833438), count: 4, class_loss = 0.037421, iou_loss = 0.120187, total_loss = 0.157607 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000000, iou_loss = 0.000000, total_loss = 0.000000 \n"," total_bbox = 55035, rewritten_bbox = 0.012719 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.786350), count: 5, class_loss = 0.194351, iou_loss = 0.211546, total_loss = 0.405898 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000000, iou_loss = 0.000000, total_loss = 0.000000 \n"," total_bbox = 55040, rewritten_bbox = 0.012718 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.837233), count: 5, class_loss = 0.252395, iou_loss = 0.337306, total_loss = 0.589701 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000000, iou_loss = 0.000000, total_loss = 0.000000 \n"," total_bbox = 55045, rewritten_bbox = 0.012717 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.846884), count: 6, class_loss = 0.014224, iou_loss = 0.372638, total_loss = 0.386862 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000001, iou_loss = 0.000000, total_loss = 0.000001 \n"," total_bbox = 55051, rewritten_bbox = 0.012715 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.821855), count: 4, class_loss = 0.251228, iou_loss = 0.230714, total_loss = 0.481943 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000001, iou_loss = 0.000000, total_loss = 0.000001 \n"," total_bbox = 55055, rewritten_bbox = 0.012715 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.868091), count: 4, class_loss = 0.036988, iou_loss = 0.184492, total_loss = 0.221480 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000000, iou_loss = 0.000000, total_loss = 0.000000 \n"," total_bbox = 55059, rewritten_bbox = 0.012714 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.851399), count: 4, class_loss = 0.132462, iou_loss = 0.325335, total_loss = 0.457797 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000000, iou_loss = 0.000000, total_loss = 0.000000 \n"," total_bbox = 55063, rewritten_bbox = 0.012713 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.780145), count: 4, class_loss = 0.085280, iou_loss = 0.235808, total_loss = 0.321088 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000000, iou_loss = 0.000000, total_loss = 0.000000 \n"," total_bbox = 55067, rewritten_bbox = 0.012712 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.795809), count: 5, class_loss = 0.149195, iou_loss = 0.325833, total_loss = 0.475028 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000000, iou_loss = 0.000000, total_loss = 0.000000 \n"," total_bbox = 55072, rewritten_bbox = 0.012711 % \n","\n"," (next mAP calculation at 2800 iterations) \n","\n"," Tensor Cores are disabled until the first 3000 iterations are reached.\n"," Last accuracy mAP@0.50 = 95.77 %, best = 99.13 % \u001b]2;2717/10000: loss=0.1 map=0.96 best=0.99 hours left=14.8\u0007\n"," 2717: 0.087946, 0.124734 avg loss, 0.002610 rate, 0.978889 seconds, 173888 images, 14.832839 hours left\n","Loaded: 6.453470 seconds - performance bottleneck on CPU or Disk HDD/SSD\n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.904454), count: 4, class_loss = 0.093337, iou_loss = 0.243563, total_loss = 0.336899 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000662, iou_loss = 0.000000, total_loss = 0.000662 \n"," total_bbox = 55076, rewritten_bbox = 0.012710 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.844626), count: 4, class_loss = 0.000165, iou_loss = 0.199567, total_loss = 0.199733 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000000, iou_loss = 0.000000, total_loss = 0.000000 \n"," total_bbox = 55080, rewritten_bbox = 0.012709 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.800902), count: 5, class_loss = 0.012728, iou_loss = 0.240915, total_loss = 0.253643 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000001, iou_loss = 0.000000, total_loss = 0.000001 \n"," total_bbox = 55085, rewritten_bbox = 0.012708 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.865795), count: 3, class_loss = 0.002878, iou_loss = 0.194310, total_loss = 0.197188 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.515713), count: 1, class_loss = 0.004687, iou_loss = 0.231367, total_loss = 0.236054 \n"," total_bbox = 55089, rewritten_bbox = 0.012707 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.924107), count: 4, class_loss = 0.146398, iou_loss = 0.264025, total_loss = 0.410423 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000000, iou_loss = 0.000000, total_loss = 0.000000 \n"," total_bbox = 55093, rewritten_bbox = 0.012706 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.843386), count: 6, class_loss = 0.062080, iou_loss = 0.494752, total_loss = 0.556832 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000000, iou_loss = 0.000000, total_loss = 0.000000 \n"," total_bbox = 55099, rewritten_bbox = 0.012704 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.840338), count: 4, class_loss = 0.054798, iou_loss = 0.199821, total_loss = 0.254619 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000001, iou_loss = 0.000000, total_loss = 0.000001 \n"," total_bbox = 55103, rewritten_bbox = 0.012703 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.827600), count: 8, class_loss = 0.206587, iou_loss = 0.850478, total_loss = 1.057065 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000001, iou_loss = 0.000000, total_loss = 0.000001 \n"," total_bbox = 55111, rewritten_bbox = 0.012702 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.765167), count: 5, class_loss = 0.641265, iou_loss = 0.286519, total_loss = 0.927783 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000103, iou_loss = 0.000000, total_loss = 0.000103 \n"," total_bbox = 55116, rewritten_bbox = 0.012700 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.844299), count: 4, class_loss = 0.157082, iou_loss = 0.286070, total_loss = 0.443152 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000000, iou_loss = 0.000000, total_loss = 0.000000 \n"," total_bbox = 55120, rewritten_bbox = 0.012700 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.858987), count: 4, class_loss = 0.219903, iou_loss = 0.245282, total_loss = 0.465185 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000000, iou_loss = 0.000000, total_loss = 0.000000 \n"," total_bbox = 55124, rewritten_bbox = 0.012699 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.831865), count: 4, class_loss = 0.199348, iou_loss = 0.199221, total_loss = 0.398569 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000000, iou_loss = 0.000000, total_loss = 0.000000 \n"," total_bbox = 55128, rewritten_bbox = 0.012698 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.869043), count: 4, class_loss = 0.045745, iou_loss = 0.173703, total_loss = 0.219448 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000000, iou_loss = 0.000000, total_loss = 0.000000 \n"," total_bbox = 55132, rewritten_bbox = 0.012697 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.811913), count: 4, class_loss = 0.313794, iou_loss = 0.147497, total_loss = 0.461291 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000012, iou_loss = 0.000000, total_loss = 0.000012 \n"," total_bbox = 55136, rewritten_bbox = 0.012696 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.858130), count: 5, class_loss = 0.046998, iou_loss = 0.278027, total_loss = 0.325025 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000001, iou_loss = 0.000000, total_loss = 0.000001 \n"," total_bbox = 55141, rewritten_bbox = 0.012695 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.850436), count: 5, class_loss = 0.721986, iou_loss = 0.488637, total_loss = 1.210623 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000000, iou_loss = 0.000000, total_loss = 0.000000 \n"," total_bbox = 55146, rewritten_bbox = 0.012694 % \n","\n"," (next mAP calculation at 2800 iterations) \n","\n"," Tensor Cores are disabled until the first 3000 iterations are reached.\n"," Last accuracy mAP@0.50 = 95.77 %, best = 99.13 % \u001b]2;2718/10000: loss=0.1 map=0.96 best=0.99 hours left=14.8\u0007\n"," 2718: 0.093190, 0.121580 avg loss, 0.002610 rate, 1.000408 seconds, 173952 images, 14.833485 hours left\n","Loaded: 6.104162 seconds - performance bottleneck on CPU or Disk HDD/SSD\n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.829167), count: 7, class_loss = 0.300039, iou_loss = 0.999569, total_loss = 1.299608 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.684327), count: 4, class_loss = 0.339343, iou_loss = 1.655450, total_loss = 1.994793 \n"," total_bbox = 55157, rewritten_bbox = 0.012691 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.807326), count: 4, class_loss = 0.324619, iou_loss = 0.133703, total_loss = 0.458322 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000179, iou_loss = 0.000000, total_loss = 0.000179 \n"," total_bbox = 55161, rewritten_bbox = 0.012690 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.851908), count: 4, class_loss = 0.034006, iou_loss = 0.195241, total_loss = 0.229247 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000001, iou_loss = 0.000000, total_loss = 0.000001 \n"," total_bbox = 55165, rewritten_bbox = 0.012689 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.849942), count: 4, class_loss = 0.003449, iou_loss = 0.266541, total_loss = 0.269990 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000000, iou_loss = 0.000000, total_loss = 0.000000 \n"," total_bbox = 55169, rewritten_bbox = 0.012688 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.867650), count: 4, class_loss = 0.257845, iou_loss = 0.225490, total_loss = 0.483334 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000015, iou_loss = 0.000000, total_loss = 0.000015 \n"," total_bbox = 55173, rewritten_bbox = 0.012687 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.801545), count: 4, class_loss = 0.441260, iou_loss = 0.296298, total_loss = 0.737559 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000003, iou_loss = 0.000000, total_loss = 0.000003 \n"," total_bbox = 55177, rewritten_bbox = 0.012686 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.865247), count: 4, class_loss = 0.210667, iou_loss = 0.231009, total_loss = 0.441676 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000001, iou_loss = 0.000000, total_loss = 0.000001 \n"," total_bbox = 55181, rewritten_bbox = 0.012686 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.892926), count: 4, class_loss = 0.242508, iou_loss = 0.252863, total_loss = 0.495371 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000000, iou_loss = 0.000000, total_loss = 0.000000 \n"," total_bbox = 55185, rewritten_bbox = 0.012685 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.858101), count: 4, class_loss = 0.035589, iou_loss = 0.174024, total_loss = 0.209613 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000000, iou_loss = 0.000000, total_loss = 0.000000 \n"," total_bbox = 55189, rewritten_bbox = 0.012684 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.862696), count: 4, class_loss = 0.133830, iou_loss = 0.223012, total_loss = 0.356842 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.730300), count: 1, class_loss = 0.128580, iou_loss = 0.368287, total_loss = 0.496867 \n"," total_bbox = 55194, rewritten_bbox = 0.012683 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.778615), count: 4, class_loss = 0.207623, iou_loss = 0.217526, total_loss = 0.425149 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000000, iou_loss = 0.000000, total_loss = 0.000000 \n"," total_bbox = 55198, rewritten_bbox = 0.012682 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.898099), count: 5, class_loss = 0.025998, iou_loss = 0.713932, total_loss = 0.739930 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000000, iou_loss = 0.000000, total_loss = 0.000000 \n"," total_bbox = 55203, rewritten_bbox = 0.012680 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.848999), count: 5, class_loss = 0.261699, iou_loss = 0.604099, total_loss = 0.865798 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.723117), count: 1, class_loss = 0.074536, iou_loss = 0.455706, total_loss = 0.530241 \n"," total_bbox = 55209, rewritten_bbox = 0.012679 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.839343), count: 5, class_loss = 0.056556, iou_loss = 0.372105, total_loss = 0.428661 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000000, iou_loss = 0.000000, total_loss = 0.000000 \n"," total_bbox = 55214, rewritten_bbox = 0.012678 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.815362), count: 5, class_loss = 0.420975, iou_loss = 0.447971, total_loss = 0.868946 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000000, iou_loss = 0.000000, total_loss = 0.000000 \n"," total_bbox = 55219, rewritten_bbox = 0.012677 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.775434), count: 5, class_loss = 0.164630, iou_loss = 0.382201, total_loss = 0.546831 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000000, iou_loss = 0.000000, total_loss = 0.000000 \n"," total_bbox = 55224, rewritten_bbox = 0.012676 % \n","\n"," (next mAP calculation at 2800 iterations) \n","\n"," Tensor Cores are disabled until the first 3000 iterations are reached.\n"," Last accuracy mAP@0.50 = 95.77 %, best = 99.13 % \u001b]2;2719/10000: loss=0.1 map=0.96 best=0.99 hours left=14.8\u0007\n"," 2719: 0.116369, 0.121059 avg loss, 0.002610 rate, 1.034320 seconds, 174016 images, 14.835926 hours left\n","Loaded: 5.293310 seconds - performance bottleneck on CPU or Disk HDD/SSD\n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.862032), count: 5, class_loss = 0.123215, iou_loss = 0.549260, total_loss = 0.672475 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000000, iou_loss = 0.000000, total_loss = 0.000000 \n"," total_bbox = 55229, rewritten_bbox = 0.012675 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.783954), count: 5, class_loss = 0.462311, iou_loss = 0.181174, total_loss = 0.643485 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000000, iou_loss = 0.000000, total_loss = 0.000000 \n"," total_bbox = 55234, rewritten_bbox = 0.012673 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.882005), count: 4, class_loss = 0.018826, iou_loss = 0.131255, total_loss = 0.150081 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000365, iou_loss = 0.000000, total_loss = 0.000365 \n"," total_bbox = 55238, rewritten_bbox = 0.012672 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.823516), count: 5, class_loss = 0.582059, iou_loss = 0.442555, total_loss = 1.024614 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000000, iou_loss = 0.000000, total_loss = 0.000000 \n"," total_bbox = 55243, rewritten_bbox = 0.012671 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.860865), count: 5, class_loss = 0.152566, iou_loss = 0.265403, total_loss = 0.417969 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000000, iou_loss = 0.000000, total_loss = 0.000000 \n"," total_bbox = 55248, rewritten_bbox = 0.012670 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.888379), count: 5, class_loss = 0.018024, iou_loss = 0.414125, total_loss = 0.432149 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.699378), count: 1, class_loss = 0.011055, iou_loss = 0.426508, total_loss = 0.437563 \n"," total_bbox = 55254, rewritten_bbox = 0.012669 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.818452), count: 5, class_loss = 0.008639, iou_loss = 0.395776, total_loss = 0.404416 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000156, iou_loss = 0.000000, total_loss = 0.000156 \n"," total_bbox = 55259, rewritten_bbox = 0.012668 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.823954), count: 4, class_loss = 0.196116, iou_loss = 0.205932, total_loss = 0.402048 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000021, iou_loss = 0.000000, total_loss = 0.000021 \n"," total_bbox = 55263, rewritten_bbox = 0.012667 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.802924), count: 4, class_loss = 0.342301, iou_loss = 0.372747, total_loss = 0.715048 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000005, iou_loss = 0.000000, total_loss = 0.000005 \n"," total_bbox = 55267, rewritten_bbox = 0.012666 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.868925), count: 3, class_loss = 0.000390, iou_loss = 0.122722, total_loss = 0.123111 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.709598), count: 1, class_loss = 0.000787, iou_loss = 0.316542, total_loss = 0.317329 \n"," total_bbox = 55271, rewritten_bbox = 0.012665 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.804952), count: 5, class_loss = 0.305653, iou_loss = 0.633135, total_loss = 0.938788 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.013596, iou_loss = 0.000000, total_loss = 0.013596 \n"," total_bbox = 55276, rewritten_bbox = 0.012664 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.824071), count: 4, class_loss = 0.040558, iou_loss = 0.369987, total_loss = 0.410546 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000044, iou_loss = 0.000000, total_loss = 0.000044 \n"," total_bbox = 55280, rewritten_bbox = 0.012663 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.802324), count: 4, class_loss = 0.194329, iou_loss = 0.165745, total_loss = 0.360074 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000000, iou_loss = 0.000000, total_loss = 0.000000 \n"," total_bbox = 55284, rewritten_bbox = 0.012662 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.750172), count: 6, class_loss = 0.749173, iou_loss = 0.225093, total_loss = 0.974265 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000670, iou_loss = 0.000000, total_loss = 0.000670 \n"," total_bbox = 55290, rewritten_bbox = 0.012661 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.763236), count: 4, class_loss = 0.495656, iou_loss = 0.277056, total_loss = 0.772712 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000002, iou_loss = 0.000000, total_loss = 0.000002 \n"," total_bbox = 55294, rewritten_bbox = 0.012660 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.799717), count: 4, class_loss = 0.537557, iou_loss = 0.285334, total_loss = 0.822891 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.780668), count: 2, class_loss = 0.055178, iou_loss = 0.952439, total_loss = 1.007617 \n"," total_bbox = 55300, rewritten_bbox = 0.012658 % \n","\n"," (next mAP calculation at 2800 iterations) \n","\n"," Tensor Cores are disabled until the first 3000 iterations are reached.\n"," Last accuracy mAP@0.50 = 95.77 %, best = 99.13 % \u001b]2;2720/10000: loss=0.1 map=0.96 best=0.99 hours left=14.8\u0007\n"," 2720: 0.136661, 0.122619 avg loss, 0.002610 rate, 1.061662 seconds, 174080 images, 14.831943 hours left\n","Loaded: 6.267692 seconds - performance bottleneck on CPU or Disk HDD/SSD\n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.748583), count: 6, class_loss = 0.611519, iou_loss = 0.379737, total_loss = 0.991256 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.043097, iou_loss = 0.000000, total_loss = 0.043097 \n"," total_bbox = 55306, rewritten_bbox = 0.012657 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.844000), count: 6, class_loss = 0.045502, iou_loss = 0.505905, total_loss = 0.551407 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000002, iou_loss = 0.000000, total_loss = 0.000002 \n"," total_bbox = 55312, rewritten_bbox = 0.012655 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.880816), count: 5, class_loss = 0.040509, iou_loss = 0.443526, total_loss = 0.484035 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000000, iou_loss = 0.000000, total_loss = 0.000000 \n"," total_bbox = 55317, rewritten_bbox = 0.012654 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.870954), count: 4, class_loss = 0.000332, iou_loss = 0.179516, total_loss = 0.179848 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000000, iou_loss = 0.000000, total_loss = 0.000000 \n"," total_bbox = 55321, rewritten_bbox = 0.012653 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.779482), count: 4, class_loss = 0.055566, iou_loss = 0.141926, total_loss = 0.197492 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000000, iou_loss = 0.000000, total_loss = 0.000000 \n"," total_bbox = 55325, rewritten_bbox = 0.012653 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.809240), count: 5, class_loss = 0.324250, iou_loss = 0.170119, total_loss = 0.494368 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000220, iou_loss = 0.000000, total_loss = 0.000220 \n"," total_bbox = 55330, rewritten_bbox = 0.012651 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.824243), count: 6, class_loss = 0.036740, iou_loss = 0.354396, total_loss = 0.391136 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000001, iou_loss = 0.000000, total_loss = 0.000001 \n"," total_bbox = 55336, rewritten_bbox = 0.012650 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.864527), count: 6, class_loss = 0.478029, iou_loss = 0.541009, total_loss = 1.019038 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000067, iou_loss = 0.000000, total_loss = 0.000067 \n"," total_bbox = 55342, rewritten_bbox = 0.012649 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.775015), count: 4, class_loss = 0.229134, iou_loss = 0.138769, total_loss = 0.367904 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000001, iou_loss = 0.000000, total_loss = 0.000001 \n"," total_bbox = 55346, rewritten_bbox = 0.012648 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.819772), count: 4, class_loss = 0.337806, iou_loss = 0.103154, total_loss = 0.440960 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000001, iou_loss = 0.000000, total_loss = 0.000001 \n"," total_bbox = 55350, rewritten_bbox = 0.012647 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.858166), count: 4, class_loss = 0.219101, iou_loss = 0.364439, total_loss = 0.583540 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000027, iou_loss = 0.000000, total_loss = 0.000027 \n"," total_bbox = 55354, rewritten_bbox = 0.012646 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.871978), count: 5, class_loss = 0.138596, iou_loss = 0.391170, total_loss = 0.529765 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000146, iou_loss = 0.000000, total_loss = 0.000146 \n"," total_bbox = 55359, rewritten_bbox = 0.012645 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.788747), count: 5, class_loss = 0.396396, iou_loss = 0.392773, total_loss = 0.789169 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.737408), count: 1, class_loss = 0.205881, iou_loss = 1.146620, total_loss = 1.352500 \n"," total_bbox = 55365, rewritten_bbox = 0.012643 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.812856), count: 5, class_loss = 0.031810, iou_loss = 0.382216, total_loss = 0.414026 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000121, iou_loss = 0.000000, total_loss = 0.000121 \n"," total_bbox = 55370, rewritten_bbox = 0.012642 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.763468), count: 5, class_loss = 0.265969, iou_loss = 0.229320, total_loss = 0.495289 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000027, iou_loss = 0.000000, total_loss = 0.000027 \n"," total_bbox = 55375, rewritten_bbox = 0.012641 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.893131), count: 4, class_loss = 0.053692, iou_loss = 0.192371, total_loss = 0.246062 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000019, iou_loss = 0.000000, total_loss = 0.000019 \n"," total_bbox = 55379, rewritten_bbox = 0.012640 % \n","\n"," (next mAP calculation at 2800 iterations) \n","\n"," Tensor Cores are disabled until the first 3000 iterations are reached.\n"," Last accuracy mAP@0.50 = 95.77 %, best = 99.13 % \u001b]2;2721/10000: loss=0.1 map=0.96 best=0.99 hours left=14.8\u0007\n"," 2721: 0.111502, 0.121507 avg loss, 0.002610 rate, 0.991516 seconds, 174144 images, 14.812136 hours left\n","Loaded: 6.421302 seconds - performance bottleneck on CPU or Disk HDD/SSD\n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.851247), count: 4, class_loss = 0.394335, iou_loss = 0.150415, total_loss = 0.544750 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.752668), count: 1, class_loss = 0.006030, iou_loss = 0.493821, total_loss = 0.499851 \n"," total_bbox = 55384, rewritten_bbox = 0.012639 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.778250), count: 7, class_loss = 0.300581, iou_loss = 0.449546, total_loss = 0.750127 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000011, iou_loss = 0.000000, total_loss = 0.000011 \n"," total_bbox = 55391, rewritten_bbox = 0.012637 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.832638), count: 4, class_loss = 0.016021, iou_loss = 0.288487, total_loss = 0.304508 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000001, iou_loss = 0.000000, total_loss = 0.000001 \n"," total_bbox = 55395, rewritten_bbox = 0.012637 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.820678), count: 5, class_loss = 0.010398, iou_loss = 0.527708, total_loss = 0.538105 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000045, iou_loss = 0.000000, total_loss = 0.000045 \n"," total_bbox = 55400, rewritten_bbox = 0.012635 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.890412), count: 4, class_loss = 0.270003, iou_loss = 0.150315, total_loss = 0.420318 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000000, iou_loss = 0.000000, total_loss = 0.000000 \n"," total_bbox = 55404, rewritten_bbox = 0.012634 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.832271), count: 5, class_loss = 0.035062, iou_loss = 0.330952, total_loss = 0.366014 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000000, iou_loss = 0.000000, total_loss = 0.000000 \n"," total_bbox = 55409, rewritten_bbox = 0.012633 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.855649), count: 4, class_loss = 0.001210, iou_loss = 0.359971, total_loss = 0.361180 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.706750), count: 1, class_loss = 0.002158, iou_loss = 0.435356, total_loss = 0.437514 \n"," total_bbox = 55414, rewritten_bbox = 0.012632 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.767837), count: 4, class_loss = 0.286689, iou_loss = 0.063499, total_loss = 0.350188 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000003, iou_loss = 0.000000, total_loss = 0.000003 \n"," total_bbox = 55418, rewritten_bbox = 0.012631 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.831215), count: 5, class_loss = 0.075635, iou_loss = 0.363994, total_loss = 0.439629 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000023, iou_loss = 0.000000, total_loss = 0.000023 \n"," total_bbox = 55423, rewritten_bbox = 0.012630 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.877264), count: 4, class_loss = 0.000077, iou_loss = 0.181774, total_loss = 0.181851 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000001, iou_loss = 0.000000, total_loss = 0.000001 \n"," total_bbox = 55427, rewritten_bbox = 0.012629 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.746803), count: 4, class_loss = 0.317065, iou_loss = 0.128295, total_loss = 0.445360 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000030, iou_loss = 0.000000, total_loss = 0.000030 \n"," total_bbox = 55431, rewritten_bbox = 0.012628 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.812123), count: 6, class_loss = 0.101589, iou_loss = 0.393503, total_loss = 0.495093 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000555, iou_loss = 0.000000, total_loss = 0.000555 \n"," total_bbox = 55437, rewritten_bbox = 0.012627 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.787209), count: 4, class_loss = 0.620035, iou_loss = 0.138847, total_loss = 0.758882 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000018, iou_loss = 0.000000, total_loss = 0.000018 \n"," total_bbox = 55441, rewritten_bbox = 0.012626 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.850175), count: 4, class_loss = 0.210393, iou_loss = 0.116233, total_loss = 0.326626 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000017, iou_loss = 0.000000, total_loss = 0.000017 \n"," total_bbox = 55445, rewritten_bbox = 0.012625 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.877904), count: 4, class_loss = 0.228238, iou_loss = 0.228917, total_loss = 0.457155 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000001, iou_loss = 0.000000, total_loss = 0.000001 \n"," total_bbox = 55449, rewritten_bbox = 0.012624 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.762311), count: 5, class_loss = 0.000727, iou_loss = 0.282238, total_loss = 0.282965 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000000, iou_loss = 0.000000, total_loss = 0.000000 \n"," total_bbox = 55454, rewritten_bbox = 0.012623 % \n","\n"," (next mAP calculation at 2800 iterations) \n","\n"," Tensor Cores are disabled until the first 3000 iterations are reached.\n"," Last accuracy mAP@0.50 = 95.77 %, best = 99.13 % \u001b]2;2722/10000: loss=0.1 map=0.96 best=0.99 hours left=14.8\u0007\n"," 2722: 0.091746, 0.118531 avg loss, 0.002610 rate, 1.037354 seconds, 174208 images, 14.810792 hours left\n","Loaded: 5.911229 seconds - performance bottleneck on CPU or Disk HDD/SSD\n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.851143), count: 4, class_loss = 0.007051, iou_loss = 0.201078, total_loss = 0.208128 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000000, iou_loss = 0.000000, total_loss = 0.000000 \n"," total_bbox = 55458, rewritten_bbox = 0.012622 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.779745), count: 5, class_loss = 0.164989, iou_loss = 0.230005, total_loss = 0.394994 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000005, iou_loss = 0.000000, total_loss = 0.000005 \n"," total_bbox = 55463, rewritten_bbox = 0.012621 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.813494), count: 4, class_loss = 0.226152, iou_loss = 0.219312, total_loss = 0.445464 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000001, iou_loss = 0.000000, total_loss = 0.000001 \n"," total_bbox = 55467, rewritten_bbox = 0.012620 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.844552), count: 6, class_loss = 0.132947, iou_loss = 0.558423, total_loss = 0.691370 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000001, iou_loss = 0.000000, total_loss = 0.000001 \n"," total_bbox = 55473, rewritten_bbox = 0.012619 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.868547), count: 5, class_loss = 0.156552, iou_loss = 0.538042, total_loss = 0.694594 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.728673), count: 2, class_loss = 0.389864, iou_loss = 0.929080, total_loss = 1.318943 \n"," total_bbox = 55480, rewritten_bbox = 0.012617 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.811445), count: 4, class_loss = 0.166700, iou_loss = 0.592243, total_loss = 0.758942 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000308, iou_loss = 0.000000, total_loss = 0.000308 \n"," total_bbox = 55484, rewritten_bbox = 0.012616 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.890376), count: 5, class_loss = 0.027428, iou_loss = 0.297339, total_loss = 0.324766 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.703436), count: 1, class_loss = 0.240072, iou_loss = 1.364773, total_loss = 1.604846 \n"," total_bbox = 55490, rewritten_bbox = 0.012615 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.879726), count: 6, class_loss = 0.161236, iou_loss = 0.550541, total_loss = 0.711777 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.652743), count: 1, class_loss = 0.342887, iou_loss = 0.371269, total_loss = 0.714157 \n"," total_bbox = 55497, rewritten_bbox = 0.012613 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.915719), count: 4, class_loss = 0.002227, iou_loss = 0.384526, total_loss = 0.386753 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.002054, iou_loss = 0.000000, total_loss = 0.002054 \n"," total_bbox = 55501, rewritten_bbox = 0.012612 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.825569), count: 4, class_loss = 0.166924, iou_loss = 0.252584, total_loss = 0.419508 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000001, iou_loss = 0.000000, total_loss = 0.000001 \n"," total_bbox = 55505, rewritten_bbox = 0.012611 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.820642), count: 4, class_loss = 0.278126, iou_loss = 0.414222, total_loss = 0.692348 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.665021), count: 1, class_loss = 0.010998, iou_loss = 0.386797, total_loss = 0.397795 \n"," total_bbox = 55510, rewritten_bbox = 0.012610 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.832936), count: 6, class_loss = 0.000930, iou_loss = 0.349187, total_loss = 0.350117 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000002, iou_loss = 0.000000, total_loss = 0.000002 \n"," total_bbox = 55516, rewritten_bbox = 0.012609 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.749078), count: 5, class_loss = 0.228649, iou_loss = 0.399331, total_loss = 0.627980 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000018, iou_loss = 0.000000, total_loss = 0.000018 \n"," total_bbox = 55521, rewritten_bbox = 0.012608 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.788518), count: 4, class_loss = 0.369148, iou_loss = 0.174419, total_loss = 0.543567 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000000, iou_loss = 0.000000, total_loss = 0.000000 \n"," total_bbox = 55525, rewritten_bbox = 0.012607 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.846738), count: 5, class_loss = 0.001778, iou_loss = 0.578717, total_loss = 0.580496 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000023, iou_loss = 0.000000, total_loss = 0.000023 \n"," total_bbox = 55530, rewritten_bbox = 0.012606 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.869317), count: 4, class_loss = 0.015988, iou_loss = 0.307189, total_loss = 0.323177 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.004365, iou_loss = 0.000000, total_loss = 0.004365 \n"," total_bbox = 55534, rewritten_bbox = 0.012605 % \n","\n"," (next mAP calculation at 2800 iterations) \n","\n"," Tensor Cores are disabled until the first 3000 iterations are reached.\n"," Last accuracy mAP@0.50 = 95.77 %, best = 99.13 % \u001b]2;2723/10000: loss=0.1 map=0.96 best=0.99 hours left=14.8\u0007\n"," 2723: 0.098907, 0.116569 avg loss, 0.002610 rate, 1.042207 seconds, 174272 images, 14.813473 hours left\n","Loaded: 5.482385 seconds - performance bottleneck on CPU or Disk HDD/SSD\n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.794404), count: 4, class_loss = 0.015189, iou_loss = 0.233122, total_loss = 0.248311 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000001, iou_loss = 0.000000, total_loss = 0.000001 \n"," total_bbox = 55538, rewritten_bbox = 0.012604 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.874773), count: 4, class_loss = 0.003093, iou_loss = 0.174310, total_loss = 0.177403 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000001, iou_loss = 0.000000, total_loss = 0.000001 \n"," total_bbox = 55542, rewritten_bbox = 0.012603 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.803273), count: 4, class_loss = 0.003807, iou_loss = 0.279375, total_loss = 0.283182 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000062, iou_loss = 0.000000, total_loss = 0.000062 \n"," total_bbox = 55546, rewritten_bbox = 0.012602 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.831015), count: 4, class_loss = 0.032681, iou_loss = 0.249164, total_loss = 0.281845 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000000, iou_loss = 0.000000, total_loss = 0.000000 \n"," total_bbox = 55550, rewritten_bbox = 0.012601 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.812913), count: 6, class_loss = 0.049273, iou_loss = 0.357529, total_loss = 0.406802 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000000, iou_loss = 0.000000, total_loss = 0.000000 \n"," total_bbox = 55556, rewritten_bbox = 0.012600 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.736346), count: 4, class_loss = 0.496945, iou_loss = 0.112676, total_loss = 0.609621 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000000, iou_loss = 0.000000, total_loss = 0.000000 \n"," total_bbox = 55560, rewritten_bbox = 0.012599 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.699408), count: 4, class_loss = 0.572872, iou_loss = 0.217433, total_loss = 0.790305 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000002, iou_loss = 0.000000, total_loss = 0.000002 \n"," total_bbox = 55564, rewritten_bbox = 0.012598 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.729954), count: 4, class_loss = 0.326309, iou_loss = 0.121781, total_loss = 0.448090 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000000, iou_loss = 0.000000, total_loss = 0.000000 \n"," total_bbox = 55568, rewritten_bbox = 0.012597 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.881228), count: 4, class_loss = 0.425091, iou_loss = 0.113902, total_loss = 0.538993 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000052, iou_loss = 0.000000, total_loss = 0.000052 \n"," total_bbox = 55572, rewritten_bbox = 0.012596 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.754197), count: 4, class_loss = 0.073623, iou_loss = 0.167972, total_loss = 0.241595 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000000, iou_loss = 0.000000, total_loss = 0.000000 \n"," total_bbox = 55576, rewritten_bbox = 0.012595 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.792686), count: 4, class_loss = 0.020137, iou_loss = 0.173546, total_loss = 0.193683 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000000, iou_loss = 0.000000, total_loss = 0.000000 \n"," total_bbox = 55580, rewritten_bbox = 0.012594 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.752957), count: 5, class_loss = 0.244814, iou_loss = 0.305186, total_loss = 0.550000 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000007, iou_loss = 0.000000, total_loss = 0.000007 \n"," total_bbox = 55585, rewritten_bbox = 0.012593 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.785642), count: 4, class_loss = 0.430027, iou_loss = 0.308635, total_loss = 0.738663 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.693322), count: 3, class_loss = 0.188192, iou_loss = 2.147905, total_loss = 2.336097 \n"," total_bbox = 55592, rewritten_bbox = 0.012592 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.790191), count: 4, class_loss = 0.040030, iou_loss = 0.217084, total_loss = 0.257113 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.383906), count: 1, class_loss = 0.207049, iou_loss = 0.224750, total_loss = 0.431799 \n"," total_bbox = 55597, rewritten_bbox = 0.012591 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.832111), count: 5, class_loss = 0.176373, iou_loss = 0.311171, total_loss = 0.487544 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000288, iou_loss = 0.000000, total_loss = 0.000288 \n"," total_bbox = 55602, rewritten_bbox = 0.012589 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.845534), count: 4, class_loss = 0.221378, iou_loss = 0.202333, total_loss = 0.423711 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000000, iou_loss = 0.000000, total_loss = 0.000000 \n"," total_bbox = 55606, rewritten_bbox = 0.012589 % \n","\n"," (next mAP calculation at 2800 iterations) \n","\n"," Tensor Cores are disabled until the first 3000 iterations are reached.\n"," Last accuracy mAP@0.50 = 95.77 %, best = 99.13 % \u001b]2;2724/10000: loss=0.1 map=0.96 best=0.99 hours left=14.8\u0007\n"," 2724: 0.112528, 0.116165 avg loss, 0.002610 rate, 1.039295 seconds, 174336 images, 14.805895 hours left\n","Loaded: 6.322006 seconds - performance bottleneck on CPU or Disk HDD/SSD\n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.817744), count: 4, class_loss = 0.175429, iou_loss = 0.324833, total_loss = 0.500263 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000001, iou_loss = 0.000000, total_loss = 0.000001 \n"," total_bbox = 55610, rewritten_bbox = 0.012588 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.753397), count: 4, class_loss = 0.281535, iou_loss = 0.277699, total_loss = 0.559234 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000000, iou_loss = 0.000000, total_loss = 0.000000 \n"," total_bbox = 55614, rewritten_bbox = 0.012587 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.765377), count: 4, class_loss = 0.391191, iou_loss = 0.109988, total_loss = 0.501180 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000001, iou_loss = 0.000000, total_loss = 0.000001 \n"," total_bbox = 55618, rewritten_bbox = 0.012586 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.800607), count: 4, class_loss = 0.084130, iou_loss = 0.227380, total_loss = 0.311509 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000000, iou_loss = 0.000000, total_loss = 0.000000 \n"," total_bbox = 55622, rewritten_bbox = 0.012585 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.895381), count: 4, class_loss = 0.010444, iou_loss = 0.235423, total_loss = 0.245867 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000000, iou_loss = 0.000000, total_loss = 0.000000 \n"," total_bbox = 55626, rewritten_bbox = 0.012584 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.776410), count: 4, class_loss = 0.162053, iou_loss = 0.252774, total_loss = 0.414828 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000006, iou_loss = 0.000000, total_loss = 0.000006 \n"," total_bbox = 55630, rewritten_bbox = 0.012583 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.876207), count: 4, class_loss = 0.005439, iou_loss = 0.501016, total_loss = 0.506455 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000010, iou_loss = 0.000000, total_loss = 0.000010 \n"," total_bbox = 55634, rewritten_bbox = 0.012582 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.864806), count: 5, class_loss = 0.394657, iou_loss = 0.363095, total_loss = 0.757752 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000000, iou_loss = 0.000000, total_loss = 0.000000 \n"," total_bbox = 55639, rewritten_bbox = 0.012581 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.785000), count: 4, class_loss = 0.691669, iou_loss = 0.074515, total_loss = 0.766185 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000000, iou_loss = 0.000000, total_loss = 0.000000 \n"," total_bbox = 55643, rewritten_bbox = 0.012580 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.863916), count: 4, class_loss = 0.460454, iou_loss = 0.147749, total_loss = 0.608203 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000000, iou_loss = 0.000000, total_loss = 0.000000 \n"," total_bbox = 55647, rewritten_bbox = 0.012579 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.740982), count: 4, class_loss = 0.056819, iou_loss = 0.066906, total_loss = 0.123726 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000000, iou_loss = 0.000000, total_loss = 0.000000 \n"," total_bbox = 55651, rewritten_bbox = 0.012578 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.789219), count: 4, class_loss = 0.195539, iou_loss = 0.142246, total_loss = 0.337784 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000009, iou_loss = 0.000000, total_loss = 0.000009 \n"," total_bbox = 55655, rewritten_bbox = 0.012577 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.843032), count: 4, class_loss = 0.414050, iou_loss = 0.166762, total_loss = 0.580812 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000002, iou_loss = 0.000000, total_loss = 0.000002 \n"," total_bbox = 55659, rewritten_bbox = 0.012577 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.766914), count: 6, class_loss = 0.495819, iou_loss = 0.336782, total_loss = 0.832601 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000108, iou_loss = 0.000000, total_loss = 0.000108 \n"," total_bbox = 55665, rewritten_bbox = 0.012575 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.825963), count: 4, class_loss = 0.005134, iou_loss = 0.219982, total_loss = 0.225116 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000001, iou_loss = 0.000000, total_loss = 0.000001 \n"," total_bbox = 55669, rewritten_bbox = 0.012574 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.886228), count: 4, class_loss = 0.260404, iou_loss = 0.210392, total_loss = 0.470796 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000001, iou_loss = 0.000000, total_loss = 0.000001 \n"," total_bbox = 55673, rewritten_bbox = 0.012573 % \n","\n"," (next mAP calculation at 2800 iterations) \n","\n"," Tensor Cores are disabled until the first 3000 iterations are reached.\n"," Last accuracy mAP@0.50 = 95.77 %, best = 99.13 % \u001b]2;2725/10000: loss=0.1 map=0.96 best=0.99 hours left=14.8\u0007\n"," 2725: 0.129266, 0.117475 avg loss, 0.002610 rate, 0.983437 seconds, 174400 images, 14.789646 hours left\n","Loaded: 6.522226 seconds - performance bottleneck on CPU or Disk HDD/SSD\n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.817879), count: 4, class_loss = 0.361916, iou_loss = 0.184660, total_loss = 0.546576 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000000, iou_loss = 0.000000, total_loss = 0.000000 \n"," total_bbox = 55677, rewritten_bbox = 0.012573 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.765359), count: 4, class_loss = 0.036648, iou_loss = 0.145858, total_loss = 0.182506 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000001, iou_loss = 0.000000, total_loss = 0.000001 \n"," total_bbox = 55681, rewritten_bbox = 0.012572 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.842275), count: 4, class_loss = 0.026603, iou_loss = 0.081881, total_loss = 0.108484 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.001188, iou_loss = 0.000000, total_loss = 0.001188 \n"," total_bbox = 55685, rewritten_bbox = 0.012571 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.866963), count: 4, class_loss = 0.050449, iou_loss = 0.419312, total_loss = 0.469761 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000000, iou_loss = 0.000000, total_loss = 0.000000 \n"," total_bbox = 55689, rewritten_bbox = 0.012570 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.841964), count: 4, class_loss = 0.181694, iou_loss = 0.257135, total_loss = 0.438829 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000001, iou_loss = 0.000000, total_loss = 0.000001 \n"," total_bbox = 55693, rewritten_bbox = 0.012569 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.894819), count: 3, class_loss = 0.046184, iou_loss = 0.264278, total_loss = 0.310462 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.608159), count: 2, class_loss = 0.618274, iou_loss = 1.378552, total_loss = 1.996826 \n"," total_bbox = 55698, rewritten_bbox = 0.012568 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.820697), count: 5, class_loss = 0.163350, iou_loss = 0.382211, total_loss = 0.545561 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000007, iou_loss = 0.000000, total_loss = 0.000007 \n"," total_bbox = 55703, rewritten_bbox = 0.012567 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.795838), count: 4, class_loss = 0.020296, iou_loss = 0.340604, total_loss = 0.360900 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.794180), count: 2, class_loss = 0.016654, iou_loss = 0.659663, total_loss = 0.676317 \n"," total_bbox = 55709, rewritten_bbox = 0.012565 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.844585), count: 6, class_loss = 0.376830, iou_loss = 0.539322, total_loss = 0.916152 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000001, iou_loss = 0.000000, total_loss = 0.000001 \n"," total_bbox = 55715, rewritten_bbox = 0.012564 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.834817), count: 4, class_loss = 0.002101, iou_loss = 0.414725, total_loss = 0.416826 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000864, iou_loss = 0.000000, total_loss = 0.000864 \n"," total_bbox = 55719, rewritten_bbox = 0.012563 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.863022), count: 4, class_loss = 0.012500, iou_loss = 0.323883, total_loss = 0.336383 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.648481), count: 1, class_loss = 0.008261, iou_loss = 0.419470, total_loss = 0.427731 \n"," total_bbox = 55724, rewritten_bbox = 0.012562 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.784023), count: 5, class_loss = 0.247050, iou_loss = 0.499253, total_loss = 0.746303 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.700791), count: 1, class_loss = 0.156716, iou_loss = 0.427822, total_loss = 0.584538 \n"," total_bbox = 55730, rewritten_bbox = 0.012561 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.854191), count: 5, class_loss = 0.015657, iou_loss = 0.484893, total_loss = 0.500549 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.800186), count: 1, class_loss = 0.055995, iou_loss = 0.462781, total_loss = 0.518776 \n"," total_bbox = 55736, rewritten_bbox = 0.012559 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.829753), count: 4, class_loss = 0.188901, iou_loss = 0.142252, total_loss = 0.331153 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.001283, iou_loss = 0.000000, total_loss = 0.001283 \n"," total_bbox = 55740, rewritten_bbox = 0.012558 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.858834), count: 4, class_loss = 0.172022, iou_loss = 0.205849, total_loss = 0.377871 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000010, iou_loss = 0.000000, total_loss = 0.000010 \n"," total_bbox = 55744, rewritten_bbox = 0.012557 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.809025), count: 6, class_loss = 0.226898, iou_loss = 0.463818, total_loss = 0.690716 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.653482), count: 1, class_loss = 0.337884, iou_loss = 1.181264, total_loss = 1.519148 \n"," total_bbox = 55751, rewritten_bbox = 0.012556 % \n","\n"," (next mAP calculation at 2800 iterations) \n","\n"," Tensor Cores are disabled until the first 3000 iterations are reached.\n"," Last accuracy mAP@0.50 = 95.77 %, best = 99.13 % \u001b]2;2726/10000: loss=0.1 map=0.96 best=0.99 hours left=14.8\u0007\n"," 2726: 0.106390, 0.116366 avg loss, 0.002610 rate, 0.970471 seconds, 174464 images, 14.789381 hours left\n","Loaded: 6.348534 seconds - performance bottleneck on CPU or Disk HDD/SSD\n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.829245), count: 4, class_loss = 0.523312, iou_loss = 0.180855, total_loss = 0.704166 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000000, iou_loss = 0.000000, total_loss = 0.000000 \n"," total_bbox = 55755, rewritten_bbox = 0.012555 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.759966), count: 4, class_loss = 0.398058, iou_loss = 0.179627, total_loss = 0.577685 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000016, iou_loss = 0.000000, total_loss = 0.000016 \n"," total_bbox = 55759, rewritten_bbox = 0.012554 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.835062), count: 4, class_loss = 0.288553, iou_loss = 0.183254, total_loss = 0.471807 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000001, iou_loss = 0.000000, total_loss = 0.000001 \n"," total_bbox = 55763, rewritten_bbox = 0.012553 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.797288), count: 4, class_loss = 0.181117, iou_loss = 0.106008, total_loss = 0.287125 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000106, iou_loss = 0.000000, total_loss = 0.000106 \n"," total_bbox = 55767, rewritten_bbox = 0.012552 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.857610), count: 5, class_loss = 0.078158, iou_loss = 0.337002, total_loss = 0.415160 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000000, iou_loss = 0.000000, total_loss = 0.000000 \n"," total_bbox = 55772, rewritten_bbox = 0.012551 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.870664), count: 4, class_loss = 0.003269, iou_loss = 0.396524, total_loss = 0.399793 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.801272), count: 1, class_loss = 0.027427, iou_loss = 0.506171, total_loss = 0.533599 \n"," total_bbox = 55777, rewritten_bbox = 0.012550 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.900606), count: 4, class_loss = 0.253317, iou_loss = 0.290965, total_loss = 0.544282 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000000, iou_loss = 0.000000, total_loss = 0.000000 \n"," total_bbox = 55781, rewritten_bbox = 0.012549 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.798497), count: 4, class_loss = 0.131534, iou_loss = 0.195243, total_loss = 0.326776 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000001, iou_loss = 0.000000, total_loss = 0.000001 \n"," total_bbox = 55785, rewritten_bbox = 0.012548 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.810546), count: 5, class_loss = 0.013562, iou_loss = 0.333346, total_loss = 0.346908 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000001, iou_loss = 0.000000, total_loss = 0.000001 \n"," total_bbox = 55790, rewritten_bbox = 0.012547 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.729595), count: 4, class_loss = 0.437262, iou_loss = 0.134310, total_loss = 0.571573 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000002, iou_loss = 0.000000, total_loss = 0.000002 \n"," total_bbox = 55794, rewritten_bbox = 0.012546 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.785554), count: 5, class_loss = 0.073764, iou_loss = 0.321600, total_loss = 0.395364 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000002, iou_loss = 0.000000, total_loss = 0.000002 \n"," total_bbox = 55799, rewritten_bbox = 0.012545 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.777994), count: 5, class_loss = 0.553301, iou_loss = 0.408686, total_loss = 0.961987 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000001, iou_loss = 0.000000, total_loss = 0.000001 \n"," total_bbox = 55804, rewritten_bbox = 0.012544 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.860381), count: 4, class_loss = 0.038353, iou_loss = 0.197262, total_loss = 0.235615 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000002, iou_loss = 0.000000, total_loss = 0.000002 \n"," total_bbox = 55808, rewritten_bbox = 0.012543 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.830251), count: 4, class_loss = 0.001140, iou_loss = 0.189979, total_loss = 0.191119 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000000, iou_loss = 0.000000, total_loss = 0.000000 \n"," total_bbox = 55812, rewritten_bbox = 0.012542 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.787887), count: 5, class_loss = 0.203444, iou_loss = 0.130764, total_loss = 0.334208 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000001, iou_loss = 0.000000, total_loss = 0.000001 \n"," total_bbox = 55817, rewritten_bbox = 0.012541 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.835132), count: 5, class_loss = 0.054092, iou_loss = 0.226741, total_loss = 0.280833 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000042, iou_loss = 0.000000, total_loss = 0.000042 \n"," total_bbox = 55822, rewritten_bbox = 0.012540 % \n","\n"," (next mAP calculation at 2800 iterations) \n","\n"," Tensor Cores are disabled until the first 3000 iterations are reached.\n"," Last accuracy mAP@0.50 = 95.77 %, best = 99.13 % \u001b]2;2727/10000: loss=0.1 map=0.96 best=0.99 hours left=14.8\u0007\n"," 2727: 0.103583, 0.115088 avg loss, 0.002610 rate, 1.020852 seconds, 174528 images, 14.792882 hours left\n","Loaded: 5.349943 seconds - performance bottleneck on CPU or Disk HDD/SSD\n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.843112), count: 4, class_loss = 0.002309, iou_loss = 0.162631, total_loss = 0.164940 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000008, iou_loss = 0.000000, total_loss = 0.000008 \n"," total_bbox = 55826, rewritten_bbox = 0.012539 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.893121), count: 6, class_loss = 0.448110, iou_loss = 1.052867, total_loss = 1.500976 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.830853), count: 1, class_loss = 0.026003, iou_loss = 0.655022, total_loss = 0.681025 \n"," total_bbox = 55833, rewritten_bbox = 0.012537 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.875809), count: 6, class_loss = 0.059288, iou_loss = 0.571356, total_loss = 0.630644 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.542795), count: 1, class_loss = 0.022887, iou_loss = 0.198217, total_loss = 0.221104 \n"," total_bbox = 55840, rewritten_bbox = 0.012536 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.742580), count: 5, class_loss = 0.561574, iou_loss = 0.281734, total_loss = 0.843307 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000016, iou_loss = 0.000000, total_loss = 0.000016 \n"," total_bbox = 55845, rewritten_bbox = 0.012535 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.850674), count: 5, class_loss = 0.001407, iou_loss = 0.749090, total_loss = 0.750497 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000000, iou_loss = 0.000000, total_loss = 0.000000 \n"," total_bbox = 55850, rewritten_bbox = 0.012534 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.789610), count: 4, class_loss = 0.021836, iou_loss = 0.318349, total_loss = 0.340185 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000000, iou_loss = 0.000000, total_loss = 0.000000 \n"," total_bbox = 55854, rewritten_bbox = 0.012533 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.810767), count: 5, class_loss = 0.506798, iou_loss = 0.670784, total_loss = 1.177582 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.776432), count: 2, class_loss = 0.087533, iou_loss = 1.510259, total_loss = 1.597792 \n"," total_bbox = 55861, rewritten_bbox = 0.012531 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.840293), count: 5, class_loss = 0.022871, iou_loss = 0.318876, total_loss = 0.341747 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000000, iou_loss = 0.000000, total_loss = 0.000000 \n"," total_bbox = 55866, rewritten_bbox = 0.012530 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.905372), count: 4, class_loss = 0.035328, iou_loss = 0.267710, total_loss = 0.303038 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.785759), count: 1, class_loss = 0.010295, iou_loss = 0.443923, total_loss = 0.454218 \n"," total_bbox = 55871, rewritten_bbox = 0.012529 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.831694), count: 4, class_loss = 0.440614, iou_loss = 0.158062, total_loss = 0.598676 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.491921), count: 1, class_loss = 0.090053, iou_loss = 0.210024, total_loss = 0.300076 \n"," total_bbox = 55876, rewritten_bbox = 0.012528 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.801692), count: 4, class_loss = 0.352829, iou_loss = 0.137015, total_loss = 0.489844 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000001, iou_loss = 0.000000, total_loss = 0.000001 \n"," total_bbox = 55880, rewritten_bbox = 0.012527 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.872549), count: 4, class_loss = 0.086781, iou_loss = 0.143771, total_loss = 0.230552 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000001, iou_loss = 0.000000, total_loss = 0.000001 \n"," total_bbox = 55884, rewritten_bbox = 0.012526 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.820283), count: 3, class_loss = 0.003032, iou_loss = 0.089412, total_loss = 0.092444 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.302355), count: 3, class_loss = 0.863180, iou_loss = 2.427136, total_loss = 3.290316 \n"," total_bbox = 55890, rewritten_bbox = 0.012525 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.902116), count: 5, class_loss = 0.017175, iou_loss = 0.393939, total_loss = 0.411115 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000000, iou_loss = 0.000000, total_loss = 0.000000 \n"," total_bbox = 55895, rewritten_bbox = 0.012523 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.854406), count: 5, class_loss = 0.193094, iou_loss = 0.343403, total_loss = 0.536497 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.871357), count: 1, class_loss = 0.000116, iou_loss = 0.661350, total_loss = 0.661466 \n"," total_bbox = 55901, rewritten_bbox = 0.012522 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.802305), count: 4, class_loss = 0.571805, iou_loss = 0.173354, total_loss = 0.745159 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000004, iou_loss = 0.000000, total_loss = 0.000004 \n"," total_bbox = 55905, rewritten_bbox = 0.012521 % \n","\n"," (next mAP calculation at 2800 iterations) \n","\n"," Tensor Cores are disabled until the first 3000 iterations are reached.\n"," Last accuracy mAP@0.50 = 95.77 %, best = 99.13 % \u001b]2;2728/10000: loss=0.1 map=0.96 best=0.99 hours left=14.8\u0007\n"," 2728: 0.140993, 0.117678 avg loss, 0.002610 rate, 1.070299 seconds, 174592 images, 14.793835 hours left\n","Loaded: 6.370265 seconds - performance bottleneck on CPU or Disk HDD/SSD\n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.879704), count: 4, class_loss = 0.004177, iou_loss = 0.443436, total_loss = 0.447613 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.644400), count: 2, class_loss = 0.169013, iou_loss = 0.966198, total_loss = 1.135212 \n"," total_bbox = 55911, rewritten_bbox = 0.012520 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.886339), count: 5, class_loss = 0.019800, iou_loss = 0.646524, total_loss = 0.666325 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000000, iou_loss = 0.000000, total_loss = 0.000000 \n"," total_bbox = 55916, rewritten_bbox = 0.012519 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.737389), count: 4, class_loss = 0.250912, iou_loss = 0.376841, total_loss = 0.627753 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.825378), count: 1, class_loss = 0.006789, iou_loss = 0.499177, total_loss = 0.505966 \n"," total_bbox = 55921, rewritten_bbox = 0.012518 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.884325), count: 5, class_loss = 0.152888, iou_loss = 0.275170, total_loss = 0.428058 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.665336), count: 2, class_loss = 0.229907, iou_loss = 0.762133, total_loss = 0.992040 \n"," total_bbox = 55928, rewritten_bbox = 0.012516 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.844722), count: 7, class_loss = 0.220851, iou_loss = 0.545951, total_loss = 0.766802 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000000, iou_loss = 0.000000, total_loss = 0.000000 \n"," total_bbox = 55935, rewritten_bbox = 0.012515 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.812208), count: 6, class_loss = 0.115278, iou_loss = 0.464607, total_loss = 0.579885 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.109389, iou_loss = 0.000000, total_loss = 0.109389 \n"," total_bbox = 55941, rewritten_bbox = 0.012513 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.825755), count: 4, class_loss = 0.107866, iou_loss = 0.415215, total_loss = 0.523081 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000003, iou_loss = 0.000000, total_loss = 0.000003 \n"," total_bbox = 55945, rewritten_bbox = 0.012512 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.755504), count: 4, class_loss = 0.265907, iou_loss = 0.254113, total_loss = 0.520020 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000000, iou_loss = 0.000000, total_loss = 0.000000 \n"," total_bbox = 55949, rewritten_bbox = 0.012511 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.847138), count: 5, class_loss = 0.270771, iou_loss = 0.327505, total_loss = 0.598276 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000113, iou_loss = 0.000000, total_loss = 0.000113 \n"," total_bbox = 55954, rewritten_bbox = 0.012510 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.897865), count: 4, class_loss = 0.022654, iou_loss = 0.393480, total_loss = 0.416133 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000000, iou_loss = 0.000000, total_loss = 0.000000 \n"," total_bbox = 55958, rewritten_bbox = 0.012509 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.887781), count: 4, class_loss = 0.022519, iou_loss = 0.152907, total_loss = 0.175426 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000002, iou_loss = 0.000000, total_loss = 0.000002 \n"," total_bbox = 55962, rewritten_bbox = 0.012508 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.821058), count: 4, class_loss = 0.223474, iou_loss = 0.243601, total_loss = 0.467074 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.668890), count: 1, class_loss = 0.005536, iou_loss = 0.842784, total_loss = 0.848320 \n"," total_bbox = 55967, rewritten_bbox = 0.012507 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.841099), count: 6, class_loss = 0.169094, iou_loss = 0.610804, total_loss = 0.779898 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000133, iou_loss = 0.000000, total_loss = 0.000133 \n"," total_bbox = 55973, rewritten_bbox = 0.012506 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.842805), count: 5, class_loss = 0.062341, iou_loss = 0.415425, total_loss = 0.477766 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000000, iou_loss = 0.000000, total_loss = 0.000000 \n"," total_bbox = 55978, rewritten_bbox = 0.012505 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.824645), count: 4, class_loss = 0.034690, iou_loss = 0.463040, total_loss = 0.497730 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000000, iou_loss = 0.000000, total_loss = 0.000000 \n"," total_bbox = 55982, rewritten_bbox = 0.012504 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.818748), count: 4, class_loss = 0.029370, iou_loss = 0.171814, total_loss = 0.201184 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000007, iou_loss = 0.000000, total_loss = 0.000007 \n"," total_bbox = 55986, rewritten_bbox = 0.012503 % \n","\n"," (next mAP calculation at 2800 iterations) \n","\n"," Tensor Cores are disabled until the first 3000 iterations are reached.\n"," Last accuracy mAP@0.50 = 95.77 %, best = 99.13 % \u001b]2;2729/10000: loss=0.1 map=0.96 best=0.99 hours left=14.8\u0007\n"," 2729: 0.079994, 0.113910 avg loss, 0.002610 rate, 0.977008 seconds, 174656 images, 14.775586 hours left\n","Loaded: 6.399298 seconds - performance bottleneck on CPU or Disk HDD/SSD\n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.830595), count: 5, class_loss = 0.089442, iou_loss = 0.227073, total_loss = 0.316515 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.034731, iou_loss = 0.000000, total_loss = 0.034731 \n"," total_bbox = 55991, rewritten_bbox = 0.012502 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.825324), count: 4, class_loss = 0.016552, iou_loss = 0.233156, total_loss = 0.249708 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000003, iou_loss = 0.000000, total_loss = 0.000003 \n"," total_bbox = 55995, rewritten_bbox = 0.012501 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.823490), count: 5, class_loss = 0.317351, iou_loss = 0.482562, total_loss = 0.799913 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000002, iou_loss = 0.000000, total_loss = 0.000002 \n"," total_bbox = 56000, rewritten_bbox = 0.012500 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.820435), count: 5, class_loss = 0.313249, iou_loss = 0.387771, total_loss = 0.701020 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000107, iou_loss = 0.000000, total_loss = 0.000107 \n"," total_bbox = 56005, rewritten_bbox = 0.012499 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.777314), count: 6, class_loss = 0.425508, iou_loss = 1.088483, total_loss = 1.513991 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000016, iou_loss = 0.000000, total_loss = 0.000016 \n"," total_bbox = 56011, rewritten_bbox = 0.012498 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.826599), count: 4, class_loss = 0.251351, iou_loss = 0.143755, total_loss = 0.395107 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000000, iou_loss = 0.000000, total_loss = 0.000000 \n"," total_bbox = 56015, rewritten_bbox = 0.012497 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.741263), count: 5, class_loss = 0.420716, iou_loss = 0.200156, total_loss = 0.620872 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000006, iou_loss = 0.000000, total_loss = 0.000006 \n"," total_bbox = 56020, rewritten_bbox = 0.012496 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.740939), count: 4, class_loss = 0.037524, iou_loss = 0.321175, total_loss = 0.358698 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000000, iou_loss = 0.000000, total_loss = 0.000000 \n"," total_bbox = 56024, rewritten_bbox = 0.012495 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.823643), count: 6, class_loss = 0.120417, iou_loss = 0.299603, total_loss = 0.420020 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000016, iou_loss = 0.000000, total_loss = 0.000016 \n"," total_bbox = 56030, rewritten_bbox = 0.012493 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.859248), count: 5, class_loss = 0.021731, iou_loss = 0.525732, total_loss = 0.547464 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000000, iou_loss = 0.000000, total_loss = 0.000000 \n"," total_bbox = 56035, rewritten_bbox = 0.012492 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.800536), count: 4, class_loss = 0.362827, iou_loss = 0.107207, total_loss = 0.470034 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.001335, iou_loss = 0.000000, total_loss = 0.001335 \n"," total_bbox = 56039, rewritten_bbox = 0.012491 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.760015), count: 6, class_loss = 0.118669, iou_loss = 0.259591, total_loss = 0.378260 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000014, iou_loss = 0.000000, total_loss = 0.000014 \n"," total_bbox = 56045, rewritten_bbox = 0.012490 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.797572), count: 4, class_loss = 0.212257, iou_loss = 0.388748, total_loss = 0.601005 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.854336), count: 1, class_loss = 0.137745, iou_loss = 0.598323, total_loss = 0.736068 \n"," total_bbox = 56050, rewritten_bbox = 0.012489 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.832262), count: 4, class_loss = 0.541379, iou_loss = 0.216358, total_loss = 0.757737 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000003, iou_loss = 0.000000, total_loss = 0.000003 \n"," total_bbox = 56054, rewritten_bbox = 0.012488 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.852104), count: 4, class_loss = 0.000971, iou_loss = 0.337242, total_loss = 0.338213 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000000, iou_loss = 0.000000, total_loss = 0.000000 \n"," total_bbox = 56058, rewritten_bbox = 0.012487 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.779860), count: 5, class_loss = 0.556958, iou_loss = 0.672485, total_loss = 1.229443 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000005, iou_loss = 0.000000, total_loss = 0.000005 \n"," total_bbox = 56063, rewritten_bbox = 0.012486 % \n","\n"," (next mAP calculation at 2800 iterations) \n","\n"," Tensor Cores are disabled until the first 3000 iterations are reached.\n"," Last accuracy mAP@0.50 = 95.77 %, best = 99.13 % \u001b]2;2730/10000: loss=0.1 map=0.96 best=0.99 hours left=14.8\u0007\n"," 2730: 0.126182, 0.115137 avg loss, 0.002610 rate, 0.969354 seconds, 174720 images, 14.776225 hours left\n","Loaded: 6.138487 seconds - performance bottleneck on CPU or Disk HDD/SSD\n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.775324), count: 4, class_loss = 1.234303, iou_loss = 0.241736, total_loss = 1.476039 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000004, iou_loss = 0.000000, total_loss = 0.000004 \n"," total_bbox = 56067, rewritten_bbox = 0.012485 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.841798), count: 4, class_loss = 0.311417, iou_loss = 0.182548, total_loss = 0.493965 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.002223, iou_loss = 0.000000, total_loss = 0.002223 \n"," total_bbox = 56071, rewritten_bbox = 0.012484 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.842907), count: 6, class_loss = 0.498403, iou_loss = 0.442851, total_loss = 0.941254 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.686589), count: 1, class_loss = 0.125699, iou_loss = 0.410363, total_loss = 0.536062 \n"," total_bbox = 56078, rewritten_bbox = 0.012483 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.774508), count: 7, class_loss = 0.508458, iou_loss = 0.449921, total_loss = 0.958379 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.728992), count: 2, class_loss = 0.003000, iou_loss = 0.846754, total_loss = 0.849754 \n"," total_bbox = 56087, rewritten_bbox = 0.012481 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.868907), count: 4, class_loss = 0.109469, iou_loss = 0.249721, total_loss = 0.359190 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000000, iou_loss = 0.000000, total_loss = 0.000000 \n"," total_bbox = 56091, rewritten_bbox = 0.012480 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.852318), count: 4, class_loss = 0.541026, iou_loss = 0.346357, total_loss = 0.887383 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000000, iou_loss = 0.000000, total_loss = 0.000000 \n"," total_bbox = 56095, rewritten_bbox = 0.012479 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.899500), count: 4, class_loss = 0.013819, iou_loss = 0.155936, total_loss = 0.169756 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000053, iou_loss = 0.000000, total_loss = 0.000053 \n"," total_bbox = 56099, rewritten_bbox = 0.012478 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.924096), count: 4, class_loss = 0.103312, iou_loss = 0.290572, total_loss = 0.393884 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000000, iou_loss = 0.000000, total_loss = 0.000000 \n"," total_bbox = 56103, rewritten_bbox = 0.012477 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.735207), count: 5, class_loss = 0.456042, iou_loss = 0.130624, total_loss = 0.586666 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000038, iou_loss = 0.000000, total_loss = 0.000038 \n"," total_bbox = 56108, rewritten_bbox = 0.012476 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.854414), count: 5, class_loss = 0.229077, iou_loss = 0.471071, total_loss = 0.700148 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.006746, iou_loss = 0.000000, total_loss = 0.006746 \n"," total_bbox = 56113, rewritten_bbox = 0.012475 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.846830), count: 5, class_loss = 0.144365, iou_loss = 0.988533, total_loss = 1.132897 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000000, iou_loss = 0.000000, total_loss = 0.000000 \n"," total_bbox = 56118, rewritten_bbox = 0.012474 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.842643), count: 4, class_loss = 0.264059, iou_loss = 0.127434, total_loss = 0.391493 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000000, iou_loss = 0.000000, total_loss = 0.000000 \n"," total_bbox = 56122, rewritten_bbox = 0.012473 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.802327), count: 4, class_loss = 0.257682, iou_loss = 0.124857, total_loss = 0.382539 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000108, iou_loss = 0.000000, total_loss = 0.000108 \n"," total_bbox = 56126, rewritten_bbox = 0.012472 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.842372), count: 3, class_loss = 0.046365, iou_loss = 0.277110, total_loss = 0.323475 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.471926), count: 1, class_loss = 0.004825, iou_loss = 0.193839, total_loss = 0.198664 \n"," total_bbox = 56130, rewritten_bbox = 0.012471 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.818466), count: 4, class_loss = 0.014175, iou_loss = 0.287949, total_loss = 0.302124 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000000, iou_loss = 0.000000, total_loss = 0.000000 \n"," total_bbox = 56134, rewritten_bbox = 0.012470 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.846987), count: 5, class_loss = 0.343143, iou_loss = 0.308373, total_loss = 0.651516 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.679114), count: 1, class_loss = 0.249674, iou_loss = 0.311369, total_loss = 0.561043 \n"," total_bbox = 56140, rewritten_bbox = 0.012469 % \n","\n"," (next mAP calculation at 2800 iterations) \n","\n"," Tensor Cores are disabled until the first 3000 iterations are reached.\n"," Last accuracy mAP@0.50 = 95.77 %, best = 99.13 % \u001b]2;2731/10000: loss=0.2 map=0.96 best=0.99 hours left=14.8\u0007\n"," 2731: 0.173082, 0.120932 avg loss, 0.002610 rate, 1.003362 seconds, 174784 images, 14.777269 hours left\n","Loaded: 5.395781 seconds - performance bottleneck on CPU or Disk HDD/SSD\n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.877723), count: 5, class_loss = 0.594000, iou_loss = 0.424780, total_loss = 1.018779 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000001, iou_loss = 0.000000, total_loss = 0.000001 \n"," total_bbox = 56145, rewritten_bbox = 0.012468 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.841013), count: 4, class_loss = 0.180518, iou_loss = 0.299427, total_loss = 0.479945 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000000, iou_loss = 0.000000, total_loss = 0.000000 \n"," total_bbox = 56149, rewritten_bbox = 0.012467 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.858286), count: 5, class_loss = 0.078008, iou_loss = 0.262839, total_loss = 0.340847 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.323655), count: 1, class_loss = 0.161625, iou_loss = 1.139664, total_loss = 1.301289 \n"," total_bbox = 56155, rewritten_bbox = 0.012465 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.851836), count: 4, class_loss = 0.001972, iou_loss = 0.196016, total_loss = 0.197988 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000001, iou_loss = 0.000000, total_loss = 0.000001 \n"," total_bbox = 56159, rewritten_bbox = 0.012465 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.794510), count: 5, class_loss = 0.173679, iou_loss = 0.192422, total_loss = 0.366102 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000007, iou_loss = 0.000000, total_loss = 0.000007 \n"," total_bbox = 56164, rewritten_bbox = 0.012463 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.824050), count: 5, class_loss = 0.399292, iou_loss = 0.656963, total_loss = 1.056256 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000007, iou_loss = 0.000000, total_loss = 0.000007 \n"," total_bbox = 56169, rewritten_bbox = 0.012462 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.857038), count: 5, class_loss = 0.018849, iou_loss = 0.301165, total_loss = 0.320014 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000000, iou_loss = 0.000000, total_loss = 0.000000 \n"," total_bbox = 56174, rewritten_bbox = 0.012461 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.753270), count: 5, class_loss = 0.160015, iou_loss = 0.244595, total_loss = 0.404610 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000000, iou_loss = 0.000000, total_loss = 0.000000 \n"," total_bbox = 56179, rewritten_bbox = 0.012460 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.816523), count: 4, class_loss = 0.019564, iou_loss = 0.410975, total_loss = 0.430539 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.695170), count: 2, class_loss = 0.031229, iou_loss = 0.849986, total_loss = 0.881215 \n"," total_bbox = 56185, rewritten_bbox = 0.012459 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.755487), count: 4, class_loss = 0.731338, iou_loss = 0.158222, total_loss = 0.889560 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.821333), count: 1, class_loss = 0.032812, iou_loss = 0.508125, total_loss = 0.540936 \n"," total_bbox = 56190, rewritten_bbox = 0.012458 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.804685), count: 4, class_loss = 0.059810, iou_loss = 0.271696, total_loss = 0.331505 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000000, iou_loss = 0.000000, total_loss = 0.000000 \n"," total_bbox = 56194, rewritten_bbox = 0.012457 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.846076), count: 6, class_loss = 0.164284, iou_loss = 0.428350, total_loss = 0.592634 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000049, iou_loss = 0.000000, total_loss = 0.000049 \n"," total_bbox = 56200, rewritten_bbox = 0.012456 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.790247), count: 5, class_loss = 0.398698, iou_loss = 0.176368, total_loss = 0.575066 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000001, iou_loss = 0.000000, total_loss = 0.000001 \n"," total_bbox = 56205, rewritten_bbox = 0.012454 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.898196), count: 4, class_loss = 0.115156, iou_loss = 0.216909, total_loss = 0.332065 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000000, iou_loss = 0.000000, total_loss = 0.000000 \n"," total_bbox = 56209, rewritten_bbox = 0.012454 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.738257), count: 4, class_loss = 0.321755, iou_loss = 0.074147, total_loss = 0.395902 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000000, iou_loss = 0.000000, total_loss = 0.000000 \n"," total_bbox = 56213, rewritten_bbox = 0.012453 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.857682), count: 5, class_loss = 0.266986, iou_loss = 0.512546, total_loss = 0.779532 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000000, iou_loss = 0.000000, total_loss = 0.000000 \n"," total_bbox = 56218, rewritten_bbox = 0.012452 % \n","\n"," (next mAP calculation at 2800 iterations) \n","\n"," Tensor Cores are disabled until the first 3000 iterations are reached.\n"," Last accuracy mAP@0.50 = 95.77 %, best = 99.13 % \u001b]2;2732/10000: loss=0.1 map=0.96 best=0.99 hours left=14.8\u0007\n"," 2732: 0.124362, 0.121275 avg loss, 0.002610 rate, 1.087802 seconds, 174848 images, 14.773703 hours left\n","Loaded: 6.180502 seconds - performance bottleneck on CPU or Disk HDD/SSD\n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.800488), count: 4, class_loss = 0.158546, iou_loss = 0.195183, total_loss = 0.353729 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.730446), count: 1, class_loss = 0.003206, iou_loss = 0.507118, total_loss = 0.510324 \n"," total_bbox = 56223, rewritten_bbox = 0.012450 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.886792), count: 4, class_loss = 0.639856, iou_loss = 0.128216, total_loss = 0.768071 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000002, iou_loss = 0.000000, total_loss = 0.000002 \n"," total_bbox = 56227, rewritten_bbox = 0.012450 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.849200), count: 4, class_loss = 0.001433, iou_loss = 0.239872, total_loss = 0.241305 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.799595), count: 1, class_loss = 0.000104, iou_loss = 0.689314, total_loss = 0.689418 \n"," total_bbox = 56232, rewritten_bbox = 0.012448 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.838859), count: 5, class_loss = 0.389402, iou_loss = 0.180277, total_loss = 0.569679 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.205014), count: 1, class_loss = 0.436387, iou_loss = 0.206639, total_loss = 0.643026 \n"," total_bbox = 56238, rewritten_bbox = 0.012447 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.798274), count: 5, class_loss = 0.533165, iou_loss = 0.299063, total_loss = 0.832228 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.041531, iou_loss = 0.000000, total_loss = 0.041531 \n"," total_bbox = 56243, rewritten_bbox = 0.012446 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.837549), count: 4, class_loss = 0.259344, iou_loss = 0.120683, total_loss = 0.380027 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000000, iou_loss = 0.000000, total_loss = 0.000000 \n"," total_bbox = 56247, rewritten_bbox = 0.012445 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.846427), count: 4, class_loss = 0.018798, iou_loss = 0.418421, total_loss = 0.437218 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.670581), count: 1, class_loss = 0.156303, iou_loss = 0.391998, total_loss = 0.548301 \n"," total_bbox = 56252, rewritten_bbox = 0.012444 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.824959), count: 5, class_loss = 0.035409, iou_loss = 0.292794, total_loss = 0.328203 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000011, iou_loss = 0.000000, total_loss = 0.000011 \n"," total_bbox = 56257, rewritten_bbox = 0.012443 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.861138), count: 4, class_loss = 0.192925, iou_loss = 0.206242, total_loss = 0.399167 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000000, iou_loss = 0.000000, total_loss = 0.000000 \n"," total_bbox = 56261, rewritten_bbox = 0.012442 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.867338), count: 5, class_loss = 0.350531, iou_loss = 0.192375, total_loss = 0.542907 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000166, iou_loss = 0.000000, total_loss = 0.000166 \n"," total_bbox = 56266, rewritten_bbox = 0.012441 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.796832), count: 4, class_loss = 0.085952, iou_loss = 0.325982, total_loss = 0.411934 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000013, iou_loss = 0.000000, total_loss = 0.000013 \n"," total_bbox = 56270, rewritten_bbox = 0.012440 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.867199), count: 5, class_loss = 0.256909, iou_loss = 0.471904, total_loss = 0.728813 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.460794), count: 2, class_loss = 0.475543, iou_loss = 1.204539, total_loss = 1.680082 \n"," total_bbox = 56277, rewritten_bbox = 0.012438 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.818937), count: 5, class_loss = 0.283401, iou_loss = 0.358900, total_loss = 0.642301 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000000, iou_loss = 0.000000, total_loss = 0.000000 \n"," total_bbox = 56282, rewritten_bbox = 0.012437 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.836918), count: 6, class_loss = 0.003396, iou_loss = 0.392488, total_loss = 0.395884 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000000, iou_loss = 0.000000, total_loss = 0.000000 \n"," total_bbox = 56288, rewritten_bbox = 0.012436 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.838024), count: 6, class_loss = 0.675936, iou_loss = 0.489835, total_loss = 1.165772 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.006998, iou_loss = 0.000000, total_loss = 0.006998 \n"," total_bbox = 56294, rewritten_bbox = 0.012435 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.830236), count: 5, class_loss = 0.233394, iou_loss = 0.591854, total_loss = 0.825248 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000027, iou_loss = 0.000000, total_loss = 0.000027 \n"," total_bbox = 56299, rewritten_bbox = 0.012434 % \n","\n"," (next mAP calculation at 2800 iterations) \n","\n"," Tensor Cores are disabled until the first 3000 iterations are reached.\n"," Last accuracy mAP@0.50 = 95.77 %, best = 99.13 % \u001b]2;2733/10000: loss=0.2 map=0.96 best=0.99 hours left=14.8\u0007\n"," 2733: 0.166298, 0.125777 avg loss, 0.002610 rate, 0.964672 seconds, 174912 images, 14.756862 hours left\n","Loaded: 6.461654 seconds - performance bottleneck on CPU or Disk HDD/SSD\n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.792900), count: 4, class_loss = 0.017567, iou_loss = 0.266136, total_loss = 0.283703 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000002, iou_loss = 0.000000, total_loss = 0.000002 \n"," total_bbox = 56303, rewritten_bbox = 0.012433 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.808576), count: 4, class_loss = 0.245151, iou_loss = 0.161126, total_loss = 0.406277 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000074, iou_loss = 0.000000, total_loss = 0.000074 \n"," total_bbox = 56307, rewritten_bbox = 0.012432 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.768554), count: 4, class_loss = 0.412116, iou_loss = 0.242619, total_loss = 0.654735 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000000, iou_loss = 0.000000, total_loss = 0.000000 \n"," total_bbox = 56311, rewritten_bbox = 0.012431 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.757593), count: 4, class_loss = 0.008691, iou_loss = 0.208135, total_loss = 0.216827 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000000, iou_loss = 0.000000, total_loss = 0.000000 \n"," total_bbox = 56315, rewritten_bbox = 0.012430 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.808217), count: 5, class_loss = 0.052810, iou_loss = 0.292435, total_loss = 0.345245 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000001, iou_loss = 0.000000, total_loss = 0.000001 \n"," total_bbox = 56320, rewritten_bbox = 0.012429 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.727851), count: 4, class_loss = 0.315189, iou_loss = 0.193049, total_loss = 0.508237 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.660014), count: 1, class_loss = 0.025611, iou_loss = 0.569096, total_loss = 0.594707 \n"," total_bbox = 56325, rewritten_bbox = 0.012428 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.860162), count: 5, class_loss = 0.226516, iou_loss = 0.214576, total_loss = 0.441093 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000035, iou_loss = 0.000000, total_loss = 0.000035 \n"," total_bbox = 56330, rewritten_bbox = 0.012427 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.867312), count: 5, class_loss = 0.087785, iou_loss = 0.287941, total_loss = 0.375726 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000002, iou_loss = 0.000000, total_loss = 0.000002 \n"," total_bbox = 56335, rewritten_bbox = 0.012426 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.798031), count: 5, class_loss = 0.285013, iou_loss = 0.485602, total_loss = 0.770615 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000008, iou_loss = 0.000000, total_loss = 0.000008 \n"," total_bbox = 56340, rewritten_bbox = 0.012425 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.835807), count: 4, class_loss = 0.000030, iou_loss = 0.463188, total_loss = 0.463218 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000001, iou_loss = 0.000000, total_loss = 0.000001 \n"," total_bbox = 56344, rewritten_bbox = 0.012424 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.828825), count: 4, class_loss = 0.001959, iou_loss = 0.262197, total_loss = 0.264155 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000026, iou_loss = 0.000000, total_loss = 0.000026 \n"," total_bbox = 56348, rewritten_bbox = 0.012423 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.829106), count: 4, class_loss = 0.503738, iou_loss = 0.150057, total_loss = 0.653796 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000264, iou_loss = 0.000000, total_loss = 0.000264 \n"," total_bbox = 56352, rewritten_bbox = 0.012422 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.788177), count: 5, class_loss = 0.251840, iou_loss = 0.247367, total_loss = 0.499207 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000000, iou_loss = 0.000000, total_loss = 0.000000 \n"," total_bbox = 56357, rewritten_bbox = 0.012421 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.774402), count: 4, class_loss = 0.001383, iou_loss = 0.328985, total_loss = 0.330368 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000000, iou_loss = 0.000000, total_loss = 0.000000 \n"," total_bbox = 56361, rewritten_bbox = 0.012420 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.804359), count: 4, class_loss = 0.229231, iou_loss = 0.376752, total_loss = 0.605983 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000002, iou_loss = 0.000000, total_loss = 0.000002 \n"," total_bbox = 56365, rewritten_bbox = 0.012419 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.829080), count: 5, class_loss = 0.141766, iou_loss = 0.242173, total_loss = 0.383939 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000000, iou_loss = 0.000000, total_loss = 0.000000 \n"," total_bbox = 56370, rewritten_bbox = 0.012418 % \n","\n"," (next mAP calculation at 2800 iterations) \n","\n"," Tensor Cores are disabled until the first 3000 iterations are reached.\n"," Last accuracy mAP@0.50 = 95.77 %, best = 99.13 % \u001b]2;2734/10000: loss=0.1 map=0.96 best=0.99 hours left=14.8\u0007\n"," 2734: 0.089606, 0.122160 avg loss, 0.002610 rate, 0.983544 seconds, 174976 images, 14.753527 hours left\n","Loaded: 6.003704 seconds - performance bottleneck on CPU or Disk HDD/SSD\n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.853345), count: 4, class_loss = 0.068064, iou_loss = 0.371116, total_loss = 0.439180 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000117, iou_loss = 0.000000, total_loss = 0.000117 \n"," total_bbox = 56374, rewritten_bbox = 0.012417 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.834512), count: 4, class_loss = 0.183576, iou_loss = 0.333020, total_loss = 0.516597 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000000, iou_loss = 0.000000, total_loss = 0.000000 \n"," total_bbox = 56378, rewritten_bbox = 0.012416 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.855994), count: 5, class_loss = 0.004765, iou_loss = 0.520469, total_loss = 0.525234 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000190, iou_loss = 0.000000, total_loss = 0.000190 \n"," total_bbox = 56383, rewritten_bbox = 0.012415 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.891923), count: 5, class_loss = 0.058583, iou_loss = 0.432644, total_loss = 0.491227 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000034, iou_loss = 0.000000, total_loss = 0.000034 \n"," total_bbox = 56388, rewritten_bbox = 0.012414 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.823245), count: 5, class_loss = 0.351666, iou_loss = 0.280552, total_loss = 0.632218 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.795685), count: 1, class_loss = 0.000766, iou_loss = 0.523001, total_loss = 0.523767 \n"," total_bbox = 56394, rewritten_bbox = 0.012413 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.769184), count: 4, class_loss = 0.418541, iou_loss = 0.113071, total_loss = 0.531612 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000108, iou_loss = 0.000000, total_loss = 0.000108 \n"," total_bbox = 56398, rewritten_bbox = 0.012412 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.806909), count: 5, class_loss = 0.015320, iou_loss = 0.795044, total_loss = 0.810364 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000085, iou_loss = 0.000000, total_loss = 0.000085 \n"," total_bbox = 56403, rewritten_bbox = 0.012411 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.811534), count: 5, class_loss = 0.325962, iou_loss = 0.139400, total_loss = 0.465362 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000002, iou_loss = 0.000000, total_loss = 0.000002 \n"," total_bbox = 56408, rewritten_bbox = 0.012410 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.847573), count: 4, class_loss = 0.305305, iou_loss = 0.319061, total_loss = 0.624366 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000013, iou_loss = 0.000000, total_loss = 0.000013 \n"," total_bbox = 56412, rewritten_bbox = 0.012409 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.791924), count: 4, class_loss = 0.528582, iou_loss = 0.548725, total_loss = 1.077307 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.698579), count: 4, class_loss = 0.514943, iou_loss = 3.703004, total_loss = 4.217947 \n"," total_bbox = 56420, rewritten_bbox = 0.012407 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.801259), count: 4, class_loss = 0.000685, iou_loss = 0.263329, total_loss = 0.264014 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.831587), count: 2, class_loss = 0.107376, iou_loss = 1.134994, total_loss = 1.242369 \n"," total_bbox = 56426, rewritten_bbox = 0.012406 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.810843), count: 4, class_loss = 0.078097, iou_loss = 0.311546, total_loss = 0.389643 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000003, iou_loss = 0.000000, total_loss = 0.000003 \n"," total_bbox = 56430, rewritten_bbox = 0.012405 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.851241), count: 6, class_loss = 0.052231, iou_loss = 0.382330, total_loss = 0.434560 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000000, iou_loss = 0.000000, total_loss = 0.000000 \n"," total_bbox = 56436, rewritten_bbox = 0.012403 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.834762), count: 5, class_loss = 0.208883, iou_loss = 0.285548, total_loss = 0.494431 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000000, iou_loss = 0.000000, total_loss = 0.000000 \n"," total_bbox = 56441, rewritten_bbox = 0.012402 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.726401), count: 5, class_loss = 0.162097, iou_loss = 0.484437, total_loss = 0.646533 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.714870), count: 2, class_loss = 0.014830, iou_loss = 1.017219, total_loss = 1.032049 \n"," total_bbox = 56448, rewritten_bbox = 0.012401 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.811954), count: 6, class_loss = 0.151800, iou_loss = 0.632062, total_loss = 0.783863 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000068, iou_loss = 0.000000, total_loss = 0.000068 \n"," total_bbox = 56454, rewritten_bbox = 0.012399 % \n","\n"," (next mAP calculation at 2800 iterations) \n","\n"," Tensor Cores are disabled until the first 3000 iterations are reached.\n"," Last accuracy mAP@0.50 = 95.77 %, best = 99.13 % \u001b]2;2735/10000: loss=0.1 map=0.96 best=0.99 hours left=14.8\u0007\n"," 2735: 0.113120, 0.121256 avg loss, 0.002610 rate, 1.081834 seconds, 175040 images, 14.756261 hours left\n","Loaded: 5.458401 seconds - performance bottleneck on CPU or Disk HDD/SSD\n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.765506), count: 4, class_loss = 0.227604, iou_loss = 0.319066, total_loss = 0.546670 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000003, iou_loss = 0.000000, total_loss = 0.000003 \n"," total_bbox = 56458, rewritten_bbox = 0.012399 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.764040), count: 4, class_loss = 0.298211, iou_loss = 0.231966, total_loss = 0.530176 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000000, iou_loss = 0.000000, total_loss = 0.000000 \n"," total_bbox = 56462, rewritten_bbox = 0.012398 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.791120), count: 4, class_loss = 0.058484, iou_loss = 0.312266, total_loss = 0.370750 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.483531), count: 1, class_loss = 0.207887, iou_loss = 0.203727, total_loss = 0.411613 \n"," total_bbox = 56467, rewritten_bbox = 0.012397 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.748789), count: 3, class_loss = 0.325588, iou_loss = 0.102791, total_loss = 0.428379 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.658216), count: 2, class_loss = 0.331003, iou_loss = 1.330827, total_loss = 1.661830 \n"," total_bbox = 56472, rewritten_bbox = 0.012396 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.833362), count: 4, class_loss = 0.160204, iou_loss = 0.188434, total_loss = 0.348638 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000000, iou_loss = 0.000000, total_loss = 0.000000 \n"," total_bbox = 56476, rewritten_bbox = 0.012395 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.879210), count: 5, class_loss = 0.086154, iou_loss = 0.228848, total_loss = 0.315002 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000000, iou_loss = 0.000000, total_loss = 0.000000 \n"," total_bbox = 56481, rewritten_bbox = 0.012394 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.811510), count: 4, class_loss = 0.148072, iou_loss = 0.344317, total_loss = 0.492389 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.833375), count: 1, class_loss = 0.025729, iou_loss = 0.511756, total_loss = 0.537485 \n"," total_bbox = 56486, rewritten_bbox = 0.012392 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.803192), count: 4, class_loss = 0.236840, iou_loss = 0.154937, total_loss = 0.391777 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000094, iou_loss = 0.000000, total_loss = 0.000094 \n"," total_bbox = 56490, rewritten_bbox = 0.012392 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.890034), count: 4, class_loss = 0.261077, iou_loss = 0.145197, total_loss = 0.406274 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000073, iou_loss = 0.000000, total_loss = 0.000073 \n"," total_bbox = 56494, rewritten_bbox = 0.012391 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.845867), count: 5, class_loss = 0.027881, iou_loss = 0.385105, total_loss = 0.412986 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000000, iou_loss = 0.000000, total_loss = 0.000000 \n"," total_bbox = 56499, rewritten_bbox = 0.012390 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.781899), count: 5, class_loss = 0.052668, iou_loss = 0.233941, total_loss = 0.286609 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000000, iou_loss = 0.000000, total_loss = 0.000000 \n"," total_bbox = 56504, rewritten_bbox = 0.012389 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.907436), count: 4, class_loss = 0.444380, iou_loss = 0.153411, total_loss = 0.597791 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000000, iou_loss = 0.000000, total_loss = 0.000000 \n"," total_bbox = 56508, rewritten_bbox = 0.012388 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.803686), count: 4, class_loss = 0.135279, iou_loss = 0.385794, total_loss = 0.521073 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000002, iou_loss = 0.000000, total_loss = 0.000002 \n"," total_bbox = 56512, rewritten_bbox = 0.012387 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.760152), count: 4, class_loss = 0.542328, iou_loss = 0.224199, total_loss = 0.766527 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.830960), count: 1, class_loss = 0.035364, iou_loss = 0.563134, total_loss = 0.598498 \n"," total_bbox = 56517, rewritten_bbox = 0.012386 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.739185), count: 4, class_loss = 0.311824, iou_loss = 0.093738, total_loss = 0.405562 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000001, iou_loss = 0.000000, total_loss = 0.000001 \n"," total_bbox = 56521, rewritten_bbox = 0.012385 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.843503), count: 4, class_loss = 0.006946, iou_loss = 0.332588, total_loss = 0.339534 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000000, iou_loss = 0.000000, total_loss = 0.000000 \n"," total_bbox = 56525, rewritten_bbox = 0.012384 % \n","\n"," (next mAP calculation at 2800 iterations) \n","\n"," Tensor Cores are disabled until the first 3000 iterations are reached.\n"," Last accuracy mAP@0.50 = 95.77 %, best = 99.13 % \u001b]2;2736/10000: loss=0.1 map=0.96 best=0.99 hours left=14.8\u0007\n"," 2736: 0.124926, 0.121623 avg loss, 0.002610 rate, 1.012684 seconds, 175104 images, 14.751689 hours left\n","Loaded: 6.299100 seconds - performance bottleneck on CPU or Disk HDD/SSD\n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.863202), count: 4, class_loss = 0.324524, iou_loss = 0.447757, total_loss = 0.772281 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000000, iou_loss = 0.000000, total_loss = 0.000000 \n"," total_bbox = 56529, rewritten_bbox = 0.012383 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.813222), count: 5, class_loss = 0.139370, iou_loss = 0.341519, total_loss = 0.480889 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000000, iou_loss = 0.000000, total_loss = 0.000000 \n"," total_bbox = 56534, rewritten_bbox = 0.012382 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.812502), count: 4, class_loss = 0.103264, iou_loss = 0.218688, total_loss = 0.321951 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.744289), count: 1, class_loss = 0.166173, iou_loss = 0.482656, total_loss = 0.648829 \n"," total_bbox = 56539, rewritten_bbox = 0.012381 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.807243), count: 4, class_loss = 0.242530, iou_loss = 0.108694, total_loss = 0.351224 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000002, iou_loss = 0.000000, total_loss = 0.000002 \n"," total_bbox = 56543, rewritten_bbox = 0.012380 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.806464), count: 6, class_loss = 1.000865, iou_loss = 0.429439, total_loss = 1.430303 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000000, iou_loss = 0.000000, total_loss = 0.000000 \n"," total_bbox = 56549, rewritten_bbox = 0.012379 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.823730), count: 4, class_loss = 0.041826, iou_loss = 0.100356, total_loss = 0.142182 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000000, iou_loss = 0.000000, total_loss = 0.000000 \n"," total_bbox = 56553, rewritten_bbox = 0.012378 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.840293), count: 4, class_loss = 0.762122, iou_loss = 0.251698, total_loss = 1.013820 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.936113), count: 1, class_loss = 0.051266, iou_loss = 1.037416, total_loss = 1.088682 \n"," total_bbox = 56558, rewritten_bbox = 0.012377 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.804908), count: 5, class_loss = 0.197019, iou_loss = 0.355434, total_loss = 0.552453 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000017, iou_loss = 0.000000, total_loss = 0.000017 \n"," total_bbox = 56563, rewritten_bbox = 0.012376 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.814079), count: 5, class_loss = 0.265073, iou_loss = 0.325850, total_loss = 0.590923 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.560925), count: 1, class_loss = 0.082456, iou_loss = 0.525518, total_loss = 0.607974 \n"," total_bbox = 56569, rewritten_bbox = 0.012374 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.782106), count: 4, class_loss = 0.173053, iou_loss = 0.261446, total_loss = 0.434499 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000004, iou_loss = 0.000000, total_loss = 0.000004 \n"," total_bbox = 56573, rewritten_bbox = 0.012373 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.861929), count: 4, class_loss = 0.000650, iou_loss = 0.509401, total_loss = 0.510052 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000000, iou_loss = 0.000000, total_loss = 0.000000 \n"," total_bbox = 56577, rewritten_bbox = 0.012373 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.839183), count: 4, class_loss = 0.002794, iou_loss = 0.355296, total_loss = 0.358090 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000001, iou_loss = 0.000000, total_loss = 0.000001 \n"," total_bbox = 56581, rewritten_bbox = 0.012372 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.858205), count: 4, class_loss = 0.011937, iou_loss = 0.190195, total_loss = 0.202131 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.812303), count: 1, class_loss = 0.024685, iou_loss = 0.574602, total_loss = 0.599287 \n"," total_bbox = 56586, rewritten_bbox = 0.012371 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.841611), count: 4, class_loss = 0.013180, iou_loss = 0.306167, total_loss = 0.319347 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000000, iou_loss = 0.000000, total_loss = 0.000000 \n"," total_bbox = 56590, rewritten_bbox = 0.012370 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.751914), count: 5, class_loss = 0.729393, iou_loss = 0.310448, total_loss = 1.039840 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000001, iou_loss = 0.000000, total_loss = 0.000001 \n"," total_bbox = 56595, rewritten_bbox = 0.012369 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.895119), count: 4, class_loss = 0.009937, iou_loss = 0.236488, total_loss = 0.246425 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000001, iou_loss = 0.000000, total_loss = 0.000001 \n"," total_bbox = 56599, rewritten_bbox = 0.012368 % \n","\n"," (next mAP calculation at 2800 iterations) \n","\n"," Tensor Cores are disabled until the first 3000 iterations are reached.\n"," Last accuracy mAP@0.50 = 95.77 %, best = 99.13 % \u001b]2;2737/10000: loss=0.1 map=0.96 best=0.99 hours left=14.7\u0007\n"," 2737: 0.137732, 0.123234 avg loss, 0.002610 rate, 0.951012 seconds, 175168 images, 14.734744 hours left\n","Loaded: 6.578010 seconds - performance bottleneck on CPU or Disk HDD/SSD\n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.775070), count: 4, class_loss = 0.028733, iou_loss = 0.279226, total_loss = 0.307959 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.004457, iou_loss = 0.000000, total_loss = 0.004457 \n"," total_bbox = 56603, rewritten_bbox = 0.012367 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.893319), count: 5, class_loss = 0.216648, iou_loss = 0.236734, total_loss = 0.453382 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000000, iou_loss = 0.000000, total_loss = 0.000000 \n"," total_bbox = 56608, rewritten_bbox = 0.012366 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.752628), count: 4, class_loss = 0.393482, iou_loss = 0.240529, total_loss = 0.634010 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000058, iou_loss = 0.000000, total_loss = 0.000058 \n"," total_bbox = 56612, rewritten_bbox = 0.012365 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.850887), count: 4, class_loss = 0.001291, iou_loss = 0.402553, total_loss = 0.403844 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000764, iou_loss = 0.000000, total_loss = 0.000764 \n"," total_bbox = 56616, rewritten_bbox = 0.012364 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.852082), count: 4, class_loss = 0.000203, iou_loss = 0.384536, total_loss = 0.384740 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000000, iou_loss = 0.000000, total_loss = 0.000000 \n"," total_bbox = 56620, rewritten_bbox = 0.012363 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.859165), count: 4, class_loss = 0.000439, iou_loss = 0.221462, total_loss = 0.221901 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000004, iou_loss = 0.000000, total_loss = 0.000004 \n"," total_bbox = 56624, rewritten_bbox = 0.012362 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.869876), count: 4, class_loss = 0.000573, iou_loss = 0.229001, total_loss = 0.229574 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.784336), count: 1, class_loss = 0.000041, iou_loss = 0.424946, total_loss = 0.424987 \n"," total_bbox = 56629, rewritten_bbox = 0.012361 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.822611), count: 5, class_loss = 0.005611, iou_loss = 0.500354, total_loss = 0.505966 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000002, iou_loss = 0.000000, total_loss = 0.000002 \n"," total_bbox = 56634, rewritten_bbox = 0.012360 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.863904), count: 5, class_loss = 0.069799, iou_loss = 0.354496, total_loss = 0.424295 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000000, iou_loss = 0.000000, total_loss = 0.000000 \n"," total_bbox = 56639, rewritten_bbox = 0.012359 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.842070), count: 6, class_loss = 0.010150, iou_loss = 0.746974, total_loss = 0.757124 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.717404), count: 1, class_loss = 0.133959, iou_loss = 0.350127, total_loss = 0.484086 \n"," total_bbox = 56646, rewritten_bbox = 0.012357 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.848523), count: 4, class_loss = 0.087778, iou_loss = 0.151989, total_loss = 0.239766 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000002, iou_loss = 0.000000, total_loss = 0.000002 \n"," total_bbox = 56650, rewritten_bbox = 0.012357 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.844396), count: 4, class_loss = 0.021718, iou_loss = 0.780031, total_loss = 0.801749 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000000, iou_loss = 0.000000, total_loss = 0.000000 \n"," total_bbox = 56654, rewritten_bbox = 0.012356 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.804698), count: 5, class_loss = 0.047254, iou_loss = 0.377341, total_loss = 0.424595 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000000, iou_loss = 0.000000, total_loss = 0.000000 \n"," total_bbox = 56659, rewritten_bbox = 0.012355 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.903813), count: 5, class_loss = 0.242749, iou_loss = 0.856356, total_loss = 1.099105 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.581687), count: 1, class_loss = 0.009818, iou_loss = 0.744675, total_loss = 0.754493 \n"," total_bbox = 56665, rewritten_bbox = 0.012353 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.871886), count: 5, class_loss = 0.292823, iou_loss = 0.286119, total_loss = 0.578942 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000004, iou_loss = 0.000000, total_loss = 0.000004 \n"," total_bbox = 56670, rewritten_bbox = 0.012352 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.817338), count: 4, class_loss = 0.462303, iou_loss = 0.293836, total_loss = 0.756140 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000112, iou_loss = 0.000000, total_loss = 0.000112 \n"," total_bbox = 56674, rewritten_bbox = 0.012351 % \n","\n"," (next mAP calculation at 2800 iterations) \n","\n"," Tensor Cores are disabled until the first 3000 iterations are reached.\n"," Last accuracy mAP@0.50 = 95.77 %, best = 99.13 % \u001b]2;2738/10000: loss=0.1 map=0.96 best=0.99 hours left=14.7\u0007\n"," 2738: 0.065345, 0.117445 avg loss, 0.002610 rate, 1.022361 seconds, 175232 images, 14.733668 hours left\n","Loaded: 6.227082 seconds - performance bottleneck on CPU or Disk HDD/SSD\n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.833610), count: 4, class_loss = 0.057723, iou_loss = 0.228985, total_loss = 0.286708 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000118, iou_loss = 0.000000, total_loss = 0.000118 \n"," total_bbox = 56678, rewritten_bbox = 0.012350 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.790080), count: 4, class_loss = 0.058318, iou_loss = 0.124625, total_loss = 0.182942 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000012, iou_loss = 0.000000, total_loss = 0.000012 \n"," total_bbox = 56682, rewritten_bbox = 0.012350 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.802510), count: 6, class_loss = 0.281501, iou_loss = 0.408214, total_loss = 0.689714 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000008, iou_loss = 0.000000, total_loss = 0.000008 \n"," total_bbox = 56688, rewritten_bbox = 0.012348 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.802949), count: 5, class_loss = 0.472729, iou_loss = 0.431677, total_loss = 0.904406 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.859420), count: 2, class_loss = 0.037259, iou_loss = 1.233964, total_loss = 1.271223 \n"," total_bbox = 56695, rewritten_bbox = 0.012347 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.817546), count: 4, class_loss = 0.007198, iou_loss = 0.140282, total_loss = 0.147480 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000000, iou_loss = 0.000000, total_loss = 0.000000 \n"," total_bbox = 56699, rewritten_bbox = 0.012346 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.800297), count: 4, class_loss = 0.003564, iou_loss = 0.175294, total_loss = 0.178857 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000004, iou_loss = 0.000000, total_loss = 0.000004 \n"," total_bbox = 56703, rewritten_bbox = 0.012345 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.780283), count: 4, class_loss = 0.035034, iou_loss = 0.276783, total_loss = 0.311817 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000000, iou_loss = 0.000000, total_loss = 0.000000 \n"," total_bbox = 56707, rewritten_bbox = 0.012344 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.828088), count: 5, class_loss = 0.129646, iou_loss = 0.126506, total_loss = 0.256151 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000001, iou_loss = 0.000000, total_loss = 0.000001 \n"," total_bbox = 56712, rewritten_bbox = 0.012343 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.833930), count: 4, class_loss = 0.101355, iou_loss = 0.125247, total_loss = 0.226603 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000048, iou_loss = 0.000000, total_loss = 0.000048 \n"," total_bbox = 56716, rewritten_bbox = 0.012342 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.742545), count: 4, class_loss = 0.203841, iou_loss = 0.090542, total_loss = 0.294383 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000001, iou_loss = 0.000000, total_loss = 0.000001 \n"," total_bbox = 56720, rewritten_bbox = 0.012341 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.782760), count: 5, class_loss = 0.097980, iou_loss = 0.435455, total_loss = 0.533435 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.747342), count: 1, class_loss = 0.123760, iou_loss = 0.392010, total_loss = 0.515770 \n"," total_bbox = 56726, rewritten_bbox = 0.012340 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.768293), count: 4, class_loss = 0.085105, iou_loss = 0.296606, total_loss = 0.381710 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.006541, iou_loss = 0.000000, total_loss = 0.006541 \n"," total_bbox = 56730, rewritten_bbox = 0.012339 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.799393), count: 4, class_loss = 0.159842, iou_loss = 0.309425, total_loss = 0.469267 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000001, iou_loss = 0.000000, total_loss = 0.000001 \n"," total_bbox = 56734, rewritten_bbox = 0.012338 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.832717), count: 5, class_loss = 0.031623, iou_loss = 0.464408, total_loss = 0.496031 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000000, iou_loss = 0.000000, total_loss = 0.000000 \n"," total_bbox = 56739, rewritten_bbox = 0.012337 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.841809), count: 4, class_loss = 0.014974, iou_loss = 0.312351, total_loss = 0.327325 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000290, iou_loss = 0.000000, total_loss = 0.000290 \n"," total_bbox = 56743, rewritten_bbox = 0.012336 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.806180), count: 7, class_loss = 0.043418, iou_loss = 0.911273, total_loss = 0.954691 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.689581), count: 1, class_loss = 0.004150, iou_loss = 0.324273, total_loss = 0.328423 \n"," total_bbox = 56751, rewritten_bbox = 0.012335 % \n","\n"," (next mAP calculation at 2800 iterations) \n","\n"," Tensor Cores are disabled until the first 3000 iterations are reached.\n"," Last accuracy mAP@0.50 = 95.77 %, best = 99.13 % \u001b]2;2739/10000: loss=0.1 map=0.96 best=0.99 hours left=14.7\u0007\n"," 2739: 0.063227, 0.112023 avg loss, 0.002610 rate, 0.946849 seconds, 175296 images, 14.739648 hours left\n","Loaded: 5.251281 seconds - performance bottleneck on CPU or Disk HDD/SSD\n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.811273), count: 4, class_loss = 0.241056, iou_loss = 0.247931, total_loss = 0.488987 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000001, iou_loss = 0.000000, total_loss = 0.000001 \n"," total_bbox = 56755, rewritten_bbox = 0.012334 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.776338), count: 6, class_loss = 0.167624, iou_loss = 0.508071, total_loss = 0.675695 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.602907), count: 1, class_loss = 0.564902, iou_loss = 0.181146, total_loss = 0.746048 \n"," total_bbox = 56762, rewritten_bbox = 0.012332 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.778398), count: 5, class_loss = 0.002304, iou_loss = 0.491501, total_loss = 0.493806 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.779902), count: 2, class_loss = 0.087012, iou_loss = 1.529878, total_loss = 1.616890 \n"," total_bbox = 56769, rewritten_bbox = 0.012331 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.779880), count: 7, class_loss = 0.233142, iou_loss = 0.815963, total_loss = 1.049104 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000001, iou_loss = 0.000000, total_loss = 0.000001 \n"," total_bbox = 56776, rewritten_bbox = 0.012329 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.787492), count: 5, class_loss = 0.003076, iou_loss = 0.202367, total_loss = 0.205443 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000001, iou_loss = 0.000000, total_loss = 0.000001 \n"," total_bbox = 56781, rewritten_bbox = 0.012328 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.753232), count: 5, class_loss = 0.566943, iou_loss = 0.138306, total_loss = 0.705248 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.178572, iou_loss = 0.000000, total_loss = 0.178572 \n"," total_bbox = 56786, rewritten_bbox = 0.012327 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.773769), count: 5, class_loss = 0.414996, iou_loss = 0.307415, total_loss = 0.722410 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000006, iou_loss = 0.000000, total_loss = 0.000006 \n"," total_bbox = 56791, rewritten_bbox = 0.012326 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.806318), count: 4, class_loss = 0.004334, iou_loss = 0.238507, total_loss = 0.242840 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000003, iou_loss = 0.000000, total_loss = 0.000003 \n"," total_bbox = 56795, rewritten_bbox = 0.012325 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.786454), count: 5, class_loss = 0.006533, iou_loss = 0.196197, total_loss = 0.202729 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000000, iou_loss = 0.000000, total_loss = 0.000000 \n"," total_bbox = 56800, rewritten_bbox = 0.012324 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.795087), count: 5, class_loss = 0.016933, iou_loss = 0.425278, total_loss = 0.442211 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000007, iou_loss = 0.000000, total_loss = 0.000007 \n"," total_bbox = 56805, rewritten_bbox = 0.012323 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.863430), count: 4, class_loss = 0.010229, iou_loss = 0.245860, total_loss = 0.256090 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000406, iou_loss = 0.000000, total_loss = 0.000406 \n"," total_bbox = 56809, rewritten_bbox = 0.012322 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.818067), count: 4, class_loss = 0.222077, iou_loss = 0.252605, total_loss = 0.474682 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000000, iou_loss = 0.000000, total_loss = 0.000000 \n"," total_bbox = 56813, rewritten_bbox = 0.012321 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.801030), count: 5, class_loss = 0.006777, iou_loss = 0.296892, total_loss = 0.303669 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000027, iou_loss = 0.000000, total_loss = 0.000027 \n"," total_bbox = 56818, rewritten_bbox = 0.012320 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.832545), count: 5, class_loss = 0.000531, iou_loss = 0.284917, total_loss = 0.285448 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000000, iou_loss = 0.000000, total_loss = 0.000000 \n"," total_bbox = 56823, rewritten_bbox = 0.012319 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.802009), count: 5, class_loss = 0.007783, iou_loss = 0.532306, total_loss = 0.540089 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.822922), count: 2, class_loss = 0.015674, iou_loss = 0.834191, total_loss = 0.849865 \n"," total_bbox = 56830, rewritten_bbox = 0.012317 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.773092), count: 5, class_loss = 0.179192, iou_loss = 0.385034, total_loss = 0.564226 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000000, iou_loss = 0.000000, total_loss = 0.000000 \n"," total_bbox = 56835, rewritten_bbox = 0.012316 % \n","\n"," (next mAP calculation at 2800 iterations) \n","\n"," Tensor Cores are disabled until the first 3000 iterations are reached.\n"," Last accuracy mAP@0.50 = 95.77 %, best = 99.13 % \u001b]2;2740/10000: loss=0.1 map=0.96 best=0.99 hours left=14.7\u0007\n"," 2740: 0.093785, 0.110199 avg loss, 0.002610 rate, 0.991639 seconds, 175360 images, 14.736946 hours left\n","Loaded: 6.406582 seconds - performance bottleneck on CPU or Disk HDD/SSD\n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.886859), count: 5, class_loss = 0.004862, iou_loss = 0.768280, total_loss = 0.773142 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.559920), count: 1, class_loss = 0.427539, iou_loss = 0.149163, total_loss = 0.576702 \n"," total_bbox = 56841, rewritten_bbox = 0.012315 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.806175), count: 5, class_loss = 0.122275, iou_loss = 0.435059, total_loss = 0.557334 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000001, iou_loss = 0.000000, total_loss = 0.000001 \n"," total_bbox = 56846, rewritten_bbox = 0.012314 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.810677), count: 4, class_loss = 0.794625, iou_loss = 0.081991, total_loss = 0.876616 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.057326, iou_loss = 0.000000, total_loss = 0.057326 \n"," total_bbox = 56850, rewritten_bbox = 0.012313 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.840930), count: 4, class_loss = 0.020604, iou_loss = 0.162104, total_loss = 0.182709 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000001, iou_loss = 0.000000, total_loss = 0.000001 \n"," total_bbox = 56854, rewritten_bbox = 0.012312 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.784999), count: 4, class_loss = 0.387837, iou_loss = 0.390031, total_loss = 0.777869 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000376, iou_loss = 0.000000, total_loss = 0.000376 \n"," total_bbox = 56858, rewritten_bbox = 0.012311 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.790870), count: 8, class_loss = 0.330261, iou_loss = 1.085121, total_loss = 1.415382 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.808937), count: 1, class_loss = 0.078627, iou_loss = 0.570287, total_loss = 0.648914 \n"," total_bbox = 56867, rewritten_bbox = 0.012309 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.805440), count: 4, class_loss = 0.100336, iou_loss = 0.270984, total_loss = 0.371321 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.806075), count: 1, class_loss = 0.195989, iou_loss = 0.566163, total_loss = 0.762151 \n"," total_bbox = 56872, rewritten_bbox = 0.012308 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.857622), count: 4, class_loss = 0.000146, iou_loss = 0.288971, total_loss = 0.289117 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.635523), count: 1, class_loss = 0.000174, iou_loss = 0.351752, total_loss = 0.351926 \n"," total_bbox = 56877, rewritten_bbox = 0.012307 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.838078), count: 4, class_loss = 0.078287, iou_loss = 0.368837, total_loss = 0.447125 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000003, iou_loss = 0.000000, total_loss = 0.000003 \n"," total_bbox = 56881, rewritten_bbox = 0.012306 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.796765), count: 5, class_loss = 0.589193, iou_loss = 0.351567, total_loss = 0.940760 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000241, iou_loss = 0.000000, total_loss = 0.000241 \n"," total_bbox = 56886, rewritten_bbox = 0.012305 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.812316), count: 6, class_loss = 0.458032, iou_loss = 0.579295, total_loss = 1.037327 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.570391), count: 2, class_loss = 0.065902, iou_loss = 0.491279, total_loss = 0.557181 \n"," total_bbox = 56894, rewritten_bbox = 0.012304 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.858060), count: 4, class_loss = 0.062566, iou_loss = 0.268346, total_loss = 0.330912 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.923636), count: 1, class_loss = 0.001674, iou_loss = 1.037431, total_loss = 1.039105 \n"," total_bbox = 56899, rewritten_bbox = 0.012303 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.860754), count: 4, class_loss = 0.060918, iou_loss = 0.525606, total_loss = 0.586524 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.571745), count: 1, class_loss = 0.000543, iou_loss = 0.206079, total_loss = 0.206622 \n"," total_bbox = 56904, rewritten_bbox = 0.012301 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.830557), count: 5, class_loss = 0.027042, iou_loss = 0.320015, total_loss = 0.347057 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000000, iou_loss = 0.000000, total_loss = 0.000000 \n"," total_bbox = 56909, rewritten_bbox = 0.012300 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.844734), count: 4, class_loss = 0.380537, iou_loss = 0.172405, total_loss = 0.552942 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000000, iou_loss = 0.000000, total_loss = 0.000000 \n"," total_bbox = 56913, rewritten_bbox = 0.012299 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.827254), count: 5, class_loss = 0.002138, iou_loss = 0.614366, total_loss = 0.616504 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000002, iou_loss = 0.000000, total_loss = 0.000002 \n"," total_bbox = 56918, rewritten_bbox = 0.012298 % \n","\n"," (next mAP calculation at 2800 iterations) \n","\n"," Tensor Cores are disabled until the first 3000 iterations are reached.\n"," Last accuracy mAP@0.50 = 95.77 %, best = 99.13 % \u001b]2;2741/10000: loss=0.1 map=0.96 best=0.99 hours left=14.7\u0007\n"," 2741: 0.135416, 0.112721 avg loss, 0.002610 rate, 1.068783 seconds, 175424 images, 14.715476 hours left\n","Loaded: 6.482410 seconds - performance bottleneck on CPU or Disk HDD/SSD\n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.802705), count: 4, class_loss = 0.000232, iou_loss = 0.385039, total_loss = 0.385272 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.911371), count: 1, class_loss = 0.010891, iou_loss = 2.103146, total_loss = 2.114037 \n"," total_bbox = 56923, rewritten_bbox = 0.012297 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.844764), count: 6, class_loss = 0.220679, iou_loss = 0.644033, total_loss = 0.864712 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000003, iou_loss = 0.000000, total_loss = 0.000003 \n"," total_bbox = 56929, rewritten_bbox = 0.012296 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.890889), count: 4, class_loss = 0.275909, iou_loss = 0.339063, total_loss = 0.614972 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000153, iou_loss = 0.000000, total_loss = 0.000153 \n"," total_bbox = 56933, rewritten_bbox = 0.012295 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.764329), count: 5, class_loss = 0.625333, iou_loss = 0.579568, total_loss = 1.204902 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000012, iou_loss = 0.000000, total_loss = 0.000012 \n"," total_bbox = 56938, rewritten_bbox = 0.012294 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.854247), count: 5, class_loss = 0.245270, iou_loss = 0.611315, total_loss = 0.856585 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.519478), count: 1, class_loss = 0.234941, iou_loss = 0.434328, total_loss = 0.669268 \n"," total_bbox = 56944, rewritten_bbox = 0.012293 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.926784), count: 4, class_loss = 0.102083, iou_loss = 0.211368, total_loss = 0.313451 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000002, iou_loss = 0.000000, total_loss = 0.000002 \n"," total_bbox = 56948, rewritten_bbox = 0.012292 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.885118), count: 4, class_loss = 0.108599, iou_loss = 0.546766, total_loss = 0.655365 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.818863), count: 1, class_loss = 0.242305, iou_loss = 0.584301, total_loss = 0.826606 \n"," total_bbox = 56953, rewritten_bbox = 0.012291 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.869810), count: 4, class_loss = 0.057777, iou_loss = 0.383560, total_loss = 0.441338 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000009, iou_loss = 0.000000, total_loss = 0.000009 \n"," total_bbox = 56957, rewritten_bbox = 0.012290 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.796269), count: 5, class_loss = 0.380226, iou_loss = 0.271333, total_loss = 0.651559 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000006, iou_loss = 0.000000, total_loss = 0.000006 \n"," total_bbox = 56962, rewritten_bbox = 0.012289 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.842139), count: 5, class_loss = 0.300506, iou_loss = 0.355782, total_loss = 0.656288 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000000, iou_loss = 0.000000, total_loss = 0.000000 \n"," total_bbox = 56967, rewritten_bbox = 0.012288 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.782620), count: 4, class_loss = 0.372513, iou_loss = 0.140450, total_loss = 0.512964 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000000, iou_loss = 0.000000, total_loss = 0.000000 \n"," total_bbox = 56971, rewritten_bbox = 0.012287 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.824814), count: 4, class_loss = 0.001040, iou_loss = 0.186409, total_loss = 0.187449 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000002, iou_loss = 0.000000, total_loss = 0.000002 \n"," total_bbox = 56975, rewritten_bbox = 0.012286 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.780271), count: 4, class_loss = 0.317928, iou_loss = 0.465067, total_loss = 0.782995 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000001, iou_loss = 0.000000, total_loss = 0.000001 \n"," total_bbox = 56979, rewritten_bbox = 0.012285 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.795757), count: 4, class_loss = 0.001450, iou_loss = 0.188627, total_loss = 0.190077 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000020, iou_loss = 0.000000, total_loss = 0.000020 \n"," total_bbox = 56983, rewritten_bbox = 0.012284 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.795476), count: 4, class_loss = 0.032246, iou_loss = 0.301269, total_loss = 0.333515 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000004, iou_loss = 0.000000, total_loss = 0.000004 \n"," total_bbox = 56987, rewritten_bbox = 0.012284 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.775536), count: 5, class_loss = 0.626662, iou_loss = 0.520299, total_loss = 1.146961 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.009206, iou_loss = 0.000000, total_loss = 0.009206 \n"," total_bbox = 56992, rewritten_bbox = 0.012282 % \n","\n"," (next mAP calculation at 2800 iterations) \n","\n"," Tensor Cores are disabled until the first 3000 iterations are reached.\n"," Last accuracy mAP@0.50 = 95.77 %, best = 99.13 % \u001b]2;2742/10000: loss=0.1 map=0.96 best=0.99 hours left=14.7\u0007\n"," 2742: 0.132112, 0.114660 avg loss, 0.002610 rate, 0.950776 seconds, 175488 images, 14.719054 hours left\n","Loaded: 6.313531 seconds - performance bottleneck on CPU or Disk HDD/SSD\n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.815741), count: 4, class_loss = 0.113387, iou_loss = 0.132630, total_loss = 0.246017 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000010, iou_loss = 0.000000, total_loss = 0.000010 \n"," total_bbox = 56996, rewritten_bbox = 0.012282 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.791311), count: 4, class_loss = 0.296952, iou_loss = 0.096578, total_loss = 0.393530 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.575058), count: 1, class_loss = 0.002364, iou_loss = 0.286723, total_loss = 0.289087 \n"," total_bbox = 57001, rewritten_bbox = 0.012280 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.741697), count: 4, class_loss = 0.324250, iou_loss = 0.177348, total_loss = 0.501598 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000001, iou_loss = 0.000000, total_loss = 0.000001 \n"," total_bbox = 57005, rewritten_bbox = 0.012280 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.853621), count: 5, class_loss = 0.003999, iou_loss = 0.490641, total_loss = 0.494640 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000000, iou_loss = 0.000000, total_loss = 0.000000 \n"," total_bbox = 57010, rewritten_bbox = 0.012279 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.879904), count: 4, class_loss = 0.007421, iou_loss = 0.594689, total_loss = 0.602110 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000004, iou_loss = 0.000000, total_loss = 0.000004 \n"," total_bbox = 57014, rewritten_bbox = 0.012278 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.839041), count: 6, class_loss = 0.199160, iou_loss = 1.025593, total_loss = 1.224753 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000550, iou_loss = 0.000000, total_loss = 0.000550 \n"," total_bbox = 57020, rewritten_bbox = 0.012276 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.813501), count: 6, class_loss = 0.138092, iou_loss = 0.644694, total_loss = 0.782786 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000003, iou_loss = 0.000000, total_loss = 0.000003 \n"," total_bbox = 57026, rewritten_bbox = 0.012275 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.821364), count: 5, class_loss = 0.522751, iou_loss = 0.410230, total_loss = 0.932981 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000023, iou_loss = 0.000000, total_loss = 0.000023 \n"," total_bbox = 57031, rewritten_bbox = 0.012274 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.838205), count: 5, class_loss = 0.116234, iou_loss = 0.468596, total_loss = 0.584830 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000001, iou_loss = 0.000000, total_loss = 0.000001 \n"," total_bbox = 57036, rewritten_bbox = 0.012273 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.833295), count: 4, class_loss = 0.339826, iou_loss = 0.258976, total_loss = 0.598803 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000000, iou_loss = 0.000000, total_loss = 0.000000 \n"," total_bbox = 57040, rewritten_bbox = 0.012272 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.790297), count: 5, class_loss = 0.223797, iou_loss = 0.373034, total_loss = 0.596831 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000064, iou_loss = 0.000000, total_loss = 0.000064 \n"," total_bbox = 57045, rewritten_bbox = 0.012271 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.809046), count: 4, class_loss = 0.209347, iou_loss = 0.266498, total_loss = 0.475845 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000001, iou_loss = 0.000000, total_loss = 0.000001 \n"," total_bbox = 57049, rewritten_bbox = 0.012270 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.838291), count: 4, class_loss = 0.188146, iou_loss = 0.193544, total_loss = 0.381691 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000000, iou_loss = 0.000000, total_loss = 0.000000 \n"," total_bbox = 57053, rewritten_bbox = 0.012269 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.848634), count: 4, class_loss = 0.148132, iou_loss = 0.270193, total_loss = 0.418325 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.010411, iou_loss = 0.000000, total_loss = 0.010411 \n"," total_bbox = 57057, rewritten_bbox = 0.012268 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.823540), count: 4, class_loss = 0.128783, iou_loss = 0.145997, total_loss = 0.274781 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000003, iou_loss = 0.000000, total_loss = 0.000003 \n"," total_bbox = 57061, rewritten_bbox = 0.012268 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.730896), count: 4, class_loss = 0.538171, iou_loss = 0.146161, total_loss = 0.684331 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.001722, iou_loss = 0.000000, total_loss = 0.001722 \n"," total_bbox = 57065, rewritten_bbox = 0.012267 % \n","\n"," (next mAP calculation at 2800 iterations) \n","\n"," Tensor Cores are disabled until the first 3000 iterations are reached.\n"," Last accuracy mAP@0.50 = 95.77 %, best = 99.13 % \u001b]2;2743/10000: loss=0.1 map=0.96 best=0.99 hours left=14.7\u0007\n"," 2743: 0.111636, 0.114358 avg loss, 0.002610 rate, 1.027536 seconds, 175552 images, 14.721725 hours left\n","Loaded: 5.256310 seconds - performance bottleneck on CPU or Disk HDD/SSD\n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.834440), count: 4, class_loss = 0.481081, iou_loss = 0.155868, total_loss = 0.636948 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000000, iou_loss = 0.000000, total_loss = 0.000000 \n"," total_bbox = 57069, rewritten_bbox = 0.012266 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.890862), count: 3, class_loss = 0.019465, iou_loss = 0.241702, total_loss = 0.261167 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.453378), count: 1, class_loss = 0.395855, iou_loss = 0.320400, total_loss = 0.716255 \n"," total_bbox = 57073, rewritten_bbox = 0.012265 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.828952), count: 4, class_loss = 0.182853, iou_loss = 0.476315, total_loss = 0.659168 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000003, iou_loss = 0.000000, total_loss = 0.000003 \n"," total_bbox = 57077, rewritten_bbox = 0.012264 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.800213), count: 4, class_loss = 0.350823, iou_loss = 0.147745, total_loss = 0.498568 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.711433), count: 1, class_loss = 0.132545, iou_loss = 0.440894, total_loss = 0.573440 \n"," total_bbox = 57082, rewritten_bbox = 0.012263 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.793447), count: 7, class_loss = 0.202120, iou_loss = 1.466307, total_loss = 1.668428 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.686671), count: 4, class_loss = 0.167452, iou_loss = 1.607538, total_loss = 1.774990 \n"," total_bbox = 57093, rewritten_bbox = 0.012261 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.788628), count: 4, class_loss = 0.374939, iou_loss = 0.166512, total_loss = 0.541452 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000008, iou_loss = 0.000000, total_loss = 0.000008 \n"," total_bbox = 57097, rewritten_bbox = 0.012260 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.831975), count: 4, class_loss = 0.001546, iou_loss = 0.253069, total_loss = 0.254614 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.676688), count: 1, class_loss = 0.029015, iou_loss = 0.383679, total_loss = 0.412694 \n"," total_bbox = 57102, rewritten_bbox = 0.012259 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.867734), count: 4, class_loss = 0.195594, iou_loss = 0.217345, total_loss = 0.412939 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000005, iou_loss = 0.000000, total_loss = 0.000005 \n"," total_bbox = 57106, rewritten_bbox = 0.012258 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.824869), count: 3, class_loss = 0.249391, iou_loss = 0.065441, total_loss = 0.314831 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.919002), count: 1, class_loss = 0.001570, iou_loss = 0.736066, total_loss = 0.737635 \n"," total_bbox = 57110, rewritten_bbox = 0.012257 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.780939), count: 4, class_loss = 0.324859, iou_loss = 0.183784, total_loss = 0.508643 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000000, iou_loss = 0.000000, total_loss = 0.000000 \n"," total_bbox = 57114, rewritten_bbox = 0.012256 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.825316), count: 4, class_loss = 0.009336, iou_loss = 0.241789, total_loss = 0.251125 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000014, iou_loss = 0.000000, total_loss = 0.000014 \n"," total_bbox = 57118, rewritten_bbox = 0.012255 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.827186), count: 5, class_loss = 0.145090, iou_loss = 0.179896, total_loss = 0.324985 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000001, iou_loss = 0.000000, total_loss = 0.000001 \n"," total_bbox = 57123, rewritten_bbox = 0.012254 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.845671), count: 4, class_loss = 0.439386, iou_loss = 0.101678, total_loss = 0.541064 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000000, iou_loss = 0.000000, total_loss = 0.000000 \n"," total_bbox = 57127, rewritten_bbox = 0.012253 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.828067), count: 4, class_loss = 0.159547, iou_loss = 0.299738, total_loss = 0.459285 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000000, iou_loss = 0.000000, total_loss = 0.000000 \n"," total_bbox = 57131, rewritten_bbox = 0.012253 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.741649), count: 4, class_loss = 0.001050, iou_loss = 0.252600, total_loss = 0.253650 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000009, iou_loss = 0.000000, total_loss = 0.000009 \n"," total_bbox = 57135, rewritten_bbox = 0.012252 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.721330), count: 5, class_loss = 0.127750, iou_loss = 0.125866, total_loss = 0.253616 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000000, iou_loss = 0.000000, total_loss = 0.000000 \n"," total_bbox = 57140, rewritten_bbox = 0.012251 % \n","\n"," (next mAP calculation at 2800 iterations) \n","\n"," Tensor Cores are disabled until the first 3000 iterations are reached.\n"," Last accuracy mAP@0.50 = 95.77 %, best = 99.13 % \u001b]2;2744/10000: loss=0.1 map=0.96 best=0.99 hours left=14.7\u0007\n"," 2744: 0.127201, 0.115642 avg loss, 0.002610 rate, 1.147923 seconds, 175616 images, 14.722491 hours left\n","Loaded: 6.156323 seconds - performance bottleneck on CPU or Disk HDD/SSD\n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.837877), count: 5, class_loss = 0.181369, iou_loss = 0.378478, total_loss = 0.559847 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000000, iou_loss = 0.000000, total_loss = 0.000000 \n"," total_bbox = 57145, rewritten_bbox = 0.012250 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.821669), count: 4, class_loss = 0.009912, iou_loss = 0.260186, total_loss = 0.270099 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000001, iou_loss = 0.000000, total_loss = 0.000001 \n"," total_bbox = 57149, rewritten_bbox = 0.012249 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.771193), count: 4, class_loss = 0.507287, iou_loss = 0.095774, total_loss = 0.603061 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000001, iou_loss = 0.000000, total_loss = 0.000001 \n"," total_bbox = 57153, rewritten_bbox = 0.012248 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.843916), count: 6, class_loss = 0.245035, iou_loss = 0.959664, total_loss = 1.204699 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.636979), count: 1, class_loss = 0.170345, iou_loss = 0.751075, total_loss = 0.921420 \n"," total_bbox = 57160, rewritten_bbox = 0.012246 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.841677), count: 4, class_loss = 0.000285, iou_loss = 0.182779, total_loss = 0.183064 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000002, iou_loss = 0.000000, total_loss = 0.000002 \n"," total_bbox = 57164, rewritten_bbox = 0.012245 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.825075), count: 4, class_loss = 0.115108, iou_loss = 0.347693, total_loss = 0.462801 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000000, iou_loss = 0.000000, total_loss = 0.000000 \n"," total_bbox = 57168, rewritten_bbox = 0.012245 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.799257), count: 5, class_loss = 0.185368, iou_loss = 0.152205, total_loss = 0.337573 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000000, iou_loss = 0.000000, total_loss = 0.000000 \n"," total_bbox = 57173, rewritten_bbox = 0.012244 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.862943), count: 4, class_loss = 0.028113, iou_loss = 0.190567, total_loss = 0.218680 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000000, iou_loss = 0.000000, total_loss = 0.000000 \n"," total_bbox = 57177, rewritten_bbox = 0.012243 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.769290), count: 4, class_loss = 0.174177, iou_loss = 0.199365, total_loss = 0.373542 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000548, iou_loss = 0.000000, total_loss = 0.000548 \n"," total_bbox = 57181, rewritten_bbox = 0.012242 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.843870), count: 4, class_loss = 0.096010, iou_loss = 0.228954, total_loss = 0.324964 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000000, iou_loss = 0.000000, total_loss = 0.000000 \n"," total_bbox = 57185, rewritten_bbox = 0.012241 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.847423), count: 3, class_loss = 0.023662, iou_loss = 0.227945, total_loss = 0.251607 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.832052), count: 2, class_loss = 0.009322, iou_loss = 2.202789, total_loss = 2.212111 \n"," total_bbox = 57190, rewritten_bbox = 0.012240 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.829641), count: 4, class_loss = 0.046796, iou_loss = 0.118404, total_loss = 0.165200 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000001, iou_loss = 0.000000, total_loss = 0.000001 \n"," total_bbox = 57194, rewritten_bbox = 0.012239 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.838601), count: 4, class_loss = 0.142966, iou_loss = 0.124808, total_loss = 0.267774 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000000, iou_loss = 0.000000, total_loss = 0.000000 \n"," total_bbox = 57198, rewritten_bbox = 0.012238 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.839171), count: 5, class_loss = 0.015538, iou_loss = 0.602157, total_loss = 0.617695 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000001, iou_loss = 0.000000, total_loss = 0.000001 \n"," total_bbox = 57203, rewritten_bbox = 0.012237 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.867297), count: 4, class_loss = 0.370154, iou_loss = 0.090390, total_loss = 0.460544 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000001, iou_loss = 0.000000, total_loss = 0.000001 \n"," total_bbox = 57207, rewritten_bbox = 0.012236 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.796507), count: 4, class_loss = 0.114117, iou_loss = 0.437901, total_loss = 0.552018 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.715084), count: 2, class_loss = 0.113285, iou_loss = 0.895741, total_loss = 1.009027 \n"," total_bbox = 57213, rewritten_bbox = 0.012235 % \n","\n"," (next mAP calculation at 2800 iterations) \n","\n"," Tensor Cores are disabled until the first 3000 iterations are reached.\n"," Last accuracy mAP@0.50 = 95.77 %, best = 99.13 % \u001b]2;2745/10000: loss=0.1 map=0.96 best=0.99 hours left=14.7\u0007\n"," 2745: 0.081627, 0.112241 avg loss, 0.002610 rate, 1.007296 seconds, 175680 images, 14.704348 hours left\n","Loaded: 6.414797 seconds - performance bottleneck on CPU or Disk HDD/SSD\n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.867917), count: 4, class_loss = 0.000587, iou_loss = 0.231528, total_loss = 0.232115 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000000, iou_loss = 0.000000, total_loss = 0.000000 \n"," total_bbox = 57217, rewritten_bbox = 0.012234 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.858542), count: 5, class_loss = 0.249655, iou_loss = 0.570299, total_loss = 0.819954 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000002, iou_loss = 0.000000, total_loss = 0.000002 \n"," total_bbox = 57222, rewritten_bbox = 0.012233 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.850005), count: 5, class_loss = 0.110601, iou_loss = 0.578951, total_loss = 0.689552 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.028680, iou_loss = 0.000000, total_loss = 0.028680 \n"," total_bbox = 57227, rewritten_bbox = 0.012232 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.812809), count: 4, class_loss = 0.049224, iou_loss = 0.177669, total_loss = 0.226893 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000000, iou_loss = 0.000000, total_loss = 0.000000 \n"," total_bbox = 57231, rewritten_bbox = 0.012231 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.775666), count: 4, class_loss = 0.177458, iou_loss = 0.198188, total_loss = 0.375646 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000002, iou_loss = 0.000000, total_loss = 0.000002 \n"," total_bbox = 57235, rewritten_bbox = 0.012230 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.788371), count: 4, class_loss = 0.103018, iou_loss = 0.204409, total_loss = 0.307427 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000027, iou_loss = 0.000000, total_loss = 0.000027 \n"," total_bbox = 57239, rewritten_bbox = 0.012229 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.806447), count: 4, class_loss = 0.277976, iou_loss = 0.125637, total_loss = 0.403613 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000000, iou_loss = 0.000000, total_loss = 0.000000 \n"," total_bbox = 57243, rewritten_bbox = 0.012229 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.842371), count: 4, class_loss = 0.091616, iou_loss = 0.353710, total_loss = 0.445327 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000000, iou_loss = 0.000000, total_loss = 0.000000 \n"," total_bbox = 57247, rewritten_bbox = 0.012228 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.732665), count: 4, class_loss = 0.105365, iou_loss = 0.297221, total_loss = 0.402585 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000002, iou_loss = 0.000000, total_loss = 0.000002 \n"," total_bbox = 57251, rewritten_bbox = 0.012227 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.756529), count: 4, class_loss = 0.114793, iou_loss = 0.153419, total_loss = 0.268211 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000001, iou_loss = 0.000000, total_loss = 0.000001 \n"," total_bbox = 57255, rewritten_bbox = 0.012226 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.873098), count: 4, class_loss = 0.023337, iou_loss = 0.308520, total_loss = 0.331857 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000000, iou_loss = 0.000000, total_loss = 0.000000 \n"," total_bbox = 57259, rewritten_bbox = 0.012225 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.792792), count: 4, class_loss = 0.206804, iou_loss = 0.192084, total_loss = 0.398889 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000000, iou_loss = 0.000000, total_loss = 0.000000 \n"," total_bbox = 57263, rewritten_bbox = 0.012224 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.847395), count: 5, class_loss = 0.209546, iou_loss = 0.547977, total_loss = 0.757522 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.448980), count: 1, class_loss = 0.340810, iou_loss = 0.313554, total_loss = 0.654364 \n"," total_bbox = 57269, rewritten_bbox = 0.012223 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.818024), count: 4, class_loss = 0.072730, iou_loss = 0.344433, total_loss = 0.417163 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000029, iou_loss = 0.000000, total_loss = 0.000029 \n"," total_bbox = 57273, rewritten_bbox = 0.012222 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.764855), count: 5, class_loss = 0.003432, iou_loss = 0.229008, total_loss = 0.232440 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.978952), count: 1, class_loss = 0.013117, iou_loss = 1.861337, total_loss = 1.874454 \n"," total_bbox = 57279, rewritten_bbox = 0.012221 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.814660), count: 5, class_loss = 0.012673, iou_loss = 0.179375, total_loss = 0.192048 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000001, iou_loss = 0.000000, total_loss = 0.000001 \n"," total_bbox = 57284, rewritten_bbox = 0.012220 % \n","\n"," (next mAP calculation at 2800 iterations) \n","\n"," Tensor Cores are disabled until the first 3000 iterations are reached.\n"," Last accuracy mAP@0.50 = 95.77 %, best = 99.13 % \u001b]2;2746/10000: loss=0.1 map=0.96 best=0.99 hours left=14.7\u0007\n"," 2746: 0.070436, 0.108060 avg loss, 0.002610 rate, 0.953943 seconds, 175744 images, 14.701671 hours left\n","Loaded: 6.444380 seconds - performance bottleneck on CPU or Disk HDD/SSD\n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.810919), count: 4, class_loss = 0.000022, iou_loss = 0.319538, total_loss = 0.319560 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000000, iou_loss = 0.000000, total_loss = 0.000000 \n"," total_bbox = 57288, rewritten_bbox = 0.012219 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.726970), count: 4, class_loss = 0.471128, iou_loss = 0.228025, total_loss = 0.699153 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000000, iou_loss = 0.000000, total_loss = 0.000000 \n"," total_bbox = 57292, rewritten_bbox = 0.012218 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.801879), count: 5, class_loss = 0.265012, iou_loss = 0.554014, total_loss = 0.819026 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.025098, iou_loss = 0.000000, total_loss = 0.025098 \n"," total_bbox = 57297, rewritten_bbox = 0.012217 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.858114), count: 4, class_loss = 0.634557, iou_loss = 0.261225, total_loss = 0.895783 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000000, iou_loss = 0.000000, total_loss = 0.000000 \n"," total_bbox = 57301, rewritten_bbox = 0.012216 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.869679), count: 5, class_loss = 0.247595, iou_loss = 0.261022, total_loss = 0.508617 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000000, iou_loss = 0.000000, total_loss = 0.000000 \n"," total_bbox = 57306, rewritten_bbox = 0.012215 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.868209), count: 4, class_loss = 0.074596, iou_loss = 0.301831, total_loss = 0.376427 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.822042), count: 1, class_loss = 0.000626, iou_loss = 0.495603, total_loss = 0.496230 \n"," total_bbox = 57311, rewritten_bbox = 0.012214 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.805372), count: 4, class_loss = 0.047128, iou_loss = 0.128563, total_loss = 0.175691 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000000, iou_loss = 0.000000, total_loss = 0.000000 \n"," total_bbox = 57315, rewritten_bbox = 0.012213 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.833228), count: 4, class_loss = 0.293902, iou_loss = 0.296359, total_loss = 0.590261 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.923737), count: 1, class_loss = 0.000280, iou_loss = 0.680846, total_loss = 0.681126 \n"," total_bbox = 57320, rewritten_bbox = 0.012212 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.784228), count: 4, class_loss = 0.000120, iou_loss = 0.520788, total_loss = 0.520908 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.848971), count: 2, class_loss = 0.016124, iou_loss = 1.175596, total_loss = 1.191720 \n"," total_bbox = 57326, rewritten_bbox = 0.012211 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.789896), count: 5, class_loss = 0.419062, iou_loss = 0.287052, total_loss = 0.706113 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.028573, iou_loss = 0.000000, total_loss = 0.028573 \n"," total_bbox = 57331, rewritten_bbox = 0.012210 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.854520), count: 4, class_loss = 0.018070, iou_loss = 0.131315, total_loss = 0.149385 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000002, iou_loss = 0.000000, total_loss = 0.000002 \n"," total_bbox = 57335, rewritten_bbox = 0.012209 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.870522), count: 5, class_loss = 0.794330, iou_loss = 0.408563, total_loss = 1.202893 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000221, iou_loss = 0.000000, total_loss = 0.000221 \n"," total_bbox = 57340, rewritten_bbox = 0.012208 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.744954), count: 6, class_loss = 0.007180, iou_loss = 0.224309, total_loss = 0.231489 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000000, iou_loss = 0.000000, total_loss = 0.000000 \n"," total_bbox = 57346, rewritten_bbox = 0.013950 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.812013), count: 4, class_loss = 0.014401, iou_loss = 0.269459, total_loss = 0.283860 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000016, iou_loss = 0.000000, total_loss = 0.000016 \n"," total_bbox = 57350, rewritten_bbox = 0.013949 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.784970), count: 4, class_loss = 0.076351, iou_loss = 0.126238, total_loss = 0.202589 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000000, iou_loss = 0.000000, total_loss = 0.000000 \n"," total_bbox = 57354, rewritten_bbox = 0.013948 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.787599), count: 4, class_loss = 0.067956, iou_loss = 0.175534, total_loss = 0.243490 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000016, iou_loss = 0.000000, total_loss = 0.000016 \n"," total_bbox = 57358, rewritten_bbox = 0.013947 % \n","\n"," (next mAP calculation at 2800 iterations) \n","\n"," Tensor Cores are disabled until the first 3000 iterations are reached.\n"," Last accuracy mAP@0.50 = 95.77 %, best = 99.13 % \u001b]2;2747/10000: loss=0.1 map=0.96 best=0.99 hours left=14.7\u0007\n"," 2747: 0.111310, 0.108385 avg loss, 0.002610 rate, 0.992866 seconds, 175808 images, 14.703135 hours left\n","Loaded: 5.105105 seconds - performance bottleneck on CPU or Disk HDD/SSD\n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.848892), count: 4, class_loss = 0.023452, iou_loss = 0.231053, total_loss = 0.254504 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.538510), count: 2, class_loss = 0.068905, iou_loss = 0.518621, total_loss = 0.587526 \n"," total_bbox = 57364, rewritten_bbox = 0.013946 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.826882), count: 5, class_loss = 0.036174, iou_loss = 0.443589, total_loss = 0.479763 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000000, iou_loss = 0.000000, total_loss = 0.000000 \n"," total_bbox = 57369, rewritten_bbox = 0.013945 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.831767), count: 4, class_loss = 0.076683, iou_loss = 0.262448, total_loss = 0.339131 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000001, iou_loss = 0.000000, total_loss = 0.000001 \n"," total_bbox = 57373, rewritten_bbox = 0.013944 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.818507), count: 5, class_loss = 0.218550, iou_loss = 0.323597, total_loss = 0.542146 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000010, iou_loss = 0.000000, total_loss = 0.000010 \n"," total_bbox = 57378, rewritten_bbox = 0.013943 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.865695), count: 4, class_loss = 0.300306, iou_loss = 0.203561, total_loss = 0.503867 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000001, iou_loss = 0.000000, total_loss = 0.000001 \n"," total_bbox = 57382, rewritten_bbox = 0.013942 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.817631), count: 5, class_loss = 0.008713, iou_loss = 0.534367, total_loss = 0.543080 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000000, iou_loss = 0.000000, total_loss = 0.000000 \n"," total_bbox = 57387, rewritten_bbox = 0.013940 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.742361), count: 6, class_loss = 0.914901, iou_loss = 0.626928, total_loss = 1.541829 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.814550), count: 1, class_loss = 0.000163, iou_loss = 0.551685, total_loss = 0.551848 \n"," total_bbox = 57394, rewritten_bbox = 0.013939 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.765155), count: 4, class_loss = 0.171807, iou_loss = 0.165137, total_loss = 0.336944 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.773296), count: 1, class_loss = 0.092675, iou_loss = 0.412971, total_loss = 0.505646 \n"," total_bbox = 57399, rewritten_bbox = 0.013938 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.797941), count: 5, class_loss = 0.510589, iou_loss = 0.520194, total_loss = 1.030782 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000180, iou_loss = 0.000000, total_loss = 0.000180 \n"," total_bbox = 57404, rewritten_bbox = 0.013936 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.782878), count: 4, class_loss = 0.236575, iou_loss = 0.227061, total_loss = 0.463636 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000006, iou_loss = 0.000000, total_loss = 0.000006 \n"," total_bbox = 57408, rewritten_bbox = 0.013935 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.844064), count: 4, class_loss = 0.001237, iou_loss = 0.234076, total_loss = 0.235312 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000000, iou_loss = 0.000000, total_loss = 0.000000 \n"," total_bbox = 57412, rewritten_bbox = 0.013934 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.809277), count: 4, class_loss = 0.215820, iou_loss = 0.231936, total_loss = 0.447757 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000000, iou_loss = 0.000000, total_loss = 0.000000 \n"," total_bbox = 57416, rewritten_bbox = 0.013933 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.869475), count: 5, class_loss = 0.176605, iou_loss = 0.891510, total_loss = 1.068115 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.776984), count: 2, class_loss = 0.220302, iou_loss = 1.003009, total_loss = 1.223311 \n"," total_bbox = 57423, rewritten_bbox = 0.013932 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.880459), count: 6, class_loss = 0.184559, iou_loss = 0.585867, total_loss = 0.770426 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000000, iou_loss = 0.000000, total_loss = 0.000000 \n"," total_bbox = 57429, rewritten_bbox = 0.013930 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.832488), count: 4, class_loss = 0.131011, iou_loss = 0.171932, total_loss = 0.302943 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000000, iou_loss = 0.000000, total_loss = 0.000000 \n"," total_bbox = 57433, rewritten_bbox = 0.013929 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.815250), count: 4, class_loss = 0.004068, iou_loss = 0.299771, total_loss = 0.303839 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000000, iou_loss = 0.000000, total_loss = 0.000000 \n"," total_bbox = 57437, rewritten_bbox = 0.013928 % \n","\n"," (next mAP calculation at 2800 iterations) \n","\n"," Tensor Cores are disabled until the first 3000 iterations are reached.\n"," Last accuracy mAP@0.50 = 95.77 %, best = 99.13 % \u001b]2;2748/10000: loss=0.1 map=0.96 best=0.99 hours left=14.7\u0007\n"," 2748: 0.114449, 0.108991 avg loss, 0.002610 rate, 1.052535 seconds, 175872 images, 14.705944 hours left\n","Loaded: 6.316973 seconds - performance bottleneck on CPU or Disk HDD/SSD\n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.826415), count: 4, class_loss = 0.043717, iou_loss = 0.162558, total_loss = 0.206275 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000000, iou_loss = 0.000000, total_loss = 0.000000 \n"," total_bbox = 57441, rewritten_bbox = 0.013927 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.782794), count: 6, class_loss = 0.536673, iou_loss = 0.453563, total_loss = 0.990235 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000021, iou_loss = 0.000000, total_loss = 0.000021 \n"," total_bbox = 57447, rewritten_bbox = 0.013926 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.915187), count: 4, class_loss = 0.156223, iou_loss = 0.168833, total_loss = 0.325056 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000000, iou_loss = 0.000000, total_loss = 0.000000 \n"," total_bbox = 57451, rewritten_bbox = 0.013925 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.767781), count: 5, class_loss = 0.729607, iou_loss = 0.134684, total_loss = 0.864291 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.908465), count: 1, class_loss = 0.012699, iou_loss = 0.639452, total_loss = 0.652151 \n"," total_bbox = 57457, rewritten_bbox = 0.013923 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.830473), count: 6, class_loss = 0.027617, iou_loss = 0.744017, total_loss = 0.771634 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000038, iou_loss = 0.000000, total_loss = 0.000038 \n"," total_bbox = 57463, rewritten_bbox = 0.013922 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.857290), count: 4, class_loss = 0.049463, iou_loss = 0.255392, total_loss = 0.304855 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000000, iou_loss = 0.000000, total_loss = 0.000000 \n"," total_bbox = 57467, rewritten_bbox = 0.013921 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.822567), count: 5, class_loss = 0.002779, iou_loss = 0.530369, total_loss = 0.533149 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000052, iou_loss = 0.000000, total_loss = 0.000052 \n"," total_bbox = 57472, rewritten_bbox = 0.013920 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.846175), count: 5, class_loss = 0.820109, iou_loss = 0.107474, total_loss = 0.927583 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.020499, iou_loss = 0.000000, total_loss = 0.020499 \n"," total_bbox = 57477, rewritten_bbox = 0.013919 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.767354), count: 4, class_loss = 0.262937, iou_loss = 0.157631, total_loss = 0.420569 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000000, iou_loss = 0.000000, total_loss = 0.000000 \n"," total_bbox = 57481, rewritten_bbox = 0.013918 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.840318), count: 5, class_loss = 0.004705, iou_loss = 0.401873, total_loss = 0.406578 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000000, iou_loss = 0.000000, total_loss = 0.000000 \n"," total_bbox = 57486, rewritten_bbox = 0.013916 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.816013), count: 5, class_loss = 0.471883, iou_loss = 0.221339, total_loss = 0.693222 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000000, iou_loss = 0.000000, total_loss = 0.000000 \n"," total_bbox = 57491, rewritten_bbox = 0.013915 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.782039), count: 4, class_loss = 0.250566, iou_loss = 0.136306, total_loss = 0.386872 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000000, iou_loss = 0.000000, total_loss = 0.000000 \n"," total_bbox = 57495, rewritten_bbox = 0.013914 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.780011), count: 5, class_loss = 0.648441, iou_loss = 0.128489, total_loss = 0.776930 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.582128), count: 1, class_loss = 0.013851, iou_loss = 0.295368, total_loss = 0.309219 \n"," total_bbox = 57501, rewritten_bbox = 0.013913 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.749157), count: 4, class_loss = 0.048439, iou_loss = 0.348711, total_loss = 0.397150 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000000, iou_loss = 0.000000, total_loss = 0.000000 \n"," total_bbox = 57505, rewritten_bbox = 0.013912 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.900684), count: 3, class_loss = 0.008222, iou_loss = 0.150015, total_loss = 0.158237 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.792415), count: 2, class_loss = 0.172331, iou_loss = 0.973573, total_loss = 1.145905 \n"," total_bbox = 57510, rewritten_bbox = 0.013911 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.792479), count: 5, class_loss = 0.125479, iou_loss = 0.314151, total_loss = 0.439630 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000000, iou_loss = 0.000000, total_loss = 0.000000 \n"," total_bbox = 57515, rewritten_bbox = 0.013909 % \n","\n"," (next mAP calculation at 2800 iterations) \n","\n"," Tensor Cores are disabled until the first 3000 iterations are reached.\n"," Last accuracy mAP@0.50 = 95.77 %, best = 99.13 % \u001b]2;2749/10000: loss=0.1 map=0.96 best=0.99 hours left=14.7\u0007\n"," 2749: 0.139689, 0.112061 avg loss, 0.002610 rate, 1.019284 seconds, 175936 images, 14.682927 hours left\n","Loaded: 6.431249 seconds - performance bottleneck on CPU or Disk HDD/SSD\n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.903934), count: 4, class_loss = 0.032020, iou_loss = 0.237989, total_loss = 0.270009 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000000, iou_loss = 0.000000, total_loss = 0.000000 \n"," total_bbox = 57519, rewritten_bbox = 0.013908 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.894837), count: 4, class_loss = 0.001892, iou_loss = 0.193854, total_loss = 0.195746 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000002, iou_loss = 0.000000, total_loss = 0.000002 \n"," total_bbox = 57523, rewritten_bbox = 0.013907 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.793678), count: 4, class_loss = 0.141176, iou_loss = 0.118409, total_loss = 0.259585 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000019, iou_loss = 0.000000, total_loss = 0.000019 \n"," total_bbox = 57527, rewritten_bbox = 0.013907 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.834043), count: 5, class_loss = 0.203719, iou_loss = 0.352314, total_loss = 0.556033 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.832019), count: 1, class_loss = 0.011654, iou_loss = 0.603325, total_loss = 0.614978 \n"," total_bbox = 57533, rewritten_bbox = 0.013905 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.791269), count: 5, class_loss = 0.550985, iou_loss = 0.182060, total_loss = 0.733045 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.768456), count: 1, class_loss = 0.179391, iou_loss = 0.426485, total_loss = 0.605876 \n"," total_bbox = 57539, rewritten_bbox = 0.013904 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.854042), count: 4, class_loss = 0.002133, iou_loss = 0.212685, total_loss = 0.214818 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000000, iou_loss = 0.000000, total_loss = 0.000000 \n"," total_bbox = 57543, rewritten_bbox = 0.013903 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.792483), count: 4, class_loss = 0.411800, iou_loss = 0.109720, total_loss = 0.521520 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.924019), count: 1, class_loss = 0.000075, iou_loss = 0.736997, total_loss = 0.737072 \n"," total_bbox = 57548, rewritten_bbox = 0.013901 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.798225), count: 5, class_loss = 0.026290, iou_loss = 0.464189, total_loss = 0.490479 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000013, iou_loss = 0.000000, total_loss = 0.000013 \n"," total_bbox = 57553, rewritten_bbox = 0.013900 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.778258), count: 4, class_loss = 0.764155, iou_loss = 0.295666, total_loss = 1.059821 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.755408), count: 1, class_loss = 0.090162, iou_loss = 0.497523, total_loss = 0.587685 \n"," total_bbox = 57558, rewritten_bbox = 0.013899 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.855392), count: 4, class_loss = 0.015275, iou_loss = 0.320586, total_loss = 0.335860 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000001, iou_loss = 0.000000, total_loss = 0.000001 \n"," total_bbox = 57562, rewritten_bbox = 0.013898 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.885597), count: 4, class_loss = 0.003907, iou_loss = 0.165038, total_loss = 0.168945 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000000, iou_loss = 0.000000, total_loss = 0.000000 \n"," total_bbox = 57566, rewritten_bbox = 0.013897 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.766785), count: 5, class_loss = 0.057031, iou_loss = 0.430374, total_loss = 0.487405 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000000, iou_loss = 0.000000, total_loss = 0.000000 \n"," total_bbox = 57571, rewritten_bbox = 0.013896 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.863280), count: 5, class_loss = 0.168232, iou_loss = 0.262258, total_loss = 0.430491 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000000, iou_loss = 0.000000, total_loss = 0.000000 \n"," total_bbox = 57576, rewritten_bbox = 0.013895 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.845648), count: 5, class_loss = 0.230330, iou_loss = 0.462427, total_loss = 0.692758 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.013427, iou_loss = 0.000000, total_loss = 0.013427 \n"," total_bbox = 57581, rewritten_bbox = 0.013893 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.851506), count: 4, class_loss = 0.572034, iou_loss = 0.159292, total_loss = 0.731326 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.778981), count: 1, class_loss = 0.030160, iou_loss = 0.886977, total_loss = 0.917137 \n"," total_bbox = 57586, rewritten_bbox = 0.013892 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.808990), count: 5, class_loss = 0.041328, iou_loss = 0.410957, total_loss = 0.452285 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.796141), count: 1, class_loss = 0.022436, iou_loss = 0.428752, total_loss = 0.451188 \n"," total_bbox = 57592, rewritten_bbox = 0.013891 % \n","\n"," (next mAP calculation at 2800 iterations) \n","\n"," Tensor Cores are disabled until the first 3000 iterations are reached.\n"," Last accuracy mAP@0.50 = 95.77 %, best = 99.13 % \u001b]2;2750/10000: loss=0.1 map=0.96 best=0.99 hours left=14.7\u0007\n"," 2750: 0.113644, 0.112220 avg loss, 0.002610 rate, 1.034429 seconds, 176000 images, 14.683862 hours left\n","Loaded: 6.252106 seconds - performance bottleneck on CPU or Disk HDD/SSD\n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.802303), count: 4, class_loss = 0.304741, iou_loss = 0.165333, total_loss = 0.470074 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.763675), count: 1, class_loss = 0.017204, iou_loss = 0.508524, total_loss = 0.525728 \n"," total_bbox = 57597, rewritten_bbox = 0.013890 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.791454), count: 5, class_loss = 0.561659, iou_loss = 0.690561, total_loss = 1.252220 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.776805), count: 2, class_loss = 0.196545, iou_loss = 1.098797, total_loss = 1.295342 \n"," total_bbox = 57604, rewritten_bbox = 0.013888 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.824196), count: 4, class_loss = 0.142349, iou_loss = 0.157471, total_loss = 0.299821 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000003, iou_loss = 0.000000, total_loss = 0.000003 \n"," total_bbox = 57608, rewritten_bbox = 0.013887 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.851227), count: 4, class_loss = 0.099610, iou_loss = 0.221863, total_loss = 0.321474 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.570918), count: 1, class_loss = 0.141942, iou_loss = 0.170764, total_loss = 0.312706 \n"," total_bbox = 57613, rewritten_bbox = 0.013886 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.830026), count: 4, class_loss = 0.006148, iou_loss = 0.422460, total_loss = 0.428608 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.002236, iou_loss = 0.000000, total_loss = 0.002236 \n"," total_bbox = 57617, rewritten_bbox = 0.013885 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.872005), count: 4, class_loss = 0.073835, iou_loss = 0.217056, total_loss = 0.290891 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.008432, iou_loss = 0.000000, total_loss = 0.008432 \n"," total_bbox = 57621, rewritten_bbox = 0.013884 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.838708), count: 4, class_loss = 0.362317, iou_loss = 0.297846, total_loss = 0.660163 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000035, iou_loss = 0.000000, total_loss = 0.000035 \n"," total_bbox = 57625, rewritten_bbox = 0.013883 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.860950), count: 5, class_loss = 0.318514, iou_loss = 0.320391, total_loss = 0.638905 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000679, iou_loss = 0.000000, total_loss = 0.000679 \n"," total_bbox = 57630, rewritten_bbox = 0.013882 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.820326), count: 7, class_loss = 0.496707, iou_loss = 0.510122, total_loss = 1.006829 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000242, iou_loss = 0.000000, total_loss = 0.000242 \n"," total_bbox = 57637, rewritten_bbox = 0.013880 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.840200), count: 4, class_loss = 0.357871, iou_loss = 0.374360, total_loss = 0.732231 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000062, iou_loss = 0.000000, total_loss = 0.000062 \n"," total_bbox = 57641, rewritten_bbox = 0.013879 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.774220), count: 5, class_loss = 0.238197, iou_loss = 0.549270, total_loss = 0.787467 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.940118), count: 1, class_loss = 0.000232, iou_loss = 0.721844, total_loss = 0.722077 \n"," total_bbox = 57647, rewritten_bbox = 0.013878 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.799318), count: 5, class_loss = 0.874526, iou_loss = 0.228720, total_loss = 1.103245 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000002, iou_loss = 0.000000, total_loss = 0.000002 \n"," total_bbox = 57652, rewritten_bbox = 0.013876 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.879260), count: 5, class_loss = 0.004920, iou_loss = 0.298306, total_loss = 0.303226 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000001, iou_loss = 0.000000, total_loss = 0.000001 \n"," total_bbox = 57657, rewritten_bbox = 0.013875 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.812661), count: 4, class_loss = 0.185903, iou_loss = 0.222420, total_loss = 0.408323 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000000, iou_loss = 0.000000, total_loss = 0.000000 \n"," total_bbox = 57661, rewritten_bbox = 0.013874 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.806359), count: 4, class_loss = 0.549113, iou_loss = 0.178261, total_loss = 0.727373 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.845413), count: 1, class_loss = 0.000193, iou_loss = 0.622885, total_loss = 0.623078 \n"," total_bbox = 57666, rewritten_bbox = 0.013873 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.767136), count: 4, class_loss = 0.268515, iou_loss = 0.101234, total_loss = 0.369748 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000055, iou_loss = 0.000000, total_loss = 0.000055 \n"," total_bbox = 57670, rewritten_bbox = 0.013872 % \n","\n"," (next mAP calculation at 2800 iterations) \n","\n"," Tensor Cores are disabled until the first 3000 iterations are reached.\n"," Last accuracy mAP@0.50 = 95.77 %, best = 99.13 % \u001b]2;2751/10000: loss=0.2 map=0.96 best=0.99 hours left=14.7\u0007\n"," 2751: 0.165050, 0.117503 avg loss, 0.002610 rate, 1.000153 seconds, 176064 images, 14.687374 hours left\n","Loaded: 4.990277 seconds - performance bottleneck on CPU or Disk HDD/SSD\n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.820426), count: 4, class_loss = 0.396919, iou_loss = 0.299934, total_loss = 0.696853 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000000, iou_loss = 0.000000, total_loss = 0.000000 \n"," total_bbox = 57674, rewritten_bbox = 0.013871 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.785097), count: 4, class_loss = 0.286932, iou_loss = 0.314912, total_loss = 0.601844 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.002932, iou_loss = 0.000000, total_loss = 0.002932 \n"," total_bbox = 57678, rewritten_bbox = 0.013870 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.797148), count: 3, class_loss = 0.059048, iou_loss = 0.091928, total_loss = 0.150976 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.407742), count: 1, class_loss = 0.145901, iou_loss = 0.064327, total_loss = 0.210228 \n"," total_bbox = 57682, rewritten_bbox = 0.013869 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.840579), count: 4, class_loss = 0.277351, iou_loss = 0.075000, total_loss = 0.352350 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000000, iou_loss = 0.000000, total_loss = 0.000000 \n"," total_bbox = 57686, rewritten_bbox = 0.013868 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.787272), count: 5, class_loss = 0.525175, iou_loss = 0.306488, total_loss = 0.831663 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.779781), count: 1, class_loss = 0.028586, iou_loss = 0.293235, total_loss = 0.321821 \n"," total_bbox = 57692, rewritten_bbox = 0.013867 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.766385), count: 6, class_loss = 0.043845, iou_loss = 1.038310, total_loss = 1.082155 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000000, iou_loss = 0.000000, total_loss = 0.000000 \n"," total_bbox = 57698, rewritten_bbox = 0.013865 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.793091), count: 4, class_loss = 0.042033, iou_loss = 0.243563, total_loss = 0.285597 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.835487), count: 1, class_loss = 0.016381, iou_loss = 0.488930, total_loss = 0.505311 \n"," total_bbox = 57703, rewritten_bbox = 0.013864 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.865688), count: 4, class_loss = 0.049340, iou_loss = 0.320443, total_loss = 0.369783 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000000, iou_loss = 0.000000, total_loss = 0.000000 \n"," total_bbox = 57707, rewritten_bbox = 0.013863 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.832310), count: 4, class_loss = 0.006998, iou_loss = 0.284226, total_loss = 0.291223 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000012, iou_loss = 0.000000, total_loss = 0.000012 \n"," total_bbox = 57711, rewritten_bbox = 0.013862 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.770037), count: 3, class_loss = 0.012358, iou_loss = 0.177460, total_loss = 0.189818 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000001, iou_loss = 0.000000, total_loss = 0.000001 \n"," total_bbox = 57714, rewritten_bbox = 0.013861 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.860488), count: 5, class_loss = 0.216529, iou_loss = 0.415956, total_loss = 0.632486 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.002758, iou_loss = 0.000000, total_loss = 0.002758 \n"," total_bbox = 57719, rewritten_bbox = 0.013860 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.861735), count: 4, class_loss = 0.000295, iou_loss = 0.377122, total_loss = 0.377417 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000000, iou_loss = 0.000000, total_loss = 0.000000 \n"," total_bbox = 57723, rewritten_bbox = 0.013859 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.849202), count: 4, class_loss = 0.153128, iou_loss = 0.269026, total_loss = 0.422153 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000000, iou_loss = 0.000000, total_loss = 0.000000 \n"," total_bbox = 57727, rewritten_bbox = 0.013858 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.781872), count: 5, class_loss = 0.311960, iou_loss = 0.606878, total_loss = 0.918839 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.001884, iou_loss = 0.000000, total_loss = 0.001884 \n"," total_bbox = 57732, rewritten_bbox = 0.013857 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.811462), count: 3, class_loss = 0.257258, iou_loss = 0.102311, total_loss = 0.359569 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.837235), count: 3, class_loss = 0.250661, iou_loss = 1.603596, total_loss = 1.854258 \n"," total_bbox = 57738, rewritten_bbox = 0.013856 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.836649), count: 4, class_loss = 0.253099, iou_loss = 0.202175, total_loss = 0.455274 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000000, iou_loss = 0.000000, total_loss = 0.000000 \n"," total_bbox = 57742, rewritten_bbox = 0.013855 % \n","\n"," (next mAP calculation at 2800 iterations) \n","\n"," Tensor Cores are disabled until the first 3000 iterations are reached.\n"," Last accuracy mAP@0.50 = 95.77 %, best = 99.13 % \u001b]2;2752/10000: loss=0.1 map=0.96 best=0.99 hours left=14.7\u0007\n"," 2752: 0.106650, 0.116417 avg loss, 0.002610 rate, 1.029542 seconds, 176128 images, 14.686533 hours left\n","Loaded: 6.439393 seconds - performance bottleneck on CPU or Disk HDD/SSD\n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.766593), count: 4, class_loss = 0.265093, iou_loss = 0.096365, total_loss = 0.361458 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.758342), count: 1, class_loss = 0.002038, iou_loss = 0.403127, total_loss = 0.405165 \n"," total_bbox = 57747, rewritten_bbox = 0.013854 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.884975), count: 4, class_loss = 0.003011, iou_loss = 0.357491, total_loss = 0.360502 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000001, iou_loss = 0.000000, total_loss = 0.000001 \n"," total_bbox = 57751, rewritten_bbox = 0.013853 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.853853), count: 5, class_loss = 0.013309, iou_loss = 0.351837, total_loss = 0.365145 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000481, iou_loss = 0.000000, total_loss = 0.000481 \n"," total_bbox = 57756, rewritten_bbox = 0.013851 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.810821), count: 4, class_loss = 0.316661, iou_loss = 0.072046, total_loss = 0.388707 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000001, iou_loss = 0.000000, total_loss = 0.000001 \n"," total_bbox = 57760, rewritten_bbox = 0.013850 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.766195), count: 4, class_loss = 0.243405, iou_loss = 0.138479, total_loss = 0.381884 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000000, iou_loss = 0.000000, total_loss = 0.000000 \n"," total_bbox = 57764, rewritten_bbox = 0.013849 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.877371), count: 4, class_loss = 0.000305, iou_loss = 0.290443, total_loss = 0.290748 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000011, iou_loss = 0.000000, total_loss = 0.000011 \n"," total_bbox = 57768, rewritten_bbox = 0.013848 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.810133), count: 4, class_loss = 0.162891, iou_loss = 0.367411, total_loss = 0.530302 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.747548), count: 1, class_loss = 0.225817, iou_loss = 0.403131, total_loss = 0.628949 \n"," total_bbox = 57773, rewritten_bbox = 0.013847 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.834143), count: 5, class_loss = 0.390289, iou_loss = 0.270156, total_loss = 0.660445 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000000, iou_loss = 0.000000, total_loss = 0.000000 \n"," total_bbox = 57778, rewritten_bbox = 0.013846 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.862223), count: 4, class_loss = 0.000280, iou_loss = 0.203574, total_loss = 0.203854 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000000, iou_loss = 0.000000, total_loss = 0.000000 \n"," total_bbox = 57782, rewritten_bbox = 0.013845 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.900482), count: 4, class_loss = 0.094503, iou_loss = 0.332728, total_loss = 0.427232 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000000, iou_loss = 0.000000, total_loss = 0.000000 \n"," total_bbox = 57786, rewritten_bbox = 0.013844 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.859707), count: 5, class_loss = 0.006672, iou_loss = 0.420136, total_loss = 0.426808 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.001124, iou_loss = 0.000000, total_loss = 0.001124 \n"," total_bbox = 57791, rewritten_bbox = 0.013843 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.841049), count: 5, class_loss = 0.295490, iou_loss = 0.371555, total_loss = 0.667045 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000027, iou_loss = 0.000000, total_loss = 0.000027 \n"," total_bbox = 57796, rewritten_bbox = 0.013842 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.852705), count: 4, class_loss = 0.005784, iou_loss = 0.393045, total_loss = 0.398828 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000038, iou_loss = 0.000000, total_loss = 0.000038 \n"," total_bbox = 57800, rewritten_bbox = 0.013841 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.793628), count: 5, class_loss = 0.525800, iou_loss = 1.001601, total_loss = 1.527401 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.899508), count: 1, class_loss = 0.014503, iou_loss = 2.087398, total_loss = 2.101901 \n"," total_bbox = 57806, rewritten_bbox = 0.013839 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.750432), count: 5, class_loss = 0.811835, iou_loss = 0.430680, total_loss = 1.242514 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000027, iou_loss = 0.000000, total_loss = 0.000027 \n"," total_bbox = 57811, rewritten_bbox = 0.013838 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.816001), count: 5, class_loss = 0.315118, iou_loss = 0.748202, total_loss = 1.063320 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000000, iou_loss = 0.000000, total_loss = 0.000000 \n"," total_bbox = 57816, rewritten_bbox = 0.013837 % \n","\n"," (next mAP calculation at 2800 iterations) \n","\n"," Tensor Cores are disabled until the first 3000 iterations are reached.\n"," Last accuracy mAP@0.50 = 95.77 %, best = 99.13 % \u001b]2;2753/10000: loss=0.1 map=0.96 best=0.99 hours left=14.7\u0007\n"," 2753: 0.117266, 0.116502 avg loss, 0.002610 rate, 0.916886 seconds, 176192 images, 14.660867 hours left\n","Loaded: 6.545200 seconds - performance bottleneck on CPU or Disk HDD/SSD\n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.839389), count: 6, class_loss = 0.079863, iou_loss = 0.495621, total_loss = 0.575484 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000027, iou_loss = 0.000000, total_loss = 0.000027 \n"," total_bbox = 57822, rewritten_bbox = 0.013836 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.880485), count: 6, class_loss = 0.226174, iou_loss = 0.600400, total_loss = 0.826574 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.644675), count: 1, class_loss = 0.232553, iou_loss = 0.361867, total_loss = 0.594420 \n"," total_bbox = 57829, rewritten_bbox = 0.013834 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.881629), count: 4, class_loss = 0.008176, iou_loss = 0.172621, total_loss = 0.180797 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000000, iou_loss = 0.000000, total_loss = 0.000000 \n"," total_bbox = 57833, rewritten_bbox = 0.013833 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.873711), count: 5, class_loss = 0.157960, iou_loss = 0.356630, total_loss = 0.514590 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.008501, iou_loss = 0.000000, total_loss = 0.008501 \n"," total_bbox = 57838, rewritten_bbox = 0.013832 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.881429), count: 4, class_loss = 0.165415, iou_loss = 0.258061, total_loss = 0.423476 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000000, iou_loss = 0.000000, total_loss = 0.000000 \n"," total_bbox = 57842, rewritten_bbox = 0.013831 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.860204), count: 6, class_loss = 0.004395, iou_loss = 1.249201, total_loss = 1.253596 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000000, iou_loss = 0.000000, total_loss = 0.000000 \n"," total_bbox = 57848, rewritten_bbox = 0.013829 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.832393), count: 5, class_loss = 0.205977, iou_loss = 0.452519, total_loss = 0.658495 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000000, iou_loss = 0.000000, total_loss = 0.000000 \n"," total_bbox = 57853, rewritten_bbox = 0.013828 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.862513), count: 4, class_loss = 0.000875, iou_loss = 0.439638, total_loss = 0.440514 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000001, iou_loss = 0.000000, total_loss = 0.000001 \n"," total_bbox = 57857, rewritten_bbox = 0.013827 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.795223), count: 4, class_loss = 0.536719, iou_loss = 0.317490, total_loss = 0.854209 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.575311), count: 1, class_loss = 0.244282, iou_loss = 0.188178, total_loss = 0.432460 \n"," total_bbox = 57862, rewritten_bbox = 0.013826 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.843306), count: 4, class_loss = 0.037802, iou_loss = 0.432005, total_loss = 0.469807 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.003261, iou_loss = 0.000000, total_loss = 0.003261 \n"," total_bbox = 57866, rewritten_bbox = 0.013825 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.821001), count: 6, class_loss = 0.085756, iou_loss = 0.774108, total_loss = 0.859864 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.754341), count: 2, class_loss = 0.006214, iou_loss = 0.930875, total_loss = 0.937089 \n"," total_bbox = 57874, rewritten_bbox = 0.013823 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.846014), count: 4, class_loss = 0.055358, iou_loss = 0.188105, total_loss = 0.243463 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000001, iou_loss = 0.000000, total_loss = 0.000001 \n"," total_bbox = 57878, rewritten_bbox = 0.013822 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.876677), count: 4, class_loss = 0.181880, iou_loss = 0.339832, total_loss = 0.521712 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.720083), count: 1, class_loss = 0.073292, iou_loss = 0.630765, total_loss = 0.704058 \n"," total_bbox = 57883, rewritten_bbox = 0.013821 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.839931), count: 5, class_loss = 0.049571, iou_loss = 0.488113, total_loss = 0.537684 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000003, iou_loss = 0.000000, total_loss = 0.000003 \n"," total_bbox = 57888, rewritten_bbox = 0.013820 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.826401), count: 6, class_loss = 0.005641, iou_loss = 0.448763, total_loss = 0.454404 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.670114), count: 2, class_loss = 0.012872, iou_loss = 0.788312, total_loss = 0.801184 \n"," total_bbox = 57896, rewritten_bbox = 0.013818 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.855150), count: 5, class_loss = 0.000206, iou_loss = 0.698255, total_loss = 0.698461 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000006, iou_loss = 0.000000, total_loss = 0.000006 \n"," total_bbox = 57901, rewritten_bbox = 0.013817 % \n","\n"," (next mAP calculation at 2800 iterations) \n","\n"," Tensor Cores are disabled until the first 3000 iterations are reached.\n"," Last accuracy mAP@0.50 = 95.77 %, best = 99.13 % \u001b]2;2754/10000: loss=0.1 map=0.96 best=0.99 hours left=14.7\u0007\n"," 2754: 0.076660, 0.112518 avg loss, 0.002610 rate, 1.010045 seconds, 176256 images, 14.662345 hours left\n","Loaded: 6.096016 seconds - performance bottleneck on CPU or Disk HDD/SSD\n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.846626), count: 5, class_loss = 0.030369, iou_loss = 0.209251, total_loss = 0.239620 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000004, iou_loss = 0.000000, total_loss = 0.000004 \n"," total_bbox = 57906, rewritten_bbox = 0.013815 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.860921), count: 5, class_loss = 0.321389, iou_loss = 0.297007, total_loss = 0.618395 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000003, iou_loss = 0.000000, total_loss = 0.000003 \n"," total_bbox = 57911, rewritten_bbox = 0.013814 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.797638), count: 4, class_loss = 0.200118, iou_loss = 0.107366, total_loss = 0.307484 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000000, iou_loss = 0.000000, total_loss = 0.000000 \n"," total_bbox = 57915, rewritten_bbox = 0.013813 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.840779), count: 4, class_loss = 0.456593, iou_loss = 0.230802, total_loss = 0.687396 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000000, iou_loss = 0.000000, total_loss = 0.000000 \n"," total_bbox = 57919, rewritten_bbox = 0.013812 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.868747), count: 4, class_loss = 0.100307, iou_loss = 0.178666, total_loss = 0.278972 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000000, iou_loss = 0.000000, total_loss = 0.000000 \n"," total_bbox = 57923, rewritten_bbox = 0.013811 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.811532), count: 5, class_loss = 0.361024, iou_loss = 0.285739, total_loss = 0.646763 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000000, iou_loss = 0.000000, total_loss = 0.000000 \n"," total_bbox = 57928, rewritten_bbox = 0.013810 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.792990), count: 4, class_loss = 0.140402, iou_loss = 0.103825, total_loss = 0.244227 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000000, iou_loss = 0.000000, total_loss = 0.000000 \n"," total_bbox = 57932, rewritten_bbox = 0.013809 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.841735), count: 5, class_loss = 0.158882, iou_loss = 0.324816, total_loss = 0.483698 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000000, iou_loss = 0.000000, total_loss = 0.000000 \n"," total_bbox = 57937, rewritten_bbox = 0.013808 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.816762), count: 4, class_loss = 0.759494, iou_loss = 0.138029, total_loss = 0.897524 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.349431), count: 1, class_loss = 0.543620, iou_loss = 1.237016, total_loss = 1.780636 \n"," total_bbox = 57942, rewritten_bbox = 0.013807 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.849789), count: 4, class_loss = 0.052255, iou_loss = 0.406443, total_loss = 0.458698 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.777701), count: 1, class_loss = 0.010060, iou_loss = 0.547005, total_loss = 0.557065 \n"," total_bbox = 57947, rewritten_bbox = 0.013806 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.803784), count: 6, class_loss = 0.137877, iou_loss = 0.318603, total_loss = 0.456480 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000000, iou_loss = 0.000000, total_loss = 0.000000 \n"," total_bbox = 57953, rewritten_bbox = 0.013804 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.839405), count: 5, class_loss = 0.009194, iou_loss = 0.539884, total_loss = 0.549078 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000000, iou_loss = 0.000000, total_loss = 0.000000 \n"," total_bbox = 57958, rewritten_bbox = 0.013803 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.811116), count: 5, class_loss = 0.001326, iou_loss = 0.454898, total_loss = 0.456224 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000022, iou_loss = 0.000000, total_loss = 0.000022 \n"," total_bbox = 57963, rewritten_bbox = 0.013802 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.833522), count: 4, class_loss = 0.312393, iou_loss = 0.122788, total_loss = 0.435181 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000029, iou_loss = 0.000000, total_loss = 0.000029 \n"," total_bbox = 57967, rewritten_bbox = 0.013801 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.850864), count: 5, class_loss = 0.096926, iou_loss = 0.232622, total_loss = 0.329548 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000001, iou_loss = 0.000000, total_loss = 0.000001 \n"," total_bbox = 57972, rewritten_bbox = 0.013800 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.852889), count: 4, class_loss = 0.068715, iou_loss = 0.159031, total_loss = 0.227746 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000226, iou_loss = 0.000000, total_loss = 0.000226 \n"," total_bbox = 57976, rewritten_bbox = 0.013799 % \n","\n"," (next mAP calculation at 2800 iterations) \n","\n"," Tensor Cores are disabled until the first 3000 iterations are reached.\n"," Last accuracy mAP@0.50 = 95.77 %, best = 99.13 % \u001b]2;2755/10000: loss=0.1 map=0.96 best=0.99 hours left=14.7\u0007\n"," 2755: 0.119482, 0.113214 avg loss, 0.002610 rate, 0.994580 seconds, 176320 images, 14.667792 hours left\n","Loaded: 5.224082 seconds - performance bottleneck on CPU or Disk HDD/SSD\n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.873877), count: 4, class_loss = 0.000004, iou_loss = 0.202204, total_loss = 0.202208 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.834226), count: 1, class_loss = 0.000214, iou_loss = 0.297294, total_loss = 0.297508 \n"," total_bbox = 57981, rewritten_bbox = 0.013798 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.865495), count: 7, class_loss = 0.396618, iou_loss = 0.835962, total_loss = 1.232580 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000193, iou_loss = 0.000000, total_loss = 0.000193 \n"," total_bbox = 57988, rewritten_bbox = 0.013796 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.833966), count: 5, class_loss = 0.003057, iou_loss = 0.583470, total_loss = 0.586527 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.886558), count: 1, class_loss = 0.032323, iou_loss = 0.666573, total_loss = 0.698896 \n"," total_bbox = 57994, rewritten_bbox = 0.013795 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.849170), count: 4, class_loss = 0.018907, iou_loss = 0.237056, total_loss = 0.255963 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000002, iou_loss = 0.000000, total_loss = 0.000002 \n"," total_bbox = 57998, rewritten_bbox = 0.013794 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.827318), count: 6, class_loss = 0.490458, iou_loss = 0.597957, total_loss = 1.088415 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000000, iou_loss = 0.000000, total_loss = 0.000000 \n"," total_bbox = 58004, rewritten_bbox = 0.013792 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.813441), count: 4, class_loss = 0.465731, iou_loss = 0.175997, total_loss = 0.641728 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000000, iou_loss = 0.000000, total_loss = 0.000000 \n"," total_bbox = 58008, rewritten_bbox = 0.013791 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.787614), count: 4, class_loss = 0.247066, iou_loss = 0.272263, total_loss = 0.519328 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000000, iou_loss = 0.000000, total_loss = 0.000000 \n"," total_bbox = 58012, rewritten_bbox = 0.013790 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.866392), count: 4, class_loss = 0.037944, iou_loss = 0.301061, total_loss = 0.339004 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000000, iou_loss = 0.000000, total_loss = 0.000000 \n"," total_bbox = 58016, rewritten_bbox = 0.013789 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.842323), count: 4, class_loss = 0.000207, iou_loss = 0.425668, total_loss = 0.425875 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000000, iou_loss = 0.000000, total_loss = 0.000000 \n"," total_bbox = 58020, rewritten_bbox = 0.013788 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.836093), count: 4, class_loss = 0.299517, iou_loss = 0.194017, total_loss = 0.493534 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000000, iou_loss = 0.000000, total_loss = 0.000000 \n"," total_bbox = 58024, rewritten_bbox = 0.013787 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.826930), count: 4, class_loss = 0.122525, iou_loss = 0.250760, total_loss = 0.373285 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000000, iou_loss = 0.000000, total_loss = 0.000000 \n"," total_bbox = 58028, rewritten_bbox = 0.013786 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.854288), count: 4, class_loss = 0.004335, iou_loss = 0.300800, total_loss = 0.305135 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000000, iou_loss = 0.000000, total_loss = 0.000000 \n"," total_bbox = 58032, rewritten_bbox = 0.013785 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.893937), count: 4, class_loss = 0.000043, iou_loss = 0.235821, total_loss = 0.235864 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000003, iou_loss = 0.000000, total_loss = 0.000003 \n"," total_bbox = 58036, rewritten_bbox = 0.013785 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.894973), count: 4, class_loss = 0.002854, iou_loss = 0.289485, total_loss = 0.292338 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000000, iou_loss = 0.000000, total_loss = 0.000000 \n"," total_bbox = 58040, rewritten_bbox = 0.013784 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.811139), count: 5, class_loss = 0.004089, iou_loss = 0.239694, total_loss = 0.243783 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000001, iou_loss = 0.000000, total_loss = 0.000001 \n"," total_bbox = 58045, rewritten_bbox = 0.013782 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.880123), count: 4, class_loss = 0.012841, iou_loss = 0.213452, total_loss = 0.226293 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000000, iou_loss = 0.000000, total_loss = 0.000000 \n"," total_bbox = 58049, rewritten_bbox = 0.013781 % \n","\n"," (next mAP calculation at 2800 iterations) \n","\n"," Tensor Cores are disabled until the first 3000 iterations are reached.\n"," Last accuracy mAP@0.50 = 95.77 %, best = 99.13 % \u001b]2;2756/10000: loss=0.1 map=0.96 best=0.99 hours left=14.7\u0007\n"," 2756: 0.068330, 0.108726 avg loss, 0.002610 rate, 1.059184 seconds, 176384 images, 14.663812 hours left\n","Loaded: 6.259015 seconds - performance bottleneck on CPU or Disk HDD/SSD\n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.867444), count: 6, class_loss = 0.456352, iou_loss = 0.762641, total_loss = 1.218993 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000002, iou_loss = 0.000000, total_loss = 0.000002 \n"," total_bbox = 58055, rewritten_bbox = 0.013780 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.818092), count: 4, class_loss = 0.208815, iou_loss = 0.282828, total_loss = 0.491643 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000005, iou_loss = 0.000000, total_loss = 0.000005 \n"," total_bbox = 58059, rewritten_bbox = 0.013779 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.854764), count: 4, class_loss = 0.124938, iou_loss = 0.124151, total_loss = 0.249088 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000061, iou_loss = 0.000000, total_loss = 0.000061 \n"," total_bbox = 58063, rewritten_bbox = 0.013778 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.831229), count: 4, class_loss = 0.699064, iou_loss = 0.080937, total_loss = 0.780001 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000000, iou_loss = 0.000000, total_loss = 0.000000 \n"," total_bbox = 58067, rewritten_bbox = 0.013777 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.808401), count: 4, class_loss = 0.211899, iou_loss = 0.138692, total_loss = 0.350591 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000001, iou_loss = 0.000000, total_loss = 0.000001 \n"," total_bbox = 58071, rewritten_bbox = 0.013776 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.859407), count: 5, class_loss = 0.025947, iou_loss = 0.482136, total_loss = 0.508083 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000000, iou_loss = 0.000000, total_loss = 0.000000 \n"," total_bbox = 58076, rewritten_bbox = 0.013775 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.826955), count: 5, class_loss = 0.108666, iou_loss = 0.555753, total_loss = 0.664419 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000000, iou_loss = 0.000000, total_loss = 0.000000 \n"," total_bbox = 58081, rewritten_bbox = 0.013774 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.838748), count: 5, class_loss = 0.051343, iou_loss = 0.307897, total_loss = 0.359240 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000000, iou_loss = 0.000000, total_loss = 0.000000 \n"," total_bbox = 58086, rewritten_bbox = 0.013773 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.866008), count: 6, class_loss = 0.106407, iou_loss = 1.066266, total_loss = 1.172673 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.849776), count: 1, class_loss = 0.289936, iou_loss = 0.398966, total_loss = 0.688901 \n"," total_bbox = 58093, rewritten_bbox = 0.013771 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.908609), count: 4, class_loss = 0.240901, iou_loss = 0.410776, total_loss = 0.651677 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000001, iou_loss = 0.000000, total_loss = 0.000001 \n"," total_bbox = 58097, rewritten_bbox = 0.013770 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.816632), count: 5, class_loss = 0.076512, iou_loss = 0.156544, total_loss = 0.233056 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.005250, iou_loss = 0.000000, total_loss = 0.005250 \n"," total_bbox = 58102, rewritten_bbox = 0.013769 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.866763), count: 5, class_loss = 0.287708, iou_loss = 0.456975, total_loss = 0.744683 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000009, iou_loss = 0.000000, total_loss = 0.000009 \n"," total_bbox = 58107, rewritten_bbox = 0.013768 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.878969), count: 4, class_loss = 0.024816, iou_loss = 0.283515, total_loss = 0.308330 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000007, iou_loss = 0.000000, total_loss = 0.000007 \n"," total_bbox = 58111, rewritten_bbox = 0.013767 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.872107), count: 5, class_loss = 0.016226, iou_loss = 0.208013, total_loss = 0.224239 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000000, iou_loss = 0.000000, total_loss = 0.000000 \n"," total_bbox = 58116, rewritten_bbox = 0.013766 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.864446), count: 6, class_loss = 0.007207, iou_loss = 0.575446, total_loss = 0.582653 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000000, iou_loss = 0.000000, total_loss = 0.000000 \n"," total_bbox = 58122, rewritten_bbox = 0.013764 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.876308), count: 4, class_loss = 0.000175, iou_loss = 0.178470, total_loss = 0.178645 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000000, iou_loss = 0.000000, total_loss = 0.000000 \n"," total_bbox = 58126, rewritten_bbox = 0.013763 % \n","\n"," (next mAP calculation at 2800 iterations) \n","\n"," Tensor Cores are disabled until the first 3000 iterations are reached.\n"," Last accuracy mAP@0.50 = 95.77 %, best = 99.13 % \u001b]2;2757/10000: loss=0.1 map=0.96 best=0.99 hours left=14.6\u0007\n"," 2757: 0.093310, 0.107184 avg loss, 0.002610 rate, 1.024401 seconds, 176448 images, 14.643608 hours left\n","Loaded: 6.519341 seconds - performance bottleneck on CPU or Disk HDD/SSD\n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.819028), count: 4, class_loss = 0.763315, iou_loss = 0.145894, total_loss = 0.909209 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000004, iou_loss = 0.000000, total_loss = 0.000004 \n"," total_bbox = 58130, rewritten_bbox = 0.013762 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.902461), count: 5, class_loss = 0.000508, iou_loss = 0.520991, total_loss = 0.521499 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000000, iou_loss = 0.000000, total_loss = 0.000000 \n"," total_bbox = 58135, rewritten_bbox = 0.013761 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.894094), count: 4, class_loss = 0.237810, iou_loss = 0.282242, total_loss = 0.520052 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000000, iou_loss = 0.000000, total_loss = 0.000000 \n"," total_bbox = 58139, rewritten_bbox = 0.013760 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.815057), count: 5, class_loss = 0.239512, iou_loss = 0.516459, total_loss = 0.755971 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000001, iou_loss = 0.000000, total_loss = 0.000001 \n"," total_bbox = 58144, rewritten_bbox = 0.013759 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.893217), count: 5, class_loss = 0.007451, iou_loss = 0.300454, total_loss = 0.307904 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000000, iou_loss = 0.000000, total_loss = 0.000000 \n"," total_bbox = 58149, rewritten_bbox = 0.013758 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.819626), count: 5, class_loss = 0.201812, iou_loss = 0.401167, total_loss = 0.602980 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000000, iou_loss = 0.000000, total_loss = 0.000000 \n"," total_bbox = 58154, rewritten_bbox = 0.013757 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.779638), count: 5, class_loss = 0.097662, iou_loss = 0.436719, total_loss = 0.534382 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000004, iou_loss = 0.000000, total_loss = 0.000004 \n"," total_bbox = 58159, rewritten_bbox = 0.013755 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.837891), count: 4, class_loss = 0.073178, iou_loss = 0.371277, total_loss = 0.444455 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.619854), count: 1, class_loss = 0.170594, iou_loss = 0.235856, total_loss = 0.406450 \n"," total_bbox = 58164, rewritten_bbox = 0.013754 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.789075), count: 6, class_loss = 0.236035, iou_loss = 0.866416, total_loss = 1.102451 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000001, iou_loss = 0.000000, total_loss = 0.000001 \n"," total_bbox = 58170, rewritten_bbox = 0.013753 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.881430), count: 4, class_loss = 0.135432, iou_loss = 0.447334, total_loss = 0.582765 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000000, iou_loss = 0.000000, total_loss = 0.000000 \n"," total_bbox = 58174, rewritten_bbox = 0.013752 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.921167), count: 4, class_loss = 0.010806, iou_loss = 0.286816, total_loss = 0.297622 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000474, iou_loss = 0.000000, total_loss = 0.000474 \n"," total_bbox = 58178, rewritten_bbox = 0.013751 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.824385), count: 4, class_loss = 0.044187, iou_loss = 0.169429, total_loss = 0.213616 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000005, iou_loss = 0.000000, total_loss = 0.000005 \n"," total_bbox = 58182, rewritten_bbox = 0.013750 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.882103), count: 5, class_loss = 0.001088, iou_loss = 0.374848, total_loss = 0.375936 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000000, iou_loss = 0.000000, total_loss = 0.000000 \n"," total_bbox = 58187, rewritten_bbox = 0.013749 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.771091), count: 6, class_loss = 0.346023, iou_loss = 0.292643, total_loss = 0.638667 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000011, iou_loss = 0.000000, total_loss = 0.000011 \n"," total_bbox = 58193, rewritten_bbox = 0.013747 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.800828), count: 4, class_loss = 0.001540, iou_loss = 0.308563, total_loss = 0.310102 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000000, iou_loss = 0.000000, total_loss = 0.000000 \n"," total_bbox = 58197, rewritten_bbox = 0.013746 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.854420), count: 4, class_loss = 0.000312, iou_loss = 0.238463, total_loss = 0.238775 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.009971, iou_loss = 0.000000, total_loss = 0.009971 \n"," total_bbox = 58201, rewritten_bbox = 0.013745 % \n","\n"," (next mAP calculation at 2800 iterations) \n","\n"," Tensor Cores are disabled until the first 3000 iterations are reached.\n"," Last accuracy mAP@0.50 = 95.77 %, best = 99.13 % \u001b]2;2758/10000: loss=0.1 map=0.96 best=0.99 hours left=14.6\u0007\n"," 2758: 0.082137, 0.104680 avg loss, 0.002610 rate, 0.936718 seconds, 176512 images, 14.643710 hours left\n","Loaded: 6.338103 seconds - performance bottleneck on CPU or Disk HDD/SSD\n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.863388), count: 4, class_loss = 0.001347, iou_loss = 0.316620, total_loss = 0.317968 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000000, iou_loss = 0.000000, total_loss = 0.000000 \n"," total_bbox = 58205, rewritten_bbox = 0.013745 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.828303), count: 7, class_loss = 0.001611, iou_loss = 0.808536, total_loss = 0.810147 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000000, iou_loss = 0.000000, total_loss = 0.000000 \n"," total_bbox = 58212, rewritten_bbox = 0.013743 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.839438), count: 3, class_loss = 0.224280, iou_loss = 0.165126, total_loss = 0.389406 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.575489), count: 2, class_loss = 0.557828, iou_loss = 0.596408, total_loss = 1.154237 \n"," total_bbox = 58217, rewritten_bbox = 0.013742 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.744695), count: 4, class_loss = 0.414034, iou_loss = 0.299585, total_loss = 0.713619 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000003, iou_loss = 0.000000, total_loss = 0.000003 \n"," total_bbox = 58221, rewritten_bbox = 0.013741 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.847630), count: 6, class_loss = 0.294153, iou_loss = 1.056406, total_loss = 1.350559 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000000, iou_loss = 0.000000, total_loss = 0.000000 \n"," total_bbox = 58227, rewritten_bbox = 0.013739 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.879780), count: 4, class_loss = 0.000871, iou_loss = 0.219601, total_loss = 0.220472 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000000, iou_loss = 0.000000, total_loss = 0.000000 \n"," total_bbox = 58231, rewritten_bbox = 0.013738 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.817341), count: 5, class_loss = 0.249441, iou_loss = 0.326825, total_loss = 0.576267 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.752277), count: 1, class_loss = 0.000071, iou_loss = 0.392328, total_loss = 0.392399 \n"," total_bbox = 58237, rewritten_bbox = 0.013737 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.878796), count: 5, class_loss = 0.169998, iou_loss = 0.442986, total_loss = 0.612984 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.763999), count: 3, class_loss = 0.102386, iou_loss = 2.377126, total_loss = 2.479512 \n"," total_bbox = 58245, rewritten_bbox = 0.013735 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.849881), count: 4, class_loss = 0.083295, iou_loss = 0.641122, total_loss = 0.724417 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.550412), count: 2, class_loss = 0.316837, iou_loss = 0.308980, total_loss = 0.625816 \n"," total_bbox = 58251, rewritten_bbox = 0.013734 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.852423), count: 5, class_loss = 0.086247, iou_loss = 0.734321, total_loss = 0.820569 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.643573), count: 1, class_loss = 0.001803, iou_loss = 0.218462, total_loss = 0.220265 \n"," total_bbox = 58257, rewritten_bbox = 0.013732 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.802882), count: 6, class_loss = 0.662777, iou_loss = 0.494451, total_loss = 1.157227 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.436723), count: 1, class_loss = 0.007021, iou_loss = 0.080169, total_loss = 0.087190 \n"," total_bbox = 58264, rewritten_bbox = 0.013731 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.846659), count: 5, class_loss = 0.058535, iou_loss = 0.345492, total_loss = 0.404027 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000000, iou_loss = 0.000000, total_loss = 0.000000 \n"," total_bbox = 58269, rewritten_bbox = 0.013729 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.833622), count: 5, class_loss = 0.615003, iou_loss = 0.185608, total_loss = 0.800611 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000011, iou_loss = 0.000000, total_loss = 0.000011 \n"," total_bbox = 58274, rewritten_bbox = 0.013728 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.901830), count: 4, class_loss = 0.047159, iou_loss = 0.255403, total_loss = 0.302561 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000176, iou_loss = 0.000000, total_loss = 0.000176 \n"," total_bbox = 58278, rewritten_bbox = 0.013727 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.842986), count: 4, class_loss = 0.012704, iou_loss = 0.218395, total_loss = 0.231098 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000001, iou_loss = 0.000000, total_loss = 0.000001 \n"," total_bbox = 58282, rewritten_bbox = 0.013726 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.833804), count: 4, class_loss = 0.003551, iou_loss = 0.228878, total_loss = 0.232428 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000000, iou_loss = 0.000000, total_loss = 0.000000 \n"," total_bbox = 58286, rewritten_bbox = 0.013725 % \n","\n"," (next mAP calculation at 2800 iterations) \n","\n"," Tensor Cores are disabled until the first 3000 iterations are reached.\n"," Last accuracy mAP@0.50 = 95.77 %, best = 99.13 % \u001b]2;2759/10000: loss=0.1 map=0.96 best=0.99 hours left=14.6\u0007\n"," 2759: 0.124856, 0.106697 avg loss, 0.002610 rate, 1.028490 seconds, 176576 images, 14.647264 hours left\n","Loaded: 5.229238 seconds - performance bottleneck on CPU or Disk HDD/SSD\n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.853280), count: 4, class_loss = 0.457674, iou_loss = 0.092690, total_loss = 0.550364 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.680483), count: 2, class_loss = 0.285736, iou_loss = 0.667211, total_loss = 0.952947 \n"," total_bbox = 58292, rewritten_bbox = 0.013724 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.774910), count: 4, class_loss = 0.659612, iou_loss = 0.110316, total_loss = 0.769928 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000000, iou_loss = 0.000000, total_loss = 0.000000 \n"," total_bbox = 58296, rewritten_bbox = 0.013723 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.793926), count: 4, class_loss = 0.132540, iou_loss = 0.238354, total_loss = 0.370893 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000000, iou_loss = 0.000000, total_loss = 0.000000 \n"," total_bbox = 58300, rewritten_bbox = 0.013722 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.886957), count: 5, class_loss = 0.341828, iou_loss = 0.407072, total_loss = 0.748901 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.588120), count: 1, class_loss = 0.070096, iou_loss = 0.178906, total_loss = 0.249002 \n"," total_bbox = 58306, rewritten_bbox = 0.013721 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.777908), count: 4, class_loss = 0.132664, iou_loss = 0.228140, total_loss = 0.360804 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000050, iou_loss = 0.000000, total_loss = 0.000050 \n"," total_bbox = 58310, rewritten_bbox = 0.013720 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.834017), count: 4, class_loss = 0.085707, iou_loss = 0.100864, total_loss = 0.186571 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.772725), count: 1, class_loss = 0.061811, iou_loss = 0.443178, total_loss = 0.504988 \n"," total_bbox = 58315, rewritten_bbox = 0.013719 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.855784), count: 4, class_loss = 0.000309, iou_loss = 0.194566, total_loss = 0.194874 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000001, iou_loss = 0.000000, total_loss = 0.000001 \n"," total_bbox = 58319, rewritten_bbox = 0.013718 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.773058), count: 5, class_loss = 0.650983, iou_loss = 0.457469, total_loss = 1.108452 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000092, iou_loss = 0.000000, total_loss = 0.000092 \n"," total_bbox = 58324, rewritten_bbox = 0.013716 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.675989), count: 4, class_loss = 0.517219, iou_loss = 0.103513, total_loss = 0.620733 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000001, iou_loss = 0.000000, total_loss = 0.000001 \n"," total_bbox = 58328, rewritten_bbox = 0.013716 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.819183), count: 5, class_loss = 0.050156, iou_loss = 0.415862, total_loss = 0.466017 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000001, iou_loss = 0.000000, total_loss = 0.000001 \n"," total_bbox = 58333, rewritten_bbox = 0.013714 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.830442), count: 4, class_loss = 0.072397, iou_loss = 0.316709, total_loss = 0.389106 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.735601), count: 2, class_loss = 0.000399, iou_loss = 0.708692, total_loss = 0.709091 \n"," total_bbox = 58339, rewritten_bbox = 0.013713 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.798887), count: 4, class_loss = 0.083650, iou_loss = 0.175666, total_loss = 0.259316 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000001, iou_loss = 0.000000, total_loss = 0.000001 \n"," total_bbox = 58343, rewritten_bbox = 0.013712 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.806015), count: 5, class_loss = 0.009619, iou_loss = 0.307566, total_loss = 0.317185 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000003, iou_loss = 0.000000, total_loss = 0.000003 \n"," total_bbox = 58348, rewritten_bbox = 0.013711 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.858851), count: 5, class_loss = 0.474061, iou_loss = 0.304393, total_loss = 0.778454 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000002, iou_loss = 0.000000, total_loss = 0.000002 \n"," total_bbox = 58353, rewritten_bbox = 0.013710 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.897658), count: 3, class_loss = 0.000495, iou_loss = 0.269245, total_loss = 0.269740 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.665938), count: 2, class_loss = 0.083329, iou_loss = 0.773950, total_loss = 0.857279 \n"," total_bbox = 58358, rewritten_bbox = 0.013708 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.835966), count: 4, class_loss = 0.077899, iou_loss = 0.524145, total_loss = 0.602044 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.805653), count: 1, class_loss = 0.005237, iou_loss = 0.795172, total_loss = 0.800408 \n"," total_bbox = 58363, rewritten_bbox = 0.013707 % \n","\n"," (next mAP calculation at 2800 iterations) \n","\n"," Tensor Cores are disabled until the first 3000 iterations are reached.\n"," Last accuracy mAP@0.50 = 95.77 %, best = 99.13 % \u001b]2;2760/10000: loss=0.1 map=0.96 best=0.99 hours left=14.6\u0007\n"," 2760: 0.135483, 0.109576 avg loss, 0.002610 rate, 1.035022 seconds, 176640 images, 14.648963 hours left\n","Loaded: 6.518496 seconds - performance bottleneck on CPU or Disk HDD/SSD\n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.852780), count: 5, class_loss = 0.170537, iou_loss = 0.565804, total_loss = 0.736341 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000001, iou_loss = 0.000000, total_loss = 0.000001 \n"," total_bbox = 58368, rewritten_bbox = 0.013706 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.851567), count: 4, class_loss = 0.001789, iou_loss = 0.181149, total_loss = 0.182938 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000001, iou_loss = 0.000000, total_loss = 0.000001 \n"," total_bbox = 58372, rewritten_bbox = 0.013705 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.768893), count: 4, class_loss = 0.405677, iou_loss = 0.136447, total_loss = 0.542124 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.633387), count: 1, class_loss = 0.022554, iou_loss = 0.773140, total_loss = 0.795694 \n"," total_bbox = 58377, rewritten_bbox = 0.013704 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.792336), count: 5, class_loss = 0.580075, iou_loss = 0.171295, total_loss = 0.751370 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000001, iou_loss = 0.000000, total_loss = 0.000001 \n"," total_bbox = 58382, rewritten_bbox = 0.013703 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.840011), count: 4, class_loss = 0.000997, iou_loss = 0.162335, total_loss = 0.163332 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000000, iou_loss = 0.000000, total_loss = 0.000000 \n"," total_bbox = 58386, rewritten_bbox = 0.013702 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.843447), count: 5, class_loss = 0.001344, iou_loss = 0.336584, total_loss = 0.337928 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000000, iou_loss = 0.000000, total_loss = 0.000000 \n"," total_bbox = 58391, rewritten_bbox = 0.013701 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.779372), count: 5, class_loss = 0.705046, iou_loss = 0.495901, total_loss = 1.200947 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000001, iou_loss = 0.000000, total_loss = 0.000001 \n"," total_bbox = 58396, rewritten_bbox = 0.013700 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.788610), count: 6, class_loss = 0.251491, iou_loss = 0.520277, total_loss = 0.771768 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000332, iou_loss = 0.000000, total_loss = 0.000332 \n"," total_bbox = 58402, rewritten_bbox = 0.013698 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.900948), count: 4, class_loss = 0.002054, iou_loss = 0.209662, total_loss = 0.211716 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000000, iou_loss = 0.000000, total_loss = 0.000000 \n"," total_bbox = 58406, rewritten_bbox = 0.013697 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.809527), count: 4, class_loss = 0.026666, iou_loss = 0.331021, total_loss = 0.357687 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000001, iou_loss = 0.000000, total_loss = 0.000001 \n"," total_bbox = 58410, rewritten_bbox = 0.013696 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.832607), count: 6, class_loss = 0.142556, iou_loss = 0.452299, total_loss = 0.594856 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000000, iou_loss = 0.000000, total_loss = 0.000000 \n"," total_bbox = 58416, rewritten_bbox = 0.013695 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.774133), count: 5, class_loss = 0.518182, iou_loss = 0.473806, total_loss = 0.991988 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.001781, iou_loss = 0.000000, total_loss = 0.001781 \n"," total_bbox = 58421, rewritten_bbox = 0.013694 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.817693), count: 5, class_loss = 0.131421, iou_loss = 0.575651, total_loss = 0.707072 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.689757), count: 1, class_loss = 0.075942, iou_loss = 0.414396, total_loss = 0.490338 \n"," total_bbox = 58427, rewritten_bbox = 0.013692 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.818817), count: 4, class_loss = 0.030357, iou_loss = 0.242794, total_loss = 0.273151 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000007, iou_loss = 0.000000, total_loss = 0.000007 \n"," total_bbox = 58431, rewritten_bbox = 0.013691 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.888414), count: 4, class_loss = 0.051137, iou_loss = 0.179527, total_loss = 0.230664 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000003, iou_loss = 0.000000, total_loss = 0.000003 \n"," total_bbox = 58435, rewritten_bbox = 0.013690 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.881661), count: 4, class_loss = 0.000750, iou_loss = 0.208437, total_loss = 0.209187 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000001, iou_loss = 0.000000, total_loss = 0.000001 \n"," total_bbox = 58439, rewritten_bbox = 0.013689 % \n","\n"," (next mAP calculation at 2800 iterations) \n","\n"," Tensor Cores are disabled until the first 3000 iterations are reached.\n"," Last accuracy mAP@0.50 = 95.77 %, best = 99.13 % \u001b]2;2761/10000: loss=0.1 map=0.96 best=0.99 hours left=14.6\u0007\n"," 2761: 0.099401, 0.108558 avg loss, 0.002610 rate, 1.020280 seconds, 176704 images, 14.628455 hours left\n","Loaded: 6.464516 seconds - performance bottleneck on CPU or Disk HDD/SSD\n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.842870), count: 4, class_loss = 0.010853, iou_loss = 0.276753, total_loss = 0.287606 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.642771), count: 2, class_loss = 0.033836, iou_loss = 0.579273, total_loss = 0.613110 \n"," total_bbox = 58445, rewritten_bbox = 0.013688 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.737907), count: 4, class_loss = 0.031698, iou_loss = 0.151721, total_loss = 0.183419 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000004, iou_loss = 0.000000, total_loss = 0.000004 \n"," total_bbox = 58449, rewritten_bbox = 0.013687 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.803090), count: 4, class_loss = 0.407663, iou_loss = 0.118535, total_loss = 0.526198 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000873, iou_loss = 0.000000, total_loss = 0.000873 \n"," total_bbox = 58453, rewritten_bbox = 0.013686 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.815480), count: 4, class_loss = 0.496635, iou_loss = 0.161621, total_loss = 0.658255 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000000, iou_loss = 0.000000, total_loss = 0.000000 \n"," total_bbox = 58457, rewritten_bbox = 0.013685 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.808856), count: 4, class_loss = 0.029693, iou_loss = 0.402429, total_loss = 0.432122 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000001, iou_loss = 0.000000, total_loss = 0.000001 \n"," total_bbox = 58461, rewritten_bbox = 0.013684 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.836418), count: 4, class_loss = 0.196809, iou_loss = 0.241856, total_loss = 0.438665 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000000, iou_loss = 0.000000, total_loss = 0.000000 \n"," total_bbox = 58465, rewritten_bbox = 0.013683 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.798297), count: 5, class_loss = 0.212674, iou_loss = 0.286238, total_loss = 0.498912 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000000, iou_loss = 0.000000, total_loss = 0.000000 \n"," total_bbox = 58470, rewritten_bbox = 0.013682 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.847384), count: 4, class_loss = 0.011561, iou_loss = 0.226435, total_loss = 0.237996 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000000, iou_loss = 0.000000, total_loss = 0.000000 \n"," total_bbox = 58474, rewritten_bbox = 0.013681 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.769777), count: 4, class_loss = 0.134156, iou_loss = 0.248767, total_loss = 0.382924 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000000, iou_loss = 0.000000, total_loss = 0.000000 \n"," total_bbox = 58478, rewritten_bbox = 0.013680 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.825165), count: 5, class_loss = 0.116631, iou_loss = 0.317066, total_loss = 0.433697 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.688399), count: 1, class_loss = 0.029575, iou_loss = 0.283970, total_loss = 0.313546 \n"," total_bbox = 58484, rewritten_bbox = 0.013679 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.848424), count: 4, class_loss = 0.000152, iou_loss = 0.169917, total_loss = 0.170070 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000000, iou_loss = 0.000000, total_loss = 0.000000 \n"," total_bbox = 58488, rewritten_bbox = 0.013678 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.859180), count: 4, class_loss = 0.186580, iou_loss = 0.126991, total_loss = 0.313571 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000000, iou_loss = 0.000000, total_loss = 0.000000 \n"," total_bbox = 58492, rewritten_bbox = 0.013677 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.865677), count: 5, class_loss = 0.242209, iou_loss = 0.262405, total_loss = 0.504615 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.585838), count: 1, class_loss = 0.000082, iou_loss = 0.299032, total_loss = 0.299114 \n"," total_bbox = 58498, rewritten_bbox = 0.013676 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.731300), count: 5, class_loss = 0.748262, iou_loss = 0.251516, total_loss = 0.999778 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000000, iou_loss = 0.000000, total_loss = 0.000000 \n"," total_bbox = 58503, rewritten_bbox = 0.013675 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.811710), count: 4, class_loss = 0.005999, iou_loss = 0.299190, total_loss = 0.305189 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.366710), count: 1, class_loss = 0.426249, iou_loss = 0.368295, total_loss = 0.794544 \n"," total_bbox = 58508, rewritten_bbox = 0.013673 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.806178), count: 4, class_loss = 0.605586, iou_loss = 0.179932, total_loss = 0.785518 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000000, iou_loss = 0.000000, total_loss = 0.000000 \n"," total_bbox = 58512, rewritten_bbox = 0.013672 % \n","\n"," (next mAP calculation at 2800 iterations) \n","\n"," Tensor Cores are disabled until the first 3000 iterations are reached.\n"," Last accuracy mAP@0.50 = 95.77 %, best = 99.13 % \u001b]2;2762/10000: loss=0.1 map=0.96 best=0.99 hours left=14.6\u0007\n"," 2762: 0.125318, 0.110234 avg loss, 0.002610 rate, 1.001078 seconds, 176768 images, 14.633763 hours left\n","Loaded: 6.387351 seconds - performance bottleneck on CPU or Disk HDD/SSD\n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.829041), count: 5, class_loss = 0.114806, iou_loss = 0.339877, total_loss = 0.454683 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000103, iou_loss = 0.000000, total_loss = 0.000103 \n"," total_bbox = 58517, rewritten_bbox = 0.013671 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.778173), count: 5, class_loss = 0.328635, iou_loss = 0.387131, total_loss = 0.715766 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000001, iou_loss = 0.000000, total_loss = 0.000001 \n"," total_bbox = 58522, rewritten_bbox = 0.013670 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.839228), count: 4, class_loss = 0.250279, iou_loss = 0.165574, total_loss = 0.415853 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000000, iou_loss = 0.000000, total_loss = 0.000000 \n"," total_bbox = 58526, rewritten_bbox = 0.013669 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.842510), count: 4, class_loss = 0.028885, iou_loss = 0.369010, total_loss = 0.397895 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000000, iou_loss = 0.000000, total_loss = 0.000000 \n"," total_bbox = 58530, rewritten_bbox = 0.013668 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.855727), count: 5, class_loss = 0.094386, iou_loss = 0.444714, total_loss = 0.539100 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.597311), count: 1, class_loss = 0.074902, iou_loss = 0.827619, total_loss = 0.902520 \n"," total_bbox = 58536, rewritten_bbox = 0.013667 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.849531), count: 5, class_loss = 0.142599, iou_loss = 0.257541, total_loss = 0.400140 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000007, iou_loss = 0.000000, total_loss = 0.000007 \n"," total_bbox = 58541, rewritten_bbox = 0.013666 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.881879), count: 5, class_loss = 0.002493, iou_loss = 0.293836, total_loss = 0.296329 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000001, iou_loss = 0.000000, total_loss = 0.000001 \n"," total_bbox = 58546, rewritten_bbox = 0.013664 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.824245), count: 4, class_loss = 0.001538, iou_loss = 0.438877, total_loss = 0.440415 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000194, iou_loss = 0.000000, total_loss = 0.000194 \n"," total_bbox = 58550, rewritten_bbox = 0.013664 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.839655), count: 5, class_loss = 0.018556, iou_loss = 0.361843, total_loss = 0.380399 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000000, iou_loss = 0.000000, total_loss = 0.000000 \n"," total_bbox = 58555, rewritten_bbox = 0.013662 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.773556), count: 8, class_loss = 0.228435, iou_loss = 0.744247, total_loss = 0.972682 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000002, iou_loss = 0.000000, total_loss = 0.000002 \n"," total_bbox = 58563, rewritten_bbox = 0.013661 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.831826), count: 4, class_loss = 0.024395, iou_loss = 0.183356, total_loss = 0.207751 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.448726), count: 1, class_loss = 0.538706, iou_loss = 3.100855, total_loss = 3.639561 \n"," total_bbox = 58568, rewritten_bbox = 0.013659 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.837033), count: 5, class_loss = 0.078878, iou_loss = 0.473250, total_loss = 0.552128 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.750020), count: 2, class_loss = 0.005189, iou_loss = 0.771203, total_loss = 0.776392 \n"," total_bbox = 58575, rewritten_bbox = 0.013658 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.927714), count: 4, class_loss = 0.108320, iou_loss = 0.163605, total_loss = 0.271924 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000000, iou_loss = 0.000000, total_loss = 0.000000 \n"," total_bbox = 58579, rewritten_bbox = 0.013657 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.837968), count: 6, class_loss = 0.014460, iou_loss = 0.356662, total_loss = 0.371122 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000027, iou_loss = 0.000000, total_loss = 0.000027 \n"," total_bbox = 58585, rewritten_bbox = 0.013655 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.869744), count: 5, class_loss = 0.031617, iou_loss = 0.582405, total_loss = 0.614022 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.432079), count: 2, class_loss = 0.456536, iou_loss = 0.519143, total_loss = 0.975679 \n"," total_bbox = 58592, rewritten_bbox = 0.013654 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.881368), count: 4, class_loss = 0.006621, iou_loss = 0.383106, total_loss = 0.389727 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000000, iou_loss = 0.000000, total_loss = 0.000000 \n"," total_bbox = 58596, rewritten_bbox = 0.013653 % \n","\n"," (next mAP calculation at 2800 iterations) \n","\n"," Tensor Cores are disabled until the first 3000 iterations are reached.\n"," Last accuracy mAP@0.50 = 95.77 %, best = 99.13 % \u001b]2;2763/10000: loss=0.1 map=0.96 best=0.99 hours left=14.6\u0007\n"," 2763: 0.082042, 0.107415 avg loss, 0.002610 rate, 1.013730 seconds, 176832 images, 14.637525 hours left\n","Loaded: 5.194126 seconds - performance bottleneck on CPU or Disk HDD/SSD\n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.805112), count: 4, class_loss = 0.052736, iou_loss = 0.244970, total_loss = 0.297705 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.737360), count: 2, class_loss = 0.243787, iou_loss = 1.307256, total_loss = 1.551042 \n"," total_bbox = 58602, rewritten_bbox = 0.013651 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.851952), count: 4, class_loss = 0.366024, iou_loss = 0.153230, total_loss = 0.519253 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000002, iou_loss = 0.000000, total_loss = 0.000002 \n"," total_bbox = 58606, rewritten_bbox = 0.013650 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.761161), count: 4, class_loss = 0.605230, iou_loss = 0.135256, total_loss = 0.740486 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000000, iou_loss = 0.000000, total_loss = 0.000000 \n"," total_bbox = 58610, rewritten_bbox = 0.013650 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.839468), count: 6, class_loss = 0.024196, iou_loss = 0.448291, total_loss = 0.472488 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000000, iou_loss = 0.000000, total_loss = 0.000000 \n"," total_bbox = 58616, rewritten_bbox = 0.013648 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.830251), count: 4, class_loss = 0.150713, iou_loss = 0.124473, total_loss = 0.275187 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000000, iou_loss = 0.000000, total_loss = 0.000000 \n"," total_bbox = 58620, rewritten_bbox = 0.013647 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.790263), count: 5, class_loss = 0.070242, iou_loss = 0.336736, total_loss = 0.406977 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000000, iou_loss = 0.000000, total_loss = 0.000000 \n"," total_bbox = 58625, rewritten_bbox = 0.013646 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.800338), count: 4, class_loss = 0.374768, iou_loss = 0.234175, total_loss = 0.608943 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000000, iou_loss = 0.000000, total_loss = 0.000000 \n"," total_bbox = 58629, rewritten_bbox = 0.013645 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.819578), count: 6, class_loss = 0.161747, iou_loss = 0.606113, total_loss = 0.767861 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000000, iou_loss = 0.000000, total_loss = 0.000000 \n"," total_bbox = 58635, rewritten_bbox = 0.013644 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.832942), count: 4, class_loss = 0.122551, iou_loss = 0.158256, total_loss = 0.280807 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000002, iou_loss = 0.000000, total_loss = 0.000002 \n"," total_bbox = 58639, rewritten_bbox = 0.013643 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.842376), count: 4, class_loss = 0.156488, iou_loss = 0.125030, total_loss = 0.281518 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000001, iou_loss = 0.000000, total_loss = 0.000001 \n"," total_bbox = 58643, rewritten_bbox = 0.013642 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.865452), count: 5, class_loss = 0.051443, iou_loss = 0.535727, total_loss = 0.587170 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.919885), count: 1, class_loss = 0.233741, iou_loss = 1.322352, total_loss = 1.556093 \n"," total_bbox = 58649, rewritten_bbox = 0.013640 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.822223), count: 4, class_loss = 0.006052, iou_loss = 0.219966, total_loss = 0.226018 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.251043), count: 1, class_loss = 0.456094, iou_loss = 0.095378, total_loss = 0.551472 \n"," total_bbox = 58654, rewritten_bbox = 0.013639 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.861713), count: 4, class_loss = 0.212384, iou_loss = 0.164182, total_loss = 0.376566 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000000, iou_loss = 0.000000, total_loss = 0.000000 \n"," total_bbox = 58658, rewritten_bbox = 0.013638 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.846522), count: 4, class_loss = 0.000471, iou_loss = 0.441690, total_loss = 0.442161 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000000, iou_loss = 0.000000, total_loss = 0.000000 \n"," total_bbox = 58662, rewritten_bbox = 0.013637 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.859014), count: 6, class_loss = 0.001083, iou_loss = 0.577468, total_loss = 0.578551 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000000, iou_loss = 0.000000, total_loss = 0.000000 \n"," total_bbox = 58668, rewritten_bbox = 0.013636 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.849192), count: 4, class_loss = 0.027029, iou_loss = 0.209901, total_loss = 0.236930 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000000, iou_loss = 0.000000, total_loss = 0.000000 \n"," total_bbox = 58672, rewritten_bbox = 0.013635 % \n","\n"," (next mAP calculation at 2800 iterations) \n","\n"," Tensor Cores are disabled until the first 3000 iterations are reached.\n"," Last accuracy mAP@0.50 = 95.77 %, best = 99.13 % \u001b]2;2764/10000: loss=0.1 map=0.96 best=0.99 hours left=14.6\u0007\n"," 2764: 0.105735, 0.107247 avg loss, 0.002610 rate, 1.075459 seconds, 176896 images, 14.639933 hours left\n","Loaded: 6.253720 seconds - performance bottleneck on CPU or Disk HDD/SSD\n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.798731), count: 5, class_loss = 0.043945, iou_loss = 0.639126, total_loss = 0.683071 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000005, iou_loss = 0.000000, total_loss = 0.000005 \n"," total_bbox = 58677, rewritten_bbox = 0.013634 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.879295), count: 4, class_loss = 0.138053, iou_loss = 0.327078, total_loss = 0.465130 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.011884, iou_loss = 0.000000, total_loss = 0.011884 \n"," total_bbox = 58681, rewritten_bbox = 0.013633 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.838460), count: 5, class_loss = 0.413611, iou_loss = 0.490198, total_loss = 0.903808 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.519280), count: 1, class_loss = 0.229954, iou_loss = 0.746864, total_loss = 0.976818 \n"," total_bbox = 58687, rewritten_bbox = 0.013632 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.851923), count: 4, class_loss = 0.018916, iou_loss = 0.198305, total_loss = 0.217221 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000002, iou_loss = 0.000000, total_loss = 0.000002 \n"," total_bbox = 58691, rewritten_bbox = 0.013631 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.797714), count: 4, class_loss = 0.337232, iou_loss = 0.120714, total_loss = 0.457946 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000000, iou_loss = 0.000000, total_loss = 0.000000 \n"," total_bbox = 58695, rewritten_bbox = 0.013630 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.874338), count: 4, class_loss = 0.001250, iou_loss = 0.472155, total_loss = 0.473405 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000000, iou_loss = 0.000000, total_loss = 0.000000 \n"," total_bbox = 58699, rewritten_bbox = 0.013629 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.844049), count: 5, class_loss = 0.142195, iou_loss = 0.578470, total_loss = 0.720665 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000002, iou_loss = 0.000000, total_loss = 0.000002 \n"," total_bbox = 58704, rewritten_bbox = 0.013628 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.813645), count: 4, class_loss = 0.210105, iou_loss = 0.426288, total_loss = 0.636393 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000687, iou_loss = 0.000000, total_loss = 0.000687 \n"," total_bbox = 58708, rewritten_bbox = 0.013627 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.829054), count: 4, class_loss = 0.000184, iou_loss = 0.605692, total_loss = 0.605875 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000041, iou_loss = 0.000000, total_loss = 0.000041 \n"," total_bbox = 58712, rewritten_bbox = 0.013626 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.806362), count: 6, class_loss = 0.541813, iou_loss = 0.616914, total_loss = 1.158728 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.791177), count: 1, class_loss = 0.069771, iou_loss = 0.435347, total_loss = 0.505117 \n"," total_bbox = 58719, rewritten_bbox = 0.013624 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.806074), count: 5, class_loss = 1.010162, iou_loss = 0.105679, total_loss = 1.115841 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000000, iou_loss = 0.000000, total_loss = 0.000000 \n"," total_bbox = 58724, rewritten_bbox = 0.013623 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.849391), count: 4, class_loss = 0.108808, iou_loss = 0.159657, total_loss = 0.268465 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000000, iou_loss = 0.000000, total_loss = 0.000000 \n"," total_bbox = 58728, rewritten_bbox = 0.013622 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.761039), count: 3, class_loss = 0.424909, iou_loss = 0.177170, total_loss = 0.602079 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.516780), count: 1, class_loss = 0.047936, iou_loss = 0.135735, total_loss = 0.183670 \n"," total_bbox = 58732, rewritten_bbox = 0.013621 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.796652), count: 4, class_loss = 0.053082, iou_loss = 0.249254, total_loss = 0.302336 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000033, iou_loss = 0.000000, total_loss = 0.000033 \n"," total_bbox = 58736, rewritten_bbox = 0.013620 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.881363), count: 4, class_loss = 0.236082, iou_loss = 0.197591, total_loss = 0.433673 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000000, iou_loss = 0.000000, total_loss = 0.000000 \n"," total_bbox = 58740, rewritten_bbox = 0.013619 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.832220), count: 5, class_loss = 0.086387, iou_loss = 0.822739, total_loss = 0.909126 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000000, iou_loss = 0.000000, total_loss = 0.000000 \n"," total_bbox = 58745, rewritten_bbox = 0.013618 % \n","\n"," (next mAP calculation at 2800 iterations) \n","\n"," Tensor Cores are disabled until the first 3000 iterations are reached.\n"," Last accuracy mAP@0.50 = 95.77 %, best = 99.13 % \u001b]2;2765/10000: loss=0.1 map=0.96 best=0.99 hours left=14.6\u0007\n"," 2765: 0.131110, 0.109633 avg loss, 0.002610 rate, 0.998787 seconds, 176960 images, 14.619552 hours left\n","Loaded: 6.462507 seconds - performance bottleneck on CPU or Disk HDD/SSD\n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.831556), count: 6, class_loss = 0.149493, iou_loss = 0.477835, total_loss = 0.627327 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.702498), count: 1, class_loss = 0.288852, iou_loss = 0.479655, total_loss = 0.768507 \n"," total_bbox = 58752, rewritten_bbox = 0.013617 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.881598), count: 4, class_loss = 0.455850, iou_loss = 0.177292, total_loss = 0.633142 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000005, iou_loss = 0.000000, total_loss = 0.000005 \n"," total_bbox = 58756, rewritten_bbox = 0.013616 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.841740), count: 5, class_loss = 0.052914, iou_loss = 0.315988, total_loss = 0.368901 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000000, iou_loss = 0.000000, total_loss = 0.000000 \n"," total_bbox = 58761, rewritten_bbox = 0.013614 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.775071), count: 4, class_loss = 0.373296, iou_loss = 0.259077, total_loss = 0.632373 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000000, iou_loss = 0.000000, total_loss = 0.000000 \n"," total_bbox = 58765, rewritten_bbox = 0.013614 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.801506), count: 4, class_loss = 0.203129, iou_loss = 0.255853, total_loss = 0.458982 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.522714), count: 1, class_loss = 0.071607, iou_loss = 0.465409, total_loss = 0.537016 \n"," total_bbox = 58770, rewritten_bbox = 0.013612 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.846768), count: 5, class_loss = 0.088758, iou_loss = 0.425274, total_loss = 0.514031 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.727117), count: 1, class_loss = 0.020840, iou_loss = 0.312730, total_loss = 0.333570 \n"," total_bbox = 58776, rewritten_bbox = 0.013611 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.877939), count: 5, class_loss = 0.293934, iou_loss = 0.517697, total_loss = 0.811631 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.828212), count: 1, class_loss = 0.001628, iou_loss = 0.597797, total_loss = 0.599425 \n"," total_bbox = 58782, rewritten_bbox = 0.013610 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.838938), count: 8, class_loss = 0.039665, iou_loss = 0.869792, total_loss = 0.909456 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000003, iou_loss = 0.000000, total_loss = 0.000003 \n"," total_bbox = 58790, rewritten_bbox = 0.013608 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.798191), count: 5, class_loss = 0.342022, iou_loss = 0.225843, total_loss = 0.567866 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000000, iou_loss = 0.000000, total_loss = 0.000000 \n"," total_bbox = 58795, rewritten_bbox = 0.013607 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.781480), count: 4, class_loss = 0.604306, iou_loss = 0.185236, total_loss = 0.789542 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000048, iou_loss = 0.000000, total_loss = 0.000048 \n"," total_bbox = 58799, rewritten_bbox = 0.013606 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.774707), count: 4, class_loss = 0.063906, iou_loss = 0.146372, total_loss = 0.210279 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000000, iou_loss = 0.000000, total_loss = 0.000000 \n"," total_bbox = 58803, rewritten_bbox = 0.013605 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.907417), count: 4, class_loss = 0.034126, iou_loss = 0.536757, total_loss = 0.570883 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000000, iou_loss = 0.000000, total_loss = 0.000000 \n"," total_bbox = 58807, rewritten_bbox = 0.013604 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.854827), count: 6, class_loss = 0.040324, iou_loss = 1.895636, total_loss = 1.935960 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.791697), count: 1, class_loss = 0.026044, iou_loss = 0.254906, total_loss = 0.280950 \n"," total_bbox = 58814, rewritten_bbox = 0.013602 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.884672), count: 5, class_loss = 0.181560, iou_loss = 0.419688, total_loss = 0.601248 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.865779), count: 1, class_loss = 0.001606, iou_loss = 0.653329, total_loss = 0.654936 \n"," total_bbox = 58820, rewritten_bbox = 0.013601 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.814745), count: 4, class_loss = 0.003407, iou_loss = 0.192163, total_loss = 0.195570 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000002, iou_loss = 0.000000, total_loss = 0.000002 \n"," total_bbox = 58824, rewritten_bbox = 0.013600 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.847059), count: 4, class_loss = 0.001175, iou_loss = 0.454473, total_loss = 0.455648 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000005, iou_loss = 0.000000, total_loss = 0.000005 \n"," total_bbox = 58828, rewritten_bbox = 0.013599 % \n","\n"," (next mAP calculation at 2800 iterations) \n","\n"," Tensor Cores are disabled until the first 3000 iterations are reached.\n"," Last accuracy mAP@0.50 = 95.77 %, best = 99.13 % \u001b]2;2766/10000: loss=0.1 map=0.96 best=0.99 hours left=14.6\u0007\n"," 2766: 0.106627, 0.109333 avg loss, 0.002610 rate, 1.039309 seconds, 177024 images, 14.619112 hours left\n","Loaded: 6.342965 seconds - performance bottleneck on CPU or Disk HDD/SSD\n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.837817), count: 4, class_loss = 0.416972, iou_loss = 0.255102, total_loss = 0.672074 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000000, iou_loss = 0.000000, total_loss = 0.000000 \n"," total_bbox = 58832, rewritten_bbox = 0.013598 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.819032), count: 4, class_loss = 0.161928, iou_loss = 0.133042, total_loss = 0.294970 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000005, iou_loss = 0.000000, total_loss = 0.000005 \n"," total_bbox = 58836, rewritten_bbox = 0.013597 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.817796), count: 5, class_loss = 0.090688, iou_loss = 0.191051, total_loss = 0.281739 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000021, iou_loss = 0.000000, total_loss = 0.000021 \n"," total_bbox = 58841, rewritten_bbox = 0.013596 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.767396), count: 4, class_loss = 0.145499, iou_loss = 0.273732, total_loss = 0.419230 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000000, iou_loss = 0.000000, total_loss = 0.000000 \n"," total_bbox = 58845, rewritten_bbox = 0.013595 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.853947), count: 4, class_loss = 0.171821, iou_loss = 0.193477, total_loss = 0.365298 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000000, iou_loss = 0.000000, total_loss = 0.000000 \n"," total_bbox = 58849, rewritten_bbox = 0.013594 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.768121), count: 5, class_loss = 0.297238, iou_loss = 0.600555, total_loss = 0.897794 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.768494), count: 1, class_loss = 0.142705, iou_loss = 1.283189, total_loss = 1.425894 \n"," total_bbox = 58855, rewritten_bbox = 0.013593 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.888865), count: 4, class_loss = 0.035561, iou_loss = 0.372247, total_loss = 0.407808 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.765354), count: 1, class_loss = 0.191011, iou_loss = 0.404308, total_loss = 0.595319 \n"," total_bbox = 58860, rewritten_bbox = 0.013592 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.777938), count: 5, class_loss = 0.070829, iou_loss = 0.481286, total_loss = 0.552115 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000576, iou_loss = 0.000000, total_loss = 0.000576 \n"," total_bbox = 58865, rewritten_bbox = 0.013590 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.841026), count: 5, class_loss = 0.200033, iou_loss = 0.399543, total_loss = 0.599576 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000068, iou_loss = 0.000000, total_loss = 0.000068 \n"," total_bbox = 58870, rewritten_bbox = 0.013589 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.845019), count: 5, class_loss = 0.080591, iou_loss = 0.576301, total_loss = 0.656891 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000105, iou_loss = 0.000000, total_loss = 0.000105 \n"," total_bbox = 58875, rewritten_bbox = 0.013588 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.777627), count: 3, class_loss = 0.140295, iou_loss = 0.120350, total_loss = 0.260645 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.759354), count: 2, class_loss = 0.246788, iou_loss = 1.881655, total_loss = 2.128444 \n"," total_bbox = 58880, rewritten_bbox = 0.013587 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.822572), count: 4, class_loss = 0.099788, iou_loss = 0.307123, total_loss = 0.406911 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000001, iou_loss = 0.000000, total_loss = 0.000001 \n"," total_bbox = 58884, rewritten_bbox = 0.013586 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.826940), count: 3, class_loss = 0.101865, iou_loss = 0.165329, total_loss = 0.267194 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.774560), count: 2, class_loss = 0.198784, iou_loss = 3.280759, total_loss = 3.479543 \n"," total_bbox = 58889, rewritten_bbox = 0.013585 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.813871), count: 6, class_loss = 0.001400, iou_loss = 0.358665, total_loss = 0.360065 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000000, iou_loss = 0.000000, total_loss = 0.000000 \n"," total_bbox = 58895, rewritten_bbox = 0.013583 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.838836), count: 4, class_loss = 0.076924, iou_loss = 0.142673, total_loss = 0.219597 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000000, iou_loss = 0.000000, total_loss = 0.000000 \n"," total_bbox = 58899, rewritten_bbox = 0.013583 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.846127), count: 4, class_loss = 0.004236, iou_loss = 0.322351, total_loss = 0.326587 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000000, iou_loss = 0.000000, total_loss = 0.000000 \n"," total_bbox = 58903, rewritten_bbox = 0.013582 % \n","\n"," (next mAP calculation at 2800 iterations) \n","\n"," Tensor Cores are disabled until the first 3000 iterations are reached.\n"," Last accuracy mAP@0.50 = 95.77 %, best = 99.13 % \u001b]2;2767/10000: loss=0.1 map=0.96 best=0.99 hours left=14.6\u0007\n"," 2767: 0.091939, 0.107593 avg loss, 0.002610 rate, 1.001512 seconds, 177088 images, 14.623666 hours left\n","Loaded: 5.275328 seconds - performance bottleneck on CPU or Disk HDD/SSD\n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.871613), count: 5, class_loss = 0.343331, iou_loss = 0.220813, total_loss = 0.564143 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000000, iou_loss = 0.000000, total_loss = 0.000000 \n"," total_bbox = 58908, rewritten_bbox = 0.013580 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.720225), count: 5, class_loss = 0.405793, iou_loss = 0.228133, total_loss = 0.633926 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.406437, iou_loss = 0.000000, total_loss = 0.406437 \n"," total_bbox = 58913, rewritten_bbox = 0.013579 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.784476), count: 4, class_loss = 0.359418, iou_loss = 0.090512, total_loss = 0.449930 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.693819), count: 1, class_loss = 0.018087, iou_loss = 0.419658, total_loss = 0.437745 \n"," total_bbox = 58918, rewritten_bbox = 0.013578 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.820312), count: 6, class_loss = 0.444776, iou_loss = 0.474297, total_loss = 0.919073 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000000, iou_loss = 0.000000, total_loss = 0.000000 \n"," total_bbox = 58924, rewritten_bbox = 0.013577 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.837145), count: 4, class_loss = 0.057686, iou_loss = 0.330388, total_loss = 0.388073 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.681739), count: 2, class_loss = 0.225197, iou_loss = 0.675764, total_loss = 0.900961 \n"," total_bbox = 58930, rewritten_bbox = 0.013575 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.831658), count: 4, class_loss = 0.000656, iou_loss = 0.273740, total_loss = 0.274396 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000183, iou_loss = 0.000000, total_loss = 0.000183 \n"," total_bbox = 58934, rewritten_bbox = 0.013575 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.756829), count: 4, class_loss = 0.019447, iou_loss = 0.389142, total_loss = 0.408589 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000000, iou_loss = 0.000000, total_loss = 0.000000 \n"," total_bbox = 58938, rewritten_bbox = 0.013574 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.846597), count: 4, class_loss = 0.247491, iou_loss = 0.273692, total_loss = 0.521183 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.420046), count: 2, class_loss = 0.998583, iou_loss = 4.150606, total_loss = 5.149189 \n"," total_bbox = 58944, rewritten_bbox = 0.013572 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.788176), count: 4, class_loss = 0.197011, iou_loss = 0.130447, total_loss = 0.327458 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000014, iou_loss = 0.000000, total_loss = 0.000014 \n"," total_bbox = 58948, rewritten_bbox = 0.013571 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.802367), count: 6, class_loss = 0.194050, iou_loss = 0.632099, total_loss = 0.826149 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000004, iou_loss = 0.000000, total_loss = 0.000004 \n"," total_bbox = 58954, rewritten_bbox = 0.013570 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.849162), count: 5, class_loss = 0.589223, iou_loss = 0.201990, total_loss = 0.791213 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000000, iou_loss = 0.000000, total_loss = 0.000000 \n"," total_bbox = 58959, rewritten_bbox = 0.013569 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.876667), count: 5, class_loss = 0.007514, iou_loss = 0.630393, total_loss = 0.637907 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000001, iou_loss = 0.000000, total_loss = 0.000001 \n"," total_bbox = 58964, rewritten_bbox = 0.013568 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.767407), count: 4, class_loss = 0.056621, iou_loss = 0.238010, total_loss = 0.294631 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000002, iou_loss = 0.000000, total_loss = 0.000002 \n"," total_bbox = 58968, rewritten_bbox = 0.013567 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.793283), count: 5, class_loss = 0.536341, iou_loss = 0.140866, total_loss = 0.677207 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000000, iou_loss = 0.000000, total_loss = 0.000000 \n"," total_bbox = 58973, rewritten_bbox = 0.013566 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.852126), count: 5, class_loss = 0.000760, iou_loss = 0.273028, total_loss = 0.273788 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000000, iou_loss = 0.000000, total_loss = 0.000000 \n"," total_bbox = 58978, rewritten_bbox = 0.013564 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.759067), count: 5, class_loss = 0.109222, iou_loss = 0.239927, total_loss = 0.349149 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000005, iou_loss = 0.000000, total_loss = 0.000005 \n"," total_bbox = 58983, rewritten_bbox = 0.013563 % \n","\n"," (next mAP calculation at 2800 iterations) \n","\n"," Tensor Cores are disabled until the first 3000 iterations are reached.\n"," Last accuracy mAP@0.50 = 95.77 %, best = 99.13 % \u001b]2;2768/10000: loss=0.2 map=0.96 best=0.99 hours left=14.6\u0007\n"," 2768: 0.165381, 0.113372 avg loss, 0.002610 rate, 1.049442 seconds, 177152 images, 14.624992 hours left\n","Loaded: 6.392646 seconds - performance bottleneck on CPU or Disk HDD/SSD\n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.843483), count: 4, class_loss = 0.008381, iou_loss = 0.269528, total_loss = 0.277909 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.608764), count: 2, class_loss = 0.207979, iou_loss = 0.466604, total_loss = 0.674583 \n"," total_bbox = 58989, rewritten_bbox = 0.013562 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.894261), count: 5, class_loss = 0.022294, iou_loss = 0.277096, total_loss = 0.299390 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000001, iou_loss = 0.000000, total_loss = 0.000001 \n"," total_bbox = 58994, rewritten_bbox = 0.013561 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.872556), count: 4, class_loss = 0.041450, iou_loss = 0.262971, total_loss = 0.304421 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000000, iou_loss = 0.000000, total_loss = 0.000000 \n"," total_bbox = 58998, rewritten_bbox = 0.013560 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.835964), count: 4, class_loss = 0.000835, iou_loss = 0.334332, total_loss = 0.335167 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.714692), count: 1, class_loss = 0.000054, iou_loss = 0.227223, total_loss = 0.227276 \n"," total_bbox = 59003, rewritten_bbox = 0.013559 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.892409), count: 5, class_loss = 0.000632, iou_loss = 0.551029, total_loss = 0.551661 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.699285), count: 1, class_loss = 0.002651, iou_loss = 0.426329, total_loss = 0.428980 \n"," total_bbox = 59009, rewritten_bbox = 0.013557 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.797286), count: 4, class_loss = 0.106033, iou_loss = 0.391061, total_loss = 0.497094 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000000, iou_loss = 0.000000, total_loss = 0.000000 \n"," total_bbox = 59013, rewritten_bbox = 0.013556 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.811072), count: 5, class_loss = 0.275839, iou_loss = 0.174701, total_loss = 0.450540 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000003, iou_loss = 0.000000, total_loss = 0.000003 \n"," total_bbox = 59018, rewritten_bbox = 0.013555 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.869732), count: 4, class_loss = 0.038346, iou_loss = 0.142538, total_loss = 0.180884 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000058, iou_loss = 0.000000, total_loss = 0.000058 \n"," total_bbox = 59022, rewritten_bbox = 0.013554 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.794325), count: 5, class_loss = 1.374549, iou_loss = 0.297186, total_loss = 1.671736 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000002, iou_loss = 0.000000, total_loss = 0.000002 \n"," total_bbox = 59027, rewritten_bbox = 0.013553 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.806612), count: 4, class_loss = 0.366607, iou_loss = 0.112471, total_loss = 0.479078 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000017, iou_loss = 0.000000, total_loss = 0.000017 \n"," total_bbox = 59031, rewritten_bbox = 0.013552 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.847125), count: 4, class_loss = 0.014219, iou_loss = 0.146203, total_loss = 0.160422 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000000, iou_loss = 0.000000, total_loss = 0.000000 \n"," total_bbox = 59035, rewritten_bbox = 0.013551 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.840347), count: 4, class_loss = 0.000784, iou_loss = 0.359142, total_loss = 0.359926 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000000, iou_loss = 0.000000, total_loss = 0.000000 \n"," total_bbox = 59039, rewritten_bbox = 0.013550 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.843120), count: 4, class_loss = 0.291251, iou_loss = 0.326067, total_loss = 0.617318 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000004, iou_loss = 0.000000, total_loss = 0.000004 \n"," total_bbox = 59043, rewritten_bbox = 0.013549 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.801030), count: 4, class_loss = 0.302728, iou_loss = 0.207803, total_loss = 0.510531 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000000, iou_loss = 0.000000, total_loss = 0.000000 \n"," total_bbox = 59047, rewritten_bbox = 0.013549 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.831086), count: 6, class_loss = 0.317183, iou_loss = 0.677358, total_loss = 0.994540 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.603042), count: 1, class_loss = 0.275759, iou_loss = 0.317493, total_loss = 0.593252 \n"," total_bbox = 59054, rewritten_bbox = 0.013547 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.897711), count: 4, class_loss = 0.199760, iou_loss = 0.149789, total_loss = 0.349549 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000000, iou_loss = 0.000000, total_loss = 0.000000 \n"," total_bbox = 59058, rewritten_bbox = 0.013546 % \n","\n"," (next mAP calculation at 2800 iterations) \n","\n"," Tensor Cores are disabled until the first 3000 iterations are reached.\n"," Last accuracy mAP@0.50 = 95.77 %, best = 99.13 % \u001b]2;2769/10000: loss=0.1 map=0.96 best=0.99 hours left=14.6\u0007\n"," 2769: 0.122363, 0.114271 avg loss, 0.002610 rate, 0.989387 seconds, 177216 images, 14.605800 hours left\n","Loaded: 6.408187 seconds - performance bottleneck on CPU or Disk HDD/SSD\n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.830289), count: 5, class_loss = 0.005298, iou_loss = 0.258212, total_loss = 0.263510 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000041, iou_loss = 0.000000, total_loss = 0.000041 \n"," total_bbox = 59063, rewritten_bbox = 0.013545 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.844281), count: 5, class_loss = 0.166644, iou_loss = 0.299542, total_loss = 0.466186 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.007328, iou_loss = 0.000000, total_loss = 0.007328 \n"," total_bbox = 59068, rewritten_bbox = 0.013544 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.852344), count: 5, class_loss = 0.082639, iou_loss = 0.835857, total_loss = 0.918496 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.794240), count: 1, class_loss = 0.000451, iou_loss = 0.470542, total_loss = 0.470993 \n"," total_bbox = 59074, rewritten_bbox = 0.013542 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.834562), count: 4, class_loss = 0.000050, iou_loss = 0.379381, total_loss = 0.379430 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000002, iou_loss = 0.000000, total_loss = 0.000002 \n"," total_bbox = 59078, rewritten_bbox = 0.013541 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.830342), count: 4, class_loss = 0.305927, iou_loss = 0.139552, total_loss = 0.445479 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000003, iou_loss = 0.000000, total_loss = 0.000003 \n"," total_bbox = 59082, rewritten_bbox = 0.013541 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.903547), count: 4, class_loss = 0.260013, iou_loss = 0.346085, total_loss = 0.606098 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000000, iou_loss = 0.000000, total_loss = 0.000000 \n"," total_bbox = 59086, rewritten_bbox = 0.013540 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.813710), count: 6, class_loss = 0.197376, iou_loss = 0.628168, total_loss = 0.825544 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.026642, iou_loss = 0.000000, total_loss = 0.026642 \n"," total_bbox = 59092, rewritten_bbox = 0.013538 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.810838), count: 5, class_loss = 0.054278, iou_loss = 0.269940, total_loss = 0.324218 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.599103), count: 1, class_loss = 0.198731, iou_loss = 0.992534, total_loss = 1.191264 \n"," total_bbox = 59098, rewritten_bbox = 0.013537 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.784918), count: 5, class_loss = 0.239993, iou_loss = 0.616221, total_loss = 0.856214 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000001, iou_loss = 0.000000, total_loss = 0.000001 \n"," total_bbox = 59103, rewritten_bbox = 0.013536 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.817506), count: 5, class_loss = 0.136923, iou_loss = 0.216313, total_loss = 0.353236 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000000, iou_loss = 0.000000, total_loss = 0.000000 \n"," total_bbox = 59108, rewritten_bbox = 0.013535 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.861030), count: 4, class_loss = 0.004903, iou_loss = 0.216247, total_loss = 0.221150 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000000, iou_loss = 0.000000, total_loss = 0.000000 \n"," total_bbox = 59112, rewritten_bbox = 0.013534 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.823412), count: 4, class_loss = 0.271693, iou_loss = 0.167933, total_loss = 0.439626 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000003, iou_loss = 0.000000, total_loss = 0.000003 \n"," total_bbox = 59116, rewritten_bbox = 0.013533 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.811306), count: 4, class_loss = 0.204473, iou_loss = 0.114981, total_loss = 0.319454 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000006, iou_loss = 0.000000, total_loss = 0.000006 \n"," total_bbox = 59120, rewritten_bbox = 0.013532 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.813322), count: 6, class_loss = 0.332425, iou_loss = 0.400886, total_loss = 0.733311 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000001, iou_loss = 0.000000, total_loss = 0.000001 \n"," total_bbox = 59126, rewritten_bbox = 0.013530 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.821585), count: 4, class_loss = 0.011110, iou_loss = 0.265217, total_loss = 0.276327 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.014193, iou_loss = 0.000000, total_loss = 0.014193 \n"," total_bbox = 59130, rewritten_bbox = 0.013530 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.797645), count: 6, class_loss = 0.197436, iou_loss = 0.504834, total_loss = 0.702270 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.590741), count: 1, class_loss = 0.000594, iou_loss = 0.159793, total_loss = 0.160387 \n"," total_bbox = 59137, rewritten_bbox = 0.013528 % \n","\n"," (next mAP calculation at 2800 iterations) \n","\n"," Tensor Cores are disabled until the first 3000 iterations are reached.\n"," Last accuracy mAP@0.50 = 95.77 %, best = 99.13 % \u001b]2;2770/10000: loss=0.1 map=0.96 best=0.99 hours left=14.6\u0007\n"," 2770: 0.087033, 0.111547 avg loss, 0.002610 rate, 1.000604 seconds, 177280 images, 14.608019 hours left\n","Loaded: 5.929099 seconds - performance bottleneck on CPU or Disk HDD/SSD\n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.886292), count: 5, class_loss = 0.031569, iou_loss = 0.380058, total_loss = 0.411627 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000033, iou_loss = 0.000000, total_loss = 0.000033 \n"," total_bbox = 59142, rewritten_bbox = 0.013527 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.849145), count: 4, class_loss = 0.295265, iou_loss = 0.320212, total_loss = 0.615477 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.969625), count: 1, class_loss = 0.000428, iou_loss = 1.246126, total_loss = 1.246554 \n"," total_bbox = 59147, rewritten_bbox = 0.013526 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.836199), count: 5, class_loss = 0.049743, iou_loss = 0.321358, total_loss = 0.371102 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000005, iou_loss = 0.000000, total_loss = 0.000005 \n"," total_bbox = 59152, rewritten_bbox = 0.013524 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.805481), count: 4, class_loss = 0.016777, iou_loss = 0.182409, total_loss = 0.199186 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000001, iou_loss = 0.000000, total_loss = 0.000001 \n"," total_bbox = 59156, rewritten_bbox = 0.013524 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.899321), count: 3, class_loss = 0.371091, iou_loss = 0.148007, total_loss = 0.519098 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.676439), count: 1, class_loss = 0.204207, iou_loss = 0.311877, total_loss = 0.516084 \n"," total_bbox = 59160, rewritten_bbox = 0.013523 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.887719), count: 5, class_loss = 0.049431, iou_loss = 0.350451, total_loss = 0.399882 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000466, iou_loss = 0.000000, total_loss = 0.000466 \n"," total_bbox = 59165, rewritten_bbox = 0.013522 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.784555), count: 4, class_loss = 0.114501, iou_loss = 0.235247, total_loss = 0.349748 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000002, iou_loss = 0.000000, total_loss = 0.000002 \n"," total_bbox = 59169, rewritten_bbox = 0.013521 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.844846), count: 4, class_loss = 0.218711, iou_loss = 0.234561, total_loss = 0.453272 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.737266), count: 1, class_loss = 0.000251, iou_loss = 0.473859, total_loss = 0.474109 \n"," total_bbox = 59174, rewritten_bbox = 0.013519 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.836977), count: 4, class_loss = 0.239256, iou_loss = 0.320521, total_loss = 0.559777 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.810507), count: 1, class_loss = 0.086511, iou_loss = 1.108426, total_loss = 1.194937 \n"," total_bbox = 59179, rewritten_bbox = 0.013518 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.798197), count: 4, class_loss = 0.352990, iou_loss = 0.290517, total_loss = 0.643507 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.077390, iou_loss = 0.000000, total_loss = 0.077390 \n"," total_bbox = 59183, rewritten_bbox = 0.013517 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.819443), count: 5, class_loss = 0.181421, iou_loss = 0.468683, total_loss = 0.650104 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000000, iou_loss = 0.000000, total_loss = 0.000000 \n"," total_bbox = 59188, rewritten_bbox = 0.013516 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.834540), count: 4, class_loss = 0.004941, iou_loss = 0.198092, total_loss = 0.203033 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000225, iou_loss = 0.000000, total_loss = 0.000225 \n"," total_bbox = 59192, rewritten_bbox = 0.013515 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.829055), count: 5, class_loss = 0.045097, iou_loss = 0.405308, total_loss = 0.450405 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000098, iou_loss = 0.000000, total_loss = 0.000098 \n"," total_bbox = 59197, rewritten_bbox = 0.013514 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.825828), count: 5, class_loss = 0.007462, iou_loss = 0.396341, total_loss = 0.403802 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000181, iou_loss = 0.000000, total_loss = 0.000181 \n"," total_bbox = 59202, rewritten_bbox = 0.013513 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.747600), count: 4, class_loss = 0.184743, iou_loss = 0.230132, total_loss = 0.414875 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000000, iou_loss = 0.000000, total_loss = 0.000000 \n"," total_bbox = 59206, rewritten_bbox = 0.013512 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.800842), count: 4, class_loss = 0.147828, iou_loss = 0.138045, total_loss = 0.285873 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000209, iou_loss = 0.000000, total_loss = 0.000209 \n"," total_bbox = 59210, rewritten_bbox = 0.013511 % \n","\n"," (next mAP calculation at 2800 iterations) \n","\n"," Tensor Cores are disabled until the first 3000 iterations are reached.\n"," Last accuracy mAP@0.50 = 95.77 %, best = 99.13 % \u001b]2;2771/10000: loss=0.1 map=0.96 best=0.99 hours left=14.6\u0007\n"," 2771: 0.085701, 0.108963 avg loss, 0.002610 rate, 1.066599 seconds, 177344 images, 14.610732 hours left\n","Loaded: 5.501853 seconds - performance bottleneck on CPU or Disk HDD/SSD\n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.854421), count: 5, class_loss = 0.062104, iou_loss = 0.256445, total_loss = 0.318549 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000000, iou_loss = 0.000000, total_loss = 0.000000 \n"," total_bbox = 59215, rewritten_bbox = 0.013510 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.803500), count: 5, class_loss = 0.672311, iou_loss = 0.256781, total_loss = 0.929092 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000034, iou_loss = 0.000000, total_loss = 0.000034 \n"," total_bbox = 59220, rewritten_bbox = 0.013509 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.881670), count: 4, class_loss = 0.227584, iou_loss = 0.173045, total_loss = 0.400629 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.629949), count: 1, class_loss = 0.242390, iou_loss = 0.242182, total_loss = 0.484572 \n"," total_bbox = 59225, rewritten_bbox = 0.013508 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.862807), count: 4, class_loss = 0.208343, iou_loss = 0.171121, total_loss = 0.379464 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000000, iou_loss = 0.000000, total_loss = 0.000000 \n"," total_bbox = 59229, rewritten_bbox = 0.013507 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.797111), count: 4, class_loss = 0.182789, iou_loss = 0.181873, total_loss = 0.364662 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000000, iou_loss = 0.000000, total_loss = 0.000000 \n"," total_bbox = 59233, rewritten_bbox = 0.013506 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.851218), count: 5, class_loss = 0.054984, iou_loss = 0.499736, total_loss = 0.554720 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000066, iou_loss = 0.000000, total_loss = 0.000066 \n"," total_bbox = 59238, rewritten_bbox = 0.013505 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.879071), count: 4, class_loss = 0.025817, iou_loss = 0.175731, total_loss = 0.201549 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000001, iou_loss = 0.000000, total_loss = 0.000001 \n"," total_bbox = 59242, rewritten_bbox = 0.013504 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.807405), count: 5, class_loss = 0.357776, iou_loss = 0.200263, total_loss = 0.558039 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.793205), count: 1, class_loss = 0.088475, iou_loss = 0.445951, total_loss = 0.534425 \n"," total_bbox = 59248, rewritten_bbox = 0.013503 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.773190), count: 4, class_loss = 0.155545, iou_loss = 0.357499, total_loss = 0.513044 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000000, iou_loss = 0.000000, total_loss = 0.000000 \n"," total_bbox = 59251, rewritten_bbox = 0.013502 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.820698), count: 4, class_loss = 0.264818, iou_loss = 0.263591, total_loss = 0.528409 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000000, iou_loss = 0.000000, total_loss = 0.000000 \n"," total_bbox = 59255, rewritten_bbox = 0.013501 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.820307), count: 5, class_loss = 0.002185, iou_loss = 0.303477, total_loss = 0.305663 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000002, iou_loss = 0.000000, total_loss = 0.000002 \n"," total_bbox = 59260, rewritten_bbox = 0.013500 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.847832), count: 5, class_loss = 0.000671, iou_loss = 0.208963, total_loss = 0.209634 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000004, iou_loss = 0.000000, total_loss = 0.000004 \n"," total_bbox = 59265, rewritten_bbox = 0.013499 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.828725), count: 6, class_loss = 0.229065, iou_loss = 0.552310, total_loss = 0.781374 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000171, iou_loss = 0.000000, total_loss = 0.000171 \n"," total_bbox = 59271, rewritten_bbox = 0.013497 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.689849), count: 6, class_loss = 0.824455, iou_loss = 0.405171, total_loss = 1.229626 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000137, iou_loss = 0.000000, total_loss = 0.000137 \n"," total_bbox = 59277, rewritten_bbox = 0.013496 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.766062), count: 4, class_loss = 0.087187, iou_loss = 0.480492, total_loss = 0.567679 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000093, iou_loss = 0.000000, total_loss = 0.000093 \n"," total_bbox = 59281, rewritten_bbox = 0.013495 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.781265), count: 5, class_loss = 0.221533, iou_loss = 0.371013, total_loss = 0.592546 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.855458), count: 1, class_loss = 0.189262, iou_loss = 0.537212, total_loss = 0.726473 \n"," total_bbox = 59287, rewritten_bbox = 0.013494 % \n","\n"," (next mAP calculation at 2800 iterations) \n","\n"," Tensor Cores are disabled until the first 3000 iterations are reached.\n"," Last accuracy mAP@0.50 = 95.77 %, best = 99.13 % \u001b]2;2772/10000: loss=0.1 map=0.96 best=0.99 hours left=14.6\u0007\n"," 2772: 0.130056, 0.111072 avg loss, 0.002610 rate, 1.009164 seconds, 177408 images, 14.605103 hours left\n","Loaded: 6.425796 seconds - performance bottleneck on CPU or Disk HDD/SSD\n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.849055), count: 5, class_loss = 0.316249, iou_loss = 0.303165, total_loss = 0.619414 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000000, iou_loss = 0.000000, total_loss = 0.000000 \n"," total_bbox = 59292, rewritten_bbox = 0.013493 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.780974), count: 5, class_loss = 1.037646, iou_loss = 0.239171, total_loss = 1.276816 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.359402), count: 1, class_loss = 0.561365, iou_loss = 0.725799, total_loss = 1.287164 \n"," total_bbox = 59298, rewritten_bbox = 0.013491 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.763995), count: 5, class_loss = 0.222453, iou_loss = 0.352519, total_loss = 0.574973 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.700302), count: 1, class_loss = 0.000976, iou_loss = 0.298536, total_loss = 0.299511 \n"," total_bbox = 59304, rewritten_bbox = 0.013490 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.859398), count: 4, class_loss = 0.266564, iou_loss = 0.139308, total_loss = 0.405872 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000003, iou_loss = 0.000000, total_loss = 0.000003 \n"," total_bbox = 59308, rewritten_bbox = 0.013489 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.801338), count: 4, class_loss = 0.382416, iou_loss = 0.207326, total_loss = 0.589742 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000000, iou_loss = 0.000000, total_loss = 0.000000 \n"," total_bbox = 59312, rewritten_bbox = 0.013488 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.887836), count: 5, class_loss = 0.003024, iou_loss = 0.355602, total_loss = 0.358626 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000186, iou_loss = 0.000000, total_loss = 0.000186 \n"," total_bbox = 59317, rewritten_bbox = 0.013487 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.889334), count: 5, class_loss = 0.006484, iou_loss = 0.471402, total_loss = 0.477886 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000055, iou_loss = 0.000000, total_loss = 0.000055 \n"," total_bbox = 59322, rewritten_bbox = 0.013486 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.777289), count: 4, class_loss = 0.000789, iou_loss = 0.320934, total_loss = 0.321723 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000000, iou_loss = 0.000000, total_loss = 0.000000 \n"," total_bbox = 59326, rewritten_bbox = 0.013485 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.782733), count: 6, class_loss = 0.348435, iou_loss = 0.645613, total_loss = 0.994048 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.789771), count: 3, class_loss = 0.269055, iou_loss = 2.095323, total_loss = 2.364377 \n"," total_bbox = 59335, rewritten_bbox = 0.013483 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.835945), count: 4, class_loss = 0.317446, iou_loss = 0.197098, total_loss = 0.514545 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000001, iou_loss = 0.000000, total_loss = 0.000001 \n"," total_bbox = 59339, rewritten_bbox = 0.013482 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.853704), count: 5, class_loss = 0.011697, iou_loss = 0.452045, total_loss = 0.463742 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.857994), count: 1, class_loss = 0.002362, iou_loss = 0.550591, total_loss = 0.552953 \n"," total_bbox = 59345, rewritten_bbox = 0.013480 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.874363), count: 5, class_loss = 0.286675, iou_loss = 0.444831, total_loss = 0.731507 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000001, iou_loss = 0.000000, total_loss = 0.000001 \n"," total_bbox = 59350, rewritten_bbox = 0.013479 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.842861), count: 5, class_loss = 0.169995, iou_loss = 0.454786, total_loss = 0.624781 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000001, iou_loss = 0.000000, total_loss = 0.000001 \n"," total_bbox = 59355, rewritten_bbox = 0.013478 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.886423), count: 4, class_loss = 0.036625, iou_loss = 0.328467, total_loss = 0.365091 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000000, iou_loss = 0.000000, total_loss = 0.000000 \n"," total_bbox = 59359, rewritten_bbox = 0.013477 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.785430), count: 4, class_loss = 0.143746, iou_loss = 0.210222, total_loss = 0.353969 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000000, iou_loss = 0.000000, total_loss = 0.000000 \n"," total_bbox = 59363, rewritten_bbox = 0.013476 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.806884), count: 4, class_loss = 0.004188, iou_loss = 0.382979, total_loss = 0.387167 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000001, iou_loss = 0.000000, total_loss = 0.000001 \n"," total_bbox = 59367, rewritten_bbox = 0.013476 % \n","\n"," (next mAP calculation at 2800 iterations) \n","\n"," Tensor Cores are disabled until the first 3000 iterations are reached.\n"," Last accuracy mAP@0.50 = 95.77 %, best = 99.13 % \u001b]2;2773/10000: loss=0.1 map=0.96 best=0.99 hours left=14.6\u0007\n"," 2773: 0.139334, 0.113898 avg loss, 0.002610 rate, 0.950947 seconds, 177472 images, 14.589779 hours left\n","Loaded: 6.480912 seconds - performance bottleneck on CPU or Disk HDD/SSD\n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.789525), count: 4, class_loss = 0.000013, iou_loss = 0.245188, total_loss = 0.245201 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000006, iou_loss = 0.000000, total_loss = 0.000006 \n"," total_bbox = 59371, rewritten_bbox = 0.013475 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.818376), count: 5, class_loss = 0.027301, iou_loss = 0.361286, total_loss = 0.388587 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.712117), count: 1, class_loss = 0.207187, iou_loss = 0.389307, total_loss = 0.596494 \n"," total_bbox = 59377, rewritten_bbox = 0.013473 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.701687), count: 5, class_loss = 0.281558, iou_loss = 0.294709, total_loss = 0.576267 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.002426, iou_loss = 0.000000, total_loss = 0.002426 \n"," total_bbox = 59382, rewritten_bbox = 0.013472 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.883395), count: 4, class_loss = 0.479841, iou_loss = 0.228955, total_loss = 0.708796 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000000, iou_loss = 0.000000, total_loss = 0.000000 \n"," total_bbox = 59386, rewritten_bbox = 0.013471 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.788751), count: 4, class_loss = 0.404531, iou_loss = 0.160887, total_loss = 0.565418 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.702094), count: 1, class_loss = 0.076546, iou_loss = 0.324825, total_loss = 0.401371 \n"," total_bbox = 59391, rewritten_bbox = 0.013470 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.863405), count: 5, class_loss = 0.016013, iou_loss = 0.462040, total_loss = 0.478053 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000000, iou_loss = 0.000000, total_loss = 0.000000 \n"," total_bbox = 59396, rewritten_bbox = 0.013469 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.855099), count: 5, class_loss = 0.000975, iou_loss = 0.598266, total_loss = 0.599240 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.711185), count: 1, class_loss = 0.008127, iou_loss = 0.440780, total_loss = 0.448907 \n"," total_bbox = 59402, rewritten_bbox = 0.013468 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.845104), count: 5, class_loss = 0.284983, iou_loss = 0.399874, total_loss = 0.684857 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000012, iou_loss = 0.000000, total_loss = 0.000012 \n"," total_bbox = 59407, rewritten_bbox = 0.013466 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.831042), count: 4, class_loss = 0.046569, iou_loss = 0.151093, total_loss = 0.197662 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000000, iou_loss = 0.000000, total_loss = 0.000000 \n"," total_bbox = 59411, rewritten_bbox = 0.013466 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.782144), count: 5, class_loss = 0.499095, iou_loss = 0.460660, total_loss = 0.959754 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.869919), count: 1, class_loss = 0.038916, iou_loss = 0.936409, total_loss = 0.975325 \n"," total_bbox = 59417, rewritten_bbox = 0.013464 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.873871), count: 4, class_loss = 0.154493, iou_loss = 0.419858, total_loss = 0.574352 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000005, iou_loss = 0.000000, total_loss = 0.000005 \n"," total_bbox = 59421, rewritten_bbox = 0.013463 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.784539), count: 4, class_loss = 0.000566, iou_loss = 0.154300, total_loss = 0.154866 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000004, iou_loss = 0.000000, total_loss = 0.000004 \n"," total_bbox = 59425, rewritten_bbox = 0.013462 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.751430), count: 4, class_loss = 0.293423, iou_loss = 0.302025, total_loss = 0.595448 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000023, iou_loss = 0.000000, total_loss = 0.000023 \n"," total_bbox = 59429, rewritten_bbox = 0.013461 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.813419), count: 4, class_loss = 0.229106, iou_loss = 0.117271, total_loss = 0.346377 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000000, iou_loss = 0.000000, total_loss = 0.000000 \n"," total_bbox = 59433, rewritten_bbox = 0.013461 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.870624), count: 4, class_loss = 0.248615, iou_loss = 0.225172, total_loss = 0.473787 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.876846), count: 2, class_loss = 0.002234, iou_loss = 1.534668, total_loss = 1.536902 \n"," total_bbox = 59439, rewritten_bbox = 0.013459 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.794977), count: 5, class_loss = 0.007178, iou_loss = 0.183897, total_loss = 0.191075 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.539761), count: 1, class_loss = 0.143960, iou_loss = 1.144630, total_loss = 1.288589 \n"," total_bbox = 59445, rewritten_bbox = 0.013458 % \n","\n"," (next mAP calculation at 2800 iterations) \n","\n"," Tensor Cores are disabled until the first 3000 iterations are reached.\n"," Last accuracy mAP@0.50 = 95.77 %, best = 99.13 % \u001b]2;2774/10000: loss=0.1 map=0.96 best=0.99 hours left=14.6\u0007\n"," 2774: 0.110412, 0.113550 avg loss, 0.002610 rate, 0.955283 seconds, 177536 images, 14.591969 hours left\n","Loaded: 6.004662 seconds - performance bottleneck on CPU or Disk HDD/SSD\n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.838823), count: 4, class_loss = 0.001791, iou_loss = 0.365006, total_loss = 0.366797 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000001, iou_loss = 0.000000, total_loss = 0.000001 \n"," total_bbox = 59449, rewritten_bbox = 0.013457 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.803028), count: 4, class_loss = 0.246710, iou_loss = 0.213824, total_loss = 0.460534 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.112851), count: 1, class_loss = 0.437126, iou_loss = 0.723367, total_loss = 1.160493 \n"," total_bbox = 59454, rewritten_bbox = 0.013456 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.822500), count: 5, class_loss = 0.214819, iou_loss = 0.264122, total_loss = 0.478941 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000001, iou_loss = 0.000000, total_loss = 0.000001 \n"," total_bbox = 59459, rewritten_bbox = 0.013455 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.846628), count: 6, class_loss = 0.025657, iou_loss = 0.616531, total_loss = 0.642189 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000000, iou_loss = 0.000000, total_loss = 0.000000 \n"," total_bbox = 59465, rewritten_bbox = 0.013453 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.809136), count: 6, class_loss = 0.010040, iou_loss = 0.546933, total_loss = 0.556973 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.003497, iou_loss = 0.000000, total_loss = 0.003497 \n"," total_bbox = 59471, rewritten_bbox = 0.013452 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.835329), count: 5, class_loss = 0.004284, iou_loss = 0.219865, total_loss = 0.224149 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000001, iou_loss = 0.000000, total_loss = 0.000001 \n"," total_bbox = 59476, rewritten_bbox = 0.013451 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.814031), count: 4, class_loss = 0.046423, iou_loss = 0.179479, total_loss = 0.225902 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000000, iou_loss = 0.000000, total_loss = 0.000000 \n"," total_bbox = 59480, rewritten_bbox = 0.013450 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.788464), count: 5, class_loss = 0.028516, iou_loss = 0.356572, total_loss = 0.385088 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.001925, iou_loss = 0.000000, total_loss = 0.001925 \n"," total_bbox = 59485, rewritten_bbox = 0.013449 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.837672), count: 4, class_loss = 0.093067, iou_loss = 0.380320, total_loss = 0.473387 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000000, iou_loss = 0.000000, total_loss = 0.000000 \n"," total_bbox = 59489, rewritten_bbox = 0.013448 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.842094), count: 4, class_loss = 0.186757, iou_loss = 0.139287, total_loss = 0.326043 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000003, iou_loss = 0.000000, total_loss = 0.000003 \n"," total_bbox = 59493, rewritten_bbox = 0.013447 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.841754), count: 4, class_loss = 0.006860, iou_loss = 0.278530, total_loss = 0.285389 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.009927, iou_loss = 0.000000, total_loss = 0.009927 \n"," total_bbox = 59497, rewritten_bbox = 0.013446 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.821825), count: 5, class_loss = 0.096065, iou_loss = 0.403071, total_loss = 0.499135 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.775021), count: 1, class_loss = 0.001358, iou_loss = 0.298369, total_loss = 0.299726 \n"," total_bbox = 59503, rewritten_bbox = 0.013445 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.830563), count: 4, class_loss = 0.052025, iou_loss = 0.185266, total_loss = 0.237291 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000000, iou_loss = 0.000000, total_loss = 0.000000 \n"," total_bbox = 59507, rewritten_bbox = 0.013444 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.756068), count: 4, class_loss = 0.253036, iou_loss = 0.136022, total_loss = 0.389059 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000060, iou_loss = 0.000000, total_loss = 0.000060 \n"," total_bbox = 59511, rewritten_bbox = 0.013443 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.864700), count: 6, class_loss = 0.313216, iou_loss = 0.381134, total_loss = 0.694349 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000067, iou_loss = 0.000000, total_loss = 0.000067 \n"," total_bbox = 59517, rewritten_bbox = 0.013442 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.826297), count: 3, class_loss = 0.013300, iou_loss = 0.161755, total_loss = 0.175055 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.690940), count: 1, class_loss = 0.010541, iou_loss = 0.415485, total_loss = 0.426026 \n"," total_bbox = 59521, rewritten_bbox = 0.013441 % \n","\n"," (next mAP calculation at 2800 iterations) \n","\n"," Tensor Cores are disabled until the first 3000 iterations are reached.\n"," Last accuracy mAP@0.50 = 95.77 %, best = 99.13 % \u001b]2;2775/10000: loss=0.1 map=0.96 best=0.99 hours left=14.6\u0007\n"," 2775: 0.066603, 0.108855 avg loss, 0.002610 rate, 1.136601 seconds, 177600 images, 14.595311 hours left\n","Loaded: 5.382881 seconds - performance bottleneck on CPU or Disk HDD/SSD\n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.868233), count: 4, class_loss = 0.085928, iou_loss = 0.199212, total_loss = 0.285140 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.552808), count: 1, class_loss = 0.048770, iou_loss = 0.505102, total_loss = 0.553872 \n"," total_bbox = 59526, rewritten_bbox = 0.013440 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.843292), count: 6, class_loss = 0.083501, iou_loss = 0.349035, total_loss = 0.432536 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000000, iou_loss = 0.000000, total_loss = 0.000000 \n"," total_bbox = 59532, rewritten_bbox = 0.013438 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.845371), count: 5, class_loss = 0.270422, iou_loss = 0.359822, total_loss = 0.630243 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000000, iou_loss = 0.000000, total_loss = 0.000000 \n"," total_bbox = 59537, rewritten_bbox = 0.013437 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.883373), count: 4, class_loss = 0.015608, iou_loss = 0.307136, total_loss = 0.322743 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000002, iou_loss = 0.000000, total_loss = 0.000002 \n"," total_bbox = 59541, rewritten_bbox = 0.013436 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.887233), count: 4, class_loss = 0.117180, iou_loss = 0.328380, total_loss = 0.445560 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000000, iou_loss = 0.000000, total_loss = 0.000000 \n"," total_bbox = 59545, rewritten_bbox = 0.013435 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.778606), count: 4, class_loss = 0.656279, iou_loss = 0.137264, total_loss = 0.793543 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000001, iou_loss = 0.000000, total_loss = 0.000001 \n"," total_bbox = 59549, rewritten_bbox = 0.013434 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.753186), count: 5, class_loss = 0.001661, iou_loss = 0.690022, total_loss = 0.691683 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.789456), count: 2, class_loss = 0.201034, iou_loss = 0.713410, total_loss = 0.914444 \n"," total_bbox = 59556, rewritten_bbox = 0.013433 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.836152), count: 5, class_loss = 0.000164, iou_loss = 0.465401, total_loss = 0.465565 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000000, iou_loss = 0.000000, total_loss = 0.000000 \n"," total_bbox = 59561, rewritten_bbox = 0.013432 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.845378), count: 3, class_loss = 0.064989, iou_loss = 0.250937, total_loss = 0.315926 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.772552), count: 2, class_loss = 0.117394, iou_loss = 0.672049, total_loss = 0.789442 \n"," total_bbox = 59566, rewritten_bbox = 0.013430 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.789370), count: 4, class_loss = 0.033128, iou_loss = 0.171620, total_loss = 0.204748 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000067, iou_loss = 0.000000, total_loss = 0.000067 \n"," total_bbox = 59570, rewritten_bbox = 0.013430 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.852201), count: 5, class_loss = 0.002224, iou_loss = 0.338194, total_loss = 0.340418 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000000, iou_loss = 0.000000, total_loss = 0.000000 \n"," total_bbox = 59575, rewritten_bbox = 0.013428 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.744164), count: 4, class_loss = 0.119966, iou_loss = 0.205683, total_loss = 0.325649 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000003, iou_loss = 0.000000, total_loss = 0.000003 \n"," total_bbox = 59579, rewritten_bbox = 0.013428 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.792387), count: 7, class_loss = 0.266127, iou_loss = 0.635686, total_loss = 0.901813 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000003, iou_loss = 0.000000, total_loss = 0.000003 \n"," total_bbox = 59586, rewritten_bbox = 0.013426 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.805640), count: 5, class_loss = 0.469445, iou_loss = 0.158983, total_loss = 0.628428 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000000, iou_loss = 0.000000, total_loss = 0.000000 \n"," total_bbox = 59591, rewritten_bbox = 0.013425 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.794383), count: 4, class_loss = 0.330782, iou_loss = 0.077890, total_loss = 0.408672 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000002, iou_loss = 0.000000, total_loss = 0.000002 \n"," total_bbox = 59595, rewritten_bbox = 0.013424 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.799203), count: 5, class_loss = 0.030095, iou_loss = 0.176835, total_loss = 0.206930 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000000, iou_loss = 0.000000, total_loss = 0.000000 \n"," total_bbox = 59600, rewritten_bbox = 0.013423 % \n","\n"," (next mAP calculation at 2800 iterations) \n","\n"," Tensor Cores are disabled until the first 3000 iterations are reached.\n"," Last accuracy mAP@0.50 = 95.77 %, best = 99.13 % \u001b]2;2776/10000: loss=0.1 map=0.96 best=0.99 hours left=14.6\u0007\n"," 2776: 0.093147, 0.107284 avg loss, 0.002610 rate, 0.953937 seconds, 177664 images, 14.592679 hours left\n","Loaded: 6.361487 seconds - performance bottleneck on CPU or Disk HDD/SSD\n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.759077), count: 4, class_loss = 0.040955, iou_loss = 0.233913, total_loss = 0.274868 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000000, iou_loss = 0.000000, total_loss = 0.000000 \n"," total_bbox = 59604, rewritten_bbox = 0.013422 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.750561), count: 5, class_loss = 0.324038, iou_loss = 0.211097, total_loss = 0.535135 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000001, iou_loss = 0.000000, total_loss = 0.000001 \n"," total_bbox = 59609, rewritten_bbox = 0.013421 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.813934), count: 4, class_loss = 0.016680, iou_loss = 0.186213, total_loss = 0.202893 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000000, iou_loss = 0.000000, total_loss = 0.000000 \n"," total_bbox = 59613, rewritten_bbox = 0.013420 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.791874), count: 6, class_loss = 0.122576, iou_loss = 0.405139, total_loss = 0.527715 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000011, iou_loss = 0.000000, total_loss = 0.000011 \n"," total_bbox = 59619, rewritten_bbox = 0.013419 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.789619), count: 4, class_loss = 0.570979, iou_loss = 0.261985, total_loss = 0.832963 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000002, iou_loss = 0.000000, total_loss = 0.000002 \n"," total_bbox = 59623, rewritten_bbox = 0.013418 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.743725), count: 4, class_loss = 0.235503, iou_loss = 0.308375, total_loss = 0.543878 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000021, iou_loss = 0.000000, total_loss = 0.000021 \n"," total_bbox = 59627, rewritten_bbox = 0.013417 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.765312), count: 4, class_loss = 0.259865, iou_loss = 0.087385, total_loss = 0.347250 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000001, iou_loss = 0.000000, total_loss = 0.000001 \n"," total_bbox = 59631, rewritten_bbox = 0.013416 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.817672), count: 6, class_loss = 0.138440, iou_loss = 0.636136, total_loss = 0.774576 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000082, iou_loss = 0.000000, total_loss = 0.000082 \n"," total_bbox = 59637, rewritten_bbox = 0.013414 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.817879), count: 5, class_loss = 0.034961, iou_loss = 0.403190, total_loss = 0.438152 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000004, iou_loss = 0.000000, total_loss = 0.000004 \n"," total_bbox = 59642, rewritten_bbox = 0.013413 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.797626), count: 5, class_loss = 0.167709, iou_loss = 0.341888, total_loss = 0.509597 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000009, iou_loss = 0.000000, total_loss = 0.000009 \n"," total_bbox = 59647, rewritten_bbox = 0.013412 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.811488), count: 3, class_loss = 0.292218, iou_loss = 0.119650, total_loss = 0.411868 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.682725), count: 2, class_loss = 0.056337, iou_loss = 1.450366, total_loss = 1.506702 \n"," total_bbox = 59652, rewritten_bbox = 0.013411 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.819641), count: 4, class_loss = 0.313722, iou_loss = 0.220995, total_loss = 0.534718 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000425, iou_loss = 0.000000, total_loss = 0.000425 \n"," total_bbox = 59656, rewritten_bbox = 0.013410 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.775537), count: 4, class_loss = 0.513672, iou_loss = 0.167419, total_loss = 0.681091 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000013, iou_loss = 0.000000, total_loss = 0.000013 \n"," total_bbox = 59660, rewritten_bbox = 0.013409 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.778687), count: 5, class_loss = 0.516852, iou_loss = 0.563624, total_loss = 1.080475 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000002, iou_loss = 0.000000, total_loss = 0.000002 \n"," total_bbox = 59665, rewritten_bbox = 0.013408 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.854998), count: 5, class_loss = 0.252218, iou_loss = 0.255149, total_loss = 0.507367 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000183, iou_loss = 0.000000, total_loss = 0.000183 \n"," total_bbox = 59670, rewritten_bbox = 0.013407 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.854341), count: 4, class_loss = 0.237788, iou_loss = 0.331147, total_loss = 0.568935 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000001, iou_loss = 0.000000, total_loss = 0.000001 \n"," total_bbox = 59674, rewritten_bbox = 0.013406 % \n","\n"," (next mAP calculation at 2800 iterations) \n","\n"," Tensor Cores are disabled until the first 3000 iterations are reached.\n"," Last accuracy mAP@0.50 = 95.77 %, best = 99.13 % \u001b]2;2777/10000: loss=0.1 map=0.96 best=0.99 hours left=14.6\u0007\n"," 2777: 0.129932, 0.109549 avg loss, 0.002610 rate, 0.962753 seconds, 177728 images, 14.573912 hours left\n","Loaded: 6.428705 seconds - performance bottleneck on CPU or Disk HDD/SSD\n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.826927), count: 4, class_loss = 0.000338, iou_loss = 0.344732, total_loss = 0.345070 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000001, iou_loss = 0.000000, total_loss = 0.000001 \n"," total_bbox = 59678, rewritten_bbox = 0.013405 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.896733), count: 4, class_loss = 0.004915, iou_loss = 0.282939, total_loss = 0.287854 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000001, iou_loss = 0.000000, total_loss = 0.000001 \n"," total_bbox = 59682, rewritten_bbox = 0.013404 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.833713), count: 4, class_loss = 0.028376, iou_loss = 0.331619, total_loss = 0.359994 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000004, iou_loss = 0.000000, total_loss = 0.000004 \n"," total_bbox = 59686, rewritten_bbox = 0.013403 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.727221), count: 7, class_loss = 0.411248, iou_loss = 0.452750, total_loss = 0.863997 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.794378), count: 1, class_loss = 0.049836, iou_loss = 0.549720, total_loss = 0.599556 \n"," total_bbox = 59694, rewritten_bbox = 0.013402 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.778580), count: 6, class_loss = 0.190551, iou_loss = 0.311009, total_loss = 0.501560 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000002, iou_loss = 0.000000, total_loss = 0.000002 \n"," total_bbox = 59700, rewritten_bbox = 0.013400 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.878199), count: 4, class_loss = 0.312409, iou_loss = 0.160240, total_loss = 0.472649 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000004, iou_loss = 0.000000, total_loss = 0.000004 \n"," total_bbox = 59704, rewritten_bbox = 0.013399 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.851772), count: 5, class_loss = 0.071543, iou_loss = 0.441226, total_loss = 0.512769 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.636690), count: 1, class_loss = 0.103384, iou_loss = 0.222619, total_loss = 0.326002 \n"," total_bbox = 59710, rewritten_bbox = 0.013398 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.863537), count: 4, class_loss = 0.259724, iou_loss = 0.361328, total_loss = 0.621052 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000000, iou_loss = 0.000000, total_loss = 0.000000 \n"," total_bbox = 59714, rewritten_bbox = 0.013397 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.826313), count: 5, class_loss = 0.026977, iou_loss = 0.292208, total_loss = 0.319186 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000104, iou_loss = 0.000000, total_loss = 0.000104 \n"," total_bbox = 59719, rewritten_bbox = 0.013396 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.738197), count: 6, class_loss = 0.468403, iou_loss = 0.192295, total_loss = 0.660699 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000031, iou_loss = 0.000000, total_loss = 0.000031 \n"," total_bbox = 59725, rewritten_bbox = 0.013395 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.865032), count: 4, class_loss = 0.016992, iou_loss = 0.182431, total_loss = 0.199423 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000002, iou_loss = 0.000000, total_loss = 0.000002 \n"," total_bbox = 59729, rewritten_bbox = 0.013394 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.845430), count: 3, class_loss = 0.179163, iou_loss = 0.221764, total_loss = 0.400927 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.801751), count: 2, class_loss = 0.020074, iou_loss = 1.092429, total_loss = 1.112504 \n"," total_bbox = 59734, rewritten_bbox = 0.013393 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.850165), count: 4, class_loss = 0.003944, iou_loss = 0.190219, total_loss = 0.194163 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.455389), count: 1, class_loss = 0.155739, iou_loss = 0.333331, total_loss = 0.489070 \n"," total_bbox = 59739, rewritten_bbox = 0.013392 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.787706), count: 4, class_loss = 0.296483, iou_loss = 0.234017, total_loss = 0.530500 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000001, iou_loss = 0.000000, total_loss = 0.000001 \n"," total_bbox = 59743, rewritten_bbox = 0.013391 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.801199), count: 4, class_loss = 0.178642, iou_loss = 0.202590, total_loss = 0.381233 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000287, iou_loss = 0.000000, total_loss = 0.000287 \n"," total_bbox = 59747, rewritten_bbox = 0.013390 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.809001), count: 6, class_loss = 0.113886, iou_loss = 0.369889, total_loss = 0.483774 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000001, iou_loss = 0.000000, total_loss = 0.000001 \n"," total_bbox = 59753, rewritten_bbox = 0.013388 % \n","\n"," (next mAP calculation at 2800 iterations) \n","\n"," Tensor Cores are disabled until the first 3000 iterations are reached.\n"," Last accuracy mAP@0.50 = 95.77 %, best = 99.13 % \u001b]2;2778/10000: loss=0.1 map=0.96 best=0.99 hours left=14.6\u0007\n"," 2778: 0.092668, 0.107861 avg loss, 0.002610 rate, 1.030000 seconds, 177792 images, 14.575125 hours left\n","Loaded: 5.897708 seconds - performance bottleneck on CPU or Disk HDD/SSD\n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.823320), count: 4, class_loss = 0.316316, iou_loss = 0.216145, total_loss = 0.532461 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000000, iou_loss = 0.000000, total_loss = 0.000000 \n"," total_bbox = 59757, rewritten_bbox = 0.013388 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.751926), count: 7, class_loss = 0.796506, iou_loss = 0.410308, total_loss = 1.206814 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000001, iou_loss = 0.000000, total_loss = 0.000001 \n"," total_bbox = 59764, rewritten_bbox = 0.013386 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.844961), count: 5, class_loss = 0.018393, iou_loss = 0.503809, total_loss = 0.522202 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.105766, iou_loss = 0.000000, total_loss = 0.105766 \n"," total_bbox = 59769, rewritten_bbox = 0.013385 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.783511), count: 6, class_loss = 0.008484, iou_loss = 0.512728, total_loss = 0.521212 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.786259), count: 1, class_loss = 0.025876, iou_loss = 0.418903, total_loss = 0.444778 \n"," total_bbox = 59776, rewritten_bbox = 0.013383 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.787086), count: 4, class_loss = 0.021117, iou_loss = 0.333677, total_loss = 0.354793 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.834507), count: 1, class_loss = 0.001569, iou_loss = 0.375302, total_loss = 0.376871 \n"," total_bbox = 59781, rewritten_bbox = 0.013382 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.779806), count: 4, class_loss = 0.024893, iou_loss = 0.386811, total_loss = 0.411705 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000007, iou_loss = 0.000000, total_loss = 0.000007 \n"," total_bbox = 59785, rewritten_bbox = 0.013381 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.805928), count: 4, class_loss = 0.307533, iou_loss = 0.463582, total_loss = 0.771114 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000024, iou_loss = 0.000000, total_loss = 0.000024 \n"," total_bbox = 59789, rewritten_bbox = 0.013380 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.887936), count: 5, class_loss = 0.296537, iou_loss = 0.432657, total_loss = 0.729194 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.855549), count: 1, class_loss = 0.000266, iou_loss = 0.666522, total_loss = 0.666787 \n"," total_bbox = 59795, rewritten_bbox = 0.013379 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.880221), count: 4, class_loss = 0.081558, iou_loss = 0.147069, total_loss = 0.228627 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000000, iou_loss = 0.000000, total_loss = 0.000000 \n"," total_bbox = 59799, rewritten_bbox = 0.013378 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.846253), count: 5, class_loss = 0.018818, iou_loss = 0.258570, total_loss = 0.277388 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000000, iou_loss = 0.000000, total_loss = 0.000000 \n"," total_bbox = 59804, rewritten_bbox = 0.013377 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.843082), count: 4, class_loss = 0.020310, iou_loss = 0.366517, total_loss = 0.386827 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000054, iou_loss = 0.000000, total_loss = 0.000054 \n"," total_bbox = 59808, rewritten_bbox = 0.013376 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.768587), count: 5, class_loss = 0.350310, iou_loss = 0.634953, total_loss = 0.985263 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.705300), count: 1, class_loss = 0.149188, iou_loss = 4.426161, total_loss = 4.575349 \n"," total_bbox = 59814, rewritten_bbox = 0.013375 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.835281), count: 4, class_loss = 0.291657, iou_loss = 0.329727, total_loss = 0.621384 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000057, iou_loss = 0.000000, total_loss = 0.000057 \n"," total_bbox = 59818, rewritten_bbox = 0.013374 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.809175), count: 4, class_loss = 0.001233, iou_loss = 0.379497, total_loss = 0.380730 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000000, iou_loss = 0.000000, total_loss = 0.000000 \n"," total_bbox = 59822, rewritten_bbox = 0.013373 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.810237), count: 4, class_loss = 0.237059, iou_loss = 0.284110, total_loss = 0.521169 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000000, iou_loss = 0.000000, total_loss = 0.000000 \n"," total_bbox = 59826, rewritten_bbox = 0.013372 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.836940), count: 4, class_loss = 0.077509, iou_loss = 0.484084, total_loss = 0.561594 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000001, iou_loss = 0.000000, total_loss = 0.000001 \n"," total_bbox = 59830, rewritten_bbox = 0.013371 % \n","\n"," (next mAP calculation at 2800 iterations) \n","\n"," Tensor Cores are disabled until the first 3000 iterations are reached.\n"," Last accuracy mAP@0.50 = 95.77 %, best = 99.13 % \u001b]2;2779/10000: loss=0.1 map=0.96 best=0.99 hours left=14.6\u0007\n"," 2779: 0.100507, 0.107125 avg loss, 0.002610 rate, 1.091877 seconds, 177856 images, 14.579004 hours left\n","Loaded: 5.524642 seconds - performance bottleneck on CPU or Disk HDD/SSD\n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.811900), count: 4, class_loss = 0.061579, iou_loss = 0.134608, total_loss = 0.196187 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000001, iou_loss = 0.000000, total_loss = 0.000001 \n"," total_bbox = 59834, rewritten_bbox = 0.013370 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.788241), count: 5, class_loss = 1.106004, iou_loss = 0.659385, total_loss = 1.765389 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000005, iou_loss = 0.000000, total_loss = 0.000005 \n"," total_bbox = 59839, rewritten_bbox = 0.013369 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.816846), count: 5, class_loss = 0.235949, iou_loss = 0.278773, total_loss = 0.514722 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000001, iou_loss = 0.000000, total_loss = 0.000001 \n"," total_bbox = 59844, rewritten_bbox = 0.013368 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.706758), count: 4, class_loss = 0.346593, iou_loss = 0.127118, total_loss = 0.473711 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000003, iou_loss = 0.000000, total_loss = 0.000003 \n"," total_bbox = 59848, rewritten_bbox = 0.013367 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.790843), count: 4, class_loss = 0.373768, iou_loss = 0.327270, total_loss = 0.701038 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.903087), count: 1, class_loss = 0.099221, iou_loss = 1.028424, total_loss = 1.127645 \n"," total_bbox = 59853, rewritten_bbox = 0.013366 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.846274), count: 4, class_loss = 0.912857, iou_loss = 0.248230, total_loss = 1.161086 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000082, iou_loss = 0.000000, total_loss = 0.000082 \n"," total_bbox = 59857, rewritten_bbox = 0.013365 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.806949), count: 4, class_loss = 0.134292, iou_loss = 0.146131, total_loss = 0.280424 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000000, iou_loss = 0.000000, total_loss = 0.000000 \n"," total_bbox = 59861, rewritten_bbox = 0.013364 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.789940), count: 4, class_loss = 0.028109, iou_loss = 0.316028, total_loss = 0.344138 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000000, iou_loss = 0.000000, total_loss = 0.000000 \n"," total_bbox = 59865, rewritten_bbox = 0.013363 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.802603), count: 6, class_loss = 0.270388, iou_loss = 0.440919, total_loss = 0.711307 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000000, iou_loss = 0.000000, total_loss = 0.000000 \n"," total_bbox = 59871, rewritten_bbox = 0.013362 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.848165), count: 4, class_loss = 0.003834, iou_loss = 0.434354, total_loss = 0.438188 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000084, iou_loss = 0.000000, total_loss = 0.000084 \n"," total_bbox = 59875, rewritten_bbox = 0.013361 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.774855), count: 4, class_loss = 0.067214, iou_loss = 0.171072, total_loss = 0.238286 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000001, iou_loss = 0.000000, total_loss = 0.000001 \n"," total_bbox = 59879, rewritten_bbox = 0.013360 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.815274), count: 6, class_loss = 0.107303, iou_loss = 0.644691, total_loss = 0.751994 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000001, iou_loss = 0.000000, total_loss = 0.000001 \n"," total_bbox = 59885, rewritten_bbox = 0.013359 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.849223), count: 4, class_loss = 0.000028, iou_loss = 0.488252, total_loss = 0.488280 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.786655), count: 2, class_loss = 0.021027, iou_loss = 0.888322, total_loss = 0.909349 \n"," total_bbox = 59891, rewritten_bbox = 0.013358 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.839501), count: 5, class_loss = 0.232928, iou_loss = 0.220405, total_loss = 0.453333 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000832, iou_loss = 0.000000, total_loss = 0.000832 \n"," total_bbox = 59896, rewritten_bbox = 0.013356 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.852459), count: 5, class_loss = 0.382431, iou_loss = 0.387347, total_loss = 0.769777 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000023, iou_loss = 0.000000, total_loss = 0.000023 \n"," total_bbox = 59901, rewritten_bbox = 0.013355 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.877615), count: 4, class_loss = 0.000991, iou_loss = 0.488076, total_loss = 0.489066 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000002, iou_loss = 0.000000, total_loss = 0.000002 \n"," total_bbox = 59905, rewritten_bbox = 0.013354 % \n","\n"," (next mAP calculation at 2800 iterations) \n","\n"," Tensor Cores are disabled until the first 3000 iterations are reached.\n"," Last accuracy mAP@0.50 = 95.77 %, best = 99.13 % \u001b]2;2780/10000: loss=0.1 map=0.96 best=0.99 hours left=14.6\u0007\n"," 2780: 0.138849, 0.110298 avg loss, 0.002610 rate, 0.982205 seconds, 177920 images, 14.573414 hours left\n","Loaded: 6.245297 seconds - performance bottleneck on CPU or Disk HDD/SSD\n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.794317), count: 4, class_loss = 0.156699, iou_loss = 0.097296, total_loss = 0.253996 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000000, iou_loss = 0.000000, total_loss = 0.000000 \n"," total_bbox = 59909, rewritten_bbox = 0.013354 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.810837), count: 6, class_loss = 0.103337, iou_loss = 0.849732, total_loss = 0.953068 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.612251), count: 1, class_loss = 0.233964, iou_loss = 0.326697, total_loss = 0.560661 \n"," total_bbox = 59916, rewritten_bbox = 0.013352 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.818318), count: 4, class_loss = 0.210214, iou_loss = 0.288824, total_loss = 0.499038 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000007, iou_loss = 0.000000, total_loss = 0.000007 \n"," total_bbox = 59920, rewritten_bbox = 0.013351 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.820734), count: 4, class_loss = 0.002152, iou_loss = 0.364980, total_loss = 0.367132 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000001, iou_loss = 0.000000, total_loss = 0.000001 \n"," total_bbox = 59924, rewritten_bbox = 0.013350 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.792349), count: 4, class_loss = 0.229455, iou_loss = 0.205849, total_loss = 0.435305 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.635204), count: 1, class_loss = 0.005696, iou_loss = 0.262929, total_loss = 0.268625 \n"," total_bbox = 59929, rewritten_bbox = 0.013349 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.742972), count: 4, class_loss = 0.488918, iou_loss = 0.114196, total_loss = 0.603114 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000007, iou_loss = 0.000000, total_loss = 0.000007 \n"," total_bbox = 59933, rewritten_bbox = 0.013348 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.838146), count: 4, class_loss = 0.263663, iou_loss = 0.146993, total_loss = 0.410656 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000001, iou_loss = 0.000000, total_loss = 0.000001 \n"," total_bbox = 59937, rewritten_bbox = 0.013347 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.764251), count: 5, class_loss = 0.190389, iou_loss = 0.595805, total_loss = 0.786194 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.761476), count: 1, class_loss = 0.029616, iou_loss = 0.505571, total_loss = 0.535188 \n"," total_bbox = 59943, rewritten_bbox = 0.013346 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.860229), count: 4, class_loss = 0.044967, iou_loss = 0.183081, total_loss = 0.228048 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000001, iou_loss = 0.000000, total_loss = 0.000001 \n"," total_bbox = 59947, rewritten_bbox = 0.013345 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.743429), count: 5, class_loss = 0.024380, iou_loss = 0.234296, total_loss = 0.258677 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000306, iou_loss = 0.000000, total_loss = 0.000306 \n"," total_bbox = 59952, rewritten_bbox = 0.013344 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.888178), count: 4, class_loss = 0.000073, iou_loss = 0.415235, total_loss = 0.415308 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.756917), count: 1, class_loss = 0.003440, iou_loss = 0.406308, total_loss = 0.409748 \n"," total_bbox = 59957, rewritten_bbox = 0.013343 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.831802), count: 4, class_loss = 0.238058, iou_loss = 0.264980, total_loss = 0.503038 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.319685), count: 1, class_loss = 0.084923, iou_loss = 0.284634, total_loss = 0.369557 \n"," total_bbox = 59962, rewritten_bbox = 0.013342 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.805859), count: 4, class_loss = 0.005077, iou_loss = 0.313418, total_loss = 0.318495 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.761298), count: 1, class_loss = 0.124065, iou_loss = 0.385909, total_loss = 0.509974 \n"," total_bbox = 59967, rewritten_bbox = 0.013341 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.783573), count: 4, class_loss = 0.204306, iou_loss = 0.148184, total_loss = 0.352490 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000000, iou_loss = 0.000000, total_loss = 0.000000 \n"," total_bbox = 59971, rewritten_bbox = 0.013340 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.860489), count: 4, class_loss = 0.003539, iou_loss = 0.269809, total_loss = 0.273348 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000000, iou_loss = 0.000000, total_loss = 0.000000 \n"," total_bbox = 59975, rewritten_bbox = 0.013339 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.786415), count: 4, class_loss = 0.213491, iou_loss = 0.171339, total_loss = 0.384829 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000003, iou_loss = 0.000000, total_loss = 0.000003 \n"," total_bbox = 59979, rewritten_bbox = 0.013338 % \n","\n"," (next mAP calculation at 2800 iterations) \n","\n"," Tensor Cores are disabled until the first 3000 iterations are reached.\n"," Last accuracy mAP@0.50 = 95.77 %, best = 99.13 % \u001b]2;2781/10000: loss=0.1 map=0.96 best=0.99 hours left=14.6\u0007\n"," 2781: 0.092248, 0.108493 avg loss, 0.002610 rate, 0.996773 seconds, 177984 images, 14.558179 hours left\n","Loaded: 6.407490 seconds - performance bottleneck on CPU or Disk HDD/SSD\n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.792218), count: 4, class_loss = 0.545391, iou_loss = 0.122593, total_loss = 0.667983 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000002, iou_loss = 0.000000, total_loss = 0.000002 \n"," total_bbox = 59983, rewritten_bbox = 0.013337 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.858701), count: 4, class_loss = 0.000154, iou_loss = 0.211034, total_loss = 0.211188 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000000, iou_loss = 0.000000, total_loss = 0.000000 \n"," total_bbox = 59987, rewritten_bbox = 0.013336 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.801056), count: 7, class_loss = 0.352912, iou_loss = 0.347701, total_loss = 0.700613 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000005, iou_loss = 0.000000, total_loss = 0.000005 \n"," total_bbox = 59994, rewritten_bbox = 0.013335 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.848577), count: 4, class_loss = 0.028701, iou_loss = 0.438994, total_loss = 0.467695 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000000, iou_loss = 0.000000, total_loss = 0.000000 \n"," total_bbox = 59998, rewritten_bbox = 0.013334 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.799218), count: 5, class_loss = 0.663690, iou_loss = 0.188985, total_loss = 0.852675 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000000, iou_loss = 0.000000, total_loss = 0.000000 \n"," total_bbox = 60003, rewritten_bbox = 0.013333 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.745860), count: 4, class_loss = 0.393016, iou_loss = 0.295281, total_loss = 0.688298 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.730941), count: 1, class_loss = 0.000103, iou_loss = 0.465919, total_loss = 0.466022 \n"," total_bbox = 60008, rewritten_bbox = 0.013332 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.789928), count: 4, class_loss = 0.184883, iou_loss = 0.292483, total_loss = 0.477365 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000000, iou_loss = 0.000000, total_loss = 0.000000 \n"," total_bbox = 60012, rewritten_bbox = 0.013331 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.791666), count: 5, class_loss = 0.003928, iou_loss = 0.342257, total_loss = 0.346186 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.838172), count: 1, class_loss = 0.000600, iou_loss = 0.612255, total_loss = 0.612855 \n"," total_bbox = 60018, rewritten_bbox = 0.013329 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.832898), count: 4, class_loss = 0.199504, iou_loss = 0.141797, total_loss = 0.341301 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000000, iou_loss = 0.000000, total_loss = 0.000000 \n"," total_bbox = 60022, rewritten_bbox = 0.013328 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.782105), count: 5, class_loss = 0.182321, iou_loss = 0.268500, total_loss = 0.450821 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.736531), count: 1, class_loss = 0.139181, iou_loss = 0.483939, total_loss = 0.623120 \n"," total_bbox = 60028, rewritten_bbox = 0.013327 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.810378), count: 4, class_loss = 0.239885, iou_loss = 0.250441, total_loss = 0.490327 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.770493), count: 2, class_loss = 0.083509, iou_loss = 0.678940, total_loss = 0.762449 \n"," total_bbox = 60034, rewritten_bbox = 0.013326 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.799648), count: 4, class_loss = 0.170526, iou_loss = 0.295468, total_loss = 0.465994 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.782087), count: 1, class_loss = 0.020238, iou_loss = 0.589202, total_loss = 0.609440 \n"," total_bbox = 60039, rewritten_bbox = 0.013325 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.817008), count: 5, class_loss = 0.047264, iou_loss = 0.603170, total_loss = 0.650434 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000000, iou_loss = 0.000000, total_loss = 0.000000 \n"," total_bbox = 60044, rewritten_bbox = 0.013324 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.791263), count: 6, class_loss = 0.303970, iou_loss = 0.618117, total_loss = 0.922086 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000013, iou_loss = 0.000000, total_loss = 0.000013 \n"," total_bbox = 60050, rewritten_bbox = 0.013322 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.861876), count: 4, class_loss = 0.171458, iou_loss = 0.160744, total_loss = 0.332202 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000000, iou_loss = 0.000000, total_loss = 0.000000 \n"," total_bbox = 60054, rewritten_bbox = 0.013321 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.870118), count: 4, class_loss = 0.004267, iou_loss = 0.185496, total_loss = 0.189763 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000013, iou_loss = 0.000000, total_loss = 0.000013 \n"," total_bbox = 60058, rewritten_bbox = 0.013320 % \n","\n"," (next mAP calculation at 2800 iterations) \n","\n"," Tensor Cores are disabled until the first 3000 iterations are reached.\n"," Last accuracy mAP@0.50 = 95.77 %, best = 99.13 % \u001b]2;2782/10000: loss=0.1 map=0.96 best=0.99 hours left=14.6\u0007\n"," 2782: 0.119005, 0.109544 avg loss, 0.002610 rate, 1.005633 seconds, 178048 images, 14.557821 hours left\n","Loaded: 5.504806 seconds - performance bottleneck on CPU or Disk HDD/SSD\n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.835945), count: 5, class_loss = 0.535725, iou_loss = 0.126863, total_loss = 0.662588 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000000, iou_loss = 0.000000, total_loss = 0.000000 \n"," total_bbox = 60063, rewritten_bbox = 0.013319 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.758911), count: 4, class_loss = 0.060739, iou_loss = 0.293923, total_loss = 0.354662 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000000, iou_loss = 0.000000, total_loss = 0.000000 \n"," total_bbox = 60067, rewritten_bbox = 0.013318 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.753144), count: 4, class_loss = 0.416083, iou_loss = 0.152217, total_loss = 0.568300 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.004436, iou_loss = 0.000000, total_loss = 0.004436 \n"," total_bbox = 60071, rewritten_bbox = 0.013318 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.738338), count: 4, class_loss = 0.270597, iou_loss = 0.065071, total_loss = 0.335668 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000021, iou_loss = 0.000000, total_loss = 0.000021 \n"," total_bbox = 60075, rewritten_bbox = 0.013317 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.800138), count: 4, class_loss = 0.042485, iou_loss = 0.286635, total_loss = 0.329119 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.951210), count: 1, class_loss = 0.001189, iou_loss = 0.495134, total_loss = 0.496323 \n"," total_bbox = 60080, rewritten_bbox = 0.013316 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.792528), count: 4, class_loss = 0.203883, iou_loss = 0.272036, total_loss = 0.475919 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000003, iou_loss = 0.000000, total_loss = 0.000003 \n"," total_bbox = 60084, rewritten_bbox = 0.013315 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.831226), count: 5, class_loss = 0.062099, iou_loss = 0.432499, total_loss = 0.494598 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000002, iou_loss = 0.000000, total_loss = 0.000002 \n"," total_bbox = 60089, rewritten_bbox = 0.013314 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.754665), count: 4, class_loss = 0.679673, iou_loss = 0.285822, total_loss = 0.965495 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.623978), count: 1, class_loss = 0.192484, iou_loss = 1.077016, total_loss = 1.269500 \n"," total_bbox = 60094, rewritten_bbox = 0.013312 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.827780), count: 5, class_loss = 0.032648, iou_loss = 0.392493, total_loss = 0.425141 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.781119), count: 1, class_loss = 0.037606, iou_loss = 2.843593, total_loss = 2.881199 \n"," total_bbox = 60100, rewritten_bbox = 0.013311 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.720052), count: 4, class_loss = 0.744111, iou_loss = 0.094396, total_loss = 0.838507 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000019, iou_loss = 0.000000, total_loss = 0.000019 \n"," total_bbox = 60104, rewritten_bbox = 0.013310 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.845340), count: 4, class_loss = 0.338306, iou_loss = 0.207347, total_loss = 0.545653 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000000, iou_loss = 0.000000, total_loss = 0.000000 \n"," total_bbox = 60108, rewritten_bbox = 0.013309 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.820337), count: 5, class_loss = 0.140779, iou_loss = 0.203230, total_loss = 0.344009 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000000, iou_loss = 0.000000, total_loss = 0.000000 \n"," total_bbox = 60113, rewritten_bbox = 0.013308 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.762115), count: 4, class_loss = 0.207747, iou_loss = 0.219419, total_loss = 0.427166 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000036, iou_loss = 0.000000, total_loss = 0.000036 \n"," total_bbox = 60117, rewritten_bbox = 0.013307 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.837023), count: 4, class_loss = 0.226746, iou_loss = 0.162356, total_loss = 0.389103 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000000, iou_loss = 0.000000, total_loss = 0.000000 \n"," total_bbox = 60121, rewritten_bbox = 0.013306 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.822660), count: 5, class_loss = 0.120974, iou_loss = 0.289500, total_loss = 0.410474 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000000, iou_loss = 0.000000, total_loss = 0.000000 \n"," total_bbox = 60126, rewritten_bbox = 0.013305 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.818448), count: 4, class_loss = 0.039170, iou_loss = 0.305029, total_loss = 0.344199 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000004, iou_loss = 0.000000, total_loss = 0.000004 \n"," total_bbox = 60130, rewritten_bbox = 0.013305 % \n","\n"," (next mAP calculation at 2800 iterations) \n","\n"," Tensor Cores are disabled until the first 3000 iterations are reached.\n"," Last accuracy mAP@0.50 = 95.77 %, best = 99.13 % \u001b]2;2783/10000: loss=0.1 map=0.96 best=0.99 hours left=14.6\u0007\n"," 2783: 0.138320, 0.112422 avg loss, 0.002610 rate, 1.086312 seconds, 178112 images, 14.560876 hours left\n","Loaded: 5.955723 seconds - performance bottleneck on CPU or Disk HDD/SSD\n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.780109), count: 4, class_loss = 0.254839, iou_loss = 0.207229, total_loss = 0.462068 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.833432), count: 2, class_loss = 0.001981, iou_loss = 1.279388, total_loss = 1.281370 \n"," total_bbox = 60136, rewritten_bbox = 0.013303 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.822151), count: 4, class_loss = 0.068169, iou_loss = 0.608272, total_loss = 0.676441 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000001, iou_loss = 0.000000, total_loss = 0.000001 \n"," total_bbox = 60140, rewritten_bbox = 0.013302 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.852445), count: 6, class_loss = 0.040786, iou_loss = 0.377499, total_loss = 0.418285 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000083, iou_loss = 0.000000, total_loss = 0.000083 \n"," total_bbox = 60146, rewritten_bbox = 0.013301 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.805903), count: 4, class_loss = 0.051078, iou_loss = 0.149736, total_loss = 0.200813 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000000, iou_loss = 0.000000, total_loss = 0.000000 \n"," total_bbox = 60150, rewritten_bbox = 0.013300 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.885895), count: 5, class_loss = 0.243287, iou_loss = 0.604513, total_loss = 0.847800 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.742051), count: 2, class_loss = 0.006903, iou_loss = 0.745678, total_loss = 0.752581 \n"," total_bbox = 60157, rewritten_bbox = 0.013299 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.856169), count: 4, class_loss = 0.051793, iou_loss = 0.170964, total_loss = 0.222757 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000000, iou_loss = 0.000000, total_loss = 0.000000 \n"," total_bbox = 60161, rewritten_bbox = 0.013298 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.816928), count: 4, class_loss = 0.013474, iou_loss = 0.515429, total_loss = 0.528904 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.903988), count: 1, class_loss = 0.065204, iou_loss = 0.638508, total_loss = 0.703712 \n"," total_bbox = 60166, rewritten_bbox = 0.013297 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.843873), count: 4, class_loss = 0.039444, iou_loss = 0.157138, total_loss = 0.196583 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000018, iou_loss = 0.000000, total_loss = 0.000018 \n"," total_bbox = 60170, rewritten_bbox = 0.013296 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.759076), count: 5, class_loss = 0.534654, iou_loss = 0.284020, total_loss = 0.818674 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000001, iou_loss = 0.000000, total_loss = 0.000001 \n"," total_bbox = 60175, rewritten_bbox = 0.013295 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.792569), count: 4, class_loss = 0.109272, iou_loss = 0.162044, total_loss = 0.271316 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.635365), count: 1, class_loss = 0.208124, iou_loss = 0.217062, total_loss = 0.425186 \n"," total_bbox = 60180, rewritten_bbox = 0.013293 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.795826), count: 5, class_loss = 0.072668, iou_loss = 0.594667, total_loss = 0.667334 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.767702), count: 1, class_loss = 0.000280, iou_loss = 0.740529, total_loss = 0.740809 \n"," total_bbox = 60186, rewritten_bbox = 0.013292 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.856949), count: 4, class_loss = 0.005815, iou_loss = 0.442911, total_loss = 0.448727 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000000, iou_loss = 0.000000, total_loss = 0.000000 \n"," total_bbox = 60190, rewritten_bbox = 0.013291 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.782147), count: 5, class_loss = 0.278010, iou_loss = 0.287779, total_loss = 0.565789 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.441003), count: 2, class_loss = 0.456353, iou_loss = 1.522769, total_loss = 1.979122 \n"," total_bbox = 60197, rewritten_bbox = 0.013290 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.776427), count: 4, class_loss = 0.179874, iou_loss = 0.109986, total_loss = 0.289860 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000000, iou_loss = 0.000000, total_loss = 0.000000 \n"," total_bbox = 60201, rewritten_bbox = 0.013289 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.839597), count: 4, class_loss = 0.047143, iou_loss = 0.304567, total_loss = 0.351710 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000000, iou_loss = 0.000000, total_loss = 0.000000 \n"," total_bbox = 60205, rewritten_bbox = 0.013288 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.837216), count: 6, class_loss = 0.350932, iou_loss = 0.555021, total_loss = 0.905953 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000006, iou_loss = 0.000000, total_loss = 0.000006 \n"," total_bbox = 60211, rewritten_bbox = 0.013287 % \n","\n"," (next mAP calculation at 2800 iterations) \n","\n"," Tensor Cores are disabled until the first 3000 iterations are reached.\n"," Last accuracy mAP@0.50 = 95.77 %, best = 99.13 % \u001b]2;2784/10000: loss=0.1 map=0.96 best=0.99 hours left=14.5\u0007\n"," 2784: 0.098757, 0.111055 avg loss, 0.002610 rate, 1.006464 seconds, 178176 images, 14.547401 hours left\n","Loaded: 6.369565 seconds - performance bottleneck on CPU or Disk HDD/SSD\n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.889921), count: 5, class_loss = 0.251550, iou_loss = 0.491078, total_loss = 0.742628 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.704044), count: 1, class_loss = 0.001505, iou_loss = 0.333069, total_loss = 0.334574 \n"," total_bbox = 60217, rewritten_bbox = 0.013285 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.851857), count: 5, class_loss = 0.307193, iou_loss = 0.418835, total_loss = 0.726028 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000000, iou_loss = 0.000000, total_loss = 0.000000 \n"," total_bbox = 60222, rewritten_bbox = 0.013284 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.754280), count: 5, class_loss = 0.761770, iou_loss = 0.377287, total_loss = 1.139057 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.673152), count: 2, class_loss = 0.027632, iou_loss = 0.611884, total_loss = 0.639516 \n"," total_bbox = 60229, rewritten_bbox = 0.013283 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.773243), count: 4, class_loss = 0.682936, iou_loss = 0.143881, total_loss = 0.826818 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000001, iou_loss = 0.000000, total_loss = 0.000001 \n"," total_bbox = 60233, rewritten_bbox = 0.013282 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.785204), count: 8, class_loss = 0.216182, iou_loss = 1.007482, total_loss = 1.223664 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000000, iou_loss = 0.000000, total_loss = 0.000000 \n"," total_bbox = 60241, rewritten_bbox = 0.013280 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.833934), count: 4, class_loss = 0.029767, iou_loss = 0.194585, total_loss = 0.224352 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000117, iou_loss = 0.000000, total_loss = 0.000117 \n"," total_bbox = 60245, rewritten_bbox = 0.013279 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.886542), count: 4, class_loss = 0.000197, iou_loss = 0.520424, total_loss = 0.520620 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.914463), count: 1, class_loss = 0.050196, iou_loss = 0.612110, total_loss = 0.662306 \n"," total_bbox = 60250, rewritten_bbox = 0.013278 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.796246), count: 4, class_loss = 0.056441, iou_loss = 0.166354, total_loss = 0.222795 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000008, iou_loss = 0.000000, total_loss = 0.000008 \n"," total_bbox = 60254, rewritten_bbox = 0.013277 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.658913), count: 4, class_loss = 0.533905, iou_loss = 0.154068, total_loss = 0.687973 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.586567), count: 1, class_loss = 0.210444, iou_loss = 0.299853, total_loss = 0.510297 \n"," total_bbox = 60259, rewritten_bbox = 0.013276 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.836940), count: 5, class_loss = 0.679509, iou_loss = 0.211060, total_loss = 0.890568 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000000, iou_loss = 0.000000, total_loss = 0.000000 \n"," total_bbox = 60264, rewritten_bbox = 0.013275 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.874864), count: 4, class_loss = 0.007629, iou_loss = 0.247557, total_loss = 0.255186 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000006, iou_loss = 0.000000, total_loss = 0.000006 \n"," total_bbox = 60268, rewritten_bbox = 0.013274 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.835717), count: 3, class_loss = 0.054813, iou_loss = 0.116767, total_loss = 0.171580 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.746484), count: 1, class_loss = 0.000418, iou_loss = 0.605813, total_loss = 0.606231 \n"," total_bbox = 60272, rewritten_bbox = 0.013273 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.867522), count: 4, class_loss = 0.017600, iou_loss = 0.151182, total_loss = 0.168782 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000000, iou_loss = 0.000000, total_loss = 0.000000 \n"," total_bbox = 60276, rewritten_bbox = 0.013272 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.789097), count: 4, class_loss = 0.121292, iou_loss = 0.314871, total_loss = 0.436164 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000000, iou_loss = 0.000000, total_loss = 0.000000 \n"," total_bbox = 60280, rewritten_bbox = 0.013271 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.834565), count: 6, class_loss = 0.294553, iou_loss = 0.545455, total_loss = 0.840008 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.710785), count: 2, class_loss = 0.045002, iou_loss = 0.853645, total_loss = 0.898647 \n"," total_bbox = 60288, rewritten_bbox = 0.013270 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.811676), count: 4, class_loss = 0.256363, iou_loss = 0.162497, total_loss = 0.418861 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.904869), count: 1, class_loss = 0.000490, iou_loss = 0.647810, total_loss = 0.648300 \n"," total_bbox = 60292, rewritten_bbox = 0.013269 % \n","\n"," (next mAP calculation at 2800 iterations) \n","\n"," Tensor Cores are disabled until the first 3000 iterations are reached.\n"," Last accuracy mAP@0.50 = 95.77 %, best = 99.13 % \u001b]2;2785/10000: loss=0.1 map=0.96 best=0.99 hours left=14.5\u0007\n"," 2785: 0.146544, 0.114604 avg loss, 0.002610 rate, 0.976339 seconds, 178240 images, 14.541480 hours left\n","Loaded: 6.435664 seconds - performance bottleneck on CPU or Disk HDD/SSD\n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.864215), count: 5, class_loss = 0.510105, iou_loss = 0.456786, total_loss = 0.966891 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.808679), count: 1, class_loss = 0.031361, iou_loss = 0.344847, total_loss = 0.376208 \n"," total_bbox = 60298, rewritten_bbox = 0.013267 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.839122), count: 4, class_loss = 0.640044, iou_loss = 0.256863, total_loss = 0.896908 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000004, iou_loss = 0.000000, total_loss = 0.000004 \n"," total_bbox = 60302, rewritten_bbox = 0.013267 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.855057), count: 4, class_loss = 0.161205, iou_loss = 0.147842, total_loss = 0.309047 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000000, iou_loss = 0.000000, total_loss = 0.000000 \n"," total_bbox = 60306, rewritten_bbox = 0.013266 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.833652), count: 4, class_loss = 0.209555, iou_loss = 0.561355, total_loss = 0.770910 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000120, iou_loss = 0.000000, total_loss = 0.000120 \n"," total_bbox = 60310, rewritten_bbox = 0.013265 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.792461), count: 4, class_loss = 0.020467, iou_loss = 0.173856, total_loss = 0.194323 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000000, iou_loss = 0.000000, total_loss = 0.000000 \n"," total_bbox = 60314, rewritten_bbox = 0.013264 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.857252), count: 6, class_loss = 0.038580, iou_loss = 0.635390, total_loss = 0.673970 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000219, iou_loss = 0.000000, total_loss = 0.000219 \n"," total_bbox = 60320, rewritten_bbox = 0.013263 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.846930), count: 4, class_loss = 0.317637, iou_loss = 0.182290, total_loss = 0.499927 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000850, iou_loss = 0.000000, total_loss = 0.000850 \n"," total_bbox = 60324, rewritten_bbox = 0.013262 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.894076), count: 4, class_loss = 0.208662, iou_loss = 0.246665, total_loss = 0.455328 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000000, iou_loss = 0.000000, total_loss = 0.000000 \n"," total_bbox = 60328, rewritten_bbox = 0.013261 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.846827), count: 4, class_loss = 0.681876, iou_loss = 0.210749, total_loss = 0.892625 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000000, iou_loss = 0.000000, total_loss = 0.000000 \n"," total_bbox = 60332, rewritten_bbox = 0.013260 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.839366), count: 4, class_loss = 0.237450, iou_loss = 0.305224, total_loss = 0.542674 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000080, iou_loss = 0.000000, total_loss = 0.000080 \n"," total_bbox = 60336, rewritten_bbox = 0.013259 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.776142), count: 5, class_loss = 0.404026, iou_loss = 0.544884, total_loss = 0.948910 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000001, iou_loss = 0.000000, total_loss = 0.000001 \n"," total_bbox = 60341, rewritten_bbox = 0.013258 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.815922), count: 4, class_loss = 0.023463, iou_loss = 0.164914, total_loss = 0.188377 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000000, iou_loss = 0.000000, total_loss = 0.000000 \n"," total_bbox = 60345, rewritten_bbox = 0.013257 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.829738), count: 4, class_loss = 0.138244, iou_loss = 0.274514, total_loss = 0.412758 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000000, iou_loss = 0.000000, total_loss = 0.000000 \n"," total_bbox = 60349, rewritten_bbox = 0.013256 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.725963), count: 4, class_loss = 0.105368, iou_loss = 0.161951, total_loss = 0.267319 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000001, iou_loss = 0.000000, total_loss = 0.000001 \n"," total_bbox = 60353, rewritten_bbox = 0.013255 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.857648), count: 5, class_loss = 0.003606, iou_loss = 0.317013, total_loss = 0.320619 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000004, iou_loss = 0.000000, total_loss = 0.000004 \n"," total_bbox = 60358, rewritten_bbox = 0.013254 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.891701), count: 4, class_loss = 0.064064, iou_loss = 0.190101, total_loss = 0.254165 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.712257), count: 2, class_loss = 0.027862, iou_loss = 0.867126, total_loss = 0.894988 \n"," total_bbox = 60364, rewritten_bbox = 0.013253 % \n","\n"," (next mAP calculation at 2800 iterations) \n","\n"," Tensor Cores are disabled until the first 3000 iterations are reached.\n"," Last accuracy mAP@0.50 = 95.77 %, best = 99.13 % \u001b]2;2786/10000: loss=0.1 map=0.96 best=0.99 hours left=14.5\u0007\n"," 2786: 0.121229, 0.115267 avg loss, 0.002610 rate, 1.003159 seconds, 178304 images, 14.543290 hours left\n","Loaded: 5.287063 seconds - performance bottleneck on CPU or Disk HDD/SSD\n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.883580), count: 4, class_loss = 0.227197, iou_loss = 0.256595, total_loss = 0.483792 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000012, iou_loss = 0.000000, total_loss = 0.000012 \n"," total_bbox = 60368, rewritten_bbox = 0.013252 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.834853), count: 4, class_loss = 0.031472, iou_loss = 0.162965, total_loss = 0.194438 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000000, iou_loss = 0.000000, total_loss = 0.000000 \n"," total_bbox = 60372, rewritten_bbox = 0.013251 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.786067), count: 5, class_loss = 0.324717, iou_loss = 0.242827, total_loss = 0.567544 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.134158, iou_loss = 0.000000, total_loss = 0.134158 \n"," total_bbox = 60377, rewritten_bbox = 0.013250 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.866469), count: 5, class_loss = 0.257695, iou_loss = 0.261274, total_loss = 0.518970 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000000, iou_loss = 0.000000, total_loss = 0.000000 \n"," total_bbox = 60382, rewritten_bbox = 0.013249 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.799771), count: 4, class_loss = 0.392455, iou_loss = 0.078179, total_loss = 0.470634 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000000, iou_loss = 0.000000, total_loss = 0.000000 \n"," total_bbox = 60386, rewritten_bbox = 0.013248 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.866481), count: 5, class_loss = 0.002023, iou_loss = 0.240207, total_loss = 0.242231 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000705, iou_loss = 0.000000, total_loss = 0.000705 \n"," total_bbox = 60391, rewritten_bbox = 0.013247 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.771910), count: 4, class_loss = 0.333627, iou_loss = 0.159851, total_loss = 0.493478 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000001, iou_loss = 0.000000, total_loss = 0.000001 \n"," total_bbox = 60395, rewritten_bbox = 0.013246 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.838265), count: 4, class_loss = 0.337709, iou_loss = 0.219041, total_loss = 0.556750 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000001, iou_loss = 0.000000, total_loss = 0.000001 \n"," total_bbox = 60399, rewritten_bbox = 0.013245 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.784529), count: 4, class_loss = 0.284325, iou_loss = 0.125884, total_loss = 0.410210 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000000, iou_loss = 0.000000, total_loss = 0.000000 \n"," total_bbox = 60403, rewritten_bbox = 0.013244 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.786116), count: 7, class_loss = 0.568054, iou_loss = 0.652354, total_loss = 1.220409 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000000, iou_loss = 0.000000, total_loss = 0.000000 \n"," total_bbox = 60410, rewritten_bbox = 0.013243 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.777818), count: 6, class_loss = 0.003990, iou_loss = 0.499411, total_loss = 0.503401 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000005, iou_loss = 0.000000, total_loss = 0.000005 \n"," total_bbox = 60416, rewritten_bbox = 0.013242 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.831410), count: 4, class_loss = 0.339579, iou_loss = 0.329902, total_loss = 0.669481 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.778263), count: 1, class_loss = 0.003261, iou_loss = 0.726465, total_loss = 0.729726 \n"," total_bbox = 60421, rewritten_bbox = 0.013240 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.768197), count: 7, class_loss = 0.620042, iou_loss = 0.420130, total_loss = 1.040171 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000392, iou_loss = 0.000000, total_loss = 0.000392 \n"," total_bbox = 60428, rewritten_bbox = 0.013239 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.812690), count: 5, class_loss = 0.006984, iou_loss = 0.206120, total_loss = 0.213105 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000000, iou_loss = 0.000000, total_loss = 0.000000 \n"," total_bbox = 60433, rewritten_bbox = 0.013238 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.820005), count: 4, class_loss = 0.177282, iou_loss = 0.133039, total_loss = 0.310322 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.757416), count: 1, class_loss = 0.070369, iou_loss = 0.411465, total_loss = 0.481834 \n"," total_bbox = 60438, rewritten_bbox = 0.013237 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.842661), count: 5, class_loss = 0.203702, iou_loss = 0.928944, total_loss = 1.132646 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.781198), count: 1, class_loss = 0.045524, iou_loss = 0.422839, total_loss = 0.468362 \n"," total_bbox = 60444, rewritten_bbox = 0.013235 % \n","\n"," (next mAP calculation at 2800 iterations) \n","\n"," Tensor Cores are disabled until the first 3000 iterations are reached.\n"," Last accuracy mAP@0.50 = 95.77 %, best = 99.13 % \u001b]2;2787/10000: loss=0.1 map=0.96 best=0.99 hours left=14.5\u0007\n"," 2787: 0.138391, 0.117579 avg loss, 0.002610 rate, 1.175260 seconds, 178368 images, 14.546923 hours left\n","Loaded: 6.057274 seconds - performance bottleneck on CPU or Disk HDD/SSD\n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.801109), count: 5, class_loss = 0.000342, iou_loss = 0.419387, total_loss = 0.419730 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000001, iou_loss = 0.000000, total_loss = 0.000001 \n"," total_bbox = 60449, rewritten_bbox = 0.013234 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.835786), count: 4, class_loss = 0.156047, iou_loss = 0.190105, total_loss = 0.346152 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000000, iou_loss = 0.000000, total_loss = 0.000000 \n"," total_bbox = 60453, rewritten_bbox = 0.013233 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.861068), count: 4, class_loss = 0.168865, iou_loss = 0.344958, total_loss = 0.513823 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000002, iou_loss = 0.000000, total_loss = 0.000002 \n"," total_bbox = 60457, rewritten_bbox = 0.013233 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.811652), count: 7, class_loss = 0.082251, iou_loss = 0.508583, total_loss = 0.590833 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000039, iou_loss = 0.000000, total_loss = 0.000039 \n"," total_bbox = 60464, rewritten_bbox = 0.013231 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.814471), count: 6, class_loss = 0.002856, iou_loss = 0.363930, total_loss = 0.366786 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000000, iou_loss = 0.000000, total_loss = 0.000000 \n"," total_bbox = 60470, rewritten_bbox = 0.013230 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.729303), count: 4, class_loss = 0.209555, iou_loss = 0.200681, total_loss = 0.410236 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000000, iou_loss = 0.000000, total_loss = 0.000000 \n"," total_bbox = 60474, rewritten_bbox = 0.013229 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.694026), count: 5, class_loss = 0.181237, iou_loss = 0.143956, total_loss = 0.325193 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000000, iou_loss = 0.000000, total_loss = 0.000000 \n"," total_bbox = 60479, rewritten_bbox = 0.013228 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.794413), count: 4, class_loss = 0.014113, iou_loss = 0.287007, total_loss = 0.301120 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000001, iou_loss = 0.000000, total_loss = 0.000001 \n"," total_bbox = 60483, rewritten_bbox = 0.013227 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.832107), count: 4, class_loss = 0.008146, iou_loss = 0.200352, total_loss = 0.208497 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000001, iou_loss = 0.000000, total_loss = 0.000001 \n"," total_bbox = 60487, rewritten_bbox = 0.013226 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.814892), count: 4, class_loss = 0.447830, iou_loss = 0.143781, total_loss = 0.591612 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000000, iou_loss = 0.000000, total_loss = 0.000000 \n"," total_bbox = 60491, rewritten_bbox = 0.013225 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.858457), count: 5, class_loss = 0.002815, iou_loss = 0.371857, total_loss = 0.374673 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000040, iou_loss = 0.000000, total_loss = 0.000040 \n"," total_bbox = 60496, rewritten_bbox = 0.013224 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.818364), count: 4, class_loss = 0.012393, iou_loss = 0.281834, total_loss = 0.294227 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000001, iou_loss = 0.000000, total_loss = 0.000001 \n"," total_bbox = 60500, rewritten_bbox = 0.013223 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.853521), count: 4, class_loss = 0.193751, iou_loss = 0.145893, total_loss = 0.339644 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.708533), count: 1, class_loss = 0.032973, iou_loss = 0.408928, total_loss = 0.441901 \n"," total_bbox = 60505, rewritten_bbox = 0.013222 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.809105), count: 4, class_loss = 0.234615, iou_loss = 0.159805, total_loss = 0.394420 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000002, iou_loss = 0.000000, total_loss = 0.000002 \n"," total_bbox = 60509, rewritten_bbox = 0.013221 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.860787), count: 4, class_loss = 0.214041, iou_loss = 0.289956, total_loss = 0.503997 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000000, iou_loss = 0.000000, total_loss = 0.000000 \n"," total_bbox = 60513, rewritten_bbox = 0.013220 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.786472), count: 5, class_loss = 0.093428, iou_loss = 0.453228, total_loss = 0.546656 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000000, iou_loss = 0.000000, total_loss = 0.000000 \n"," total_bbox = 60518, rewritten_bbox = 0.013219 % \n","\n"," (next mAP calculation at 2800 iterations) \n","\n"," Tensor Cores are disabled until the first 3000 iterations are reached.\n"," Last accuracy mAP@0.50 = 95.77 %, best = 99.13 % \u001b]2;2788/10000: loss=0.1 map=0.96 best=0.99 hours left=14.5\u0007\n"," 2788: 0.066043, 0.112425 avg loss, 0.002610 rate, 0.986059 seconds, 178432 images, 14.530934 hours left\n","Loaded: 6.368946 seconds - performance bottleneck on CPU or Disk HDD/SSD\n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.851079), count: 4, class_loss = 0.285992, iou_loss = 0.280952, total_loss = 0.566944 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.463635), count: 1, class_loss = 0.027815, iou_loss = 0.356680, total_loss = 0.384495 \n"," total_bbox = 60523, rewritten_bbox = 0.013218 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.833470), count: 4, class_loss = 0.002215, iou_loss = 0.139900, total_loss = 0.142115 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.608285), count: 1, class_loss = 0.039751, iou_loss = 0.237297, total_loss = 0.277048 \n"," total_bbox = 60528, rewritten_bbox = 0.013217 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.840238), count: 4, class_loss = 0.446568, iou_loss = 0.285336, total_loss = 0.731904 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000000, iou_loss = 0.000000, total_loss = 0.000000 \n"," total_bbox = 60532, rewritten_bbox = 0.013216 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.774212), count: 4, class_loss = 0.416522, iou_loss = 0.268161, total_loss = 0.684683 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.831009), count: 1, class_loss = 0.000373, iou_loss = 0.353140, total_loss = 0.353512 \n"," total_bbox = 60537, rewritten_bbox = 0.013215 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.857433), count: 5, class_loss = 0.371822, iou_loss = 0.414900, total_loss = 0.786723 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000002, iou_loss = 0.000000, total_loss = 0.000002 \n"," total_bbox = 60542, rewritten_bbox = 0.013214 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.844690), count: 4, class_loss = 0.008725, iou_loss = 0.280712, total_loss = 0.289437 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000000, iou_loss = 0.000000, total_loss = 0.000000 \n"," total_bbox = 60546, rewritten_bbox = 0.013213 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.860827), count: 6, class_loss = 0.002027, iou_loss = 0.506696, total_loss = 0.508722 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000000, iou_loss = 0.000000, total_loss = 0.000000 \n"," total_bbox = 60552, rewritten_bbox = 0.013212 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.800222), count: 4, class_loss = 0.068102, iou_loss = 0.098433, total_loss = 0.166535 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000005, iou_loss = 0.000000, total_loss = 0.000005 \n"," total_bbox = 60556, rewritten_bbox = 0.013211 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.829819), count: 5, class_loss = 0.442145, iou_loss = 0.436856, total_loss = 0.879001 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.813276), count: 1, class_loss = 0.000188, iou_loss = 0.597728, total_loss = 0.597916 \n"," total_bbox = 60562, rewritten_bbox = 0.013210 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.818064), count: 4, class_loss = 0.350116, iou_loss = 0.324332, total_loss = 0.674448 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000001, iou_loss = 0.000000, total_loss = 0.000001 \n"," total_bbox = 60566, rewritten_bbox = 0.013209 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.831301), count: 5, class_loss = 0.000357, iou_loss = 0.289493, total_loss = 0.289850 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000000, iou_loss = 0.000000, total_loss = 0.000000 \n"," total_bbox = 60571, rewritten_bbox = 0.013208 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.829865), count: 4, class_loss = 0.523660, iou_loss = 0.110564, total_loss = 0.634224 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000000, iou_loss = 0.000000, total_loss = 0.000000 \n"," total_bbox = 60575, rewritten_bbox = 0.013207 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.782231), count: 4, class_loss = 0.068430, iou_loss = 0.093855, total_loss = 0.162284 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000000, iou_loss = 0.000000, total_loss = 0.000000 \n"," total_bbox = 60579, rewritten_bbox = 0.013206 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.879811), count: 4, class_loss = 0.001102, iou_loss = 0.258937, total_loss = 0.260038 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000000, iou_loss = 0.000000, total_loss = 0.000000 \n"," total_bbox = 60583, rewritten_bbox = 0.013205 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.838760), count: 7, class_loss = 0.958392, iou_loss = 0.613545, total_loss = 1.571937 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.561241), count: 1, class_loss = 0.546042, iou_loss = 0.583050, total_loss = 1.129092 \n"," total_bbox = 60591, rewritten_bbox = 0.013203 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.886233), count: 5, class_loss = 0.056562, iou_loss = 0.284767, total_loss = 0.341329 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000000, iou_loss = 0.000000, total_loss = 0.000000 \n"," total_bbox = 60596, rewritten_bbox = 0.013202 % \n","\n"," (next mAP calculation at 2800 iterations) \n","\n"," Tensor Cores are disabled until the first 3000 iterations are reached.\n"," Last accuracy mAP@0.50 = 95.77 %, best = 99.13 % \u001b]2;2789/10000: loss=0.1 map=0.96 best=0.99 hours left=14.5\u0007\n"," 2789: 0.146665, 0.115849 avg loss, 0.002610 rate, 0.986344 seconds, 178496 images, 14.526726 hours left\n","Loaded: 6.372020 seconds - performance bottleneck on CPU or Disk HDD/SSD\n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.786296), count: 4, class_loss = 0.328424, iou_loss = 0.506361, total_loss = 0.834785 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.213114, iou_loss = 0.000000, total_loss = 0.213114 \n"," total_bbox = 60600, rewritten_bbox = 0.013201 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.816554), count: 5, class_loss = 0.237073, iou_loss = 0.273293, total_loss = 0.510366 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000000, iou_loss = 0.000000, total_loss = 0.000000 \n"," total_bbox = 60605, rewritten_bbox = 0.013200 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.820015), count: 4, class_loss = 0.015667, iou_loss = 0.349972, total_loss = 0.365639 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000000, iou_loss = 0.000000, total_loss = 0.000000 \n"," total_bbox = 60609, rewritten_bbox = 0.013199 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.833217), count: 4, class_loss = 0.299528, iou_loss = 0.341090, total_loss = 0.640618 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000002, iou_loss = 0.000000, total_loss = 0.000002 \n"," total_bbox = 60613, rewritten_bbox = 0.013198 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.811574), count: 5, class_loss = 0.006699, iou_loss = 0.410129, total_loss = 0.416828 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000000, iou_loss = 0.000000, total_loss = 0.000000 \n"," total_bbox = 60618, rewritten_bbox = 0.013197 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.789114), count: 4, class_loss = 0.276616, iou_loss = 0.130989, total_loss = 0.407605 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000098, iou_loss = 0.000000, total_loss = 0.000098 \n"," total_bbox = 60622, rewritten_bbox = 0.013197 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.818037), count: 4, class_loss = 0.090855, iou_loss = 0.444445, total_loss = 0.535299 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.797419), count: 1, class_loss = 0.237054, iou_loss = 0.441909, total_loss = 0.678963 \n"," total_bbox = 60627, rewritten_bbox = 0.013195 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.763889), count: 5, class_loss = 0.103501, iou_loss = 0.275280, total_loss = 0.378781 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.690882), count: 1, class_loss = 0.065638, iou_loss = 0.299334, total_loss = 0.364972 \n"," total_bbox = 60633, rewritten_bbox = 0.013194 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.750973), count: 4, class_loss = 0.631994, iou_loss = 0.770590, total_loss = 1.402584 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.663363), count: 1, class_loss = 0.030420, iou_loss = 0.867926, total_loss = 0.898346 \n"," total_bbox = 60638, rewritten_bbox = 0.013193 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.802137), count: 4, class_loss = 0.156852, iou_loss = 0.245368, total_loss = 0.402220 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.615572), count: 1, class_loss = 0.011216, iou_loss = 0.217693, total_loss = 0.228909 \n"," total_bbox = 60643, rewritten_bbox = 0.013192 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.839628), count: 4, class_loss = 0.148411, iou_loss = 0.432171, total_loss = 0.580583 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.782187), count: 3, class_loss = 0.235568, iou_loss = 1.519145, total_loss = 1.754714 \n"," total_bbox = 60650, rewritten_bbox = 0.013190 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.798182), count: 4, class_loss = 0.184537, iou_loss = 0.268931, total_loss = 0.453468 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.809129), count: 1, class_loss = 0.197165, iou_loss = 0.298587, total_loss = 0.495752 \n"," total_bbox = 60655, rewritten_bbox = 0.013189 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.799224), count: 5, class_loss = 0.197615, iou_loss = 0.141984, total_loss = 0.339599 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000001, iou_loss = 0.000000, total_loss = 0.000001 \n"," total_bbox = 60660, rewritten_bbox = 0.013188 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.835560), count: 5, class_loss = 0.073292, iou_loss = 0.319690, total_loss = 0.392982 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000001, iou_loss = 0.000000, total_loss = 0.000001 \n"," total_bbox = 60665, rewritten_bbox = 0.013187 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.797019), count: 4, class_loss = 0.476065, iou_loss = 0.194237, total_loss = 0.670302 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000000, iou_loss = 0.000000, total_loss = 0.000000 \n"," total_bbox = 60669, rewritten_bbox = 0.013186 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.839790), count: 7, class_loss = 0.130137, iou_loss = 1.097561, total_loss = 1.227699 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.080430, iou_loss = 0.000000, total_loss = 0.080430 \n"," total_bbox = 60676, rewritten_bbox = 0.013185 % \n","\n"," (next mAP calculation at 2800 iterations) \n","\n"," Tensor Cores are disabled until the first 3000 iterations are reached.\n"," Last accuracy mAP@0.50 = 95.77 %, best = 99.13 % \u001b]2;2790/10000: loss=0.1 map=0.96 best=0.99 hours left=14.5\u0007\n"," 2790: 0.140966, 0.118361 avg loss, 0.002610 rate, 0.963380 seconds, 178560 images, 14.528790 hours left\n","Loaded: 5.155696 seconds - performance bottleneck on CPU or Disk HDD/SSD\n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.870594), count: 4, class_loss = 0.009783, iou_loss = 0.179419, total_loss = 0.189202 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000000, iou_loss = 0.000000, total_loss = 0.000000 \n"," total_bbox = 60680, rewritten_bbox = 0.013184 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.794491), count: 7, class_loss = 0.259772, iou_loss = 0.533473, total_loss = 0.793245 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000196, iou_loss = 0.000000, total_loss = 0.000196 \n"," total_bbox = 60687, rewritten_bbox = 0.013182 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.821105), count: 5, class_loss = 0.048512, iou_loss = 0.273424, total_loss = 0.321936 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.006479, iou_loss = 0.000000, total_loss = 0.006479 \n"," total_bbox = 60692, rewritten_bbox = 0.013181 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.857650), count: 4, class_loss = 0.136810, iou_loss = 0.254459, total_loss = 0.391268 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000000, iou_loss = 0.000000, total_loss = 0.000000 \n"," total_bbox = 60696, rewritten_bbox = 0.013180 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.745650), count: 4, class_loss = 0.108288, iou_loss = 0.205806, total_loss = 0.314093 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.012555, iou_loss = 0.000000, total_loss = 0.012555 \n"," total_bbox = 60700, rewritten_bbox = 0.013180 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.822639), count: 5, class_loss = 0.062229, iou_loss = 0.724576, total_loss = 0.786805 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.688351), count: 2, class_loss = 0.383042, iou_loss = 1.344621, total_loss = 1.727663 \n"," total_bbox = 60707, rewritten_bbox = 0.013178 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.724666), count: 3, class_loss = 0.546922, iou_loss = 0.077878, total_loss = 0.624800 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.711038), count: 1, class_loss = 0.015575, iou_loss = 0.395780, total_loss = 0.411355 \n"," total_bbox = 60711, rewritten_bbox = 0.013177 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.789810), count: 4, class_loss = 0.345675, iou_loss = 0.132786, total_loss = 0.478462 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000008, iou_loss = 0.000000, total_loss = 0.000008 \n"," total_bbox = 60715, rewritten_bbox = 0.013176 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.898680), count: 4, class_loss = 0.318755, iou_loss = 0.105680, total_loss = 0.424435 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000002, iou_loss = 0.000000, total_loss = 0.000002 \n"," total_bbox = 60719, rewritten_bbox = 0.013175 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.700973), count: 6, class_loss = 1.205293, iou_loss = 0.195462, total_loss = 1.400755 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000060, iou_loss = 0.000000, total_loss = 0.000060 \n"," total_bbox = 60725, rewritten_bbox = 0.013174 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.836475), count: 5, class_loss = 0.018067, iou_loss = 0.288499, total_loss = 0.306565 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.451460), count: 1, class_loss = 0.563201, iou_loss = 0.177627, total_loss = 0.740828 \n"," total_bbox = 60731, rewritten_bbox = 0.013173 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.728902), count: 4, class_loss = 0.238695, iou_loss = 0.279831, total_loss = 0.518525 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000535, iou_loss = 0.000000, total_loss = 0.000535 \n"," total_bbox = 60735, rewritten_bbox = 0.013172 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.838881), count: 4, class_loss = 0.064521, iou_loss = 0.126620, total_loss = 0.191141 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000002, iou_loss = 0.000000, total_loss = 0.000002 \n"," total_bbox = 60739, rewritten_bbox = 0.013171 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.851018), count: 5, class_loss = 0.013619, iou_loss = 0.309026, total_loss = 0.322645 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.800106), count: 1, class_loss = 0.000157, iou_loss = 0.452309, total_loss = 0.452466 \n"," total_bbox = 60745, rewritten_bbox = 0.013170 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.832796), count: 5, class_loss = 0.295269, iou_loss = 0.251746, total_loss = 0.547015 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.492091), count: 1, class_loss = 0.017424, iou_loss = 0.139061, total_loss = 0.156485 \n"," total_bbox = 60751, rewritten_bbox = 0.013169 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.757699), count: 5, class_loss = 0.028928, iou_loss = 0.488668, total_loss = 0.517596 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000001, iou_loss = 0.000000, total_loss = 0.000001 \n"," total_bbox = 60756, rewritten_bbox = 0.013167 % \n","\n"," (next mAP calculation at 2800 iterations) \n","\n"," Tensor Cores are disabled until the first 3000 iterations are reached.\n"," Last accuracy mAP@0.50 = 95.77 %, best = 99.13 % \u001b]2;2791/10000: loss=0.1 map=0.96 best=0.99 hours left=14.5\u0007\n"," 2791: 0.149613, 0.121486 avg loss, 0.002610 rate, 1.059789 seconds, 178624 images, 14.530414 hours left\n","Loaded: 6.169010 seconds - performance bottleneck on CPU or Disk HDD/SSD\n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.807231), count: 6, class_loss = 0.013371, iou_loss = 0.309635, total_loss = 0.323006 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000000, iou_loss = 0.000000, total_loss = 0.000000 \n"," total_bbox = 60762, rewritten_bbox = 0.013166 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.813091), count: 4, class_loss = 0.423321, iou_loss = 0.187550, total_loss = 0.610871 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000010, iou_loss = 0.000000, total_loss = 0.000010 \n"," total_bbox = 60766, rewritten_bbox = 0.013165 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.764568), count: 5, class_loss = 0.606790, iou_loss = 0.374360, total_loss = 0.981151 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000000, iou_loss = 0.000000, total_loss = 0.000000 \n"," total_bbox = 60771, rewritten_bbox = 0.013164 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.800942), count: 4, class_loss = 0.001403, iou_loss = 0.281135, total_loss = 0.282539 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000001, iou_loss = 0.000000, total_loss = 0.000001 \n"," total_bbox = 60775, rewritten_bbox = 0.013163 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.777124), count: 6, class_loss = 0.082599, iou_loss = 0.584014, total_loss = 0.666613 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.010206, iou_loss = 0.000000, total_loss = 0.010206 \n"," total_bbox = 60781, rewritten_bbox = 0.013162 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.794590), count: 5, class_loss = 0.435156, iou_loss = 0.421319, total_loss = 0.856475 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.616777), count: 1, class_loss = 0.000387, iou_loss = 0.249158, total_loss = 0.249545 \n"," total_bbox = 60787, rewritten_bbox = 0.013161 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.776491), count: 6, class_loss = 0.586501, iou_loss = 0.248062, total_loss = 0.834562 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.001103, iou_loss = 0.000000, total_loss = 0.001103 \n"," total_bbox = 60793, rewritten_bbox = 0.013159 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.821192), count: 5, class_loss = 0.566782, iou_loss = 0.558495, total_loss = 1.125277 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000000, iou_loss = 0.000000, total_loss = 0.000000 \n"," total_bbox = 60798, rewritten_bbox = 0.013158 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.808520), count: 4, class_loss = 0.187254, iou_loss = 0.170123, total_loss = 0.357377 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000000, iou_loss = 0.000000, total_loss = 0.000000 \n"," total_bbox = 60802, rewritten_bbox = 0.013157 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.845610), count: 4, class_loss = 0.508915, iou_loss = 0.270220, total_loss = 0.779135 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000003, iou_loss = 0.000000, total_loss = 0.000003 \n"," total_bbox = 60806, rewritten_bbox = 0.013157 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.794092), count: 4, class_loss = 0.678047, iou_loss = 0.346513, total_loss = 1.024560 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000001, iou_loss = 0.000000, total_loss = 0.000001 \n"," total_bbox = 60810, rewritten_bbox = 0.013156 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.787500), count: 5, class_loss = 0.028165, iou_loss = 0.351180, total_loss = 0.379345 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000001, iou_loss = 0.000000, total_loss = 0.000001 \n"," total_bbox = 60815, rewritten_bbox = 0.013155 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.861025), count: 5, class_loss = 0.054261, iou_loss = 0.537360, total_loss = 0.591621 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000000, iou_loss = 0.000000, total_loss = 0.000000 \n"," total_bbox = 60820, rewritten_bbox = 0.013154 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.840263), count: 5, class_loss = 0.375252, iou_loss = 0.212264, total_loss = 0.587516 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000009, iou_loss = 0.000000, total_loss = 0.000009 \n"," total_bbox = 60825, rewritten_bbox = 0.013152 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.831280), count: 6, class_loss = 0.694162, iou_loss = 0.669310, total_loss = 1.363472 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.039424, iou_loss = 0.000000, total_loss = 0.039424 \n"," total_bbox = 60831, rewritten_bbox = 0.013151 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.752501), count: 3, class_loss = 0.490447, iou_loss = 0.361179, total_loss = 0.851626 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.556298), count: 1, class_loss = 0.061694, iou_loss = 0.165326, total_loss = 0.227019 \n"," total_bbox = 60835, rewritten_bbox = 0.013150 % \n","\n"," (next mAP calculation at 2800 iterations) \n","\n"," Tensor Cores are disabled until the first 3000 iterations are reached.\n"," Last accuracy mAP@0.50 = 95.77 %, best = 99.13 % \u001b]2;2792/10000: loss=0.2 map=0.96 best=0.99 hours left=14.5\u0007\n"," 2792: 0.184825, 0.127820 avg loss, 0.002610 rate, 0.979344 seconds, 178688 images, 14.509575 hours left\n","Loaded: 6.449825 seconds - performance bottleneck on CPU or Disk HDD/SSD\n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.804788), count: 5, class_loss = 0.360351, iou_loss = 0.309545, total_loss = 0.669896 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000006, iou_loss = 0.000000, total_loss = 0.000006 \n"," total_bbox = 60840, rewritten_bbox = 0.013149 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.846190), count: 6, class_loss = 0.270555, iou_loss = 0.390312, total_loss = 0.660867 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000002, iou_loss = 0.000000, total_loss = 0.000002 \n"," total_bbox = 60846, rewritten_bbox = 0.013148 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.793325), count: 4, class_loss = 0.136697, iou_loss = 0.143041, total_loss = 0.279738 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000001, iou_loss = 0.000000, total_loss = 0.000001 \n"," total_bbox = 60850, rewritten_bbox = 0.013147 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.808878), count: 4, class_loss = 0.408189, iou_loss = 0.179792, total_loss = 0.587981 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.735635), count: 1, class_loss = 0.001805, iou_loss = 0.398551, total_loss = 0.400356 \n"," total_bbox = 60855, rewritten_bbox = 0.013146 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.780588), count: 4, class_loss = 0.052787, iou_loss = 0.280675, total_loss = 0.333462 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000000, iou_loss = 0.000000, total_loss = 0.000000 \n"," total_bbox = 60859, rewritten_bbox = 0.013145 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.830709), count: 4, class_loss = 0.054022, iou_loss = 0.112566, total_loss = 0.166588 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.738851), count: 1, class_loss = 0.182675, iou_loss = 0.368205, total_loss = 0.550880 \n"," total_bbox = 60864, rewritten_bbox = 0.013144 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.801674), count: 5, class_loss = 0.678675, iou_loss = 0.327823, total_loss = 1.006498 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000000, iou_loss = 0.000000, total_loss = 0.000000 \n"," total_bbox = 60869, rewritten_bbox = 0.013143 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.813746), count: 4, class_loss = 0.068889, iou_loss = 0.414689, total_loss = 0.483578 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.778258), count: 1, class_loss = 0.099182, iou_loss = 0.527872, total_loss = 0.627054 \n"," total_bbox = 60874, rewritten_bbox = 0.013142 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.857440), count: 9, class_loss = 0.329151, iou_loss = 1.127748, total_loss = 1.456899 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.063009, iou_loss = 0.000000, total_loss = 0.063009 \n"," total_bbox = 60883, rewritten_bbox = 0.013140 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.821890), count: 4, class_loss = 0.344910, iou_loss = 0.084688, total_loss = 0.429597 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.674965), count: 1, class_loss = 0.056408, iou_loss = 0.380434, total_loss = 0.436842 \n"," total_bbox = 60888, rewritten_bbox = 0.013139 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.867342), count: 4, class_loss = 0.034901, iou_loss = 0.170359, total_loss = 0.205260 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.654972), count: 1, class_loss = 0.031292, iou_loss = 0.325787, total_loss = 0.357078 \n"," total_bbox = 60893, rewritten_bbox = 0.013138 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.878026), count: 5, class_loss = 0.006024, iou_loss = 0.528077, total_loss = 0.534101 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000001, iou_loss = 0.000000, total_loss = 0.000001 \n"," total_bbox = 60898, rewritten_bbox = 0.013137 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.823713), count: 6, class_loss = 0.036127, iou_loss = 0.483590, total_loss = 0.519717 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000000, iou_loss = 0.000000, total_loss = 0.000000 \n"," total_bbox = 60904, rewritten_bbox = 0.013135 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.834739), count: 4, class_loss = 0.001270, iou_loss = 0.243494, total_loss = 0.244764 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000001, iou_loss = 0.000000, total_loss = 0.000001 \n"," total_bbox = 60908, rewritten_bbox = 0.013135 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.819446), count: 6, class_loss = 0.377545, iou_loss = 0.934295, total_loss = 1.311839 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.000000), count: 1, class_loss = 0.000000, iou_loss = 0.000000, total_loss = 0.000000 \n"," total_bbox = 60914, rewritten_bbox = 0.013133 % \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.838894), count: 4, class_loss = 0.014005, iou_loss = 0.465084, total_loss = 0.479089 \n","v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.567594), count: 1, class_loss = 0.000061, iou_loss = 0.186671, total_loss = 0.186731 \n"," total_bbox = 60919, rewritten_bbox = 0.013132 % \n","\n"," (next mAP calculation at 2800 iterations) \n","\n"," Tensor Cores are disabled until the first 3000 iterations are reached.\n"," Last accuracy mAP@0.50 = 95.77 %, best = 99.13 % \u001b]2;2793/10000: loss=0.1 map=0.96 best=0.99 hours left=14.5\u0007\n"," 2793: 0.115298, 0.126568 avg loss, 0.002610 rate, 1.023323 seconds, 178752 images, 14.507606 hours left\n"]}],"source":["#to restart training your custom detector where you left off(using the weights that were saved last)\n","\n","!./darknet detector train data/obj.data cfg/yolov4-tiny-custom.cfg /mydrive/yolov4-tiny/training/yolov4-tiny-custom_last.weights -dont_show -map"]},{"cell_type":"markdown","metadata":{"id":"93ZR1Cv5iSiH"},"source":["## **11) Check performance** "]},{"cell_type":"code","execution_count":null,"metadata":{"id":"GmjcPvWyarZ6","vscode":{"languageId":"python"}},"outputs":[],"source":["# define helper function imShow\n","def imShow(path):\n"," import cv2\n"," import matplotlib.pyplot as plt\n"," %matplotlib inline\n","\n"," image = cv2.imread(path)\n"," height, width = image.shape[:2]\n"," resized_image = cv2.resize(image,(3*width, 3*height), interpolation = cv2.INTER_CUBIC)\n","\n"," fig = plt.gcf()\n"," fig.set_size_inches(18, 10)\n"," plt.axis(\"off\")\n"," plt.imshow(cv2.cvtColor(resized_image, cv2.COLOR_BGR2RGB))\n"," #plt.show('')\n"]},{"cell_type":"code","execution_count":null,"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":305},"executionInfo":{"elapsed":8,"status":"error","timestamp":1659721045105,"user":{"displayName":"Kshitij Kumar","userId":"04023944310923569991"},"user_tz":-330},"id":"p_s3oI7Rnic3","outputId":"3f5224b9-5391-455f-8a9f-01f1b0d00865","vscode":{"languageId":"python"}},"outputs":[],"source":["#only works if the training does not get interrupted \n","imShow('chart.png')"]},{"cell_type":"markdown","metadata":{"id":"Xa9j0M4-au8q"},"source":["**Check mAP (mean average precision)**"]},{"cell_type":"code","execution_count":13,"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"elapsed":720,"status":"ok","timestamp":1659785431265,"user":{"displayName":"Kshitij Kumar","userId":"04023944310923569991"},"user_tz":-330},"id":"qhlceb1YiEwu","outputId":"d369f59c-ce09-4814-a789-879044e30fb4","vscode":{"languageId":"python"}},"outputs":[{"name":"stdout","output_type":"stream","text":["CUDA status Error: file: ./src/dark_cuda.c : () : line: 38 : build time: Aug 6 2022 - 11:28:42 \n","\n"," CUDA Error: no CUDA-capable device is detected\n","Darknet error location: ./src/dark_cuda.c, check_error, line #69\n","CUDA Error: no CUDA-capable device is detected: Bad file descriptor\n"]}],"source":["#You can check the mAP for all the saved weights to see which gives the best results ( xxxx here is the saved weight number like 4000, 5000 or 6000 snd so on )\n","\n","!./darknet detector map data/obj.data cfg/yolov4-tiny-custom.cfg /mydrive/yolov4-tiny/training/yolov4-tiny-custom_best.weights -points 0"]},{"cell_type":"markdown","metadata":{"id":"lkVfpYU3vK-W"},"source":["## **12) Test your custom Object Detector**\n"]},{"cell_type":"markdown","metadata":{"id":"hRoFfkBFT7Hm"},"source":["### **Make changes to your custom config file**\n","* change line batch to batch=1\n","* change line subdivisions to subdivisions=1\n","\n","You can do it either manually or by simply running the code below"]},{"cell_type":"code","execution_count":14,"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"elapsed":661,"status":"ok","timestamp":1659785431910,"user":{"displayName":"Kshitij Kumar","userId":"04023944310923569991"},"user_tz":-330},"id":"UddToJtjkSaO","outputId":"61e89a8b-6cb7-41a9-d7b5-a3e27bafb9e8","vscode":{"languageId":"python"}},"outputs":[{"name":"stdout","output_type":"stream","text":["/content/darknet/cfg\n","/content/darknet\n"]}],"source":["#set your custom cfg to test mode \n","%cd cfg\n","!sed -i 's/batch=64/batch=1/' yolov4-tiny-custom.cfg\n","!sed -i 's/subdivisions=16/subdivisions=1/' yolov4-tiny-custom.cfg\n","%cd .."]},{"cell_type":"markdown","metadata":{"id":"NGzCTHKliv16"},"source":["### **Run detector on an image**"]},{"cell_type":"code","execution_count":null,"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":305},"executionInfo":{"elapsed":42,"status":"error","timestamp":1659785431913,"user":{"displayName":"Kshitij Kumar","userId":"04023944310923569991"},"user_tz":-330},"id":"VUBkR6JgU4tX","outputId":"bc173e55-13fb-4a44-9856-ea53be367958","vscode":{"languageId":"python"}},"outputs":[],"source":["# run your custom detector with this command (upload an image to your google drive to test, the thresh flag sets the minimum accuracy required for object detection)\n","\n","!./darknet detector test data/obj.data cfg/yolov4-tiny-custom.cfg /content/darknet/data/obj/1.jpg -thresh 0.3\n","imShow('predictions.jpg')"]},{"cell_type":"markdown","metadata":{"id":"LvPSleyilnmM"},"source":["### **Run detector on a webcam image**"]},{"cell_type":"code","execution_count":null,"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":1000},"executionInfo":{"elapsed":47445,"status":"ok","timestamp":1659730513321,"user":{"displayName":"Kshitij Kumar","userId":"04023944310923569991"},"user_tz":-330},"id":"7DqroJSti0qj","outputId":"0281f5a4-d9fb-4e0f-f3f2-8850adb91833","vscode":{"languageId":"python"}},"outputs":[],"source":["#Run detector on images captured by webcam for your custom YOLOv4-tiny trained model\n","from IPython.display import display, Javascript\n","from google.colab.output import eval_js\n","from base64 import b64decode\n","\n","def take_photo(filename='photo.jpg', quality=0.8):\n"," js = Javascript('''\n"," async function takePhoto(quality) {\n"," const div = document.createElement('div');\n"," const capture = document.createElement('button');\n"," capture.textContent = 'Capture';\n"," div.appendChild(capture);\n","\n"," const video = document.createElement('video');\n"," video.style.display = 'block';\n"," const stream = await navigator.mediaDevices.getUserMedia({video: true});\n","\n"," document.body.appendChild(div);\n"," div.appendChild(video);\n"," video.srcObject = stream;\n"," await video.play();\n","\n"," // Resize the output to fit the video element.\n"," google.colab.output.setIframeHeight(document.documentElement.scrollHeight, true);\n","\n"," // Wait for Capture to be clicked.\n"," await new Promise((resolve) => capture.onclick = resolve);\n","\n"," const canvas = document.createElement('canvas');\n"," canvas.width = video.videoWidth;\n"," canvas.height = video.videoHeight;\n"," canvas.getContext('2d').drawImage(video, 0, 0);\n"," stream.getVideoTracks()[0].stop();\n"," div.remove();\n"," return canvas.toDataURL('image/jpeg', quality);\n"," }\n"," ''')\n"," display(js)\n"," data = eval_js('takePhoto({})'.format(quality))\n"," binary = b64decode(data.split(',')[1])\n"," with open(filename, 'wb') as f:\n"," f.write(binary)\n"," return filename\n","\n","from IPython.display import Image\n","try:\n"," filename = take_photo()\n"," print('Saved to {}'.format(filename))\n"," \n"," # Show the image which was just taken.\n"," display(Image(filename))\n","except Exception as err:\n"," # Errors will be thrown if the user does not have a webcam or if they do not\n"," # grant the page permission to access it.\n"," print(str(err))\n","\n","!./darknet detector test data/obj.data cfg/yolov4-tiny-custom.cfg /mydrive/yolov4-tiny/training/yolov4-tiny-custom_best.weights photo.jpg -thresh 0.5\n","imShow('predictions.jpg') "]},{"cell_type":"markdown","metadata":{"id":"GkBnPr1_lRKS"},"source":["### **Run detector on a video**"]},{"cell_type":"code","execution_count":null,"metadata":{"id":"HvpRs8mSlOY6","vscode":{"languageId":"python"}},"outputs":[],"source":["# run your custom detector on a video with this command (upload a video to your google drive to test, the thresh flag sets the minimum accuracy required for object detection).This saves the output video with the detections in your output path\n","\n","!./darknet detector demo data/obj.data cfg/yolov4-tiny-custom.cfg /mydrive/yolov4-tiny/training/yolov4-tiny-custom_best.weights -dont_show /mydrive/mask_test_videos/test3.mp4 -i 0 -out_filename /mydrive/mask_test_videos/result.avi "]},{"cell_type":"markdown","metadata":{"id":"3YbJqKzulJG6"},"source":["### **Run detector on a live webcam**"]},{"cell_type":"code","execution_count":null,"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":17},"executionInfo":{"elapsed":128129,"status":"ok","timestamp":1659729316137,"user":{"displayName":"Kshitij Kumar","userId":"04023944310923569991"},"user_tz":-330},"id":"Ruri4j8ejA2r","outputId":"748f515b-6f42-40b2-a542-5d4592a01ff7","vscode":{"languageId":"python"}},"outputs":[{"data":{"application/javascript":"\n var video;\n var div = null;\n var stream;\n var captureCanvas;\n var imgElement;\n var labelElement;\n \n var pendingResolve = null;\n var shutdown = false;\n \n function removeDom() {\n stream.getVideoTracks()[0].stop();\n video.remove();\n div.remove();\n video = null;\n div = null;\n stream = null;\n imgElement = null;\n captureCanvas = null;\n labelElement = null;\n }\n \n function onAnimationFrame() {\n if (!shutdown) {\n window.requestAnimationFrame(onAnimationFrame);\n }\n if (pendingResolve) {\n var result = \"\";\n if (!shutdown) {\n captureCanvas.getContext('2d').drawImage(video, 0, 0, 640, 480);\n result = captureCanvas.toDataURL('image/jpeg', 0.8)\n }\n var lp = pendingResolve;\n pendingResolve = null;\n lp(result);\n }\n }\n \n async function createDom() {\n if (div !== null) {\n return stream;\n }\n\n div = document.createElement('div');\n div.style.border = '2px solid black';\n div.style.padding = '3px';\n div.style.width = '100%';\n div.style.maxWidth = '600px';\n document.body.appendChild(div);\n \n const modelOut = document.createElement('div');\n modelOut.innerHTML = \"Status:\";\n labelElement = document.createElement('span');\n labelElement.innerText = 'No data';\n labelElement.style.fontWeight = 'bold';\n modelOut.appendChild(labelElement);\n div.appendChild(modelOut);\n \n video = document.createElement('video');\n video.style.display = 'block';\n video.width = div.clientWidth - 6;\n video.setAttribute('playsinline', '');\n video.onclick = () => { shutdown = true; };\n stream = await navigator.mediaDevices.getUserMedia(\n {video: { facingMode: \"environment\"}});\n div.appendChild(video);\n\n imgElement = document.createElement('img');\n imgElement.style.position = 'absolute';\n imgElement.style.zIndex = 1;\n imgElement.onclick = () => { shutdown = true; };\n div.appendChild(imgElement);\n \n const instruction = document.createElement('div');\n instruction.innerHTML = \n '' +\n 'When finished, click here or on the video to stop this demo';\n div.appendChild(instruction);\n instruction.onclick = () => { shutdown = true; };\n \n video.srcObject = stream;\n await video.play();\n\n captureCanvas = document.createElement('canvas');\n captureCanvas.width = 640; //video.videoWidth;\n captureCanvas.height = 480; //video.videoHeight;\n window.requestAnimationFrame(onAnimationFrame);\n \n return stream;\n }\n async function stream_frame(label, imgData) {\n if (shutdown) {\n removeDom();\n shutdown = false;\n return '';\n }\n\n var preCreate = Date.now();\n stream = await createDom();\n \n var preShow = Date.now();\n if (label != \"\") {\n labelElement.innerHTML = label;\n }\n \n if (imgData != \"\") {\n var videoRect = video.getClientRects()[0];\n imgElement.style.top = videoRect.top + \"px\";\n imgElement.style.left = videoRect.left + \"px\";\n imgElement.style.width = videoRect.width + \"px\";\n imgElement.style.height = videoRect.height + \"px\";\n imgElement.src = imgData;\n }\n \n var preCapture = Date.now();\n var result = await new Promise(function(resolve, reject) {\n pendingResolve = resolve;\n });\n shutdown = false;\n \n return {'create': preShow - preCreate, \n 'show': preCapture - preShow, \n 'capture': Date.now() - preCapture,\n 'img': result};\n }\n ","text/plain":[""]},"metadata":{},"output_type":"display_data"}],"source":["# Code from theAIGuysCode Github (https://github.com/theAIGuysCode/YOLOv4-Cloud-Tutorial/blob/master/yolov4_webcam.ipynb)\n","#adjusted for my custom YOLOv4-tiny trained weights, config and obj.data files\n","\n","# import dependencies\n","from IPython.display import display, Javascript, Image\n","from google.colab.output import eval_js\n","from google.colab.patches import cv2_imshow\n","from base64 import b64decode, b64encode\n","import cv2\n","import numpy as np\n","import PIL\n","import io\n","import html\n","import time\n","import matplotlib.pyplot as plt\n","%matplotlib inline\n","\n","\n","# import darknet functions to perform object detections\n","from darknet import *\n","# load in our YOLOv4 architecture network\n","network, class_names, class_colors = load_network(\"cfg/yolov4-tiny-custom.cfg\", \"data/obj.data\", \"/mydrive/yolov4-tiny/training/yolov4-tiny-custom_best.weights\")\n","width = network_width(network)\n","height = network_height(network)\n","\n","# darknet helper function to run detection on image\n","def darknet_helper(img, width, height):\n"," darknet_image = make_image(width, height, 3)\n"," img_rgb = cv2.cvtColor(img, cv2.COLOR_BGR2RGB)\n"," img_resized = cv2.resize(img_rgb, (width, height),\n"," interpolation=cv2.INTER_LINEAR)\n","\n"," # get image ratios to convert bounding boxes to proper size\n"," img_height, img_width, _ = img.shape\n"," width_ratio = img_width/width\n"," height_ratio = img_height/height\n","\n"," # run model on darknet style image to get detections\n"," copy_image_from_bytes(darknet_image, img_resized.tobytes())\n"," detections = detect_image(network, class_names, darknet_image)\n"," free_image(darknet_image)\n"," return detections, width_ratio, height_ratio\n","\n","# function to convert the JavaScript object into an OpenCV image\n","def js_to_image(js_reply):\n"," \"\"\"\n"," Params:\n"," js_reply: JavaScript object containing image from webcam\n"," Returns:\n"," img: OpenCV BGR image\n"," \"\"\"\n"," # decode base64 image\n"," image_bytes = b64decode(js_reply.split(',')[1])\n"," # convert bytes to numpy array\n"," jpg_as_np = np.frombuffer(image_bytes, dtype=np.uint8)\n"," # decode numpy array into OpenCV BGR image\n"," img = cv2.imdecode(jpg_as_np, flags=1)\n","\n"," return img\n","\n","# function to convert OpenCV Rectangle bounding box image into base64 byte string to be overlayed on video stream\n","def bbox_to_bytes(bbox_array):\n"," \"\"\"\n"," Params:\n"," bbox_array: Numpy array (pixels) containing rectangle to overlay on video stream.\n"," Returns:\n"," bytes: Base64 image byte string\n"," \"\"\"\n"," # convert array into PIL image\n"," bbox_PIL = PIL.Image.fromarray(bbox_array, 'RGBA')\n"," iobuf = io.BytesIO()\n"," # format bbox into png for return\n"," bbox_PIL.save(iobuf, format='png')\n"," # format return string\n"," bbox_bytes = 'data:image/png;base64,{}'.format((str(b64encode(iobuf.getvalue()), 'utf-8')))\n","\n"," return bbox_bytes \n","\n","# JavaScript to properly create our live video stream using our webcam as input\n","def video_stream():\n"," js = Javascript('''\n"," var video;\n"," var div = null;\n"," var stream;\n"," var captureCanvas;\n"," var imgElement;\n"," var labelElement;\n"," \n"," var pendingResolve = null;\n"," var shutdown = false;\n"," \n"," function removeDom() {\n"," stream.getVideoTracks()[0].stop();\n"," video.remove();\n"," div.remove();\n"," video = null;\n"," div = null;\n"," stream = null;\n"," imgElement = null;\n"," captureCanvas = null;\n"," labelElement = null;\n"," }\n"," \n"," function onAnimationFrame() {\n"," if (!shutdown) {\n"," window.requestAnimationFrame(onAnimationFrame);\n"," }\n"," if (pendingResolve) {\n"," var result = \"\";\n"," if (!shutdown) {\n"," captureCanvas.getContext('2d').drawImage(video, 0, 0, 640, 480);\n"," result = captureCanvas.toDataURL('image/jpeg', 0.8)\n"," }\n"," var lp = pendingResolve;\n"," pendingResolve = null;\n"," lp(result);\n"," }\n"," }\n"," \n"," async function createDom() {\n"," if (div !== null) {\n"," return stream;\n"," }\n","\n"," div = document.createElement('div');\n"," div.style.border = '2px solid black';\n"," div.style.padding = '3px';\n"," div.style.width = '100%';\n"," div.style.maxWidth = '600px';\n"," document.body.appendChild(div);\n"," \n"," const modelOut = document.createElement('div');\n"," modelOut.innerHTML = \"Status:\";\n"," labelElement = document.createElement('span');\n"," labelElement.innerText = 'No data';\n"," labelElement.style.fontWeight = 'bold';\n"," modelOut.appendChild(labelElement);\n"," div.appendChild(modelOut);\n"," \n"," video = document.createElement('video');\n"," video.style.display = 'block';\n"," video.width = div.clientWidth - 6;\n"," video.setAttribute('playsinline', '');\n"," video.onclick = () => { shutdown = true; };\n"," stream = await navigator.mediaDevices.getUserMedia(\n"," {video: { facingMode: \"environment\"}});\n"," div.appendChild(video);\n","\n"," imgElement = document.createElement('img');\n"," imgElement.style.position = 'absolute';\n"," imgElement.style.zIndex = 1;\n"," imgElement.onclick = () => { shutdown = true; };\n"," div.appendChild(imgElement);\n"," \n"," const instruction = document.createElement('div');\n"," instruction.innerHTML = \n"," '' +\n"," 'When finished, click here or on the video to stop this demo';\n"," div.appendChild(instruction);\n"," instruction.onclick = () => { shutdown = true; };\n"," \n"," video.srcObject = stream;\n"," await video.play();\n","\n"," captureCanvas = document.createElement('canvas');\n"," captureCanvas.width = 640; //video.videoWidth;\n"," captureCanvas.height = 480; //video.videoHeight;\n"," window.requestAnimationFrame(onAnimationFrame);\n"," \n"," return stream;\n"," }\n"," async function stream_frame(label, imgData) {\n"," if (shutdown) {\n"," removeDom();\n"," shutdown = false;\n"," return '';\n"," }\n","\n"," var preCreate = Date.now();\n"," stream = await createDom();\n"," \n"," var preShow = Date.now();\n"," if (label != \"\") {\n"," labelElement.innerHTML = label;\n"," }\n"," \n"," if (imgData != \"\") {\n"," var videoRect = video.getClientRects()[0];\n"," imgElement.style.top = videoRect.top + \"px\";\n"," imgElement.style.left = videoRect.left + \"px\";\n"," imgElement.style.width = videoRect.width + \"px\";\n"," imgElement.style.height = videoRect.height + \"px\";\n"," imgElement.src = imgData;\n"," }\n"," \n"," var preCapture = Date.now();\n"," var result = await new Promise(function(resolve, reject) {\n"," pendingResolve = resolve;\n"," });\n"," shutdown = false;\n"," \n"," return {'create': preShow - preCreate, \n"," 'show': preCapture - preShow, \n"," 'capture': Date.now() - preCapture,\n"," 'img': result};\n"," }\n"," ''')\n","\n"," display(js)\n"," \n","def video_frame(label, bbox):\n"," data = eval_js('stream_frame(\"{}\", \"{}\")'.format(label, bbox))\n"," return data\n","\n","# start streaming video from webcam\n","video_stream()\n","# label for video\n","label_html = 'Capturing...'\n","# initialze bounding box to empty\n","bbox = ''\n","count = 0 \n","while True:\n"," js_reply = video_frame(label_html, bbox)\n"," if not js_reply:\n"," break\n","\n"," # convert JS response to OpenCV Image\n"," frame = js_to_image(js_reply[\"img\"])\n","\n"," # create transparent overlay for bounding box\n"," bbox_array = np.zeros([480,640,4], dtype=np.uint8)\n","\n"," # call our darknet helper on video frame\n"," detections, width_ratio, height_ratio = darknet_helper(frame, width, height)\n","\n"," # loop through detections and draw them on transparent overlay image\n"," for label, confidence, bbox in detections:\n"," left, top, right, bottom = bbox2points(bbox)\n"," left, top, right, bottom = int(left * width_ratio), int(top * height_ratio), int(right * width_ratio), int(bottom * height_ratio)\n"," bbox_array = cv2.rectangle(bbox_array, (left, top), (right, bottom), class_colors[label], 2)\n"," bbox_array = cv2.putText(bbox_array, \"{} [{:.2f}]\".format(label, float(confidence)),\n"," (left, top - 5), cv2.FONT_HERSHEY_SIMPLEX, 0.5,\n"," class_colors[label], 2)\n","\n"," bbox_array[:,:,3] = (bbox_array.max(axis = 2) > 0 ).astype(int) * 255\n"," # convert overlay of bbox into bytes\n"," bbox_bytes = bbox_to_bytes(bbox_array)\n"," # update bbox so next frame gets new overlay\n"," bbox = bbox_bytes "]},{"cell_type":"markdown","metadata":{"id":"5qUh9nrrpt_4"},"source":["### Compile the model and save the model in the local directory"]},{"cell_type":"code","execution_count":null,"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"elapsed":4986,"status":"ok","timestamp":1659731761709,"user":{"displayName":"Kshitij Kumar","userId":"04023944310923569991"},"user_tz":-330},"id":"-0r93CUrpsZh","outputId":"ec2755ee-ba1e-42e0-9182-4f501ab81fab","vscode":{"languageId":"python"}},"outputs":[],"source":["!python /content/gdrive/MyDrive/yolov4-tiny/wgttopb.py cfg/yolov4-tiny-custom.cfg /mydrive/yolov4-tiny/training/yolov4-tiny-custom_best.weights yolov4-tiny.h5"]},{"cell_type":"markdown","metadata":{},"source":["![image.png](https://miro.medium.com/max/785/1*f2diI7O28j2A875FwQPMJA.jpeg)"]},{"cell_type":"code","execution_count":null,"metadata":{"id":"61XTARP8pfuB","vscode":{"languageId":"python"}},"outputs":[],"source":["''' Here we are going to find the bounding boxes around the\n"," objects and then use K-means clustering to predict the \n"," prominent colours inside the bounding box '''\n"," \n","# Import the required libraries\n","\n","import numpy as np\n","from numpy import expand_dims\n","from keras.models import load_model\n","from keras.preprocessing.image import load_img\n","from keras.preprocessing.image import img_to_array\n","from matplotlib import pyplot\n","from matplotlib.patches import Rectangle\n","from sklearn.cluster import KMeans\n","\n","# Define the list of colours that we are going to predict\n","\n","colorsList = {'Red': [255, 0, 0],\n"," 'Green': [0, 128, 0],\n"," 'Blue': [0, 0, 255],\n"," 'Yellow': [255, 255, 0],\n"," 'Violet': [238, 130, 238],\n"," 'Orange': [255, 165, 0],\n"," 'Black': [0, 0, 0],\n"," 'White': [255, 255, 255],\n"," 'Pink': [255, 192, 203],\n"," 'Brown': [165, 42, 42]}\n","\n","# This class returns the R, G, B values of the dominant colours\n","\n","class DominantColors:\n","\n"," CLUSTERS = None\n"," IMAGE = None\n"," COLORS = None\n"," LABELS = None\n"," \n"," def __init__(self, image, clusters=3):\n"," self.CLUSTERS = clusters\n"," self.IMAGE = image\n"," \n"," def dominantColors(self):\n"," \n"," #read image\n"," \n"," #convert to rgb from bgr\n"," img = self.IMAGE\n"," \n"," #reshaping to a list of pixels\n"," img = img.reshape((img.shape[0] * img.shape[1], 3))\n"," \n"," #save image after operations\n"," self.IMAGE = img\n"," \n"," #using k-means to cluster pixels\n"," kmeans = KMeans(n_clusters = self.CLUSTERS)\n"," kmeans.fit(img)\n"," \n"," #the cluster centers are our dominant colors.\n"," self.COLORS = kmeans.cluster_centers_\n"," \n"," #save labels\n"," self.LABELS = kmeans.labels_\n"," \n"," #returning after converting to integer from float\n"," return self.COLORS.astype(int)\n","\n","# This class predicts the bounding box in an image\n","\n","class BoundBox():\n"," \n"," def __init__(self, xmin, ymin, xmax, ymax, objness = None, classes = None):\n"," \n"," self.xmin = xmin\n"," self.xmax = xmax\n"," self.ymin = ymin\n"," self.ymax = ymax\n"," self.objness = objness\n"," self.classes = classes\n"," self.label = -1\n"," self.score = -1\n"," \n"," def get_label(self):\n"," \n"," if self.label == -1:\n"," self.label = np.argmax(self.classes)\n"," \n"," return self.label\n"," \n"," def get_score(self):\n"," \n"," if self.score == -1:\n"," self.score = self.classes[self.get_label()]\n"," \n"," return self.score\n"," \n","# Sigmoid function\n"," \n","def sigmoid(x):\n"," \n"," return 1. / (1. + np.exp(-x))\n","\n","# Docoding the net output of the model\n","\n","def decode_netout(netout, anchors, obj_thresh, net_h, net_w):\n"," \n"," grid_h, grid_w = netout.shape[:2]\n"," nb_box = 3\n"," netout = netout.reshape((grid_h, grid_w, nb_box, -1))\n"," boxes = []\n"," \n"," netout[..., :2] = sigmoid(netout[..., :2])\n"," netout[..., 4:] = sigmoid(netout[..., 4:])\n"," netout[..., 5:] = netout[..., 4][..., np.newaxis] * netout[..., 5:]\n"," netout[..., 5:] *= netout[..., 5:] > obj_thresh\n"," \n"," for i in range(grid_h * grid_w):\n"," \n"," row = i / grid_w\n"," col = i % grid_w\n"," \n"," for b in range(nb_box):\n"," \n"," objectness = netout[int(row)][int(col)][b][4]\n"," \n"," if objectness.all() <= obj_thresh:\n"," continue\n"," \n"," x, y, w, h = netout[int(row)][int(col)][b][:4]\n"," x = (col + x) / grid_w\n"," y = (row + y) / grid_h\n"," w = anchors[2 * b + 0] * np.exp(w) / net_w\n"," h = anchors[2 * b + 1] * np.exp(h) / net_h\n"," classes = netout[int(row)][int(col)][b][5:]\n"," box = BoundBox(x - w/2, y - h/2, x + w/2, y + h/2, objectness, classes)\n"," boxes.append(box)\n"," \n"," return boxes\n","\n","\n","def correct_yolo_boxes(boxes, image_h, image_w, net_h, net_w):\n"," \n"," new_w, new_h = net_w, net_h\n"," \n"," for i in range(len(boxes)):\n"," x_offset, x_scale = (net_w - new_w)/2./net_w, float(new_w)/net_w\n"," y_offset, y_scale = (net_h - new_h)/2./net_h, float(new_h)/net_h\n"," boxes[i].xmin = int((boxes[i].xmin - x_offset) / x_scale * image_w)\n"," boxes[i].xmax = int((boxes[i].xmax - x_offset) / x_scale * image_w)\n"," boxes[i].ymin = int((boxes[i].ymin - y_offset) / y_scale * image_h)\n"," boxes[i].ymax = int((boxes[i].ymax - y_offset) / y_scale * image_h)\n"," \n","def interval_overlap(interval_a, interval_b):\n"," \n"," x1, x2 = interval_a\n"," x3, x4 = interval_b\n"," \n"," if x3 < x1:\n"," if x4 < x1:\n"," return 0\n"," else:\n"," return min(x2, x4) - x1\n"," else:\n"," if x2 < x3:\n"," return 0\n"," else:\n"," return min(x2, x4) - x3\n"," \n","def bbox_iou(box1, box2):\n"," \n"," intersect_w = interval_overlap([box1.xmin, box1.xmax], [box2.xmin, box2.xmax])\n"," intersect_h = interval_overlap([box1.ymin, box1.ymax], [box2.ymin, box2.ymax])\n"," intersect = intersect_h * intersect_w\n"," w1, h1 = box1.xmax - box1.xmin, box1.ymax - box1.ymin\n"," w2, h2 = box2.xmax - box2.xmin, box2.ymax - box2.ymin\n"," union = w1 * h1 + w2 * h2 - intersect\n"," return float(intersect) / union\n","\n","def do_nms(boxes, nms_thresh):\n"," \n"," if len(boxes) > 0:\n"," nb_class = len(boxes[0].classes)\n"," else:\n"," return\n"," \n"," for c in range(nb_class):\n"," \n"," sorted_indices = np.argsort([-box.classes[c] for box in boxes])\n"," \n"," for i in range(len(sorted_indices)):\n"," \n"," index_i = sorted_indices[i]\n"," if boxes[index_i].classes[c] == 0:\n"," continue\n"," for j in range(i+1, len(sorted_indices)):\n"," index_j = sorted_indices[j]\n"," if bbox_iou(boxes[index_i], boxes[index_j]) >= nms_thresh:\n"," boxes[index_j].classes[c] = 0\n"," \n","def load_image_pixels(filename, shape):\n"," \n"," image = load_img(filename)\n"," width, height = image.size\n"," image = load_img(filename, target_size = shape)\n"," image = img_to_array(image)\n"," image = image.astype('float32')\n"," image = image / 255.0\n"," image = expand_dims(image, 0)\n"," return image, width, height\n","\n","def get_boxes(boxes, labels, thresh):\n"," \n"," v_boxes, v_labels, v_scores = list(), list(), list()\n"," \n"," for box in boxes:\n"," \n"," for i in range(len(labels)):\n"," if box.classes[i] > thresh:\n"," v_boxes.append(box)\n"," v_labels.append(labels[i])\n"," v_scores.append(box.classes[i] * 100)\n"," \n"," return v_boxes, v_labels, v_scores\n","\n","def draw_boxes(filename, v_boxes, v_labels, v_scores):\n"," \n"," data = pyplot.imread(filename)\n"," pyplot.imshow(data)\n"," ax = pyplot.gca()\n"," \n"," for i in range(len(v_boxes)):\n"," \n"," color_detected = set()\n"," color_det = []\n"," box = v_boxes[i]\n"," y1, x1, y2, x2, = box.ymin, box.xmin, box.ymax, box.xmax\n"," width, height = x2 - x1, y2 - y1\n"," rect = Rectangle((x1, y1), width, height, fill = False, color = 'green')\n"," ax.add_patch(rect)\n"," label = \"%s (%.3f)\" % (v_labels[i], v_scores[i]) + \" \"\n"," colors = DominantColors(data[y1:y1+width, x1:x1+height], 3).dominantColors()\n"," \n"," for rgb in colors:\n"," mindist = 500\n"," name = str()\n"," for color in colorsList:\n"," dist = np.linalg.norm(rgb - list(colorsList[color]))\n"," if dist < mindist :\n"," name = color\n"," mindist = dist\n"," \n"," color_det = color_det + [name]\n"," \n"," color_detected = set(color_det)\n"," for color in color_detected:\n"," label = label + color + \" \"\n"," \n"," pyplot.text(x1, y1, label, color = 'green')\n"," \n"," pyplot.show()\n"," pyplot.clf()\n"," \n","def merge_functions(photo_filename):\n","\n"," model = load_model('model.h5')\n"," input_w, input_h = 416, 416\n"," image, image_w, image_h = load_image_pixels(photo_filename, (input_w, input_h))\n"," yhat = model.predict(image)\n","\n"," print([a.shape for a in yhat])\n"," anchors = [[116,90, 156,198, 373,326], [30,61, 62,45, 59,119], [10,13, 16,30, 33,23]]\n","\n"," class_threshold = 0.6\n","\n"," boxes = list()\n","\n"," for i in range(len(yhat)):\n"," boxes += decode_netout(yhat[i][0], anchors[i], class_threshold, input_h, input_w)\n"," \n"," correct_yolo_boxes(boxes, image_h, image_w, input_h, input_w)\n","\n"," do_nms(boxes, 0.5)\n","\n"," labels = [\"person\"]\n","\n"," v_boxes, v_labels, v_scores = get_boxes(boxes, labels, class_threshold)\n","\n"," for i in range(len(v_boxes)):\n"," print(v_labels[i], v_scores[i])\n","\n"," draw_boxes(photo_filename, v_boxes, v_labels, v_scores)\n"," \n","merge_functions('/content/darknet/data/obj/115_4_banana_wob_17.jpg')"]},{"cell_type":"markdown","metadata":{},"source":["# 2.Yolov7"]},{"cell_type":"markdown","metadata":{},"source":["![image.png](https://github.com/WongKinYiu/yolov7/raw/main/figure/performance.png)"]},{"cell_type":"code","execution_count":null,"metadata":{"vscode":{"languageId":"python"}},"outputs":[],"source":["# Download YOLOv7 repository and install requirements\n","!git clone https://github.com/WongKinYiu/yolov7\n","%cd yolov7"]},{"cell_type":"code","execution_count":null,"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"elapsed":1628403,"status":"ok","timestamp":1660909223414,"user":{"displayName":"Kshitij Kumar","userId":"04023944310923569991"},"user_tz":-330},"id":"3Xj5qsdmpq3G","outputId":"d98de8a6-d6e7-40c7-9122-1418904a6da9","vscode":{"languageId":"python"}},"outputs":[{"name":"stdout","output_type":"stream","text":["YOLOR 🚀 2022-8-19 torch 1.12.1+cu113 CUDA:0 (Tesla T4, 15109.75MB)\n","\n","Namespace(adam=False, artifact_alias='latest', batch_size=16, bbox_interval=-1, bucket='', cache_images=False, cfg='cfg/training/yolov7-custom.yaml', data='data/custom.yaml', device='0', entity=None, epochs=25, evolve=False, exist_ok=False, freeze=[0], global_rank=-1, hyp='data/hyp.scratch.custom.yaml', image_weights=False, img_size=[640, 640], label_smoothing=0.0, linear_lr=False, local_rank=-1, multi_scale=False, name='yolov7-custom', noautoanchor=False, nosave=False, notest=False, project='runs/train', quad=False, rect=False, resume=False, save_dir='runs/train/yolov7-custom10', save_period=-1, single_cls=False, sync_bn=False, total_batch_size=16, upload_dataset=False, weights='yolov7.pt', workers=8, world_size=1)\n","\u001b[34m\u001b[1mtensorboard: \u001b[0mStart with 'tensorboard --logdir runs/train', view at http://localhost:6006/\n","\u001b[34m\u001b[1mhyperparameters: \u001b[0mlr0=0.01, lrf=0.1, momentum=0.937, weight_decay=0.0005, warmup_epochs=3.0, warmup_momentum=0.8, warmup_bias_lr=0.1, box=0.05, cls=0.3, cls_pw=1.0, obj=0.7, 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=0.2, 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, paste_in=0.0, loss_ota=1\n","\u001b[34m\u001b[1mwandb: \u001b[0mInstall Weights & Biases for YOLOR logging with 'pip install wandb' (recommended)\n","\n"," from n params module arguments \n"," 0 -1 1 928 models.common.Conv [3, 32, 3, 1] \n"," 1 -1 1 18560 models.common.Conv [32, 64, 3, 2] \n"," 2 -1 1 36992 models.common.Conv [64, 64, 3, 1] \n"," 3 -1 1 73984 models.common.Conv [64, 128, 3, 2] \n"," 4 -1 1 8320 models.common.Conv [128, 64, 1, 1] \n"," 5 -2 1 8320 models.common.Conv [128, 64, 1, 1] \n"," 6 -1 1 36992 models.common.Conv [64, 64, 3, 1] \n"," 7 -1 1 36992 models.common.Conv [64, 64, 3, 1] \n"," 8 -1 1 36992 models.common.Conv [64, 64, 3, 1] \n"," 9 -1 1 36992 models.common.Conv [64, 64, 3, 1] \n"," 10 [-1, -3, -5, -6] 1 0 models.common.Concat [1] \n"," 11 -1 1 66048 models.common.Conv [256, 256, 1, 1] \n"," 12 -1 1 0 models.common.MP [] \n"," 13 -1 1 33024 models.common.Conv [256, 128, 1, 1] \n"," 14 -3 1 33024 models.common.Conv [256, 128, 1, 1] \n"," 15 -1 1 147712 models.common.Conv [128, 128, 3, 2] \n"," 16 [-1, -3] 1 0 models.common.Concat [1] \n"," 17 -1 1 33024 models.common.Conv [256, 128, 1, 1] \n"," 18 -2 1 33024 models.common.Conv [256, 128, 1, 1] \n"," 19 -1 1 147712 models.common.Conv [128, 128, 3, 1] \n"," 20 -1 1 147712 models.common.Conv [128, 128, 3, 1] \n"," 21 -1 1 147712 models.common.Conv [128, 128, 3, 1] \n"," 22 -1 1 147712 models.common.Conv [128, 128, 3, 1] \n"," 23 [-1, -3, -5, -6] 1 0 models.common.Concat [1] \n"," 24 -1 1 263168 models.common.Conv [512, 512, 1, 1] \n"," 25 -1 1 0 models.common.MP [] \n"," 26 -1 1 131584 models.common.Conv [512, 256, 1, 1] \n"," 27 -3 1 131584 models.common.Conv [512, 256, 1, 1] \n"," 28 -1 1 590336 models.common.Conv [256, 256, 3, 2] \n"," 29 [-1, -3] 1 0 models.common.Concat [1] \n"," 30 -1 1 131584 models.common.Conv [512, 256, 1, 1] \n"," 31 -2 1 131584 models.common.Conv [512, 256, 1, 1] \n"," 32 -1 1 590336 models.common.Conv [256, 256, 3, 1] \n"," 33 -1 1 590336 models.common.Conv [256, 256, 3, 1] \n"," 34 -1 1 590336 models.common.Conv [256, 256, 3, 1] \n"," 35 -1 1 590336 models.common.Conv [256, 256, 3, 1] \n"," 36 [-1, -3, -5, -6] 1 0 models.common.Concat [1] \n"," 37 -1 1 1050624 models.common.Conv [1024, 1024, 1, 1] \n"," 38 -1 1 0 models.common.MP [] \n"," 39 -1 1 525312 models.common.Conv [1024, 512, 1, 1] \n"," 40 -3 1 525312 models.common.Conv [1024, 512, 1, 1] \n"," 41 -1 1 2360320 models.common.Conv [512, 512, 3, 2] \n"," 42 [-1, -3] 1 0 models.common.Concat [1] \n"," 43 -1 1 262656 models.common.Conv [1024, 256, 1, 1] \n"," 44 -2 1 262656 models.common.Conv [1024, 256, 1, 1] \n"," 45 -1 1 590336 models.common.Conv [256, 256, 3, 1] \n"," 46 -1 1 590336 models.common.Conv [256, 256, 3, 1] \n"," 47 -1 1 590336 models.common.Conv [256, 256, 3, 1] \n"," 48 -1 1 590336 models.common.Conv [256, 256, 3, 1] \n"," 49 [-1, -3, -5, -6] 1 0 models.common.Concat [1] \n"," 50 -1 1 1050624 models.common.Conv [1024, 1024, 1, 1] \n"," 51 -1 1 7609344 models.common.SPPCSPC [1024, 512, 1] \n"," 52 -1 1 131584 models.common.Conv [512, 256, 1, 1] \n"," 53 -1 1 0 torch.nn.modules.upsampling.Upsample [None, 2, 'nearest'] \n"," 54 37 1 262656 models.common.Conv [1024, 256, 1, 1] \n"," 55 [-1, -2] 1 0 models.common.Concat [1] \n"," 56 -1 1 131584 models.common.Conv [512, 256, 1, 1] \n"," 57 -2 1 131584 models.common.Conv [512, 256, 1, 1] \n"," 58 -1 1 295168 models.common.Conv [256, 128, 3, 1] \n"," 59 -1 1 147712 models.common.Conv [128, 128, 3, 1] \n"," 60 -1 1 147712 models.common.Conv [128, 128, 3, 1] \n"," 61 -1 1 147712 models.common.Conv [128, 128, 3, 1] \n"," 62[-1, -2, -3, -4, -5, -6] 1 0 models.common.Concat [1] \n"," 63 -1 1 262656 models.common.Conv [1024, 256, 1, 1] \n"," 64 -1 1 33024 models.common.Conv [256, 128, 1, 1] \n"," 65 -1 1 0 torch.nn.modules.upsampling.Upsample [None, 2, 'nearest'] \n"," 66 24 1 65792 models.common.Conv [512, 128, 1, 1] \n"," 67 [-1, -2] 1 0 models.common.Concat [1] \n"," 68 -1 1 33024 models.common.Conv [256, 128, 1, 1] \n"," 69 -2 1 33024 models.common.Conv [256, 128, 1, 1] \n"," 70 -1 1 73856 models.common.Conv [128, 64, 3, 1] \n"," 71 -1 1 36992 models.common.Conv [64, 64, 3, 1] \n"," 72 -1 1 36992 models.common.Conv [64, 64, 3, 1] \n"," 73 -1 1 36992 models.common.Conv [64, 64, 3, 1] \n"," 74[-1, -2, -3, -4, -5, -6] 1 0 models.common.Concat [1] \n"," 75 -1 1 65792 models.common.Conv [512, 128, 1, 1] \n"," 76 -1 1 0 models.common.MP [] \n"," 77 -1 1 16640 models.common.Conv [128, 128, 1, 1] \n"," 78 -3 1 16640 models.common.Conv [128, 128, 1, 1] \n"," 79 -1 1 147712 models.common.Conv [128, 128, 3, 2] \n"," 80 [-1, -3, 63] 1 0 models.common.Concat [1] \n"," 81 -1 1 131584 models.common.Conv [512, 256, 1, 1] \n"," 82 -2 1 131584 models.common.Conv [512, 256, 1, 1] \n"," 83 -1 1 295168 models.common.Conv [256, 128, 3, 1] \n"," 84 -1 1 147712 models.common.Conv [128, 128, 3, 1] \n"," 85 -1 1 147712 models.common.Conv [128, 128, 3, 1] \n"," 86 -1 1 147712 models.common.Conv [128, 128, 3, 1] \n"," 87[-1, -2, -3, -4, -5, -6] 1 0 models.common.Concat [1] \n"," 88 -1 1 262656 models.common.Conv [1024, 256, 1, 1] \n"," 89 -1 1 0 models.common.MP [] \n"," 90 -1 1 66048 models.common.Conv [256, 256, 1, 1] \n"," 91 -3 1 66048 models.common.Conv [256, 256, 1, 1] \n"," 92 -1 1 590336 models.common.Conv [256, 256, 3, 2] \n"," 93 [-1, -3, 51] 1 0 models.common.Concat [1] \n"," 94 -1 1 525312 models.common.Conv [1024, 512, 1, 1] \n"," 95 -2 1 525312 models.common.Conv [1024, 512, 1, 1] \n"," 96 -1 1 1180160 models.common.Conv [512, 256, 3, 1] \n"," 97 -1 1 590336 models.common.Conv [256, 256, 3, 1] \n"," 98 -1 1 590336 models.common.Conv [256, 256, 3, 1] \n"," 99 -1 1 590336 models.common.Conv [256, 256, 3, 1] \n","100[-1, -2, -3, -4, -5, -6] 1 0 models.common.Concat [1] \n","101 -1 1 1049600 models.common.Conv [2048, 512, 1, 1] \n","102 75 1 328704 models.common.RepConv [128, 256, 3, 1] \n","103 88 1 1312768 models.common.RepConv [256, 512, 3, 1] \n","104 101 1 5246976 models.common.RepConv [512, 1024, 3, 1] \n","105 [102, 103, 104] 1 55732 models.yolo.IDetect [5, [[12, 16, 19, 36, 40, 28], [36, 75, 76, 55, 72, 146], [142, 110, 192, 243, 459, 401]], [256, 512, 1024]]\n","Model Summary: 415 layers, 37218132 parameters, 37218132 gradients\n","\n","Transferred 552/566 items from yolov7.pt\n","Scaled weight_decay = 0.0005\n","Optimizer groups: 95 .bias, 95 conv.weight, 98 other\n","\u001b[34m\u001b[1mtrain: \u001b[0mScanning '/content/drive/MyDrive/yolov7/customdataset/labels/training.cache' images and labels... 90 found, 0 missing, 0 empty, 0 corrupted: 100% 90/90 [00:00) + +##### Yolo7 + +![alt text](<./Images/Screenshot 2024-05-11 173858.png>) + +##### Yolo4 + +# CONCLUSION +We have implemented two different approach Yolov4 and Yolov7 and, Yolov7 gives the best accuracy. diff --git a/Human Detection using CCTV Footages/requirements.txt b/Human Detection using CCTV Footages/requirements.txt new file mode 100644 index 000000000..e4a627341 --- /dev/null +++ b/Human Detection using CCTV Footages/requirements.txt @@ -0,0 +1,8 @@ +opencv-python==4.1.1.26 +lxml +tqdm +tensorflow==2.3.0 +absl-py +easydict +matplotlib +pillow \ No newline at end of file