yolo_custom_object_detection.ipynb

{
  "nbformat": 4,
  "nbformat_minor": 0,
  "metadata": {
    "colab": {
      "name": "yolo_custom_object_detection.ipynb",
      "provenance": [],
      "collapsed_sections": []
    },
    "kernelspec": {
      "name": "python3",
      "display_name": "Python 3"
    },
    "language_info": {
      "name": "python"
    },
    "accelerator": "GPU",
    "gpuClass": "standard"
  },
  "cells": [
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 450
        },
        "id": "PQFx19wc72dD",
        "outputId": "86d76a64-47b7-41e2-960b-085b5c516116"
      },
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Looking in indexes: https://pypi.org/simple, https://us-python.pkg.dev/colab-wheels/public/simple/\n",
            "Collecting opencv-contrib-python\n",
            "  Downloading opencv_contrib_python-4.6.0.66-cp36-abi3-manylinux_2_17_x86_64.manylinux2014_x86_64.whl (67.1 MB)\n",
            "\u001b[K     |████████████████████████████████| 67.1 MB 46 kB/s \n",
            "\u001b[?25hCollecting numpy>=1.14.5\n",
            "  Downloading numpy-1.21.6-cp37-cp37m-manylinux_2_12_x86_64.manylinux2010_x86_64.whl (15.7 MB)\n",
            "\u001b[K     |████████████████████████████████| 15.7 MB 56.5 MB/s \n",
            "\u001b[?25hInstalling collected packages: numpy, opencv-contrib-python\n",
            "  Attempting uninstall: numpy\n",
            "    Found existing installation: numpy 1.21.6\n",
            "    Uninstalling numpy-1.21.6:\n",
            "      Successfully uninstalled numpy-1.21.6\n",
            "  Attempting uninstall: opencv-contrib-python\n",
            "    Found existing installation: opencv-contrib-python 4.1.2.30\n",
            "    Uninstalling opencv-contrib-python-4.1.2.30:\n",
            "      Successfully uninstalled opencv-contrib-python-4.1.2.30\n",
            "\u001b[31mERROR: pip's dependency resolver does not currently take into account all the packages that are installed. This behaviour is the source of the following dependency conflicts.\n",
            "datascience 0.10.6 requires folium==0.2.1, but you have folium 0.8.3 which is incompatible.\n",
            "albumentations 0.1.12 requires imgaug<0.2.7,>=0.2.5, but you have imgaug 0.2.9 which is incompatible.\u001b[0m\n",
            "Successfully installed numpy-1.21.6 opencv-contrib-python-4.6.0.66\n"
          ]
        },
        {
          "output_type": "display_data",
          "data": {
            "application/vnd.colab-display-data+json": {
              "pip_warning": {
                "packages": [
                  "numpy"
                ]
              }
            }
          },
          "metadata": {}
        }
      ],
      "source": [
        "!pip install opencv-contrib-python --force-reinstall"
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "from google.colab import drive\n",
        "drive.mount('/content/drive')"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "gcEVw_S4Ii08",
        "outputId": "23939d59-b42b-456b-ebd5-387e18109e9a"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Mounted at /content/drive\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "!ln -s /content/drive/MyDrive/ /mydrive"
      ],
      "metadata": {
        "id": "nggk4tCZI1QB"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "!ls /mydrive/Yolov4"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "ONfhwtIrJMxk",
        "outputId": "d83aabbb-a6b7-401a-bc8b-e1bbf77a285f"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "object.data  object.names  object.zip  process.py  training  yolov4-custom.cfg\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "!git clone https://github.com/AlexeyAB/darknet.git /mydrive/Yolov4/darknet"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "tMw9qS76JvYM",
        "outputId": "e3feea15-cf9b-4951-9afa-9507e1834de3"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Cloning into '/mydrive/Yolov4/darknet'...\n",
            "remote: Enumerating objects: 15457, done.\u001b[K\n",
            "remote: Counting objects: 100% (33/33), done.\u001b[K\n",
            "remote: Compressing objects: 100% (29/29), done.\u001b[K\n",
            "remote: Total 15457 (delta 3), reused 24 (delta 2), pack-reused 15424\u001b[K\n",
            "Receiving objects: 100% (15457/15457), 14.11 MiB | 7.92 MiB/s, done.\n",
            "Resolving deltas: 100% (10368/10368), done.\n",
            "Checking out files: 100% (2053/2053), done.\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "%cd /mydrive/Yolov4/darknet/"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "uHga_C5tKH7K",
        "outputId": "cd3689f2-92bc-4132-d09c-a1ba71ab67f0"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "/content/drive/MyDrive/Yolov4/darknet\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "!ls /mydrive/Yolov4/darknet"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "Prn7s260KUab",
        "outputId": "93d857c3-6618-4642-e34d-8b51841bdbaf"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "3rdparty\t\tdarknet_video.py       net_cam_v4.sh\n",
            "build\t\t\tdata\t\t       README.md\n",
            "build.ps1\t\timage_yolov3.sh        results\n",
            "cfg\t\t\timage_yolov4.sh        scripts\n",
            "cmake\t\t\tinclude\t\t       src\n",
            "CMakeLists.txt\t\tjson_mjpeg_streams.sh  vcpkg.json\n",
            "DarknetConfig.cmake.in\tLICENSE\t\t       video_yolov3.sh\n",
            "darknet_images.py\tMakefile\t       video_yolov4.sh\n",
            "darknet.py\t\tnet_cam_v3.sh\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "!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"
      ],
      "metadata": {
        "id": "ycUmWHqxKeZT"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "!make"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "IUGtmH-RKo-g",
        "outputId": "3bd6e9fa-023f-410b-d8b0-7aa46281e91a"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "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 <anonymous>\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<bool>&)\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<bbox_t> 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<bbox_t> track_kalman_t::correct(std::vector<bbox_t>)\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<bbox_t> Detector::tracking_id(std::vector<bbox_t>, 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<bool>&)\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<bbox_t> 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<bbox_t> track_kalman_t::correct(std::vector<bbox_t>)\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<bbox_t>, std::vector<std::__cxx11::basic_string<char> >, 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"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "%cd data/\n",
        "!find -maxdepth 1 -type f -exec rm -rf {} \\;\n",
        "%cd ..\n",
        "%rm -rf cfg/\n",
        "%mkdir cfg"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "M3VGztcpLHrH",
        "outputId": "d0e36587-c6d7-4ccc-8d6f-0b3e40ab3fb5"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "/content/drive/MyDrive/Yolov4/darknet/data\n",
            "/content/drive/MyDrive/Yolov4/darknet\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "!unzip /mydrive/Yolov4/object.zip -d data/"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "XP0uKxrBLRjA",
        "outputId": "0c0f6f11-fd89-4eae-9815-c2712a6cd126"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Archive:  /mydrive/Yolov4/object.zip\n",
            " extracting: data/object/classes.txt  \n",
            "  inflating: data/object/img-0.jpg   \n",
            "  inflating: data/object/img-0.txt   \n",
            "  inflating: data/object/img-1.jpg   \n",
            "  inflating: data/object/img-1.txt   \n",
            "  inflating: data/object/img-10.jpg  \n",
            "  inflating: data/object/img-10.txt  \n",
            "  inflating: data/object/img-100.jpg  \n",
            "  inflating: data/object/img-100.txt  \n",
            "  inflating: data/object/img-101.jpg  \n",
            "  inflating: data/object/img-101.txt  \n",
            "  inflating: data/object/img-102.png  \n",
            "  inflating: data/object/img-102.txt  \n",
            "  inflating: data/object/img-103.jpg  \n",
            "  inflating: data/object/img-103.txt  \n",
            "  inflating: data/object/img-104.jpg  \n",
            "  inflating: data/object/img-104.txt  \n",
            "  inflating: data/object/img-105.jpeg  \n",
            "  inflating: data/object/img-105.txt  \n",
            "  inflating: data/object/img-106.jpg  \n",
            "  inflating: data/object/img-106.txt  \n",
            "  inflating: data/object/img-107.jpg  \n",
            "  inflating: data/object/img-107.txt  \n",
            "  inflating: data/object/img-108.jpg  \n",
            "  inflating: data/object/img-108.txt  \n",
            "  inflating: data/object/img-109.jpg  \n",
            "  inflating: data/object/img-109.txt  \n",
            "  inflating: data/object/img-11.jpg  \n",
            "  inflating: data/object/img-11.txt  \n",
            "  inflating: data/object/img-110.jpg  \n",
            "  inflating: data/object/img-110.txt  \n",
            "  inflating: data/object/img-111.jpg  \n",
            "  inflating: data/object/img-111.txt  \n",
            "  inflating: data/object/img-112.jpeg  \n",
            "  inflating: data/object/img-112.txt  \n",
            "  inflating: data/object/img-113.jpg  \n",
            "  inflating: data/object/img-113.txt  \n",
            "  inflating: data/object/img-114.jpg  \n",
            "  inflating: data/object/img-114.txt  \n",
            "  inflating: data/object/img-115.jpg  \n",
            "  inflating: data/object/img-115.txt  \n",
            "  inflating: data/object/img-116.jpg  \n",
            "  inflating: data/object/img-116.txt  \n",
            "  inflating: data/object/img-117.jpg  \n",
            "  inflating: data/object/img-117.txt  \n",
            "  inflating: data/object/img-118.jpg  \n",
            "  inflating: data/object/img-118.txt  \n",
            "  inflating: data/object/img-119.jpg  \n",
            "  inflating: data/object/img-119.txt  \n",
            "  inflating: data/object/img-12.jpg  \n",
            "  inflating: data/object/img-12.txt  \n",
            "  inflating: data/object/img-120.jpg  \n",
            "  inflating: data/object/img-120.txt  \n",
            "  inflating: data/object/img-121.jpg  \n",
            "  inflating: data/object/img-121.txt  \n",
            "  inflating: data/object/img-122.jpg  \n",
            "  inflating: data/object/img-122.txt  \n",
            "  inflating: data/object/img-123.jpg  \n",
            "  inflating: data/object/img-123.txt  \n",
            "  inflating: data/object/img-124.jpg  \n",
            "  inflating: data/object/img-124.txt  \n",
            "  inflating: data/object/img-125.jpg  \n",
            "  inflating: data/object/img-125.txt  \n",
            "  inflating: data/object/img-126.jpg  \n",
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          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "!cp /mydrive/Yolov4/yolov4-custom.cfg cfg"
      ],
      "metadata": {
        "id": "COC5uGgwLhF0"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "!cp /mydrive/Yolov4/object.names data\n",
        "!cp /mydrive/Yolov4/object.data  data"
      ],
      "metadata": {
        "id": "HKFGN9WnLqmX"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "!cp /mydrive/Yolov4/process.py ."
      ],
      "metadata": {
        "id": "YhJdJodRL-uz"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "!python process.py"
      ],
      "metadata": {
        "id": "XE-EAY8MMBe8"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "!ls data"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "ISQ4QQf6MTHT",
        "outputId": "47cc1065-c146-4dd7-af0b-7f0e28002ff3"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "labels\tobject\tobject.data  object.names  test.txt  train.txt\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "!cat data/test.txt"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "sO4iMNGVMore",
        "outputId": "b3b9b90b-51a6-487d-fcc5-cbea3cb5fff0"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "data/object/img-93.jpg\n",
            "data/object/img-122.jpg\n",
            "data/object/img-33.jpg\n",
            "data/object/img-12.jpg\n",
            "data/object/img-45.jpg\n",
            "data/object/img-114.jpg\n",
            "data/object/img-51.jpg\n",
            "data/object/img-1.jpg\n",
            "data/object/img-60.jpg\n",
            "data/object/img-76.jpg\n",
            "data/object/img-119.jpg\n",
            "data/object/img-9.jpg\n",
            "data/object/img-14.jpg\n",
            "data/object/img-8.jpg\n",
            "data/object/img-90.jpg\n",
            "data/object/img-5.jpg\n",
            "data/object/img-25.jpg\n",
            "data/object/img-41.jpg\n",
            "data/object/img-52.jpg\n",
            "data/object/img-20.jpg\n",
            "data/object/img-111.jpg\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "!wget https://github.com/AlexeyAB/darknet/releases/download/darknet_yolo_v3_optimal/yolov4.conv.137"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "AXmcr1d_M4iU",
        "outputId": "2e83f5aa-02e1-4e28-a029-9514eab4e791"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "--2022-07-16 13:30:00--  https://github.com/AlexeyAB/darknet/releases/download/darknet_yolo_v3_optimal/yolov4.conv.137\n",
            "Resolving github.com (github.com)... 140.82.112.4\n",
            "Connecting to github.com (github.com)|140.82.112.4|:443... connected.\n",
            "HTTP request sent, awaiting response... 302 Found\n",
            "Location: https://objects.githubusercontent.com/github-production-release-asset-2e65be/75388965/48bfe500-889d-11ea-819e-c4d182fcf0db?X-Amz-Algorithm=AWS4-HMAC-SHA256&X-Amz-Credential=AKIAIWNJYAX4CSVEH53A%2F20220716%2Fus-east-1%2Fs3%2Faws4_request&X-Amz-Date=20220716T133001Z&X-Amz-Expires=300&X-Amz-Signature=4245cda459e260325c9ed16aee488746a0b1d8fcbe2b263a91c4cc1d945db474&X-Amz-SignedHeaders=host&actor_id=0&key_id=0&repo_id=75388965&response-content-disposition=attachment%3B%20filename%3Dyolov4.conv.137&response-content-type=application%2Foctet-stream [following]\n",
            "--2022-07-16 13:30:01--  https://objects.githubusercontent.com/github-production-release-asset-2e65be/75388965/48bfe500-889d-11ea-819e-c4d182fcf0db?X-Amz-Algorithm=AWS4-HMAC-SHA256&X-Amz-Credential=AKIAIWNJYAX4CSVEH53A%2F20220716%2Fus-east-1%2Fs3%2Faws4_request&X-Amz-Date=20220716T133001Z&X-Amz-Expires=300&X-Amz-Signature=4245cda459e260325c9ed16aee488746a0b1d8fcbe2b263a91c4cc1d945db474&X-Amz-SignedHeaders=host&actor_id=0&key_id=0&repo_id=75388965&response-content-disposition=attachment%3B%20filename%3Dyolov4.conv.137&response-content-type=application%2Foctet-stream\n",
            "Resolving objects.githubusercontent.com (objects.githubusercontent.com)... 185.199.110.133, 185.199.111.133, 185.199.108.133, ...\n",
            "Connecting to objects.githubusercontent.com (objects.githubusercontent.com)|185.199.110.133|:443... connected.\n",
            "HTTP request sent, awaiting response... 200 OK\n",
            "Length: 170038676 (162M) [application/octet-stream]\n",
            "Saving to: ‘yolov4.conv.137’\n",
            "\n",
            "yolov4.conv.137     100%[===================>] 162.16M  13.5MB/s    in 10s     \n",
            "\n",
            "2022-07-16 13:30:11 (15.6 MB/s) - ‘yolov4.conv.137’ saved [170038676/170038676]\n",
            "\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "!./darknet detector train data/object.data cfg/yolov4-custom.cfg yolov4.conv.137 -dont_show -map"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "B6pBU4V9POLs",
        "outputId": "2d192db6-5ba6-4486-9925-0b1672839b9f"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "\u001b[1;30;43mStreaming output truncated to the last 5000 lines.\u001b[0m\n",
            " total_bbox = 165247, rewritten_bbox = 0.000605 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.000000), count: 1, class_loss = 0.003531, iou_loss = 0.000000, total_loss = 0.003531 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.556706), count: 8, class_loss = 2.760868, iou_loss = 0.817338, total_loss = 3.578207 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.527441), count: 8, class_loss = 2.348326, iou_loss = 0.265597, total_loss = 2.613923 \n",
            " total_bbox = 165263, rewritten_bbox = 0.000605 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.429478), count: 2, class_loss = 0.756237, iou_loss = 0.668221, total_loss = 1.424458 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.413980), count: 16, class_loss = 5.162013, iou_loss = 1.983852, total_loss = 7.145865 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.399997), count: 5, class_loss = 1.471900, iou_loss = 0.091245, total_loss = 1.563145 \n",
            " total_bbox = 165286, rewritten_bbox = 0.000605 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.403810), count: 7, class_loss = 2.680026, iou_loss = 2.839224, total_loss = 5.519250 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.502922), count: 26, class_loss = 8.041536, iou_loss = 4.808661, total_loss = 12.850198 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.460008), count: 13, class_loss = 3.787299, iou_loss = 0.396003, total_loss = 4.183302 \n",
            " total_bbox = 165332, rewritten_bbox = 0.000605 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.377587), count: 9, class_loss = 3.447639, iou_loss = 4.743219, total_loss = 8.190858 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.451656), count: 19, class_loss = 6.826090, iou_loss = 2.647081, total_loss = 9.473171 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.305991), count: 8, class_loss = 2.581191, iou_loss = 0.228356, total_loss = 2.809547 \n",
            " total_bbox = 165368, rewritten_bbox = 0.000605 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.189274), count: 2, class_loss = 0.716078, iou_loss = 0.203577, total_loss = 0.919654 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.421145), count: 9, class_loss = 3.082765, iou_loss = 0.821865, total_loss = 3.904630 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.472652), count: 8, class_loss = 2.738725, iou_loss = 0.216524, total_loss = 2.955250 \n",
            " total_bbox = 165387, rewritten_bbox = 0.000605 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.000000), count: 1, class_loss = 0.001668, iou_loss = 0.000000, total_loss = 0.001668 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.539001), count: 7, class_loss = 2.354962, iou_loss = 1.050648, total_loss = 3.405609 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.500250), count: 7, class_loss = 2.072896, iou_loss = 0.194348, total_loss = 2.267245 \n",
            " total_bbox = 165401, rewritten_bbox = 0.000605 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.346089), count: 2, class_loss = 0.726702, iou_loss = 0.394555, total_loss = 1.121257 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.607362), count: 10, class_loss = 3.063621, iou_loss = 2.132429, total_loss = 5.196051 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.436605), count: 5, class_loss = 1.203994, iou_loss = 0.120286, total_loss = 1.324280 \n",
            " total_bbox = 165418, rewritten_bbox = 0.000605 % \n",
            "\n",
            "\n",
            " Tensor Cores are disabled until the first 3000 iterations are reached.\n",
            " (next mAP calculation at 1000 iterations) \u001b]2;410/6000: loss=2.4 hours left=7.1\u0007\n",
            " 410: 2.448943, 2.809768 avg loss, 0.000028 rate, 3.974519 seconds, 26240 images, 7.080683 hours left\n",
            "Resizing, random_coef = 1.40 \n",
            "\n",
            " 384 x 384 \n",
            " try to allocate additional workspace_size = 94.63 MB \n",
            " CUDA allocate done! \n",
            "Loaded: 2.706105 seconds - performance bottleneck on CPU or Disk HDD/SSD\n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.415582), count: 3, class_loss = 1.145710, iou_loss = 0.968913, total_loss = 2.114623 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.495251), count: 11, class_loss = 3.418735, iou_loss = 1.148984, total_loss = 4.567719 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.456948), count: 4, class_loss = 0.884249, iou_loss = 0.113564, total_loss = 0.997812 \n",
            " total_bbox = 165436, rewritten_bbox = 0.000604 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.680059), count: 3, class_loss = 1.118123, iou_loss = 1.411246, total_loss = 2.529369 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.534764), count: 11, class_loss = 3.133998, iou_loss = 1.245023, total_loss = 4.379021 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.370749), count: 3, class_loss = 0.760954, iou_loss = 0.052992, total_loss = 0.813946 \n",
            " total_bbox = 165453, rewritten_bbox = 0.000604 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.413817), count: 5, class_loss = 1.765088, iou_loss = 1.356511, total_loss = 3.121599 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.495446), count: 10, class_loss = 2.969112, iou_loss = 1.016236, total_loss = 3.985348 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.381391), count: 4, class_loss = 0.895052, iou_loss = 0.040322, total_loss = 0.935374 \n",
            " total_bbox = 165472, rewritten_bbox = 0.000604 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.419304), count: 6, class_loss = 2.209393, iou_loss = 1.965602, total_loss = 4.174995 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.552286), count: 25, class_loss = 7.810042, iou_loss = 2.580730, total_loss = 10.390773 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.469444), count: 10, class_loss = 3.032661, iou_loss = 0.301452, total_loss = 3.334114 \n",
            " total_bbox = 165513, rewritten_bbox = 0.000604 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.442811), count: 7, class_loss = 2.668479, iou_loss = 1.395228, total_loss = 4.063706 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.473734), count: 25, class_loss = 8.073881, iou_loss = 2.264013, total_loss = 10.337894 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.478606), count: 9, class_loss = 2.692697, iou_loss = 0.185279, total_loss = 2.877976 \n",
            " total_bbox = 165553, rewritten_bbox = 0.000604 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.405665), count: 3, class_loss = 1.125864, iou_loss = 0.765390, total_loss = 1.891253 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.467704), count: 11, class_loss = 3.204365, iou_loss = 1.112651, total_loss = 4.317016 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.362588), count: 3, class_loss = 0.953287, iou_loss = 0.059228, total_loss = 1.012515 \n",
            " total_bbox = 165570, rewritten_bbox = 0.000604 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.500675), count: 2, class_loss = 0.747541, iou_loss = 0.806015, total_loss = 1.553556 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.482912), count: 11, class_loss = 3.462256, iou_loss = 0.995724, total_loss = 4.457980 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.279006), count: 3, class_loss = 0.593190, iou_loss = 0.018770, total_loss = 0.611960 \n",
            " total_bbox = 165586, rewritten_bbox = 0.000604 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.404711), count: 2, class_loss = 0.797769, iou_loss = 0.510593, total_loss = 1.308362 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.621209), count: 7, class_loss = 2.427717, iou_loss = 0.572666, total_loss = 3.000383 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.362525), count: 6, class_loss = 1.980056, iou_loss = 0.049966, total_loss = 2.030023 \n",
            " total_bbox = 165601, rewritten_bbox = 0.000604 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.361145), count: 16, class_loss = 5.922460, iou_loss = 4.243303, total_loss = 10.165763 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.486205), count: 22, class_loss = 7.750673, iou_loss = 1.993643, total_loss = 9.744316 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.433507), count: 3, class_loss = 0.962665, iou_loss = 0.084927, total_loss = 1.047592 \n",
            " total_bbox = 165642, rewritten_bbox = 0.000604 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.401886), count: 4, class_loss = 1.489612, iou_loss = 1.086430, total_loss = 2.576041 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.492028), count: 19, class_loss = 6.604828, iou_loss = 1.222784, total_loss = 7.827612 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.480257), count: 8, class_loss = 2.053100, iou_loss = 0.131821, total_loss = 2.184921 \n",
            " total_bbox = 165673, rewritten_bbox = 0.000604 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.386099), count: 11, class_loss = 4.034681, iou_loss = 2.489462, total_loss = 6.524143 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.476920), count: 25, class_loss = 7.800742, iou_loss = 1.926056, total_loss = 9.726798 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.364283), count: 6, class_loss = 1.706178, iou_loss = 0.063729, total_loss = 1.769906 \n",
            " total_bbox = 165715, rewritten_bbox = 0.000603 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.388395), count: 5, class_loss = 1.937078, iou_loss = 1.110035, total_loss = 3.047113 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.429988), count: 11, class_loss = 3.728016, iou_loss = 0.860730, total_loss = 4.588746 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.359522), count: 2, class_loss = 0.657104, iou_loss = 0.024034, total_loss = 0.681138 \n",
            " total_bbox = 165733, rewritten_bbox = 0.000603 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.413208), count: 2, class_loss = 0.754815, iou_loss = 0.433603, total_loss = 1.188418 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.615711), count: 13, class_loss = 4.186120, iou_loss = 1.714591, total_loss = 5.900711 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.635398), count: 6, class_loss = 1.756940, iou_loss = 0.264346, total_loss = 2.021285 \n",
            " total_bbox = 165754, rewritten_bbox = 0.000603 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.333659), count: 4, class_loss = 1.653712, iou_loss = 0.688350, total_loss = 2.342063 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.501486), count: 12, class_loss = 3.354609, iou_loss = 0.841274, total_loss = 4.195884 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.388897), count: 6, class_loss = 1.515637, iou_loss = 0.072197, total_loss = 1.587833 \n",
            " total_bbox = 165776, rewritten_bbox = 0.000603 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.401912), count: 6, class_loss = 2.327581, iou_loss = 1.861044, total_loss = 4.188625 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.519519), count: 12, class_loss = 3.583810, iou_loss = 1.264593, total_loss = 4.848403 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.516909), count: 9, class_loss = 2.943640, iou_loss = 0.179274, total_loss = 3.122914 \n",
            " total_bbox = 165803, rewritten_bbox = 0.000603 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.361001), count: 6, class_loss = 2.142336, iou_loss = 2.399102, total_loss = 4.541439 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.525681), count: 19, class_loss = 6.521712, iou_loss = 1.668501, total_loss = 8.190213 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.376138), count: 7, class_loss = 2.052135, iou_loss = 0.066624, total_loss = 2.118759 \n",
            " total_bbox = 165835, rewritten_bbox = 0.000603 % \n",
            "\n",
            "\n",
            " Tensor Cores are disabled until the first 3000 iterations are reached.\n",
            " (next mAP calculation at 1000 iterations) \u001b]2;411/6000: loss=2.8 hours left=7.1\u0007\n",
            " 411: 2.828586, 2.811650 avg loss, 0.000029 rate, 2.794505 seconds, 26304 images, 7.071593 hours left\n",
            "Loaded: 0.390551 seconds - performance bottleneck on CPU or Disk HDD/SSD\n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.410155), count: 13, class_loss = 5.133826, iou_loss = 4.050148, total_loss = 9.183974 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.489029), count: 27, class_loss = 9.224895, iou_loss = 3.026397, total_loss = 12.251292 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.389524), count: 10, class_loss = 3.296964, iou_loss = 0.200819, total_loss = 3.497784 \n",
            " total_bbox = 165885, rewritten_bbox = 0.000603 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.338449), count: 9, class_loss = 3.283085, iou_loss = 1.651896, total_loss = 4.934980 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.438500), count: 16, class_loss = 4.924442, iou_loss = 1.437667, total_loss = 6.362109 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.450923), count: 4, class_loss = 1.237341, iou_loss = 0.065709, total_loss = 1.303050 \n",
            " total_bbox = 165914, rewritten_bbox = 0.000603 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.463944), count: 10, class_loss = 3.826473, iou_loss = 3.616871, total_loss = 7.443344 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.477279), count: 19, class_loss = 6.255485, iou_loss = 1.531662, total_loss = 7.787147 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.463903), count: 4, class_loss = 1.414528, iou_loss = 0.075809, total_loss = 1.490337 \n",
            " total_bbox = 165947, rewritten_bbox = 0.000603 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.390489), count: 1, class_loss = 0.344866, iou_loss = 0.314164, total_loss = 0.659030 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.587936), count: 5, class_loss = 1.303970, iou_loss = 0.480934, total_loss = 1.784904 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.604779), count: 3, class_loss = 0.715410, iou_loss = 0.110915, total_loss = 0.826325 \n",
            " total_bbox = 165956, rewritten_bbox = 0.000603 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.475431), count: 2, class_loss = 0.755595, iou_loss = 0.576617, total_loss = 1.332212 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.471653), count: 9, class_loss = 2.971608, iou_loss = 0.770066, total_loss = 3.741674 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.458798), count: 3, class_loss = 1.032882, iou_loss = 0.037962, total_loss = 1.070844 \n",
            " total_bbox = 165970, rewritten_bbox = 0.000603 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.512296), count: 2, class_loss = 0.724431, iou_loss = 0.320676, total_loss = 1.045107 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.530001), count: 9, class_loss = 2.970043, iou_loss = 0.885417, total_loss = 3.855460 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.267718), count: 3, class_loss = 0.960530, iou_loss = 0.025294, total_loss = 0.985824 \n",
            " total_bbox = 165984, rewritten_bbox = 0.000602 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.000000), count: 1, class_loss = 0.001365, iou_loss = 0.000000, total_loss = 0.001365 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.575593), count: 11, class_loss = 2.960118, iou_loss = 1.368555, total_loss = 4.328673 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.471143), count: 5, class_loss = 1.184733, iou_loss = 0.065011, total_loss = 1.249744 \n",
            " total_bbox = 166000, rewritten_bbox = 0.000602 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.000000), count: 1, class_loss = 0.000956, iou_loss = 0.000000, total_loss = 0.000956 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.563821), count: 8, class_loss = 2.440531, iou_loss = 0.521902, total_loss = 2.962433 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.486493), count: 8, class_loss = 2.274487, iou_loss = 0.123314, total_loss = 2.397801 \n",
            " total_bbox = 166016, rewritten_bbox = 0.000602 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.384845), count: 13, class_loss = 4.964900, iou_loss = 3.360602, total_loss = 8.325501 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.502139), count: 32, class_loss = 10.656048, iou_loss = 3.666529, total_loss = 14.322577 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.415860), count: 7, class_loss = 2.265996, iou_loss = 0.159190, total_loss = 2.425186 \n",
            " total_bbox = 166068, rewritten_bbox = 0.000602 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.385074), count: 8, class_loss = 2.840827, iou_loss = 2.003449, total_loss = 4.844276 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.484144), count: 15, class_loss = 5.001736, iou_loss = 1.457254, total_loss = 6.458990 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.366703), count: 4, class_loss = 1.313670, iou_loss = 0.136377, total_loss = 1.450047 \n",
            " total_bbox = 166095, rewritten_bbox = 0.000602 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.316080), count: 11, class_loss = 4.164321, iou_loss = 3.275937, total_loss = 7.440258 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.465861), count: 21, class_loss = 7.030524, iou_loss = 2.189942, total_loss = 9.220467 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.377396), count: 4, class_loss = 0.873831, iou_loss = 0.057655, total_loss = 0.931486 \n",
            " total_bbox = 166131, rewritten_bbox = 0.000602 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.628209), count: 4, class_loss = 1.524644, iou_loss = 2.310551, total_loss = 3.835195 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.562874), count: 10, class_loss = 3.019233, iou_loss = 1.625096, total_loss = 4.644329 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.567601), count: 3, class_loss = 0.844816, iou_loss = 0.125081, total_loss = 0.969896 \n",
            " total_bbox = 166148, rewritten_bbox = 0.000602 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.706040), count: 3, class_loss = 1.217606, iou_loss = 2.438239, total_loss = 3.655845 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.553927), count: 11, class_loss = 3.612960, iou_loss = 1.525424, total_loss = 5.138384 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.489496), count: 2, class_loss = 0.468994, iou_loss = 0.072900, total_loss = 0.541894 \n",
            " total_bbox = 166164, rewritten_bbox = 0.000602 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.528170), count: 4, class_loss = 1.463374, iou_loss = 1.562510, total_loss = 3.025884 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.509720), count: 12, class_loss = 3.979925, iou_loss = 1.570112, total_loss = 5.550037 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.306940), count: 3, class_loss = 0.715561, iou_loss = 0.053776, total_loss = 0.769337 \n",
            " total_bbox = 166183, rewritten_bbox = 0.000602 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.348449), count: 6, class_loss = 2.331149, iou_loss = 1.207809, total_loss = 3.538958 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.518884), count: 20, class_loss = 6.921429, iou_loss = 2.259840, total_loss = 9.181269 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.465420), count: 5, class_loss = 1.511750, iou_loss = 0.178728, total_loss = 1.690478 \n",
            " total_bbox = 166214, rewritten_bbox = 0.000602 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.509597), count: 6, class_loss = 2.401936, iou_loss = 2.221079, total_loss = 4.623015 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.456143), count: 21, class_loss = 7.891188, iou_loss = 1.846715, total_loss = 9.737904 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.373846), count: 5, class_loss = 1.966902, iou_loss = 0.041151, total_loss = 2.008053 \n",
            " total_bbox = 166246, rewritten_bbox = 0.000602 % \n",
            "\n",
            "\n",
            " Tensor Cores are disabled until the first 3000 iterations are reached.\n",
            " (next mAP calculation at 1000 iterations) \u001b]2;412/6000: loss=2.9 hours left=7.1\u0007\n",
            " 412: 2.888540, 2.819339 avg loss, 0.000029 rate, 2.821590 seconds, 26368 images, 7.086275 hours left\n",
            "Loaded: 1.150545 seconds - performance bottleneck on CPU or Disk HDD/SSD\n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.506901), count: 2, class_loss = 0.698137, iou_loss = 0.860665, total_loss = 1.558802 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.448661), count: 8, class_loss = 2.347549, iou_loss = 0.558764, total_loss = 2.906313 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.373962), count: 5, class_loss = 1.676537, iou_loss = 0.064052, total_loss = 1.740589 \n",
            " total_bbox = 166261, rewritten_bbox = 0.000601 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.222735), count: 1, class_loss = 0.417647, iou_loss = 0.068157, total_loss = 0.485804 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.604162), count: 10, class_loss = 3.023870, iou_loss = 1.503602, total_loss = 4.527472 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.533936), count: 5, class_loss = 1.755527, iou_loss = 0.092650, total_loss = 1.848178 \n",
            " total_bbox = 166277, rewritten_bbox = 0.000601 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.697807), count: 4, class_loss = 1.392697, iou_loss = 2.292952, total_loss = 3.685649 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.532624), count: 10, class_loss = 3.092673, iou_loss = 1.108334, total_loss = 4.201007 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.492749), count: 4, class_loss = 1.079513, iou_loss = 0.075613, total_loss = 1.155126 \n",
            " total_bbox = 166295, rewritten_bbox = 0.000601 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.483985), count: 5, class_loss = 1.990559, iou_loss = 1.784891, total_loss = 3.775450 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.606150), count: 16, class_loss = 5.105861, iou_loss = 2.708560, total_loss = 7.814421 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.495424), count: 8, class_loss = 2.177534, iou_loss = 0.167887, total_loss = 2.345421 \n",
            " total_bbox = 166324, rewritten_bbox = 0.000601 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.385420), count: 7, class_loss = 2.536802, iou_loss = 1.246668, total_loss = 3.783470 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.544487), count: 25, class_loss = 8.211108, iou_loss = 2.697219, total_loss = 10.908327 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.478654), count: 8, class_loss = 2.734960, iou_loss = 0.299021, total_loss = 3.033982 \n",
            " total_bbox = 166364, rewritten_bbox = 0.000601 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.442216), count: 13, class_loss = 4.787903, iou_loss = 5.730878, total_loss = 10.518782 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.384462), count: 17, class_loss = 6.203299, iou_loss = 1.505954, total_loss = 7.709253 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.292583), count: 1, class_loss = 0.435450, iou_loss = 0.008172, total_loss = 0.443622 \n",
            " total_bbox = 166395, rewritten_bbox = 0.000601 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.448220), count: 10, class_loss = 3.734491, iou_loss = 3.252519, total_loss = 6.987010 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.506973), count: 28, class_loss = 9.382870, iou_loss = 2.840410, total_loss = 12.223280 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.376492), count: 10, class_loss = 3.054491, iou_loss = 0.126194, total_loss = 3.180684 \n",
            " total_bbox = 166443, rewritten_bbox = 0.000601 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.526080), count: 8, class_loss = 2.986424, iou_loss = 3.549733, total_loss = 6.536158 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.543269), count: 27, class_loss = 8.654128, iou_loss = 2.991226, total_loss = 11.645354 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.531233), count: 11, class_loss = 3.425298, iou_loss = 0.252157, total_loss = 3.677455 \n",
            " total_bbox = 166489, rewritten_bbox = 0.000601 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.440515), count: 1, class_loss = 0.339809, iou_loss = 0.266494, total_loss = 0.606303 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.607931), count: 11, class_loss = 3.574469, iou_loss = 1.318974, total_loss = 4.893443 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.485346), count: 5, class_loss = 1.364082, iou_loss = 0.149833, total_loss = 1.513915 \n",
            " total_bbox = 166506, rewritten_bbox = 0.000601 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.223631), count: 3, class_loss = 1.045290, iou_loss = 0.483093, total_loss = 1.528384 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.552705), count: 7, class_loss = 1.971607, iou_loss = 0.598620, total_loss = 2.570228 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.423270), count: 5, class_loss = 1.493370, iou_loss = 0.064284, total_loss = 1.557654 \n",
            " total_bbox = 166521, rewritten_bbox = 0.000601 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.499167), count: 3, class_loss = 1.167122, iou_loss = 0.952173, total_loss = 2.119295 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.569947), count: 10, class_loss = 2.665701, iou_loss = 1.166618, total_loss = 3.832319 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.407931), count: 5, class_loss = 1.089709, iou_loss = 0.119692, total_loss = 1.209401 \n",
            " total_bbox = 166539, rewritten_bbox = 0.000600 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.449754), count: 7, class_loss = 2.664899, iou_loss = 1.709610, total_loss = 4.374509 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.499731), count: 31, class_loss = 10.951737, iou_loss = 2.592062, total_loss = 13.543799 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.482112), count: 12, class_loss = 3.996515, iou_loss = 0.383504, total_loss = 4.380019 \n",
            " total_bbox = 166589, rewritten_bbox = 0.000600 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.303946), count: 9, class_loss = 3.349483, iou_loss = 2.123442, total_loss = 5.472925 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.471182), count: 19, class_loss = 6.923712, iou_loss = 2.080490, total_loss = 9.004202 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.298693), count: 8, class_loss = 2.608055, iou_loss = 0.070066, total_loss = 2.678121 \n",
            " total_bbox = 166625, rewritten_bbox = 0.000600 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.453140), count: 10, class_loss = 3.738733, iou_loss = 3.029804, total_loss = 6.768537 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.538456), count: 33, class_loss = 11.126545, iou_loss = 3.744677, total_loss = 14.871222 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.415724), count: 6, class_loss = 2.017998, iou_loss = 0.105208, total_loss = 2.123206 \n",
            " total_bbox = 166674, rewritten_bbox = 0.000600 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.438182), count: 5, class_loss = 1.871735, iou_loss = 1.613766, total_loss = 3.485501 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.500850), count: 18, class_loss = 4.825819, iou_loss = 1.702980, total_loss = 6.528799 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.507163), count: 6, class_loss = 1.520647, iou_loss = 0.109730, total_loss = 1.630378 \n",
            " total_bbox = 166703, rewritten_bbox = 0.000600 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.488409), count: 5, class_loss = 1.869130, iou_loss = 2.136411, total_loss = 4.005541 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.529040), count: 16, class_loss = 4.385826, iou_loss = 2.062853, total_loss = 6.448679 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.530469), count: 6, class_loss = 1.941046, iou_loss = 0.255637, total_loss = 2.196683 \n",
            " total_bbox = 166730, rewritten_bbox = 0.000600 % \n",
            "\n",
            "\n",
            " Tensor Cores are disabled until the first 3000 iterations are reached.\n",
            " (next mAP calculation at 1000 iterations) \u001b]2;413/6000: loss=3.3 hours left=7.1\u0007\n",
            " 413: 3.330277, 2.870432 avg loss, 0.000029 rate, 2.927767 seconds, 26432 images, 7.065272 hours left\n",
            "Loaded: 1.753697 seconds - performance bottleneck on CPU or Disk HDD/SSD\n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.459444), count: 3, class_loss = 1.095813, iou_loss = 0.908009, total_loss = 2.003822 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.508415), count: 12, class_loss = 3.471523, iou_loss = 1.303745, total_loss = 4.775268 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.450555), count: 4, class_loss = 1.203474, iou_loss = 0.156120, total_loss = 1.359594 \n",
            " total_bbox = 166749, rewritten_bbox = 0.000600 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.538217), count: 2, class_loss = 0.699345, iou_loss = 1.526006, total_loss = 2.225350 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.530173), count: 6, class_loss = 1.427906, iou_loss = 0.981681, total_loss = 2.409587 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.352202), count: 5, class_loss = 0.972060, iou_loss = 0.040937, total_loss = 1.012997 \n",
            " total_bbox = 166762, rewritten_bbox = 0.000600 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.151894), count: 2, class_loss = 0.817368, iou_loss = 0.080406, total_loss = 0.897774 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.574482), count: 8, class_loss = 2.499426, iou_loss = 0.815703, total_loss = 3.315129 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.473657), count: 6, class_loss = 1.874546, iou_loss = 0.088634, total_loss = 1.963181 \n",
            " total_bbox = 166778, rewritten_bbox = 0.000600 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.538011), count: 5, class_loss = 1.867465, iou_loss = 2.395343, total_loss = 4.262808 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.500538), count: 18, class_loss = 6.176389, iou_loss = 1.800216, total_loss = 7.976605 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.576411), count: 3, class_loss = 0.907985, iou_loss = 0.150831, total_loss = 1.058817 \n",
            " total_bbox = 166804, rewritten_bbox = 0.000600 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.368045), count: 7, class_loss = 2.678019, iou_loss = 2.203302, total_loss = 4.881320 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.431150), count: 13, class_loss = 4.056079, iou_loss = 0.916925, total_loss = 4.973004 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.447728), count: 6, class_loss = 1.744455, iou_loss = 0.156356, total_loss = 1.900812 \n",
            " total_bbox = 166830, rewritten_bbox = 0.000599 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.333864), count: 10, class_loss = 3.925530, iou_loss = 2.146673, total_loss = 6.072203 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.493454), count: 22, class_loss = 7.464916, iou_loss = 1.945423, total_loss = 9.410339 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.438960), count: 10, class_loss = 2.991012, iou_loss = 0.113749, total_loss = 3.104761 \n",
            " total_bbox = 166872, rewritten_bbox = 0.000599 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.418097), count: 10, class_loss = 3.571033, iou_loss = 2.907832, total_loss = 6.478865 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.506858), count: 27, class_loss = 9.277395, iou_loss = 2.472171, total_loss = 11.749566 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.416404), count: 10, class_loss = 3.528201, iou_loss = 0.147501, total_loss = 3.675702 \n",
            " total_bbox = 166919, rewritten_bbox = 0.000599 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.324248), count: 12, class_loss = 4.363339, iou_loss = 2.793442, total_loss = 7.156782 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.560878), count: 25, class_loss = 7.953743, iou_loss = 3.448041, total_loss = 11.401784 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.468381), count: 5, class_loss = 1.304158, iou_loss = 0.109200, total_loss = 1.413358 \n",
            " total_bbox = 166961, rewritten_bbox = 0.000599 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.377303), count: 3, class_loss = 1.099640, iou_loss = 0.745725, total_loss = 1.845365 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.436507), count: 16, class_loss = 5.231274, iou_loss = 1.036546, total_loss = 6.267820 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.486851), count: 10, class_loss = 2.957887, iou_loss = 0.210964, total_loss = 3.168851 \n",
            " total_bbox = 166990, rewritten_bbox = 0.000599 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.450307), count: 8, class_loss = 2.945996, iou_loss = 2.722764, total_loss = 5.668759 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.478823), count: 19, class_loss = 6.296117, iou_loss = 1.392708, total_loss = 7.688826 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.573594), count: 8, class_loss = 2.235913, iou_loss = 0.310754, total_loss = 2.546667 \n",
            " total_bbox = 167025, rewritten_bbox = 0.000599 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.257001), count: 5, class_loss = 1.847351, iou_loss = 0.575555, total_loss = 2.422906 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.496865), count: 21, class_loss = 7.551341, iou_loss = 1.947772, total_loss = 9.499113 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.444561), count: 8, class_loss = 2.814727, iou_loss = 0.342047, total_loss = 3.156774 \n",
            " total_bbox = 167059, rewritten_bbox = 0.000599 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.287087), count: 10, class_loss = 3.911988, iou_loss = 1.556987, total_loss = 5.468975 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.482132), count: 26, class_loss = 8.272695, iou_loss = 2.311352, total_loss = 10.584046 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.555672), count: 10, class_loss = 2.805509, iou_loss = 0.385011, total_loss = 3.190520 \n",
            " total_bbox = 167105, rewritten_bbox = 0.000598 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.432917), count: 14, class_loss = 5.280923, iou_loss = 3.797429, total_loss = 9.078352 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.506481), count: 34, class_loss = 11.117307, iou_loss = 3.451938, total_loss = 14.569244 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.473177), count: 10, class_loss = 3.611716, iou_loss = 0.223797, total_loss = 3.835513 \n",
            " total_bbox = 167163, rewritten_bbox = 0.000598 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.430039), count: 12, class_loss = 4.515795, iou_loss = 6.946495, total_loss = 11.462290 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.504713), count: 24, class_loss = 7.435784, iou_loss = 2.360144, total_loss = 9.795928 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.394163), count: 6, class_loss = 1.847623, iou_loss = 0.082921, total_loss = 1.930544 \n",
            " total_bbox = 167205, rewritten_bbox = 0.000598 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.402300), count: 4, class_loss = 1.531016, iou_loss = 0.841191, total_loss = 2.372207 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.542235), count: 17, class_loss = 4.434805, iou_loss = 1.622389, total_loss = 6.057194 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.533818), count: 8, class_loss = 2.346013, iou_loss = 0.203840, total_loss = 2.549853 \n",
            " total_bbox = 167234, rewritten_bbox = 0.000598 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.495926), count: 6, class_loss = 2.321335, iou_loss = 2.230726, total_loss = 4.552061 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.483644), count: 21, class_loss = 6.513489, iou_loss = 1.987179, total_loss = 8.500669 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.334492), count: 5, class_loss = 1.307844, iou_loss = 0.025471, total_loss = 1.333315 \n",
            " total_bbox = 167266, rewritten_bbox = 0.000598 % \n",
            "\n",
            "\n",
            " Tensor Cores are disabled until the first 3000 iterations are reached.\n",
            " (next mAP calculation at 1000 iterations) \u001b]2;414/6000: loss=3.7 hours left=7.1\u0007\n",
            " 414: 3.678440, 2.951233 avg loss, 0.000029 rate, 2.854796 seconds, 26496 images, 7.057913 hours left\n",
            "Loaded: 2.885715 seconds - performance bottleneck on CPU or Disk HDD/SSD\n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.370242), count: 13, class_loss = 5.071739, iou_loss = 3.249112, total_loss = 8.320850 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.487152), count: 25, class_loss = 7.442682, iou_loss = 2.508614, total_loss = 9.951296 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.479520), count: 7, class_loss = 1.505802, iou_loss = 0.135153, total_loss = 1.640955 \n",
            " total_bbox = 167311, rewritten_bbox = 0.000598 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.419847), count: 12, class_loss = 4.552668, iou_loss = 5.159356, total_loss = 9.712024 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.575002), count: 16, class_loss = 4.482595, iou_loss = 2.384645, total_loss = 6.867240 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.481684), count: 3, class_loss = 0.940029, iou_loss = 0.061030, total_loss = 1.001059 \n",
            " total_bbox = 167342, rewritten_bbox = 0.000598 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.415547), count: 14, class_loss = 5.188406, iou_loss = 5.016127, total_loss = 10.204533 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.460846), count: 25, class_loss = 8.485082, iou_loss = 2.330459, total_loss = 10.815540 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.247990), count: 5, class_loss = 1.816781, iou_loss = 0.014143, total_loss = 1.830924 \n",
            " total_bbox = 167386, rewritten_bbox = 0.000597 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.293566), count: 5, class_loss = 2.084235, iou_loss = 0.773119, total_loss = 2.857354 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.553694), count: 22, class_loss = 7.948560, iou_loss = 2.668885, total_loss = 10.617445 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.549937), count: 9, class_loss = 2.514344, iou_loss = 0.244049, total_loss = 2.758393 \n",
            " total_bbox = 167422, rewritten_bbox = 0.000597 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.432373), count: 9, class_loss = 3.430632, iou_loss = 3.989751, total_loss = 7.420382 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.509499), count: 22, class_loss = 7.553413, iou_loss = 2.792405, total_loss = 10.345818 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.418515), count: 5, class_loss = 1.554474, iou_loss = 0.069487, total_loss = 1.623960 \n",
            " total_bbox = 167458, rewritten_bbox = 0.000597 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.435827), count: 6, class_loss = 2.160355, iou_loss = 1.615535, total_loss = 3.775890 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.525285), count: 18, class_loss = 5.848302, iou_loss = 1.882384, total_loss = 7.730687 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.409991), count: 7, class_loss = 2.004530, iou_loss = 0.125075, total_loss = 2.129606 \n",
            " total_bbox = 167489, rewritten_bbox = 0.000597 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.557735), count: 3, class_loss = 1.165572, iou_loss = 1.302996, total_loss = 2.468568 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.522671), count: 12, class_loss = 3.845454, iou_loss = 1.139179, total_loss = 4.984633 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.432176), count: 5, class_loss = 1.062374, iou_loss = 0.074489, total_loss = 1.136863 \n",
            " total_bbox = 167509, rewritten_bbox = 0.000597 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.567857), count: 2, class_loss = 0.691576, iou_loss = 0.686857, total_loss = 1.378433 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.565787), count: 10, class_loss = 2.611050, iou_loss = 1.114982, total_loss = 3.726032 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.547442), count: 4, class_loss = 1.545283, iou_loss = 0.214973, total_loss = 1.760256 \n",
            " total_bbox = 167525, rewritten_bbox = 0.000597 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.410653), count: 11, class_loss = 4.013555, iou_loss = 3.758337, total_loss = 7.771892 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.511735), count: 37, class_loss = 11.788097, iou_loss = 3.781296, total_loss = 15.569393 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.417953), count: 12, class_loss = 3.568538, iou_loss = 0.199342, total_loss = 3.767880 \n",
            " total_bbox = 167585, rewritten_bbox = 0.000597 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.431213), count: 5, class_loss = 1.849635, iou_loss = 1.672489, total_loss = 3.522124 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.592516), count: 14, class_loss = 4.540671, iou_loss = 1.848280, total_loss = 6.388951 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.268986), count: 6, class_loss = 1.973999, iou_loss = 0.036724, total_loss = 2.010723 \n",
            " total_bbox = 167610, rewritten_bbox = 0.000597 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.331049), count: 5, class_loss = 1.924891, iou_loss = 0.758723, total_loss = 2.683614 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.491317), count: 20, class_loss = 6.940958, iou_loss = 1.972822, total_loss = 8.913780 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.391243), count: 7, class_loss = 2.278604, iou_loss = 0.084064, total_loss = 2.362668 \n",
            " total_bbox = 167642, rewritten_bbox = 0.000597 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.422935), count: 13, class_loss = 5.007698, iou_loss = 5.311398, total_loss = 10.319096 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.524967), count: 23, class_loss = 7.466618, iou_loss = 2.497467, total_loss = 9.964085 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.459191), count: 8, class_loss = 2.507575, iou_loss = 0.210448, total_loss = 2.718023 \n",
            " total_bbox = 167686, rewritten_bbox = 0.000596 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.389484), count: 10, class_loss = 3.658335, iou_loss = 2.471331, total_loss = 6.129666 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.477288), count: 25, class_loss = 9.288042, iou_loss = 2.800585, total_loss = 12.088627 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.424967), count: 8, class_loss = 2.558816, iou_loss = 0.183166, total_loss = 2.741982 \n",
            " total_bbox = 167729, rewritten_bbox = 0.000596 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.460384), count: 5, class_loss = 1.977756, iou_loss = 1.761982, total_loss = 3.739737 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.413221), count: 14, class_loss = 4.492154, iou_loss = 1.315357, total_loss = 5.807511 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.388949), count: 6, class_loss = 1.920831, iou_loss = 0.092532, total_loss = 2.013362 \n",
            " total_bbox = 167754, rewritten_bbox = 0.000596 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.000000), count: 1, class_loss = 0.002167, iou_loss = 0.000000, total_loss = 0.002167 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.539743), count: 8, class_loss = 2.594787, iou_loss = 0.901987, total_loss = 3.496774 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.471067), count: 8, class_loss = 1.916056, iou_loss = 0.093152, total_loss = 2.009208 \n",
            " total_bbox = 167770, rewritten_bbox = 0.000596 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.439652), count: 3, class_loss = 1.099420, iou_loss = 1.386362, total_loss = 2.485782 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.508553), count: 11, class_loss = 3.703878, iou_loss = 0.905325, total_loss = 4.609203 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.301174), count: 5, class_loss = 1.259144, iou_loss = 0.032743, total_loss = 1.291887 \n",
            " total_bbox = 167789, rewritten_bbox = 0.000596 % \n",
            "\n",
            "\n",
            " Tensor Cores are disabled until the first 3000 iterations are reached.\n",
            " (next mAP calculation at 1000 iterations) \u001b]2;415/6000: loss=3.6 hours left=7.1\u0007\n",
            " 415: 3.630988, 3.019209 avg loss, 0.000030 rate, 2.831171 seconds, 26560 images, 7.058842 hours left\n",
            "Loaded: 0.600770 seconds - performance bottleneck on CPU or Disk HDD/SSD\n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.511295), count: 2, class_loss = 0.726969, iou_loss = 0.932896, total_loss = 1.659864 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.536204), count: 11, class_loss = 2.908050, iou_loss = 1.182653, total_loss = 4.090703 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.567979), count: 5, class_loss = 1.066394, iou_loss = 0.131927, total_loss = 1.198321 \n",
            " total_bbox = 167807, rewritten_bbox = 0.000596 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.000000), count: 1, class_loss = 0.002765, iou_loss = 0.000000, total_loss = 0.002765 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.597117), count: 12, class_loss = 3.711078, iou_loss = 1.446819, total_loss = 5.157897 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.366554), count: 6, class_loss = 1.517862, iou_loss = 0.074755, total_loss = 1.592617 \n",
            " total_bbox = 167825, rewritten_bbox = 0.000596 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.455372), count: 4, class_loss = 1.633907, iou_loss = 1.258188, total_loss = 2.892095 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.528841), count: 14, class_loss = 4.896306, iou_loss = 1.172703, total_loss = 6.069008 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.453718), count: 8, class_loss = 2.274859, iou_loss = 0.104759, total_loss = 2.379619 \n",
            " total_bbox = 167851, rewritten_bbox = 0.000596 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.385726), count: 9, class_loss = 3.353127, iou_loss = 3.199319, total_loss = 6.552446 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.479259), count: 16, class_loss = 5.502407, iou_loss = 1.495763, total_loss = 6.998170 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.350708), count: 5, class_loss = 1.555217, iou_loss = 0.173748, total_loss = 1.728966 \n",
            " total_bbox = 167881, rewritten_bbox = 0.000596 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.474343), count: 11, class_loss = 4.043846, iou_loss = 3.947751, total_loss = 7.991597 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.468699), count: 19, class_loss = 6.491161, iou_loss = 2.118709, total_loss = 8.609870 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.559474), count: 4, class_loss = 1.035790, iou_loss = 0.115043, total_loss = 1.150833 \n",
            " total_bbox = 167915, rewritten_bbox = 0.000596 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.492268), count: 7, class_loss = 2.521556, iou_loss = 1.919150, total_loss = 4.440706 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.545994), count: 21, class_loss = 7.406024, iou_loss = 2.516157, total_loss = 9.922181 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.422837), count: 8, class_loss = 2.639498, iou_loss = 0.101205, total_loss = 2.740703 \n",
            " total_bbox = 167951, rewritten_bbox = 0.000595 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.387381), count: 2, class_loss = 0.753747, iou_loss = 0.383976, total_loss = 1.137722 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.552817), count: 11, class_loss = 4.397740, iou_loss = 1.504476, total_loss = 5.902216 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.656906), count: 3, class_loss = 1.151996, iou_loss = 0.140880, total_loss = 1.292876 \n",
            " total_bbox = 167967, rewritten_bbox = 0.000595 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.515303), count: 4, class_loss = 1.442479, iou_loss = 1.707600, total_loss = 3.150078 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.495156), count: 10, class_loss = 3.396101, iou_loss = 0.870547, total_loss = 4.266648 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.531555), count: 3, class_loss = 0.821195, iou_loss = 0.060657, total_loss = 0.881851 \n",
            " total_bbox = 167984, rewritten_bbox = 0.000595 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.405873), count: 11, class_loss = 4.041667, iou_loss = 3.112951, total_loss = 7.154618 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.497709), count: 31, class_loss = 10.234728, iou_loss = 3.090161, total_loss = 13.324889 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.534668), count: 8, class_loss = 2.078675, iou_loss = 0.336506, total_loss = 2.415181 \n",
            " total_bbox = 168034, rewritten_bbox = 0.000595 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.398894), count: 6, class_loss = 2.267215, iou_loss = 1.398111, total_loss = 3.665326 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.528916), count: 30, class_loss = 9.337186, iou_loss = 2.871741, total_loss = 12.208927 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.504335), count: 9, class_loss = 2.771822, iou_loss = 0.294074, total_loss = 3.065897 \n",
            " total_bbox = 168079, rewritten_bbox = 0.000595 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.379277), count: 7, class_loss = 2.606641, iou_loss = 2.190983, total_loss = 4.797624 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.532926), count: 21, class_loss = 6.527987, iou_loss = 2.191098, total_loss = 8.719085 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.416162), count: 8, class_loss = 2.272872, iou_loss = 0.100252, total_loss = 2.373123 \n",
            " total_bbox = 168115, rewritten_bbox = 0.000595 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.519733), count: 10, class_loss = 3.828938, iou_loss = 3.636901, total_loss = 7.465839 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.577476), count: 32, class_loss = 9.209371, iou_loss = 3.367496, total_loss = 12.576867 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.449308), count: 9, class_loss = 3.155082, iou_loss = 0.315352, total_loss = 3.470434 \n",
            " total_bbox = 168166, rewritten_bbox = 0.000595 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.368852), count: 12, class_loss = 4.570817, iou_loss = 3.692924, total_loss = 8.263741 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.499832), count: 33, class_loss = 10.344006, iou_loss = 3.148848, total_loss = 13.492853 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.439950), count: 11, class_loss = 3.038638, iou_loss = 0.254229, total_loss = 3.292867 \n",
            " total_bbox = 168222, rewritten_bbox = 0.000594 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.441830), count: 7, class_loss = 2.596337, iou_loss = 1.963937, total_loss = 4.560275 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.527140), count: 13, class_loss = 4.180897, iou_loss = 2.169748, total_loss = 6.350645 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.363486), count: 1, class_loss = 0.306855, iou_loss = 0.015531, total_loss = 0.322386 \n",
            " total_bbox = 168243, rewritten_bbox = 0.000594 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.623490), count: 1, class_loss = 0.407518, iou_loss = 0.317253, total_loss = 0.724770 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.551511), count: 10, class_loss = 3.187391, iou_loss = 1.119074, total_loss = 4.306465 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.463095), count: 5, class_loss = 1.321772, iou_loss = 0.191960, total_loss = 1.513732 \n",
            " total_bbox = 168259, rewritten_bbox = 0.000594 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.397287), count: 2, class_loss = 0.835350, iou_loss = 0.593999, total_loss = 1.429349 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.485920), count: 10, class_loss = 3.183752, iou_loss = 0.942623, total_loss = 4.126375 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.402058), count: 4, class_loss = 0.709143, iou_loss = 0.045473, total_loss = 0.754616 \n",
            " total_bbox = 168275, rewritten_bbox = 0.000594 % \n",
            "\n",
            "\n",
            " Tensor Cores are disabled until the first 3000 iterations are reached.\n",
            " (next mAP calculation at 1000 iterations) \u001b]2;416/6000: loss=3.3 hours left=7.1\u0007\n",
            " 416: 3.306061, 3.047894 avg loss, 0.000030 rate, 2.872419 seconds, 26624 images, 7.076945 hours left\n",
            "Loaded: 1.299171 seconds - performance bottleneck on CPU or Disk HDD/SSD\n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.414153), count: 11, class_loss = 4.458338, iou_loss = 2.836059, total_loss = 7.294396 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.547151), count: 23, class_loss = 6.158268, iou_loss = 2.051162, total_loss = 8.209430 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.472608), count: 7, class_loss = 2.215927, iou_loss = 0.242943, total_loss = 2.458870 \n",
            " total_bbox = 168316, rewritten_bbox = 0.000594 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.601455), count: 3, class_loss = 1.193734, iou_loss = 1.626772, total_loss = 2.820505 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.568320), count: 27, class_loss = 8.731088, iou_loss = 3.469356, total_loss = 12.200443 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.448808), count: 11, class_loss = 3.619433, iou_loss = 0.193145, total_loss = 3.812578 \n",
            " total_bbox = 168357, rewritten_bbox = 0.000594 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.413997), count: 9, class_loss = 3.463368, iou_loss = 2.881296, total_loss = 6.344664 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.511163), count: 22, class_loss = 6.430405, iou_loss = 2.132430, total_loss = 8.562835 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.390983), count: 7, class_loss = 1.647325, iou_loss = 0.121047, total_loss = 1.768372 \n",
            " total_bbox = 168395, rewritten_bbox = 0.000594 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.383972), count: 7, class_loss = 2.596953, iou_loss = 1.752038, total_loss = 4.348991 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.552692), count: 23, class_loss = 8.224100, iou_loss = 2.513128, total_loss = 10.737228 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.366359), count: 8, class_loss = 3.008157, iou_loss = 0.104499, total_loss = 3.112657 \n",
            " total_bbox = 168433, rewritten_bbox = 0.000594 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.398854), count: 9, class_loss = 3.232093, iou_loss = 2.244998, total_loss = 5.477091 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.508514), count: 27, class_loss = 9.049395, iou_loss = 2.738747, total_loss = 11.788141 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.462752), count: 8, class_loss = 2.544106, iou_loss = 0.272996, total_loss = 2.817102 \n",
            " total_bbox = 168477, rewritten_bbox = 0.000594 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.433647), count: 6, class_loss = 2.293520, iou_loss = 1.894334, total_loss = 4.187854 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.552769), count: 26, class_loss = 8.389456, iou_loss = 2.557089, total_loss = 10.946545 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.430295), count: 10, class_loss = 3.617207, iou_loss = 0.212970, total_loss = 3.830176 \n",
            " total_bbox = 168519, rewritten_bbox = 0.000593 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.375641), count: 12, class_loss = 4.334135, iou_loss = 4.645931, total_loss = 8.980065 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.515512), count: 17, class_loss = 5.365485, iou_loss = 1.867487, total_loss = 7.232972 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.412775), count: 8, class_loss = 2.032502, iou_loss = 0.126611, total_loss = 2.159113 \n",
            " total_bbox = 168556, rewritten_bbox = 0.000593 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.438179), count: 3, class_loss = 1.038893, iou_loss = 0.960521, total_loss = 1.999414 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.522091), count: 14, class_loss = 4.921310, iou_loss = 1.104565, total_loss = 6.025875 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.354255), count: 5, class_loss = 1.275952, iou_loss = 0.089234, total_loss = 1.365186 \n",
            " total_bbox = 168578, rewritten_bbox = 0.000593 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.389932), count: 10, class_loss = 3.622987, iou_loss = 2.741229, total_loss = 6.364215 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.525139), count: 19, class_loss = 6.119067, iou_loss = 2.215345, total_loss = 8.334412 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.534173), count: 4, class_loss = 1.283058, iou_loss = 0.083781, total_loss = 1.366839 \n",
            " total_bbox = 168611, rewritten_bbox = 0.000593 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.459200), count: 5, class_loss = 1.866280, iou_loss = 1.479329, total_loss = 3.345609 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.488923), count: 31, class_loss = 9.463254, iou_loss = 2.384510, total_loss = 11.847764 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.588251), count: 10, class_loss = 3.309254, iou_loss = 0.430410, total_loss = 3.739665 \n",
            " total_bbox = 168657, rewritten_bbox = 0.000593 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.448000), count: 6, class_loss = 2.236360, iou_loss = 1.207777, total_loss = 3.444138 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.619495), count: 23, class_loss = 6.887462, iou_loss = 2.922618, total_loss = 9.810081 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.498736), count: 9, class_loss = 2.463240, iou_loss = 0.229238, total_loss = 2.692478 \n",
            " total_bbox = 168695, rewritten_bbox = 0.000593 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.327342), count: 1, class_loss = 0.392747, iou_loss = 0.147193, total_loss = 0.539940 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.482880), count: 10, class_loss = 2.880636, iou_loss = 0.714354, total_loss = 3.594990 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.509473), count: 5, class_loss = 1.214944, iou_loss = 0.124465, total_loss = 1.339409 \n",
            " total_bbox = 168711, rewritten_bbox = 0.000593 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.704099), count: 1, class_loss = 0.351463, iou_loss = 0.275467, total_loss = 0.626930 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.548511), count: 9, class_loss = 3.698322, iou_loss = 0.766355, total_loss = 4.464677 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.484353), count: 7, class_loss = 1.937351, iou_loss = 0.097501, total_loss = 2.034852 \n",
            " total_bbox = 168728, rewritten_bbox = 0.000593 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.611966), count: 1, class_loss = 0.378123, iou_loss = 0.366749, total_loss = 0.744872 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.599559), count: 9, class_loss = 2.551737, iou_loss = 0.934643, total_loss = 3.486379 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.355424), count: 6, class_loss = 1.478292, iou_loss = 0.073929, total_loss = 1.552222 \n",
            " total_bbox = 168744, rewritten_bbox = 0.000593 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.531303), count: 4, class_loss = 1.421032, iou_loss = 1.357575, total_loss = 2.778607 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.601893), count: 11, class_loss = 3.058061, iou_loss = 1.753580, total_loss = 4.811640 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.395670), count: 4, class_loss = 1.041681, iou_loss = 0.043298, total_loss = 1.084979 \n",
            " total_bbox = 168763, rewritten_bbox = 0.000593 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.655981), count: 2, class_loss = 0.763527, iou_loss = 1.190591, total_loss = 1.954118 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.720083), count: 9, class_loss = 1.964366, iou_loss = 1.388628, total_loss = 3.352994 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.623410), count: 6, class_loss = 1.760616, iou_loss = 0.327747, total_loss = 2.088363 \n",
            " total_bbox = 168780, rewritten_bbox = 0.000592 % \n",
            "\n",
            "\n",
            " Tensor Cores are disabled until the first 3000 iterations are reached.\n",
            " (next mAP calculation at 1000 iterations) \u001b]2;417/6000: loss=3.4 hours left=7.1\u0007\n",
            " 417: 3.383518, 3.081456 avg loss, 0.000030 rate, 2.839294 seconds, 26688 images, 7.060049 hours left\n",
            "Loaded: 0.873025 seconds - performance bottleneck on CPU or Disk HDD/SSD\n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.443136), count: 3, class_loss = 1.209066, iou_loss = 0.534194, total_loss = 1.743260 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.534687), count: 13, class_loss = 3.791127, iou_loss = 1.213645, total_loss = 5.004772 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.498885), count: 6, class_loss = 1.661183, iou_loss = 0.182391, total_loss = 1.843574 \n",
            " total_bbox = 168802, rewritten_bbox = 0.000592 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.472458), count: 2, class_loss = 0.760258, iou_loss = 0.422024, total_loss = 1.182282 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.436295), count: 7, class_loss = 1.830724, iou_loss = 0.664391, total_loss = 2.495115 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.449363), count: 5, class_loss = 1.400326, iou_loss = 0.034486, total_loss = 1.434812 \n",
            " total_bbox = 168816, rewritten_bbox = 0.000592 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.433033), count: 6, class_loss = 2.247223, iou_loss = 2.247260, total_loss = 4.494483 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.593448), count: 16, class_loss = 4.529999, iou_loss = 2.009959, total_loss = 6.539958 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.469947), count: 6, class_loss = 1.565744, iou_loss = 0.067467, total_loss = 1.633211 \n",
            " total_bbox = 168844, rewritten_bbox = 0.000592 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.341345), count: 9, class_loss = 3.387790, iou_loss = 2.342374, total_loss = 5.730165 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.467720), count: 19, class_loss = 6.736199, iou_loss = 1.971444, total_loss = 8.707644 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.491427), count: 7, class_loss = 2.076817, iou_loss = 0.215210, total_loss = 2.292026 \n",
            " total_bbox = 168879, rewritten_bbox = 0.000592 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.327466), count: 4, class_loss = 1.522350, iou_loss = 0.318345, total_loss = 1.840695 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.538393), count: 14, class_loss = 3.970055, iou_loss = 1.517196, total_loss = 5.487251 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.493443), count: 6, class_loss = 2.295822, iou_loss = 0.108631, total_loss = 2.404453 \n",
            " total_bbox = 168903, rewritten_bbox = 0.000592 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.549547), count: 8, class_loss = 3.046179, iou_loss = 5.005143, total_loss = 8.051322 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.454393), count: 15, class_loss = 4.848926, iou_loss = 1.268583, total_loss = 6.117509 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.450742), count: 6, class_loss = 1.964366, iou_loss = 0.247717, total_loss = 2.212083 \n",
            " total_bbox = 168932, rewritten_bbox = 0.000592 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.513083), count: 1, class_loss = 0.381456, iou_loss = 0.360449, total_loss = 0.741905 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.561500), count: 12, class_loss = 3.745723, iou_loss = 1.654040, total_loss = 5.399762 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.354073), count: 5, class_loss = 1.423265, iou_loss = 0.088283, total_loss = 1.511548 \n",
            " total_bbox = 168950, rewritten_bbox = 0.000592 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.468943), count: 4, class_loss = 1.574190, iou_loss = 1.366421, total_loss = 2.940611 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.513627), count: 10, class_loss = 2.430191, iou_loss = 1.081553, total_loss = 3.511744 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.219833), count: 3, class_loss = 0.879057, iou_loss = 0.008051, total_loss = 0.887107 \n",
            " total_bbox = 168967, rewritten_bbox = 0.000592 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.505776), count: 2, class_loss = 0.707786, iou_loss = 0.719222, total_loss = 1.427008 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.629023), count: 12, class_loss = 2.949296, iou_loss = 1.682891, total_loss = 4.632186 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.420331), count: 5, class_loss = 1.160909, iou_loss = 0.095130, total_loss = 1.256039 \n",
            " total_bbox = 168986, rewritten_bbox = 0.000592 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.685767), count: 2, class_loss = 0.761061, iou_loss = 0.909191, total_loss = 1.670252 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.554902), count: 12, class_loss = 4.162284, iou_loss = 1.158780, total_loss = 5.321064 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.319346), count: 4, class_loss = 1.004497, iou_loss = 0.037245, total_loss = 1.041741 \n",
            " total_bbox = 169004, rewritten_bbox = 0.000592 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.394754), count: 5, class_loss = 1.943399, iou_loss = 1.283000, total_loss = 3.226399 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.544485), count: 9, class_loss = 2.320581, iou_loss = 0.702217, total_loss = 3.022798 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.391342), count: 5, class_loss = 1.474012, iou_loss = 0.155385, total_loss = 1.629397 \n",
            " total_bbox = 169023, rewritten_bbox = 0.000592 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.445289), count: 3, class_loss = 1.087915, iou_loss = 1.097983, total_loss = 2.185897 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.545425), count: 26, class_loss = 9.286578, iou_loss = 2.780261, total_loss = 12.066839 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.478294), count: 11, class_loss = 3.447320, iou_loss = 0.346943, total_loss = 3.794263 \n",
            " total_bbox = 169063, rewritten_bbox = 0.000591 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.466177), count: 12, class_loss = 4.530211, iou_loss = 3.732845, total_loss = 8.263056 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.517517), count: 37, class_loss = 11.409929, iou_loss = 3.925288, total_loss = 15.335217 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.404730), count: 12, class_loss = 3.718383, iou_loss = 0.149980, total_loss = 3.868363 \n",
            " total_bbox = 169124, rewritten_bbox = 0.000591 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.549415), count: 12, class_loss = 4.458513, iou_loss = 5.481347, total_loss = 9.939859 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.562960), count: 31, class_loss = 8.543028, iou_loss = 4.695215, total_loss = 13.238243 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.394371), count: 8, class_loss = 2.230628, iou_loss = 0.149101, total_loss = 2.379729 \n",
            " total_bbox = 169175, rewritten_bbox = 0.000591 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.438361), count: 9, class_loss = 3.461084, iou_loss = 2.458126, total_loss = 5.919210 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.507996), count: 26, class_loss = 8.591248, iou_loss = 3.062977, total_loss = 11.654224 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.478681), count: 6, class_loss = 1.915967, iou_loss = 0.107951, total_loss = 2.023918 \n",
            " total_bbox = 169216, rewritten_bbox = 0.000591 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.397006), count: 7, class_loss = 2.897854, iou_loss = 1.870669, total_loss = 4.768523 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.548919), count: 22, class_loss = 5.967055, iou_loss = 2.563953, total_loss = 8.531009 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.368322), count: 8, class_loss = 2.444122, iou_loss = 0.082496, total_loss = 2.526618 \n",
            " total_bbox = 169253, rewritten_bbox = 0.000591 % \n",
            "\n",
            "\n",
            " Tensor Cores are disabled until the first 3000 iterations are reached.\n",
            " (next mAP calculation at 1000 iterations) \u001b]2;418/6000: loss=3.1 hours left=7.1\u0007\n",
            " 418: 3.129078, 3.086219 avg loss, 0.000031 rate, 2.714666 seconds, 26752 images, 7.053629 hours left\n",
            "Loaded: 0.753284 seconds - performance bottleneck on CPU or Disk HDD/SSD\n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.473279), count: 2, class_loss = 0.776012, iou_loss = 0.619094, total_loss = 1.395107 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.591772), count: 12, class_loss = 2.978678, iou_loss = 1.926613, total_loss = 4.905291 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.454816), count: 3, class_loss = 0.842563, iou_loss = 0.045632, total_loss = 0.888196 \n",
            " total_bbox = 169270, rewritten_bbox = 0.000591 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.443046), count: 3, class_loss = 1.115449, iou_loss = 0.863937, total_loss = 1.979387 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.554010), count: 11, class_loss = 3.395317, iou_loss = 1.317363, total_loss = 4.712680 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.432741), count: 3, class_loss = 0.832863, iou_loss = 0.060791, total_loss = 0.893653 \n",
            " total_bbox = 169287, rewritten_bbox = 0.000591 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.663301), count: 1, class_loss = 0.344556, iou_loss = 0.409075, total_loss = 0.753631 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.488627), count: 8, class_loss = 1.918364, iou_loss = 0.593587, total_loss = 2.511951 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.390880), count: 7, class_loss = 1.952893, iou_loss = 0.073172, total_loss = 2.026065 \n",
            " total_bbox = 169303, rewritten_bbox = 0.000591 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.474271), count: 4, class_loss = 1.506007, iou_loss = 1.279637, total_loss = 2.785644 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.538071), count: 11, class_loss = 2.950305, iou_loss = 1.556831, total_loss = 4.507136 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.590420), count: 4, class_loss = 1.066382, iou_loss = 0.229760, total_loss = 1.296142 \n",
            " total_bbox = 169322, rewritten_bbox = 0.000591 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.640885), count: 2, class_loss = 0.730551, iou_loss = 1.138425, total_loss = 1.868976 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.548118), count: 10, class_loss = 2.989809, iou_loss = 0.999356, total_loss = 3.989164 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.580597), count: 5, class_loss = 1.067022, iou_loss = 0.168315, total_loss = 1.235337 \n",
            " total_bbox = 169339, rewritten_bbox = 0.000591 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.343875), count: 2, class_loss = 0.712933, iou_loss = 0.348721, total_loss = 1.061654 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.573219), count: 13, class_loss = 3.123656, iou_loss = 1.646600, total_loss = 4.770256 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.465171), count: 6, class_loss = 1.848381, iou_loss = 0.099966, total_loss = 1.948347 \n",
            " total_bbox = 169360, rewritten_bbox = 0.000590 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.391548), count: 9, class_loss = 3.276816, iou_loss = 2.834277, total_loss = 6.111094 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.475913), count: 14, class_loss = 3.850454, iou_loss = 2.106388, total_loss = 5.956842 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.433758), count: 8, class_loss = 2.427157, iou_loss = 0.108146, total_loss = 2.535303 \n",
            " total_bbox = 169391, rewritten_bbox = 0.000590 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.309240), count: 7, class_loss = 2.724278, iou_loss = 1.214235, total_loss = 3.938513 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.490597), count: 12, class_loss = 3.670162, iou_loss = 1.117457, total_loss = 4.787619 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.501907), count: 7, class_loss = 2.680489, iou_loss = 0.233489, total_loss = 2.913978 \n",
            " total_bbox = 169417, rewritten_bbox = 0.000590 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.504208), count: 5, class_loss = 1.896469, iou_loss = 1.594395, total_loss = 3.490865 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.519504), count: 11, class_loss = 2.805239, iou_loss = 0.994880, total_loss = 3.800119 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.244776), count: 3, class_loss = 0.914102, iou_loss = 0.009689, total_loss = 0.923791 \n",
            " total_bbox = 169436, rewritten_bbox = 0.000590 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.852720), count: 1, class_loss = 0.403275, iou_loss = 0.998630, total_loss = 1.401905 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.689217), count: 9, class_loss = 2.166876, iou_loss = 1.214204, total_loss = 3.381080 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.419337), count: 6, class_loss = 1.640322, iou_loss = 0.057947, total_loss = 1.698269 \n",
            " total_bbox = 169452, rewritten_bbox = 0.000590 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.750189), count: 1, class_loss = 0.336569, iou_loss = 0.772819, total_loss = 1.109388 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.639066), count: 9, class_loss = 3.008655, iou_loss = 1.061088, total_loss = 4.069742 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.437632), count: 7, class_loss = 2.142569, iou_loss = 0.107474, total_loss = 2.250043 \n",
            " total_bbox = 169469, rewritten_bbox = 0.000590 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.577051), count: 3, class_loss = 1.093050, iou_loss = 1.812447, total_loss = 2.905497 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.575483), count: 11, class_loss = 3.653723, iou_loss = 1.443691, total_loss = 5.097414 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.471453), count: 3, class_loss = 1.148016, iou_loss = 0.080680, total_loss = 1.228695 \n",
            " total_bbox = 169486, rewritten_bbox = 0.000590 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.503612), count: 3, class_loss = 1.061882, iou_loss = 0.921171, total_loss = 1.983053 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.500581), count: 13, class_loss = 3.418394, iou_loss = 1.558988, total_loss = 4.977382 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.553600), count: 5, class_loss = 1.612880, iou_loss = 0.103737, total_loss = 1.716617 \n",
            " total_bbox = 169507, rewritten_bbox = 0.000590 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.515332), count: 9, class_loss = 3.196935, iou_loss = 4.510725, total_loss = 7.707660 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.523969), count: 16, class_loss = 4.950883, iou_loss = 2.037464, total_loss = 6.988348 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.322020), count: 6, class_loss = 2.185763, iou_loss = 0.042402, total_loss = 2.228165 \n",
            " total_bbox = 169538, rewritten_bbox = 0.000590 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.469514), count: 6, class_loss = 2.248119, iou_loss = 1.936926, total_loss = 4.185045 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.571506), count: 24, class_loss = 6.644634, iou_loss = 2.620615, total_loss = 9.265249 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.448006), count: 10, class_loss = 3.523746, iou_loss = 0.208587, total_loss = 3.732333 \n",
            " total_bbox = 169578, rewritten_bbox = 0.000590 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.531818), count: 5, class_loss = 1.918887, iou_loss = 1.851557, total_loss = 3.770445 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.476589), count: 12, class_loss = 3.537363, iou_loss = 1.099834, total_loss = 4.637197 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.500512), count: 2, class_loss = 0.719130, iou_loss = 0.079517, total_loss = 0.798647 \n",
            " total_bbox = 169597, rewritten_bbox = 0.000590 % \n",
            "\n",
            "\n",
            " Tensor Cores are disabled until the first 3000 iterations are reached.\n",
            " (next mAP calculation at 1000 iterations) \u001b]2;419/6000: loss=2.2 hours left=7.0\u0007\n",
            " 419: 2.196265, 2.997223 avg loss, 0.000031 rate, 2.602729 seconds, 26816 images, 7.038722 hours left\n",
            "Loaded: 0.000070 seconds\n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.422102), count: 3, class_loss = 1.148170, iou_loss = 0.554630, total_loss = 1.702800 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.637728), count: 12, class_loss = 3.416183, iou_loss = 2.095665, total_loss = 5.511848 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.516084), count: 3, class_loss = 0.719411, iou_loss = 0.149777, total_loss = 0.869188 \n",
            " total_bbox = 169615, rewritten_bbox = 0.000590 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.526383), count: 2, class_loss = 0.680348, iou_loss = 0.912612, total_loss = 1.592959 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.642207), count: 9, class_loss = 3.007154, iou_loss = 1.349473, total_loss = 4.356627 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.426807), count: 6, class_loss = 2.049318, iou_loss = 0.154564, total_loss = 2.203882 \n",
            " total_bbox = 169632, rewritten_bbox = 0.000590 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.351232), count: 4, class_loss = 1.483544, iou_loss = 0.669703, total_loss = 2.153248 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.514074), count: 9, class_loss = 2.345792, iou_loss = 0.972465, total_loss = 3.318257 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.486405), count: 3, class_loss = 0.985850, iou_loss = 0.070846, total_loss = 1.056697 \n",
            " total_bbox = 169648, rewritten_bbox = 0.000589 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.000000), count: 1, class_loss = 0.001926, iou_loss = 0.000000, total_loss = 0.001926 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.558171), count: 10, class_loss = 2.453556, iou_loss = 1.021620, total_loss = 3.475175 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.512610), count: 7, class_loss = 1.271105, iou_loss = 0.136123, total_loss = 1.407228 \n",
            " total_bbox = 169665, rewritten_bbox = 0.000589 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.558420), count: 3, class_loss = 1.145368, iou_loss = 1.329568, total_loss = 2.474936 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.625648), count: 11, class_loss = 2.618728, iou_loss = 1.899985, total_loss = 4.518713 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.363494), count: 3, class_loss = 0.673341, iou_loss = 0.032837, total_loss = 0.706178 \n",
            " total_bbox = 169682, rewritten_bbox = 0.000589 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.493348), count: 2, class_loss = 0.806855, iou_loss = 0.341551, total_loss = 1.148405 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.504118), count: 9, class_loss = 2.483950, iou_loss = 0.579343, total_loss = 3.063294 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.315276), count: 4, class_loss = 1.104794, iou_loss = 0.029855, total_loss = 1.134649 \n",
            " total_bbox = 169697, rewritten_bbox = 0.000589 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.678231), count: 1, class_loss = 0.385224, iou_loss = 0.631773, total_loss = 1.016997 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.665158), count: 6, class_loss = 1.494124, iou_loss = 0.762970, total_loss = 2.257094 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.566656), count: 5, class_loss = 1.807784, iou_loss = 0.309932, total_loss = 2.117716 \n",
            " total_bbox = 169709, rewritten_bbox = 0.000589 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.547531), count: 4, class_loss = 1.574863, iou_loss = 1.875206, total_loss = 3.450069 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.495387), count: 10, class_loss = 3.375728, iou_loss = 1.211899, total_loss = 4.587627 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.603871), count: 3, class_loss = 0.812801, iou_loss = 0.045954, total_loss = 0.858755 \n",
            " total_bbox = 169726, rewritten_bbox = 0.000589 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.000000), count: 1, class_loss = 0.002407, iou_loss = 0.000000, total_loss = 0.002407 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.555846), count: 10, class_loss = 2.110996, iou_loss = 1.083050, total_loss = 3.194045 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.435207), count: 6, class_loss = 1.261478, iou_loss = 0.079371, total_loss = 1.340848 \n",
            " total_bbox = 169742, rewritten_bbox = 0.000589 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.667416), count: 2, class_loss = 0.821749, iou_loss = 0.791122, total_loss = 1.612872 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.524500), count: 11, class_loss = 3.248690, iou_loss = 1.235444, total_loss = 4.484134 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.449773), count: 5, class_loss = 1.492403, iou_loss = 0.189611, total_loss = 1.682014 \n",
            " total_bbox = 169760, rewritten_bbox = 0.000589 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.561575), count: 3, class_loss = 1.101403, iou_loss = 1.009809, total_loss = 2.111212 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.582444), count: 15, class_loss = 3.902073, iou_loss = 2.071568, total_loss = 5.973640 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.417554), count: 6, class_loss = 1.405463, iou_loss = 0.234125, total_loss = 1.639588 \n",
            " total_bbox = 169784, rewritten_bbox = 0.000589 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.487390), count: 7, class_loss = 2.629704, iou_loss = 2.252742, total_loss = 4.882446 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.541491), count: 24, class_loss = 7.348180, iou_loss = 3.233067, total_loss = 10.581247 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.473900), count: 11, class_loss = 3.349092, iou_loss = 0.273602, total_loss = 3.622694 \n",
            " total_bbox = 169826, rewritten_bbox = 0.000589 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.462729), count: 10, class_loss = 3.748209, iou_loss = 3.429472, total_loss = 7.177680 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.436188), count: 22, class_loss = 7.172548, iou_loss = 1.677732, total_loss = 8.850280 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.333332), count: 3, class_loss = 1.078704, iou_loss = 0.029229, total_loss = 1.107933 \n",
            " total_bbox = 169861, rewritten_bbox = 0.000589 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.477796), count: 4, class_loss = 1.427523, iou_loss = 1.620114, total_loss = 3.047637 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.555246), count: 12, class_loss = 3.007331, iou_loss = 1.563421, total_loss = 4.570752 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.558573), count: 5, class_loss = 0.934583, iou_loss = 0.141471, total_loss = 1.076054 \n",
            " total_bbox = 169882, rewritten_bbox = 0.000589 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.484831), count: 4, class_loss = 1.452487, iou_loss = 1.529665, total_loss = 2.982151 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.572603), count: 11, class_loss = 3.468113, iou_loss = 1.665902, total_loss = 5.134015 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.291057), count: 3, class_loss = 1.128488, iou_loss = 0.012607, total_loss = 1.141095 \n",
            " total_bbox = 169900, rewritten_bbox = 0.000589 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.839998), count: 1, class_loss = 0.348627, iou_loss = 0.412646, total_loss = 0.761273 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.497418), count: 8, class_loss = 2.971840, iou_loss = 0.730704, total_loss = 3.702544 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.449919), count: 4, class_loss = 1.050002, iou_loss = 0.049369, total_loss = 1.099371 \n",
            " total_bbox = 169913, rewritten_bbox = 0.000589 % \n",
            "\n",
            "\n",
            " Tensor Cores are disabled until the first 3000 iterations are reached.\n",
            " (next mAP calculation at 1000 iterations) \u001b]2;420/6000: loss=2.0 hours left=7.0\u0007\n",
            " 420: 1.972892, 2.894790 avg loss, 0.000031 rate, 2.863088 seconds, 26880 images, 7.020363 hours left\n",
            "Resizing, random_coef = 1.40 \n",
            "\n",
            " 352 x 352 \n",
            " try to allocate additional workspace_size = 79.52 MB \n",
            " CUDA allocate done! \n",
            "Loaded: 1.774479 seconds - performance bottleneck on CPU or Disk HDD/SSD\n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.377194), count: 15, class_loss = 5.815570, iou_loss = 2.878509, total_loss = 8.694079 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.430419), count: 30, class_loss = 10.266500, iou_loss = 1.624825, total_loss = 11.891325 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.271314), count: 7, class_loss = 2.152759, iou_loss = 0.052540, total_loss = 2.205299 \n",
            " total_bbox = 169965, rewritten_bbox = 0.000588 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.406951), count: 16, class_loss = 5.967041, iou_loss = 4.189101, total_loss = 10.156142 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.485209), count: 25, class_loss = 8.169142, iou_loss = 2.106694, total_loss = 10.275836 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.412488), count: 6, class_loss = 1.574464, iou_loss = 0.093427, total_loss = 1.667891 \n",
            " total_bbox = 170012, rewritten_bbox = 0.000588 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.329220), count: 7, class_loss = 2.593957, iou_loss = 2.096274, total_loss = 4.690231 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.478718), count: 13, class_loss = 4.593257, iou_loss = 0.894448, total_loss = 5.487705 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.488593), count: 4, class_loss = 1.228098, iou_loss = 0.079999, total_loss = 1.308097 \n",
            " total_bbox = 170036, rewritten_bbox = 0.000588 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.000000), count: 1, class_loss = 0.002511, iou_loss = 0.000000, total_loss = 0.002511 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.530106), count: 12, class_loss = 3.661566, iou_loss = 1.062351, total_loss = 4.723918 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.421564), count: 6, class_loss = 1.757153, iou_loss = 0.074023, total_loss = 1.831176 \n",
            " total_bbox = 170054, rewritten_bbox = 0.000588 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.586273), count: 4, class_loss = 1.465112, iou_loss = 1.663929, total_loss = 3.129041 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.609949), count: 8, class_loss = 3.215531, iou_loss = 1.298219, total_loss = 4.513751 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.501183), count: 5, class_loss = 1.604594, iou_loss = 0.127749, total_loss = 1.732343 \n",
            " total_bbox = 170071, rewritten_bbox = 0.000588 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.401202), count: 6, class_loss = 2.312056, iou_loss = 1.186159, total_loss = 3.498215 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.517232), count: 9, class_loss = 3.747622, iou_loss = 1.206662, total_loss = 4.954285 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.567620), count: 3, class_loss = 0.825017, iou_loss = 0.109246, total_loss = 0.934263 \n",
            " total_bbox = 170089, rewritten_bbox = 0.000588 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.403824), count: 6, class_loss = 2.244506, iou_loss = 0.885497, total_loss = 3.130003 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.494675), count: 24, class_loss = 6.918427, iou_loss = 1.812894, total_loss = 8.731321 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.481045), count: 9, class_loss = 2.590882, iou_loss = 0.143455, total_loss = 2.734337 \n",
            " total_bbox = 170128, rewritten_bbox = 0.000588 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.396892), count: 19, class_loss = 7.215042, iou_loss = 9.297609, total_loss = 16.512651 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.482666), count: 27, class_loss = 8.861601, iou_loss = 2.264132, total_loss = 11.125732 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.440929), count: 6, class_loss = 1.808011, iou_loss = 0.119878, total_loss = 1.927889 \n",
            " total_bbox = 170180, rewritten_bbox = 0.000588 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.395101), count: 14, class_loss = 5.276651, iou_loss = 4.848332, total_loss = 10.124984 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.553405), count: 25, class_loss = 6.952601, iou_loss = 3.207023, total_loss = 10.159624 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.483479), count: 9, class_loss = 2.396528, iou_loss = 0.297695, total_loss = 2.694223 \n",
            " total_bbox = 170228, rewritten_bbox = 0.000587 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.559302), count: 4, class_loss = 1.506205, iou_loss = 1.247403, total_loss = 2.753608 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.506341), count: 20, class_loss = 5.588275, iou_loss = 1.482496, total_loss = 7.070771 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.525769), count: 9, class_loss = 2.341523, iou_loss = 0.167104, total_loss = 2.508627 \n",
            " total_bbox = 170261, rewritten_bbox = 0.000587 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.692228), count: 4, class_loss = 1.451635, iou_loss = 2.042361, total_loss = 3.493996 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.513525), count: 21, class_loss = 5.381901, iou_loss = 1.906766, total_loss = 7.288667 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.487594), count: 8, class_loss = 2.399116, iou_loss = 0.158832, total_loss = 2.557948 \n",
            " total_bbox = 170294, rewritten_bbox = 0.000587 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.440984), count: 4, class_loss = 1.403883, iou_loss = 1.190862, total_loss = 2.594744 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.339485), count: 8, class_loss = 3.135273, iou_loss = 0.338268, total_loss = 3.473541 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.530304), count: 3, class_loss = 0.781153, iou_loss = 0.036972, total_loss = 0.818124 \n",
            " total_bbox = 170309, rewritten_bbox = 0.000587 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.726795), count: 1, class_loss = 0.387296, iou_loss = 0.421954, total_loss = 0.809250 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.554986), count: 7, class_loss = 1.795255, iou_loss = 0.597450, total_loss = 2.392705 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.405796), count: 5, class_loss = 1.426951, iou_loss = 0.070645, total_loss = 1.497596 \n",
            " total_bbox = 170322, rewritten_bbox = 0.000587 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.495457), count: 2, class_loss = 0.771305, iou_loss = 1.135809, total_loss = 1.907114 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.509518), count: 11, class_loss = 3.316106, iou_loss = 0.969846, total_loss = 4.285952 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.448726), count: 5, class_loss = 1.405486, iou_loss = 0.154073, total_loss = 1.559560 \n",
            " total_bbox = 170340, rewritten_bbox = 0.000587 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.495469), count: 4, class_loss = 1.447265, iou_loss = 1.232817, total_loss = 2.680083 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.586113), count: 11, class_loss = 4.346170, iou_loss = 1.604547, total_loss = 5.950717 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.406880), count: 2, class_loss = 0.741964, iou_loss = 0.038221, total_loss = 0.780185 \n",
            " total_bbox = 170357, rewritten_bbox = 0.000587 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.616287), count: 3, class_loss = 1.096884, iou_loss = 1.043369, total_loss = 2.140254 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.536833), count: 11, class_loss = 3.431962, iou_loss = 1.104527, total_loss = 4.536488 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.501377), count: 4, class_loss = 0.803093, iou_loss = 0.075040, total_loss = 0.878132 \n",
            " total_bbox = 170375, rewritten_bbox = 0.000587 % \n",
            "\n",
            "\n",
            " Tensor Cores are disabled until the first 3000 iterations are reached.\n",
            " (next mAP calculation at 1000 iterations) \u001b]2;421/6000: loss=3.1 hours left=7.0\u0007\n",
            " 421: 3.137457, 2.919057 avg loss, 0.000031 rate, 2.640355 seconds, 26944 images, 6.994538 hours left\n",
            "Loaded: 0.797251 seconds - performance bottleneck on CPU or Disk HDD/SSD\n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.606323), count: 1, class_loss = 0.344691, iou_loss = 0.401678, total_loss = 0.746369 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.528223), count: 11, class_loss = 2.820577, iou_loss = 0.842849, total_loss = 3.663426 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.343673), count: 4, class_loss = 1.277119, iou_loss = 0.024793, total_loss = 1.301912 \n",
            " total_bbox = 170391, rewritten_bbox = 0.000587 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.508896), count: 4, class_loss = 1.508615, iou_loss = 1.112871, total_loss = 2.621485 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.562238), count: 10, class_loss = 2.847802, iou_loss = 1.149962, total_loss = 3.997764 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.514485), count: 4, class_loss = 0.972939, iou_loss = 0.162123, total_loss = 1.135062 \n",
            " total_bbox = 170409, rewritten_bbox = 0.000587 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.336122), count: 2, class_loss = 0.681992, iou_loss = 0.236030, total_loss = 0.918022 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.540938), count: 14, class_loss = 4.581736, iou_loss = 1.547319, total_loss = 6.129055 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.374356), count: 6, class_loss = 1.893211, iou_loss = 0.038905, total_loss = 1.932116 \n",
            " total_bbox = 170431, rewritten_bbox = 0.000587 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.451076), count: 5, class_loss = 1.793712, iou_loss = 1.221567, total_loss = 3.015279 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.581034), count: 20, class_loss = 6.222098, iou_loss = 2.056715, total_loss = 8.278813 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.362808), count: 6, class_loss = 1.590240, iou_loss = 0.058246, total_loss = 1.648486 \n",
            " total_bbox = 170462, rewritten_bbox = 0.000587 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.309033), count: 11, class_loss = 4.165801, iou_loss = 2.215205, total_loss = 6.381006 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.489486), count: 18, class_loss = 6.022940, iou_loss = 1.359709, total_loss = 7.382649 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.571500), count: 4, class_loss = 0.895773, iou_loss = 0.110748, total_loss = 1.006520 \n",
            " total_bbox = 170495, rewritten_bbox = 0.000587 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.549090), count: 6, class_loss = 2.254534, iou_loss = 1.897652, total_loss = 4.152186 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.586164), count: 25, class_loss = 7.684937, iou_loss = 2.815741, total_loss = 10.500678 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.515198), count: 7, class_loss = 2.022224, iou_loss = 0.186779, total_loss = 2.209003 \n",
            " total_bbox = 170533, rewritten_bbox = 0.000586 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.459977), count: 2, class_loss = 0.695405, iou_loss = 0.332685, total_loss = 1.028090 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.584035), count: 12, class_loss = 2.960039, iou_loss = 1.505731, total_loss = 4.465770 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.480033), count: 5, class_loss = 0.985960, iou_loss = 0.175744, total_loss = 1.161704 \n",
            " total_bbox = 170552, rewritten_bbox = 0.000586 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.460183), count: 5, class_loss = 1.857108, iou_loss = 1.426537, total_loss = 3.283646 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.586665), count: 10, class_loss = 2.450206, iou_loss = 1.164307, total_loss = 3.614512 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.522837), count: 4, class_loss = 0.656438, iou_loss = 0.103032, total_loss = 0.759470 \n",
            " total_bbox = 170571, rewritten_bbox = 0.000586 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.394860), count: 3, class_loss = 1.149838, iou_loss = 0.621226, total_loss = 1.771064 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.583528), count: 11, class_loss = 3.052097, iou_loss = 1.079703, total_loss = 4.131801 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.402411), count: 4, class_loss = 1.062682, iou_loss = 0.038948, total_loss = 1.101630 \n",
            " total_bbox = 170589, rewritten_bbox = 0.000586 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.808318), count: 1, class_loss = 0.358822, iou_loss = 0.622582, total_loss = 0.981404 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.483557), count: 9, class_loss = 2.475736, iou_loss = 0.709707, total_loss = 3.185444 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.491646), count: 6, class_loss = 2.245490, iou_loss = 0.099735, total_loss = 2.345225 \n",
            " total_bbox = 170605, rewritten_bbox = 0.000586 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.485372), count: 4, class_loss = 1.542719, iou_loss = 1.233712, total_loss = 2.776432 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.623380), count: 14, class_loss = 4.201396, iou_loss = 1.842913, total_loss = 6.044309 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.594511), count: 5, class_loss = 1.549846, iou_loss = 0.136675, total_loss = 1.686521 \n",
            " total_bbox = 170628, rewritten_bbox = 0.000586 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.394613), count: 11, class_loss = 3.989242, iou_loss = 2.520249, total_loss = 6.509491 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.427378), count: 19, class_loss = 5.698485, iou_loss = 1.155023, total_loss = 6.853508 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.640568), count: 7, class_loss = 2.217773, iou_loss = 0.139829, total_loss = 2.357602 \n",
            " total_bbox = 170665, rewritten_bbox = 0.000586 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.400165), count: 11, class_loss = 4.182593, iou_loss = 4.708077, total_loss = 8.890670 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.505484), count: 29, class_loss = 8.936763, iou_loss = 2.600334, total_loss = 11.537097 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.501059), count: 8, class_loss = 2.442938, iou_loss = 0.148981, total_loss = 2.591919 \n",
            " total_bbox = 170713, rewritten_bbox = 0.000586 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.460486), count: 7, class_loss = 2.590949, iou_loss = 2.592130, total_loss = 5.183079 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.447659), count: 15, class_loss = 4.446768, iou_loss = 0.728565, total_loss = 5.175333 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.530241), count: 6, class_loss = 1.749404, iou_loss = 0.096636, total_loss = 1.846040 \n",
            " total_bbox = 170741, rewritten_bbox = 0.000586 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.608783), count: 4, class_loss = 1.565132, iou_loss = 2.227540, total_loss = 3.792672 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.581140), count: 11, class_loss = 3.723791, iou_loss = 1.140885, total_loss = 4.864676 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.313887), count: 7, class_loss = 2.227889, iou_loss = 0.038187, total_loss = 2.266076 \n",
            " total_bbox = 170763, rewritten_bbox = 0.000586 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.471256), count: 11, class_loss = 4.162786, iou_loss = 3.243168, total_loss = 7.405954 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.499633), count: 24, class_loss = 7.891994, iou_loss = 1.718519, total_loss = 9.610513 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.408843), count: 8, class_loss = 2.329745, iou_loss = 0.126807, total_loss = 2.456553 \n",
            " total_bbox = 170806, rewritten_bbox = 0.000585 % \n",
            "\n",
            "\n",
            " Tensor Cores are disabled until the first 3000 iterations are reached.\n",
            " (next mAP calculation at 1000 iterations) \u001b]2;422/6000: loss=2.8 hours left=7.0\u0007\n",
            " 422: 2.820896, 2.909241 avg loss, 0.000032 rate, 2.611077 seconds, 27008 images, 6.993011 hours left\n",
            "Loaded: 2.217962 seconds - performance bottleneck on CPU or Disk HDD/SSD\n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.499661), count: 2, class_loss = 0.788459, iou_loss = 0.473334, total_loss = 1.261792 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.533704), count: 9, class_loss = 3.394841, iou_loss = 0.756734, total_loss = 4.151575 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.416440), count: 5, class_loss = 1.427433, iou_loss = 0.099791, total_loss = 1.527223 \n",
            " total_bbox = 170822, rewritten_bbox = 0.000585 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.478800), count: 5, class_loss = 1.799352, iou_loss = 1.746939, total_loss = 3.546291 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.502449), count: 8, class_loss = 2.723527, iou_loss = 0.761117, total_loss = 3.484644 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.449287), count: 3, class_loss = 0.918157, iou_loss = 0.087222, total_loss = 1.005379 \n",
            " total_bbox = 170838, rewritten_bbox = 0.000585 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.470599), count: 2, class_loss = 0.690549, iou_loss = 0.703412, total_loss = 1.393960 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.481392), count: 6, class_loss = 2.378230, iou_loss = 0.321162, total_loss = 2.699391 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.344190), count: 4, class_loss = 1.101673, iou_loss = 0.021031, total_loss = 1.122704 \n",
            " total_bbox = 170850, rewritten_bbox = 0.000585 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.430452), count: 9, class_loss = 3.578583, iou_loss = 2.271667, total_loss = 5.850250 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.561428), count: 26, class_loss = 7.356686, iou_loss = 2.740971, total_loss = 10.097656 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.398210), count: 8, class_loss = 2.461540, iou_loss = 0.173555, total_loss = 2.635094 \n",
            " total_bbox = 170893, rewritten_bbox = 0.000585 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.490547), count: 12, class_loss = 4.581375, iou_loss = 4.647536, total_loss = 9.228911 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.549327), count: 25, class_loss = 7.334013, iou_loss = 2.517838, total_loss = 9.851851 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.460639), count: 9, class_loss = 2.558163, iou_loss = 0.190517, total_loss = 2.748680 \n",
            " total_bbox = 170939, rewritten_bbox = 0.000585 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.585372), count: 6, class_loss = 2.242106, iou_loss = 2.155639, total_loss = 4.397745 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.547748), count: 26, class_loss = 7.089504, iou_loss = 2.455540, total_loss = 9.545044 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.382245), count: 10, class_loss = 3.089184, iou_loss = 0.147724, total_loss = 3.236908 \n",
            " total_bbox = 170981, rewritten_bbox = 0.000585 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.512505), count: 12, class_loss = 4.359102, iou_loss = 4.345655, total_loss = 8.704758 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.519042), count: 20, class_loss = 5.812932, iou_loss = 2.099615, total_loss = 7.912548 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.482088), count: 1, class_loss = 0.356239, iou_loss = 0.058037, total_loss = 0.414276 \n",
            " total_bbox = 171014, rewritten_bbox = 0.000585 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.403730), count: 6, class_loss = 2.312007, iou_loss = 1.559102, total_loss = 3.871109 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.526219), count: 21, class_loss = 5.998726, iou_loss = 1.542479, total_loss = 7.541205 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.417020), count: 12, class_loss = 3.753996, iou_loss = 0.138739, total_loss = 3.892735 \n",
            " total_bbox = 171053, rewritten_bbox = 0.000585 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.387887), count: 7, class_loss = 2.799958, iou_loss = 1.292573, total_loss = 4.092532 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.495048), count: 30, class_loss = 8.187803, iou_loss = 2.051254, total_loss = 10.239058 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.369006), count: 10, class_loss = 3.194346, iou_loss = 0.137892, total_loss = 3.332238 \n",
            " total_bbox = 171100, rewritten_bbox = 0.000584 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.326134), count: 14, class_loss = 5.218781, iou_loss = 2.444625, total_loss = 7.663406 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.504351), count: 22, class_loss = 8.161426, iou_loss = 2.113060, total_loss = 10.274486 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.447295), count: 4, class_loss = 1.418005, iou_loss = 0.083616, total_loss = 1.501621 \n",
            " total_bbox = 171140, rewritten_bbox = 0.000584 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.457485), count: 8, class_loss = 3.004942, iou_loss = 3.473844, total_loss = 6.478786 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.504748), count: 19, class_loss = 6.622808, iou_loss = 1.523552, total_loss = 8.146359 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.432951), count: 7, class_loss = 1.833970, iou_loss = 0.114778, total_loss = 1.948748 \n",
            " total_bbox = 171174, rewritten_bbox = 0.000584 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.450999), count: 9, class_loss = 3.521176, iou_loss = 3.671159, total_loss = 7.192336 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.480302), count: 24, class_loss = 6.493828, iou_loss = 2.005853, total_loss = 8.499681 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.434440), count: 6, class_loss = 1.510790, iou_loss = 0.113851, total_loss = 1.624641 \n",
            " total_bbox = 171213, rewritten_bbox = 0.000584 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.429858), count: 7, class_loss = 2.571862, iou_loss = 2.025491, total_loss = 4.597353 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.546457), count: 21, class_loss = 6.381657, iou_loss = 1.807920, total_loss = 8.189577 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.313645), count: 8, class_loss = 2.972594, iou_loss = 0.079641, total_loss = 3.052236 \n",
            " total_bbox = 171249, rewritten_bbox = 0.000584 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.422897), count: 10, class_loss = 3.715859, iou_loss = 2.214970, total_loss = 5.930830 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.450665), count: 20, class_loss = 6.506154, iou_loss = 1.484066, total_loss = 7.990221 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.357078), count: 7, class_loss = 2.391009, iou_loss = 0.072509, total_loss = 2.463518 \n",
            " total_bbox = 171286, rewritten_bbox = 0.000584 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.508705), count: 8, class_loss = 3.081630, iou_loss = 2.746673, total_loss = 5.828303 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.547801), count: 14, class_loss = 4.418778, iou_loss = 1.182288, total_loss = 5.601066 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.536076), count: 5, class_loss = 1.576380, iou_loss = 0.080274, total_loss = 1.656653 \n",
            " total_bbox = 171313, rewritten_bbox = 0.000584 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.413447), count: 10, class_loss = 3.897961, iou_loss = 3.921314, total_loss = 7.819276 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.542559), count: 14, class_loss = 4.132672, iou_loss = 1.177021, total_loss = 5.309693 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.533034), count: 6, class_loss = 1.467715, iou_loss = 0.097708, total_loss = 1.565423 \n",
            " total_bbox = 171343, rewritten_bbox = 0.000584 % \n",
            "\n",
            "\n",
            " Tensor Cores are disabled until the first 3000 iterations are reached.\n",
            " (next mAP calculation at 1000 iterations) \u001b]2;423/6000: loss=3.6 hours left=7.0\u0007\n",
            " 423: 3.617450, 2.980062 avg loss, 0.000032 rate, 2.565087 seconds, 27072 images, 6.975891 hours left\n",
            "Loaded: 0.228823 seconds - performance bottleneck on CPU or Disk HDD/SSD\n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.520226), count: 3, class_loss = 1.100098, iou_loss = 1.188251, total_loss = 2.288349 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.570555), count: 11, class_loss = 3.817490, iou_loss = 1.180625, total_loss = 4.998115 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.462481), count: 4, class_loss = 0.974830, iou_loss = 0.047135, total_loss = 1.021965 \n",
            " total_bbox = 171361, rewritten_bbox = 0.000584 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.512603), count: 5, class_loss = 1.978359, iou_loss = 1.698974, total_loss = 3.677333 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.463338), count: 10, class_loss = 3.055784, iou_loss = 0.945313, total_loss = 4.001098 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.500677), count: 3, class_loss = 0.444631, iou_loss = 0.065063, total_loss = 0.509694 \n",
            " total_bbox = 171379, rewritten_bbox = 0.000584 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.444943), count: 5, class_loss = 1.908952, iou_loss = 1.607129, total_loss = 3.516081 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.612602), count: 13, class_loss = 3.471717, iou_loss = 1.364003, total_loss = 4.835720 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.548941), count: 5, class_loss = 1.247131, iou_loss = 0.158381, total_loss = 1.405512 \n",
            " total_bbox = 171402, rewritten_bbox = 0.000583 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.479989), count: 8, class_loss = 3.124006, iou_loss = 2.267481, total_loss = 5.391487 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.506363), count: 19, class_loss = 6.813954, iou_loss = 1.789586, total_loss = 8.603539 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.469967), count: 4, class_loss = 1.526555, iou_loss = 0.074724, total_loss = 1.601279 \n",
            " total_bbox = 171433, rewritten_bbox = 0.000583 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.220414), count: 3, class_loss = 1.169316, iou_loss = 0.211941, total_loss = 1.381257 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.598118), count: 13, class_loss = 4.116250, iou_loss = 1.433340, total_loss = 5.549590 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.604043), count: 8, class_loss = 1.955227, iou_loss = 0.210590, total_loss = 2.165816 \n",
            " total_bbox = 171457, rewritten_bbox = 0.000583 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.000000), count: 1, class_loss = 0.001932, iou_loss = 0.000000, total_loss = 0.001932 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.614572), count: 11, class_loss = 2.416001, iou_loss = 0.800253, total_loss = 3.216254 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.511178), count: 7, class_loss = 1.753994, iou_loss = 0.119389, total_loss = 1.873383 \n",
            " total_bbox = 171475, rewritten_bbox = 0.000583 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.337373), count: 3, class_loss = 1.165610, iou_loss = 0.880205, total_loss = 2.045814 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.512721), count: 9, class_loss = 2.638421, iou_loss = 1.108152, total_loss = 3.746573 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.578952), count: 4, class_loss = 0.790014, iou_loss = 0.109641, total_loss = 0.899655 \n",
            " total_bbox = 171491, rewritten_bbox = 0.000583 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.526691), count: 6, class_loss = 2.361610, iou_loss = 2.618411, total_loss = 4.980021 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.487987), count: 8, class_loss = 2.665094, iou_loss = 0.723577, total_loss = 3.388671 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.583916), count: 1, class_loss = 0.215810, iou_loss = 0.054660, total_loss = 0.270470 \n",
            " total_bbox = 171506, rewritten_bbox = 0.000583 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.590184), count: 4, class_loss = 1.507473, iou_loss = 1.797369, total_loss = 3.304842 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.599008), count: 11, class_loss = 3.222952, iou_loss = 0.804545, total_loss = 4.027497 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.472238), count: 6, class_loss = 1.700456, iou_loss = 0.064841, total_loss = 1.765297 \n",
            " total_bbox = 171527, rewritten_bbox = 0.000583 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.475142), count: 5, class_loss = 1.827669, iou_loss = 1.476442, total_loss = 3.304111 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.540202), count: 10, class_loss = 1.803722, iou_loss = 1.338339, total_loss = 3.142061 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.503933), count: 3, class_loss = 0.687499, iou_loss = 0.101680, total_loss = 0.789179 \n",
            " total_bbox = 171545, rewritten_bbox = 0.000583 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.426393), count: 2, class_loss = 0.709584, iou_loss = 0.431768, total_loss = 1.141351 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.583413), count: 12, class_loss = 3.307832, iou_loss = 1.585445, total_loss = 4.893277 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.522129), count: 4, class_loss = 0.802097, iou_loss = 0.136893, total_loss = 0.938990 \n",
            " total_bbox = 171563, rewritten_bbox = 0.000583 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.463927), count: 4, class_loss = 1.478431, iou_loss = 1.334714, total_loss = 2.813145 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.548267), count: 10, class_loss = 2.355420, iou_loss = 1.079855, total_loss = 3.435275 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.300883), count: 3, class_loss = 0.986038, iou_loss = 0.023305, total_loss = 1.009343 \n",
            " total_bbox = 171580, rewritten_bbox = 0.000583 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.498765), count: 3, class_loss = 1.141046, iou_loss = 0.942582, total_loss = 2.083627 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.576278), count: 10, class_loss = 2.475156, iou_loss = 1.038640, total_loss = 3.513796 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.549028), count: 4, class_loss = 0.708557, iou_loss = 0.118085, total_loss = 0.826643 \n",
            " total_bbox = 171597, rewritten_bbox = 0.000583 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.450466), count: 5, class_loss = 1.909447, iou_loss = 0.894988, total_loss = 2.804435 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.532633), count: 11, class_loss = 3.685874, iou_loss = 1.214705, total_loss = 4.900579 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.403094), count: 2, class_loss = 0.479425, iou_loss = 0.128833, total_loss = 0.608258 \n",
            " total_bbox = 171615, rewritten_bbox = 0.000583 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.497744), count: 3, class_loss = 1.117404, iou_loss = 0.747839, total_loss = 1.865243 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.478979), count: 9, class_loss = 2.352113, iou_loss = 0.697320, total_loss = 3.049433 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.373593), count: 4, class_loss = 1.264388, iou_loss = 0.073867, total_loss = 1.338256 \n",
            " total_bbox = 171631, rewritten_bbox = 0.000583 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.518417), count: 2, class_loss = 0.798555, iou_loss = 0.423186, total_loss = 1.221741 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.600123), count: 9, class_loss = 3.665658, iou_loss = 0.877010, total_loss = 4.542668 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.429731), count: 4, class_loss = 1.435208, iou_loss = 0.044729, total_loss = 1.479936 \n",
            " total_bbox = 171646, rewritten_bbox = 0.000583 % \n",
            "\n",
            "\n",
            " Tensor Cores are disabled until the first 3000 iterations are reached.\n",
            " (next mAP calculation at 1000 iterations) \u001b]2;424/6000: loss=1.9 hours left=7.0\u0007\n",
            " 424: 1.928005, 2.874856 avg loss, 0.000032 rate, 2.598147 seconds, 27136 images, 6.980230 hours left\n",
            "Loaded: 3.952206 seconds - performance bottleneck on CPU or Disk HDD/SSD\n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.410192), count: 14, class_loss = 5.527449, iou_loss = 5.481881, total_loss = 11.009330 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.501101), count: 23, class_loss = 7.250625, iou_loss = 2.297231, total_loss = 9.547856 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.455570), count: 6, class_loss = 1.611940, iou_loss = 0.081047, total_loss = 1.692987 \n",
            " total_bbox = 171689, rewritten_bbox = 0.000582 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.463092), count: 7, class_loss = 2.580907, iou_loss = 2.012361, total_loss = 4.593268 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.577862), count: 16, class_loss = 4.191211, iou_loss = 1.699563, total_loss = 5.890774 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.446531), count: 6, class_loss = 1.400110, iou_loss = 0.058226, total_loss = 1.458336 \n",
            " total_bbox = 171718, rewritten_bbox = 0.000582 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.331577), count: 9, class_loss = 3.235903, iou_loss = 1.502335, total_loss = 4.738237 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.445252), count: 14, class_loss = 4.861672, iou_loss = 0.932179, total_loss = 5.793851 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.419226), count: 3, class_loss = 1.224574, iou_loss = 0.048106, total_loss = 1.272680 \n",
            " total_bbox = 171744, rewritten_bbox = 0.000582 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.441271), count: 12, class_loss = 4.469721, iou_loss = 2.759196, total_loss = 7.228918 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.472144), count: 28, class_loss = 8.549606, iou_loss = 2.552196, total_loss = 11.101802 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.493433), count: 7, class_loss = 2.102922, iou_loss = 0.158874, total_loss = 2.261796 \n",
            " total_bbox = 171791, rewritten_bbox = 0.000582 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.379503), count: 15, class_loss = 5.905315, iou_loss = 5.643026, total_loss = 11.548341 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.502635), count: 15, class_loss = 5.095725, iou_loss = 1.452950, total_loss = 6.548674 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.527018), count: 6, class_loss = 1.610981, iou_loss = 0.139572, total_loss = 1.750553 \n",
            " total_bbox = 171827, rewritten_bbox = 0.000582 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.000000), count: 1, class_loss = 0.003288, iou_loss = 0.000000, total_loss = 0.003288 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.604155), count: 13, class_loss = 3.883512, iou_loss = 1.376036, total_loss = 5.259548 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.545717), count: 6, class_loss = 1.632039, iou_loss = 0.243571, total_loss = 1.875610 \n",
            " total_bbox = 171846, rewritten_bbox = 0.000582 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.474569), count: 8, class_loss = 3.060710, iou_loss = 2.053929, total_loss = 5.114639 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.510066), count: 21, class_loss = 6.049943, iou_loss = 1.944837, total_loss = 7.994780 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.406201), count: 6, class_loss = 1.777403, iou_loss = 0.082511, total_loss = 1.859913 \n",
            " total_bbox = 171881, rewritten_bbox = 0.000582 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.344821), count: 7, class_loss = 2.560256, iou_loss = 1.413050, total_loss = 3.973307 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.562948), count: 16, class_loss = 6.029880, iou_loss = 1.491782, total_loss = 7.521662 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.479830), count: 8, class_loss = 2.497679, iou_loss = 0.132872, total_loss = 2.630551 \n",
            " total_bbox = 171912, rewritten_bbox = 0.000582 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.285818), count: 9, class_loss = 3.375511, iou_loss = 1.169339, total_loss = 4.544849 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.460045), count: 17, class_loss = 5.796755, iou_loss = 1.172177, total_loss = 6.968932 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.393778), count: 7, class_loss = 2.177604, iou_loss = 0.143918, total_loss = 2.321522 \n",
            " total_bbox = 171945, rewritten_bbox = 0.000582 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.545203), count: 9, class_loss = 3.277604, iou_loss = 3.245491, total_loss = 6.523096 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.559086), count: 24, class_loss = 7.785824, iou_loss = 2.478222, total_loss = 10.264046 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.408354), count: 6, class_loss = 1.733872, iou_loss = 0.140213, total_loss = 1.874086 \n",
            " total_bbox = 171984, rewritten_bbox = 0.000581 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.538070), count: 5, class_loss = 1.846598, iou_loss = 1.837929, total_loss = 3.684527 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.575340), count: 16, class_loss = 5.007199, iou_loss = 1.697082, total_loss = 6.704280 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.373013), count: 5, class_loss = 1.026565, iou_loss = 0.050262, total_loss = 1.076827 \n",
            " total_bbox = 172010, rewritten_bbox = 0.000581 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.366630), count: 9, class_loss = 3.420826, iou_loss = 1.990476, total_loss = 5.411302 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.487622), count: 18, class_loss = 5.854500, iou_loss = 1.163047, total_loss = 7.017547 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.513501), count: 7, class_loss = 1.944983, iou_loss = 0.145059, total_loss = 2.090042 \n",
            " total_bbox = 172044, rewritten_bbox = 0.000581 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.387165), count: 10, class_loss = 3.909144, iou_loss = 2.382930, total_loss = 6.292074 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.565109), count: 20, class_loss = 6.205123, iou_loss = 2.074370, total_loss = 8.279493 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.463485), count: 7, class_loss = 2.009327, iou_loss = 0.112598, total_loss = 2.121925 \n",
            " total_bbox = 172081, rewritten_bbox = 0.000581 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.495150), count: 8, class_loss = 2.878336, iou_loss = 2.503969, total_loss = 5.382306 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.518305), count: 18, class_loss = 5.771180, iou_loss = 1.848403, total_loss = 7.619582 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.444388), count: 4, class_loss = 1.101694, iou_loss = 0.197314, total_loss = 1.299009 \n",
            " total_bbox = 172111, rewritten_bbox = 0.000581 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.000000), count: 1, class_loss = 0.000973, iou_loss = 0.000000, total_loss = 0.000973 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.533843), count: 12, class_loss = 3.120607, iou_loss = 1.004141, total_loss = 4.124748 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.465480), count: 5, class_loss = 1.702829, iou_loss = 0.159008, total_loss = 1.861837 \n",
            " total_bbox = 172128, rewritten_bbox = 0.000581 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.584237), count: 2, class_loss = 0.830416, iou_loss = 0.623381, total_loss = 1.453797 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.650540), count: 8, class_loss = 2.873808, iou_loss = 1.266748, total_loss = 4.140556 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.472877), count: 3, class_loss = 0.827816, iou_loss = 0.096861, total_loss = 0.924676 \n",
            " total_bbox = 172141, rewritten_bbox = 0.000581 % \n",
            "\n",
            "\n",
            " Tensor Cores are disabled until the first 3000 iterations are reached.\n",
            " (next mAP calculation at 1000 iterations) \u001b]2;425/6000: loss=3.4 hours left=7.0\u0007\n",
            " 425: 3.375303, 2.924901 avg loss, 0.000033 rate, 2.725416 seconds, 27200 images, 6.954215 hours left\n",
            "Loaded: 1.409305 seconds - performance bottleneck on CPU or Disk HDD/SSD\n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.403973), count: 8, class_loss = 3.020259, iou_loss = 1.543585, total_loss = 4.563843 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.564875), count: 14, class_loss = 3.961651, iou_loss = 2.019290, total_loss = 5.980941 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.483222), count: 2, class_loss = 0.560064, iou_loss = 0.027860, total_loss = 0.587924 \n",
            " total_bbox = 172165, rewritten_bbox = 0.000581 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.465090), count: 4, class_loss = 1.590636, iou_loss = 1.677535, total_loss = 3.268171 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.604738), count: 11, class_loss = 3.553241, iou_loss = 1.215673, total_loss = 4.768915 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.389948), count: 5, class_loss = 1.320780, iou_loss = 0.048015, total_loss = 1.368795 \n",
            " total_bbox = 172185, rewritten_bbox = 0.000581 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.432846), count: 6, class_loss = 2.203612, iou_loss = 2.253309, total_loss = 4.456920 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.514808), count: 14, class_loss = 4.936558, iou_loss = 1.169085, total_loss = 6.105643 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.482440), count: 5, class_loss = 1.455222, iou_loss = 0.118008, total_loss = 1.573231 \n",
            " total_bbox = 172210, rewritten_bbox = 0.000581 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.420758), count: 8, class_loss = 2.992687, iou_loss = 2.577214, total_loss = 5.569900 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.509916), count: 25, class_loss = 8.652294, iou_loss = 1.739630, total_loss = 10.391924 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.373947), count: 7, class_loss = 2.471944, iou_loss = 0.113727, total_loss = 2.585671 \n",
            " total_bbox = 172250, rewritten_bbox = 0.000581 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.356400), count: 13, class_loss = 4.747378, iou_loss = 2.817942, total_loss = 7.565320 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.486924), count: 16, class_loss = 5.887767, iou_loss = 1.441378, total_loss = 7.329145 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.479401), count: 5, class_loss = 2.075204, iou_loss = 0.057315, total_loss = 2.132519 \n",
            " total_bbox = 172284, rewritten_bbox = 0.000580 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.486891), count: 5, class_loss = 1.954928, iou_loss = 1.600080, total_loss = 3.555007 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.463647), count: 18, class_loss = 5.182546, iou_loss = 1.745595, total_loss = 6.928141 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.414296), count: 10, class_loss = 3.060539, iou_loss = 0.105326, total_loss = 3.165864 \n",
            " total_bbox = 172317, rewritten_bbox = 0.000580 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.379700), count: 7, class_loss = 2.723567, iou_loss = 1.622357, total_loss = 4.345924 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.424885), count: 7, class_loss = 2.850471, iou_loss = 0.599064, total_loss = 3.449535 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.488212), count: 2, class_loss = 0.599511, iou_loss = 0.039315, total_loss = 0.638826 \n",
            " total_bbox = 172333, rewritten_bbox = 0.000580 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.432904), count: 16, class_loss = 6.018840, iou_loss = 6.022688, total_loss = 12.041528 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.467053), count: 22, class_loss = 8.237097, iou_loss = 1.839902, total_loss = 10.076999 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.499110), count: 7, class_loss = 2.533324, iou_loss = 0.257423, total_loss = 2.790747 \n",
            " total_bbox = 172378, rewritten_bbox = 0.000580 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.436429), count: 3, class_loss = 1.202682, iou_loss = 0.996719, total_loss = 2.199400 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.499625), count: 9, class_loss = 2.097316, iou_loss = 0.865160, total_loss = 2.962475 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.481223), count: 3, class_loss = 0.689642, iou_loss = 0.096267, total_loss = 0.785909 \n",
            " total_bbox = 172393, rewritten_bbox = 0.000580 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.522868), count: 5, class_loss = 1.911279, iou_loss = 1.519929, total_loss = 3.431208 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.611901), count: 10, class_loss = 2.563344, iou_loss = 1.319870, total_loss = 3.883213 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.329573), count: 3, class_loss = 0.790050, iou_loss = 0.079254, total_loss = 0.869305 \n",
            " total_bbox = 172411, rewritten_bbox = 0.000580 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.409149), count: 2, class_loss = 0.815264, iou_loss = 0.202597, total_loss = 1.017861 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.572233), count: 10, class_loss = 2.983093, iou_loss = 0.929734, total_loss = 3.912827 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.522315), count: 5, class_loss = 1.276734, iou_loss = 0.115979, total_loss = 1.392712 \n",
            " total_bbox = 172428, rewritten_bbox = 0.000580 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.410404), count: 9, class_loss = 3.434286, iou_loss = 2.990407, total_loss = 6.424693 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.501652), count: 19, class_loss = 6.085560, iou_loss = 1.427318, total_loss = 7.512878 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.490378), count: 7, class_loss = 1.799479, iou_loss = 0.108994, total_loss = 1.908473 \n",
            " total_bbox = 172463, rewritten_bbox = 0.000580 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.349267), count: 12, class_loss = 4.363256, iou_loss = 1.969535, total_loss = 6.332790 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.512839), count: 34, class_loss = 10.815409, iou_loss = 3.433599, total_loss = 14.249007 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.324275), count: 6, class_loss = 1.760667, iou_loss = 0.047000, total_loss = 1.807668 \n",
            " total_bbox = 172515, rewritten_bbox = 0.000580 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.394497), count: 6, class_loss = 2.235509, iou_loss = 1.822058, total_loss = 4.057567 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.569682), count: 13, class_loss = 4.288443, iou_loss = 1.466383, total_loss = 5.754827 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.525985), count: 7, class_loss = 1.754313, iou_loss = 0.143536, total_loss = 1.897849 \n",
            " total_bbox = 172541, rewritten_bbox = 0.000580 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.454178), count: 10, class_loss = 4.085754, iou_loss = 4.409312, total_loss = 8.495067 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.574446), count: 26, class_loss = 7.610621, iou_loss = 2.437308, total_loss = 10.047929 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.534330), count: 8, class_loss = 1.943627, iou_loss = 0.147667, total_loss = 2.091295 \n",
            " total_bbox = 172585, rewritten_bbox = 0.000579 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.407056), count: 5, class_loss = 1.768331, iou_loss = 1.289228, total_loss = 3.057559 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.528852), count: 21, class_loss = 6.581750, iou_loss = 1.991698, total_loss = 8.573448 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.406120), count: 9, class_loss = 2.984785, iou_loss = 0.107294, total_loss = 3.092079 \n",
            " total_bbox = 172620, rewritten_bbox = 0.000579 % \n",
            "\n",
            "\n",
            " Tensor Cores are disabled until the first 3000 iterations are reached.\n",
            " (next mAP calculation at 1000 iterations) \u001b]2;426/6000: loss=3.3 hours left=7.0\u0007\n",
            " 426: 3.309988, 2.963409 avg loss, 0.000033 rate, 2.600356 seconds, 27264 images, 6.988083 hours left\n",
            "Loaded: 1.716862 seconds - performance bottleneck on CPU or Disk HDD/SSD\n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.699028), count: 2, class_loss = 0.766587, iou_loss = 0.544990, total_loss = 1.311578 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.569462), count: 12, class_loss = 2.930227, iou_loss = 1.114326, total_loss = 4.044553 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.471312), count: 4, class_loss = 0.930686, iou_loss = 0.068771, total_loss = 0.999457 \n",
            " total_bbox = 172638, rewritten_bbox = 0.000579 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.356727), count: 5, class_loss = 1.902113, iou_loss = 1.160372, total_loss = 3.062485 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.502538), count: 10, class_loss = 3.817340, iou_loss = 0.736175, total_loss = 4.553515 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.357126), count: 3, class_loss = 1.038177, iou_loss = 0.015088, total_loss = 1.053265 \n",
            " total_bbox = 172656, rewritten_bbox = 0.000579 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.220008), count: 4, class_loss = 1.491299, iou_loss = 0.483131, total_loss = 1.974430 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.561301), count: 8, class_loss = 2.771569, iou_loss = 0.730528, total_loss = 3.502097 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.492640), count: 4, class_loss = 1.158829, iou_loss = 0.064242, total_loss = 1.223071 \n",
            " total_bbox = 172672, rewritten_bbox = 0.000579 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.375354), count: 9, class_loss = 3.317073, iou_loss = 2.295354, total_loss = 5.612427 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.501300), count: 21, class_loss = 7.069266, iou_loss = 2.032588, total_loss = 9.101854 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.393486), count: 8, class_loss = 2.287137, iou_loss = 0.077518, total_loss = 2.364655 \n",
            " total_bbox = 172710, rewritten_bbox = 0.000579 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.394200), count: 8, class_loss = 2.865964, iou_loss = 1.862097, total_loss = 4.728061 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.481165), count: 21, class_loss = 6.825819, iou_loss = 1.738820, total_loss = 8.564638 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.421938), count: 6, class_loss = 1.919542, iou_loss = 0.191551, total_loss = 2.111093 \n",
            " total_bbox = 172745, rewritten_bbox = 0.000579 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.475750), count: 11, class_loss = 4.005322, iou_loss = 3.711895, total_loss = 7.717217 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.464875), count: 17, class_loss = 5.110939, iou_loss = 1.377707, total_loss = 6.488646 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.406256), count: 3, class_loss = 0.722514, iou_loss = 0.035555, total_loss = 0.758069 \n",
            " total_bbox = 172776, rewritten_bbox = 0.000579 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.481872), count: 4, class_loss = 1.472340, iou_loss = 1.162035, total_loss = 2.634375 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.560483), count: 11, class_loss = 2.320647, iou_loss = 1.211555, total_loss = 3.532201 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.356493), count: 3, class_loss = 0.722744, iou_loss = 0.028691, total_loss = 0.751435 \n",
            " total_bbox = 172794, rewritten_bbox = 0.000579 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.367269), count: 4, class_loss = 1.495130, iou_loss = 0.774679, total_loss = 2.269809 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.499037), count: 11, class_loss = 2.853958, iou_loss = 0.655318, total_loss = 3.509275 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.717505), count: 2, class_loss = 0.553818, iou_loss = 0.096137, total_loss = 0.649955 \n",
            " total_bbox = 172811, rewritten_bbox = 0.000579 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.435680), count: 8, class_loss = 2.786880, iou_loss = 1.946805, total_loss = 4.733685 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.474491), count: 23, class_loss = 7.617833, iou_loss = 1.505883, total_loss = 9.123715 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.286006), count: 3, class_loss = 0.824892, iou_loss = 0.021883, total_loss = 0.846775 \n",
            " total_bbox = 172845, rewritten_bbox = 0.000579 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.476466), count: 12, class_loss = 4.440195, iou_loss = 3.944951, total_loss = 8.385146 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.552137), count: 21, class_loss = 6.634542, iou_loss = 1.964316, total_loss = 8.598859 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.247002), count: 5, class_loss = 1.669023, iou_loss = 0.020620, total_loss = 1.689642 \n",
            " total_bbox = 172883, rewritten_bbox = 0.000578 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.494723), count: 12, class_loss = 4.431355, iou_loss = 4.373267, total_loss = 8.804622 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.543082), count: 29, class_loss = 9.137970, iou_loss = 3.223446, total_loss = 12.361416 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.401631), count: 7, class_loss = 2.047219, iou_loss = 0.277997, total_loss = 2.325216 \n",
            " total_bbox = 172931, rewritten_bbox = 0.000578 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.405769), count: 5, class_loss = 1.908922, iou_loss = 0.916255, total_loss = 2.825177 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.577316), count: 21, class_loss = 6.336460, iou_loss = 1.797418, total_loss = 8.133878 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.496938), count: 12, class_loss = 3.393456, iou_loss = 0.179754, total_loss = 3.573210 \n",
            " total_bbox = 172969, rewritten_bbox = 0.000578 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.403783), count: 8, class_loss = 3.027299, iou_loss = 1.690301, total_loss = 4.717600 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.616361), count: 20, class_loss = 5.529864, iou_loss = 2.379729, total_loss = 7.909593 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.334655), count: 4, class_loss = 1.232125, iou_loss = 0.031138, total_loss = 1.263263 \n",
            " total_bbox = 173001, rewritten_bbox = 0.000578 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.515595), count: 9, class_loss = 3.428861, iou_loss = 3.378120, total_loss = 6.806982 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.554223), count: 21, class_loss = 6.912519, iou_loss = 2.296550, total_loss = 9.209068 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.375499), count: 6, class_loss = 2.077869, iou_loss = 0.042508, total_loss = 2.120377 \n",
            " total_bbox = 173037, rewritten_bbox = 0.000578 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.498310), count: 2, class_loss = 0.743616, iou_loss = 0.587004, total_loss = 1.330620 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.519818), count: 8, class_loss = 2.231821, iou_loss = 1.002360, total_loss = 3.234181 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.586692), count: 5, class_loss = 1.377927, iou_loss = 0.084808, total_loss = 1.462735 \n",
            " total_bbox = 173052, rewritten_bbox = 0.000578 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.493703), count: 3, class_loss = 1.106543, iou_loss = 0.655466, total_loss = 1.762008 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.464161), count: 8, class_loss = 2.994410, iou_loss = 0.538786, total_loss = 3.533196 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.386882), count: 1, class_loss = 0.302091, iou_loss = 0.028890, total_loss = 0.330981 \n",
            " total_bbox = 173064, rewritten_bbox = 0.000578 % \n",
            "\n",
            "\n",
            " Tensor Cores are disabled until the first 3000 iterations are reached.\n",
            " (next mAP calculation at 1000 iterations) \u001b]2;427/6000: loss=3.0 hours left=7.0\u0007\n",
            " 427: 2.979022, 2.964970 avg loss, 0.000033 rate, 2.510176 seconds, 27328 images, 6.980285 hours left\n",
            "Loaded: 0.976035 seconds - performance bottleneck on CPU or Disk HDD/SSD\n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.464408), count: 4, class_loss = 1.498949, iou_loss = 0.973954, total_loss = 2.472903 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.533511), count: 10, class_loss = 3.610162, iou_loss = 0.851716, total_loss = 4.461877 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.591875), count: 4, class_loss = 0.795323, iou_loss = 0.156415, total_loss = 0.951738 \n",
            " total_bbox = 173082, rewritten_bbox = 0.000578 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.535881), count: 3, class_loss = 1.090157, iou_loss = 0.588071, total_loss = 1.678227 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.609650), count: 12, class_loss = 2.779654, iou_loss = 1.501075, total_loss = 4.280728 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.349678), count: 5, class_loss = 1.151883, iou_loss = 0.062340, total_loss = 1.214223 \n",
            " total_bbox = 173102, rewritten_bbox = 0.000578 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.411937), count: 2, class_loss = 0.737326, iou_loss = 0.528128, total_loss = 1.265454 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.628060), count: 8, class_loss = 2.618485, iou_loss = 1.166211, total_loss = 3.784696 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.586843), count: 6, class_loss = 1.911281, iou_loss = 0.141573, total_loss = 2.052854 \n",
            " total_bbox = 173118, rewritten_bbox = 0.000578 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.437627), count: 7, class_loss = 2.676636, iou_loss = 3.227198, total_loss = 5.903834 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.565627), count: 13, class_loss = 4.105202, iou_loss = 1.416094, total_loss = 5.521296 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.440233), count: 3, class_loss = 0.844468, iou_loss = 0.040618, total_loss = 0.885086 \n",
            " total_bbox = 173141, rewritten_bbox = 0.000578 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.464248), count: 5, class_loss = 1.873059, iou_loss = 1.253105, total_loss = 3.126164 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.526228), count: 11, class_loss = 2.926919, iou_loss = 0.995559, total_loss = 3.922478 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.482933), count: 3, class_loss = 0.709337, iou_loss = 0.058471, total_loss = 0.767808 \n",
            " total_bbox = 173160, rewritten_bbox = 0.000578 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.609311), count: 5, class_loss = 1.961806, iou_loss = 1.643077, total_loss = 3.604884 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.557515), count: 10, class_loss = 3.569640, iou_loss = 1.203665, total_loss = 4.773305 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.337034), count: 3, class_loss = 0.776041, iou_loss = 0.020077, total_loss = 0.796118 \n",
            " total_bbox = 173178, rewritten_bbox = 0.000577 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.600780), count: 1, class_loss = 0.369429, iou_loss = 0.261703, total_loss = 0.631132 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.567971), count: 5, class_loss = 1.683810, iou_loss = 0.551436, total_loss = 2.235246 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.407525), count: 6, class_loss = 1.468113, iou_loss = 0.037290, total_loss = 1.505404 \n",
            " total_bbox = 173190, rewritten_bbox = 0.000577 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.594008), count: 4, class_loss = 1.526629, iou_loss = 1.437536, total_loss = 2.964164 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.457039), count: 10, class_loss = 3.909562, iou_loss = 0.731015, total_loss = 4.640578 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.544809), count: 4, class_loss = 1.304895, iou_loss = 0.100073, total_loss = 1.404968 \n",
            " total_bbox = 173208, rewritten_bbox = 0.000577 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.476342), count: 17, class_loss = 6.427171, iou_loss = 5.428782, total_loss = 11.855952 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.499713), count: 28, class_loss = 8.995685, iou_loss = 2.519960, total_loss = 11.515645 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.590999), count: 4, class_loss = 1.106665, iou_loss = 0.194560, total_loss = 1.301225 \n",
            " total_bbox = 173257, rewritten_bbox = 0.000577 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.350005), count: 9, class_loss = 3.546662, iou_loss = 1.129421, total_loss = 4.676082 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.490181), count: 18, class_loss = 5.236729, iou_loss = 1.735945, total_loss = 6.972674 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.501560), count: 5, class_loss = 1.183289, iou_loss = 0.111562, total_loss = 1.294851 \n",
            " total_bbox = 173289, rewritten_bbox = 0.000577 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.332594), count: 7, class_loss = 2.489769, iou_loss = 0.986901, total_loss = 3.476670 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.533974), count: 17, class_loss = 5.517162, iou_loss = 1.480678, total_loss = 6.997840 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.433866), count: 8, class_loss = 2.687053, iou_loss = 0.092807, total_loss = 2.779860 \n",
            " total_bbox = 173321, rewritten_bbox = 0.000577 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.371935), count: 10, class_loss = 3.778847, iou_loss = 2.397203, total_loss = 6.176050 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.465860), count: 16, class_loss = 5.440605, iou_loss = 1.247992, total_loss = 6.688597 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.393756), count: 5, class_loss = 1.834636, iou_loss = 0.059806, total_loss = 1.894441 \n",
            " total_bbox = 173352, rewritten_bbox = 0.000577 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.426355), count: 12, class_loss = 4.369915, iou_loss = 3.183417, total_loss = 7.553331 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.566974), count: 33, class_loss = 9.321236, iou_loss = 3.366021, total_loss = 12.687257 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.473670), count: 10, class_loss = 3.097229, iou_loss = 0.187148, total_loss = 3.284378 \n",
            " total_bbox = 173407, rewritten_bbox = 0.000577 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.414318), count: 5, class_loss = 1.899642, iou_loss = 0.889936, total_loss = 2.789579 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.569187), count: 16, class_loss = 4.841471, iou_loss = 1.876362, total_loss = 6.717834 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.434769), count: 5, class_loss = 1.569450, iou_loss = 0.084470, total_loss = 1.653920 \n",
            " total_bbox = 173433, rewritten_bbox = 0.000577 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.291055), count: 2, class_loss = 0.821542, iou_loss = 0.192595, total_loss = 1.014137 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.388777), count: 12, class_loss = 4.917410, iou_loss = 0.505678, total_loss = 5.423088 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.400020), count: 2, class_loss = 0.791803, iou_loss = 0.055139, total_loss = 0.846943 \n",
            " total_bbox = 173449, rewritten_bbox = 0.000577 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.315373), count: 2, class_loss = 0.784252, iou_loss = 0.159489, total_loss = 0.943741 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.571122), count: 9, class_loss = 2.758320, iou_loss = 0.729861, total_loss = 3.488181 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.450089), count: 3, class_loss = 0.802525, iou_loss = 0.038579, total_loss = 0.841104 \n",
            " total_bbox = 173463, rewritten_bbox = 0.000576 % \n",
            "\n",
            "\n",
            " Tensor Cores are disabled until the first 3000 iterations are reached.\n",
            " (next mAP calculation at 1000 iterations) \u001b]2;428/6000: loss=2.7 hours left=7.0\u0007\n",
            " 428: 2.719885, 2.940462 avg loss, 0.000034 rate, 2.688306 seconds, 27392 images, 6.975920 hours left\n",
            "Loaded: 1.871317 seconds - performance bottleneck on CPU or Disk HDD/SSD\n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.600449), count: 2, class_loss = 0.770026, iou_loss = 0.997304, total_loss = 1.767330 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.514048), count: 16, class_loss = 4.731697, iou_loss = 1.269915, total_loss = 6.001612 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.450443), count: 7, class_loss = 2.163959, iou_loss = 0.140247, total_loss = 2.304206 \n",
            " total_bbox = 173488, rewritten_bbox = 0.000576 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.477724), count: 4, class_loss = 1.457255, iou_loss = 1.243678, total_loss = 2.700933 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.497332), count: 22, class_loss = 7.325710, iou_loss = 1.472207, total_loss = 8.797917 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.415974), count: 9, class_loss = 2.550611, iou_loss = 0.174364, total_loss = 2.724976 \n",
            " total_bbox = 173523, rewritten_bbox = 0.000576 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.422808), count: 17, class_loss = 6.381669, iou_loss = 4.650546, total_loss = 11.032214 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.589146), count: 18, class_loss = 5.663309, iou_loss = 2.852189, total_loss = 8.515497 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.390874), count: 5, class_loss = 1.751547, iou_loss = 0.070638, total_loss = 1.822184 \n",
            " total_bbox = 173563, rewritten_bbox = 0.000576 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.508750), count: 3, class_loss = 1.049909, iou_loss = 0.670127, total_loss = 1.720036 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.532735), count: 9, class_loss = 3.478375, iou_loss = 0.761153, total_loss = 4.239528 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.389399), count: 4, class_loss = 1.648911, iou_loss = 0.055494, total_loss = 1.704404 \n",
            " total_bbox = 173579, rewritten_bbox = 0.000576 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.416739), count: 2, class_loss = 0.786919, iou_loss = 0.479909, total_loss = 1.266827 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.555058), count: 9, class_loss = 2.697226, iou_loss = 0.940477, total_loss = 3.637703 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.476056), count: 5, class_loss = 1.410994, iou_loss = 0.071334, total_loss = 1.482328 \n",
            " total_bbox = 173595, rewritten_bbox = 0.000576 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.456583), count: 6, class_loss = 2.200241, iou_loss = 1.938920, total_loss = 4.139161 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.563344), count: 17, class_loss = 4.159693, iou_loss = 1.656671, total_loss = 5.816364 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.461335), count: 6, class_loss = 1.085531, iou_loss = 0.184628, total_loss = 1.270158 \n",
            " total_bbox = 173624, rewritten_bbox = 0.000576 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.442920), count: 15, class_loss = 5.866063, iou_loss = 4.984826, total_loss = 10.850888 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.564655), count: 24, class_loss = 6.048676, iou_loss = 2.620474, total_loss = 8.669150 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.463315), count: 7, class_loss = 2.136311, iou_loss = 0.189744, total_loss = 2.326055 \n",
            " total_bbox = 173670, rewritten_bbox = 0.000576 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.536311), count: 4, class_loss = 1.578589, iou_loss = 3.051311, total_loss = 4.629900 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.555721), count: 24, class_loss = 7.847509, iou_loss = 2.252260, total_loss = 10.099769 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.457454), count: 7, class_loss = 1.803071, iou_loss = 0.105071, total_loss = 1.908142 \n",
            " total_bbox = 173705, rewritten_bbox = 0.000576 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.393084), count: 10, class_loss = 3.726616, iou_loss = 2.053298, total_loss = 5.779914 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.584410), count: 19, class_loss = 5.622241, iou_loss = 1.821530, total_loss = 7.443771 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.334180), count: 5, class_loss = 1.526551, iou_loss = 0.033267, total_loss = 1.559818 \n",
            " total_bbox = 173739, rewritten_bbox = 0.000576 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.488127), count: 11, class_loss = 4.178649, iou_loss = 2.714089, total_loss = 6.892738 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.510365), count: 29, class_loss = 8.304223, iou_loss = 2.852000, total_loss = 11.156223 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.410442), count: 6, class_loss = 2.121428, iou_loss = 0.200882, total_loss = 2.322310 \n",
            " total_bbox = 173785, rewritten_bbox = 0.000575 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.362040), count: 10, class_loss = 3.781676, iou_loss = 1.725717, total_loss = 5.507393 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.511075), count: 19, class_loss = 5.998363, iou_loss = 1.575330, total_loss = 7.573693 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.466431), count: 6, class_loss = 1.947543, iou_loss = 0.070048, total_loss = 2.017591 \n",
            " total_bbox = 173820, rewritten_bbox = 0.000575 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.468461), count: 10, class_loss = 3.598082, iou_loss = 5.909564, total_loss = 9.507646 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.436778), count: 24, class_loss = 7.906084, iou_loss = 1.330695, total_loss = 9.236779 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.455548), count: 9, class_loss = 2.650624, iou_loss = 0.157160, total_loss = 2.807784 \n",
            " total_bbox = 173863, rewritten_bbox = 0.000575 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.317159), count: 10, class_loss = 3.753952, iou_loss = 1.439020, total_loss = 5.192972 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.533147), count: 17, class_loss = 5.440826, iou_loss = 1.680423, total_loss = 7.121250 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.451345), count: 6, class_loss = 1.846927, iou_loss = 0.098700, total_loss = 1.945627 \n",
            " total_bbox = 173896, rewritten_bbox = 0.000575 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.375878), count: 1, class_loss = 0.357468, iou_loss = 0.144446, total_loss = 0.501913 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.566706), count: 14, class_loss = 4.263498, iou_loss = 2.096137, total_loss = 6.359634 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.573903), count: 6, class_loss = 1.168604, iou_loss = 0.126708, total_loss = 1.295312 \n",
            " total_bbox = 173917, rewritten_bbox = 0.000575 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.696954), count: 1, class_loss = 0.400794, iou_loss = 0.459749, total_loss = 0.860543 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.490727), count: 6, class_loss = 1.822241, iou_loss = 0.558505, total_loss = 2.380746 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.423079), count: 5, class_loss = 1.415108, iou_loss = 0.063917, total_loss = 1.479025 \n",
            " total_bbox = 173929, rewritten_bbox = 0.000575 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.371454), count: 4, class_loss = 1.486734, iou_loss = 0.818125, total_loss = 2.304859 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.571939), count: 10, class_loss = 2.805867, iou_loss = 0.949918, total_loss = 3.755785 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.474266), count: 5, class_loss = 0.738756, iou_loss = 0.081229, total_loss = 0.819985 \n",
            " total_bbox = 173948, rewritten_bbox = 0.000575 % \n",
            "\n",
            "\n",
            " Tensor Cores are disabled until the first 3000 iterations are reached.\n",
            " (next mAP calculation at 1000 iterations) \u001b]2;429/6000: loss=3.2 hours left=7.0\u0007\n",
            " 429: 3.206126, 2.967028 avg loss, 0.000034 rate, 2.721641 seconds, 27456 images, 6.962877 hours left\n",
            "Loaded: 1.632545 seconds - performance bottleneck on CPU or Disk HDD/SSD\n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.488580), count: 9, class_loss = 3.237106, iou_loss = 2.985162, total_loss = 6.222268 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.422645), count: 14, class_loss = 4.980061, iou_loss = 0.912623, total_loss = 5.892684 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.391587), count: 2, class_loss = 0.599170, iou_loss = 0.020383, total_loss = 0.619554 \n",
            " total_bbox = 173973, rewritten_bbox = 0.000575 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.427190), count: 10, class_loss = 3.771405, iou_loss = 2.879091, total_loss = 6.650496 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.520123), count: 24, class_loss = 7.522161, iou_loss = 2.147264, total_loss = 9.669424 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.398321), count: 7, class_loss = 2.187943, iou_loss = 0.108351, total_loss = 2.296294 \n",
            " total_bbox = 174014, rewritten_bbox = 0.000575 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.424494), count: 17, class_loss = 6.399096, iou_loss = 5.656939, total_loss = 12.056035 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.529426), count: 25, class_loss = 7.724589, iou_loss = 2.859715, total_loss = 10.584305 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.365871), count: 7, class_loss = 1.565116, iou_loss = 0.074557, total_loss = 1.639673 \n",
            " total_bbox = 174063, rewritten_bbox = 0.000575 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.326001), count: 5, class_loss = 1.955011, iou_loss = 0.660338, total_loss = 2.615349 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.466510), count: 23, class_loss = 7.212834, iou_loss = 1.340987, total_loss = 8.553822 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.518869), count: 6, class_loss = 1.989803, iou_loss = 0.129947, total_loss = 2.119750 \n",
            " total_bbox = 174097, rewritten_bbox = 0.000574 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.481177), count: 15, class_loss = 5.526424, iou_loss = 4.697912, total_loss = 10.224337 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.536133), count: 19, class_loss = 7.323475, iou_loss = 3.033567, total_loss = 10.357042 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.538290), count: 2, class_loss = 0.599527, iou_loss = 0.102965, total_loss = 0.702493 \n",
            " total_bbox = 174133, rewritten_bbox = 0.000574 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.403084), count: 17, class_loss = 6.409968, iou_loss = 5.077127, total_loss = 11.487095 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.450664), count: 18, class_loss = 6.543704, iou_loss = 1.157959, total_loss = 7.701663 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.465004), count: 3, class_loss = 1.011252, iou_loss = 0.045598, total_loss = 1.056850 \n",
            " total_bbox = 174171, rewritten_bbox = 0.000574 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.431098), count: 17, class_loss = 6.248218, iou_loss = 5.542735, total_loss = 11.790953 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.538385), count: 29, class_loss = 9.929243, iou_loss = 3.000719, total_loss = 12.929962 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.433371), count: 6, class_loss = 2.171000, iou_loss = 0.146661, total_loss = 2.317661 \n",
            " total_bbox = 174223, rewritten_bbox = 0.000574 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.394077), count: 12, class_loss = 4.922325, iou_loss = 3.025274, total_loss = 7.947598 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.518443), count: 35, class_loss = 9.243132, iou_loss = 2.792439, total_loss = 12.035571 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.535269), count: 10, class_loss = 2.334655, iou_loss = 0.269466, total_loss = 2.604121 \n",
            " total_bbox = 174280, rewritten_bbox = 0.000574 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.419980), count: 4, class_loss = 1.548979, iou_loss = 2.513955, total_loss = 4.062934 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.667281), count: 7, class_loss = 1.580279, iou_loss = 0.969636, total_loss = 2.549914 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.456422), count: 4, class_loss = 0.959503, iou_loss = 0.115127, total_loss = 1.074630 \n",
            " total_bbox = 174295, rewritten_bbox = 0.000574 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.825436), count: 1, class_loss = 0.416890, iou_loss = 0.773202, total_loss = 1.190092 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.535079), count: 9, class_loss = 3.007712, iou_loss = 0.779088, total_loss = 3.786800 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.423208), count: 6, class_loss = 1.923648, iou_loss = 0.048545, total_loss = 1.972193 \n",
            " total_bbox = 174311, rewritten_bbox = 0.000574 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.450278), count: 2, class_loss = 0.735656, iou_loss = 0.439098, total_loss = 1.174755 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.590437), count: 12, class_loss = 3.014794, iou_loss = 0.860634, total_loss = 3.875428 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.498559), count: 4, class_loss = 0.895858, iou_loss = 0.130840, total_loss = 1.026698 \n",
            " total_bbox = 174329, rewritten_bbox = 0.000574 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.455669), count: 11, class_loss = 4.133174, iou_loss = 3.406313, total_loss = 7.539487 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.481009), count: 24, class_loss = 6.767187, iou_loss = 1.823008, total_loss = 8.590195 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.379467), count: 7, class_loss = 1.871357, iou_loss = 0.138045, total_loss = 2.009402 \n",
            " total_bbox = 174371, rewritten_bbox = 0.000573 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.413572), count: 7, class_loss = 2.492736, iou_loss = 2.255963, total_loss = 4.748699 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.475636), count: 25, class_loss = 7.614311, iou_loss = 1.835834, total_loss = 9.450145 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.498446), count: 9, class_loss = 2.646547, iou_loss = 0.224986, total_loss = 2.871533 \n",
            " total_bbox = 174411, rewritten_bbox = 0.000573 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.514074), count: 12, class_loss = 4.437563, iou_loss = 4.196409, total_loss = 8.633972 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.542840), count: 25, class_loss = 7.333783, iou_loss = 2.403253, total_loss = 9.737036 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.496689), count: 5, class_loss = 1.445582, iou_loss = 0.129473, total_loss = 1.575055 \n",
            " total_bbox = 174453, rewritten_bbox = 0.000573 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.459222), count: 15, class_loss = 5.574585, iou_loss = 5.134950, total_loss = 10.709535 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.511027), count: 23, class_loss = 7.455271, iou_loss = 2.674748, total_loss = 10.130019 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.387681), count: 3, class_loss = 0.483151, iou_loss = 0.108617, total_loss = 0.591768 \n",
            " total_bbox = 174494, rewritten_bbox = 0.000573 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.476719), count: 8, class_loss = 2.988388, iou_loss = 2.407887, total_loss = 5.396276 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.555874), count: 14, class_loss = 4.533732, iou_loss = 1.250096, total_loss = 5.783828 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.392173), count: 7, class_loss = 2.283308, iou_loss = 0.061064, total_loss = 2.344371 \n",
            " total_bbox = 174523, rewritten_bbox = 0.000573 % \n",
            "\n",
            "\n",
            " Tensor Cores are disabled until the first 3000 iterations are reached.\n",
            " (next mAP calculation at 1000 iterations) \u001b]2;430/6000: loss=3.9 hours left=7.0\u0007\n",
            " 430: 3.916464, 3.061972 avg loss, 0.000034 rate, 2.617249 seconds, 27520 images, 6.964324 hours left\n",
            "Resizing, random_coef = 1.40 \n",
            "\n",
            " 352 x 352 \n",
            " try to allocate additional workspace_size = 79.52 MB \n",
            " CUDA allocate done! \n",
            "Loaded: 2.138447 seconds - performance bottleneck on CPU or Disk HDD/SSD\n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.000000), count: 1, class_loss = 0.002971, iou_loss = 0.000000, total_loss = 0.002971 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.618551), count: 11, class_loss = 3.391932, iou_loss = 1.235782, total_loss = 4.627713 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.484440), count: 6, class_loss = 1.444504, iou_loss = 0.118763, total_loss = 1.563267 \n",
            " total_bbox = 174540, rewritten_bbox = 0.000573 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.409191), count: 2, class_loss = 0.776139, iou_loss = 0.460353, total_loss = 1.236493 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.518624), count: 9, class_loss = 2.069362, iou_loss = 1.034118, total_loss = 3.103480 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.502177), count: 5, class_loss = 0.990338, iou_loss = 0.079280, total_loss = 1.069617 \n",
            " total_bbox = 174556, rewritten_bbox = 0.000573 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.319601), count: 3, class_loss = 1.201439, iou_loss = 0.817948, total_loss = 2.019386 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.560401), count: 15, class_loss = 4.299880, iou_loss = 1.144239, total_loss = 5.444119 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.590100), count: 6, class_loss = 1.348397, iou_loss = 0.225206, total_loss = 1.573603 \n",
            " total_bbox = 174580, rewritten_bbox = 0.000573 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.412772), count: 9, class_loss = 3.353644, iou_loss = 2.986533, total_loss = 6.340177 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.552262), count: 19, class_loss = 6.207418, iou_loss = 2.347483, total_loss = 8.554901 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.449696), count: 5, class_loss = 1.693323, iou_loss = 0.121134, total_loss = 1.814457 \n",
            " total_bbox = 174613, rewritten_bbox = 0.000573 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.443298), count: 9, class_loss = 3.305660, iou_loss = 2.168194, total_loss = 5.473854 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.525713), count: 27, class_loss = 7.783650, iou_loss = 2.083476, total_loss = 9.867126 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.528248), count: 9, class_loss = 3.055058, iou_loss = 0.214668, total_loss = 3.269726 \n",
            " total_bbox = 174658, rewritten_bbox = 0.000573 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.334465), count: 8, class_loss = 2.831003, iou_loss = 2.115168, total_loss = 4.946171 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.597874), count: 15, class_loss = 5.059294, iou_loss = 1.686087, total_loss = 6.745380 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.518118), count: 7, class_loss = 1.861149, iou_loss = 0.098582, total_loss = 1.959731 \n",
            " total_bbox = 174688, rewritten_bbox = 0.000572 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.820161), count: 2, class_loss = 0.728430, iou_loss = 0.945409, total_loss = 1.673839 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.619026), count: 10, class_loss = 3.297774, iou_loss = 1.129245, total_loss = 4.427018 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.428971), count: 5, class_loss = 1.108030, iou_loss = 0.082079, total_loss = 1.190108 \n",
            " total_bbox = 174705, rewritten_bbox = 0.000572 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.310549), count: 4, class_loss = 1.467067, iou_loss = 0.548572, total_loss = 2.015639 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.417723), count: 5, class_loss = 1.425000, iou_loss = 0.225270, total_loss = 1.650270 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.608538), count: 2, class_loss = 0.672059, iou_loss = 0.038535, total_loss = 0.710593 \n",
            " total_bbox = 174716, rewritten_bbox = 0.000572 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.434116), count: 16, class_loss = 5.915421, iou_loss = 6.979305, total_loss = 12.894727 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.406560), count: 15, class_loss = 4.435665, iou_loss = 0.938462, total_loss = 5.374127 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.342273), count: 2, class_loss = 0.579028, iou_loss = 0.008353, total_loss = 0.587381 \n",
            " total_bbox = 174749, rewritten_bbox = 0.000572 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.433961), count: 14, class_loss = 5.194485, iou_loss = 6.053020, total_loss = 11.247504 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.484747), count: 20, class_loss = 7.067371, iou_loss = 1.775958, total_loss = 8.843328 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.363162), count: 4, class_loss = 1.455115, iou_loss = 0.087617, total_loss = 1.542732 \n",
            " total_bbox = 174787, rewritten_bbox = 0.000572 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.331172), count: 6, class_loss = 2.375893, iou_loss = 1.166733, total_loss = 3.542627 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.540822), count: 21, class_loss = 6.445313, iou_loss = 1.449302, total_loss = 7.894615 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.474266), count: 8, class_loss = 2.345388, iou_loss = 0.216207, total_loss = 2.561595 \n",
            " total_bbox = 174822, rewritten_bbox = 0.000572 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.485872), count: 3, class_loss = 1.093019, iou_loss = 0.765133, total_loss = 1.858152 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.489756), count: 9, class_loss = 2.546889, iou_loss = 0.629460, total_loss = 3.176349 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.492530), count: 4, class_loss = 1.217242, iou_loss = 0.131765, total_loss = 1.349007 \n",
            " total_bbox = 174838, rewritten_bbox = 0.000572 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.555262), count: 3, class_loss = 1.079302, iou_loss = 0.836680, total_loss = 1.915982 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.582338), count: 10, class_loss = 2.858120, iou_loss = 1.176340, total_loss = 4.034460 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.394313), count: 4, class_loss = 1.158546, iou_loss = 0.039513, total_loss = 1.198059 \n",
            " total_bbox = 174855, rewritten_bbox = 0.000572 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.000000), count: 1, class_loss = 0.005353, iou_loss = 0.000000, total_loss = 0.005353 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.610103), count: 12, class_loss = 3.541228, iou_loss = 1.200781, total_loss = 4.742009 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.572148), count: 4, class_loss = 1.058438, iou_loss = 0.120789, total_loss = 1.179227 \n",
            " total_bbox = 174871, rewritten_bbox = 0.000572 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.462590), count: 3, class_loss = 1.068525, iou_loss = 0.674283, total_loss = 1.742808 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.575120), count: 11, class_loss = 2.987449, iou_loss = 1.347671, total_loss = 4.335120 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.398263), count: 5, class_loss = 1.091626, iou_loss = 0.050980, total_loss = 1.142607 \n",
            " total_bbox = 174890, rewritten_bbox = 0.000572 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.636563), count: 5, class_loss = 1.845625, iou_loss = 2.520986, total_loss = 4.366611 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.500001), count: 10, class_loss = 2.605516, iou_loss = 0.975575, total_loss = 3.581091 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.384178), count: 2, class_loss = 0.459952, iou_loss = 0.020441, total_loss = 0.480392 \n",
            " total_bbox = 174907, rewritten_bbox = 0.000572 % \n",
            "\n",
            "\n",
            " Tensor Cores are disabled until the first 3000 iterations are reached.\n",
            " (next mAP calculation at 1000 iterations) \u001b]2;431/6000: loss=2.5 hours left=7.0\u0007\n",
            " 431: 2.504478, 3.006222 avg loss, 0.000035 rate, 2.628144 seconds, 27584 images, 6.960435 hours left\n",
            "Loaded: 0.554703 seconds - performance bottleneck on CPU or Disk HDD/SSD\n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.538007), count: 1, class_loss = 0.419212, iou_loss = 0.191499, total_loss = 0.610711 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.548989), count: 10, class_loss = 2.508731, iou_loss = 0.914930, total_loss = 3.423661 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.467589), count: 7, class_loss = 1.901280, iou_loss = 0.178346, total_loss = 2.079626 \n",
            " total_bbox = 174925, rewritten_bbox = 0.000572 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.449963), count: 1, class_loss = 0.408568, iou_loss = 0.233809, total_loss = 0.642378 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.613394), count: 11, class_loss = 2.525907, iou_loss = 0.899746, total_loss = 3.425653 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.446340), count: 5, class_loss = 1.135697, iou_loss = 0.110810, total_loss = 1.246507 \n",
            " total_bbox = 174942, rewritten_bbox = 0.000572 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.545437), count: 4, class_loss = 1.493430, iou_loss = 1.366536, total_loss = 2.859966 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.563582), count: 17, class_loss = 4.799504, iou_loss = 1.550177, total_loss = 6.349681 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.534587), count: 9, class_loss = 2.815912, iou_loss = 0.164653, total_loss = 2.980565 \n",
            " total_bbox = 174972, rewritten_bbox = 0.000572 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.413271), count: 11, class_loss = 4.026039, iou_loss = 2.438046, total_loss = 6.464085 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.482648), count: 21, class_loss = 7.256890, iou_loss = 1.629249, total_loss = 8.886139 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.436364), count: 7, class_loss = 2.674632, iou_loss = 0.087827, total_loss = 2.762459 \n",
            " total_bbox = 175011, rewritten_bbox = 0.000571 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.381813), count: 9, class_loss = 3.516335, iou_loss = 2.125867, total_loss = 5.642201 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.504056), count: 25, class_loss = 7.695787, iou_loss = 1.891297, total_loss = 9.587085 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.450696), count: 11, class_loss = 2.747669, iou_loss = 0.242288, total_loss = 2.989957 \n",
            " total_bbox = 175056, rewritten_bbox = 0.000571 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.471566), count: 7, class_loss = 2.519732, iou_loss = 2.050914, total_loss = 4.570645 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.586516), count: 25, class_loss = 7.365608, iou_loss = 2.817435, total_loss = 10.183043 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.389966), count: 9, class_loss = 2.236493, iou_loss = 0.113759, total_loss = 2.350252 \n",
            " total_bbox = 175097, rewritten_bbox = 0.000571 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.492338), count: 9, class_loss = 3.359949, iou_loss = 2.457979, total_loss = 5.817928 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.540552), count: 23, class_loss = 6.607746, iou_loss = 2.137979, total_loss = 8.745725 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.431705), count: 9, class_loss = 2.437403, iou_loss = 0.132882, total_loss = 2.570286 \n",
            " total_bbox = 175138, rewritten_bbox = 0.000571 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.359521), count: 7, class_loss = 2.500889, iou_loss = 1.356420, total_loss = 3.857309 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.510182), count: 26, class_loss = 7.868532, iou_loss = 2.146390, total_loss = 10.014922 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.416740), count: 7, class_loss = 1.740090, iou_loss = 0.097861, total_loss = 1.837951 \n",
            " total_bbox = 175178, rewritten_bbox = 0.000571 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.317375), count: 11, class_loss = 4.245806, iou_loss = 1.721641, total_loss = 5.967447 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.595987), count: 24, class_loss = 7.941455, iou_loss = 2.952805, total_loss = 10.894259 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.507635), count: 8, class_loss = 2.452160, iou_loss = 0.228364, total_loss = 2.680525 \n",
            " total_bbox = 175221, rewritten_bbox = 0.000571 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.709723), count: 2, class_loss = 0.764318, iou_loss = 1.116119, total_loss = 1.880437 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.514179), count: 14, class_loss = 3.780128, iou_loss = 1.008360, total_loss = 4.788488 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.449642), count: 7, class_loss = 1.885509, iou_loss = 0.092925, total_loss = 1.978434 \n",
            " total_bbox = 175244, rewritten_bbox = 0.000571 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.469929), count: 9, class_loss = 3.403065, iou_loss = 1.920209, total_loss = 5.323274 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.521353), count: 23, class_loss = 6.534431, iou_loss = 1.989591, total_loss = 8.524022 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.456999), count: 6, class_loss = 1.785791, iou_loss = 0.173252, total_loss = 1.959043 \n",
            " total_bbox = 175282, rewritten_bbox = 0.000571 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.552871), count: 4, class_loss = 1.412841, iou_loss = 1.492082, total_loss = 2.904923 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.497291), count: 11, class_loss = 3.273350, iou_loss = 1.080270, total_loss = 4.353620 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.387507), count: 3, class_loss = 0.607046, iou_loss = 0.030090, total_loss = 0.637136 \n",
            " total_bbox = 175300, rewritten_bbox = 0.000570 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.481847), count: 2, class_loss = 0.739746, iou_loss = 0.570043, total_loss = 1.309789 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.662192), count: 9, class_loss = 2.348744, iou_loss = 1.248768, total_loss = 3.597511 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.481232), count: 5, class_loss = 1.182516, iou_loss = 0.061295, total_loss = 1.243811 \n",
            " total_bbox = 175316, rewritten_bbox = 0.000570 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.489415), count: 2, class_loss = 0.809627, iou_loss = 0.537675, total_loss = 1.347302 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.645780), count: 11, class_loss = 3.004816, iou_loss = 1.799365, total_loss = 4.804181 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.437646), count: 4, class_loss = 0.893668, iou_loss = 0.030936, total_loss = 0.924605 \n",
            " total_bbox = 175333, rewritten_bbox = 0.000570 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.478986), count: 4, class_loss = 1.279747, iou_loss = 1.182470, total_loss = 2.462217 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.532818), count: 9, class_loss = 2.500463, iou_loss = 1.148170, total_loss = 3.648633 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.517025), count: 4, class_loss = 1.423797, iou_loss = 0.123080, total_loss = 1.546877 \n",
            " total_bbox = 175350, rewritten_bbox = 0.000570 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.000000), count: 1, class_loss = 0.002048, iou_loss = 0.000000, total_loss = 0.002048 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.669244), count: 10, class_loss = 2.327596, iou_loss = 1.221158, total_loss = 3.548753 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.411571), count: 5, class_loss = 1.522893, iou_loss = 0.058307, total_loss = 1.581200 \n",
            " total_bbox = 175365, rewritten_bbox = 0.000570 % \n",
            "\n",
            "\n",
            " Tensor Cores are disabled until the first 3000 iterations are reached.\n",
            " (next mAP calculation at 1000 iterations) \u001b]2;432/6000: loss=2.9 hours left=7.0\u0007\n",
            " 432: 2.897858, 2.995386 avg loss, 0.000035 rate, 2.506351 seconds, 27648 images, 6.964567 hours left\n",
            "Loaded: 0.000070 seconds\n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.604262), count: 2, class_loss = 0.734199, iou_loss = 0.843570, total_loss = 1.577768 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.606544), count: 10, class_loss = 2.591205, iou_loss = 0.874451, total_loss = 3.465656 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.535689), count: 6, class_loss = 1.280137, iou_loss = 0.173877, total_loss = 1.454014 \n",
            " total_bbox = 175383, rewritten_bbox = 0.000570 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.585092), count: 3, class_loss = 1.090197, iou_loss = 1.409658, total_loss = 2.499855 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.621562), count: 10, class_loss = 2.708630, iou_loss = 1.119399, total_loss = 3.828029 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.451073), count: 5, class_loss = 1.404671, iou_loss = 0.036431, total_loss = 1.441102 \n",
            " total_bbox = 175401, rewritten_bbox = 0.000570 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.404415), count: 4, class_loss = 1.479451, iou_loss = 1.211363, total_loss = 2.690814 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.527786), count: 10, class_loss = 2.573048, iou_loss = 0.860058, total_loss = 3.433105 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.353401), count: 3, class_loss = 0.538748, iou_loss = 0.056072, total_loss = 0.594820 \n",
            " total_bbox = 175418, rewritten_bbox = 0.000570 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.540382), count: 2, class_loss = 0.734468, iou_loss = 0.776294, total_loss = 1.510761 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.579309), count: 10, class_loss = 2.578094, iou_loss = 0.999852, total_loss = 3.577946 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.503353), count: 4, class_loss = 1.229323, iou_loss = 0.063247, total_loss = 1.292570 \n",
            " total_bbox = 175434, rewritten_bbox = 0.000570 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.566384), count: 4, class_loss = 1.384230, iou_loss = 1.624936, total_loss = 3.009166 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.558615), count: 9, class_loss = 3.348827, iou_loss = 0.980984, total_loss = 4.329811 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.538901), count: 3, class_loss = 1.202979, iou_loss = 0.042107, total_loss = 1.245086 \n",
            " total_bbox = 175450, rewritten_bbox = 0.000570 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.428892), count: 10, class_loss = 3.696397, iou_loss = 2.105999, total_loss = 5.802396 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.501462), count: 15, class_loss = 4.110422, iou_loss = 1.398341, total_loss = 5.508763 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.359943), count: 2, class_loss = 0.897780, iou_loss = 0.032587, total_loss = 0.930366 \n",
            " total_bbox = 175477, rewritten_bbox = 0.000570 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.263809), count: 3, class_loss = 1.064237, iou_loss = 0.235660, total_loss = 1.299896 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.536410), count: 18, class_loss = 6.245322, iou_loss = 1.615089, total_loss = 7.860411 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.504422), count: 8, class_loss = 2.025728, iou_loss = 0.120531, total_loss = 2.146258 \n",
            " total_bbox = 175506, rewritten_bbox = 0.000570 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.367789), count: 11, class_loss = 4.142754, iou_loss = 1.904973, total_loss = 6.047726 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.515347), count: 18, class_loss = 5.143198, iou_loss = 1.479703, total_loss = 6.622900 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.549902), count: 5, class_loss = 0.930055, iou_loss = 0.111765, total_loss = 1.041819 \n",
            " total_bbox = 175540, rewritten_bbox = 0.000570 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.000000), count: 1, class_loss = 0.001993, iou_loss = 0.000000, total_loss = 0.001993 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.632363), count: 10, class_loss = 3.138670, iou_loss = 1.001470, total_loss = 4.140140 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.498519), count: 5, class_loss = 1.161953, iou_loss = 0.106804, total_loss = 1.268758 \n",
            " total_bbox = 175555, rewritten_bbox = 0.000570 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.629180), count: 2, class_loss = 0.710137, iou_loss = 1.357153, total_loss = 2.067290 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.533815), count: 10, class_loss = 3.559047, iou_loss = 0.813488, total_loss = 4.372535 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.428930), count: 5, class_loss = 1.661364, iou_loss = 0.062369, total_loss = 1.723733 \n",
            " total_bbox = 175572, rewritten_bbox = 0.000570 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.514588), count: 2, class_loss = 0.744555, iou_loss = 0.738263, total_loss = 1.482818 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.565482), count: 10, class_loss = 2.828498, iou_loss = 0.856007, total_loss = 3.684505 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.470171), count: 4, class_loss = 1.567153, iou_loss = 0.064709, total_loss = 1.631862 \n",
            " total_bbox = 175588, rewritten_bbox = 0.000570 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.000000), count: 1, class_loss = 0.003390, iou_loss = 0.000000, total_loss = 0.003390 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.532442), count: 10, class_loss = 2.901402, iou_loss = 0.788805, total_loss = 3.690207 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.367620), count: 7, class_loss = 1.818233, iou_loss = 0.047542, total_loss = 1.865776 \n",
            " total_bbox = 175605, rewritten_bbox = 0.000569 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.335652), count: 2, class_loss = 0.690596, iou_loss = 0.298995, total_loss = 0.989592 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.586568), count: 10, class_loss = 3.361856, iou_loss = 0.734429, total_loss = 4.096285 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.575353), count: 5, class_loss = 1.718078, iou_loss = 0.108749, total_loss = 1.826828 \n",
            " total_bbox = 175622, rewritten_bbox = 0.000569 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.501337), count: 4, class_loss = 1.549238, iou_loss = 1.833236, total_loss = 3.382474 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.571359), count: 9, class_loss = 1.981999, iou_loss = 0.801156, total_loss = 2.783156 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.458371), count: 4, class_loss = 0.730372, iou_loss = 0.148681, total_loss = 0.879053 \n",
            " total_bbox = 175639, rewritten_bbox = 0.000569 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.346392), count: 4, class_loss = 1.570101, iou_loss = 0.765630, total_loss = 2.335731 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.558722), count: 9, class_loss = 2.430074, iou_loss = 0.852177, total_loss = 3.282251 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.507884), count: 3, class_loss = 0.625375, iou_loss = 0.042240, total_loss = 0.667615 \n",
            " total_bbox = 175655, rewritten_bbox = 0.000569 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.493772), count: 1, class_loss = 0.357342, iou_loss = 0.281330, total_loss = 0.638672 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.611597), count: 12, class_loss = 2.980955, iou_loss = 1.541800, total_loss = 4.522754 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.403350), count: 6, class_loss = 1.347848, iou_loss = 0.069491, total_loss = 1.417339 \n",
            " total_bbox = 175674, rewritten_bbox = 0.000569 % \n",
            "\n",
            "\n",
            " Tensor Cores are disabled until the first 3000 iterations are reached.\n",
            " (next mAP calculation at 1000 iterations) \u001b]2;433/6000: loss=1.9 hours left=6.9\u0007\n",
            " 433: 1.936970, 2.889544 avg loss, 0.000035 rate, 2.602026 seconds, 27712 images, 6.942266 hours left\n",
            "Loaded: 1.267576 seconds - performance bottleneck on CPU or Disk HDD/SSD\n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.630653), count: 3, class_loss = 1.049846, iou_loss = 0.960844, total_loss = 2.010690 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.619293), count: 11, class_loss = 2.767909, iou_loss = 1.304481, total_loss = 4.072390 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.452135), count: 4, class_loss = 0.930164, iou_loss = 0.073861, total_loss = 1.004024 \n",
            " total_bbox = 175692, rewritten_bbox = 0.000569 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.416335), count: 2, class_loss = 0.767775, iou_loss = 0.317564, total_loss = 1.085339 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.546721), count: 12, class_loss = 2.502148, iou_loss = 1.011787, total_loss = 3.513935 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.490100), count: 3, class_loss = 0.436665, iou_loss = 0.045733, total_loss = 0.482398 \n",
            " total_bbox = 175709, rewritten_bbox = 0.000569 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.320108), count: 1, class_loss = 0.389838, iou_loss = 0.048678, total_loss = 0.438516 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.548562), count: 11, class_loss = 3.664914, iou_loss = 0.876270, total_loss = 4.541184 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.407564), count: 6, class_loss = 1.440853, iou_loss = 0.068603, total_loss = 1.509455 \n",
            " total_bbox = 175727, rewritten_bbox = 0.000569 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.396316), count: 5, class_loss = 1.850044, iou_loss = 1.211564, total_loss = 3.061608 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.653287), count: 22, class_loss = 6.919116, iou_loss = 2.906277, total_loss = 9.825393 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.416217), count: 11, class_loss = 3.149024, iou_loss = 0.121503, total_loss = 3.270528 \n",
            " total_bbox = 175765, rewritten_bbox = 0.000569 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.444269), count: 6, class_loss = 2.308346, iou_loss = 1.645121, total_loss = 3.953468 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.580016), count: 32, class_loss = 11.150745, iou_loss = 3.534011, total_loss = 14.684756 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.454137), count: 15, class_loss = 4.863247, iou_loss = 0.415041, total_loss = 5.278289 \n",
            " total_bbox = 175818, rewritten_bbox = 0.000569 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.454237), count: 11, class_loss = 4.198466, iou_loss = 4.635970, total_loss = 8.834435 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.577888), count: 18, class_loss = 3.930597, iou_loss = 2.402832, total_loss = 6.333429 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.256979), count: 5, class_loss = 1.382026, iou_loss = 0.068180, total_loss = 1.450206 \n",
            " total_bbox = 175852, rewritten_bbox = 0.000569 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.391770), count: 7, class_loss = 2.519172, iou_loss = 1.482648, total_loss = 4.001821 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.565675), count: 22, class_loss = 6.927347, iou_loss = 2.583540, total_loss = 9.510887 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.398386), count: 5, class_loss = 1.309561, iou_loss = 0.093869, total_loss = 1.403429 \n",
            " total_bbox = 175886, rewritten_bbox = 0.000569 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.320912), count: 5, class_loss = 1.814688, iou_loss = 0.875348, total_loss = 2.690036 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.566349), count: 27, class_loss = 7.525674, iou_loss = 2.345946, total_loss = 9.871620 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.478375), count: 12, class_loss = 3.697761, iou_loss = 0.202083, total_loss = 3.899844 \n",
            " total_bbox = 175930, rewritten_bbox = 0.000568 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.541740), count: 2, class_loss = 0.742298, iou_loss = 0.694983, total_loss = 1.437281 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.620548), count: 10, class_loss = 3.074857, iou_loss = 1.408963, total_loss = 4.483820 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.517808), count: 4, class_loss = 1.026952, iou_loss = 0.068577, total_loss = 1.095528 \n",
            " total_bbox = 175946, rewritten_bbox = 0.000568 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.533045), count: 4, class_loss = 1.495008, iou_loss = 1.451407, total_loss = 2.946415 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.544228), count: 7, class_loss = 2.220915, iou_loss = 0.644227, total_loss = 2.865141 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.617026), count: 4, class_loss = 0.525858, iou_loss = 0.073158, total_loss = 0.599017 \n",
            " total_bbox = 175961, rewritten_bbox = 0.000568 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.433174), count: 9, class_loss = 3.278414, iou_loss = 2.469820, total_loss = 5.748234 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.492767), count: 15, class_loss = 4.545557, iou_loss = 1.240890, total_loss = 5.786447 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.633583), count: 3, class_loss = 0.515677, iou_loss = 0.214973, total_loss = 0.730649 \n",
            " total_bbox = 175988, rewritten_bbox = 0.000568 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.377167), count: 11, class_loss = 4.058423, iou_loss = 2.891034, total_loss = 6.949457 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.496275), count: 18, class_loss = 5.107109, iou_loss = 1.323268, total_loss = 6.430377 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.461010), count: 5, class_loss = 1.703472, iou_loss = 0.171621, total_loss = 1.875093 \n",
            " total_bbox = 176022, rewritten_bbox = 0.000568 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.490662), count: 5, class_loss = 1.814552, iou_loss = 1.710317, total_loss = 3.524869 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.499079), count: 26, class_loss = 7.643222, iou_loss = 1.881365, total_loss = 9.524587 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.539657), count: 10, class_loss = 2.744854, iou_loss = 0.242470, total_loss = 2.987324 \n",
            " total_bbox = 176063, rewritten_bbox = 0.000568 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.220872), count: 2, class_loss = 0.834378, iou_loss = 0.096505, total_loss = 0.930883 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.487544), count: 11, class_loss = 3.432928, iou_loss = 0.730341, total_loss = 4.163269 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.378636), count: 8, class_loss = 2.229885, iou_loss = 0.084765, total_loss = 2.314651 \n",
            " total_bbox = 176084, rewritten_bbox = 0.000568 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.516006), count: 7, class_loss = 2.549680, iou_loss = 2.111333, total_loss = 4.661013 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.526783), count: 12, class_loss = 2.871484, iou_loss = 0.984353, total_loss = 3.855837 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.438580), count: 1, class_loss = 0.503307, iou_loss = 0.008822, total_loss = 0.512129 \n",
            " total_bbox = 176104, rewritten_bbox = 0.000568 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.574095), count: 1, class_loss = 0.331294, iou_loss = 0.246559, total_loss = 0.577853 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.494818), count: 12, class_loss = 2.843256, iou_loss = 1.083224, total_loss = 3.926479 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.422735), count: 4, class_loss = 0.940414, iou_loss = 0.067826, total_loss = 1.008240 \n",
            " total_bbox = 176121, rewritten_bbox = 0.000568 % \n",
            "\n",
            "\n",
            " Tensor Cores are disabled until the first 3000 iterations are reached.\n",
            " (next mAP calculation at 1000 iterations) \u001b]2;434/6000: loss=2.8 hours left=6.9\u0007\n",
            " 434: 2.811728, 2.881763 avg loss, 0.000035 rate, 2.477283 seconds, 27776 images, 6.913082 hours left\n",
            "Loaded: 1.090462 seconds - performance bottleneck on CPU or Disk HDD/SSD\n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.580433), count: 4, class_loss = 1.518032, iou_loss = 2.051170, total_loss = 3.569202 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.598540), count: 10, class_loss = 3.052615, iou_loss = 1.194200, total_loss = 4.246815 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.435604), count: 2, class_loss = 0.382504, iou_loss = 0.041629, total_loss = 0.424134 \n",
            " total_bbox = 176137, rewritten_bbox = 0.000568 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.000000), count: 1, class_loss = 0.003771, iou_loss = 0.000000, total_loss = 0.003771 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.493144), count: 9, class_loss = 2.964178, iou_loss = 0.692970, total_loss = 3.657148 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.496447), count: 6, class_loss = 1.415744, iou_loss = 0.154195, total_loss = 1.569940 \n",
            " total_bbox = 176152, rewritten_bbox = 0.000568 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.426371), count: 9, class_loss = 3.269906, iou_loss = 2.734545, total_loss = 6.004451 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.446200), count: 12, class_loss = 3.621211, iou_loss = 1.051602, total_loss = 4.672813 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.623681), count: 1, class_loss = 0.172879, iou_loss = 0.117324, total_loss = 0.290203 \n",
            " total_bbox = 176174, rewritten_bbox = 0.000568 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.397223), count: 8, class_loss = 3.070533, iou_loss = 1.872003, total_loss = 4.942536 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.388569), count: 11, class_loss = 3.818554, iou_loss = 0.698519, total_loss = 4.517073 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.486070), count: 4, class_loss = 1.027223, iou_loss = 0.065818, total_loss = 1.093041 \n",
            " total_bbox = 176197, rewritten_bbox = 0.000568 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.495640), count: 4, class_loss = 1.562461, iou_loss = 1.848483, total_loss = 3.410944 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.482971), count: 21, class_loss = 7.485581, iou_loss = 1.651380, total_loss = 9.136961 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.513915), count: 8, class_loss = 2.134448, iou_loss = 0.186146, total_loss = 2.320594 \n",
            " total_bbox = 176230, rewritten_bbox = 0.000567 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.543502), count: 3, class_loss = 1.089108, iou_loss = 1.342939, total_loss = 2.432047 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.529706), count: 6, class_loss = 1.441217, iou_loss = 0.471319, total_loss = 1.912536 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.453016), count: 2, class_loss = 0.457035, iou_loss = 0.013747, total_loss = 0.470782 \n",
            " total_bbox = 176241, rewritten_bbox = 0.000567 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.597542), count: 3, class_loss = 1.163167, iou_loss = 1.267102, total_loss = 2.430269 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.554533), count: 11, class_loss = 3.414532, iou_loss = 0.801663, total_loss = 4.216195 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.513387), count: 4, class_loss = 1.313627, iou_loss = 0.168748, total_loss = 1.482375 \n",
            " total_bbox = 176259, rewritten_bbox = 0.000567 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.000000), count: 1, class_loss = 0.002680, iou_loss = 0.000000, total_loss = 0.002680 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.568217), count: 10, class_loss = 2.096410, iou_loss = 0.869672, total_loss = 2.966082 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.390765), count: 5, class_loss = 0.777681, iou_loss = 0.031367, total_loss = 0.809048 \n",
            " total_bbox = 176274, rewritten_bbox = 0.000567 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.371632), count: 3, class_loss = 1.100973, iou_loss = 0.542364, total_loss = 1.643337 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.602437), count: 10, class_loss = 2.960447, iou_loss = 1.321676, total_loss = 4.282123 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.418042), count: 4, class_loss = 1.265376, iou_loss = 0.096363, total_loss = 1.361739 \n",
            " total_bbox = 176291, rewritten_bbox = 0.000567 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.535850), count: 2, class_loss = 0.756087, iou_loss = 0.521974, total_loss = 1.278061 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.533586), count: 8, class_loss = 1.998775, iou_loss = 0.610529, total_loss = 2.609304 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.466174), count: 4, class_loss = 1.289788, iou_loss = 0.120215, total_loss = 1.410002 \n",
            " total_bbox = 176305, rewritten_bbox = 0.000567 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.000000), count: 1, class_loss = 0.005516, iou_loss = 0.000000, total_loss = 0.005516 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.613964), count: 14, class_loss = 3.460462, iou_loss = 1.052427, total_loss = 4.512889 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.408288), count: 7, class_loss = 2.091426, iou_loss = 0.100695, total_loss = 2.192121 \n",
            " total_bbox = 176326, rewritten_bbox = 0.000567 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.520882), count: 3, class_loss = 1.130749, iou_loss = 1.171987, total_loss = 2.302736 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.546864), count: 18, class_loss = 6.574918, iou_loss = 1.735546, total_loss = 8.310464 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.318893), count: 7, class_loss = 2.219660, iou_loss = 0.048378, total_loss = 2.268038 \n",
            " total_bbox = 176354, rewritten_bbox = 0.000567 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.432311), count: 5, class_loss = 1.782207, iou_loss = 1.406286, total_loss = 3.188493 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.502768), count: 16, class_loss = 5.008232, iou_loss = 1.258017, total_loss = 6.266248 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.410595), count: 8, class_loss = 2.463697, iou_loss = 0.069175, total_loss = 2.532873 \n",
            " total_bbox = 176383, rewritten_bbox = 0.000567 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.439228), count: 7, class_loss = 2.578522, iou_loss = 2.251109, total_loss = 4.829632 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.510804), count: 13, class_loss = 4.305974, iou_loss = 1.371049, total_loss = 5.677023 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.518915), count: 4, class_loss = 1.018034, iou_loss = 0.281652, total_loss = 1.299686 \n",
            " total_bbox = 176407, rewritten_bbox = 0.000567 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.495947), count: 3, class_loss = 1.104741, iou_loss = 0.851156, total_loss = 1.955897 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.610898), count: 12, class_loss = 2.971519, iou_loss = 1.138324, total_loss = 4.109843 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.543540), count: 4, class_loss = 1.045073, iou_loss = 0.125793, total_loss = 1.170865 \n",
            " total_bbox = 176426, rewritten_bbox = 0.000567 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.484877), count: 2, class_loss = 0.706521, iou_loss = 0.344872, total_loss = 1.051393 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.590945), count: 10, class_loss = 2.072734, iou_loss = 1.092872, total_loss = 3.165606 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.346273), count: 4, class_loss = 0.811382, iou_loss = 0.034706, total_loss = 0.846087 \n",
            " total_bbox = 176442, rewritten_bbox = 0.000567 % \n",
            "\n",
            "\n",
            " Tensor Cores are disabled until the first 3000 iterations are reached.\n",
            " (next mAP calculation at 1000 iterations) \u001b]2;435/6000: loss=2.0 hours left=6.9\u0007\n",
            " 435: 2.049505, 2.798537 avg loss, 0.000036 rate, 2.487342 seconds, 27840 images, 6.901851 hours left\n",
            "Loaded: 0.428988 seconds - performance bottleneck on CPU or Disk HDD/SSD\n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.616304), count: 2, class_loss = 0.763799, iou_loss = 0.995350, total_loss = 1.759149 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.581905), count: 11, class_loss = 3.699145, iou_loss = 1.059080, total_loss = 4.758224 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.414296), count: 4, class_loss = 0.804152, iou_loss = 0.047541, total_loss = 0.851694 \n",
            " total_bbox = 176459, rewritten_bbox = 0.000567 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.473719), count: 5, class_loss = 1.887435, iou_loss = 1.376416, total_loss = 3.263851 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.605523), count: 11, class_loss = 3.329015, iou_loss = 1.445833, total_loss = 4.774849 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.605362), count: 2, class_loss = 0.703066, iou_loss = 0.150062, total_loss = 0.853127 \n",
            " total_bbox = 176477, rewritten_bbox = 0.000567 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.610310), count: 4, class_loss = 1.525420, iou_loss = 1.511112, total_loss = 3.036532 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.561859), count: 11, class_loss = 3.026391, iou_loss = 0.987997, total_loss = 4.014388 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.359981), count: 3, class_loss = 1.066864, iou_loss = 0.035559, total_loss = 1.102423 \n",
            " total_bbox = 176495, rewritten_bbox = 0.000567 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.500134), count: 4, class_loss = 1.470435, iou_loss = 1.255428, total_loss = 2.725863 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.521925), count: 11, class_loss = 3.504696, iou_loss = 0.880833, total_loss = 4.385530 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.554059), count: 3, class_loss = 0.412896, iou_loss = 0.040292, total_loss = 0.453188 \n",
            " total_bbox = 176513, rewritten_bbox = 0.000567 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.635362), count: 4, class_loss = 1.444085, iou_loss = 1.315810, total_loss = 2.759895 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.554085), count: 9, class_loss = 2.317119, iou_loss = 0.997271, total_loss = 3.314390 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.697363), count: 3, class_loss = 1.031603, iou_loss = 0.099473, total_loss = 1.131076 \n",
            " total_bbox = 176529, rewritten_bbox = 0.000566 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.667874), count: 1, class_loss = 0.363695, iou_loss = 0.379583, total_loss = 0.743279 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.595869), count: 9, class_loss = 2.319896, iou_loss = 0.766202, total_loss = 3.086098 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.309548), count: 6, class_loss = 1.175377, iou_loss = 0.032459, total_loss = 1.207836 \n",
            " total_bbox = 176545, rewritten_bbox = 0.000566 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.367685), count: 2, class_loss = 0.863451, iou_loss = 0.298182, total_loss = 1.161633 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.518219), count: 8, class_loss = 2.425469, iou_loss = 0.646435, total_loss = 3.071904 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.509311), count: 6, class_loss = 1.017362, iou_loss = 0.116314, total_loss = 1.133677 \n",
            " total_bbox = 176561, rewritten_bbox = 0.000566 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.466670), count: 3, class_loss = 1.097656, iou_loss = 0.894291, total_loss = 1.991946 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.554969), count: 11, class_loss = 4.011040, iou_loss = 0.997182, total_loss = 5.008222 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.563236), count: 5, class_loss = 1.209962, iou_loss = 0.116389, total_loss = 1.326351 \n",
            " total_bbox = 176580, rewritten_bbox = 0.000566 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.437815), count: 7, class_loss = 2.681048, iou_loss = 1.584136, total_loss = 4.265184 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.519535), count: 23, class_loss = 7.071448, iou_loss = 2.065380, total_loss = 9.136828 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.372791), count: 7, class_loss = 1.992306, iou_loss = 0.143048, total_loss = 2.135354 \n",
            " total_bbox = 176617, rewritten_bbox = 0.000566 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.468630), count: 9, class_loss = 3.330506, iou_loss = 2.786530, total_loss = 6.117036 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.481355), count: 20, class_loss = 6.028809, iou_loss = 1.918035, total_loss = 7.946843 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.461025), count: 5, class_loss = 1.636279, iou_loss = 0.190289, total_loss = 1.826568 \n",
            " total_bbox = 176651, rewritten_bbox = 0.000566 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.557561), count: 6, class_loss = 2.137944, iou_loss = 2.890798, total_loss = 5.028741 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.546417), count: 14, class_loss = 3.823853, iou_loss = 1.529112, total_loss = 5.352965 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.415239), count: 4, class_loss = 0.755116, iou_loss = 0.032636, total_loss = 0.787751 \n",
            " total_bbox = 176675, rewritten_bbox = 0.000566 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.522766), count: 9, class_loss = 3.238644, iou_loss = 2.950720, total_loss = 6.189364 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.578980), count: 22, class_loss = 7.313002, iou_loss = 2.532606, total_loss = 9.845608 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.436882), count: 6, class_loss = 1.768892, iou_loss = 0.142791, total_loss = 1.911683 \n",
            " total_bbox = 176712, rewritten_bbox = 0.000566 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.465985), count: 13, class_loss = 4.763464, iou_loss = 3.300294, total_loss = 8.063758 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.582278), count: 29, class_loss = 8.590919, iou_loss = 3.514332, total_loss = 12.105250 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.422141), count: 6, class_loss = 2.056752, iou_loss = 0.155276, total_loss = 2.212029 \n",
            " total_bbox = 176760, rewritten_bbox = 0.000566 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.529085), count: 1, class_loss = 0.360625, iou_loss = 0.661030, total_loss = 1.021656 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.568282), count: 10, class_loss = 2.562294, iou_loss = 0.681923, total_loss = 3.244216 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.476332), count: 7, class_loss = 1.369049, iou_loss = 0.139219, total_loss = 1.508268 \n",
            " total_bbox = 176778, rewritten_bbox = 0.000566 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.503683), count: 2, class_loss = 0.763087, iou_loss = 0.769769, total_loss = 1.532856 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.647064), count: 11, class_loss = 2.491270, iou_loss = 1.312775, total_loss = 3.804046 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.403313), count: 4, class_loss = 0.703925, iou_loss = 0.032047, total_loss = 0.735972 \n",
            " total_bbox = 176795, rewritten_bbox = 0.000566 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.376088), count: 5, class_loss = 1.869757, iou_loss = 0.956529, total_loss = 2.826286 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.545365), count: 11, class_loss = 3.104576, iou_loss = 1.062146, total_loss = 4.166723 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.400837), count: 2, class_loss = 0.742644, iou_loss = 0.041199, total_loss = 0.783843 \n",
            " total_bbox = 176813, rewritten_bbox = 0.000566 % \n",
            "\n",
            "\n",
            " Tensor Cores are disabled until the first 3000 iterations are reached.\n",
            " (next mAP calculation at 1000 iterations) \u001b]2;436/6000: loss=2.4 hours left=6.9\u0007\n",
            " 436: 2.354924, 2.754176 avg loss, 0.000036 rate, 2.553528 seconds, 27904 images, 6.888140 hours left\n",
            "Loaded: 0.407329 seconds - performance bottleneck on CPU or Disk HDD/SSD\n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.745765), count: 1, class_loss = 0.293815, iou_loss = 0.478629, total_loss = 0.772444 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.582532), count: 10, class_loss = 3.289604, iou_loss = 1.072313, total_loss = 4.361917 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.407314), count: 5, class_loss = 1.287628, iou_loss = 0.098209, total_loss = 1.385836 \n",
            " total_bbox = 176829, rewritten_bbox = 0.000566 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.588729), count: 5, class_loss = 1.745672, iou_loss = 2.316156, total_loss = 4.061828 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.497338), count: 10, class_loss = 2.000567, iou_loss = 0.726891, total_loss = 2.727458 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.457605), count: 1, class_loss = 0.338036, iou_loss = 0.009998, total_loss = 0.348034 \n",
            " total_bbox = 176845, rewritten_bbox = 0.000565 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.564864), count: 4, class_loss = 1.526364, iou_loss = 1.725489, total_loss = 3.251853 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.470595), count: 12, class_loss = 3.871577, iou_loss = 0.910241, total_loss = 4.781818 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.475857), count: 2, class_loss = 0.617631, iou_loss = 0.035369, total_loss = 0.653000 \n",
            " total_bbox = 176863, rewritten_bbox = 0.000565 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.566532), count: 1, class_loss = 0.373208, iou_loss = 0.370382, total_loss = 0.743591 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.570066), count: 12, class_loss = 2.565723, iou_loss = 0.885884, total_loss = 3.451607 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.597257), count: 4, class_loss = 0.921955, iou_loss = 0.235107, total_loss = 1.157062 \n",
            " total_bbox = 176880, rewritten_bbox = 0.000565 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.600428), count: 5, class_loss = 1.932462, iou_loss = 1.836291, total_loss = 3.768753 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.577430), count: 10, class_loss = 2.438984, iou_loss = 1.057261, total_loss = 3.496245 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.535613), count: 3, class_loss = 0.591235, iou_loss = 0.166161, total_loss = 0.757396 \n",
            " total_bbox = 176898, rewritten_bbox = 0.000565 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.365005), count: 12, class_loss = 4.328649, iou_loss = 2.684390, total_loss = 7.013038 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.540928), count: 16, class_loss = 4.996956, iou_loss = 1.789773, total_loss = 6.786729 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.240775), count: 3, class_loss = 0.869959, iou_loss = 0.008358, total_loss = 0.878317 \n",
            " total_bbox = 176929, rewritten_bbox = 0.000565 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.428763), count: 15, class_loss = 5.593702, iou_loss = 4.265627, total_loss = 9.859329 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.567850), count: 23, class_loss = 7.235371, iou_loss = 2.904884, total_loss = 10.140255 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.398906), count: 6, class_loss = 2.127573, iou_loss = 0.076921, total_loss = 2.204495 \n",
            " total_bbox = 176973, rewritten_bbox = 0.000565 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.460736), count: 12, class_loss = 4.718277, iou_loss = 3.612381, total_loss = 8.330658 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.467205), count: 26, class_loss = 6.892463, iou_loss = 2.238555, total_loss = 9.131018 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.402635), count: 9, class_loss = 1.978646, iou_loss = 0.119735, total_loss = 2.098381 \n",
            " total_bbox = 177020, rewritten_bbox = 0.000565 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.000000), count: 1, class_loss = 0.003115, iou_loss = 0.000000, total_loss = 0.003115 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.597812), count: 8, class_loss = 2.751684, iou_loss = 0.538391, total_loss = 3.290075 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.391128), count: 4, class_loss = 1.280895, iou_loss = 0.029061, total_loss = 1.309956 \n",
            " total_bbox = 177032, rewritten_bbox = 0.000565 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.564263), count: 3, class_loss = 1.106302, iou_loss = 0.957863, total_loss = 2.064165 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.603069), count: 14, class_loss = 3.618790, iou_loss = 1.785432, total_loss = 5.404222 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.470522), count: 6, class_loss = 1.411129, iou_loss = 0.057542, total_loss = 1.468671 \n",
            " total_bbox = 177055, rewritten_bbox = 0.000565 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.518476), count: 5, class_loss = 1.872138, iou_loss = 1.803265, total_loss = 3.675403 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.601796), count: 17, class_loss = 4.855491, iou_loss = 2.461256, total_loss = 7.316747 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.543019), count: 4, class_loss = 1.135963, iou_loss = 0.150225, total_loss = 1.286188 \n",
            " total_bbox = 177081, rewritten_bbox = 0.000565 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.492463), count: 8, class_loss = 3.022531, iou_loss = 2.464437, total_loss = 5.486968 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.568905), count: 26, class_loss = 7.773242, iou_loss = 2.783127, total_loss = 10.556370 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.463301), count: 9, class_loss = 2.746583, iou_loss = 0.202680, total_loss = 2.949263 \n",
            " total_bbox = 177124, rewritten_bbox = 0.000565 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.424637), count: 6, class_loss = 2.248713, iou_loss = 1.688401, total_loss = 3.937115 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.498335), count: 22, class_loss = 7.482044, iou_loss = 1.828969, total_loss = 9.311012 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.584763), count: 7, class_loss = 1.550724, iou_loss = 0.246430, total_loss = 1.797154 \n",
            " total_bbox = 177159, rewritten_bbox = 0.000564 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.343736), count: 4, class_loss = 1.568847, iou_loss = 0.474751, total_loss = 2.043598 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.546218), count: 17, class_loss = 5.066862, iou_loss = 1.533579, total_loss = 6.600441 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.378145), count: 6, class_loss = 1.840155, iou_loss = 0.100437, total_loss = 1.940592 \n",
            " total_bbox = 177186, rewritten_bbox = 0.000564 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.429135), count: 2, class_loss = 0.680249, iou_loss = 0.498459, total_loss = 1.178707 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.526759), count: 11, class_loss = 2.726417, iou_loss = 1.220012, total_loss = 3.946429 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.441290), count: 4, class_loss = 1.059930, iou_loss = 0.051949, total_loss = 1.111879 \n",
            " total_bbox = 177203, rewritten_bbox = 0.000564 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.395093), count: 6, class_loss = 2.196053, iou_loss = 1.344468, total_loss = 3.540521 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.617867), count: 7, class_loss = 1.853763, iou_loss = 0.863216, total_loss = 2.716979 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.422049), count: 3, class_loss = 1.387582, iou_loss = 0.035286, total_loss = 1.422868 \n",
            " total_bbox = 177219, rewritten_bbox = 0.000564 % \n",
            "\n",
            "\n",
            " Tensor Cores are disabled until the first 3000 iterations are reached.\n",
            " (next mAP calculation at 1000 iterations) \u001b]2;437/6000: loss=2.6 hours left=6.9\u0007\n",
            " 437: 2.587207, 2.737479 avg loss, 0.000036 rate, 2.697044 seconds, 27968 images, 6.865355 hours left\n",
            "Loaded: 2.261061 seconds - performance bottleneck on CPU or Disk HDD/SSD\n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.431714), count: 9, class_loss = 3.348160, iou_loss = 3.619253, total_loss = 6.967413 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.508358), count: 19, class_loss = 5.489519, iou_loss = 1.829845, total_loss = 7.319365 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.451026), count: 7, class_loss = 2.340046, iou_loss = 0.236185, total_loss = 2.576231 \n",
            " total_bbox = 177254, rewritten_bbox = 0.000564 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.415543), count: 17, class_loss = 6.088268, iou_loss = 4.519222, total_loss = 10.607490 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.486288), count: 19, class_loss = 6.030446, iou_loss = 1.829549, total_loss = 7.859994 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.612785), count: 2, class_loss = 0.926097, iou_loss = 0.075826, total_loss = 1.001923 \n",
            " total_bbox = 177292, rewritten_bbox = 0.000564 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.459779), count: 11, class_loss = 4.234757, iou_loss = 2.999770, total_loss = 7.234527 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.490151), count: 28, class_loss = 10.462341, iou_loss = 2.321765, total_loss = 12.784106 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.468276), count: 7, class_loss = 2.390850, iou_loss = 0.281300, total_loss = 2.672150 \n",
            " total_bbox = 177338, rewritten_bbox = 0.000564 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.642178), count: 8, class_loss = 2.959508, iou_loss = 3.153608, total_loss = 6.113116 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.532681), count: 15, class_loss = 3.985026, iou_loss = 1.786437, total_loss = 5.771463 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.422335), count: 4, class_loss = 0.955811, iou_loss = 0.128114, total_loss = 1.083925 \n",
            " total_bbox = 177365, rewritten_bbox = 0.000564 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.505446), count: 6, class_loss = 2.200567, iou_loss = 1.462561, total_loss = 3.663127 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.551311), count: 29, class_loss = 9.953424, iou_loss = 2.837270, total_loss = 12.790693 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.327583), count: 12, class_loss = 4.023459, iou_loss = 0.201596, total_loss = 4.225056 \n",
            " total_bbox = 177412, rewritten_bbox = 0.000564 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.492206), count: 8, class_loss = 3.042048, iou_loss = 2.541207, total_loss = 5.583256 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.530451), count: 26, class_loss = 7.605865, iou_loss = 2.363648, total_loss = 9.969513 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.513556), count: 12, class_loss = 3.762094, iou_loss = 0.443003, total_loss = 4.205098 \n",
            " total_bbox = 177458, rewritten_bbox = 0.000564 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.510799), count: 8, class_loss = 2.889801, iou_loss = 3.361825, total_loss = 6.251626 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.477550), count: 13, class_loss = 5.222538, iou_loss = 1.220752, total_loss = 6.443290 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.512697), count: 2, class_loss = 0.794389, iou_loss = 0.077393, total_loss = 0.871782 \n",
            " total_bbox = 177481, rewritten_bbox = 0.000563 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.422783), count: 10, class_loss = 3.905243, iou_loss = 2.487408, total_loss = 6.392651 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.500821), count: 32, class_loss = 10.468120, iou_loss = 2.380380, total_loss = 12.848499 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.420740), count: 10, class_loss = 3.141215, iou_loss = 0.127746, total_loss = 3.268960 \n",
            " total_bbox = 177533, rewritten_bbox = 0.000563 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.000000), count: 1, class_loss = 0.003708, iou_loss = 0.000000, total_loss = 0.003708 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.617876), count: 8, class_loss = 1.734624, iou_loss = 0.937230, total_loss = 2.671854 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.535789), count: 4, class_loss = 0.752554, iou_loss = 0.102330, total_loss = 0.854884 \n",
            " total_bbox = 177545, rewritten_bbox = 0.000563 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.518741), count: 3, class_loss = 1.160014, iou_loss = 0.947255, total_loss = 2.107270 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.622393), count: 11, class_loss = 2.278272, iou_loss = 1.292673, total_loss = 3.570945 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.354717), count: 4, class_loss = 0.537360, iou_loss = 0.104425, total_loss = 0.641786 \n",
            " total_bbox = 177563, rewritten_bbox = 0.000563 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.407551), count: 7, class_loss = 2.646190, iou_loss = 2.378001, total_loss = 5.024191 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.538239), count: 14, class_loss = 4.958056, iou_loss = 1.546175, total_loss = 6.504231 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.552575), count: 5, class_loss = 1.652921, iou_loss = 0.105271, total_loss = 1.758192 \n",
            " total_bbox = 177589, rewritten_bbox = 0.000563 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.492340), count: 7, class_loss = 2.752611, iou_loss = 3.092253, total_loss = 5.844864 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.587275), count: 20, class_loss = 5.428332, iou_loss = 2.234904, total_loss = 7.663236 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.380428), count: 7, class_loss = 1.491495, iou_loss = 0.199734, total_loss = 1.691229 \n",
            " total_bbox = 177623, rewritten_bbox = 0.000563 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.511133), count: 8, class_loss = 2.929154, iou_loss = 3.140943, total_loss = 6.070096 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.496572), count: 22, class_loss = 6.537776, iou_loss = 2.283602, total_loss = 8.821378 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.347282), count: 4, class_loss = 1.003566, iou_loss = 0.073787, total_loss = 1.077353 \n",
            " total_bbox = 177657, rewritten_bbox = 0.000563 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.366980), count: 6, class_loss = 2.345485, iou_loss = 0.884778, total_loss = 3.230263 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.504045), count: 16, class_loss = 4.419618, iou_loss = 1.185760, total_loss = 5.605378 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.467123), count: 7, class_loss = 2.095128, iou_loss = 0.134903, total_loss = 2.230032 \n",
            " total_bbox = 177686, rewritten_bbox = 0.000563 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.379594), count: 4, class_loss = 1.519075, iou_loss = 0.751573, total_loss = 2.270649 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.637910), count: 9, class_loss = 2.337216, iou_loss = 1.410004, total_loss = 3.747220 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.472994), count: 3, class_loss = 0.680215, iou_loss = 0.038934, total_loss = 0.719149 \n",
            " total_bbox = 177702, rewritten_bbox = 0.000563 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.893022), count: 1, class_loss = 0.351779, iou_loss = 0.734488, total_loss = 1.086267 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.659882), count: 10, class_loss = 2.511643, iou_loss = 0.957304, total_loss = 3.468947 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.575882), count: 7, class_loss = 1.532675, iou_loss = 0.189330, total_loss = 1.722005 \n",
            " total_bbox = 177720, rewritten_bbox = 0.000563 % \n",
            "\n",
            "\n",
            " Tensor Cores are disabled until the first 3000 iterations are reached.\n",
            " (next mAP calculation at 1000 iterations) \u001b]2;438/6000: loss=3.3 hours left=6.8\u0007\n",
            " 438: 3.339342, 2.797665 avg loss, 0.000037 rate, 2.654639 seconds, 28032 images, 6.844673 hours left\n",
            "Loaded: 2.003074 seconds - performance bottleneck on CPU or Disk HDD/SSD\n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.441437), count: 13, class_loss = 4.952231, iou_loss = 3.982552, total_loss = 8.934783 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.464869), count: 31, class_loss = 10.189908, iou_loss = 2.412827, total_loss = 12.602735 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.442948), count: 8, class_loss = 2.362214, iou_loss = 0.109570, total_loss = 2.471784 \n",
            " total_bbox = 177772, rewritten_bbox = 0.000563 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.395180), count: 7, class_loss = 2.534488, iou_loss = 1.650283, total_loss = 4.184772 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.400532), count: 20, class_loss = 6.880239, iou_loss = 0.957904, total_loss = 7.838143 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.379427), count: 6, class_loss = 1.732390, iou_loss = 0.045478, total_loss = 1.777868 \n",
            " total_bbox = 177805, rewritten_bbox = 0.000562 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.511825), count: 11, class_loss = 3.944704, iou_loss = 3.733151, total_loss = 7.677855 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.516473), count: 30, class_loss = 9.202792, iou_loss = 2.334033, total_loss = 11.536825 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.592907), count: 8, class_loss = 2.075475, iou_loss = 0.204230, total_loss = 2.279705 \n",
            " total_bbox = 177854, rewritten_bbox = 0.000562 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.337772), count: 9, class_loss = 3.417125, iou_loss = 1.426999, total_loss = 4.844125 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.446649), count: 19, class_loss = 5.654831, iou_loss = 1.366812, total_loss = 7.021643 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.474670), count: 7, class_loss = 2.029891, iou_loss = 0.198127, total_loss = 2.228019 \n",
            " total_bbox = 177889, rewritten_bbox = 0.000562 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.400244), count: 19, class_loss = 7.074831, iou_loss = 4.015924, total_loss = 11.090755 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.460936), count: 28, class_loss = 9.116652, iou_loss = 2.021792, total_loss = 11.138444 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.404255), count: 5, class_loss = 1.140637, iou_loss = 0.050259, total_loss = 1.190896 \n",
            " total_bbox = 177941, rewritten_bbox = 0.000562 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.441632), count: 8, class_loss = 2.924254, iou_loss = 1.889084, total_loss = 4.813338 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.566306), count: 30, class_loss = 9.292364, iou_loss = 3.584631, total_loss = 12.876995 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.399867), count: 8, class_loss = 2.555579, iou_loss = 0.092376, total_loss = 2.647955 \n",
            " total_bbox = 177987, rewritten_bbox = 0.000562 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.586807), count: 5, class_loss = 1.710024, iou_loss = 2.302659, total_loss = 4.012683 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.547805), count: 19, class_loss = 5.266202, iou_loss = 1.791337, total_loss = 7.057539 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.558682), count: 7, class_loss = 1.784244, iou_loss = 0.240025, total_loss = 2.024269 \n",
            " total_bbox = 178018, rewritten_bbox = 0.000562 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.434902), count: 15, class_loss = 5.330742, iou_loss = 5.002283, total_loss = 10.333025 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.536401), count: 28, class_loss = 8.008763, iou_loss = 3.417473, total_loss = 11.426236 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.427654), count: 7, class_loss = 2.218414, iou_loss = 0.119552, total_loss = 2.337966 \n",
            " total_bbox = 178068, rewritten_bbox = 0.000562 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.581003), count: 5, class_loss = 1.823229, iou_loss = 1.591908, total_loss = 3.415137 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.554809), count: 10, class_loss = 3.287210, iou_loss = 1.305950, total_loss = 4.593160 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.400625), count: 2, class_loss = 0.556881, iou_loss = 0.066792, total_loss = 0.623673 \n",
            " total_bbox = 178085, rewritten_bbox = 0.000562 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.000000), count: 1, class_loss = 0.003706, iou_loss = 0.000000, total_loss = 0.003706 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.491188), count: 9, class_loss = 2.535105, iou_loss = 0.300792, total_loss = 2.835896 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.484799), count: 7, class_loss = 1.700331, iou_loss = 0.157644, total_loss = 1.857975 \n",
            " total_bbox = 178101, rewritten_bbox = 0.000561 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.000000), count: 1, class_loss = 0.004067, iou_loss = 0.000000, total_loss = 0.004067 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.646610), count: 8, class_loss = 2.356411, iou_loss = 0.699476, total_loss = 3.055887 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.587764), count: 7, class_loss = 1.243573, iou_loss = 0.132034, total_loss = 1.375607 \n",
            " total_bbox = 178116, rewritten_bbox = 0.000561 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.605859), count: 6, class_loss = 2.257033, iou_loss = 2.302978, total_loss = 4.560011 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.558595), count: 10, class_loss = 2.413847, iou_loss = 1.075194, total_loss = 3.489041 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.511285), count: 2, class_loss = 0.539701, iou_loss = 0.065068, total_loss = 0.604769 \n",
            " total_bbox = 178134, rewritten_bbox = 0.000561 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.404004), count: 2, class_loss = 0.720161, iou_loss = 0.471956, total_loss = 1.192117 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.604790), count: 12, class_loss = 3.232659, iou_loss = 1.369756, total_loss = 4.602415 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.562777), count: 3, class_loss = 0.875020, iou_loss = 0.125517, total_loss = 1.000537 \n",
            " total_bbox = 178151, rewritten_bbox = 0.000561 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.505604), count: 5, class_loss = 1.870300, iou_loss = 1.609034, total_loss = 3.479334 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.560848), count: 16, class_loss = 3.442795, iou_loss = 1.590420, total_loss = 5.033215 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.515285), count: 5, class_loss = 1.310900, iou_loss = 0.176249, total_loss = 1.487150 \n",
            " total_bbox = 178177, rewritten_bbox = 0.000561 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.436569), count: 8, class_loss = 2.956233, iou_loss = 2.486238, total_loss = 5.442472 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.573487), count: 25, class_loss = 7.450229, iou_loss = 2.582773, total_loss = 10.033002 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.428575), count: 7, class_loss = 2.019626, iou_loss = 0.194358, total_loss = 2.213983 \n",
            " total_bbox = 178217, rewritten_bbox = 0.000561 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.442938), count: 15, class_loss = 5.655715, iou_loss = 4.919245, total_loss = 10.574961 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.501000), count: 21, class_loss = 7.087234, iou_loss = 1.543433, total_loss = 8.630667 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.545285), count: 5, class_loss = 1.865092, iou_loss = 0.164533, total_loss = 2.029625 \n",
            " total_bbox = 178258, rewritten_bbox = 0.000561 % \n",
            "\n",
            "\n",
            " Tensor Cores are disabled until the first 3000 iterations are reached.\n",
            " (next mAP calculation at 1000 iterations) \u001b]2;439/6000: loss=3.5 hours left=6.9\u0007\n",
            " 439: 3.521131, 2.870012 avg loss, 0.000037 rate, 2.628442 seconds, 28096 images, 6.852174 hours left\n",
            "Loaded: 0.512358 seconds - performance bottleneck on CPU or Disk HDD/SSD\n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.463216), count: 9, class_loss = 3.288074, iou_loss = 3.869159, total_loss = 7.157233 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.488424), count: 21, class_loss = 6.267612, iou_loss = 1.505381, total_loss = 7.772994 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.464646), count: 8, class_loss = 2.032948, iou_loss = 0.219438, total_loss = 2.252385 \n",
            " total_bbox = 178296, rewritten_bbox = 0.000561 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.471888), count: 11, class_loss = 4.125244, iou_loss = 3.381292, total_loss = 7.506536 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.557008), count: 17, class_loss = 4.483414, iou_loss = 1.951253, total_loss = 6.434667 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.440989), count: 5, class_loss = 1.121435, iou_loss = 0.096822, total_loss = 1.218256 \n",
            " total_bbox = 178329, rewritten_bbox = 0.000561 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.436006), count: 10, class_loss = 3.780651, iou_loss = 3.115150, total_loss = 6.895802 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.511488), count: 7, class_loss = 2.174479, iou_loss = 0.732820, total_loss = 2.907299 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.410143), count: 2, class_loss = 0.216655, iou_loss = 0.010160, total_loss = 0.226815 \n",
            " total_bbox = 178348, rewritten_bbox = 0.000561 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.644538), count: 3, class_loss = 1.061135, iou_loss = 1.525540, total_loss = 2.586675 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.639156), count: 12, class_loss = 3.355362, iou_loss = 1.201053, total_loss = 4.556415 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.485370), count: 5, class_loss = 1.212387, iou_loss = 0.045438, total_loss = 1.257825 \n",
            " total_bbox = 178368, rewritten_bbox = 0.000561 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.490415), count: 2, class_loss = 0.773204, iou_loss = 0.468034, total_loss = 1.241238 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.679562), count: 11, class_loss = 2.649920, iou_loss = 1.465601, total_loss = 4.115520 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.489930), count: 6, class_loss = 1.241284, iou_loss = 0.136301, total_loss = 1.377584 \n",
            " total_bbox = 178387, rewritten_bbox = 0.000561 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.445501), count: 2, class_loss = 0.790433, iou_loss = 0.315636, total_loss = 1.106069 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.537564), count: 9, class_loss = 2.225348, iou_loss = 0.848877, total_loss = 3.074225 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.537415), count: 4, class_loss = 0.780152, iou_loss = 0.091426, total_loss = 0.871578 \n",
            " total_bbox = 178402, rewritten_bbox = 0.000561 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.627903), count: 3, class_loss = 1.069742, iou_loss = 1.982020, total_loss = 3.051762 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.471922), count: 7, class_loss = 2.853688, iou_loss = 0.348704, total_loss = 3.202393 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.493269), count: 5, class_loss = 1.982865, iou_loss = 0.048384, total_loss = 2.031249 \n",
            " total_bbox = 178417, rewritten_bbox = 0.000560 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.393172), count: 1, class_loss = 0.352741, iou_loss = 0.178434, total_loss = 0.531175 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.613601), count: 10, class_loss = 3.213654, iou_loss = 0.909601, total_loss = 4.123255 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.365068), count: 5, class_loss = 0.854454, iou_loss = 0.074390, total_loss = 0.928844 \n",
            " total_bbox = 178433, rewritten_bbox = 0.000560 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.000000), count: 1, class_loss = 0.007782, iou_loss = 0.000000, total_loss = 0.007782 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.644561), count: 10, class_loss = 2.849954, iou_loss = 1.047252, total_loss = 3.897206 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.527186), count: 8, class_loss = 2.055760, iou_loss = 0.156678, total_loss = 2.212438 \n",
            " total_bbox = 178451, rewritten_bbox = 0.000560 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.640948), count: 2, class_loss = 0.674860, iou_loss = 0.643899, total_loss = 1.318759 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.540942), count: 11, class_loss = 4.000474, iou_loss = 0.873352, total_loss = 4.873826 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.464992), count: 5, class_loss = 1.446216, iou_loss = 0.052422, total_loss = 1.498637 \n",
            " total_bbox = 178469, rewritten_bbox = 0.000560 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.412666), count: 2, class_loss = 0.782172, iou_loss = 0.446864, total_loss = 1.229035 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.625694), count: 12, class_loss = 2.350354, iou_loss = 1.384776, total_loss = 3.735129 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.360435), count: 3, class_loss = 0.972980, iou_loss = 0.027222, total_loss = 1.000201 \n",
            " total_bbox = 178486, rewritten_bbox = 0.000560 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.578999), count: 5, class_loss = 1.796018, iou_loss = 1.754803, total_loss = 3.550821 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.538871), count: 11, class_loss = 2.763063, iou_loss = 0.860872, total_loss = 3.623935 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.459601), count: 2, class_loss = 0.323320, iou_loss = 0.029526, total_loss = 0.352846 \n",
            " total_bbox = 178504, rewritten_bbox = 0.000560 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.305007), count: 3, class_loss = 1.143428, iou_loss = 0.224705, total_loss = 1.368133 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.556877), count: 11, class_loss = 2.813532, iou_loss = 1.208096, total_loss = 4.021628 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.616788), count: 4, class_loss = 0.779833, iou_loss = 0.143374, total_loss = 0.923207 \n",
            " total_bbox = 178522, rewritten_bbox = 0.000560 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.589112), count: 4, class_loss = 1.589568, iou_loss = 1.844540, total_loss = 3.434109 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.527502), count: 14, class_loss = 4.186960, iou_loss = 1.212492, total_loss = 5.399452 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.361659), count: 4, class_loss = 0.852447, iou_loss = 0.031273, total_loss = 0.883720 \n",
            " total_bbox = 178544, rewritten_bbox = 0.000560 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.565338), count: 7, class_loss = 2.667264, iou_loss = 2.790930, total_loss = 5.458195 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.534824), count: 22, class_loss = 6.460483, iou_loss = 1.882434, total_loss = 8.342917 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.454290), count: 5, class_loss = 1.758132, iou_loss = 0.067810, total_loss = 1.825942 \n",
            " total_bbox = 178578, rewritten_bbox = 0.000560 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.415447), count: 5, class_loss = 1.979412, iou_loss = 0.874492, total_loss = 2.853905 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.571934), count: 25, class_loss = 8.356644, iou_loss = 2.877940, total_loss = 11.234584 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.352432), count: 7, class_loss = 2.410724, iou_loss = 0.063945, total_loss = 2.474669 \n",
            " total_bbox = 178615, rewritten_bbox = 0.000560 % \n",
            "\n",
            "\n",
            " Tensor Cores are disabled until the first 3000 iterations are reached.\n",
            " (next mAP calculation at 1000 iterations) \u001b]2;440/6000: loss=2.2 hours left=6.9\u0007\n",
            " 440: 2.236129, 2.806623 avg loss, 0.000037 rate, 2.470844 seconds, 28160 images, 6.855197 hours left\n",
            "Resizing, random_coef = 1.40 \n",
            "\n",
            " 448 x 448 \n",
            " try to allocate additional workspace_size = 128.79 MB \n",
            " CUDA allocate done! \n",
            "Loaded: 0.395609 seconds - performance bottleneck on CPU or Disk HDD/SSD\n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.432051), count: 10, class_loss = 3.753813, iou_loss = 3.706892, total_loss = 7.460705 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.548855), count: 28, class_loss = 7.945632, iou_loss = 3.781136, total_loss = 11.726768 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.515334), count: 9, class_loss = 2.983553, iou_loss = 0.382095, total_loss = 3.365649 \n",
            " total_bbox = 178662, rewritten_bbox = 0.000560 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.282790), count: 5, class_loss = 1.940585, iou_loss = 1.026178, total_loss = 2.966763 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.557848), count: 14, class_loss = 4.998689, iou_loss = 2.244279, total_loss = 7.242968 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.550431), count: 9, class_loss = 3.320222, iou_loss = 0.180978, total_loss = 3.501201 \n",
            " total_bbox = 178690, rewritten_bbox = 0.000560 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.580858), count: 6, class_loss = 2.333578, iou_loss = 4.341798, total_loss = 6.675376 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.554794), count: 33, class_loss = 9.353705, iou_loss = 4.056016, total_loss = 13.409721 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.555475), count: 13, class_loss = 3.685920, iou_loss = 0.932992, total_loss = 4.618912 \n",
            " total_bbox = 178742, rewritten_bbox = 0.000559 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.518208), count: 7, class_loss = 2.529448, iou_loss = 3.228035, total_loss = 5.757483 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.533894), count: 27, class_loss = 7.249750, iou_loss = 3.358103, total_loss = 10.607853 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.505018), count: 13, class_loss = 3.120566, iou_loss = 0.582604, total_loss = 3.703170 \n",
            " total_bbox = 178789, rewritten_bbox = 0.000559 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.456283), count: 7, class_loss = 2.716409, iou_loss = 2.393246, total_loss = 5.109655 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.596446), count: 22, class_loss = 5.933350, iou_loss = 4.016844, total_loss = 9.950193 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.427149), count: 9, class_loss = 2.519953, iou_loss = 0.238805, total_loss = 2.758757 \n",
            " total_bbox = 178827, rewritten_bbox = 0.000559 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.000000), count: 1, class_loss = 0.010188, iou_loss = 0.000000, total_loss = 0.010188 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.603458), count: 10, class_loss = 3.285751, iou_loss = 1.121734, total_loss = 4.407485 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.410533), count: 10, class_loss = 3.677439, iou_loss = 0.156753, total_loss = 3.834193 \n",
            " total_bbox = 178847, rewritten_bbox = 0.000559 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.739547), count: 1, class_loss = 0.339193, iou_loss = 1.022307, total_loss = 1.361500 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.502829), count: 21, class_loss = 5.989640, iou_loss = 2.357509, total_loss = 8.347149 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.424042), count: 9, class_loss = 2.924403, iou_loss = 0.197075, total_loss = 3.121478 \n",
            " total_bbox = 178878, rewritten_bbox = 0.000559 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.271435), count: 4, class_loss = 1.657950, iou_loss = 0.415279, total_loss = 2.073229 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.499909), count: 15, class_loss = 5.085092, iou_loss = 1.727015, total_loss = 6.812107 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.416191), count: 8, class_loss = 2.865591, iou_loss = 0.188243, total_loss = 3.053834 \n",
            " total_bbox = 178905, rewritten_bbox = 0.000559 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.486306), count: 4, class_loss = 1.431313, iou_loss = 1.173329, total_loss = 2.604642 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.578394), count: 9, class_loss = 2.978511, iou_loss = 1.795199, total_loss = 4.773710 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.560056), count: 4, class_loss = 1.268822, iou_loss = 0.196347, total_loss = 1.465169 \n",
            " total_bbox = 178922, rewritten_bbox = 0.000559 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.533884), count: 1, class_loss = 0.423808, iou_loss = 0.335411, total_loss = 0.759219 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.547885), count: 8, class_loss = 3.345405, iou_loss = 0.937276, total_loss = 4.282681 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.369053), count: 6, class_loss = 2.050550, iou_loss = 0.143881, total_loss = 2.194431 \n",
            " total_bbox = 178937, rewritten_bbox = 0.000559 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.455284), count: 3, class_loss = 1.138325, iou_loss = 0.840456, total_loss = 1.978781 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.502437), count: 11, class_loss = 3.615420, iou_loss = 1.238452, total_loss = 4.853872 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.555806), count: 6, class_loss = 1.814414, iou_loss = 0.191391, total_loss = 2.005805 \n",
            " total_bbox = 178957, rewritten_bbox = 0.000559 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.444017), count: 7, class_loss = 2.611362, iou_loss = 2.943239, total_loss = 5.554601 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.541941), count: 23, class_loss = 7.412579, iou_loss = 3.029808, total_loss = 10.442387 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.619215), count: 7, class_loss = 1.861614, iou_loss = 0.421183, total_loss = 2.282797 \n",
            " total_bbox = 178994, rewritten_bbox = 0.000559 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.550790), count: 1, class_loss = 0.365598, iou_loss = 0.411321, total_loss = 0.776919 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.545957), count: 21, class_loss = 6.021300, iou_loss = 2.891206, total_loss = 8.912506 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.372963), count: 11, class_loss = 3.331580, iou_loss = 0.177440, total_loss = 3.509020 \n",
            " total_bbox = 179027, rewritten_bbox = 0.000559 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.526933), count: 5, class_loss = 1.907026, iou_loss = 3.184012, total_loss = 5.091038 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.519171), count: 12, class_loss = 3.954161, iou_loss = 1.328070, total_loss = 5.282230 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.371093), count: 5, class_loss = 2.232301, iou_loss = 0.188016, total_loss = 2.420318 \n",
            " total_bbox = 179049, rewritten_bbox = 0.000559 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.696119), count: 2, class_loss = 0.715296, iou_loss = 1.574560, total_loss = 2.289855 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.640757), count: 12, class_loss = 3.426061, iou_loss = 2.328349, total_loss = 5.754410 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.405404), count: 5, class_loss = 1.556872, iou_loss = 0.171250, total_loss = 1.728122 \n",
            " total_bbox = 179068, rewritten_bbox = 0.000558 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.502540), count: 2, class_loss = 0.734160, iou_loss = 1.086051, total_loss = 1.820211 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.547552), count: 12, class_loss = 3.038062, iou_loss = 2.362483, total_loss = 5.400544 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.417336), count: 5, class_loss = 1.393973, iou_loss = 0.110852, total_loss = 1.504825 \n",
            " total_bbox = 179087, rewritten_bbox = 0.000558 % \n",
            "\n",
            "\n",
            " Tensor Cores are disabled until the first 3000 iterations are reached.\n",
            " (next mAP calculation at 1000 iterations) \u001b]2;441/6000: loss=3.1 hours left=6.8\u0007\n",
            " 441: 3.109488, 2.836910 avg loss, 0.000038 rate, 3.587493 seconds, 28224 images, 6.832719 hours left\n",
            "Loaded: 0.000060 seconds\n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.464088), count: 3, class_loss = 1.092128, iou_loss = 2.185830, total_loss = 3.277958 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.637394), count: 9, class_loss = 3.378614, iou_loss = 1.814399, total_loss = 5.193013 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.481248), count: 4, class_loss = 1.341771, iou_loss = 0.146823, total_loss = 1.488594 \n",
            " total_bbox = 179103, rewritten_bbox = 0.000558 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.367453), count: 3, class_loss = 1.034790, iou_loss = 0.859083, total_loss = 1.893873 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.485004), count: 7, class_loss = 2.827665, iou_loss = 1.265454, total_loss = 4.093120 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.330180), count: 3, class_loss = 0.180542, iou_loss = 0.127445, total_loss = 0.307986 \n",
            " total_bbox = 179116, rewritten_bbox = 0.000558 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.647149), count: 2, class_loss = 0.758909, iou_loss = 1.491188, total_loss = 2.250097 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.555633), count: 9, class_loss = 2.081613, iou_loss = 1.057666, total_loss = 3.139279 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.523757), count: 5, class_loss = 1.135604, iou_loss = 0.162851, total_loss = 1.298455 \n",
            " total_bbox = 179132, rewritten_bbox = 0.000558 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.499526), count: 6, class_loss = 2.049724, iou_loss = 3.424188, total_loss = 5.473912 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.452317), count: 11, class_loss = 3.296904, iou_loss = 1.295261, total_loss = 4.592165 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.501758), count: 1, class_loss = 0.678359, iou_loss = 0.021016, total_loss = 0.699375 \n",
            " total_bbox = 179150, rewritten_bbox = 0.000558 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.399718), count: 2, class_loss = 0.740036, iou_loss = 0.503526, total_loss = 1.243562 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.530348), count: 11, class_loss = 3.001495, iou_loss = 1.021812, total_loss = 4.023307 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.385331), count: 5, class_loss = 1.209249, iou_loss = 0.166979, total_loss = 1.376228 \n",
            " total_bbox = 179168, rewritten_bbox = 0.000558 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.440859), count: 3, class_loss = 1.040064, iou_loss = 1.076175, total_loss = 2.116240 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.562948), count: 9, class_loss = 2.496403, iou_loss = 1.244916, total_loss = 3.741319 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.467491), count: 3, class_loss = 1.168596, iou_loss = 0.061947, total_loss = 1.230543 \n",
            " total_bbox = 179183, rewritten_bbox = 0.000558 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.632882), count: 2, class_loss = 0.690279, iou_loss = 1.208507, total_loss = 1.898785 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.748508), count: 9, class_loss = 1.810187, iou_loss = 2.221534, total_loss = 4.031721 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.693922), count: 4, class_loss = 1.032283, iou_loss = 0.245362, total_loss = 1.277646 \n",
            " total_bbox = 179198, rewritten_bbox = 0.000558 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.000000), count: 1, class_loss = 0.012845, iou_loss = 0.000000, total_loss = 0.012845 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.670668), count: 8, class_loss = 1.944264, iou_loss = 1.249628, total_loss = 3.193892 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.508244), count: 7, class_loss = 1.227348, iou_loss = 0.204294, total_loss = 1.431643 \n",
            " total_bbox = 179213, rewritten_bbox = 0.000558 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.493182), count: 6, class_loss = 2.244029, iou_loss = 3.797193, total_loss = 6.041222 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.513145), count: 19, class_loss = 5.927867, iou_loss = 2.605655, total_loss = 8.533523 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.393311), count: 8, class_loss = 2.332212, iou_loss = 0.168795, total_loss = 2.501007 \n",
            " total_bbox = 179246, rewritten_bbox = 0.000558 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.438965), count: 7, class_loss = 2.563487, iou_loss = 3.627860, total_loss = 6.191347 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.471770), count: 17, class_loss = 5.188734, iou_loss = 2.179763, total_loss = 7.368497 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.316008), count: 3, class_loss = 0.832835, iou_loss = 0.036011, total_loss = 0.868846 \n",
            " total_bbox = 179273, rewritten_bbox = 0.000558 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.396201), count: 8, class_loss = 3.025542, iou_loss = 3.033817, total_loss = 6.059359 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.550791), count: 21, class_loss = 5.304935, iou_loss = 3.036997, total_loss = 8.341931 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.490390), count: 7, class_loss = 1.699395, iou_loss = 0.225038, total_loss = 1.924433 \n",
            " total_bbox = 179309, rewritten_bbox = 0.000558 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.470847), count: 8, class_loss = 3.114687, iou_loss = 8.722070, total_loss = 11.836757 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.524209), count: 19, class_loss = 6.706549, iou_loss = 2.947025, total_loss = 9.653574 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.500503), count: 11, class_loss = 3.413058, iou_loss = 0.397499, total_loss = 3.810557 \n",
            " total_bbox = 179347, rewritten_bbox = 0.000558 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.419023), count: 4, class_loss = 1.521254, iou_loss = 1.579685, total_loss = 3.100939 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.524647), count: 19, class_loss = 6.853593, iou_loss = 2.481486, total_loss = 9.335079 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.486835), count: 7, class_loss = 2.309393, iou_loss = 0.337064, total_loss = 2.646456 \n",
            " total_bbox = 179377, rewritten_bbox = 0.000557 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.069768), count: 1, class_loss = 0.389771, iou_loss = 0.014142, total_loss = 0.403914 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.539174), count: 13, class_loss = 4.284447, iou_loss = 1.470508, total_loss = 5.754955 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.406681), count: 9, class_loss = 2.465434, iou_loss = 0.173481, total_loss = 2.638915 \n",
            " total_bbox = 179400, rewritten_bbox = 0.000557 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.474076), count: 3, class_loss = 1.099809, iou_loss = 0.848926, total_loss = 1.948735 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.493608), count: 12, class_loss = 3.816645, iou_loss = 1.441643, total_loss = 5.258288 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.478004), count: 3, class_loss = 0.833060, iou_loss = 0.115821, total_loss = 0.948882 \n",
            " total_bbox = 179418, rewritten_bbox = 0.000557 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.000000), count: 1, class_loss = 0.008387, iou_loss = 0.000000, total_loss = 0.008387 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.563470), count: 7, class_loss = 2.411209, iou_loss = 0.971768, total_loss = 3.382977 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.442401), count: 8, class_loss = 2.033123, iou_loss = 0.149227, total_loss = 2.182351 \n",
            " total_bbox = 179433, rewritten_bbox = 0.000557 % \n",
            "\n",
            "\n",
            " Tensor Cores are disabled until the first 3000 iterations are reached.\n",
            " (next mAP calculation at 1000 iterations) \u001b]2;442/6000: loss=2.2 hours left=6.8\u0007\n",
            " 442: 2.229612, 2.776180 avg loss, 0.000038 rate, 3.330955 seconds, 28288 images, 6.825898 hours left\n",
            "Loaded: 0.000056 seconds\n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.567881), count: 1, class_loss = 0.361023, iou_loss = 0.385753, total_loss = 0.746776 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.681283), count: 7, class_loss = 2.270229, iou_loss = 1.134997, total_loss = 3.405226 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.444873), count: 5, class_loss = 0.891645, iou_loss = 0.110233, total_loss = 1.001878 \n",
            " total_bbox = 179446, rewritten_bbox = 0.000557 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.535391), count: 4, class_loss = 1.430945, iou_loss = 2.022922, total_loss = 3.453867 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.542944), count: 12, class_loss = 3.045356, iou_loss = 2.050147, total_loss = 5.095503 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.409849), count: 3, class_loss = 0.750248, iou_loss = 0.037749, total_loss = 0.787997 \n",
            " total_bbox = 179465, rewritten_bbox = 0.000557 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.513543), count: 1, class_loss = 0.369016, iou_loss = 0.324149, total_loss = 0.693165 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.518645), count: 6, class_loss = 2.575744, iou_loss = 0.692857, total_loss = 3.268601 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.436327), count: 8, class_loss = 2.863935, iou_loss = 0.145932, total_loss = 3.009866 \n",
            " total_bbox = 179480, rewritten_bbox = 0.000557 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.000000), count: 1, class_loss = 0.003650, iou_loss = 0.000000, total_loss = 0.003650 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.480456), count: 9, class_loss = 2.141502, iou_loss = 0.872534, total_loss = 3.014036 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.462067), count: 5, class_loss = 1.246914, iou_loss = 0.129651, total_loss = 1.376565 \n",
            " total_bbox = 179494, rewritten_bbox = 0.000557 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.582614), count: 1, class_loss = 0.378608, iou_loss = 0.369793, total_loss = 0.748401 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.626466), count: 12, class_loss = 2.506115, iou_loss = 2.289934, total_loss = 4.796049 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.777673), count: 4, class_loss = 0.786962, iou_loss = 0.478185, total_loss = 1.265147 \n",
            " total_bbox = 179511, rewritten_bbox = 0.000557 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.380129), count: 3, class_loss = 1.073233, iou_loss = 0.703097, total_loss = 1.776330 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.525543), count: 9, class_loss = 1.877010, iou_loss = 1.215705, total_loss = 3.092715 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.564583), count: 4, class_loss = 1.033923, iou_loss = 0.052606, total_loss = 1.086528 \n",
            " total_bbox = 179527, rewritten_bbox = 0.000557 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.539351), count: 3, class_loss = 0.977115, iou_loss = 1.582309, total_loss = 2.559424 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.607121), count: 8, class_loss = 1.832845, iou_loss = 1.580374, total_loss = 3.413219 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.405003), count: 5, class_loss = 1.518379, iou_loss = 0.032368, total_loss = 1.550747 \n",
            " total_bbox = 179543, rewritten_bbox = 0.000557 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.596333), count: 1, class_loss = 0.366728, iou_loss = 0.391350, total_loss = 0.758078 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.658777), count: 11, class_loss = 2.754383, iou_loss = 2.385667, total_loss = 5.140050 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.570549), count: 5, class_loss = 1.373611, iou_loss = 0.357735, total_loss = 1.731346 \n",
            " total_bbox = 179560, rewritten_bbox = 0.000557 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.405488), count: 3, class_loss = 1.182981, iou_loss = 2.215639, total_loss = 3.398619 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.595841), count: 6, class_loss = 2.254027, iou_loss = 0.891392, total_loss = 3.145420 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.417163), count: 5, class_loss = 1.483029, iou_loss = 0.066985, total_loss = 1.550014 \n",
            " total_bbox = 179574, rewritten_bbox = 0.000557 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.573133), count: 1, class_loss = 0.398389, iou_loss = 0.249392, total_loss = 0.647781 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.591739), count: 8, class_loss = 2.940579, iou_loss = 1.006387, total_loss = 3.946966 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.505840), count: 6, class_loss = 1.877268, iou_loss = 0.209572, total_loss = 2.086841 \n",
            " total_bbox = 179589, rewritten_bbox = 0.000557 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.653116), count: 1, class_loss = 0.354022, iou_loss = 0.513831, total_loss = 0.867853 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.695447), count: 7, class_loss = 1.932754, iou_loss = 1.415680, total_loss = 3.348433 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.490926), count: 7, class_loss = 2.301182, iou_loss = 0.221313, total_loss = 2.522496 \n",
            " total_bbox = 179604, rewritten_bbox = 0.000557 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.533370), count: 3, class_loss = 1.148213, iou_loss = 1.939769, total_loss = 3.087981 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.413417), count: 11, class_loss = 3.874883, iou_loss = 0.834742, total_loss = 4.709626 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.373461), count: 4, class_loss = 1.368775, iou_loss = 0.072098, total_loss = 1.440874 \n",
            " total_bbox = 179622, rewritten_bbox = 0.000557 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.570928), count: 2, class_loss = 0.754908, iou_loss = 1.072540, total_loss = 1.827447 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.548452), count: 7, class_loss = 2.056573, iou_loss = 1.070648, total_loss = 3.127222 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.495961), count: 4, class_loss = 0.742020, iou_loss = 0.324142, total_loss = 1.066162 \n",
            " total_bbox = 179635, rewritten_bbox = 0.000557 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.604048), count: 2, class_loss = 0.709490, iou_loss = 1.332937, total_loss = 2.042428 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.546275), count: 9, class_loss = 2.884626, iou_loss = 1.626875, total_loss = 4.511501 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.536018), count: 5, class_loss = 1.700283, iou_loss = 0.169021, total_loss = 1.869304 \n",
            " total_bbox = 179651, rewritten_bbox = 0.000557 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.272978), count: 1, class_loss = 0.396018, iou_loss = 0.050536, total_loss = 0.446554 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.574093), count: 6, class_loss = 2.189052, iou_loss = 0.903551, total_loss = 3.092603 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.396646), count: 7, class_loss = 1.785607, iou_loss = 0.083009, total_loss = 1.868615 \n",
            " total_bbox = 179665, rewritten_bbox = 0.000557 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.557290), count: 4, class_loss = 1.539286, iou_loss = 2.006227, total_loss = 3.545514 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.522475), count: 8, class_loss = 2.236049, iou_loss = 1.034528, total_loss = 3.270577 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.460707), count: 5, class_loss = 1.006437, iou_loss = 0.303031, total_loss = 1.309468 \n",
            " total_bbox = 179682, rewritten_bbox = 0.000557 % \n",
            "\n",
            "\n",
            " Tensor Cores are disabled until the first 3000 iterations are reached.\n",
            " (next mAP calculation at 1000 iterations) \u001b]2;443/6000: loss=1.5 hours left=6.8\u0007\n",
            " 443: 1.540307, 2.652593 avg loss, 0.000039 rate, 3.623862 seconds, 28352 images, 6.809066 hours left\n",
            "Loaded: 0.740648 seconds - performance bottleneck on CPU or Disk HDD/SSD\n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.000000), count: 1, class_loss = 0.014319, iou_loss = 0.000000, total_loss = 0.014319 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.711038), count: 5, class_loss = 1.865992, iou_loss = 0.732209, total_loss = 2.598201 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.485229), count: 8, class_loss = 2.249074, iou_loss = 0.203513, total_loss = 2.452587 \n",
            " total_bbox = 179695, rewritten_bbox = 0.000556 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.758960), count: 1, class_loss = 0.314123, iou_loss = 1.075323, total_loss = 1.389446 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.653434), count: 14, class_loss = 3.276399, iou_loss = 2.431434, total_loss = 5.707833 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.453771), count: 8, class_loss = 1.822153, iou_loss = 0.239131, total_loss = 2.061285 \n",
            " total_bbox = 179718, rewritten_bbox = 0.000556 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.632121), count: 4, class_loss = 1.450042, iou_loss = 2.200482, total_loss = 3.650525 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.605096), count: 15, class_loss = 4.901076, iou_loss = 2.949356, total_loss = 7.850432 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.467894), count: 6, class_loss = 1.694753, iou_loss = 0.261143, total_loss = 1.955896 \n",
            " total_bbox = 179743, rewritten_bbox = 0.000556 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.231031), count: 4, class_loss = 1.528343, iou_loss = 0.377351, total_loss = 1.905694 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.556551), count: 22, class_loss = 6.962873, iou_loss = 3.028728, total_loss = 9.991602 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.478735), count: 12, class_loss = 3.085307, iou_loss = 0.301348, total_loss = 3.386655 \n",
            " total_bbox = 179781, rewritten_bbox = 0.000556 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.439925), count: 6, class_loss = 2.141000, iou_loss = 2.842417, total_loss = 4.983417 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.509968), count: 20, class_loss = 6.505805, iou_loss = 2.490005, total_loss = 8.995810 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.373758), count: 8, class_loss = 1.863115, iou_loss = 0.118532, total_loss = 1.981646 \n",
            " total_bbox = 179815, rewritten_bbox = 0.000556 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.242077), count: 2, class_loss = 0.921133, iou_loss = 0.097799, total_loss = 1.018931 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.533211), count: 14, class_loss = 5.160611, iou_loss = 2.010323, total_loss = 7.170933 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.443176), count: 7, class_loss = 1.889183, iou_loss = 0.105102, total_loss = 1.994285 \n",
            " total_bbox = 179838, rewritten_bbox = 0.000556 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.534303), count: 2, class_loss = 0.777759, iou_loss = 1.242625, total_loss = 2.020384 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.533443), count: 8, class_loss = 3.116202, iou_loss = 1.207042, total_loss = 4.323244 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.366238), count: 3, class_loss = 1.101533, iou_loss = 0.116642, total_loss = 1.218175 \n",
            " total_bbox = 179851, rewritten_bbox = 0.000556 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.000000), count: 1, class_loss = 0.028438, iou_loss = 0.000000, total_loss = 0.028438 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.593677), count: 10, class_loss = 2.822292, iou_loss = 1.753092, total_loss = 4.575383 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.556570), count: 6, class_loss = 1.571833, iou_loss = 0.375529, total_loss = 1.947363 \n",
            " total_bbox = 179867, rewritten_bbox = 0.000556 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.453242), count: 6, class_loss = 2.154636, iou_loss = 2.588271, total_loss = 4.742907 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.610189), count: 27, class_loss = 9.538697, iou_loss = 5.095872, total_loss = 14.634569 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.548546), count: 11, class_loss = 3.272757, iou_loss = 0.460727, total_loss = 3.733483 \n",
            " total_bbox = 179911, rewritten_bbox = 0.000556 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.497680), count: 7, class_loss = 2.443431, iou_loss = 4.874372, total_loss = 7.317802 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.359061), count: 11, class_loss = 3.713402, iou_loss = 1.067944, total_loss = 4.781345 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.460090), count: 3, class_loss = 1.120437, iou_loss = 0.108061, total_loss = 1.228498 \n",
            " total_bbox = 179932, rewritten_bbox = 0.000556 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.431727), count: 4, class_loss = 1.363397, iou_loss = 1.308954, total_loss = 2.672351 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.501441), count: 18, class_loss = 5.478497, iou_loss = 2.671907, total_loss = 8.150404 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.446487), count: 8, class_loss = 2.514276, iou_loss = 0.128999, total_loss = 2.643276 \n",
            " total_bbox = 179962, rewritten_bbox = 0.000556 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.376154), count: 1, class_loss = 0.405635, iou_loss = 0.247417, total_loss = 0.653052 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.657662), count: 13, class_loss = 3.530088, iou_loss = 1.937666, total_loss = 5.467754 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.395454), count: 10, class_loss = 2.415098, iou_loss = 0.147578, total_loss = 2.562677 \n",
            " total_bbox = 179986, rewritten_bbox = 0.000556 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.482809), count: 13, class_loss = 4.857613, iou_loss = 9.322709, total_loss = 14.180322 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.555354), count: 28, class_loss = 8.869719, iou_loss = 4.078835, total_loss = 12.948554 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.472808), count: 11, class_loss = 2.449167, iou_loss = 0.430238, total_loss = 2.879405 \n",
            " total_bbox = 180038, rewritten_bbox = 0.000555 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.469556), count: 6, class_loss = 2.143147, iou_loss = 3.773358, total_loss = 5.916505 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.550307), count: 24, class_loss = 6.362239, iou_loss = 3.948212, total_loss = 10.310451 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.533243), count: 8, class_loss = 1.788874, iou_loss = 0.371403, total_loss = 2.160277 \n",
            " total_bbox = 180076, rewritten_bbox = 0.000555 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.494540), count: 9, class_loss = 3.405465, iou_loss = 6.800641, total_loss = 10.206106 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.511179), count: 27, class_loss = 7.734956, iou_loss = 4.523121, total_loss = 12.258078 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.521727), count: 5, class_loss = 1.195855, iou_loss = 0.183734, total_loss = 1.379589 \n",
            " total_bbox = 180117, rewritten_bbox = 0.000555 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.462046), count: 8, class_loss = 2.876971, iou_loss = 4.217955, total_loss = 7.094926 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.620035), count: 27, class_loss = 7.891558, iou_loss = 4.803625, total_loss = 12.695183 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.389385), count: 8, class_loss = 3.137498, iou_loss = 0.146114, total_loss = 3.283612 \n",
            " total_bbox = 180160, rewritten_bbox = 0.000555 % \n",
            "\n",
            "\n",
            " Tensor Cores are disabled until the first 3000 iterations are reached.\n",
            " (next mAP calculation at 1000 iterations) \u001b]2;444/6000: loss=3.1 hours left=6.8\u0007\n",
            " 444: 3.086041, 2.695937 avg loss, 0.000039 rate, 3.645530 seconds, 28416 images, 6.796915 hours left\n",
            "Loaded: 0.798757 seconds - performance bottleneck on CPU or Disk HDD/SSD\n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.523654), count: 3, class_loss = 1.176356, iou_loss = 2.412584, total_loss = 3.588940 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.610581), count: 10, class_loss = 2.945859, iou_loss = 1.342426, total_loss = 4.288285 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.519351), count: 9, class_loss = 2.221305, iou_loss = 0.269682, total_loss = 2.490987 \n",
            " total_bbox = 180182, rewritten_bbox = 0.000555 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.339044), count: 6, class_loss = 2.298663, iou_loss = 1.936484, total_loss = 4.235147 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.515024), count: 22, class_loss = 7.216940, iou_loss = 2.873807, total_loss = 10.090748 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.380173), count: 8, class_loss = 2.364198, iou_loss = 0.146449, total_loss = 2.510648 \n",
            " total_bbox = 180218, rewritten_bbox = 0.000555 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.000000), count: 1, class_loss = 0.010120, iou_loss = 0.000000, total_loss = 0.010120 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.543100), count: 18, class_loss = 5.333303, iou_loss = 2.578054, total_loss = 7.911358 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.430145), count: 9, class_loss = 2.514927, iou_loss = 0.468727, total_loss = 2.983655 \n",
            " total_bbox = 180245, rewritten_bbox = 0.000555 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.381297), count: 3, class_loss = 1.061975, iou_loss = 1.232538, total_loss = 2.294513 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.521861), count: 16, class_loss = 4.288511, iou_loss = 2.078584, total_loss = 6.367095 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.556414), count: 7, class_loss = 1.618368, iou_loss = 0.344816, total_loss = 1.963184 \n",
            " total_bbox = 180271, rewritten_bbox = 0.000555 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.406972), count: 3, class_loss = 1.240269, iou_loss = 1.261522, total_loss = 2.501790 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.512612), count: 12, class_loss = 4.277952, iou_loss = 1.270732, total_loss = 5.548684 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.423736), count: 11, class_loss = 3.146357, iou_loss = 0.214531, total_loss = 3.360889 \n",
            " total_bbox = 180297, rewritten_bbox = 0.000555 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.520905), count: 3, class_loss = 1.082881, iou_loss = 1.383534, total_loss = 2.466415 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.543070), count: 16, class_loss = 6.339443, iou_loss = 1.989835, total_loss = 8.329278 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.547432), count: 7, class_loss = 2.248841, iou_loss = 0.346609, total_loss = 2.595450 \n",
            " total_bbox = 180323, rewritten_bbox = 0.000555 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.000000), count: 1, class_loss = 0.014529, iou_loss = 0.000000, total_loss = 0.014529 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.594940), count: 7, class_loss = 1.295195, iou_loss = 0.863163, total_loss = 2.158359 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.520547), count: 8, class_loss = 1.881215, iou_loss = 0.182060, total_loss = 2.063275 \n",
            " total_bbox = 180338, rewritten_bbox = 0.000555 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.000000), count: 1, class_loss = 0.010130, iou_loss = 0.000000, total_loss = 0.010130 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.599171), count: 10, class_loss = 3.163741, iou_loss = 1.359797, total_loss = 4.523538 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.579704), count: 7, class_loss = 1.806265, iou_loss = 0.190339, total_loss = 1.996604 \n",
            " total_bbox = 180355, rewritten_bbox = 0.000554 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.263240), count: 4, class_loss = 1.534301, iou_loss = 0.351581, total_loss = 1.885882 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.507763), count: 26, class_loss = 8.288928, iou_loss = 2.668766, total_loss = 10.957694 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.422313), count: 12, class_loss = 3.278591, iou_loss = 0.230037, total_loss = 3.508628 \n",
            " total_bbox = 180397, rewritten_bbox = 0.000554 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.338025), count: 5, class_loss = 1.837789, iou_loss = 1.541919, total_loss = 3.379709 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.547783), count: 10, class_loss = 3.214391, iou_loss = 1.449661, total_loss = 4.664052 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.534705), count: 6, class_loss = 1.210974, iou_loss = 0.192980, total_loss = 1.403955 \n",
            " total_bbox = 180418, rewritten_bbox = 0.000554 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.342919), count: 3, class_loss = 1.147880, iou_loss = 1.041762, total_loss = 2.189642 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.498429), count: 11, class_loss = 3.359090, iou_loss = 1.098630, total_loss = 4.457719 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.574965), count: 7, class_loss = 1.773550, iou_loss = 0.318456, total_loss = 2.092006 \n",
            " total_bbox = 180439, rewritten_bbox = 0.000554 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.363635), count: 2, class_loss = 0.680377, iou_loss = 0.375647, total_loss = 1.056024 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.567039), count: 11, class_loss = 3.126543, iou_loss = 1.380717, total_loss = 4.507259 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.511098), count: 6, class_loss = 1.760730, iou_loss = 0.251347, total_loss = 2.012077 \n",
            " total_bbox = 180458, rewritten_bbox = 0.000554 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.512023), count: 1, class_loss = 0.398567, iou_loss = 0.250818, total_loss = 0.649386 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.592557), count: 11, class_loss = 3.475479, iou_loss = 1.833074, total_loss = 5.308553 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.441499), count: 6, class_loss = 1.850551, iou_loss = 0.260198, total_loss = 2.110750 \n",
            " total_bbox = 180476, rewritten_bbox = 0.000554 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.000000), count: 1, class_loss = 0.010940, iou_loss = 0.000000, total_loss = 0.010940 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.584463), count: 9, class_loss = 2.992775, iou_loss = 1.130735, total_loss = 4.123511 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.594163), count: 6, class_loss = 1.582554, iou_loss = 0.375578, total_loss = 1.958131 \n",
            " total_bbox = 180491, rewritten_bbox = 0.000554 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.408439), count: 2, class_loss = 0.788768, iou_loss = 0.791734, total_loss = 1.580501 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.542557), count: 12, class_loss = 2.824965, iou_loss = 1.619868, total_loss = 4.444833 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.511882), count: 4, class_loss = 0.472851, iou_loss = 0.196433, total_loss = 0.669285 \n",
            " total_bbox = 180509, rewritten_bbox = 0.000554 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.000000), count: 1, class_loss = 0.027900, iou_loss = 0.000000, total_loss = 0.027900 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.579392), count: 10, class_loss = 4.474963, iou_loss = 1.514224, total_loss = 5.989186 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.449915), count: 5, class_loss = 2.405776, iou_loss = 0.097581, total_loss = 2.503356 \n",
            " total_bbox = 180524, rewritten_bbox = 0.000554 % \n",
            "\n",
            "\n",
            " Tensor Cores are disabled until the first 3000 iterations are reached.\n",
            " (next mAP calculation at 1000 iterations) \u001b]2;445/6000: loss=2.3 hours left=6.8\u0007\n",
            " 445: 2.342855, 2.660629 avg loss, 0.000039 rate, 3.508480 seconds, 28480 images, 6.796639 hours left\n",
            "Loaded: 0.101449 seconds - performance bottleneck on CPU or Disk HDD/SSD\n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.460013), count: 2, class_loss = 0.734054, iou_loss = 1.337294, total_loss = 2.071348 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.483338), count: 8, class_loss = 1.816073, iou_loss = 0.953002, total_loss = 2.769075 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.438822), count: 5, class_loss = 0.983253, iou_loss = 0.110546, total_loss = 1.093799 \n",
            " total_bbox = 180539, rewritten_bbox = 0.000554 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.573056), count: 1, class_loss = 0.394642, iou_loss = 0.613863, total_loss = 1.008505 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.620032), count: 12, class_loss = 4.104402, iou_loss = 2.174507, total_loss = 6.278908 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.513643), count: 5, class_loss = 1.265892, iou_loss = 0.132153, total_loss = 1.398045 \n",
            " total_bbox = 180557, rewritten_bbox = 0.000554 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.707166), count: 2, class_loss = 0.828248, iou_loss = 1.844025, total_loss = 2.672272 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.544396), count: 10, class_loss = 3.204711, iou_loss = 1.140305, total_loss = 4.345016 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.477250), count: 10, class_loss = 2.962411, iou_loss = 0.222584, total_loss = 3.184995 \n",
            " total_bbox = 180579, rewritten_bbox = 0.000554 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.250740), count: 5, class_loss = 1.872460, iou_loss = 1.009758, total_loss = 2.882217 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.575741), count: 18, class_loss = 4.543687, iou_loss = 2.730976, total_loss = 7.274663 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.444341), count: 8, class_loss = 1.811529, iou_loss = 0.144801, total_loss = 1.956330 \n",
            " total_bbox = 180610, rewritten_bbox = 0.000554 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.551155), count: 8, class_loss = 2.817472, iou_loss = 6.184450, total_loss = 9.001922 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.543634), count: 22, class_loss = 6.980845, iou_loss = 3.450332, total_loss = 10.431177 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.509782), count: 11, class_loss = 3.073647, iou_loss = 0.768311, total_loss = 3.841958 \n",
            " total_bbox = 180651, rewritten_bbox = 0.000554 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.317217), count: 3, class_loss = 1.171570, iou_loss = 1.052345, total_loss = 2.223915 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.544651), count: 13, class_loss = 4.431420, iou_loss = 1.922190, total_loss = 6.353610 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.455863), count: 5, class_loss = 1.063642, iou_loss = 0.210064, total_loss = 1.273706 \n",
            " total_bbox = 180672, rewritten_bbox = 0.000553 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.000000), count: 1, class_loss = 0.005896, iou_loss = 0.000000, total_loss = 0.005896 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.525065), count: 8, class_loss = 1.819146, iou_loss = 1.076968, total_loss = 2.896114 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.462832), count: 9, class_loss = 1.964078, iou_loss = 0.122996, total_loss = 2.087074 \n",
            " total_bbox = 180689, rewritten_bbox = 0.000553 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.372007), count: 1, class_loss = 0.416918, iou_loss = 0.128178, total_loss = 0.545095 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.572622), count: 8, class_loss = 2.314819, iou_loss = 1.135578, total_loss = 3.450397 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.515058), count: 4, class_loss = 0.780037, iou_loss = 0.188864, total_loss = 0.968901 \n",
            " total_bbox = 180702, rewritten_bbox = 0.000553 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.351706), count: 1, class_loss = 0.428853, iou_loss = 0.231354, total_loss = 0.660208 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.603361), count: 7, class_loss = 1.869493, iou_loss = 1.418615, total_loss = 3.288108 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.395746), count: 7, class_loss = 2.094567, iou_loss = 0.090854, total_loss = 2.185421 \n",
            " total_bbox = 180717, rewritten_bbox = 0.000553 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.000000), count: 1, class_loss = 0.007921, iou_loss = 0.000000, total_loss = 0.007921 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.513971), count: 7, class_loss = 2.340958, iou_loss = 0.857299, total_loss = 3.198257 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.558248), count: 6, class_loss = 1.634312, iou_loss = 0.187226, total_loss = 1.821537 \n",
            " total_bbox = 180730, rewritten_bbox = 0.000553 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.586231), count: 2, class_loss = 0.677068, iou_loss = 1.331915, total_loss = 2.008983 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.539692), count: 14, class_loss = 4.566905, iou_loss = 1.479170, total_loss = 6.046075 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.427850), count: 9, class_loss = 2.497371, iou_loss = 0.138969, total_loss = 2.636341 \n",
            " total_bbox = 180755, rewritten_bbox = 0.000553 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.339666), count: 6, class_loss = 2.295448, iou_loss = 1.713320, total_loss = 4.008768 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.547820), count: 20, class_loss = 6.294343, iou_loss = 3.089383, total_loss = 9.383726 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.423018), count: 8, class_loss = 2.068379, iou_loss = 0.234721, total_loss = 2.303100 \n",
            " total_bbox = 180789, rewritten_bbox = 0.000553 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.613809), count: 3, class_loss = 1.036431, iou_loss = 1.632726, total_loss = 2.669157 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.578585), count: 29, class_loss = 8.772367, iou_loss = 4.434161, total_loss = 13.206529 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.458635), count: 11, class_loss = 3.001898, iou_loss = 0.429512, total_loss = 3.431410 \n",
            " total_bbox = 180832, rewritten_bbox = 0.000553 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.503142), count: 2, class_loss = 0.744450, iou_loss = 0.949878, total_loss = 1.694329 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.577628), count: 13, class_loss = 4.359152, iou_loss = 1.908750, total_loss = 6.267901 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.459800), count: 6, class_loss = 1.202637, iou_loss = 0.083340, total_loss = 1.285977 \n",
            " total_bbox = 180853, rewritten_bbox = 0.000553 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.543709), count: 4, class_loss = 1.385392, iou_loss = 2.768272, total_loss = 4.153664 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.646087), count: 10, class_loss = 2.657835, iou_loss = 1.532140, total_loss = 4.189974 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.437769), count: 4, class_loss = 1.093575, iou_loss = 0.074062, total_loss = 1.167638 \n",
            " total_bbox = 180871, rewritten_bbox = 0.000553 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.660919), count: 1, class_loss = 0.402179, iou_loss = 0.583815, total_loss = 0.985994 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.562554), count: 9, class_loss = 3.170403, iou_loss = 1.408097, total_loss = 4.578500 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.571951), count: 6, class_loss = 1.768244, iou_loss = 0.361016, total_loss = 2.129260 \n",
            " total_bbox = 180887, rewritten_bbox = 0.000553 % \n",
            "\n",
            "\n",
            " Tensor Cores are disabled until the first 3000 iterations are reached.\n",
            " (next mAP calculation at 1000 iterations) \u001b]2;446/6000: loss=2.3 hours left=6.8\u0007\n",
            " 446: 2.252651, 2.619831 avg loss, 0.000040 rate, 3.687451 seconds, 28544 images, 6.795136 hours left\n",
            "Loaded: 0.882807 seconds - performance bottleneck on CPU or Disk HDD/SSD\n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.402852), count: 5, class_loss = 1.733066, iou_loss = 1.502858, total_loss = 3.235924 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.552464), count: 21, class_loss = 7.205925, iou_loss = 2.963265, total_loss = 10.169189 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.486578), count: 13, class_loss = 4.107875, iou_loss = 0.287477, total_loss = 4.395352 \n",
            " total_bbox = 180926, rewritten_bbox = 0.000553 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.471755), count: 5, class_loss = 1.881096, iou_loss = 1.942651, total_loss = 3.823747 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.609056), count: 16, class_loss = 3.802505, iou_loss = 3.692800, total_loss = 7.495306 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.552966), count: 4, class_loss = 0.984156, iou_loss = 0.182401, total_loss = 1.166557 \n",
            " total_bbox = 180951, rewritten_bbox = 0.000553 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.000000), count: 1, class_loss = 0.016721, iou_loss = 0.000000, total_loss = 0.016721 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.622245), count: 8, class_loss = 2.910465, iou_loss = 1.108596, total_loss = 4.019061 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.516972), count: 12, class_loss = 3.949377, iou_loss = 0.375610, total_loss = 4.324987 \n",
            " total_bbox = 180971, rewritten_bbox = 0.000553 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.000000), count: 1, class_loss = 0.009060, iou_loss = 0.000000, total_loss = 0.009060 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.578521), count: 12, class_loss = 3.588366, iou_loss = 1.931872, total_loss = 5.520238 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.479013), count: 4, class_loss = 1.040161, iou_loss = 0.258249, total_loss = 1.298410 \n",
            " total_bbox = 180987, rewritten_bbox = 0.000553 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.600652), count: 1, class_loss = 0.317693, iou_loss = 0.275473, total_loss = 0.593165 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.607997), count: 9, class_loss = 2.829792, iou_loss = 1.421176, total_loss = 4.250968 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.508335), count: 7, class_loss = 1.441995, iou_loss = 0.205668, total_loss = 1.647663 \n",
            " total_bbox = 181004, rewritten_bbox = 0.000552 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.559912), count: 5, class_loss = 1.894462, iou_loss = 3.583101, total_loss = 5.477562 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.408596), count: 10, class_loss = 3.659416, iou_loss = 1.099900, total_loss = 4.759316 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.622446), count: 2, class_loss = 0.599949, iou_loss = 0.227844, total_loss = 0.827793 \n",
            " total_bbox = 181021, rewritten_bbox = 0.000552 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.393243), count: 7, class_loss = 2.626744, iou_loss = 2.267474, total_loss = 4.894218 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.522219), count: 19, class_loss = 5.826180, iou_loss = 2.604423, total_loss = 8.430603 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.520572), count: 6, class_loss = 1.819836, iou_loss = 0.233660, total_loss = 2.053496 \n",
            " total_bbox = 181053, rewritten_bbox = 0.000552 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.469480), count: 8, class_loss = 2.991381, iou_loss = 3.161557, total_loss = 6.152938 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.592177), count: 22, class_loss = 6.362586, iou_loss = 4.477782, total_loss = 10.840368 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.417440), count: 10, class_loss = 2.360076, iou_loss = 0.136593, total_loss = 2.496669 \n",
            " total_bbox = 181093, rewritten_bbox = 0.000552 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.413910), count: 3, class_loss = 1.113936, iou_loss = 1.098852, total_loss = 2.212788 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.573863), count: 10, class_loss = 4.040184, iou_loss = 1.417079, total_loss = 5.457263 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.587003), count: 2, class_loss = 1.027773, iou_loss = 0.073543, total_loss = 1.101317 \n",
            " total_bbox = 181108, rewritten_bbox = 0.000552 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.419294), count: 6, class_loss = 2.223030, iou_loss = 4.855391, total_loss = 7.078420 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.580231), count: 11, class_loss = 4.479659, iou_loss = 1.906621, total_loss = 6.386280 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.372958), count: 5, class_loss = 1.428447, iou_loss = 0.088218, total_loss = 1.516665 \n",
            " total_bbox = 181130, rewritten_bbox = 0.000552 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.415155), count: 5, class_loss = 1.784408, iou_loss = 1.818125, total_loss = 3.602533 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.505888), count: 24, class_loss = 7.107431, iou_loss = 3.090965, total_loss = 10.198396 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.451558), count: 8, class_loss = 2.349543, iou_loss = 0.319721, total_loss = 2.669264 \n",
            " total_bbox = 181167, rewritten_bbox = 0.000552 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.836272), count: 1, class_loss = 0.374766, iou_loss = 0.997839, total_loss = 1.372605 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.551307), count: 8, class_loss = 1.922266, iou_loss = 1.114448, total_loss = 3.036714 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.341349), count: 6, class_loss = 1.618732, iou_loss = 0.056603, total_loss = 1.675335 \n",
            " total_bbox = 181182, rewritten_bbox = 0.000552 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.646438), count: 2, class_loss = 0.756666, iou_loss = 0.876175, total_loss = 1.632841 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.598902), count: 10, class_loss = 3.183840, iou_loss = 1.712834, total_loss = 4.896674 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.606150), count: 4, class_loss = 1.278950, iou_loss = 0.180156, total_loss = 1.459107 \n",
            " total_bbox = 181198, rewritten_bbox = 0.000552 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.633337), count: 2, class_loss = 0.704054, iou_loss = 0.732827, total_loss = 1.436881 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.503515), count: 12, class_loss = 3.509298, iou_loss = 1.385549, total_loss = 4.894846 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.385841), count: 7, class_loss = 2.537310, iou_loss = 0.155142, total_loss = 2.692452 \n",
            " total_bbox = 181219, rewritten_bbox = 0.000552 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.418699), count: 8, class_loss = 2.961675, iou_loss = 2.912199, total_loss = 5.873875 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.429216), count: 16, class_loss = 4.451571, iou_loss = 1.698691, total_loss = 6.150262 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.453077), count: 4, class_loss = 0.712533, iou_loss = 0.091217, total_loss = 0.803750 \n",
            " total_bbox = 181247, rewritten_bbox = 0.000552 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.480005), count: 11, class_loss = 3.899408, iou_loss = 4.848079, total_loss = 8.747487 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.531775), count: 32, class_loss = 11.058721, iou_loss = 4.570200, total_loss = 15.628921 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.397835), count: 11, class_loss = 3.286668, iou_loss = 0.355931, total_loss = 3.642599 \n",
            " total_bbox = 181301, rewritten_bbox = 0.000552 % \n",
            "\n",
            "\n",
            " Tensor Cores are disabled until the first 3000 iterations are reached.\n",
            " (next mAP calculation at 1000 iterations) \u001b]2;447/6000: loss=2.8 hours left=6.8\u0007\n",
            " 447: 2.753360, 2.633184 avg loss, 0.000040 rate, 3.690427 seconds, 28608 images, 6.785639 hours left\n",
            "Loaded: 1.441862 seconds - performance bottleneck on CPU or Disk HDD/SSD\n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.484243), count: 6, class_loss = 2.129209, iou_loss = 3.212100, total_loss = 5.341309 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.582148), count: 14, class_loss = 4.578071, iou_loss = 1.841424, total_loss = 6.419496 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.350169), count: 9, class_loss = 2.003041, iou_loss = 0.125984, total_loss = 2.129025 \n",
            " total_bbox = 181330, rewritten_bbox = 0.000551 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.373147), count: 7, class_loss = 2.791353, iou_loss = 3.142100, total_loss = 5.933453 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.494746), count: 32, class_loss = 9.636612, iou_loss = 2.916388, total_loss = 12.552999 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.486084), count: 12, class_loss = 3.196025, iou_loss = 0.363236, total_loss = 3.559261 \n",
            " total_bbox = 181381, rewritten_bbox = 0.000551 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.498724), count: 4, class_loss = 1.391878, iou_loss = 1.757887, total_loss = 3.149764 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.520518), count: 17, class_loss = 5.955150, iou_loss = 2.330405, total_loss = 8.285555 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.437353), count: 6, class_loss = 1.525783, iou_loss = 0.141295, total_loss = 1.667078 \n",
            " total_bbox = 181408, rewritten_bbox = 0.000551 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.509055), count: 4, class_loss = 1.538443, iou_loss = 1.342897, total_loss = 2.881341 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.536471), count: 18, class_loss = 5.373872, iou_loss = 2.163500, total_loss = 7.537372 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.476031), count: 5, class_loss = 1.608727, iou_loss = 0.156986, total_loss = 1.765712 \n",
            " total_bbox = 181435, rewritten_bbox = 0.000551 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.509307), count: 7, class_loss = 2.499212, iou_loss = 3.042534, total_loss = 5.541746 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.539346), count: 31, class_loss = 9.225739, iou_loss = 4.371742, total_loss = 13.597482 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.478986), count: 13, class_loss = 2.842427, iou_loss = 0.291654, total_loss = 3.134081 \n",
            " total_bbox = 181486, rewritten_bbox = 0.000551 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.424176), count: 6, class_loss = 2.271255, iou_loss = 1.492975, total_loss = 3.764230 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.559181), count: 36, class_loss = 9.830314, iou_loss = 5.774091, total_loss = 15.604404 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.448266), count: 11, class_loss = 2.634207, iou_loss = 0.259931, total_loss = 2.894137 \n",
            " total_bbox = 181539, rewritten_bbox = 0.000551 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.319620), count: 2, class_loss = 0.702926, iou_loss = 1.009265, total_loss = 1.712191 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.520196), count: 21, class_loss = 6.301548, iou_loss = 2.625255, total_loss = 8.926803 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.489272), count: 11, class_loss = 3.068637, iou_loss = 0.273520, total_loss = 3.342157 \n",
            " total_bbox = 181573, rewritten_bbox = 0.000551 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.347724), count: 5, class_loss = 1.927300, iou_loss = 2.147970, total_loss = 4.075270 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.497426), count: 22, class_loss = 6.845687, iou_loss = 2.067401, total_loss = 8.913089 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.432944), count: 13, class_loss = 3.525099, iou_loss = 0.193635, total_loss = 3.718733 \n",
            " total_bbox = 181613, rewritten_bbox = 0.000551 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.550347), count: 4, class_loss = 1.461884, iou_loss = 2.117826, total_loss = 3.579710 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.535028), count: 28, class_loss = 8.714534, iou_loss = 3.639882, total_loss = 12.354416 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.458878), count: 12, class_loss = 3.486898, iou_loss = 0.373575, total_loss = 3.860473 \n",
            " total_bbox = 181657, rewritten_bbox = 0.000550 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.455775), count: 8, class_loss = 2.970520, iou_loss = 5.135743, total_loss = 8.106263 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.594795), count: 26, class_loss = 7.354356, iou_loss = 5.676752, total_loss = 13.031108 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.474703), count: 11, class_loss = 3.075023, iou_loss = 0.467725, total_loss = 3.542749 \n",
            " total_bbox = 181702, rewritten_bbox = 0.000550 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.373653), count: 1, class_loss = 0.336151, iou_loss = 0.386948, total_loss = 0.723099 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.604410), count: 17, class_loss = 4.996404, iou_loss = 2.891329, total_loss = 7.887733 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.506748), count: 9, class_loss = 2.067601, iou_loss = 0.314113, total_loss = 2.381714 \n",
            " total_bbox = 181729, rewritten_bbox = 0.000550 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.000000), count: 1, class_loss = 0.008142, iou_loss = 0.000000, total_loss = 0.008142 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.648400), count: 8, class_loss = 2.730777, iou_loss = 1.281545, total_loss = 4.012321 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.550224), count: 6, class_loss = 0.902732, iou_loss = 0.327065, total_loss = 1.229797 \n",
            " total_bbox = 181743, rewritten_bbox = 0.000550 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.000000), count: 1, class_loss = 0.005293, iou_loss = 0.000000, total_loss = 0.005293 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.641050), count: 5, class_loss = 1.627135, iou_loss = 0.938285, total_loss = 2.565419 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.376716), count: 9, class_loss = 2.854316, iou_loss = 0.097720, total_loss = 2.952036 \n",
            " total_bbox = 181757, rewritten_bbox = 0.000550 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.310998), count: 9, class_loss = 3.277534, iou_loss = 2.569246, total_loss = 5.846780 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.544127), count: 20, class_loss = 5.790445, iou_loss = 2.755910, total_loss = 8.546355 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.525482), count: 9, class_loss = 2.182446, iou_loss = 0.284247, total_loss = 2.466693 \n",
            " total_bbox = 181795, rewritten_bbox = 0.000550 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.389056), count: 8, class_loss = 2.881872, iou_loss = 2.796354, total_loss = 5.678226 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.549384), count: 23, class_loss = 7.059652, iou_loss = 3.735381, total_loss = 10.795033 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.396488), count: 7, class_loss = 1.889711, iou_loss = 0.193870, total_loss = 2.083580 \n",
            " total_bbox = 181833, rewritten_bbox = 0.000550 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.390967), count: 1, class_loss = 0.411319, iou_loss = 0.192081, total_loss = 0.603400 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.577417), count: 29, class_loss = 8.396065, iou_loss = 4.190484, total_loss = 12.586549 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.506072), count: 15, class_loss = 4.422164, iou_loss = 0.471379, total_loss = 4.893544 \n",
            " total_bbox = 181878, rewritten_bbox = 0.000550 % \n",
            "\n",
            "\n",
            " Tensor Cores are disabled until the first 3000 iterations are reached.\n",
            " (next mAP calculation at 1000 iterations) \u001b]2;448/6000: loss=3.6 hours left=6.8\u0007\n",
            " 448: 3.598347, 2.729701 avg loss, 0.000040 rate, 3.558939 seconds, 28672 images, 6.788325 hours left\n",
            "Loaded: 0.000064 seconds\n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.520034), count: 1, class_loss = 0.436735, iou_loss = 0.505598, total_loss = 0.942332 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.545709), count: 9, class_loss = 2.690210, iou_loss = 1.226771, total_loss = 3.916981 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.460944), count: 7, class_loss = 1.755850, iou_loss = 0.176576, total_loss = 1.932426 \n",
            " total_bbox = 181895, rewritten_bbox = 0.000550 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.000000), count: 1, class_loss = 0.003042, iou_loss = 0.000000, total_loss = 0.003042 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.559731), count: 10, class_loss = 2.103735, iou_loss = 1.243970, total_loss = 3.347705 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.459975), count: 7, class_loss = 1.552388, iou_loss = 0.127673, total_loss = 1.680062 \n",
            " total_bbox = 181912, rewritten_bbox = 0.000550 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.659189), count: 2, class_loss = 0.800505, iou_loss = 1.524835, total_loss = 2.325339 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.574962), count: 13, class_loss = 3.981118, iou_loss = 2.207652, total_loss = 6.188770 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.446109), count: 5, class_loss = 1.853623, iou_loss = 0.089201, total_loss = 1.942825 \n",
            " total_bbox = 181932, rewritten_bbox = 0.000550 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.000000), count: 1, class_loss = 0.004647, iou_loss = 0.000000, total_loss = 0.004647 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.657530), count: 7, class_loss = 2.866659, iou_loss = 1.173880, total_loss = 4.040539 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.520763), count: 8, class_loss = 1.926298, iou_loss = 0.176359, total_loss = 2.102657 \n",
            " total_bbox = 181947, rewritten_bbox = 0.000550 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.512211), count: 2, class_loss = 0.767412, iou_loss = 1.275082, total_loss = 2.042494 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.558001), count: 8, class_loss = 2.002583, iou_loss = 1.294332, total_loss = 3.296915 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.419515), count: 6, class_loss = 1.655296, iou_loss = 0.111963, total_loss = 1.767259 \n",
            " total_bbox = 181963, rewritten_bbox = 0.000550 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.000000), count: 1, class_loss = 0.008131, iou_loss = 0.000000, total_loss = 0.008131 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.679398), count: 12, class_loss = 2.620796, iou_loss = 2.237962, total_loss = 4.858758 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.544294), count: 7, class_loss = 1.013180, iou_loss = 0.205016, total_loss = 1.218196 \n",
            " total_bbox = 181982, rewritten_bbox = 0.000550 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.455483), count: 4, class_loss = 1.566729, iou_loss = 1.912829, total_loss = 3.479558 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.491971), count: 16, class_loss = 4.644031, iou_loss = 2.519291, total_loss = 7.163322 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.427918), count: 8, class_loss = 1.591427, iou_loss = 0.150393, total_loss = 1.741820 \n",
            " total_bbox = 182010, rewritten_bbox = 0.000549 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.327210), count: 8, class_loss = 3.132027, iou_loss = 2.417476, total_loss = 5.549503 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.553073), count: 25, class_loss = 7.982491, iou_loss = 3.792585, total_loss = 11.775076 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.521883), count: 10, class_loss = 2.586653, iou_loss = 0.540331, total_loss = 3.126983 \n",
            " total_bbox = 182053, rewritten_bbox = 0.000549 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.517796), count: 2, class_loss = 0.735771, iou_loss = 1.061650, total_loss = 1.797421 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.684676), count: 9, class_loss = 2.258487, iou_loss = 2.220554, total_loss = 4.479041 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.558018), count: 4, class_loss = 1.017096, iou_loss = 0.231661, total_loss = 1.248757 \n",
            " total_bbox = 182068, rewritten_bbox = 0.000549 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.000000), count: 1, class_loss = 0.006535, iou_loss = 0.000000, total_loss = 0.006535 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.604674), count: 10, class_loss = 2.379306, iou_loss = 1.706718, total_loss = 4.086024 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.469360), count: 6, class_loss = 1.684894, iou_loss = 0.288929, total_loss = 1.973823 \n",
            " total_bbox = 182084, rewritten_bbox = 0.000549 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.516749), count: 2, class_loss = 0.742393, iou_loss = 1.264296, total_loss = 2.006689 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.586268), count: 8, class_loss = 1.919462, iou_loss = 1.341555, total_loss = 3.261017 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.466242), count: 5, class_loss = 0.979885, iou_loss = 0.072450, total_loss = 1.052334 \n",
            " total_bbox = 182099, rewritten_bbox = 0.000549 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.771338), count: 1, class_loss = 0.368310, iou_loss = 0.416370, total_loss = 0.784680 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.543815), count: 9, class_loss = 2.187600, iou_loss = 1.056971, total_loss = 3.244570 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.536149), count: 7, class_loss = 2.280436, iou_loss = 0.397384, total_loss = 2.677820 \n",
            " total_bbox = 182116, rewritten_bbox = 0.000549 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.546522), count: 2, class_loss = 0.780463, iou_loss = 1.548963, total_loss = 2.329426 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.522046), count: 11, class_loss = 2.594682, iou_loss = 1.775235, total_loss = 4.369916 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.583444), count: 3, class_loss = 0.725620, iou_loss = 0.131757, total_loss = 0.857376 \n",
            " total_bbox = 182132, rewritten_bbox = 0.000549 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.611255), count: 2, class_loss = 0.692261, iou_loss = 1.288622, total_loss = 1.980884 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.475761), count: 17, class_loss = 5.878042, iou_loss = 2.031107, total_loss = 7.909149 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.444355), count: 10, class_loss = 3.349518, iou_loss = 0.249743, total_loss = 3.599260 \n",
            " total_bbox = 182161, rewritten_bbox = 0.000549 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.377000), count: 10, class_loss = 3.853135, iou_loss = 4.103682, total_loss = 7.956816 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.473442), count: 21, class_loss = 6.692383, iou_loss = 2.049484, total_loss = 8.741867 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.452268), count: 11, class_loss = 3.074899, iou_loss = 0.214309, total_loss = 3.289208 \n",
            " total_bbox = 182203, rewritten_bbox = 0.000549 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.394342), count: 6, class_loss = 2.180873, iou_loss = 3.305476, total_loss = 5.486349 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.528632), count: 23, class_loss = 6.947562, iou_loss = 3.285871, total_loss = 10.233433 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.464071), count: 9, class_loss = 2.637627, iou_loss = 0.202229, total_loss = 2.839856 \n",
            " total_bbox = 182241, rewritten_bbox = 0.000549 % \n",
            "\n",
            "\n",
            " Tensor Cores are disabled until the first 3000 iterations are reached.\n",
            " (next mAP calculation at 1000 iterations) \u001b]2;449/6000: loss=2.2 hours left=6.8\u0007\n",
            " 449: 2.205831, 2.677314 avg loss, 0.000041 rate, 3.612727 seconds, 28736 images, 6.797566 hours left\n",
            "Loaded: 0.645398 seconds - performance bottleneck on CPU or Disk HDD/SSD\n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.475853), count: 4, class_loss = 1.372053, iou_loss = 1.500350, total_loss = 2.872403 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.552793), count: 15, class_loss = 4.727870, iou_loss = 2.200111, total_loss = 6.927981 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.492812), count: 9, class_loss = 1.754766, iou_loss = 0.288450, total_loss = 2.043216 \n",
            " total_bbox = 182269, rewritten_bbox = 0.000549 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.430814), count: 4, class_loss = 1.676232, iou_loss = 1.593922, total_loss = 3.270153 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.498190), count: 32, class_loss = 10.334273, iou_loss = 3.443613, total_loss = 13.777886 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.478071), count: 11, class_loss = 3.679515, iou_loss = 0.358109, total_loss = 4.037624 \n",
            " total_bbox = 182316, rewritten_bbox = 0.000548 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.385310), count: 11, class_loss = 3.991427, iou_loss = 2.611555, total_loss = 6.602982 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.494177), count: 28, class_loss = 8.975269, iou_loss = 4.073939, total_loss = 13.049209 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.489484), count: 11, class_loss = 2.805031, iou_loss = 0.243802, total_loss = 3.048833 \n",
            " total_bbox = 182366, rewritten_bbox = 0.000548 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.652203), count: 3, class_loss = 1.088711, iou_loss = 1.663536, total_loss = 2.752246 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.558047), count: 12, class_loss = 3.426560, iou_loss = 1.842262, total_loss = 5.268822 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.499643), count: 3, class_loss = 1.293075, iou_loss = 0.079964, total_loss = 1.373039 \n",
            " total_bbox = 182384, rewritten_bbox = 0.000548 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.417187), count: 8, class_loss = 2.949947, iou_loss = 2.882215, total_loss = 5.832161 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.510389), count: 27, class_loss = 8.472077, iou_loss = 3.675543, total_loss = 12.147620 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.390049), count: 10, class_loss = 2.796529, iou_loss = 0.123376, total_loss = 2.919905 \n",
            " total_bbox = 182429, rewritten_bbox = 0.000548 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.477780), count: 4, class_loss = 1.542886, iou_loss = 1.763203, total_loss = 3.306088 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.582180), count: 16, class_loss = 5.369164, iou_loss = 3.120198, total_loss = 8.489362 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.472634), count: 7, class_loss = 2.474181, iou_loss = 0.175248, total_loss = 2.649429 \n",
            " total_bbox = 182456, rewritten_bbox = 0.000548 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.653314), count: 1, class_loss = 0.338968, iou_loss = 0.541724, total_loss = 0.880693 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.601167), count: 8, class_loss = 1.614294, iou_loss = 1.414751, total_loss = 3.029046 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.479147), count: 4, class_loss = 0.747607, iou_loss = 0.067370, total_loss = 0.814978 \n",
            " total_bbox = 182469, rewritten_bbox = 0.000548 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.642251), count: 1, class_loss = 0.326566, iou_loss = 0.510313, total_loss = 0.836879 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.681930), count: 9, class_loss = 1.731742, iou_loss = 1.728932, total_loss = 3.460674 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.534355), count: 3, class_loss = 0.453906, iou_loss = 0.264663, total_loss = 0.718569 \n",
            " total_bbox = 182482, rewritten_bbox = 0.000548 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.453810), count: 4, class_loss = 1.468113, iou_loss = 1.388769, total_loss = 2.856882 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.490373), count: 19, class_loss = 7.240602, iou_loss = 2.472900, total_loss = 9.713502 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.442011), count: 9, class_loss = 2.635124, iou_loss = 0.175012, total_loss = 2.810135 \n",
            " total_bbox = 182514, rewritten_bbox = 0.000548 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.428587), count: 8, class_loss = 2.975366, iou_loss = 4.541423, total_loss = 7.516789 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.571411), count: 24, class_loss = 7.421450, iou_loss = 3.459235, total_loss = 10.880685 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.513580), count: 13, class_loss = 3.353867, iou_loss = 0.388323, total_loss = 3.742190 \n",
            " total_bbox = 182559, rewritten_bbox = 0.000548 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.447770), count: 5, class_loss = 1.869740, iou_loss = 1.805453, total_loss = 3.675193 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.515578), count: 19, class_loss = 6.536255, iou_loss = 3.019897, total_loss = 9.556152 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.494214), count: 8, class_loss = 2.407461, iou_loss = 0.226865, total_loss = 2.634326 \n",
            " total_bbox = 182591, rewritten_bbox = 0.000548 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.481753), count: 4, class_loss = 1.490791, iou_loss = 1.662503, total_loss = 3.153294 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.587152), count: 10, class_loss = 3.072368, iou_loss = 1.680935, total_loss = 4.753303 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.375918), count: 4, class_loss = 1.577111, iou_loss = 0.055043, total_loss = 1.632154 \n",
            " total_bbox = 182609, rewritten_bbox = 0.000548 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.501200), count: 2, class_loss = 0.703207, iou_loss = 1.408029, total_loss = 2.111237 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.564630), count: 9, class_loss = 2.081888, iou_loss = 1.267188, total_loss = 3.349077 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.509042), count: 4, class_loss = 1.132403, iou_loss = 0.077211, total_loss = 1.209614 \n",
            " total_bbox = 182624, rewritten_bbox = 0.000548 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.000000), count: 1, class_loss = 0.009025, iou_loss = 0.000000, total_loss = 0.009025 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.635722), count: 8, class_loss = 2.086284, iou_loss = 1.254099, total_loss = 3.340384 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.601986), count: 8, class_loss = 2.481015, iou_loss = 0.256946, total_loss = 2.737961 \n",
            " total_bbox = 182640, rewritten_bbox = 0.000548 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.480889), count: 1, class_loss = 0.337181, iou_loss = 0.233087, total_loss = 0.570268 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.597400), count: 8, class_loss = 2.661355, iou_loss = 1.587967, total_loss = 4.249322 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.348614), count: 6, class_loss = 1.533189, iou_loss = 0.106767, total_loss = 1.639956 \n",
            " total_bbox = 182655, rewritten_bbox = 0.000547 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.000000), count: 1, class_loss = 0.011374, iou_loss = 0.000000, total_loss = 0.011374 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.554973), count: 10, class_loss = 2.468961, iou_loss = 1.156886, total_loss = 3.625847 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.477359), count: 7, class_loss = 1.345666, iou_loss = 0.218073, total_loss = 1.563739 \n",
            " total_bbox = 182672, rewritten_bbox = 0.000547 % \n",
            "\n",
            "\n",
            " Tensor Cores are disabled until the first 3000 iterations are reached.\n",
            " (next mAP calculation at 1000 iterations) \u001b]2;450/6000: loss=2.8 hours left=6.8\u0007\n",
            " 450: 2.775745, 2.687157 avg loss, 0.000041 rate, 3.641351 seconds, 28800 images, 6.785297 hours left\n",
            "Resizing, random_coef = 1.40 \n",
            "\n",
            " 320 x 320 \n",
            " try to allocate additional workspace_size = 65.72 MB \n",
            " CUDA allocate done! \n",
            "Loaded: 0.406726 seconds - performance bottleneck on CPU or Disk HDD/SSD\n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.507804), count: 14, class_loss = 5.317500, iou_loss = 4.212972, total_loss = 9.530472 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.536090), count: 22, class_loss = 6.765472, iou_loss = 2.024167, total_loss = 8.789639 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.494567), count: 4, class_loss = 0.974484, iou_loss = 0.070491, total_loss = 1.044975 \n",
            " total_bbox = 182712, rewritten_bbox = 0.000547 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.431259), count: 11, class_loss = 4.271939, iou_loss = 2.952744, total_loss = 7.224682 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.619821), count: 15, class_loss = 5.369850, iou_loss = 1.765656, total_loss = 7.135506 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.412541), count: 3, class_loss = 0.981121, iou_loss = 0.087740, total_loss = 1.068861 \n",
            " total_bbox = 182741, rewritten_bbox = 0.000547 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.433169), count: 10, class_loss = 3.654475, iou_loss = 3.955068, total_loss = 7.609542 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.471439), count: 14, class_loss = 4.835088, iou_loss = 0.822419, total_loss = 5.657507 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.417322), count: 6, class_loss = 1.606427, iou_loss = 0.041011, total_loss = 1.647438 \n",
            " total_bbox = 182771, rewritten_bbox = 0.000547 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.436756), count: 11, class_loss = 4.155701, iou_loss = 3.149780, total_loss = 7.305481 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.518653), count: 22, class_loss = 7.076661, iou_loss = 1.599531, total_loss = 8.676191 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.391132), count: 5, class_loss = 1.341466, iou_loss = 0.053356, total_loss = 1.394821 \n",
            " total_bbox = 182809, rewritten_bbox = 0.000547 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.484669), count: 9, class_loss = 3.279600, iou_loss = 2.094207, total_loss = 5.373807 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.513013), count: 25, class_loss = 8.322481, iou_loss = 1.594190, total_loss = 9.916671 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.418920), count: 9, class_loss = 2.675867, iou_loss = 0.083843, total_loss = 2.759709 \n",
            " total_bbox = 182852, rewritten_bbox = 0.000547 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.542144), count: 4, class_loss = 1.441517, iou_loss = 1.050286, total_loss = 2.491803 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.631058), count: 17, class_loss = 5.730001, iou_loss = 1.623413, total_loss = 7.353414 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.454425), count: 7, class_loss = 2.074621, iou_loss = 0.225982, total_loss = 2.300603 \n",
            " total_bbox = 182880, rewritten_bbox = 0.000547 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.425479), count: 3, class_loss = 1.086164, iou_loss = 0.560394, total_loss = 1.646558 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.671845), count: 11, class_loss = 2.186863, iou_loss = 1.078671, total_loss = 3.265534 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.500040), count: 4, class_loss = 0.633286, iou_loss = 0.061012, total_loss = 0.694298 \n",
            " total_bbox = 182898, rewritten_bbox = 0.000547 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.489857), count: 5, class_loss = 1.886595, iou_loss = 1.341611, total_loss = 3.228206 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.491335), count: 10, class_loss = 2.742553, iou_loss = 0.992197, total_loss = 3.734750 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.463564), count: 2, class_loss = 0.485397, iou_loss = 0.026223, total_loss = 0.511620 \n",
            " total_bbox = 182915, rewritten_bbox = 0.000547 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.507215), count: 9, class_loss = 3.367009, iou_loss = 2.202091, total_loss = 5.569101 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.514818), count: 23, class_loss = 6.852170, iou_loss = 1.520619, total_loss = 8.372789 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.393905), count: 6, class_loss = 1.661786, iou_loss = 0.142173, total_loss = 1.803959 \n",
            " total_bbox = 182953, rewritten_bbox = 0.000547 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.513415), count: 6, class_loss = 2.242876, iou_loss = 1.852694, total_loss = 4.095570 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.492476), count: 17, class_loss = 5.214336, iou_loss = 1.977389, total_loss = 7.191725 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.509092), count: 5, class_loss = 1.599750, iou_loss = 0.069893, total_loss = 1.669644 \n",
            " total_bbox = 182981, rewritten_bbox = 0.000547 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.458823), count: 8, class_loss = 3.176032, iou_loss = 1.599373, total_loss = 4.775405 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.534363), count: 25, class_loss = 7.691205, iou_loss = 1.995028, total_loss = 9.686233 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.435395), count: 6, class_loss = 1.647594, iou_loss = 0.163022, total_loss = 1.810616 \n",
            " total_bbox = 183020, rewritten_bbox = 0.000546 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.448061), count: 11, class_loss = 4.117187, iou_loss = 2.488937, total_loss = 6.606124 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.521560), count: 23, class_loss = 6.105709, iou_loss = 1.811749, total_loss = 7.917458 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.443247), count: 6, class_loss = 1.458160, iou_loss = 0.125902, total_loss = 1.584062 \n",
            " total_bbox = 183060, rewritten_bbox = 0.000546 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.454714), count: 11, class_loss = 4.158269, iou_loss = 1.997266, total_loss = 6.155535 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.547668), count: 28, class_loss = 8.379120, iou_loss = 2.203887, total_loss = 10.583007 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.488161), count: 8, class_loss = 1.706834, iou_loss = 0.114636, total_loss = 1.821470 \n",
            " total_bbox = 183107, rewritten_bbox = 0.000546 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.607440), count: 6, class_loss = 2.254676, iou_loss = 2.087967, total_loss = 4.342643 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.501092), count: 17, class_loss = 6.077835, iou_loss = 1.683857, total_loss = 7.761693 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.493695), count: 7, class_loss = 2.052307, iou_loss = 0.077861, total_loss = 2.130168 \n",
            " total_bbox = 183137, rewritten_bbox = 0.000546 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.560730), count: 2, class_loss = 0.728289, iou_loss = 0.728302, total_loss = 1.456591 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.620384), count: 11, class_loss = 2.299460, iou_loss = 1.242275, total_loss = 3.541735 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.503021), count: 3, class_loss = 0.674372, iou_loss = 0.044876, total_loss = 0.719247 \n",
            " total_bbox = 183153, rewritten_bbox = 0.000546 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.574879), count: 2, class_loss = 0.721174, iou_loss = 0.550673, total_loss = 1.271847 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.605174), count: 11, class_loss = 2.923144, iou_loss = 1.030786, total_loss = 3.953930 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.367080), count: 5, class_loss = 1.219363, iou_loss = 0.039820, total_loss = 1.259182 \n",
            " total_bbox = 183171, rewritten_bbox = 0.000546 % \n",
            "\n",
            "\n",
            " Tensor Cores are disabled until the first 3000 iterations are reached.\n",
            " (next mAP calculation at 1000 iterations) \u001b]2;451/6000: loss=3.3 hours left=6.8\u0007\n",
            " 451: 3.284299, 2.746871 avg loss, 0.000041 rate, 2.433947 seconds, 28864 images, 6.783532 hours left\n",
            "Loaded: 1.086247 seconds - performance bottleneck on CPU or Disk HDD/SSD\n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.478692), count: 12, class_loss = 4.475669, iou_loss = 2.770454, total_loss = 7.246123 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.601710), count: 26, class_loss = 8.121312, iou_loss = 2.712667, total_loss = 10.833980 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.442361), count: 6, class_loss = 1.349514, iou_loss = 0.192860, total_loss = 1.542374 \n",
            " total_bbox = 183215, rewritten_bbox = 0.000546 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.428545), count: 14, class_loss = 5.101694, iou_loss = 2.699039, total_loss = 7.800733 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.507046), count: 25, class_loss = 8.473481, iou_loss = 1.892377, total_loss = 10.365858 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.415263), count: 5, class_loss = 1.456673, iou_loss = 0.081242, total_loss = 1.537915 \n",
            " total_bbox = 183259, rewritten_bbox = 0.000546 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.451447), count: 14, class_loss = 5.112838, iou_loss = 4.394907, total_loss = 9.507745 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.506377), count: 35, class_loss = 11.058985, iou_loss = 3.094455, total_loss = 14.153440 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.418975), count: 11, class_loss = 3.344286, iou_loss = 0.133787, total_loss = 3.478074 \n",
            " total_bbox = 183319, rewritten_bbox = 0.000545 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.451809), count: 6, class_loss = 2.106077, iou_loss = 1.263049, total_loss = 3.369125 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.618746), count: 22, class_loss = 5.606728, iou_loss = 2.304786, total_loss = 7.911513 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.518631), count: 6, class_loss = 1.675555, iou_loss = 0.181877, total_loss = 1.857432 \n",
            " total_bbox = 183353, rewritten_bbox = 0.000545 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.471351), count: 2, class_loss = 0.789723, iou_loss = 0.224439, total_loss = 1.014162 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.571100), count: 9, class_loss = 2.690164, iou_loss = 0.653887, total_loss = 3.344051 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.644619), count: 2, class_loss = 0.375788, iou_loss = 0.193343, total_loss = 0.569131 \n",
            " total_bbox = 183366, rewritten_bbox = 0.000545 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.332338), count: 9, class_loss = 3.480990, iou_loss = 1.326752, total_loss = 4.807743 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.508026), count: 15, class_loss = 4.210506, iou_loss = 0.992889, total_loss = 5.203396 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.510021), count: 4, class_loss = 0.912101, iou_loss = 0.053807, total_loss = 0.965909 \n",
            " total_bbox = 183394, rewritten_bbox = 0.000545 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.537960), count: 3, class_loss = 1.003660, iou_loss = 0.675097, total_loss = 1.678757 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.603137), count: 11, class_loss = 3.010973, iou_loss = 1.034280, total_loss = 4.045253 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.461387), count: 5, class_loss = 1.040971, iou_loss = 0.051576, total_loss = 1.092548 \n",
            " total_bbox = 183413, rewritten_bbox = 0.000545 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.485492), count: 2, class_loss = 0.720538, iou_loss = 0.606335, total_loss = 1.326873 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.547538), count: 9, class_loss = 2.678874, iou_loss = 0.724504, total_loss = 3.403378 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.476020), count: 4, class_loss = 1.194989, iou_loss = 0.052431, total_loss = 1.247420 \n",
            " total_bbox = 183428, rewritten_bbox = 0.000545 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.431946), count: 11, class_loss = 4.154712, iou_loss = 2.224747, total_loss = 6.379458 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.589976), count: 16, class_loss = 3.894841, iou_loss = 1.576057, total_loss = 5.470898 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.497598), count: 4, class_loss = 1.115381, iou_loss = 0.113570, total_loss = 1.228951 \n",
            " total_bbox = 183459, rewritten_bbox = 0.000545 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.441001), count: 10, class_loss = 3.667888, iou_loss = 2.394274, total_loss = 6.062162 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.507146), count: 23, class_loss = 7.603834, iou_loss = 1.937937, total_loss = 9.541771 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.434110), count: 6, class_loss = 1.883143, iou_loss = 0.085345, total_loss = 1.968488 \n",
            " total_bbox = 183498, rewritten_bbox = 0.000545 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.448694), count: 12, class_loss = 4.416650, iou_loss = 2.722435, total_loss = 7.139085 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.621022), count: 19, class_loss = 4.085144, iou_loss = 1.996428, total_loss = 6.081572 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.580559), count: 1, class_loss = 0.175716, iou_loss = 0.067759, total_loss = 0.243476 \n",
            " total_bbox = 183530, rewritten_bbox = 0.000545 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.524041), count: 4, class_loss = 1.401867, iou_loss = 0.856199, total_loss = 2.258067 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.508916), count: 11, class_loss = 3.362554, iou_loss = 1.020398, total_loss = 4.382953 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.515544), count: 3, class_loss = 1.091394, iou_loss = 0.087726, total_loss = 1.179120 \n",
            " total_bbox = 183548, rewritten_bbox = 0.000545 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.712411), count: 3, class_loss = 1.086055, iou_loss = 1.111644, total_loss = 2.197699 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.602262), count: 12, class_loss = 3.310409, iou_loss = 1.038209, total_loss = 4.348618 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.469881), count: 4, class_loss = 0.823777, iou_loss = 0.122872, total_loss = 0.946649 \n",
            " total_bbox = 183567, rewritten_bbox = 0.000545 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.434317), count: 6, class_loss = 2.152729, iou_loss = 1.000950, total_loss = 3.153679 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.524155), count: 19, class_loss = 5.476491, iou_loss = 1.370397, total_loss = 6.846888 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.415581), count: 7, class_loss = 1.262490, iou_loss = 0.066803, total_loss = 1.329293 \n",
            " total_bbox = 183599, rewritten_bbox = 0.000545 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.425729), count: 18, class_loss = 7.110265, iou_loss = 3.981992, total_loss = 11.092257 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.495108), count: 21, class_loss = 6.126027, iou_loss = 1.717454, total_loss = 7.843481 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.336664), count: 2, class_loss = 0.518802, iou_loss = 0.057771, total_loss = 0.576573 \n",
            " total_bbox = 183640, rewritten_bbox = 0.000545 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.555070), count: 5, class_loss = 2.077214, iou_loss = 2.238632, total_loss = 4.315846 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.580348), count: 13, class_loss = 4.424498, iou_loss = 1.272061, total_loss = 5.696559 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.456511), count: 7, class_loss = 2.140271, iou_loss = 0.104795, total_loss = 2.245067 \n",
            " total_bbox = 183665, rewritten_bbox = 0.000544 % \n",
            "\n",
            "\n",
            " Tensor Cores are disabled until the first 3000 iterations are reached.\n",
            " (next mAP calculation at 1000 iterations) \u001b]2;452/6000: loss=3.2 hours left=6.8\u0007\n",
            " 452: 3.203594, 2.792543 avg loss, 0.000042 rate, 2.399168 seconds, 28928 images, 6.759483 hours left\n",
            "Loaded: 1.414709 seconds - performance bottleneck on CPU or Disk HDD/SSD\n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.410664), count: 11, class_loss = 3.894068, iou_loss = 2.955978, total_loss = 6.850046 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.498798), count: 17, class_loss = 4.988728, iou_loss = 1.311430, total_loss = 6.300158 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.501861), count: 4, class_loss = 0.832376, iou_loss = 0.040105, total_loss = 0.872480 \n",
            " total_bbox = 183697, rewritten_bbox = 0.000544 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.440839), count: 15, class_loss = 5.588904, iou_loss = 4.891858, total_loss = 10.480762 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.528283), count: 23, class_loss = 6.546297, iou_loss = 2.371218, total_loss = 8.917515 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.471333), count: 3, class_loss = 1.005839, iou_loss = 0.038355, total_loss = 1.044194 \n",
            " total_bbox = 183738, rewritten_bbox = 0.000544 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.458750), count: 9, class_loss = 3.263578, iou_loss = 1.751835, total_loss = 5.015413 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.477287), count: 25, class_loss = 7.958171, iou_loss = 1.581277, total_loss = 9.539448 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.374918), count: 9, class_loss = 2.731834, iou_loss = 0.148070, total_loss = 2.879904 \n",
            " total_bbox = 183781, rewritten_bbox = 0.000544 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.560726), count: 5, class_loss = 1.914235, iou_loss = 1.317852, total_loss = 3.232088 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.649218), count: 12, class_loss = 3.284037, iou_loss = 1.257799, total_loss = 4.541836 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.399833), count: 3, class_loss = 0.771188, iou_loss = 0.046346, total_loss = 0.817534 \n",
            " total_bbox = 183801, rewritten_bbox = 0.000544 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.569103), count: 6, class_loss = 2.100697, iou_loss = 1.772212, total_loss = 3.872909 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.537087), count: 11, class_loss = 2.644593, iou_loss = 0.859579, total_loss = 3.504172 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.617143), count: 2, class_loss = 0.450512, iou_loss = 0.077278, total_loss = 0.527791 \n",
            " total_bbox = 183820, rewritten_bbox = 0.000544 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.467347), count: 6, class_loss = 2.160136, iou_loss = 1.488631, total_loss = 3.648767 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.560472), count: 19, class_loss = 5.176222, iou_loss = 1.684261, total_loss = 6.860483 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.576794), count: 7, class_loss = 1.225798, iou_loss = 0.171266, total_loss = 1.397064 \n",
            " total_bbox = 183852, rewritten_bbox = 0.000544 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.394333), count: 11, class_loss = 4.381144, iou_loss = 2.191757, total_loss = 6.572901 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.576121), count: 18, class_loss = 5.554853, iou_loss = 1.349891, total_loss = 6.904744 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.613244), count: 7, class_loss = 1.941298, iou_loss = 0.254208, total_loss = 2.195506 \n",
            " total_bbox = 183888, rewritten_bbox = 0.000544 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.436700), count: 9, class_loss = 3.266144, iou_loss = 1.734699, total_loss = 5.000843 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.490443), count: 19, class_loss = 6.080229, iou_loss = 1.528731, total_loss = 7.608960 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.442527), count: 2, class_loss = 0.485792, iou_loss = 0.093139, total_loss = 0.578932 \n",
            " total_bbox = 183918, rewritten_bbox = 0.000544 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.636736), count: 4, class_loss = 1.454767, iou_loss = 1.592947, total_loss = 3.047713 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.552879), count: 12, class_loss = 3.660436, iou_loss = 1.607980, total_loss = 5.268416 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.559538), count: 4, class_loss = 1.177549, iou_loss = 0.063622, total_loss = 1.241171 \n",
            " total_bbox = 183938, rewritten_bbox = 0.000544 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.546209), count: 5, class_loss = 1.947578, iou_loss = 1.600147, total_loss = 3.547725 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.635934), count: 9, class_loss = 1.977927, iou_loss = 1.040615, total_loss = 3.018542 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.531604), count: 3, class_loss = 0.748536, iou_loss = 0.034181, total_loss = 0.782717 \n",
            " total_bbox = 183955, rewritten_bbox = 0.000544 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.333814), count: 5, class_loss = 1.952019, iou_loss = 0.684533, total_loss = 2.636552 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.603312), count: 11, class_loss = 2.534502, iou_loss = 1.044862, total_loss = 3.579364 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.569602), count: 5, class_loss = 1.167162, iou_loss = 0.159492, total_loss = 1.326654 \n",
            " total_bbox = 183976, rewritten_bbox = 0.000544 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.587610), count: 11, class_loss = 4.044056, iou_loss = 4.933035, total_loss = 8.977092 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.461386), count: 18, class_loss = 4.412687, iou_loss = 1.225302, total_loss = 5.637989 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.458259), count: 5, class_loss = 0.986077, iou_loss = 0.055625, total_loss = 1.041702 \n",
            " total_bbox = 184010, rewritten_bbox = 0.000543 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.368300), count: 16, class_loss = 6.259208, iou_loss = 3.730517, total_loss = 9.989725 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.468003), count: 14, class_loss = 4.896955, iou_loss = 0.940199, total_loss = 5.837153 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.504073), count: 4, class_loss = 1.162498, iou_loss = 0.106446, total_loss = 1.268943 \n",
            " total_bbox = 184044, rewritten_bbox = 0.000543 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.394137), count: 12, class_loss = 4.603544, iou_loss = 3.497002, total_loss = 8.100546 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.565970), count: 19, class_loss = 5.213565, iou_loss = 1.845314, total_loss = 7.058879 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.367360), count: 4, class_loss = 1.250991, iou_loss = 0.034914, total_loss = 1.285905 \n",
            " total_bbox = 184079, rewritten_bbox = 0.000543 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.452284), count: 7, class_loss = 2.596442, iou_loss = 1.308336, total_loss = 3.904778 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.548703), count: 27, class_loss = 7.123037, iou_loss = 2.010963, total_loss = 9.134001 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.430223), count: 8, class_loss = 2.226528, iou_loss = 0.200247, total_loss = 2.426775 \n",
            " total_bbox = 184121, rewritten_bbox = 0.000543 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.531278), count: 6, class_loss = 2.166098, iou_loss = 1.821218, total_loss = 3.987316 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.572818), count: 18, class_loss = 4.677258, iou_loss = 1.386128, total_loss = 6.063386 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.468696), count: 7, class_loss = 1.606481, iou_loss = 0.098156, total_loss = 1.704637 \n",
            " total_bbox = 184152, rewritten_bbox = 0.000543 % \n",
            "\n",
            "\n",
            " Tensor Cores are disabled until the first 3000 iterations are reached.\n",
            " (next mAP calculation at 1000 iterations) \u001b]2;453/6000: loss=3.1 hours left=6.7\u0007\n",
            " 453: 3.093938, 2.822683 avg loss, 0.000042 rate, 2.089245 seconds, 28992 images, 6.745602 hours left\n",
            "Loaded: 0.000048 seconds\n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.555625), count: 1, class_loss = 0.379344, iou_loss = 0.127322, total_loss = 0.506666 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.575374), count: 10, class_loss = 2.497259, iou_loss = 0.586729, total_loss = 3.083988 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.479205), count: 6, class_loss = 1.239543, iou_loss = 0.076756, total_loss = 1.316299 \n",
            " total_bbox = 184169, rewritten_bbox = 0.000543 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.605258), count: 1, class_loss = 0.334070, iou_loss = 0.203115, total_loss = 0.537185 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.679977), count: 12, class_loss = 3.264003, iou_loss = 1.177882, total_loss = 4.441885 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.670461), count: 4, class_loss = 0.878724, iou_loss = 0.211621, total_loss = 1.090345 \n",
            " total_bbox = 184186, rewritten_bbox = 0.000543 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.606430), count: 3, class_loss = 1.045400, iou_loss = 0.827860, total_loss = 1.873260 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.606821), count: 12, class_loss = 2.342934, iou_loss = 0.994506, total_loss = 3.337440 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.403889), count: 4, class_loss = 0.925714, iou_loss = 0.046697, total_loss = 0.972412 \n",
            " total_bbox = 184205, rewritten_bbox = 0.000543 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.693371), count: 3, class_loss = 1.126926, iou_loss = 1.164300, total_loss = 2.291227 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.543825), count: 11, class_loss = 2.963212, iou_loss = 0.927243, total_loss = 3.890454 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.384743), count: 3, class_loss = 1.102736, iou_loss = 0.045245, total_loss = 1.147980 \n",
            " total_bbox = 184222, rewritten_bbox = 0.000543 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.468675), count: 6, class_loss = 2.153844, iou_loss = 1.351148, total_loss = 3.504992 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.407693), count: 7, class_loss = 2.147728, iou_loss = 0.284001, total_loss = 2.431729 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.502691), count: 3, class_loss = 0.932615, iou_loss = 0.037402, total_loss = 0.970017 \n",
            " total_bbox = 184238, rewritten_bbox = 0.000543 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.507224), count: 7, class_loss = 2.531508, iou_loss = 2.087684, total_loss = 4.619193 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.525349), count: 11, class_loss = 3.238771, iou_loss = 0.986490, total_loss = 4.225261 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.565013), count: 1, class_loss = 0.493349, iou_loss = 0.026733, total_loss = 0.520082 \n",
            " total_bbox = 184257, rewritten_bbox = 0.000543 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.485105), count: 7, class_loss = 2.484241, iou_loss = 2.249372, total_loss = 4.733613 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.438511), count: 6, class_loss = 1.710068, iou_loss = 0.455446, total_loss = 2.165514 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.605827), count: 2, class_loss = 0.172618, iou_loss = 0.022854, total_loss = 0.195472 \n",
            " total_bbox = 184272, rewritten_bbox = 0.000543 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.444179), count: 8, class_loss = 2.930914, iou_loss = 1.715777, total_loss = 4.646691 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.517716), count: 11, class_loss = 2.733057, iou_loss = 0.937172, total_loss = 3.670228 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.000000), count: 1, class_loss = 0.033059, iou_loss = 0.000000, total_loss = 0.033059 \n",
            " total_bbox = 184291, rewritten_bbox = 0.000543 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.409768), count: 2, class_loss = 0.768824, iou_loss = 0.418783, total_loss = 1.187606 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.632295), count: 12, class_loss = 3.834350, iou_loss = 1.292343, total_loss = 5.126693 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.607431), count: 3, class_loss = 0.643419, iou_loss = 0.145575, total_loss = 0.788994 \n",
            " total_bbox = 184308, rewritten_bbox = 0.000543 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.343800), count: 6, class_loss = 2.215577, iou_loss = 1.379379, total_loss = 3.594955 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.562015), count: 7, class_loss = 1.140433, iou_loss = 0.600561, total_loss = 1.740994 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.438607), count: 3, class_loss = 0.334946, iou_loss = 0.021022, total_loss = 0.355968 \n",
            " total_bbox = 184324, rewritten_bbox = 0.000543 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.538679), count: 6, class_loss = 2.221767, iou_loss = 1.656633, total_loss = 3.878399 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.616948), count: 12, class_loss = 2.826806, iou_loss = 1.187471, total_loss = 4.014277 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.605282), count: 3, class_loss = 0.472144, iou_loss = 0.046493, total_loss = 0.518636 \n",
            " total_bbox = 184345, rewritten_bbox = 0.000542 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.596857), count: 1, class_loss = 0.381703, iou_loss = 0.339726, total_loss = 0.721429 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.657215), count: 12, class_loss = 2.968344, iou_loss = 1.179153, total_loss = 4.147497 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.445658), count: 5, class_loss = 1.236007, iou_loss = 0.045453, total_loss = 1.281460 \n",
            " total_bbox = 184363, rewritten_bbox = 0.000542 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.600565), count: 1, class_loss = 0.353663, iou_loss = 0.342355, total_loss = 0.696018 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.579398), count: 12, class_loss = 4.615023, iou_loss = 0.973493, total_loss = 5.588516 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.383122), count: 4, class_loss = 1.262807, iou_loss = 0.055194, total_loss = 1.318001 \n",
            " total_bbox = 184380, rewritten_bbox = 0.000542 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.479853), count: 7, class_loss = 2.684495, iou_loss = 2.894832, total_loss = 5.579327 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.636356), count: 7, class_loss = 2.075978, iou_loss = 0.737235, total_loss = 2.813213 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.564931), count: 2, class_loss = 0.186434, iou_loss = 0.026360, total_loss = 0.212793 \n",
            " total_bbox = 184396, rewritten_bbox = 0.000542 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.739566), count: 1, class_loss = 0.458898, iou_loss = 0.409848, total_loss = 0.868746 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.619191), count: 12, class_loss = 3.591756, iou_loss = 1.189435, total_loss = 4.781191 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.600817), count: 5, class_loss = 1.396546, iou_loss = 0.131642, total_loss = 1.528188 \n",
            " total_bbox = 184414, rewritten_bbox = 0.000542 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.327740), count: 5, class_loss = 1.788356, iou_loss = 0.726096, total_loss = 2.514452 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.497543), count: 7, class_loss = 1.677441, iou_loss = 0.409913, total_loss = 2.087354 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.500230), count: 4, class_loss = 0.954500, iou_loss = 0.072183, total_loss = 1.026684 \n",
            " total_bbox = 184430, rewritten_bbox = 0.000542 % \n",
            "\n",
            "\n",
            " Tensor Cores are disabled until the first 3000 iterations are reached.\n",
            " (next mAP calculation at 1000 iterations) \u001b]2;454/6000: loss=1.7 hours left=6.7\u0007\n",
            " 454: 1.669424, 2.707357 avg loss, 0.000042 rate, 2.387684 seconds, 29056 images, 6.732137 hours left\n",
            "Loaded: 2.322867 seconds - performance bottleneck on CPU or Disk HDD/SSD\n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.407281), count: 6, class_loss = 2.264008, iou_loss = 1.918995, total_loss = 4.183002 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.513620), count: 18, class_loss = 6.366808, iou_loss = 1.200680, total_loss = 7.567488 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.467613), count: 11, class_loss = 2.984028, iou_loss = 0.147276, total_loss = 3.131304 \n",
            " total_bbox = 184465, rewritten_bbox = 0.000542 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.367655), count: 13, class_loss = 4.766369, iou_loss = 2.537637, total_loss = 7.304006 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.549128), count: 21, class_loss = 5.610942, iou_loss = 2.095966, total_loss = 7.706908 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.516414), count: 5, class_loss = 1.078023, iou_loss = 0.059582, total_loss = 1.137605 \n",
            " total_bbox = 184504, rewritten_bbox = 0.000542 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.368724), count: 14, class_loss = 5.072906, iou_loss = 2.219537, total_loss = 7.292443 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.527244), count: 28, class_loss = 7.814086, iou_loss = 2.371014, total_loss = 10.185100 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.414214), count: 7, class_loss = 2.074461, iou_loss = 0.144563, total_loss = 2.219024 \n",
            " total_bbox = 184553, rewritten_bbox = 0.000542 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.430278), count: 6, class_loss = 2.334939, iou_loss = 1.204331, total_loss = 3.539270 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.471337), count: 15, class_loss = 4.664638, iou_loss = 1.136107, total_loss = 5.800745 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.487904), count: 2, class_loss = 0.535632, iou_loss = 0.096110, total_loss = 0.631742 \n",
            " total_bbox = 184576, rewritten_bbox = 0.000542 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.445724), count: 16, class_loss = 5.800293, iou_loss = 4.312644, total_loss = 10.112937 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.458466), count: 21, class_loss = 6.455728, iou_loss = 1.887032, total_loss = 8.342760 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.404543), count: 4, class_loss = 1.398006, iou_loss = 0.073562, total_loss = 1.471568 \n",
            " total_bbox = 184617, rewritten_bbox = 0.000542 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.489951), count: 7, class_loss = 2.621814, iou_loss = 1.691166, total_loss = 4.312980 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.397891), count: 9, class_loss = 3.141751, iou_loss = 0.557395, total_loss = 3.699146 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.426599), count: 1, class_loss = 0.211587, iou_loss = 0.005853, total_loss = 0.217440 \n",
            " total_bbox = 184634, rewritten_bbox = 0.000542 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.454575), count: 9, class_loss = 3.429308, iou_loss = 1.960641, total_loss = 5.389949 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.520864), count: 9, class_loss = 3.131848, iou_loss = 0.713143, total_loss = 3.844992 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.543113), count: 3, class_loss = 0.354451, iou_loss = 0.242792, total_loss = 0.597243 \n",
            " total_bbox = 184655, rewritten_bbox = 0.000542 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.472819), count: 16, class_loss = 6.193436, iou_loss = 3.682177, total_loss = 9.875613 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.518167), count: 27, class_loss = 8.160841, iou_loss = 2.399844, total_loss = 10.560685 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.504932), count: 4, class_loss = 1.078700, iou_loss = 0.047943, total_loss = 1.126644 \n",
            " total_bbox = 184702, rewritten_bbox = 0.000541 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.476698), count: 12, class_loss = 4.349545, iou_loss = 2.581875, total_loss = 6.931420 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.559028), count: 27, class_loss = 8.499558, iou_loss = 2.845929, total_loss = 11.345488 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.509651), count: 5, class_loss = 1.861844, iou_loss = 0.163717, total_loss = 2.025562 \n",
            " total_bbox = 184746, rewritten_bbox = 0.000541 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.494567), count: 12, class_loss = 4.552322, iou_loss = 3.922250, total_loss = 8.474572 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.625320), count: 22, class_loss = 6.015993, iou_loss = 2.465241, total_loss = 8.481235 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.504047), count: 9, class_loss = 2.871455, iou_loss = 0.111959, total_loss = 2.983414 \n",
            " total_bbox = 184789, rewritten_bbox = 0.000541 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.566019), count: 6, class_loss = 2.144172, iou_loss = 2.087022, total_loss = 4.231194 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.573650), count: 21, class_loss = 6.740626, iou_loss = 2.409884, total_loss = 9.150510 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.342882), count: 7, class_loss = 2.174541, iou_loss = 0.160442, total_loss = 2.334983 \n",
            " total_bbox = 184823, rewritten_bbox = 0.000541 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.328302), count: 12, class_loss = 4.603813, iou_loss = 2.614300, total_loss = 7.218113 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.487194), count: 19, class_loss = 5.784376, iou_loss = 1.147114, total_loss = 6.931489 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.342453), count: 7, class_loss = 1.580950, iou_loss = 0.053132, total_loss = 1.634083 \n",
            " total_bbox = 184861, rewritten_bbox = 0.000541 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.504878), count: 10, class_loss = 3.667079, iou_loss = 2.419544, total_loss = 6.086623 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.551285), count: 29, class_loss = 8.777433, iou_loss = 2.678548, total_loss = 11.455981 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.461726), count: 8, class_loss = 2.376635, iou_loss = 0.134515, total_loss = 2.511149 \n",
            " total_bbox = 184908, rewritten_bbox = 0.000541 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.499215), count: 5, class_loss = 1.759131, iou_loss = 1.220966, total_loss = 2.980097 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.478344), count: 15, class_loss = 4.629392, iou_loss = 0.949095, total_loss = 5.578487 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.458781), count: 4, class_loss = 0.870126, iou_loss = 0.106951, total_loss = 0.977077 \n",
            " total_bbox = 184932, rewritten_bbox = 0.000541 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.463365), count: 2, class_loss = 0.719214, iou_loss = 0.530649, total_loss = 1.249863 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.644716), count: 11, class_loss = 2.288229, iou_loss = 0.991139, total_loss = 3.279368 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.497276), count: 5, class_loss = 0.854655, iou_loss = 0.088379, total_loss = 0.943034 \n",
            " total_bbox = 184950, rewritten_bbox = 0.000541 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.644080), count: 1, class_loss = 0.321233, iou_loss = 0.316402, total_loss = 0.637635 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.637957), count: 10, class_loss = 2.631745, iou_loss = 0.877063, total_loss = 3.508808 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.519456), count: 6, class_loss = 0.831551, iou_loss = 0.157432, total_loss = 0.988983 \n",
            " total_bbox = 184967, rewritten_bbox = 0.000541 % \n",
            "\n",
            "\n",
            " Tensor Cores are disabled until the first 3000 iterations are reached.\n",
            " (next mAP calculation at 1000 iterations) \u001b]2;455/6000: loss=3.5 hours left=6.7\u0007\n",
            " 455: 3.518374, 2.788459 avg loss, 0.000043 rate, 2.315440 seconds, 29120 images, 6.701600 hours left\n",
            "Loaded: 0.587803 seconds - performance bottleneck on CPU or Disk HDD/SSD\n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.603752), count: 5, class_loss = 1.769790, iou_loss = 1.850065, total_loss = 3.619855 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.520679), count: 10, class_loss = 2.332492, iou_loss = 0.663007, total_loss = 2.995499 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.517849), count: 3, class_loss = 0.386723, iou_loss = 0.203661, total_loss = 0.590384 \n",
            " total_bbox = 184985, rewritten_bbox = 0.000541 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.492892), count: 2, class_loss = 0.717180, iou_loss = 0.363550, total_loss = 1.080730 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.586745), count: 7, class_loss = 1.361642, iou_loss = 0.446236, total_loss = 1.807878 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.542954), count: 4, class_loss = 0.768576, iou_loss = 0.043046, total_loss = 0.811622 \n",
            " total_bbox = 184998, rewritten_bbox = 0.000541 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.716100), count: 1, class_loss = 0.385466, iou_loss = 0.488265, total_loss = 0.873731 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.541506), count: 10, class_loss = 2.138858, iou_loss = 0.708206, total_loss = 2.847063 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.494884), count: 7, class_loss = 2.320276, iou_loss = 0.126818, total_loss = 2.447094 \n",
            " total_bbox = 185016, rewritten_bbox = 0.000540 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.496187), count: 4, class_loss = 1.344895, iou_loss = 0.899247, total_loss = 2.244142 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.566433), count: 12, class_loss = 2.825323, iou_loss = 0.964117, total_loss = 3.789440 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.497800), count: 4, class_loss = 0.888961, iou_loss = 0.067617, total_loss = 0.956578 \n",
            " total_bbox = 185036, rewritten_bbox = 0.000540 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.579599), count: 5, class_loss = 1.816479, iou_loss = 1.488227, total_loss = 3.304706 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.568924), count: 12, class_loss = 2.735086, iou_loss = 1.043245, total_loss = 3.778331 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.327397), count: 3, class_loss = 0.528698, iou_loss = 0.013042, total_loss = 0.541740 \n",
            " total_bbox = 185056, rewritten_bbox = 0.000540 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.000000), count: 1, class_loss = 0.005731, iou_loss = 0.000000, total_loss = 0.005731 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.581956), count: 12, class_loss = 2.237071, iou_loss = 0.849046, total_loss = 3.086117 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.481110), count: 4, class_loss = 0.651026, iou_loss = 0.064508, total_loss = 0.715534 \n",
            " total_bbox = 185072, rewritten_bbox = 0.000540 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.460456), count: 6, class_loss = 2.212141, iou_loss = 1.444755, total_loss = 3.656896 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.534653), count: 9, class_loss = 3.274988, iou_loss = 0.786851, total_loss = 4.061840 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.496182), count: 1, class_loss = 0.436792, iou_loss = 0.016305, total_loss = 0.453097 \n",
            " total_bbox = 185088, rewritten_bbox = 0.000540 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.655101), count: 6, class_loss = 2.022346, iou_loss = 2.833987, total_loss = 4.856333 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.615606), count: 9, class_loss = 2.200070, iou_loss = 1.367725, total_loss = 3.567795 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.668239), count: 2, class_loss = 0.743693, iou_loss = 0.079725, total_loss = 0.823418 \n",
            " total_bbox = 185105, rewritten_bbox = 0.000540 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.474967), count: 2, class_loss = 0.723658, iou_loss = 0.514472, total_loss = 1.238130 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.503977), count: 11, class_loss = 2.633703, iou_loss = 0.677251, total_loss = 3.310954 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.438064), count: 3, class_loss = 0.770605, iou_loss = 0.039227, total_loss = 0.809832 \n",
            " total_bbox = 185121, rewritten_bbox = 0.000540 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.477828), count: 7, class_loss = 2.477826, iou_loss = 1.845445, total_loss = 4.323271 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.425617), count: 8, class_loss = 1.987991, iou_loss = 0.443391, total_loss = 2.431382 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.354295), count: 2, class_loss = 0.348076, iou_loss = 0.006730, total_loss = 0.354806 \n",
            " total_bbox = 185138, rewritten_bbox = 0.000540 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.312253), count: 5, class_loss = 1.917552, iou_loss = 0.402256, total_loss = 2.319808 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.570527), count: 13, class_loss = 3.095575, iou_loss = 1.067125, total_loss = 4.162700 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.458908), count: 6, class_loss = 1.307145, iou_loss = 0.061693, total_loss = 1.368838 \n",
            " total_bbox = 185162, rewritten_bbox = 0.000540 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.437959), count: 8, class_loss = 3.169630, iou_loss = 1.638039, total_loss = 4.807668 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.518848), count: 28, class_loss = 10.090101, iou_loss = 2.462143, total_loss = 12.552244 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.459168), count: 6, class_loss = 1.674660, iou_loss = 0.123022, total_loss = 1.797683 \n",
            " total_bbox = 185204, rewritten_bbox = 0.000540 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.490232), count: 4, class_loss = 1.399524, iou_loss = 1.001090, total_loss = 2.400614 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.633783), count: 12, class_loss = 3.518265, iou_loss = 1.077421, total_loss = 4.595686 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.400188), count: 4, class_loss = 1.491198, iou_loss = 0.035214, total_loss = 1.526412 \n",
            " total_bbox = 185224, rewritten_bbox = 0.000540 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.384901), count: 7, class_loss = 2.468261, iou_loss = 1.720737, total_loss = 4.188998 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.502305), count: 15, class_loss = 5.131151, iou_loss = 1.243083, total_loss = 6.374234 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.491258), count: 5, class_loss = 1.572370, iou_loss = 0.102412, total_loss = 1.674783 \n",
            " total_bbox = 185251, rewritten_bbox = 0.000540 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.561174), count: 1, class_loss = 0.414067, iou_loss = 0.206135, total_loss = 0.620202 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.589051), count: 10, class_loss = 3.426688, iou_loss = 0.763516, total_loss = 4.190205 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.455457), count: 6, class_loss = 1.818465, iou_loss = 0.090787, total_loss = 1.909252 \n",
            " total_bbox = 185268, rewritten_bbox = 0.000540 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.569040), count: 2, class_loss = 0.820676, iou_loss = 0.647058, total_loss = 1.467734 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.584331), count: 11, class_loss = 2.459968, iou_loss = 0.964669, total_loss = 3.424638 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.576126), count: 5, class_loss = 1.004045, iou_loss = 0.186153, total_loss = 1.190198 \n",
            " total_bbox = 185286, rewritten_bbox = 0.000540 % \n",
            "\n",
            "\n",
            " Tensor Cores are disabled until the first 3000 iterations are reached.\n",
            " (next mAP calculation at 1000 iterations) \u001b]2;456/6000: loss=1.9 hours left=6.7\u0007\n",
            " 456: 1.921337, 2.701746 avg loss, 0.000043 rate, 2.291954 seconds, 29184 images, 6.706027 hours left\n",
            "Loaded: 2.677586 seconds - performance bottleneck on CPU or Disk HDD/SSD\n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.461169), count: 16, class_loss = 5.990009, iou_loss = 3.465690, total_loss = 9.455699 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.561550), count: 29, class_loss = 8.581239, iou_loss = 2.944788, total_loss = 11.526027 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.520168), count: 4, class_loss = 1.199320, iou_loss = 0.096282, total_loss = 1.295602 \n",
            " total_bbox = 185335, rewritten_bbox = 0.000540 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.403602), count: 13, class_loss = 4.852342, iou_loss = 2.679684, total_loss = 7.532026 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.533198), count: 22, class_loss = 7.261674, iou_loss = 1.835396, total_loss = 9.097070 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.518938), count: 6, class_loss = 1.962533, iou_loss = 0.101005, total_loss = 2.063538 \n",
            " total_bbox = 185376, rewritten_bbox = 0.000539 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.374123), count: 12, class_loss = 4.317715, iou_loss = 1.765163, total_loss = 6.082878 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.481564), count: 15, class_loss = 4.617356, iou_loss = 1.361770, total_loss = 5.979126 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.504730), count: 4, class_loss = 1.279567, iou_loss = 0.073496, total_loss = 1.353064 \n",
            " total_bbox = 185407, rewritten_bbox = 0.000539 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.464622), count: 10, class_loss = 3.756464, iou_loss = 2.226588, total_loss = 5.983053 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.548606), count: 20, class_loss = 5.842821, iou_loss = 1.984083, total_loss = 7.826903 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.422227), count: 2, class_loss = 0.691561, iou_loss = 0.029458, total_loss = 0.721018 \n",
            " total_bbox = 185439, rewritten_bbox = 0.000539 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.298902), count: 12, class_loss = 4.867907, iou_loss = 2.065824, total_loss = 6.933731 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.490670), count: 13, class_loss = 4.894945, iou_loss = 0.973291, total_loss = 5.868236 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.341924), count: 4, class_loss = 1.558923, iou_loss = 0.045676, total_loss = 1.604599 \n",
            " total_bbox = 185468, rewritten_bbox = 0.000539 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.581930), count: 7, class_loss = 2.601208, iou_loss = 2.201710, total_loss = 4.802917 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.605623), count: 21, class_loss = 4.909021, iou_loss = 2.065157, total_loss = 6.974178 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.319047), count: 6, class_loss = 1.204766, iou_loss = 0.034412, total_loss = 1.239177 \n",
            " total_bbox = 185502, rewritten_bbox = 0.000539 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.540816), count: 7, class_loss = 2.497974, iou_loss = 2.019770, total_loss = 4.517744 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.527068), count: 24, class_loss = 7.495203, iou_loss = 1.840496, total_loss = 9.335699 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.521616), count: 5, class_loss = 1.186345, iou_loss = 0.209552, total_loss = 1.395897 \n",
            " total_bbox = 185538, rewritten_bbox = 0.000539 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.421730), count: 16, class_loss = 6.023153, iou_loss = 4.688874, total_loss = 10.712027 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.553989), count: 22, class_loss = 7.809673, iou_loss = 2.197304, total_loss = 10.006977 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.493607), count: 3, class_loss = 0.855177, iou_loss = 0.057068, total_loss = 0.912245 \n",
            " total_bbox = 185579, rewritten_bbox = 0.000539 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.354688), count: 3, class_loss = 1.050081, iou_loss = 0.717606, total_loss = 1.767686 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.568799), count: 8, class_loss = 2.546269, iou_loss = 0.595320, total_loss = 3.141589 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.593691), count: 6, class_loss = 1.445459, iou_loss = 0.141895, total_loss = 1.587354 \n",
            " total_bbox = 185596, rewritten_bbox = 0.000539 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.559866), count: 5, class_loss = 1.743593, iou_loss = 1.483350, total_loss = 3.226943 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.573896), count: 11, class_loss = 2.046289, iou_loss = 0.942468, total_loss = 2.988757 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.313219), count: 2, class_loss = 0.540798, iou_loss = 0.013842, total_loss = 0.554641 \n",
            " total_bbox = 185614, rewritten_bbox = 0.000539 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.370570), count: 6, class_loss = 2.346936, iou_loss = 1.278825, total_loss = 3.625761 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.551191), count: 13, class_loss = 3.256274, iou_loss = 0.917654, total_loss = 4.173928 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.436540), count: 4, class_loss = 1.017384, iou_loss = 0.051760, total_loss = 1.069144 \n",
            " total_bbox = 185637, rewritten_bbox = 0.000539 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.483948), count: 15, class_loss = 5.652617, iou_loss = 4.164848, total_loss = 9.817465 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.501211), count: 22, class_loss = 7.549635, iou_loss = 1.810301, total_loss = 9.359936 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.385805), count: 3, class_loss = 1.023890, iou_loss = 0.020047, total_loss = 1.043936 \n",
            " total_bbox = 185677, rewritten_bbox = 0.000539 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.372520), count: 10, class_loss = 3.875990, iou_loss = 2.754194, total_loss = 6.630185 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.478527), count: 14, class_loss = 4.305035, iou_loss = 1.349926, total_loss = 5.654961 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.661233), count: 4, class_loss = 1.179913, iou_loss = 0.110878, total_loss = 1.290790 \n",
            " total_bbox = 185705, rewritten_bbox = 0.000538 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.412582), count: 11, class_loss = 4.109189, iou_loss = 2.500812, total_loss = 6.610001 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.530660), count: 22, class_loss = 7.000203, iou_loss = 1.562121, total_loss = 8.562324 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.423321), count: 9, class_loss = 2.195142, iou_loss = 0.078929, total_loss = 2.274071 \n",
            " total_bbox = 185747, rewritten_bbox = 0.000538 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.421915), count: 14, class_loss = 5.285744, iou_loss = 2.771020, total_loss = 8.056765 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.614237), count: 18, class_loss = 3.772192, iou_loss = 2.123234, total_loss = 5.895426 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.396742), count: 3, class_loss = 0.732431, iou_loss = 0.044742, total_loss = 0.777174 \n",
            " total_bbox = 185782, rewritten_bbox = 0.000538 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.509970), count: 7, class_loss = 2.528563, iou_loss = 1.905058, total_loss = 4.433621 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.580674), count: 25, class_loss = 6.084843, iou_loss = 2.289396, total_loss = 8.374239 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.507968), count: 5, class_loss = 0.747433, iou_loss = 0.228450, total_loss = 0.975883 \n",
            " total_bbox = 185819, rewritten_bbox = 0.000538 % \n",
            "\n",
            "\n",
            " Tensor Cores are disabled until the first 3000 iterations are reached.\n",
            " (next mAP calculation at 1000 iterations) \u001b]2;457/6000: loss=3.5 hours left=6.7\u0007\n",
            " 457: 3.515180, 2.783090 avg loss, 0.000044 rate, 2.333688 seconds, 29248 images, 6.683315 hours left\n",
            "Loaded: 1.446206 seconds - performance bottleneck on CPU or Disk HDD/SSD\n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.579513), count: 5, class_loss = 1.593655, iou_loss = 1.572400, total_loss = 3.166055 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.530939), count: 10, class_loss = 2.494356, iou_loss = 0.816230, total_loss = 3.310586 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.334798), count: 1, class_loss = 0.122973, iou_loss = 0.003257, total_loss = 0.126230 \n",
            " total_bbox = 185835, rewritten_bbox = 0.000538 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.000000), count: 1, class_loss = 0.003521, iou_loss = 0.000000, total_loss = 0.003521 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.662681), count: 12, class_loss = 2.650749, iou_loss = 1.589494, total_loss = 4.240243 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.545864), count: 5, class_loss = 0.983244, iou_loss = 0.079962, total_loss = 1.063206 \n",
            " total_bbox = 185852, rewritten_bbox = 0.000538 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.366629), count: 4, class_loss = 1.509280, iou_loss = 0.681218, total_loss = 2.190497 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.523829), count: 11, class_loss = 2.909108, iou_loss = 0.810484, total_loss = 3.719592 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.556614), count: 2, class_loss = 0.306616, iou_loss = 0.058532, total_loss = 0.365148 \n",
            " total_bbox = 185869, rewritten_bbox = 0.000538 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.408046), count: 7, class_loss = 2.582935, iou_loss = 1.353846, total_loss = 3.936781 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.556700), count: 18, class_loss = 4.212561, iou_loss = 1.574989, total_loss = 5.787549 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.478285), count: 4, class_loss = 0.952608, iou_loss = 0.067546, total_loss = 1.020154 \n",
            " total_bbox = 185898, rewritten_bbox = 0.000538 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.495076), count: 10, class_loss = 3.544638, iou_loss = 2.353951, total_loss = 5.898588 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.545313), count: 22, class_loss = 5.941476, iou_loss = 1.950384, total_loss = 7.891860 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.347563), count: 6, class_loss = 1.584931, iou_loss = 0.047804, total_loss = 1.632736 \n",
            " total_bbox = 185936, rewritten_bbox = 0.000538 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.515674), count: 4, class_loss = 1.453213, iou_loss = 1.502992, total_loss = 2.956205 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.599227), count: 14, class_loss = 3.325918, iou_loss = 1.571025, total_loss = 4.896943 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.580523), count: 3, class_loss = 0.445553, iou_loss = 0.113482, total_loss = 0.559035 \n",
            " total_bbox = 185957, rewritten_bbox = 0.000538 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.480425), count: 6, class_loss = 2.173532, iou_loss = 1.614771, total_loss = 3.788303 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.622252), count: 10, class_loss = 2.699483, iou_loss = 1.401637, total_loss = 4.101120 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.419207), count: 3, class_loss = 0.754064, iou_loss = 0.038126, total_loss = 0.792191 \n",
            " total_bbox = 185976, rewritten_bbox = 0.000538 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.592053), count: 7, class_loss = 2.577127, iou_loss = 3.056756, total_loss = 5.633883 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.542448), count: 14, class_loss = 3.783030, iou_loss = 1.235390, total_loss = 5.018420 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.296835), count: 2, class_loss = 0.678335, iou_loss = 0.015328, total_loss = 0.693663 \n",
            " total_bbox = 185999, rewritten_bbox = 0.000538 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.442922), count: 23, class_loss = 8.740927, iou_loss = 6.799835, total_loss = 15.540762 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.511728), count: 31, class_loss = 9.391823, iou_loss = 2.409210, total_loss = 11.801033 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.389403), count: 4, class_loss = 0.955814, iou_loss = 0.075537, total_loss = 1.031350 \n",
            " total_bbox = 186057, rewritten_bbox = 0.000537 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.446111), count: 8, class_loss = 2.810609, iou_loss = 2.089476, total_loss = 4.900085 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.472915), count: 23, class_loss = 7.389329, iou_loss = 1.461378, total_loss = 8.850707 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.441562), count: 10, class_loss = 3.133773, iou_loss = 0.124001, total_loss = 3.257774 \n",
            " total_bbox = 186098, rewritten_bbox = 0.000537 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.527029), count: 13, class_loss = 4.894005, iou_loss = 4.497900, total_loss = 9.391905 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.596523), count: 21, class_loss = 6.413702, iou_loss = 2.792745, total_loss = 9.206448 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.418431), count: 3, class_loss = 1.053979, iou_loss = 0.065767, total_loss = 1.119746 \n",
            " total_bbox = 186135, rewritten_bbox = 0.000537 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.407339), count: 4, class_loss = 1.455751, iou_loss = 0.695565, total_loss = 2.151316 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.578506), count: 9, class_loss = 2.560583, iou_loss = 0.779510, total_loss = 3.340093 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.522466), count: 2, class_loss = 0.591400, iou_loss = 0.091827, total_loss = 0.683227 \n",
            " total_bbox = 186150, rewritten_bbox = 0.000537 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.670698), count: 4, class_loss = 1.406435, iou_loss = 1.604595, total_loss = 3.011030 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.471292), count: 10, class_loss = 2.840536, iou_loss = 0.480108, total_loss = 3.320644 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.457497), count: 4, class_loss = 0.578875, iou_loss = 0.061296, total_loss = 0.640171 \n",
            " total_bbox = 186168, rewritten_bbox = 0.000537 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.517746), count: 5, class_loss = 1.800825, iou_loss = 1.424986, total_loss = 3.225811 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.517743), count: 11, class_loss = 2.723803, iou_loss = 0.791752, total_loss = 3.515556 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.343824), count: 1, class_loss = 0.290730, iou_loss = 0.008602, total_loss = 0.299332 \n",
            " total_bbox = 186185, rewritten_bbox = 0.000537 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.428893), count: 2, class_loss = 0.717589, iou_loss = 0.541503, total_loss = 1.259091 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.608728), count: 9, class_loss = 1.989904, iou_loss = 0.730239, total_loss = 2.720143 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.553177), count: 4, class_loss = 0.558937, iou_loss = 0.070625, total_loss = 0.629562 \n",
            " total_bbox = 186200, rewritten_bbox = 0.000537 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.386788), count: 1, class_loss = 0.315467, iou_loss = 0.086246, total_loss = 0.401712 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.595795), count: 12, class_loss = 3.045851, iou_loss = 1.241779, total_loss = 4.287629 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.553239), count: 3, class_loss = 0.835837, iou_loss = 0.053194, total_loss = 0.889031 \n",
            " total_bbox = 186216, rewritten_bbox = 0.000537 % \n",
            "\n",
            "\n",
            " Tensor Cores are disabled until the first 3000 iterations are reached.\n",
            " (next mAP calculation at 1000 iterations) \u001b]2;458/6000: loss=2.4 hours left=6.7\u0007\n",
            " 458: 2.420660, 2.746847 avg loss, 0.000044 rate, 2.309346 seconds, 29312 images, 6.693642 hours left\n",
            "Loaded: 0.455241 seconds - performance bottleneck on CPU or Disk HDD/SSD\n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.589976), count: 6, class_loss = 2.106109, iou_loss = 1.807046, total_loss = 3.913155 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.530599), count: 10, class_loss = 3.578946, iou_loss = 0.738886, total_loss = 4.317832 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.162185), count: 2, class_loss = 0.583159, iou_loss = 0.003496, total_loss = 0.586655 \n",
            " total_bbox = 186234, rewritten_bbox = 0.000537 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.694718), count: 1, class_loss = 0.380556, iou_loss = 0.318376, total_loss = 0.698932 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.627443), count: 12, class_loss = 2.925747, iou_loss = 1.291448, total_loss = 4.217195 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.441000), count: 4, class_loss = 0.817674, iou_loss = 0.049501, total_loss = 0.867175 \n",
            " total_bbox = 186251, rewritten_bbox = 0.000537 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.621809), count: 3, class_loss = 1.088846, iou_loss = 1.018521, total_loss = 2.107367 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.509630), count: 12, class_loss = 3.244764, iou_loss = 0.826370, total_loss = 4.071134 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.584513), count: 4, class_loss = 0.846554, iou_loss = 0.084241, total_loss = 0.930794 \n",
            " total_bbox = 186270, rewritten_bbox = 0.000537 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.604203), count: 3, class_loss = 1.057113, iou_loss = 1.343149, total_loss = 2.400263 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.573713), count: 8, class_loss = 1.956373, iou_loss = 0.680210, total_loss = 2.636583 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.585611), count: 5, class_loss = 0.874808, iou_loss = 0.126324, total_loss = 1.001132 \n",
            " total_bbox = 186286, rewritten_bbox = 0.000537 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.643847), count: 3, class_loss = 1.158245, iou_loss = 1.285063, total_loss = 2.443309 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.601876), count: 14, class_loss = 2.943732, iou_loss = 1.239667, total_loss = 4.183399 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.587345), count: 5, class_loss = 1.158776, iou_loss = 0.125587, total_loss = 1.284363 \n",
            " total_bbox = 186308, rewritten_bbox = 0.000537 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.624752), count: 2, class_loss = 0.787751, iou_loss = 0.845372, total_loss = 1.633124 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.617185), count: 9, class_loss = 3.771037, iou_loss = 1.011127, total_loss = 4.782164 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.387204), count: 2, class_loss = 0.863193, iou_loss = 0.012471, total_loss = 0.875664 \n",
            " total_bbox = 186321, rewritten_bbox = 0.000537 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.484260), count: 2, class_loss = 0.641841, iou_loss = 0.454074, total_loss = 1.095914 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.564177), count: 12, class_loss = 2.668244, iou_loss = 1.049181, total_loss = 3.717425 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.476362), count: 3, class_loss = 0.775968, iou_loss = 0.041658, total_loss = 0.817625 \n",
            " total_bbox = 186338, rewritten_bbox = 0.000537 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.558107), count: 2, class_loss = 0.735430, iou_loss = 0.333368, total_loss = 1.068798 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.629936), count: 10, class_loss = 2.840166, iou_loss = 1.023068, total_loss = 3.863234 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.446352), count: 6, class_loss = 1.839563, iou_loss = 0.079697, total_loss = 1.919260 \n",
            " total_bbox = 186356, rewritten_bbox = 0.000537 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.513008), count: 11, class_loss = 3.969248, iou_loss = 3.356851, total_loss = 7.326099 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.586899), count: 24, class_loss = 5.903568, iou_loss = 2.340459, total_loss = 8.244027 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.535736), count: 7, class_loss = 1.644301, iou_loss = 0.117597, total_loss = 1.761897 \n",
            " total_bbox = 186398, rewritten_bbox = 0.000536 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.473431), count: 13, class_loss = 4.658707, iou_loss = 4.404710, total_loss = 9.063417 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.525680), count: 16, class_loss = 4.129504, iou_loss = 1.794995, total_loss = 5.924499 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.459778), count: 2, class_loss = 0.627652, iou_loss = 0.033930, total_loss = 0.661582 \n",
            " total_bbox = 186429, rewritten_bbox = 0.000536 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.402467), count: 9, class_loss = 3.192618, iou_loss = 2.268359, total_loss = 5.460977 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.579063), count: 25, class_loss = 6.538646, iou_loss = 2.185120, total_loss = 8.723766 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.482711), count: 8, class_loss = 2.101649, iou_loss = 0.153669, total_loss = 2.255317 \n",
            " total_bbox = 186471, rewritten_bbox = 0.000536 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.486040), count: 5, class_loss = 1.787588, iou_loss = 1.224557, total_loss = 3.012144 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.592870), count: 9, class_loss = 2.843285, iou_loss = 0.818980, total_loss = 3.662266 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.600521), count: 2, class_loss = 0.367000, iou_loss = 0.050707, total_loss = 0.417706 \n",
            " total_bbox = 186487, rewritten_bbox = 0.000536 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.000000), count: 1, class_loss = 0.005883, iou_loss = 0.000000, total_loss = 0.005883 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.579584), count: 12, class_loss = 2.079291, iou_loss = 0.899621, total_loss = 2.978912 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.384772), count: 4, class_loss = 0.674343, iou_loss = 0.053835, total_loss = 0.728178 \n",
            " total_bbox = 186503, rewritten_bbox = 0.000536 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.529637), count: 3, class_loss = 1.098333, iou_loss = 0.984290, total_loss = 2.082623 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.469864), count: 10, class_loss = 3.081746, iou_loss = 0.542523, total_loss = 3.624269 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.582057), count: 4, class_loss = 1.245206, iou_loss = 0.096831, total_loss = 1.342037 \n",
            " total_bbox = 186520, rewritten_bbox = 0.000536 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.692819), count: 2, class_loss = 0.736605, iou_loss = 0.750553, total_loss = 1.487157 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.574894), count: 12, class_loss = 2.738497, iou_loss = 0.860020, total_loss = 3.598516 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.483305), count: 5, class_loss = 1.038539, iou_loss = 0.053922, total_loss = 1.092461 \n",
            " total_bbox = 186539, rewritten_bbox = 0.000536 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.594444), count: 7, class_loss = 2.620453, iou_loss = 2.482587, total_loss = 5.103040 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.568728), count: 11, class_loss = 3.434912, iou_loss = 1.201842, total_loss = 4.636754 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.407779), count: 1, class_loss = 0.259874, iou_loss = 0.011008, total_loss = 0.270882 \n",
            " total_bbox = 186558, rewritten_bbox = 0.000536 % \n",
            "\n",
            "\n",
            " Tensor Cores are disabled until the first 3000 iterations are reached.\n",
            " (next mAP calculation at 1000 iterations) \u001b]2;459/6000: loss=2.0 hours left=6.7\u0007\n",
            " 459: 2.016721, 2.673834 avg loss, 0.000044 rate, 2.366406 seconds, 29376 images, 6.684520 hours left\n",
            "Loaded: 2.582974 seconds - performance bottleneck on CPU or Disk HDD/SSD\n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.456471), count: 8, class_loss = 2.932582, iou_loss = 2.541873, total_loss = 5.474455 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.556597), count: 30, class_loss = 8.330165, iou_loss = 2.696780, total_loss = 11.026945 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.463085), count: 9, class_loss = 2.896707, iou_loss = 0.165110, total_loss = 3.061817 \n",
            " total_bbox = 186605, rewritten_bbox = 0.000536 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.398652), count: 9, class_loss = 3.468251, iou_loss = 2.206073, total_loss = 5.674324 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.547035), count: 23, class_loss = 5.944083, iou_loss = 1.617921, total_loss = 7.562005 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.511111), count: 6, class_loss = 1.406756, iou_loss = 0.110608, total_loss = 1.517364 \n",
            " total_bbox = 186643, rewritten_bbox = 0.000536 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.364344), count: 17, class_loss = 6.334498, iou_loss = 4.010707, total_loss = 10.345205 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.554682), count: 25, class_loss = 8.015602, iou_loss = 2.485305, total_loss = 10.500907 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.641936), count: 3, class_loss = 0.943899, iou_loss = 0.085326, total_loss = 1.029226 \n",
            " total_bbox = 186688, rewritten_bbox = 0.000536 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.447288), count: 7, class_loss = 2.560949, iou_loss = 2.213192, total_loss = 4.774141 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.574587), count: 15, class_loss = 3.875651, iou_loss = 1.540031, total_loss = 5.415682 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.534173), count: 3, class_loss = 0.477911, iou_loss = 0.081242, total_loss = 0.559153 \n",
            " total_bbox = 186713, rewritten_bbox = 0.000536 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.458563), count: 13, class_loss = 4.759490, iou_loss = 2.805682, total_loss = 7.565173 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.522403), count: 18, class_loss = 5.845396, iou_loss = 1.604866, total_loss = 7.450262 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.629116), count: 3, class_loss = 1.002321, iou_loss = 0.311244, total_loss = 1.313565 \n",
            " total_bbox = 186747, rewritten_bbox = 0.000535 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.063664), count: 1, class_loss = 0.374381, iou_loss = 0.006516, total_loss = 0.380897 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.586488), count: 10, class_loss = 2.769907, iou_loss = 0.645611, total_loss = 3.415518 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.547033), count: 5, class_loss = 0.989760, iou_loss = 0.073206, total_loss = 1.062966 \n",
            " total_bbox = 186763, rewritten_bbox = 0.000535 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.544353), count: 2, class_loss = 0.791487, iou_loss = 0.405399, total_loss = 1.196886 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.573348), count: 14, class_loss = 3.447242, iou_loss = 1.386464, total_loss = 4.833706 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.532598), count: 5, class_loss = 1.369408, iou_loss = 0.069660, total_loss = 1.439068 \n",
            " total_bbox = 186784, rewritten_bbox = 0.000535 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.000000), count: 1, class_loss = 0.004350, iou_loss = 0.000000, total_loss = 0.004350 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.631073), count: 10, class_loss = 1.840403, iou_loss = 1.038354, total_loss = 2.878757 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.511326), count: 5, class_loss = 1.215805, iou_loss = 0.047766, total_loss = 1.263571 \n",
            " total_bbox = 186799, rewritten_bbox = 0.000535 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.515611), count: 8, class_loss = 3.055127, iou_loss = 2.053449, total_loss = 5.108576 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.540186), count: 16, class_loss = 4.386846, iou_loss = 1.209278, total_loss = 5.596124 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.513559), count: 4, class_loss = 1.166785, iou_loss = 0.155944, total_loss = 1.322729 \n",
            " total_bbox = 186827, rewritten_bbox = 0.000535 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.576489), count: 8, class_loss = 2.919195, iou_loss = 3.295098, total_loss = 6.214293 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.557013), count: 15, class_loss = 5.238254, iou_loss = 1.131037, total_loss = 6.369291 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.517697), count: 5, class_loss = 1.377180, iou_loss = 0.078049, total_loss = 1.455229 \n",
            " total_bbox = 186855, rewritten_bbox = 0.000535 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.400467), count: 7, class_loss = 2.705883, iou_loss = 2.407653, total_loss = 5.113536 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.564015), count: 18, class_loss = 4.439321, iou_loss = 1.569770, total_loss = 6.009091 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.504459), count: 6, class_loss = 1.476778, iou_loss = 0.144899, total_loss = 1.621677 \n",
            " total_bbox = 186886, rewritten_bbox = 0.000535 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.370669), count: 11, class_loss = 4.201931, iou_loss = 2.281982, total_loss = 6.483913 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.503089), count: 15, class_loss = 4.903215, iou_loss = 1.007399, total_loss = 5.910614 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.443937), count: 3, class_loss = 0.813037, iou_loss = 0.098152, total_loss = 0.911189 \n",
            " total_bbox = 186915, rewritten_bbox = 0.000535 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.492206), count: 11, class_loss = 4.025543, iou_loss = 4.468730, total_loss = 8.494273 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.501884), count: 16, class_loss = 5.278383, iou_loss = 1.204331, total_loss = 6.482715 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.386597), count: 3, class_loss = 0.825893, iou_loss = 0.070481, total_loss = 0.896374 \n",
            " total_bbox = 186945, rewritten_bbox = 0.000535 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.440067), count: 7, class_loss = 2.513375, iou_loss = 1.729290, total_loss = 4.242665 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.547086), count: 12, class_loss = 4.769181, iou_loss = 1.119632, total_loss = 5.888813 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.385155), count: 4, class_loss = 1.252849, iou_loss = 0.036116, total_loss = 1.288964 \n",
            " total_bbox = 186968, rewritten_bbox = 0.000535 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.439234), count: 9, class_loss = 3.463885, iou_loss = 2.258001, total_loss = 5.721886 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.543188), count: 21, class_loss = 4.711249, iou_loss = 1.397557, total_loss = 6.108807 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.428361), count: 6, class_loss = 1.610717, iou_loss = 0.072149, total_loss = 1.682865 \n",
            " total_bbox = 187004, rewritten_bbox = 0.000535 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.473058), count: 6, class_loss = 2.176686, iou_loss = 1.465064, total_loss = 3.641749 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.615155), count: 18, class_loss = 4.236766, iou_loss = 1.669725, total_loss = 5.906491 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.465261), count: 4, class_loss = 0.688146, iou_loss = 0.055406, total_loss = 0.743552 \n",
            " total_bbox = 187032, rewritten_bbox = 0.000535 % \n",
            "\n",
            "\n",
            " Tensor Cores are disabled until the first 3000 iterations are reached.\n",
            " (next mAP calculation at 1000 iterations) \u001b]2;460/6000: loss=3.0 hours left=6.7\u0007\n",
            " 460: 3.005139, 2.706965 avg loss, 0.000045 rate, 2.429929 seconds, 29440 images, 6.661105 hours left\n",
            "Resizing, random_coef = 1.40 \n",
            "\n",
            " 576 x 576 \n",
            " try to allocate additional workspace_size = 212.87 MB \n",
            " CUDA allocate done! \n",
            "Loaded: 0.000048 seconds\n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.516835), count: 6, class_loss = 2.360749, iou_loss = 5.187242, total_loss = 7.547991 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.555549), count: 22, class_loss = 7.653791, iou_loss = 6.840218, total_loss = 14.494009 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.496845), count: 13, class_loss = 3.868587, iou_loss = 0.486541, total_loss = 4.355128 \n",
            " total_bbox = 187073, rewritten_bbox = 0.000535 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.357837), count: 4, class_loss = 1.388728, iou_loss = 1.556417, total_loss = 2.945146 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.624425), count: 15, class_loss = 5.704099, iou_loss = 3.380453, total_loss = 9.084552 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.495672), count: 13, class_loss = 3.728935, iou_loss = 0.518918, total_loss = 4.247853 \n",
            " total_bbox = 187105, rewritten_bbox = 0.000534 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.293150), count: 2, class_loss = 0.742774, iou_loss = 0.802077, total_loss = 1.544850 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.518603), count: 19, class_loss = 5.972936, iou_loss = 3.411468, total_loss = 9.384403 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.531941), count: 15, class_loss = 4.538328, iou_loss = 0.800160, total_loss = 5.338488 \n",
            " total_bbox = 187141, rewritten_bbox = 0.000534 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.000000), count: 1, class_loss = 0.006616, iou_loss = 0.000000, total_loss = 0.006616 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.536773), count: 5, class_loss = 1.427300, iou_loss = 0.547857, total_loss = 1.975157 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.592867), count: 9, class_loss = 2.585136, iou_loss = 0.437066, total_loss = 3.022202 \n",
            " total_bbox = 187155, rewritten_bbox = 0.000534 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.000000), count: 1, class_loss = 0.005648, iou_loss = 0.000000, total_loss = 0.005648 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.606101), count: 8, class_loss = 2.579233, iou_loss = 1.672080, total_loss = 4.251312 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.448024), count: 7, class_loss = 2.366272, iou_loss = 0.306445, total_loss = 2.672718 \n",
            " total_bbox = 187170, rewritten_bbox = 0.000534 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.000000), count: 1, class_loss = 0.003004, iou_loss = 0.000000, total_loss = 0.003004 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.577684), count: 8, class_loss = 2.805260, iou_loss = 2.357437, total_loss = 5.162697 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.489892), count: 7, class_loss = 2.085761, iou_loss = 0.217921, total_loss = 2.303681 \n",
            " total_bbox = 187185, rewritten_bbox = 0.000534 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.627550), count: 2, class_loss = 0.754080, iou_loss = 1.948550, total_loss = 2.702630 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.590243), count: 9, class_loss = 2.731787, iou_loss = 1.961555, total_loss = 4.693341 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.506443), count: 7, class_loss = 2.535842, iou_loss = 0.720760, total_loss = 3.256602 \n",
            " total_bbox = 187203, rewritten_bbox = 0.000534 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.000000), count: 1, class_loss = 0.004382, iou_loss = 0.000000, total_loss = 0.004382 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.582377), count: 8, class_loss = 2.285479, iou_loss = 2.203423, total_loss = 4.488902 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.512366), count: 7, class_loss = 2.215444, iou_loss = 0.442205, total_loss = 2.657649 \n",
            " total_bbox = 187218, rewritten_bbox = 0.000534 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.450739), count: 2, class_loss = 0.697922, iou_loss = 1.459171, total_loss = 2.157093 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.627471), count: 25, class_loss = 8.090340, iou_loss = 6.054598, total_loss = 14.144938 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.468858), count: 17, class_loss = 5.226834, iou_loss = 0.666983, total_loss = 5.893816 \n",
            " total_bbox = 187262, rewritten_bbox = 0.000534 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.165621), count: 1, class_loss = 0.399829, iou_loss = 0.026148, total_loss = 0.425977 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.508642), count: 14, class_loss = 4.357724, iou_loss = 2.790051, total_loss = 7.147775 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.482985), count: 11, class_loss = 3.346387, iou_loss = 0.532164, total_loss = 3.878551 \n",
            " total_bbox = 187288, rewritten_bbox = 0.000534 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.441333), count: 4, class_loss = 1.488734, iou_loss = 3.767091, total_loss = 5.255825 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.546974), count: 25, class_loss = 7.804511, iou_loss = 7.059206, total_loss = 14.863716 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.523767), count: 11, class_loss = 3.327280, iou_loss = 0.583014, total_loss = 3.910294 \n",
            " total_bbox = 187328, rewritten_bbox = 0.000534 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.637194), count: 2, class_loss = 0.739569, iou_loss = 2.129217, total_loss = 2.868786 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.542643), count: 16, class_loss = 5.338304, iou_loss = 3.348773, total_loss = 8.687078 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.510780), count: 16, class_loss = 4.487151, iou_loss = 0.659814, total_loss = 5.146966 \n",
            " total_bbox = 187362, rewritten_bbox = 0.000534 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.235033), count: 2, class_loss = 0.777668, iou_loss = 0.225091, total_loss = 1.002759 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.509579), count: 18, class_loss = 5.660063, iou_loss = 2.629507, total_loss = 8.289570 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.539425), count: 15, class_loss = 3.774107, iou_loss = 0.641378, total_loss = 4.415485 \n",
            " total_bbox = 187397, rewritten_bbox = 0.000534 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.000000), count: 1, class_loss = 0.004718, iou_loss = 0.000000, total_loss = 0.004718 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.648014), count: 6, class_loss = 1.804318, iou_loss = 1.135867, total_loss = 2.940185 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.443864), count: 9, class_loss = 2.721427, iou_loss = 0.255066, total_loss = 2.976493 \n",
            " total_bbox = 187412, rewritten_bbox = 0.000534 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.545335), count: 1, class_loss = 0.358781, iou_loss = 0.495344, total_loss = 0.854125 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.515771), count: 4, class_loss = 1.621606, iou_loss = 0.479429, total_loss = 2.101035 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.509387), count: 6, class_loss = 1.600674, iou_loss = 0.211354, total_loss = 1.812028 \n",
            " total_bbox = 187423, rewritten_bbox = 0.000534 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.000000), count: 1, class_loss = 0.003374, iou_loss = 0.000000, total_loss = 0.003374 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.532827), count: 4, class_loss = 1.906634, iou_loss = 0.364628, total_loss = 2.271262 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.461543), count: 9, class_loss = 2.845944, iou_loss = 0.236310, total_loss = 3.082254 \n",
            " total_bbox = 187436, rewritten_bbox = 0.000534 % \n",
            "\n",
            "\n",
            " Tensor Cores are disabled until the first 3000 iterations are reached.\n",
            " (next mAP calculation at 1000 iterations) \u001b]2;461/6000: loss=2.7 hours left=6.7\u0007\n",
            " 461: 2.689503, 2.705219 avg loss, 0.000045 rate, 5.983485 seconds, 29504 images, 6.671637 hours left\n",
            "Loaded: 0.420351 seconds - performance bottleneck on CPU or Disk HDD/SSD\n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.000000), count: 1, class_loss = 0.023821, iou_loss = 0.000000, total_loss = 0.023821 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.582707), count: 14, class_loss = 5.121354, iou_loss = 2.820167, total_loss = 7.941521 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.508999), count: 11, class_loss = 3.024107, iou_loss = 0.684836, total_loss = 3.708942 \n",
            " total_bbox = 187461, rewritten_bbox = 0.000533 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.572931), count: 9, class_loss = 3.266337, iou_loss = 9.481715, total_loss = 12.748053 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.553831), count: 25, class_loss = 6.589842, iou_loss = 7.224555, total_loss = 13.814398 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.415166), count: 9, class_loss = 2.187759, iou_loss = 0.541383, total_loss = 2.729142 \n",
            " total_bbox = 187504, rewritten_bbox = 0.000533 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.420242), count: 2, class_loss = 0.835488, iou_loss = 1.356248, total_loss = 2.191736 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.602098), count: 21, class_loss = 7.149252, iou_loss = 5.702197, total_loss = 12.851449 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.453756), count: 11, class_loss = 3.021072, iou_loss = 0.394374, total_loss = 3.415446 \n",
            " total_bbox = 187538, rewritten_bbox = 0.000533 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.466448), count: 5, class_loss = 1.845754, iou_loss = 10.071812, total_loss = 11.917566 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.467654), count: 13, class_loss = 4.501150, iou_loss = 2.114665, total_loss = 6.615815 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.433540), count: 10, class_loss = 3.210664, iou_loss = 0.307111, total_loss = 3.517774 \n",
            " total_bbox = 187566, rewritten_bbox = 0.000533 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.390003), count: 3, class_loss = 1.154879, iou_loss = 1.976264, total_loss = 3.131143 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.530344), count: 23, class_loss = 7.237879, iou_loss = 4.173890, total_loss = 11.411769 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.517035), count: 12, class_loss = 3.324846, iou_loss = 0.802614, total_loss = 4.127460 \n",
            " total_bbox = 187604, rewritten_bbox = 0.000533 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.395691), count: 2, class_loss = 0.669757, iou_loss = 0.540595, total_loss = 1.210352 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.567357), count: 18, class_loss = 5.668729, iou_loss = 3.433747, total_loss = 9.102476 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.461529), count: 15, class_loss = 4.156052, iou_loss = 0.756126, total_loss = 4.912178 \n",
            " total_bbox = 187639, rewritten_bbox = 0.000533 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.000000), count: 1, class_loss = 0.006543, iou_loss = 0.000000, total_loss = 0.006543 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.607203), count: 8, class_loss = 2.702125, iou_loss = 1.662054, total_loss = 4.364179 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.531624), count: 8, class_loss = 1.993729, iou_loss = 0.343717, total_loss = 2.337446 \n",
            " total_bbox = 187655, rewritten_bbox = 0.000533 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.830242), count: 1, class_loss = 0.351667, iou_loss = 0.619963, total_loss = 0.971630 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.546244), count: 7, class_loss = 1.914060, iou_loss = 1.613279, total_loss = 3.527339 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.498494), count: 8, class_loss = 2.459684, iou_loss = 0.902413, total_loss = 3.362097 \n",
            " total_bbox = 187671, rewritten_bbox = 0.000533 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.622225), count: 2, class_loss = 0.700230, iou_loss = 3.091225, total_loss = 3.791455 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.596129), count: 10, class_loss = 2.689593, iou_loss = 2.638729, total_loss = 5.328321 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.464662), count: 6, class_loss = 1.737698, iou_loss = 0.166690, total_loss = 1.904388 \n",
            " total_bbox = 187689, rewritten_bbox = 0.000533 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.000000), count: 1, class_loss = 0.010253, iou_loss = 0.000000, total_loss = 0.010253 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.604736), count: 13, class_loss = 3.138695, iou_loss = 4.690822, total_loss = 7.829517 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.528761), count: 6, class_loss = 2.119992, iou_loss = 0.393584, total_loss = 2.513575 \n",
            " total_bbox = 187708, rewritten_bbox = 0.000533 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.000000), count: 1, class_loss = 0.003454, iou_loss = 0.000000, total_loss = 0.003454 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.507461), count: 7, class_loss = 2.281400, iou_loss = 1.149943, total_loss = 3.431342 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.439203), count: 12, class_loss = 3.893301, iou_loss = 0.168195, total_loss = 4.061497 \n",
            " total_bbox = 187727, rewritten_bbox = 0.000533 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.500493), count: 1, class_loss = 0.419962, iou_loss = 0.462585, total_loss = 0.882546 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.609051), count: 31, class_loss = 8.063700, iou_loss = 7.517118, total_loss = 15.580817 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.494178), count: 22, class_loss = 5.624486, iou_loss = 0.825571, total_loss = 6.450057 \n",
            " total_bbox = 187781, rewritten_bbox = 0.000533 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.179118), count: 4, class_loss = 1.521670, iou_loss = 0.588428, total_loss = 2.110098 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.531897), count: 18, class_loss = 6.025208, iou_loss = 2.973928, total_loss = 8.999136 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.561219), count: 14, class_loss = 3.536814, iou_loss = 1.017282, total_loss = 4.554096 \n",
            " total_bbox = 187817, rewritten_bbox = 0.000532 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.703802), count: 3, class_loss = 1.040479, iou_loss = 2.697303, total_loss = 3.737782 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.589669), count: 27, class_loss = 6.888199, iou_loss = 7.038294, total_loss = 13.926494 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.548718), count: 11, class_loss = 2.772227, iou_loss = 0.636210, total_loss = 3.408437 \n",
            " total_bbox = 187858, rewritten_bbox = 0.000532 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.424608), count: 2, class_loss = 0.736015, iou_loss = 0.887710, total_loss = 1.623725 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.594771), count: 20, class_loss = 5.711660, iou_loss = 5.312590, total_loss = 11.024250 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.399649), count: 13, class_loss = 3.215297, iou_loss = 0.393871, total_loss = 3.609168 \n",
            " total_bbox = 187893, rewritten_bbox = 0.000532 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.592440), count: 3, class_loss = 1.093646, iou_loss = 2.898208, total_loss = 3.991854 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.583674), count: 23, class_loss = 7.181640, iou_loss = 6.380192, total_loss = 13.561832 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.519241), count: 15, class_loss = 4.212096, iou_loss = 0.863505, total_loss = 5.075601 \n",
            " total_bbox = 187933, rewritten_bbox = 0.000532 % \n",
            "\n",
            "\n",
            " Tensor Cores are disabled until the first 3000 iterations are reached.\n",
            " (next mAP calculation at 1000 iterations) \u001b]2;462/6000: loss=3.1 hours left=6.7\u0007\n",
            " 462: 3.070889, 2.741786 avg loss, 0.000046 rate, 5.732006 seconds, 29568 images, 6.696984 hours left\n",
            "Loaded: 0.000068 seconds\n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.000000), count: 1, class_loss = 0.010372, iou_loss = 0.000000, total_loss = 0.010372 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.567500), count: 10, class_loss = 1.763667, iou_loss = 2.332570, total_loss = 4.096237 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.548342), count: 6, class_loss = 1.527587, iou_loss = 0.230495, total_loss = 1.758082 \n",
            " total_bbox = 187949, rewritten_bbox = 0.000532 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.528286), count: 2, class_loss = 0.787410, iou_loss = 1.345612, total_loss = 2.133022 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.576757), count: 5, class_loss = 2.412201, iou_loss = 2.105013, total_loss = 4.517215 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.460297), count: 7, class_loss = 1.976402, iou_loss = 0.183215, total_loss = 2.159616 \n",
            " total_bbox = 187963, rewritten_bbox = 0.000532 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.265918), count: 4, class_loss = 1.438670, iou_loss = 4.806210, total_loss = 6.244880 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.618662), count: 10, class_loss = 3.476871, iou_loss = 2.229387, total_loss = 5.706258 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.403098), count: 11, class_loss = 3.487558, iou_loss = 0.213295, total_loss = 3.700853 \n",
            " total_bbox = 187988, rewritten_bbox = 0.000532 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.551703), count: 2, class_loss = 0.732803, iou_loss = 1.396061, total_loss = 2.128864 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.549145), count: 12, class_loss = 3.926406, iou_loss = 2.497911, total_loss = 6.424317 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.471585), count: 9, class_loss = 2.465184, iou_loss = 0.392734, total_loss = 2.857918 \n",
            " total_bbox = 188011, rewritten_bbox = 0.000532 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.519249), count: 6, class_loss = 2.121973, iou_loss = 5.265408, total_loss = 7.387381 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.540833), count: 25, class_loss = 8.187819, iou_loss = 6.868553, total_loss = 15.056372 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.463614), count: 11, class_loss = 3.338768, iou_loss = 0.438032, total_loss = 3.776800 \n",
            " total_bbox = 188053, rewritten_bbox = 0.000532 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.543074), count: 3, class_loss = 1.167726, iou_loss = 3.419531, total_loss = 4.587257 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.626797), count: 16, class_loss = 5.112936, iou_loss = 3.733915, total_loss = 8.846850 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.409731), count: 11, class_loss = 3.589847, iou_loss = 0.414551, total_loss = 4.004398 \n",
            " total_bbox = 188083, rewritten_bbox = 0.000532 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.000000), count: 1, class_loss = 0.003431, iou_loss = 0.000000, total_loss = 0.003431 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.661966), count: 7, class_loss = 2.499331, iou_loss = 1.645313, total_loss = 4.144645 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.411342), count: 6, class_loss = 1.349806, iou_loss = 0.158489, total_loss = 1.508295 \n",
            " total_bbox = 188096, rewritten_bbox = 0.000532 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.000000), count: 1, class_loss = 0.003352, iou_loss = 0.000000, total_loss = 0.003352 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.604614), count: 7, class_loss = 2.403880, iou_loss = 1.707915, total_loss = 4.111794 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.477736), count: 9, class_loss = 2.863582, iou_loss = 0.352330, total_loss = 3.215913 \n",
            " total_bbox = 188112, rewritten_bbox = 0.000532 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.000000), count: 1, class_loss = 0.014575, iou_loss = 0.000000, total_loss = 0.014575 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.553610), count: 6, class_loss = 1.805521, iou_loss = 1.363247, total_loss = 3.168767 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.444562), count: 8, class_loss = 1.921279, iou_loss = 0.256271, total_loss = 2.177549 \n",
            " total_bbox = 188126, rewritten_bbox = 0.000532 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.344960), count: 1, class_loss = 0.353972, iou_loss = 0.270447, total_loss = 0.624419 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.623067), count: 6, class_loss = 1.889873, iou_loss = 2.161836, total_loss = 4.051709 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.484854), count: 7, class_loss = 1.540724, iou_loss = 0.270039, total_loss = 1.810763 \n",
            " total_bbox = 188140, rewritten_bbox = 0.000532 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.000000), count: 1, class_loss = 0.003588, iou_loss = 0.000000, total_loss = 0.003588 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.549535), count: 10, class_loss = 2.786246, iou_loss = 1.943749, total_loss = 4.729995 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.471072), count: 5, class_loss = 1.129284, iou_loss = 0.252709, total_loss = 1.381993 \n",
            " total_bbox = 188155, rewritten_bbox = 0.000531 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.591695), count: 1, class_loss = 0.452214, iou_loss = 1.074417, total_loss = 1.526630 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.593127), count: 12, class_loss = 4.506720, iou_loss = 3.088969, total_loss = 7.595689 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.425956), count: 8, class_loss = 2.641469, iou_loss = 0.329755, total_loss = 2.971224 \n",
            " total_bbox = 188176, rewritten_bbox = 0.000531 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.670151), count: 1, class_loss = 0.323482, iou_loss = 1.010230, total_loss = 1.333712 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.591243), count: 7, class_loss = 2.829086, iou_loss = 1.850145, total_loss = 4.679231 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.367372), count: 8, class_loss = 2.684237, iou_loss = 0.126271, total_loss = 2.810507 \n",
            " total_bbox = 188192, rewritten_bbox = 0.000531 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.000000), count: 1, class_loss = 0.004524, iou_loss = 0.000000, total_loss = 0.004524 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.503216), count: 8, class_loss = 1.897691, iou_loss = 1.296885, total_loss = 3.194576 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.495334), count: 6, class_loss = 1.623919, iou_loss = 0.225088, total_loss = 1.849008 \n",
            " total_bbox = 188206, rewritten_bbox = 0.000531 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.535953), count: 4, class_loss = 1.573186, iou_loss = 3.583406, total_loss = 5.156593 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.538234), count: 14, class_loss = 4.717208, iou_loss = 3.034901, total_loss = 7.752109 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.395442), count: 10, class_loss = 2.709563, iou_loss = 0.243794, total_loss = 2.953357 \n",
            " total_bbox = 188233, rewritten_bbox = 0.000531 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.355977), count: 4, class_loss = 1.405907, iou_loss = 1.668130, total_loss = 3.074037 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.431593), count: 22, class_loss = 8.001167, iou_loss = 3.183169, total_loss = 11.184337 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.400979), count: 16, class_loss = 5.252846, iou_loss = 0.390764, total_loss = 5.643610 \n",
            " total_bbox = 188275, rewritten_bbox = 0.000531 % \n",
            "\n",
            "\n",
            " Tensor Cores are disabled until the first 3000 iterations are reached.\n",
            " (next mAP calculation at 1000 iterations) \u001b]2;463/6000: loss=2.3 hours left=6.7\u0007\n",
            " 463: 2.272509, 2.694858 avg loss, 0.000046 rate, 5.850187 seconds, 29632 images, 6.724658 hours left\n",
            "Loaded: 0.000064 seconds\n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.391721), count: 9, class_loss = 3.273494, iou_loss = 6.459424, total_loss = 9.732918 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.584208), count: 26, class_loss = 7.356842, iou_loss = 7.925326, total_loss = 15.282168 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.482823), count: 11, class_loss = 2.692401, iou_loss = 0.499149, total_loss = 3.191551 \n",
            " total_bbox = 188321, rewritten_bbox = 0.000531 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.000000), count: 1, class_loss = 0.014452, iou_loss = 0.000000, total_loss = 0.014452 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.515915), count: 14, class_loss = 4.365427, iou_loss = 2.471775, total_loss = 6.837202 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.454344), count: 9, class_loss = 2.610547, iou_loss = 0.282031, total_loss = 2.892578 \n",
            " total_bbox = 188344, rewritten_bbox = 0.000531 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.181406), count: 1, class_loss = 0.392644, iou_loss = 0.582147, total_loss = 0.974791 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.631929), count: 16, class_loss = 4.334805, iou_loss = 3.778244, total_loss = 8.113050 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.491062), count: 13, class_loss = 3.090051, iou_loss = 0.661863, total_loss = 3.751915 \n",
            " total_bbox = 188374, rewritten_bbox = 0.000531 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.428203), count: 2, class_loss = 0.731752, iou_loss = 1.016430, total_loss = 1.748182 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.546224), count: 8, class_loss = 2.185457, iou_loss = 2.379182, total_loss = 4.564639 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.443905), count: 4, class_loss = 1.667986, iou_loss = 0.177582, total_loss = 1.845569 \n",
            " total_bbox = 188388, rewritten_bbox = 0.000531 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.669703), count: 2, class_loss = 0.709643, iou_loss = 2.338842, total_loss = 3.048485 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.574373), count: 7, class_loss = 2.031262, iou_loss = 1.988285, total_loss = 4.019547 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.459618), count: 5, class_loss = 1.460779, iou_loss = 0.080470, total_loss = 1.541249 \n",
            " total_bbox = 188402, rewritten_bbox = 0.000531 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.448836), count: 3, class_loss = 1.207588, iou_loss = 3.605674, total_loss = 4.813262 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.659172), count: 12, class_loss = 3.398351, iou_loss = 3.873117, total_loss = 7.271469 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.453762), count: 11, class_loss = 3.114549, iou_loss = 0.394012, total_loss = 3.508561 \n",
            " total_bbox = 188428, rewritten_bbox = 0.000531 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.277651), count: 1, class_loss = 0.358655, iou_loss = 0.238253, total_loss = 0.596908 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.573129), count: 15, class_loss = 4.683384, iou_loss = 2.937390, total_loss = 7.620775 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.455880), count: 10, class_loss = 3.781720, iou_loss = 0.460652, total_loss = 4.242372 \n",
            " total_bbox = 188454, rewritten_bbox = 0.000531 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.386046), count: 4, class_loss = 1.453358, iou_loss = 2.157297, total_loss = 3.610656 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.538307), count: 24, class_loss = 7.431705, iou_loss = 5.107355, total_loss = 12.539061 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.513884), count: 14, class_loss = 3.671751, iou_loss = 0.718242, total_loss = 4.389993 \n",
            " total_bbox = 188496, rewritten_bbox = 0.000531 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.430889), count: 3, class_loss = 1.181903, iou_loss = 2.742474, total_loss = 3.924376 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.596470), count: 15, class_loss = 3.990811, iou_loss = 4.093990, total_loss = 8.084802 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.452928), count: 8, class_loss = 1.989184, iou_loss = 0.490948, total_loss = 2.480132 \n",
            " total_bbox = 188522, rewritten_bbox = 0.000530 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.329753), count: 1, class_loss = 0.384627, iou_loss = 0.211287, total_loss = 0.595913 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.481919), count: 24, class_loss = 6.286582, iou_loss = 4.326943, total_loss = 10.613524 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.531919), count: 16, class_loss = 3.887221, iou_loss = 0.739704, total_loss = 4.626925 \n",
            " total_bbox = 188563, rewritten_bbox = 0.000530 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.298444), count: 5, class_loss = 1.952365, iou_loss = 2.729246, total_loss = 4.681611 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.486764), count: 15, class_loss = 4.058755, iou_loss = 3.418780, total_loss = 7.477536 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.543139), count: 8, class_loss = 1.537186, iou_loss = 0.353735, total_loss = 1.890921 \n",
            " total_bbox = 188591, rewritten_bbox = 0.000530 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.771667), count: 2, class_loss = 0.726141, iou_loss = 5.244424, total_loss = 5.970564 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.563114), count: 8, class_loss = 2.468729, iou_loss = 1.750471, total_loss = 4.219200 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.452099), count: 5, class_loss = 1.170236, iou_loss = 0.122675, total_loss = 1.292911 \n",
            " total_bbox = 188606, rewritten_bbox = 0.000530 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.606311), count: 1, class_loss = 0.365843, iou_loss = 0.813583, total_loss = 1.179426 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.548208), count: 10, class_loss = 2.724337, iou_loss = 2.100450, total_loss = 4.824786 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.534423), count: 7, class_loss = 1.492869, iou_loss = 0.457693, total_loss = 1.950562 \n",
            " total_bbox = 188624, rewritten_bbox = 0.000530 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.657724), count: 2, class_loss = 0.719262, iou_loss = 2.331664, total_loss = 3.050926 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.467142), count: 7, class_loss = 2.197709, iou_loss = 1.377715, total_loss = 3.575424 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.503965), count: 5, class_loss = 1.188438, iou_loss = 0.182316, total_loss = 1.370754 \n",
            " total_bbox = 188638, rewritten_bbox = 0.000530 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.475456), count: 6, class_loss = 2.169191, iou_loss = 6.363581, total_loss = 8.532772 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.517347), count: 8, class_loss = 3.042556, iou_loss = 1.945173, total_loss = 4.987729 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.431423), count: 2, class_loss = 0.729192, iou_loss = 0.140014, total_loss = 0.869206 \n",
            " total_bbox = 188654, rewritten_bbox = 0.000530 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.000000), count: 1, class_loss = 0.003440, iou_loss = 0.000000, total_loss = 0.003440 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.710296), count: 4, class_loss = 1.347609, iou_loss = 0.693213, total_loss = 2.040822 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.472100), count: 9, class_loss = 2.594203, iou_loss = 0.230669, total_loss = 2.824872 \n",
            " total_bbox = 188667, rewritten_bbox = 0.000530 % \n",
            "\n",
            "\n",
            " Tensor Cores are disabled until the first 3000 iterations are reached.\n",
            " (next mAP calculation at 1000 iterations) \u001b]2;464/6000: loss=2.4 hours left=6.7\u0007\n",
            " 464: 2.388105, 2.664183 avg loss, 0.000046 rate, 5.978983 seconds, 29696 images, 6.747392 hours left\n",
            "Loaded: 0.000067 seconds\n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.499962), count: 1, class_loss = 0.423136, iou_loss = 0.411667, total_loss = 0.834804 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.508568), count: 6, class_loss = 1.532528, iou_loss = 0.654014, total_loss = 2.186543 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.532427), count: 6, class_loss = 1.063214, iou_loss = 0.256413, total_loss = 1.319627 \n",
            " total_bbox = 188680, rewritten_bbox = 0.000530 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.000000), count: 1, class_loss = 0.003334, iou_loss = 0.000000, total_loss = 0.003334 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.448411), count: 7, class_loss = 2.324628, iou_loss = 0.995092, total_loss = 3.319720 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.587536), count: 7, class_loss = 1.733933, iou_loss = 0.348609, total_loss = 2.082542 \n",
            " total_bbox = 188694, rewritten_bbox = 0.000530 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.441819), count: 2, class_loss = 0.814974, iou_loss = 0.780495, total_loss = 1.595470 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.530807), count: 18, class_loss = 5.156317, iou_loss = 4.308098, total_loss = 9.464415 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.372705), count: 7, class_loss = 1.965372, iou_loss = 0.208181, total_loss = 2.173553 \n",
            " total_bbox = 188721, rewritten_bbox = 0.000530 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.380966), count: 4, class_loss = 1.360164, iou_loss = 4.669626, total_loss = 6.029790 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.543622), count: 18, class_loss = 6.305558, iou_loss = 4.124889, total_loss = 10.430447 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.493716), count: 9, class_loss = 3.427292, iou_loss = 1.089267, total_loss = 4.516559 \n",
            " total_bbox = 188752, rewritten_bbox = 0.000530 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.475327), count: 2, class_loss = 0.721182, iou_loss = 1.789496, total_loss = 2.510678 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.539436), count: 23, class_loss = 6.015121, iou_loss = 5.085633, total_loss = 11.100755 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.550051), count: 18, class_loss = 4.937308, iou_loss = 0.854718, total_loss = 5.792026 \n",
            " total_bbox = 188795, rewritten_bbox = 0.000530 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.589882), count: 5, class_loss = 1.763327, iou_loss = 5.127536, total_loss = 6.890863 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.557255), count: 23, class_loss = 7.795706, iou_loss = 6.218499, total_loss = 14.014205 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.456753), count: 14, class_loss = 3.476899, iou_loss = 0.619939, total_loss = 4.096838 \n",
            " total_bbox = 188837, rewritten_bbox = 0.000530 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.255745), count: 1, class_loss = 0.343648, iou_loss = 0.110197, total_loss = 0.453845 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.629230), count: 18, class_loss = 5.061212, iou_loss = 5.290606, total_loss = 10.351818 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.485423), count: 11, class_loss = 2.792288, iou_loss = 0.512114, total_loss = 3.304402 \n",
            " total_bbox = 188867, rewritten_bbox = 0.000529 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.598790), count: 4, class_loss = 1.464788, iou_loss = 6.556657, total_loss = 8.021445 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.479814), count: 22, class_loss = 7.000968, iou_loss = 5.866374, total_loss = 12.867341 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.538885), count: 19, class_loss = 5.636620, iou_loss = 0.917302, total_loss = 6.553922 \n",
            " total_bbox = 188912, rewritten_bbox = 0.000529 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.405399), count: 1, class_loss = 0.422238, iou_loss = 0.228556, total_loss = 0.650794 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.541013), count: 5, class_loss = 2.117589, iou_loss = 1.061427, total_loss = 3.179015 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.475873), count: 6, class_loss = 1.945408, iou_loss = 0.264032, total_loss = 2.209440 \n",
            " total_bbox = 188924, rewritten_bbox = 0.000529 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.480936), count: 2, class_loss = 0.693949, iou_loss = 1.862593, total_loss = 2.556543 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.557406), count: 8, class_loss = 2.748020, iou_loss = 1.812804, total_loss = 4.560824 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.510899), count: 7, class_loss = 1.623280, iou_loss = 0.335623, total_loss = 1.958903 \n",
            " total_bbox = 188941, rewritten_bbox = 0.000529 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.629524), count: 2, class_loss = 0.702460, iou_loss = 1.437509, total_loss = 2.139969 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.650255), count: 11, class_loss = 2.977487, iou_loss = 3.750247, total_loss = 6.727735 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.531594), count: 5, class_loss = 1.536378, iou_loss = 0.968049, total_loss = 2.504427 \n",
            " total_bbox = 188959, rewritten_bbox = 0.000529 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.000000), count: 1, class_loss = 0.003056, iou_loss = 0.000000, total_loss = 0.003056 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.568087), count: 7, class_loss = 1.901129, iou_loss = 1.666900, total_loss = 3.568029 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.425634), count: 8, class_loss = 2.343130, iou_loss = 0.168431, total_loss = 2.511560 \n",
            " total_bbox = 188974, rewritten_bbox = 0.000529 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.406753), count: 1, class_loss = 0.350357, iou_loss = 0.317580, total_loss = 0.667937 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.615053), count: 6, class_loss = 1.257219, iou_loss = 1.422123, total_loss = 2.679342 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.442427), count: 8, class_loss = 2.240738, iou_loss = 0.203942, total_loss = 2.444680 \n",
            " total_bbox = 188989, rewritten_bbox = 0.000529 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.398316), count: 5, class_loss = 1.749666, iou_loss = 2.079171, total_loss = 3.828836 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.610726), count: 18, class_loss = 5.423151, iou_loss = 4.559836, total_loss = 9.982986 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.486184), count: 10, class_loss = 1.919454, iou_loss = 0.326664, total_loss = 2.246118 \n",
            " total_bbox = 189022, rewritten_bbox = 0.000529 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.364766), count: 4, class_loss = 1.540052, iou_loss = 3.654178, total_loss = 5.194230 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.551623), count: 27, class_loss = 7.849372, iou_loss = 6.064222, total_loss = 13.913594 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.466391), count: 18, class_loss = 4.082440, iou_loss = 0.875169, total_loss = 4.957609 \n",
            " total_bbox = 189071, rewritten_bbox = 0.000529 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.000000), count: 1, class_loss = 0.008024, iou_loss = 0.000000, total_loss = 0.008024 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.589544), count: 21, class_loss = 6.605474, iou_loss = 4.872872, total_loss = 11.478347 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.535013), count: 15, class_loss = 4.265883, iou_loss = 0.680147, total_loss = 4.946031 \n",
            " total_bbox = 189107, rewritten_bbox = 0.000529 % \n",
            "\n",
            "\n",
            " Tensor Cores are disabled until the first 3000 iterations are reached.\n",
            " (next mAP calculation at 1000 iterations) \u001b]2;465/6000: loss=2.7 hours left=6.8\u0007\n",
            " 465: 2.704480, 2.668212 avg loss, 0.000047 rate, 5.824741 seconds, 29760 images, 6.771863 hours left\n",
            "Loaded: 0.000082 seconds\n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.000000), count: 1, class_loss = 0.003401, iou_loss = 0.000000, total_loss = 0.003401 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.618601), count: 8, class_loss = 2.487141, iou_loss = 1.717366, total_loss = 4.204507 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.442571), count: 9, class_loss = 2.276286, iou_loss = 0.236153, total_loss = 2.512439 \n",
            " total_bbox = 189124, rewritten_bbox = 0.000529 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.000000), count: 1, class_loss = 0.002737, iou_loss = 0.000000, total_loss = 0.002737 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.604600), count: 6, class_loss = 1.520495, iou_loss = 2.005169, total_loss = 3.525664 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.374253), count: 9, class_loss = 2.719660, iou_loss = 0.188115, total_loss = 2.907775 \n",
            " total_bbox = 189139, rewritten_bbox = 0.000529 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.000000), count: 1, class_loss = 0.005055, iou_loss = 0.000000, total_loss = 0.005055 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.536573), count: 4, class_loss = 1.334663, iou_loss = 0.495824, total_loss = 1.830487 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.522549), count: 6, class_loss = 1.312064, iou_loss = 0.290031, total_loss = 1.602095 \n",
            " total_bbox = 189149, rewritten_bbox = 0.000529 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.373540), count: 3, class_loss = 1.054484, iou_loss = 1.899958, total_loss = 2.954441 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.520577), count: 11, class_loss = 3.723043, iou_loss = 1.982893, total_loss = 5.705935 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.446894), count: 8, class_loss = 2.772206, iou_loss = 0.334780, total_loss = 3.106986 \n",
            " total_bbox = 189171, rewritten_bbox = 0.000529 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.434217), count: 4, class_loss = 1.502952, iou_loss = 1.913054, total_loss = 3.416006 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.558935), count: 24, class_loss = 7.339848, iou_loss = 5.539760, total_loss = 12.879608 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.426121), count: 15, class_loss = 4.471997, iou_loss = 0.536634, total_loss = 5.008631 \n",
            " total_bbox = 189214, rewritten_bbox = 0.000529 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.000000), count: 1, class_loss = 0.006652, iou_loss = 0.000000, total_loss = 0.006652 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.589614), count: 10, class_loss = 2.496581, iou_loss = 1.853547, total_loss = 4.350128 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.406078), count: 9, class_loss = 2.734042, iou_loss = 0.277131, total_loss = 3.011173 \n",
            " total_bbox = 189233, rewritten_bbox = 0.000528 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.000000), count: 1, class_loss = 0.003040, iou_loss = 0.000000, total_loss = 0.003040 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.614000), count: 9, class_loss = 1.946816, iou_loss = 2.170138, total_loss = 4.116953 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.462530), count: 7, class_loss = 2.237630, iou_loss = 0.220012, total_loss = 2.457642 \n",
            " total_bbox = 189249, rewritten_bbox = 0.000528 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.739891), count: 1, class_loss = 0.342296, iou_loss = 1.690497, total_loss = 2.032793 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.507010), count: 9, class_loss = 2.324221, iou_loss = 1.312604, total_loss = 3.636824 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.524038), count: 6, class_loss = 1.321763, iou_loss = 0.393692, total_loss = 1.715455 \n",
            " total_bbox = 189265, rewritten_bbox = 0.000528 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.606472), count: 2, class_loss = 0.659203, iou_loss = 1.823384, total_loss = 2.482587 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.570681), count: 19, class_loss = 5.976892, iou_loss = 3.977198, total_loss = 9.954089 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.529919), count: 19, class_loss = 5.342390, iou_loss = 0.859928, total_loss = 6.202318 \n",
            " total_bbox = 189305, rewritten_bbox = 0.000528 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.481824), count: 6, class_loss = 2.398991, iou_loss = 7.588485, total_loss = 9.987476 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.490198), count: 15, class_loss = 4.705245, iou_loss = 2.902463, total_loss = 7.607709 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.424417), count: 9, class_loss = 2.984642, iou_loss = 0.450684, total_loss = 3.435326 \n",
            " total_bbox = 189335, rewritten_bbox = 0.000528 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.000000), count: 1, class_loss = 0.006323, iou_loss = 0.000000, total_loss = 0.006323 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.445881), count: 12, class_loss = 4.211745, iou_loss = 1.747632, total_loss = 5.959377 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.408548), count: 12, class_loss = 3.313542, iou_loss = 0.619990, total_loss = 3.933532 \n",
            " total_bbox = 189359, rewritten_bbox = 0.000528 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.509622), count: 2, class_loss = 0.649310, iou_loss = 1.659573, total_loss = 2.308882 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.579092), count: 31, class_loss = 9.809191, iou_loss = 8.672081, total_loss = 18.481272 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.477885), count: 13, class_loss = 3.316341, iou_loss = 0.743921, total_loss = 4.060262 \n",
            " total_bbox = 189405, rewritten_bbox = 0.000528 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.406513), count: 4, class_loss = 1.506581, iou_loss = 2.363490, total_loss = 3.870071 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.543450), count: 17, class_loss = 5.802206, iou_loss = 3.798862, total_loss = 9.601068 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.488811), count: 13, class_loss = 4.371379, iou_loss = 0.546124, total_loss = 4.917503 \n",
            " total_bbox = 189439, rewritten_bbox = 0.000528 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.261608), count: 1, class_loss = 0.345540, iou_loss = 0.211525, total_loss = 0.557064 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.636339), count: 11, class_loss = 2.653465, iou_loss = 3.003261, total_loss = 5.656726 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.443764), count: 12, class_loss = 2.843705, iou_loss = 0.344050, total_loss = 3.187755 \n",
            " total_bbox = 189463, rewritten_bbox = 0.000528 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.493070), count: 2, class_loss = 0.750356, iou_loss = 1.687565, total_loss = 2.437921 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.583397), count: 6, class_loss = 1.859743, iou_loss = 1.184830, total_loss = 3.044573 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.407164), count: 6, class_loss = 1.484922, iou_loss = 0.125429, total_loss = 1.610351 \n",
            " total_bbox = 189477, rewritten_bbox = 0.000528 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.000000), count: 1, class_loss = 0.003610, iou_loss = 0.000000, total_loss = 0.003610 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.626430), count: 3, class_loss = 0.972379, iou_loss = 0.429049, total_loss = 1.401428 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.486586), count: 8, class_loss = 2.674445, iou_loss = 0.222559, total_loss = 2.897004 \n",
            " total_bbox = 189488, rewritten_bbox = 0.000528 % \n",
            "\n",
            "\n",
            " Tensor Cores are disabled until the first 3000 iterations are reached.\n",
            " (next mAP calculation at 1000 iterations) \u001b]2;466/6000: loss=2.4 hours left=6.8\u0007\n",
            " 466: 2.394545, 2.640846 avg loss, 0.000047 rate, 5.884258 seconds, 29824 images, 6.793701 hours left\n",
            "Loaded: 0.000071 seconds\n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.523544), count: 5, class_loss = 1.866336, iou_loss = 4.680663, total_loss = 6.546999 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.521417), count: 21, class_loss = 7.122240, iou_loss = 4.245067, total_loss = 11.367307 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.473361), count: 13, class_loss = 4.655510, iou_loss = 0.374672, total_loss = 5.030182 \n",
            " total_bbox = 189527, rewritten_bbox = 0.000528 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.507759), count: 3, class_loss = 1.190965, iou_loss = 1.838693, total_loss = 3.029658 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.549451), count: 20, class_loss = 6.335636, iou_loss = 4.718442, total_loss = 11.054078 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.516959), count: 13, class_loss = 3.938503, iou_loss = 0.746672, total_loss = 4.685175 \n",
            " total_bbox = 189563, rewritten_bbox = 0.000528 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.092220), count: 1, class_loss = 0.375820, iou_loss = 0.009991, total_loss = 0.385811 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.535761), count: 20, class_loss = 5.686448, iou_loss = 3.798998, total_loss = 9.485446 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.424350), count: 16, class_loss = 3.533832, iou_loss = 0.499943, total_loss = 4.033775 \n",
            " total_bbox = 189600, rewritten_bbox = 0.000527 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.526466), count: 4, class_loss = 1.535500, iou_loss = 4.704232, total_loss = 6.239732 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.594347), count: 13, class_loss = 4.641732, iou_loss = 2.849145, total_loss = 7.490877 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.513001), count: 11, class_loss = 2.489035, iou_loss = 0.644878, total_loss = 3.133913 \n",
            " total_bbox = 189628, rewritten_bbox = 0.000527 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.457998), count: 4, class_loss = 1.521081, iou_loss = 3.265355, total_loss = 4.786436 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.411943), count: 18, class_loss = 5.263027, iou_loss = 2.507730, total_loss = 7.770757 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.399260), count: 11, class_loss = 2.919941, iou_loss = 0.346592, total_loss = 3.266534 \n",
            " total_bbox = 189661, rewritten_bbox = 0.000527 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.618887), count: 4, class_loss = 1.478035, iou_loss = 3.292311, total_loss = 4.770346 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.552895), count: 19, class_loss = 5.347886, iou_loss = 2.723187, total_loss = 8.071073 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.481148), count: 20, class_loss = 4.850147, iou_loss = 1.195047, total_loss = 6.045194 \n",
            " total_bbox = 189704, rewritten_bbox = 0.000527 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.570629), count: 7, class_loss = 2.508432, iou_loss = 7.831678, total_loss = 10.340111 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.491297), count: 26, class_loss = 8.787842, iou_loss = 5.187848, total_loss = 13.975690 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.479702), count: 17, class_loss = 6.015029, iou_loss = 1.163825, total_loss = 7.178854 \n",
            " total_bbox = 189754, rewritten_bbox = 0.000527 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.441306), count: 3, class_loss = 1.110996, iou_loss = 2.389485, total_loss = 3.500482 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.523603), count: 19, class_loss = 5.478192, iou_loss = 3.463963, total_loss = 8.942155 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.473026), count: 12, class_loss = 3.596898, iou_loss = 0.446708, total_loss = 4.043606 \n",
            " total_bbox = 189788, rewritten_bbox = 0.000527 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.741127), count: 1, class_loss = 0.386704, iou_loss = 1.266748, total_loss = 1.653453 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.577402), count: 10, class_loss = 3.214656, iou_loss = 2.646740, total_loss = 5.861396 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.484438), count: 7, class_loss = 1.690083, iou_loss = 0.260226, total_loss = 1.950308 \n",
            " total_bbox = 189806, rewritten_bbox = 0.000527 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.000000), count: 1, class_loss = 0.003618, iou_loss = 0.000000, total_loss = 0.003618 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.609425), count: 4, class_loss = 0.947409, iou_loss = 0.453926, total_loss = 1.401335 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.493536), count: 8, class_loss = 1.172554, iou_loss = 0.246055, total_loss = 1.418609 \n",
            " total_bbox = 189818, rewritten_bbox = 0.000527 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.000000), count: 1, class_loss = 0.003734, iou_loss = 0.000000, total_loss = 0.003734 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.559359), count: 10, class_loss = 2.438408, iou_loss = 1.909527, total_loss = 4.347935 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.550438), count: 7, class_loss = 2.070014, iou_loss = 0.549692, total_loss = 2.619706 \n",
            " total_bbox = 189835, rewritten_bbox = 0.000527 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.694278), count: 2, class_loss = 0.816461, iou_loss = 3.847517, total_loss = 4.663978 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.634822), count: 9, class_loss = 2.749151, iou_loss = 2.851808, total_loss = 5.600958 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.606807), count: 7, class_loss = 1.770763, iou_loss = 0.388370, total_loss = 2.159133 \n",
            " total_bbox = 189853, rewritten_bbox = 0.000527 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.752746), count: 1, class_loss = 0.422564, iou_loss = 1.747156, total_loss = 2.169720 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.559257), count: 12, class_loss = 3.452571, iou_loss = 2.526118, total_loss = 5.978689 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.485051), count: 6, class_loss = 1.433496, iou_loss = 0.339396, total_loss = 1.772892 \n",
            " total_bbox = 189872, rewritten_bbox = 0.000527 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.000000), count: 1, class_loss = 0.002664, iou_loss = 0.000000, total_loss = 0.002664 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.594312), count: 6, class_loss = 1.833534, iou_loss = 1.497757, total_loss = 3.331291 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.473355), count: 7, class_loss = 2.232280, iou_loss = 0.311543, total_loss = 2.543823 \n",
            " total_bbox = 189885, rewritten_bbox = 0.000527 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.000000), count: 1, class_loss = 0.006735, iou_loss = 0.000000, total_loss = 0.006735 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.593923), count: 10, class_loss = 3.643000, iou_loss = 2.487791, total_loss = 6.130790 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.407445), count: 6, class_loss = 1.740633, iou_loss = 0.161653, total_loss = 1.902286 \n",
            " total_bbox = 189901, rewritten_bbox = 0.000527 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.000000), count: 1, class_loss = 0.003021, iou_loss = 0.000000, total_loss = 0.003021 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.619661), count: 8, class_loss = 1.996991, iou_loss = 1.561983, total_loss = 3.558975 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.483343), count: 8, class_loss = 2.119379, iou_loss = 0.296052, total_loss = 2.415431 \n",
            " total_bbox = 189917, rewritten_bbox = 0.000527 % \n",
            "\n",
            "\n",
            " Tensor Cores are disabled until the first 3000 iterations are reached.\n",
            " (next mAP calculation at 1000 iterations) \u001b]2;467/6000: loss=2.7 hours left=6.8\u0007\n",
            " 467: 2.682427, 2.645004 avg loss, 0.000048 rate, 5.814182 seconds, 29888 images, 6.816219 hours left\n",
            "Loaded: 0.000078 seconds\n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.539472), count: 1, class_loss = 0.380250, iou_loss = 0.624835, total_loss = 1.005085 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.555052), count: 27, class_loss = 8.267371, iou_loss = 7.141593, total_loss = 15.408964 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.476253), count: 18, class_loss = 4.099221, iou_loss = 0.682528, total_loss = 4.781748 \n",
            " total_bbox = 189963, rewritten_bbox = 0.000526 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.346094), count: 9, class_loss = 3.320736, iou_loss = 4.065385, total_loss = 7.386121 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.541726), count: 27, class_loss = 8.365355, iou_loss = 6.796984, total_loss = 15.162339 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.556505), count: 13, class_loss = 3.346523, iou_loss = 0.954753, total_loss = 4.301276 \n",
            " total_bbox = 190012, rewritten_bbox = 0.000526 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.314170), count: 4, class_loss = 1.555924, iou_loss = 3.875032, total_loss = 5.430956 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.619826), count: 22, class_loss = 6.024500, iou_loss = 5.986351, total_loss = 12.010851 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.532385), count: 10, class_loss = 3.077643, iou_loss = 0.544961, total_loss = 3.622604 \n",
            " total_bbox = 190048, rewritten_bbox = 0.000526 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.000000), count: 1, class_loss = 0.003422, iou_loss = 0.000000, total_loss = 0.003422 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.589022), count: 6, class_loss = 1.784101, iou_loss = 1.794286, total_loss = 3.578387 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.503917), count: 8, class_loss = 2.502913, iou_loss = 0.341311, total_loss = 2.844224 \n",
            " total_bbox = 190062, rewritten_bbox = 0.000526 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.000000), count: 1, class_loss = 0.001682, iou_loss = 0.000000, total_loss = 0.001682 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.682075), count: 4, class_loss = 1.085098, iou_loss = 0.909460, total_loss = 1.994558 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.500164), count: 9, class_loss = 2.712829, iou_loss = 0.309947, total_loss = 3.022776 \n",
            " total_bbox = 190075, rewritten_bbox = 0.000526 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.538107), count: 2, class_loss = 0.767340, iou_loss = 3.080345, total_loss = 3.847684 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.593606), count: 7, class_loss = 2.207668, iou_loss = 1.997457, total_loss = 4.205125 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.504040), count: 6, class_loss = 2.576094, iou_loss = 0.180504, total_loss = 2.756597 \n",
            " total_bbox = 190090, rewritten_bbox = 0.000526 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.000000), count: 1, class_loss = 0.007963, iou_loss = 0.000000, total_loss = 0.007963 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.610923), count: 11, class_loss = 2.676100, iou_loss = 2.858006, total_loss = 5.534106 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.571303), count: 6, class_loss = 1.540823, iou_loss = 0.440934, total_loss = 1.981757 \n",
            " total_bbox = 190107, rewritten_bbox = 0.000526 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.423193), count: 1, class_loss = 0.345837, iou_loss = 0.255500, total_loss = 0.601338 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.653842), count: 10, class_loss = 3.586080, iou_loss = 2.655337, total_loss = 6.241416 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.579272), count: 6, class_loss = 1.099620, iou_loss = 0.442264, total_loss = 1.541884 \n",
            " total_bbox = 190124, rewritten_bbox = 0.000526 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.000000), count: 1, class_loss = 0.003588, iou_loss = 0.000000, total_loss = 0.003588 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.640016), count: 7, class_loss = 2.934547, iou_loss = 1.973300, total_loss = 4.907847 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.379374), count: 9, class_loss = 3.395381, iou_loss = 0.157226, total_loss = 3.552607 \n",
            " total_bbox = 190140, rewritten_bbox = 0.000526 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.436437), count: 2, class_loss = 0.760167, iou_loss = 0.624337, total_loss = 1.384504 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.542457), count: 10, class_loss = 4.072475, iou_loss = 1.669192, total_loss = 5.741668 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.469641), count: 8, class_loss = 2.006547, iou_loss = 0.342310, total_loss = 2.348857 \n",
            " total_bbox = 190160, rewritten_bbox = 0.000526 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.523493), count: 2, class_loss = 0.748232, iou_loss = 2.128131, total_loss = 2.876363 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.600233), count: 11, class_loss = 3.754396, iou_loss = 2.729593, total_loss = 6.483989 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.450068), count: 6, class_loss = 1.555959, iou_loss = 0.247883, total_loss = 1.803842 \n",
            " total_bbox = 190179, rewritten_bbox = 0.000526 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.000000), count: 1, class_loss = 0.001134, iou_loss = 0.000000, total_loss = 0.001134 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.647718), count: 2, class_loss = 0.694894, iou_loss = 0.260488, total_loss = 0.955382 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.597256), count: 6, class_loss = 1.591301, iou_loss = 0.152081, total_loss = 1.743382 \n",
            " total_bbox = 190187, rewritten_bbox = 0.000526 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.646130), count: 3, class_loss = 1.103568, iou_loss = 3.086691, total_loss = 4.190259 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.561357), count: 10, class_loss = 3.728292, iou_loss = 2.191267, total_loss = 5.919559 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.422369), count: 5, class_loss = 1.632667, iou_loss = 0.434377, total_loss = 2.067044 \n",
            " total_bbox = 190205, rewritten_bbox = 0.000526 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.296746), count: 1, class_loss = 0.359259, iou_loss = 0.498198, total_loss = 0.857457 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.524729), count: 13, class_loss = 4.290534, iou_loss = 3.143209, total_loss = 7.433743 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.520847), count: 11, class_loss = 3.523580, iou_loss = 0.490668, total_loss = 4.014247 \n",
            " total_bbox = 190230, rewritten_bbox = 0.000526 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.422665), count: 4, class_loss = 1.465746, iou_loss = 2.691906, total_loss = 4.157652 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.586177), count: 17, class_loss = 5.419263, iou_loss = 3.931683, total_loss = 9.350946 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.484331), count: 9, class_loss = 1.886263, iou_loss = 0.425568, total_loss = 2.311831 \n",
            " total_bbox = 190260, rewritten_bbox = 0.000526 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.278740), count: 3, class_loss = 1.273881, iou_loss = 1.724281, total_loss = 2.998161 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.571786), count: 12, class_loss = 4.128273, iou_loss = 3.444857, total_loss = 7.573129 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.536019), count: 8, class_loss = 2.279213, iou_loss = 0.257910, total_loss = 2.537123 \n",
            " total_bbox = 190283, rewritten_bbox = 0.000526 % \n",
            "\n",
            "\n",
            " Tensor Cores are disabled until the first 3000 iterations are reached.\n",
            " (next mAP calculation at 1000 iterations) \u001b]2;468/6000: loss=2.4 hours left=6.8\u0007\n",
            " 468: 2.381360, 2.618639 avg loss, 0.000048 rate, 5.824891 seconds, 29952 images, 6.837419 hours left\n",
            "Loaded: 0.000076 seconds\n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.454803), count: 3, class_loss = 1.058627, iou_loss = 2.206670, total_loss = 3.265297 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.563825), count: 26, class_loss = 8.549417, iou_loss = 6.982937, total_loss = 15.532354 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.500860), count: 14, class_loss = 3.202855, iou_loss = 0.433830, total_loss = 3.636684 \n",
            " total_bbox = 190326, rewritten_bbox = 0.000525 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.000000), count: 1, class_loss = 0.004377, iou_loss = 0.000000, total_loss = 0.004377 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.576624), count: 18, class_loss = 5.647735, iou_loss = 4.469810, total_loss = 10.117544 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.548199), count: 12, class_loss = 3.179262, iou_loss = 0.893045, total_loss = 4.072307 \n",
            " total_bbox = 190356, rewritten_bbox = 0.000525 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.514845), count: 5, class_loss = 1.827580, iou_loss = 5.008523, total_loss = 6.836103 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.578078), count: 18, class_loss = 4.558019, iou_loss = 5.151170, total_loss = 9.709189 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.409449), count: 9, class_loss = 2.409802, iou_loss = 0.335242, total_loss = 2.745044 \n",
            " total_bbox = 190388, rewritten_bbox = 0.000525 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.388216), count: 2, class_loss = 0.706442, iou_loss = 1.113606, total_loss = 1.820049 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.577090), count: 25, class_loss = 7.208298, iou_loss = 5.830448, total_loss = 13.038746 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.455863), count: 12, class_loss = 2.804334, iou_loss = 0.419030, total_loss = 3.223365 \n",
            " total_bbox = 190427, rewritten_bbox = 0.000525 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.110034), count: 1, class_loss = 0.386344, iou_loss = 0.016230, total_loss = 0.402574 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.649388), count: 9, class_loss = 2.626426, iou_loss = 2.191491, total_loss = 4.817917 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.492933), count: 12, class_loss = 3.702301, iou_loss = 0.258745, total_loss = 3.961046 \n",
            " total_bbox = 190449, rewritten_bbox = 0.000525 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.428741), count: 6, class_loss = 2.236783, iou_loss = 4.797367, total_loss = 7.034150 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.522804), count: 24, class_loss = 7.565364, iou_loss = 5.461886, total_loss = 13.027250 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.425620), count: 12, class_loss = 3.935994, iou_loss = 0.493770, total_loss = 4.429764 \n",
            " total_bbox = 190491, rewritten_bbox = 0.000525 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.281051), count: 5, class_loss = 1.930063, iou_loss = 1.317200, total_loss = 3.247263 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.500581), count: 22, class_loss = 6.540470, iou_loss = 4.360271, total_loss = 10.900741 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.473186), count: 10, class_loss = 1.697247, iou_loss = 0.462081, total_loss = 2.159328 \n",
            " total_bbox = 190528, rewritten_bbox = 0.000525 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.509897), count: 5, class_loss = 2.002753, iou_loss = 4.584899, total_loss = 6.587653 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.476924), count: 15, class_loss = 4.582701, iou_loss = 3.702057, total_loss = 8.284759 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.413199), count: 15, class_loss = 3.738962, iou_loss = 0.409785, total_loss = 4.148747 \n",
            " total_bbox = 190563, rewritten_bbox = 0.000525 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.000000), count: 1, class_loss = 0.004156, iou_loss = 0.000000, total_loss = 0.004156 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.620951), count: 10, class_loss = 3.129982, iou_loss = 2.143430, total_loss = 5.273412 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.444792), count: 8, class_loss = 2.527836, iou_loss = 0.324000, total_loss = 2.851835 \n",
            " total_bbox = 190581, rewritten_bbox = 0.000525 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.440983), count: 1, class_loss = 0.355168, iou_loss = 0.601165, total_loss = 0.956333 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.514826), count: 10, class_loss = 2.044800, iou_loss = 1.789573, total_loss = 3.834373 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.517221), count: 7, class_loss = 0.919269, iou_loss = 0.426613, total_loss = 1.345882 \n",
            " total_bbox = 190599, rewritten_bbox = 0.000525 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.306051), count: 1, class_loss = 0.337151, iou_loss = 0.161427, total_loss = 0.498578 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.499251), count: 3, class_loss = 1.215193, iou_loss = 0.238595, total_loss = 1.453789 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.493129), count: 5, class_loss = 1.618870, iou_loss = 0.150768, total_loss = 1.769637 \n",
            " total_bbox = 190608, rewritten_bbox = 0.000525 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.000000), count: 1, class_loss = 0.003644, iou_loss = 0.000000, total_loss = 0.003644 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.567517), count: 9, class_loss = 2.585456, iou_loss = 1.912005, total_loss = 4.497461 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.655402), count: 7, class_loss = 1.425553, iou_loss = 0.681638, total_loss = 2.107191 \n",
            " total_bbox = 190624, rewritten_bbox = 0.000525 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.000000), count: 1, class_loss = 0.006160, iou_loss = 0.000000, total_loss = 0.006160 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.591278), count: 11, class_loss = 3.351542, iou_loss = 3.549666, total_loss = 6.901208 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.505850), count: 7, class_loss = 2.152405, iou_loss = 0.408068, total_loss = 2.560473 \n",
            " total_bbox = 190642, rewritten_bbox = 0.000525 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.216158), count: 1, class_loss = 0.417556, iou_loss = 0.107807, total_loss = 0.525362 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.512464), count: 18, class_loss = 5.351607, iou_loss = 3.778399, total_loss = 9.130006 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.517001), count: 11, class_loss = 3.587138, iou_loss = 0.552464, total_loss = 4.139602 \n",
            " total_bbox = 190672, rewritten_bbox = 0.000524 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.374739), count: 6, class_loss = 2.385005, iou_loss = 4.292356, total_loss = 6.677361 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.595842), count: 23, class_loss = 7.216595, iou_loss = 5.558849, total_loss = 12.775444 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.450428), count: 12, class_loss = 3.905021, iou_loss = 0.488114, total_loss = 4.393135 \n",
            " total_bbox = 190713, rewritten_bbox = 0.000524 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.415185), count: 3, class_loss = 1.003124, iou_loss = 1.778731, total_loss = 2.781854 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.586146), count: 19, class_loss = 5.878443, iou_loss = 6.239537, total_loss = 12.117980 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.433008), count: 10, class_loss = 3.136686, iou_loss = 0.689972, total_loss = 3.826658 \n",
            " total_bbox = 190745, rewritten_bbox = 0.000524 % \n",
            "\n",
            "\n",
            " Tensor Cores are disabled until the first 3000 iterations are reached.\n",
            " (next mAP calculation at 1000 iterations) \u001b]2;469/6000: loss=2.9 hours left=6.9\u0007\n",
            " 469: 2.855439, 2.642319 avg loss, 0.000048 rate, 5.750557 seconds, 30016 images, 6.858556 hours left\n",
            "Loaded: 0.000060 seconds\n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.720962), count: 2, class_loss = 0.770653, iou_loss = 4.409682, total_loss = 5.180335 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.449087), count: 10, class_loss = 3.118083, iou_loss = 1.700948, total_loss = 4.819031 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.543359), count: 5, class_loss = 1.495489, iou_loss = 0.322637, total_loss = 1.818127 \n",
            " total_bbox = 190762, rewritten_bbox = 0.000524 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.000000), count: 1, class_loss = 0.002793, iou_loss = 0.000000, total_loss = 0.002793 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.588738), count: 7, class_loss = 2.296744, iou_loss = 1.344744, total_loss = 3.641489 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.439393), count: 7, class_loss = 2.601368, iou_loss = 0.143314, total_loss = 2.744681 \n",
            " total_bbox = 190776, rewritten_bbox = 0.000524 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.000000), count: 1, class_loss = 0.004227, iou_loss = 0.000000, total_loss = 0.004227 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.582387), count: 7, class_loss = 2.730302, iou_loss = 0.993260, total_loss = 3.723562 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.386870), count: 12, class_loss = 4.258985, iou_loss = 0.254748, total_loss = 4.513732 \n",
            " total_bbox = 190795, rewritten_bbox = 0.000524 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.000000), count: 1, class_loss = 0.004575, iou_loss = 0.000000, total_loss = 0.004575 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.575545), count: 18, class_loss = 5.262058, iou_loss = 4.549534, total_loss = 9.811592 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.516882), count: 10, class_loss = 2.115095, iou_loss = 0.547242, total_loss = 2.662337 \n",
            " total_bbox = 190823, rewritten_bbox = 0.000524 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.664552), count: 1, class_loss = 0.391149, iou_loss = 1.046538, total_loss = 1.437686 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.612361), count: 15, class_loss = 3.831331, iou_loss = 4.122127, total_loss = 7.953458 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.515796), count: 10, class_loss = 2.997470, iou_loss = 0.713433, total_loss = 3.710903 \n",
            " total_bbox = 190849, rewritten_bbox = 0.000524 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.615350), count: 1, class_loss = 0.354284, iou_loss = 0.861849, total_loss = 1.216133 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.617335), count: 8, class_loss = 2.546025, iou_loss = 2.661916, total_loss = 5.207941 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.378108), count: 10, class_loss = 2.629985, iou_loss = 0.128043, total_loss = 2.758028 \n",
            " total_bbox = 190868, rewritten_bbox = 0.000524 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.457528), count: 1, class_loss = 0.363188, iou_loss = 0.396286, total_loss = 0.759473 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.632023), count: 8, class_loss = 2.018789, iou_loss = 1.919597, total_loss = 3.938386 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.420963), count: 7, class_loss = 2.461312, iou_loss = 0.319266, total_loss = 2.780578 \n",
            " total_bbox = 190884, rewritten_bbox = 0.000524 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.000000), count: 1, class_loss = 0.001509, iou_loss = 0.000000, total_loss = 0.001509 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.492166), count: 6, class_loss = 1.656659, iou_loss = 0.755899, total_loss = 2.412557 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.517213), count: 8, class_loss = 2.597484, iou_loss = 0.349644, total_loss = 2.947128 \n",
            " total_bbox = 190898, rewritten_bbox = 0.000524 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.423303), count: 2, class_loss = 0.750780, iou_loss = 1.331647, total_loss = 2.082427 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.516459), count: 8, class_loss = 3.480791, iou_loss = 1.396057, total_loss = 4.876847 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.415246), count: 7, class_loss = 2.034967, iou_loss = 0.119612, total_loss = 2.154578 \n",
            " total_bbox = 190915, rewritten_bbox = 0.000524 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.000000), count: 1, class_loss = 0.001306, iou_loss = 0.000000, total_loss = 0.001306 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.645361), count: 5, class_loss = 1.507772, iou_loss = 1.234388, total_loss = 2.742160 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.496479), count: 7, class_loss = 2.190338, iou_loss = 0.256492, total_loss = 2.446831 \n",
            " total_bbox = 190927, rewritten_bbox = 0.000524 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.000000), count: 1, class_loss = 0.003933, iou_loss = 0.000000, total_loss = 0.003933 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.499989), count: 7, class_loss = 2.105804, iou_loss = 1.054195, total_loss = 3.159999 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.402144), count: 7, class_loss = 2.477771, iou_loss = 0.114204, total_loss = 2.591976 \n",
            " total_bbox = 190941, rewritten_bbox = 0.000524 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.000000), count: 1, class_loss = 0.012503, iou_loss = 0.000000, total_loss = 0.012503 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.579580), count: 12, class_loss = 4.144690, iou_loss = 3.275359, total_loss = 7.420049 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.486359), count: 9, class_loss = 2.204663, iou_loss = 0.372988, total_loss = 2.577651 \n",
            " total_bbox = 190962, rewritten_bbox = 0.000524 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.390117), count: 3, class_loss = 1.113906, iou_loss = 1.322988, total_loss = 2.436895 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.578742), count: 17, class_loss = 5.039899, iou_loss = 4.476433, total_loss = 9.516333 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.503993), count: 16, class_loss = 4.111006, iou_loss = 0.691248, total_loss = 4.802254 \n",
            " total_bbox = 190998, rewritten_bbox = 0.000524 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.516855), count: 4, class_loss = 1.383521, iou_loss = 3.987538, total_loss = 5.371059 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.502796), count: 25, class_loss = 7.900829, iou_loss = 5.965236, total_loss = 13.866065 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.433904), count: 17, class_loss = 4.933106, iou_loss = 0.693481, total_loss = 5.626587 \n",
            " total_bbox = 191044, rewritten_bbox = 0.000523 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.000000), count: 1, class_loss = 0.007522, iou_loss = 0.000000, total_loss = 0.007522 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.553808), count: 23, class_loss = 7.182317, iou_loss = 4.389684, total_loss = 11.572001 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.487041), count: 14, class_loss = 3.236466, iou_loss = 1.279575, total_loss = 4.516041 \n",
            " total_bbox = 191081, rewritten_bbox = 0.000523 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.717535), count: 2, class_loss = 0.717193, iou_loss = 2.861594, total_loss = 3.578787 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.501920), count: 17, class_loss = 5.127068, iou_loss = 3.397632, total_loss = 8.524700 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.495790), count: 15, class_loss = 5.309191, iou_loss = 0.568706, total_loss = 5.877897 \n",
            " total_bbox = 191115, rewritten_bbox = 0.000523 % \n",
            "\n",
            "\n",
            " Tensor Cores are disabled until the first 3000 iterations are reached.\n",
            " (next mAP calculation at 1000 iterations) \u001b]2;470/6000: loss=2.4 hours left=6.9\u0007\n",
            " 470: 2.371283, 2.615216 avg loss, 0.000049 rate, 5.786864 seconds, 30080 images, 6.878323 hours left\n",
            "Resizing, random_coef = 1.40 \n",
            "\n",
            " 480 x 480 \n",
            " try to allocate additional workspace_size = 147.84 MB \n",
            " CUDA allocate done! \n",
            "Loaded: 2.465266 seconds - performance bottleneck on CPU or Disk HDD/SSD\n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.525678), count: 2, class_loss = 0.815751, iou_loss = 0.803011, total_loss = 1.618762 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.570888), count: 12, class_loss = 3.489419, iou_loss = 2.123214, total_loss = 5.612633 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.381470), count: 7, class_loss = 1.275006, iou_loss = 0.103726, total_loss = 1.378732 \n",
            " total_bbox = 191136, rewritten_bbox = 0.000523 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.485632), count: 4, class_loss = 1.339862, iou_loss = 2.893297, total_loss = 4.233160 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.543154), count: 9, class_loss = 2.752162, iou_loss = 1.335492, total_loss = 4.087654 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.475930), count: 4, class_loss = 0.707337, iou_loss = 0.086373, total_loss = 0.793710 \n",
            " total_bbox = 191153, rewritten_bbox = 0.000523 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.000000), count: 1, class_loss = 0.003799, iou_loss = 0.000000, total_loss = 0.003799 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.588733), count: 13, class_loss = 3.198785, iou_loss = 2.550241, total_loss = 5.749026 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.462391), count: 7, class_loss = 1.486033, iou_loss = 0.292879, total_loss = 1.778912 \n",
            " total_bbox = 191173, rewritten_bbox = 0.000523 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.339241), count: 5, class_loss = 1.954385, iou_loss = 3.107456, total_loss = 5.061841 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.631696), count: 13, class_loss = 3.060318, iou_loss = 2.701389, total_loss = 5.761707 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.457705), count: 6, class_loss = 1.357974, iou_loss = 0.106776, total_loss = 1.464750 \n",
            " total_bbox = 191197, rewritten_bbox = 0.000523 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.428586), count: 3, class_loss = 1.096529, iou_loss = 1.321875, total_loss = 2.418405 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.544711), count: 20, class_loss = 5.046021, iou_loss = 3.444307, total_loss = 8.490328 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.440767), count: 9, class_loss = 2.436298, iou_loss = 0.471627, total_loss = 2.907925 \n",
            " total_bbox = 191229, rewritten_bbox = 0.000523 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.435938), count: 3, class_loss = 1.007546, iou_loss = 1.235085, total_loss = 2.242631 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.473412), count: 16, class_loss = 4.542567, iou_loss = 2.172568, total_loss = 6.715135 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.502402), count: 8, class_loss = 2.204045, iou_loss = 0.389400, total_loss = 2.593445 \n",
            " total_bbox = 191256, rewritten_bbox = 0.000523 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.000000), count: 1, class_loss = 0.008166, iou_loss = 0.000000, total_loss = 0.008166 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.496941), count: 8, class_loss = 2.580502, iou_loss = 0.960625, total_loss = 3.541126 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.425063), count: 6, class_loss = 1.435862, iou_loss = 0.149808, total_loss = 1.585670 \n",
            " total_bbox = 191270, rewritten_bbox = 0.000523 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.587288), count: 2, class_loss = 0.718424, iou_loss = 1.500680, total_loss = 2.219104 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.517260), count: 8, class_loss = 1.999571, iou_loss = 1.330430, total_loss = 3.330000 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.461659), count: 7, class_loss = 2.083586, iou_loss = 0.172220, total_loss = 2.255806 \n",
            " total_bbox = 191287, rewritten_bbox = 0.000523 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.417552), count: 6, class_loss = 2.151488, iou_loss = 4.819749, total_loss = 6.971237 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.540623), count: 19, class_loss = 5.926888, iou_loss = 4.909912, total_loss = 10.836800 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.511019), count: 14, class_loss = 3.934996, iou_loss = 0.446184, total_loss = 4.381181 \n",
            " total_bbox = 191326, rewritten_bbox = 0.000523 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.484728), count: 8, class_loss = 2.918429, iou_loss = 6.609765, total_loss = 9.528193 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.595636), count: 25, class_loss = 6.737654, iou_loss = 4.906153, total_loss = 11.643806 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.464966), count: 11, class_loss = 2.260751, iou_loss = 0.296854, total_loss = 2.557605 \n",
            " total_bbox = 191370, rewritten_bbox = 0.000523 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.367883), count: 5, class_loss = 1.819304, iou_loss = 1.448025, total_loss = 3.267329 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.558809), count: 23, class_loss = 7.353350, iou_loss = 3.938638, total_loss = 11.291988 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.473956), count: 13, class_loss = 4.580213, iou_loss = 0.376917, total_loss = 4.957129 \n",
            " total_bbox = 191411, rewritten_bbox = 0.000522 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.322773), count: 2, class_loss = 0.732494, iou_loss = 0.442414, total_loss = 1.174908 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.566831), count: 12, class_loss = 3.515539, iou_loss = 2.625787, total_loss = 6.141326 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.518599), count: 6, class_loss = 1.659308, iou_loss = 0.225794, total_loss = 1.885102 \n",
            " total_bbox = 191431, rewritten_bbox = 0.000522 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.577279), count: 7, class_loss = 2.646618, iou_loss = 8.307281, total_loss = 10.953899 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.528631), count: 15, class_loss = 4.904540, iou_loss = 2.751122, total_loss = 7.655662 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.556206), count: 3, class_loss = 1.019229, iou_loss = 0.124180, total_loss = 1.143409 \n",
            " total_bbox = 191456, rewritten_bbox = 0.000522 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.466711), count: 6, class_loss = 2.195324, iou_loss = 2.888149, total_loss = 5.083473 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.572826), count: 25, class_loss = 7.976906, iou_loss = 5.269034, total_loss = 13.245940 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.457755), count: 13, class_loss = 4.372526, iou_loss = 0.240195, total_loss = 4.612721 \n",
            " total_bbox = 191500, rewritten_bbox = 0.000522 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.439209), count: 3, class_loss = 1.217276, iou_loss = 1.225780, total_loss = 2.443056 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.607098), count: 21, class_loss = 4.815131, iou_loss = 4.066788, total_loss = 8.881919 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.512347), count: 6, class_loss = 1.350453, iou_loss = 0.237400, total_loss = 1.587852 \n",
            " total_bbox = 191530, rewritten_bbox = 0.000522 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.499137), count: 3, class_loss = 1.136415, iou_loss = 1.984585, total_loss = 3.121000 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.553408), count: 17, class_loss = 4.914451, iou_loss = 3.188985, total_loss = 8.103436 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.510143), count: 7, class_loss = 1.492766, iou_loss = 0.460327, total_loss = 1.953093 \n",
            " total_bbox = 191557, rewritten_bbox = 0.000522 % \n",
            "\n",
            "\n",
            " Tensor Cores are disabled until the first 3000 iterations are reached.\n",
            " (next mAP calculation at 1000 iterations) \u001b]2;471/6000: loss=2.7 hours left=6.9\u0007\n",
            " 471: 2.679929, 2.621687 avg loss, 0.000049 rate, 3.844795 seconds, 30144 images, 6.898433 hours left\n",
            "Loaded: 0.000059 seconds\n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.468140), count: 4, class_loss = 1.470865, iou_loss = 2.452502, total_loss = 3.923368 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.590709), count: 20, class_loss = 4.827895, iou_loss = 3.373357, total_loss = 8.201252 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.499621), count: 15, class_loss = 3.179255, iou_loss = 0.387661, total_loss = 3.566916 \n",
            " total_bbox = 191596, rewritten_bbox = 0.000522 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.527088), count: 1, class_loss = 0.375137, iou_loss = 0.808856, total_loss = 1.183993 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.535511), count: 17, class_loss = 5.442405, iou_loss = 2.169433, total_loss = 7.611838 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.515757), count: 12, class_loss = 2.846723, iou_loss = 0.490132, total_loss = 3.336854 \n",
            " total_bbox = 191626, rewritten_bbox = 0.000522 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.562862), count: 3, class_loss = 1.191803, iou_loss = 2.577011, total_loss = 3.768814 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.566038), count: 20, class_loss = 5.297136, iou_loss = 3.534249, total_loss = 8.831386 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.542932), count: 11, class_loss = 2.978052, iou_loss = 0.482115, total_loss = 3.460167 \n",
            " total_bbox = 191660, rewritten_bbox = 0.000522 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.461836), count: 3, class_loss = 1.112850, iou_loss = 1.026878, total_loss = 2.139727 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.552748), count: 26, class_loss = 7.309608, iou_loss = 4.964731, total_loss = 12.274340 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.496840), count: 15, class_loss = 3.628968, iou_loss = 0.422549, total_loss = 4.051517 \n",
            " total_bbox = 191704, rewritten_bbox = 0.000522 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.386991), count: 4, class_loss = 1.356229, iou_loss = 1.041749, total_loss = 2.397979 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.557344), count: 18, class_loss = 5.377552, iou_loss = 3.288059, total_loss = 8.665611 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.440133), count: 8, class_loss = 2.143924, iou_loss = 0.181028, total_loss = 2.324952 \n",
            " total_bbox = 191734, rewritten_bbox = 0.000522 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.420063), count: 6, class_loss = 2.278214, iou_loss = 2.990601, total_loss = 5.268815 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.630174), count: 17, class_loss = 5.152325, iou_loss = 3.537921, total_loss = 8.690247 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.493901), count: 8, class_loss = 2.331281, iou_loss = 0.251434, total_loss = 2.582715 \n",
            " total_bbox = 191765, rewritten_bbox = 0.000521 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.000000), count: 1, class_loss = 0.001288, iou_loss = 0.000000, total_loss = 0.001288 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.630492), count: 10, class_loss = 2.106832, iou_loss = 1.732070, total_loss = 3.838902 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.521259), count: 6, class_loss = 1.013857, iou_loss = 0.207187, total_loss = 1.221045 \n",
            " total_bbox = 191781, rewritten_bbox = 0.000521 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.000000), count: 1, class_loss = 0.003328, iou_loss = 0.000000, total_loss = 0.003328 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.581460), count: 7, class_loss = 2.106043, iou_loss = 0.981564, total_loss = 3.087607 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.489775), count: 8, class_loss = 2.044192, iou_loss = 0.275146, total_loss = 2.319338 \n",
            " total_bbox = 191796, rewritten_bbox = 0.000521 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.000000), count: 1, class_loss = 0.005306, iou_loss = 0.000000, total_loss = 0.005306 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.497057), count: 5, class_loss = 1.386976, iou_loss = 0.650316, total_loss = 2.037291 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.482966), count: 8, class_loss = 2.642587, iou_loss = 0.190724, total_loss = 2.833312 \n",
            " total_bbox = 191809, rewritten_bbox = 0.000521 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.534186), count: 3, class_loss = 1.083431, iou_loss = 1.627632, total_loss = 2.711063 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.691113), count: 10, class_loss = 1.753851, iou_loss = 2.280503, total_loss = 4.034354 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.600179), count: 5, class_loss = 0.730358, iou_loss = 0.201839, total_loss = 0.932196 \n",
            " total_bbox = 191827, rewritten_bbox = 0.000521 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.283984), count: 1, class_loss = 0.405326, iou_loss = 0.172821, total_loss = 0.578147 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.552644), count: 15, class_loss = 4.743320, iou_loss = 2.267943, total_loss = 7.011262 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.445462), count: 6, class_loss = 1.691385, iou_loss = 0.214204, total_loss = 1.905589 \n",
            " total_bbox = 191849, rewritten_bbox = 0.000521 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.634918), count: 2, class_loss = 0.745315, iou_loss = 2.700032, total_loss = 3.445347 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.604751), count: 8, class_loss = 2.762046, iou_loss = 1.614578, total_loss = 4.376624 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.499659), count: 6, class_loss = 1.820994, iou_loss = 0.117162, total_loss = 1.938156 \n",
            " total_bbox = 191865, rewritten_bbox = 0.000521 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.000000), count: 1, class_loss = 0.002310, iou_loss = 0.000000, total_loss = 0.002310 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.535519), count: 9, class_loss = 2.938254, iou_loss = 1.000685, total_loss = 3.938938 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.522047), count: 8, class_loss = 3.025890, iou_loss = 0.225544, total_loss = 3.251434 \n",
            " total_bbox = 191882, rewritten_bbox = 0.000521 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.426574), count: 1, class_loss = 0.376354, iou_loss = 0.214858, total_loss = 0.591212 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.636426), count: 10, class_loss = 2.102412, iou_loss = 2.066699, total_loss = 4.169111 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.387595), count: 6, class_loss = 1.293713, iou_loss = 0.105084, total_loss = 1.398797 \n",
            " total_bbox = 191899, rewritten_bbox = 0.000521 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.656535), count: 1, class_loss = 0.381217, iou_loss = 0.376470, total_loss = 0.757687 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.524044), count: 7, class_loss = 2.002453, iou_loss = 0.657518, total_loss = 2.659972 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.520792), count: 8, class_loss = 3.002197, iou_loss = 0.306154, total_loss = 3.308352 \n",
            " total_bbox = 191915, rewritten_bbox = 0.000521 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.000000), count: 1, class_loss = 0.004007, iou_loss = 0.000000, total_loss = 0.004007 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.684288), count: 7, class_loss = 1.670107, iou_loss = 1.190161, total_loss = 2.860268 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.481788), count: 8, class_loss = 1.806609, iou_loss = 0.179110, total_loss = 1.985719 \n",
            " total_bbox = 191930, rewritten_bbox = 0.000521 % \n",
            "\n",
            "\n",
            " Tensor Cores are disabled until the first 3000 iterations are reached.\n",
            " (next mAP calculation at 1000 iterations) \u001b]2;472/6000: loss=2.2 hours left=6.9\u0007\n",
            " 472: 2.173081, 2.576827 avg loss, 0.000050 rate, 3.881511 seconds, 30208 images, 6.926361 hours left\n",
            "Loaded: 0.000069 seconds\n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.383918), count: 3, class_loss = 1.112193, iou_loss = 0.799414, total_loss = 1.911607 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.580464), count: 16, class_loss = 4.191600, iou_loss = 2.989364, total_loss = 7.180964 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.522833), count: 7, class_loss = 1.292408, iou_loss = 0.146057, total_loss = 1.438465 \n",
            " total_bbox = 191956, rewritten_bbox = 0.000521 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.511078), count: 5, class_loss = 1.790106, iou_loss = 2.247582, total_loss = 4.037688 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.608334), count: 25, class_loss = 7.143018, iou_loss = 5.379492, total_loss = 12.522510 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.594199), count: 10, class_loss = 3.225151, iou_loss = 0.672008, total_loss = 3.897159 \n",
            " total_bbox = 191996, rewritten_bbox = 0.000521 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.364929), count: 10, class_loss = 3.620064, iou_loss = 4.409446, total_loss = 8.029510 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.529535), count: 14, class_loss = 5.043589, iou_loss = 2.262260, total_loss = 7.305849 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.461635), count: 6, class_loss = 1.769201, iou_loss = 0.278382, total_loss = 2.047583 \n",
            " total_bbox = 192026, rewritten_bbox = 0.000521 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.443791), count: 3, class_loss = 1.155676, iou_loss = 1.341672, total_loss = 2.497347 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.530779), count: 25, class_loss = 7.144366, iou_loss = 4.080399, total_loss = 11.224765 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.489904), count: 12, class_loss = 2.941957, iou_loss = 0.251842, total_loss = 3.193799 \n",
            " total_bbox = 192066, rewritten_bbox = 0.000521 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.397807), count: 2, class_loss = 0.704893, iou_loss = 0.868229, total_loss = 1.573122 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.517378), count: 22, class_loss = 6.603726, iou_loss = 2.723122, total_loss = 9.326848 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.548932), count: 13, class_loss = 3.248104, iou_loss = 0.500407, total_loss = 3.748511 \n",
            " total_bbox = 192103, rewritten_bbox = 0.000521 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.455866), count: 2, class_loss = 0.833643, iou_loss = 0.772865, total_loss = 1.606508 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.548900), count: 16, class_loss = 4.643318, iou_loss = 2.593825, total_loss = 7.237143 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.474662), count: 5, class_loss = 1.144922, iou_loss = 0.457238, total_loss = 1.602159 \n",
            " total_bbox = 192126, rewritten_bbox = 0.000520 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.597685), count: 2, class_loss = 0.653644, iou_loss = 1.850467, total_loss = 2.504111 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.549891), count: 8, class_loss = 2.215479, iou_loss = 1.035366, total_loss = 3.250844 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.416876), count: 5, class_loss = 1.257344, iou_loss = 0.072386, total_loss = 1.329730 \n",
            " total_bbox = 192141, rewritten_bbox = 0.000520 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.402415), count: 2, class_loss = 0.775343, iou_loss = 0.529427, total_loss = 1.304770 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.561566), count: 10, class_loss = 2.989027, iou_loss = 1.610204, total_loss = 4.599230 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.514938), count: 5, class_loss = 0.954360, iou_loss = 0.121016, total_loss = 1.075377 \n",
            " total_bbox = 192158, rewritten_bbox = 0.000520 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.446442), count: 1, class_loss = 0.344757, iou_loss = 0.427769, total_loss = 0.772526 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.586284), count: 8, class_loss = 2.347492, iou_loss = 1.370644, total_loss = 3.718136 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.549463), count: 6, class_loss = 1.682089, iou_loss = 0.342194, total_loss = 2.024283 \n",
            " total_bbox = 192173, rewritten_bbox = 0.000520 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.511977), count: 2, class_loss = 0.746336, iou_loss = 1.078241, total_loss = 1.824576 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.636233), count: 6, class_loss = 1.695786, iou_loss = 1.764004, total_loss = 3.459790 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.581662), count: 3, class_loss = 0.841203, iou_loss = 0.106591, total_loss = 0.947794 \n",
            " total_bbox = 192184, rewritten_bbox = 0.000520 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.000000), count: 1, class_loss = 0.002213, iou_loss = 0.000000, total_loss = 0.002213 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.566030), count: 4, class_loss = 1.321957, iou_loss = 0.333323, total_loss = 1.655281 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.535271), count: 9, class_loss = 2.616497, iou_loss = 0.216851, total_loss = 2.833347 \n",
            " total_bbox = 192197, rewritten_bbox = 0.000520 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.397120), count: 1, class_loss = 0.361991, iou_loss = 0.205878, total_loss = 0.567869 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.625260), count: 6, class_loss = 1.268129, iou_loss = 0.696644, total_loss = 1.964773 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.459136), count: 5, class_loss = 0.921601, iou_loss = 0.098852, total_loss = 1.020454 \n",
            " total_bbox = 192209, rewritten_bbox = 0.000520 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.573882), count: 4, class_loss = 1.457583, iou_loss = 3.704190, total_loss = 5.161773 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.614013), count: 10, class_loss = 3.793958, iou_loss = 2.062739, total_loss = 5.856697 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.538120), count: 4, class_loss = 1.016044, iou_loss = 0.106105, total_loss = 1.122149 \n",
            " total_bbox = 192227, rewritten_bbox = 0.000520 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.355298), count: 5, class_loss = 1.759878, iou_loss = 1.672845, total_loss = 3.432722 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.537709), count: 19, class_loss = 5.571862, iou_loss = 2.530814, total_loss = 8.102675 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.494108), count: 11, class_loss = 2.485230, iou_loss = 0.343261, total_loss = 2.828492 \n",
            " total_bbox = 192262, rewritten_bbox = 0.000520 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.414111), count: 5, class_loss = 1.876535, iou_loss = 1.960536, total_loss = 3.837070 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.571126), count: 24, class_loss = 6.842067, iou_loss = 4.168399, total_loss = 11.010467 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.482319), count: 10, class_loss = 2.986174, iou_loss = 0.464307, total_loss = 3.450481 \n",
            " total_bbox = 192301, rewritten_bbox = 0.000520 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.417855), count: 4, class_loss = 1.391996, iou_loss = 1.813689, total_loss = 3.205684 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.555217), count: 13, class_loss = 5.108502, iou_loss = 2.668365, total_loss = 7.776867 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.474466), count: 5, class_loss = 1.778505, iou_loss = 0.149579, total_loss = 1.928083 \n",
            " total_bbox = 192323, rewritten_bbox = 0.000520 % \n",
            "\n",
            "\n",
            " Tensor Cores are disabled until the first 3000 iterations are reached.\n",
            " (next mAP calculation at 1000 iterations) \u001b]2;473/6000: loss=2.4 hours left=6.9\u0007\n",
            " 473: 2.439067, 2.563051 avg loss, 0.000050 rate, 4.044732 seconds, 30272 images, 6.916701 hours left\n",
            "Loaded: 1.689986 seconds - performance bottleneck on CPU or Disk HDD/SSD\n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.412678), count: 8, class_loss = 3.038875, iou_loss = 2.479416, total_loss = 5.518291 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.522348), count: 23, class_loss = 7.345157, iou_loss = 4.570358, total_loss = 11.915515 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.577704), count: 10, class_loss = 2.072834, iou_loss = 0.441743, total_loss = 2.514577 \n",
            " total_bbox = 192364, rewritten_bbox = 0.000520 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.504911), count: 8, class_loss = 2.992486, iou_loss = 12.540878, total_loss = 15.533364 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.581279), count: 21, class_loss = 6.321188, iou_loss = 3.890468, total_loss = 10.211657 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.573787), count: 8, class_loss = 2.429812, iou_loss = 0.647348, total_loss = 3.077160 \n",
            " total_bbox = 192401, rewritten_bbox = 0.000520 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.622322), count: 1, class_loss = 0.355876, iou_loss = 0.564071, total_loss = 0.919947 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.589295), count: 13, class_loss = 3.259560, iou_loss = 2.158862, total_loss = 5.418422 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.424637), count: 8, class_loss = 2.261075, iou_loss = 0.180525, total_loss = 2.441600 \n",
            " total_bbox = 192423, rewritten_bbox = 0.000520 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.000000), count: 1, class_loss = 0.003199, iou_loss = 0.000000, total_loss = 0.003199 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.611088), count: 6, class_loss = 1.699513, iou_loss = 0.774837, total_loss = 2.474350 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.467926), count: 8, class_loss = 2.528442, iou_loss = 0.179212, total_loss = 2.707655 \n",
            " total_bbox = 192437, rewritten_bbox = 0.000520 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.436909), count: 2, class_loss = 0.748196, iou_loss = 1.364900, total_loss = 2.113096 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.532923), count: 7, class_loss = 2.549013, iou_loss = 0.998697, total_loss = 3.547710 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.514149), count: 6, class_loss = 1.450586, iou_loss = 0.204846, total_loss = 1.655433 \n",
            " total_bbox = 192452, rewritten_bbox = 0.000520 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.486154), count: 2, class_loss = 0.665497, iou_loss = 0.566032, total_loss = 1.231529 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.578544), count: 14, class_loss = 3.745486, iou_loss = 2.722164, total_loss = 6.467649 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.618288), count: 7, class_loss = 1.831274, iou_loss = 0.684340, total_loss = 2.515614 \n",
            " total_bbox = 192475, rewritten_bbox = 0.000520 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.433724), count: 4, class_loss = 1.453337, iou_loss = 2.858535, total_loss = 4.311872 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.554491), count: 20, class_loss = 6.267177, iou_loss = 2.908937, total_loss = 9.176114 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.515697), count: 12, class_loss = 2.877889, iou_loss = 0.543437, total_loss = 3.421326 \n",
            " total_bbox = 192511, rewritten_bbox = 0.000519 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.488888), count: 3, class_loss = 1.098262, iou_loss = 2.195646, total_loss = 3.293908 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.599168), count: 17, class_loss = 4.596657, iou_loss = 3.423391, total_loss = 8.020048 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.580203), count: 8, class_loss = 2.476640, iou_loss = 0.405416, total_loss = 2.882056 \n",
            " total_bbox = 192539, rewritten_bbox = 0.000519 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.477413), count: 3, class_loss = 1.127034, iou_loss = 1.362202, total_loss = 2.489236 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.576422), count: 9, class_loss = 1.563720, iou_loss = 1.243661, total_loss = 2.807381 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.490956), count: 5, class_loss = 1.089145, iou_loss = 0.116444, total_loss = 1.205589 \n",
            " total_bbox = 192556, rewritten_bbox = 0.000519 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.575562), count: 2, class_loss = 0.717725, iou_loss = 1.427906, total_loss = 2.145631 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.562787), count: 10, class_loss = 2.699543, iou_loss = 1.870018, total_loss = 4.569561 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.448415), count: 4, class_loss = 1.089303, iou_loss = 0.096976, total_loss = 1.186279 \n",
            " total_bbox = 192572, rewritten_bbox = 0.000519 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.672746), count: 1, class_loss = 0.350428, iou_loss = 0.629079, total_loss = 0.979508 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.632178), count: 9, class_loss = 2.332978, iou_loss = 1.775544, total_loss = 4.108522 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.491674), count: 9, class_loss = 2.705700, iou_loss = 0.181124, total_loss = 2.886824 \n",
            " total_bbox = 192591, rewritten_bbox = 0.000519 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.347980), count: 2, class_loss = 0.736747, iou_loss = 0.627611, total_loss = 1.364358 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.568844), count: 19, class_loss = 4.844563, iou_loss = 3.975583, total_loss = 8.820146 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.372593), count: 9, class_loss = 2.481307, iou_loss = 0.166016, total_loss = 2.647323 \n",
            " total_bbox = 192621, rewritten_bbox = 0.000519 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.502632), count: 7, class_loss = 2.606366, iou_loss = 4.821842, total_loss = 7.428208 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.607571), count: 20, class_loss = 5.384013, iou_loss = 4.892220, total_loss = 10.276233 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.424413), count: 10, class_loss = 2.546348, iou_loss = 0.281673, total_loss = 2.828021 \n",
            " total_bbox = 192658, rewritten_bbox = 0.000519 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.465693), count: 6, class_loss = 2.154193, iou_loss = 2.803279, total_loss = 4.957472 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.587984), count: 30, class_loss = 9.607425, iou_loss = 6.057792, total_loss = 15.665216 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.422426), count: 9, class_loss = 2.384804, iou_loss = 0.334619, total_loss = 2.719424 \n",
            " total_bbox = 192703, rewritten_bbox = 0.000519 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.496832), count: 3, class_loss = 1.088821, iou_loss = 1.548889, total_loss = 2.637710 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.594984), count: 17, class_loss = 4.900980, iou_loss = 3.126163, total_loss = 8.027143 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.412320), count: 12, class_loss = 2.777975, iou_loss = 0.225937, total_loss = 3.003911 \n",
            " total_bbox = 192735, rewritten_bbox = 0.000519 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.480390), count: 5, class_loss = 1.795640, iou_loss = 2.127553, total_loss = 3.923194 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.600948), count: 21, class_loss = 5.943060, iou_loss = 4.258719, total_loss = 10.201779 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.556394), count: 10, class_loss = 2.953151, iou_loss = 0.351217, total_loss = 3.304368 \n",
            " total_bbox = 192771, rewritten_bbox = 0.000519 % \n",
            "\n",
            "\n",
            " Tensor Cores are disabled until the first 3000 iterations are reached.\n",
            " (next mAP calculation at 1000 iterations) \u001b]2;474/6000: loss=2.7 hours left=6.9\u0007\n",
            " 474: 2.715438, 2.578289 avg loss, 0.000050 rate, 3.993011 seconds, 30336 images, 6.909633 hours left\n",
            "Loaded: 0.733277 seconds - performance bottleneck on CPU or Disk HDD/SSD\n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.514232), count: 5, class_loss = 1.797577, iou_loss = 3.068390, total_loss = 4.865967 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.527469), count: 21, class_loss = 7.124977, iou_loss = 2.544840, total_loss = 9.669817 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.495270), count: 16, class_loss = 4.306987, iou_loss = 0.579642, total_loss = 4.886629 \n",
            " total_bbox = 192813, rewritten_bbox = 0.000519 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.533028), count: 8, class_loss = 2.932399, iou_loss = 5.574255, total_loss = 8.506654 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.554718), count: 30, class_loss = 8.332859, iou_loss = 5.091930, total_loss = 13.424789 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.523984), count: 12, class_loss = 2.811296, iou_loss = 0.368625, total_loss = 3.179921 \n",
            " total_bbox = 192863, rewritten_bbox = 0.000519 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.348132), count: 2, class_loss = 0.820616, iou_loss = 0.411537, total_loss = 1.232153 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.556997), count: 22, class_loss = 5.699859, iou_loss = 3.350029, total_loss = 9.049888 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.427833), count: 12, class_loss = 2.828071, iou_loss = 0.355909, total_loss = 3.183980 \n",
            " total_bbox = 192899, rewritten_bbox = 0.000518 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.215136), count: 2, class_loss = 0.820964, iou_loss = 0.108210, total_loss = 0.929173 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.548309), count: 13, class_loss = 4.336533, iou_loss = 1.952197, total_loss = 6.288730 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.485776), count: 8, class_loss = 2.384058, iou_loss = 0.368399, total_loss = 2.752457 \n",
            " total_bbox = 192922, rewritten_bbox = 0.000518 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.479674), count: 4, class_loss = 1.593514, iou_loss = 1.954235, total_loss = 3.547749 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.567692), count: 20, class_loss = 5.328013, iou_loss = 3.089380, total_loss = 8.417394 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.458482), count: 12, class_loss = 2.894556, iou_loss = 0.389221, total_loss = 3.283777 \n",
            " total_bbox = 192958, rewritten_bbox = 0.000518 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.472918), count: 3, class_loss = 1.105104, iou_loss = 1.321419, total_loss = 2.426523 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.559993), count: 13, class_loss = 4.481888, iou_loss = 2.687789, total_loss = 7.169678 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.561285), count: 5, class_loss = 1.320181, iou_loss = 0.541722, total_loss = 1.861903 \n",
            " total_bbox = 192979, rewritten_bbox = 0.000518 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.781205), count: 1, class_loss = 0.353813, iou_loss = 0.415115, total_loss = 0.768928 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.618132), count: 11, class_loss = 2.438163, iou_loss = 2.404255, total_loss = 4.842418 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.454230), count: 6, class_loss = 1.513864, iou_loss = 0.158151, total_loss = 1.672015 \n",
            " total_bbox = 192997, rewritten_bbox = 0.000518 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.626169), count: 2, class_loss = 0.728934, iou_loss = 1.447978, total_loss = 2.176912 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.631589), count: 14, class_loss = 3.089487, iou_loss = 2.891864, total_loss = 5.981351 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.590510), count: 6, class_loss = 0.733892, iou_loss = 0.374011, total_loss = 1.107903 \n",
            " total_bbox = 193019, rewritten_bbox = 0.000518 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.000000), count: 1, class_loss = 0.001123, iou_loss = 0.000000, total_loss = 0.001123 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.611122), count: 8, class_loss = 1.686629, iou_loss = 1.314870, total_loss = 3.001498 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.472849), count: 8, class_loss = 2.173270, iou_loss = 0.148696, total_loss = 2.321966 \n",
            " total_bbox = 193035, rewritten_bbox = 0.000518 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.236530), count: 1, class_loss = 0.457479, iou_loss = 0.143009, total_loss = 0.600488 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.675238), count: 8, class_loss = 1.388381, iou_loss = 1.406715, total_loss = 2.795095 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.596028), count: 7, class_loss = 1.160341, iou_loss = 0.264187, total_loss = 1.424528 \n",
            " total_bbox = 193051, rewritten_bbox = 0.000518 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.537503), count: 2, class_loss = 0.715035, iou_loss = 0.782341, total_loss = 1.497376 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.634369), count: 10, class_loss = 1.738857, iou_loss = 2.029592, total_loss = 3.768449 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.538850), count: 6, class_loss = 1.059097, iou_loss = 0.309070, total_loss = 1.368166 \n",
            " total_bbox = 193069, rewritten_bbox = 0.000518 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.000000), count: 1, class_loss = 0.000668, iou_loss = 0.000000, total_loss = 0.000668 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.610427), count: 9, class_loss = 2.980125, iou_loss = 1.397306, total_loss = 4.377431 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.530150), count: 7, class_loss = 1.877693, iou_loss = 0.268846, total_loss = 2.146539 \n",
            " total_bbox = 193085, rewritten_bbox = 0.000518 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.000000), count: 1, class_loss = 0.003071, iou_loss = 0.000000, total_loss = 0.003071 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.641081), count: 9, class_loss = 1.710537, iou_loss = 1.445792, total_loss = 3.156328 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.540647), count: 8, class_loss = 1.994324, iou_loss = 0.309619, total_loss = 2.303943 \n",
            " total_bbox = 193102, rewritten_bbox = 0.000518 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.000000), count: 1, class_loss = 0.002231, iou_loss = 0.000000, total_loss = 0.002231 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.685781), count: 11, class_loss = 3.405268, iou_loss = 2.417833, total_loss = 5.823101 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.544460), count: 13, class_loss = 3.639825, iou_loss = 0.359758, total_loss = 3.999583 \n",
            " total_bbox = 193126, rewritten_bbox = 0.000518 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.133661), count: 1, class_loss = 0.368310, iou_loss = 0.019244, total_loss = 0.387554 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.584798), count: 22, class_loss = 6.423773, iou_loss = 3.553443, total_loss = 9.977216 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.572581), count: 9, class_loss = 2.762572, iou_loss = 0.652922, total_loss = 3.415494 \n",
            " total_bbox = 193158, rewritten_bbox = 0.000518 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.508810), count: 8, class_loss = 2.853720, iou_loss = 6.812238, total_loss = 9.665957 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.493830), count: 15, class_loss = 4.984610, iou_loss = 2.565789, total_loss = 7.550399 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.485540), count: 7, class_loss = 1.688164, iou_loss = 0.182972, total_loss = 1.871136 \n",
            " total_bbox = 193188, rewritten_bbox = 0.000518 % \n",
            "\n",
            "\n",
            " Tensor Cores are disabled until the first 3000 iterations are reached.\n",
            " (next mAP calculation at 1000 iterations) \u001b]2;475/6000: loss=2.4 hours left=6.9\u0007\n",
            " 475: 2.400360, 2.560496 avg loss, 0.000051 rate, 3.908565 seconds, 30400 images, 6.927771 hours left\n",
            "Loaded: 0.188956 seconds - performance bottleneck on CPU or Disk HDD/SSD\n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.347620), count: 2, class_loss = 0.687049, iou_loss = 0.557732, total_loss = 1.244781 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.617920), count: 10, class_loss = 2.764400, iou_loss = 2.140134, total_loss = 4.904534 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.459997), count: 5, class_loss = 1.531842, iou_loss = 0.183095, total_loss = 1.714937 \n",
            " total_bbox = 193205, rewritten_bbox = 0.000518 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.731902), count: 2, class_loss = 0.640790, iou_loss = 1.885260, total_loss = 2.526050 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.568389), count: 13, class_loss = 3.920973, iou_loss = 1.963344, total_loss = 5.884317 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.487673), count: 7, class_loss = 1.288516, iou_loss = 0.202308, total_loss = 1.490824 \n",
            " total_bbox = 193227, rewritten_bbox = 0.000518 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.539606), count: 4, class_loss = 1.583853, iou_loss = 2.470130, total_loss = 4.053982 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.527288), count: 12, class_loss = 3.222646, iou_loss = 2.587569, total_loss = 5.810215 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.594494), count: 6, class_loss = 1.317351, iou_loss = 0.180210, total_loss = 1.497562 \n",
            " total_bbox = 193249, rewritten_bbox = 0.000517 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.392312), count: 2, class_loss = 0.823367, iou_loss = 0.752325, total_loss = 1.575692 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.563832), count: 20, class_loss = 6.526751, iou_loss = 3.519307, total_loss = 10.046058 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.445474), count: 15, class_loss = 4.910961, iou_loss = 0.346087, total_loss = 5.257048 \n",
            " total_bbox = 193286, rewritten_bbox = 0.000517 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.468727), count: 5, class_loss = 1.748930, iou_loss = 2.816195, total_loss = 4.565125 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.601012), count: 18, class_loss = 6.188677, iou_loss = 4.183496, total_loss = 10.372173 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.424025), count: 9, class_loss = 2.908373, iou_loss = 0.234006, total_loss = 3.142379 \n",
            " total_bbox = 193318, rewritten_bbox = 0.000517 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.376644), count: 4, class_loss = 1.468449, iou_loss = 1.949142, total_loss = 3.417591 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.612389), count: 14, class_loss = 4.028077, iou_loss = 2.530528, total_loss = 6.558604 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.544344), count: 6, class_loss = 1.459739, iou_loss = 0.190943, total_loss = 1.650682 \n",
            " total_bbox = 193342, rewritten_bbox = 0.000517 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.000000), count: 1, class_loss = 0.002666, iou_loss = 0.000000, total_loss = 0.002666 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.664345), count: 7, class_loss = 1.450744, iou_loss = 1.386653, total_loss = 2.837397 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.558241), count: 7, class_loss = 0.821438, iou_loss = 0.253673, total_loss = 1.075111 \n",
            " total_bbox = 193356, rewritten_bbox = 0.000517 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.717504), count: 3, class_loss = 1.137787, iou_loss = 2.363077, total_loss = 3.500864 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.625229), count: 9, class_loss = 2.152124, iou_loss = 1.993532, total_loss = 4.145656 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.402842), count: 4, class_loss = 0.682269, iou_loss = 0.043645, total_loss = 0.725913 \n",
            " total_bbox = 193372, rewritten_bbox = 0.000517 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.671159), count: 3, class_loss = 1.001465, iou_loss = 2.291364, total_loss = 3.292829 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.720455), count: 11, class_loss = 2.841119, iou_loss = 2.820570, total_loss = 5.661688 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.519903), count: 4, class_loss = 0.925521, iou_loss = 0.170607, total_loss = 1.096127 \n",
            " total_bbox = 193390, rewritten_bbox = 0.000517 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.000000), count: 1, class_loss = 0.000971, iou_loss = 0.000000, total_loss = 0.000971 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.589452), count: 9, class_loss = 1.692375, iou_loss = 1.175192, total_loss = 2.867567 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.364043), count: 6, class_loss = 1.354910, iou_loss = 0.100331, total_loss = 1.455241 \n",
            " total_bbox = 193405, rewritten_bbox = 0.000517 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.000000), count: 1, class_loss = 0.002033, iou_loss = 0.000000, total_loss = 0.002033 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.607539), count: 13, class_loss = 4.675766, iou_loss = 2.500696, total_loss = 7.176462 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.461484), count: 11, class_loss = 3.432453, iou_loss = 0.371287, total_loss = 3.803740 \n",
            " total_bbox = 193429, rewritten_bbox = 0.000517 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.402649), count: 4, class_loss = 1.432913, iou_loss = 2.181626, total_loss = 3.614539 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.562326), count: 12, class_loss = 4.205105, iou_loss = 1.777133, total_loss = 5.982238 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.427999), count: 8, class_loss = 3.160761, iou_loss = 0.127785, total_loss = 3.288546 \n",
            " total_bbox = 193453, rewritten_bbox = 0.000517 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.547396), count: 6, class_loss = 2.133211, iou_loss = 5.485645, total_loss = 7.618855 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.479394), count: 17, class_loss = 4.566118, iou_loss = 4.932888, total_loss = 9.499006 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.406594), count: 6, class_loss = 1.389993, iou_loss = 0.113568, total_loss = 1.503561 \n",
            " total_bbox = 193482, rewritten_bbox = 0.000517 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.430135), count: 1, class_loss = 0.417740, iou_loss = 0.233637, total_loss = 0.651378 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.620346), count: 14, class_loss = 3.764568, iou_loss = 2.619279, total_loss = 6.383848 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.572645), count: 8, class_loss = 2.050524, iou_loss = 0.456438, total_loss = 2.506962 \n",
            " total_bbox = 193505, rewritten_bbox = 0.000517 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.000000), count: 1, class_loss = 0.001065, iou_loss = 0.000000, total_loss = 0.001065 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.330538), count: 3, class_loss = 1.427957, iou_loss = 0.088326, total_loss = 1.516284 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.542325), count: 10, class_loss = 3.099921, iou_loss = 0.240986, total_loss = 3.340907 \n",
            " total_bbox = 193518, rewritten_bbox = 0.000517 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.000000), count: 1, class_loss = 0.001784, iou_loss = 0.000000, total_loss = 0.001784 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.704848), count: 11, class_loss = 1.722597, iou_loss = 2.795118, total_loss = 4.517715 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.467707), count: 6, class_loss = 0.732178, iou_loss = 0.133890, total_loss = 0.866068 \n",
            " total_bbox = 193535, rewritten_bbox = 0.000517 % \n",
            "\n",
            "\n",
            " Tensor Cores are disabled until the first 3000 iterations are reached.\n",
            " (next mAP calculation at 1000 iterations) \u001b]2;476/6000: loss=2.1 hours left=6.9\u0007\n",
            " 476: 2.076168, 2.512064 avg loss, 0.000051 rate, 4.000718 seconds, 30464 images, 6.929733 hours left\n",
            "Loaded: 1.907381 seconds - performance bottleneck on CPU or Disk HDD/SSD\n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.323146), count: 2, class_loss = 0.733665, iou_loss = 1.866834, total_loss = 2.600499 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.598233), count: 18, class_loss = 3.966387, iou_loss = 3.185233, total_loss = 7.151620 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.464009), count: 11, class_loss = 2.347712, iou_loss = 0.240641, total_loss = 2.588353 \n",
            " total_bbox = 193566, rewritten_bbox = 0.000517 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.424330), count: 4, class_loss = 1.500127, iou_loss = 1.409654, total_loss = 2.909781 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.574417), count: 16, class_loss = 4.722674, iou_loss = 3.651726, total_loss = 8.374400 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.571254), count: 7, class_loss = 1.259821, iou_loss = 0.401216, total_loss = 1.661037 \n",
            " total_bbox = 193593, rewritten_bbox = 0.000517 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.588095), count: 4, class_loss = 1.444603, iou_loss = 3.458257, total_loss = 4.902860 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.542006), count: 25, class_loss = 7.793600, iou_loss = 4.979778, total_loss = 12.773378 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.493949), count: 8, class_loss = 2.214706, iou_loss = 0.386394, total_loss = 2.601101 \n",
            " total_bbox = 193630, rewritten_bbox = 0.000516 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.502721), count: 4, class_loss = 1.417055, iou_loss = 2.075878, total_loss = 3.492934 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.589201), count: 22, class_loss = 6.861872, iou_loss = 5.269959, total_loss = 12.131831 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.570870), count: 9, class_loss = 2.968704, iou_loss = 0.380132, total_loss = 3.348835 \n",
            " total_bbox = 193665, rewritten_bbox = 0.000516 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.550415), count: 4, class_loss = 1.510691, iou_loss = 3.481622, total_loss = 4.992312 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.642402), count: 27, class_loss = 7.887084, iou_loss = 6.024718, total_loss = 13.911802 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.525973), count: 12, class_loss = 2.378039, iou_loss = 0.526846, total_loss = 2.904885 \n",
            " total_bbox = 193708, rewritten_bbox = 0.000516 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.418529), count: 6, class_loss = 2.248956, iou_loss = 3.207295, total_loss = 5.456251 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.517154), count: 25, class_loss = 7.283361, iou_loss = 4.820411, total_loss = 12.103772 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.529438), count: 14, class_loss = 3.187813, iou_loss = 0.460860, total_loss = 3.648672 \n",
            " total_bbox = 193753, rewritten_bbox = 0.000516 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.457267), count: 5, class_loss = 1.788922, iou_loss = 1.823402, total_loss = 3.612324 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.580115), count: 17, class_loss = 4.868369, iou_loss = 2.841922, total_loss = 7.710291 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.609332), count: 9, class_loss = 3.094836, iou_loss = 0.538115, total_loss = 3.632951 \n",
            " total_bbox = 193784, rewritten_bbox = 0.000516 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.653118), count: 2, class_loss = 0.740120, iou_loss = 1.555827, total_loss = 2.295947 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.579374), count: 17, class_loss = 5.776687, iou_loss = 3.146393, total_loss = 8.923079 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.464309), count: 13, class_loss = 4.719785, iou_loss = 0.296061, total_loss = 5.015845 \n",
            " total_bbox = 193816, rewritten_bbox = 0.000516 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.613578), count: 2, class_loss = 0.701468, iou_loss = 1.688341, total_loss = 2.389809 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.681889), count: 11, class_loss = 2.665115, iou_loss = 2.671535, total_loss = 5.336650 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.605999), count: 5, class_loss = 0.991488, iou_loss = 0.212778, total_loss = 1.204266 \n",
            " total_bbox = 193834, rewritten_bbox = 0.000516 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.389279), count: 1, class_loss = 0.463832, iou_loss = 0.194040, total_loss = 0.657872 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.691282), count: 12, class_loss = 2.356997, iou_loss = 3.268723, total_loss = 5.625720 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.560953), count: 4, class_loss = 0.675537, iou_loss = 0.209138, total_loss = 0.884674 \n",
            " total_bbox = 193851, rewritten_bbox = 0.000516 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.000000), count: 1, class_loss = 0.001131, iou_loss = 0.000000, total_loss = 0.001131 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.690065), count: 5, class_loss = 1.418256, iou_loss = 0.461829, total_loss = 1.880085 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.573748), count: 8, class_loss = 1.513820, iou_loss = 0.242787, total_loss = 1.756607 \n",
            " total_bbox = 193864, rewritten_bbox = 0.000516 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.469993), count: 4, class_loss = 1.391151, iou_loss = 2.507662, total_loss = 3.898813 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.555370), count: 17, class_loss = 5.019352, iou_loss = 3.513059, total_loss = 8.532411 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.520904), count: 11, class_loss = 2.562204, iou_loss = 0.595605, total_loss = 3.157809 \n",
            " total_bbox = 193896, rewritten_bbox = 0.000516 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.418471), count: 3, class_loss = 1.109745, iou_loss = 1.628139, total_loss = 2.737884 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.539411), count: 16, class_loss = 5.849473, iou_loss = 2.483715, total_loss = 8.333188 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.495216), count: 12, class_loss = 3.971394, iou_loss = 0.337034, total_loss = 4.308428 \n",
            " total_bbox = 193927, rewritten_bbox = 0.000516 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.425136), count: 5, class_loss = 1.707670, iou_loss = 3.946764, total_loss = 5.654434 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.572072), count: 24, class_loss = 7.292578, iou_loss = 5.085716, total_loss = 12.378294 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.587062), count: 13, class_loss = 3.070675, iou_loss = 1.036431, total_loss = 4.107106 \n",
            " total_bbox = 193969, rewritten_bbox = 0.000516 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.515392), count: 6, class_loss = 2.153598, iou_loss = 2.890246, total_loss = 5.043844 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.564495), count: 25, class_loss = 8.217192, iou_loss = 3.980693, total_loss = 12.197885 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.419215), count: 13, class_loss = 5.011850, iou_loss = 0.216438, total_loss = 5.228288 \n",
            " total_bbox = 194013, rewritten_bbox = 0.000515 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.459000), count: 4, class_loss = 1.667232, iou_loss = 2.523460, total_loss = 4.190693 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.576603), count: 25, class_loss = 7.960767, iou_loss = 4.866598, total_loss = 12.827365 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.422381), count: 9, class_loss = 2.196674, iou_loss = 0.281119, total_loss = 2.477793 \n",
            " total_bbox = 194050, rewritten_bbox = 0.000515 % \n",
            "\n",
            "\n",
            " Tensor Cores are disabled until the first 3000 iterations are reached.\n",
            " (next mAP calculation at 1000 iterations) \u001b]2;477/6000: loss=3.2 hours left=6.9\u0007\n",
            " 477: 3.188911, 2.579748 avg loss, 0.000052 rate, 4.048539 seconds, 30528 images, 6.924724 hours left\n",
            "Loaded: 0.000057 seconds\n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.000000), count: 1, class_loss = 0.000877, iou_loss = 0.000000, total_loss = 0.000877 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.547852), count: 5, class_loss = 1.713223, iou_loss = 0.498725, total_loss = 2.211947 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.490629), count: 7, class_loss = 1.876195, iou_loss = 0.225453, total_loss = 2.101647 \n",
            " total_bbox = 194062, rewritten_bbox = 0.000515 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.000000), count: 1, class_loss = 0.001276, iou_loss = 0.000000, total_loss = 0.001276 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.572889), count: 8, class_loss = 2.278198, iou_loss = 0.992984, total_loss = 3.271182 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.501900), count: 7, class_loss = 1.807096, iou_loss = 0.151720, total_loss = 1.958816 \n",
            " total_bbox = 194077, rewritten_bbox = 0.000515 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.437932), count: 2, class_loss = 0.760961, iou_loss = 0.694406, total_loss = 1.455367 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.545463), count: 13, class_loss = 3.209778, iou_loss = 2.691052, total_loss = 5.900830 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.419945), count: 7, class_loss = 1.112451, iou_loss = 0.150810, total_loss = 1.263261 \n",
            " total_bbox = 194099, rewritten_bbox = 0.000515 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.355710), count: 6, class_loss = 2.074910, iou_loss = 1.591187, total_loss = 3.666097 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.541877), count: 31, class_loss = 8.753010, iou_loss = 4.430338, total_loss = 13.183348 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.457085), count: 15, class_loss = 3.871439, iou_loss = 0.413089, total_loss = 4.284529 \n",
            " total_bbox = 194151, rewritten_bbox = 0.000515 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.506537), count: 3, class_loss = 0.977088, iou_loss = 1.953273, total_loss = 2.930361 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.510564), count: 17, class_loss = 5.403450, iou_loss = 2.230931, total_loss = 7.634381 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.514028), count: 10, class_loss = 2.444924, iou_loss = 0.403828, total_loss = 2.848752 \n",
            " total_bbox = 194181, rewritten_bbox = 0.000515 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.736926), count: 3, class_loss = 1.102290, iou_loss = 3.567305, total_loss = 4.669594 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.621365), count: 18, class_loss = 4.900171, iou_loss = 3.180938, total_loss = 8.081109 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.431548), count: 10, class_loss = 2.264586, iou_loss = 0.196655, total_loss = 2.461241 \n",
            " total_bbox = 194212, rewritten_bbox = 0.000515 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.511246), count: 3, class_loss = 1.200269, iou_loss = 1.067840, total_loss = 2.268109 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.520855), count: 11, class_loss = 4.563864, iou_loss = 1.530407, total_loss = 6.094271 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.515798), count: 4, class_loss = 1.060488, iou_loss = 0.100711, total_loss = 1.161199 \n",
            " total_bbox = 194230, rewritten_bbox = 0.000515 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.498817), count: 3, class_loss = 1.151947, iou_loss = 1.659169, total_loss = 2.811116 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.525006), count: 13, class_loss = 3.311050, iou_loss = 2.139703, total_loss = 5.450753 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.422255), count: 7, class_loss = 1.418779, iou_loss = 0.203288, total_loss = 1.622068 \n",
            " total_bbox = 194253, rewritten_bbox = 0.000515 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.459872), count: 7, class_loss = 2.734200, iou_loss = 3.439686, total_loss = 6.173885 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.584740), count: 18, class_loss = 5.990596, iou_loss = 4.058816, total_loss = 10.049412 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.480852), count: 11, class_loss = 2.744355, iou_loss = 0.309757, total_loss = 3.054112 \n",
            " total_bbox = 194289, rewritten_bbox = 0.000515 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.572707), count: 6, class_loss = 2.324518, iou_loss = 5.210507, total_loss = 7.535026 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.609786), count: 20, class_loss = 5.766804, iou_loss = 5.285025, total_loss = 11.051828 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.612731), count: 7, class_loss = 1.258953, iou_loss = 0.601347, total_loss = 1.860300 \n",
            " total_bbox = 194322, rewritten_bbox = 0.000515 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.350694), count: 7, class_loss = 2.617728, iou_loss = 1.797259, total_loss = 4.414988 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.558114), count: 17, class_loss = 5.632819, iou_loss = 2.679626, total_loss = 8.312446 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.407799), count: 8, class_loss = 2.529128, iou_loss = 0.192627, total_loss = 2.721755 \n",
            " total_bbox = 194354, rewritten_bbox = 0.000515 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.000000), count: 1, class_loss = 0.001092, iou_loss = 0.000000, total_loss = 0.001092 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.598562), count: 10, class_loss = 3.417625, iou_loss = 1.634356, total_loss = 5.051981 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.527066), count: 7, class_loss = 1.877817, iou_loss = 0.182989, total_loss = 2.060806 \n",
            " total_bbox = 194371, rewritten_bbox = 0.000514 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.646007), count: 4, class_loss = 1.425542, iou_loss = 3.097356, total_loss = 4.522898 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.577113), count: 11, class_loss = 2.413912, iou_loss = 2.653805, total_loss = 5.067717 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.272436), count: 2, class_loss = 0.590764, iou_loss = 0.026116, total_loss = 0.616880 \n",
            " total_bbox = 194388, rewritten_bbox = 0.000514 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.547028), count: 2, class_loss = 0.832238, iou_loss = 1.288543, total_loss = 2.120780 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.626885), count: 13, class_loss = 2.999385, iou_loss = 2.775926, total_loss = 5.775311 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.484309), count: 9, class_loss = 2.783591, iou_loss = 0.199344, total_loss = 2.982935 \n",
            " total_bbox = 194412, rewritten_bbox = 0.000514 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.381391), count: 6, class_loss = 2.088041, iou_loss = 4.087845, total_loss = 6.175886 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.643428), count: 23, class_loss = 6.311136, iou_loss = 4.651784, total_loss = 10.962920 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.495359), count: 9, class_loss = 1.706622, iou_loss = 0.417187, total_loss = 2.123809 \n",
            " total_bbox = 194450, rewritten_bbox = 0.000514 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.648711), count: 3, class_loss = 1.066108, iou_loss = 1.699070, total_loss = 2.765177 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.565170), count: 22, class_loss = 5.560135, iou_loss = 3.879943, total_loss = 9.440078 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.527351), count: 13, class_loss = 3.916530, iou_loss = 0.508620, total_loss = 4.425150 \n",
            " total_bbox = 194488, rewritten_bbox = 0.000514 % \n",
            "\n",
            "\n",
            " Tensor Cores are disabled until the first 3000 iterations are reached.\n",
            " (next mAP calculation at 1000 iterations) \u001b]2;478/6000: loss=2.6 hours left=6.9\u0007\n",
            " 478: 2.629720, 2.584746 avg loss, 0.000052 rate, 4.142719 seconds, 30592 images, 6.946851 hours left\n",
            "Loaded: 0.557408 seconds - performance bottleneck on CPU or Disk HDD/SSD\n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.439918), count: 9, class_loss = 3.303929, iou_loss = 4.828376, total_loss = 8.132305 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.478008), count: 19, class_loss = 5.853599, iou_loss = 3.658162, total_loss = 9.511761 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.387423), count: 6, class_loss = 1.690616, iou_loss = 0.132559, total_loss = 1.823175 \n",
            " total_bbox = 194522, rewritten_bbox = 0.000514 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.000000), count: 1, class_loss = 0.002690, iou_loss = 0.000000, total_loss = 0.002690 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.626889), count: 9, class_loss = 3.420345, iou_loss = 1.601285, total_loss = 5.021630 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.489801), count: 9, class_loss = 2.378461, iou_loss = 0.195494, total_loss = 2.573956 \n",
            " total_bbox = 194540, rewritten_bbox = 0.000514 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.216375), count: 2, class_loss = 0.766234, iou_loss = 0.275099, total_loss = 1.041333 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.588981), count: 18, class_loss = 4.618063, iou_loss = 2.910313, total_loss = 7.528377 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.442042), count: 11, class_loss = 2.122472, iou_loss = 0.254147, total_loss = 2.376618 \n",
            " total_bbox = 194571, rewritten_bbox = 0.000514 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.767030), count: 1, class_loss = 0.402856, iou_loss = 1.260902, total_loss = 1.663759 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.566992), count: 8, class_loss = 2.330636, iou_loss = 1.573233, total_loss = 3.903869 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.364283), count: 7, class_loss = 1.788125, iou_loss = 0.129535, total_loss = 1.917660 \n",
            " total_bbox = 194587, rewritten_bbox = 0.000514 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.535728), count: 1, class_loss = 0.340785, iou_loss = 0.342351, total_loss = 0.683136 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.485412), count: 6, class_loss = 1.287668, iou_loss = 0.497658, total_loss = 1.785326 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.336846), count: 8, class_loss = 2.070100, iou_loss = 0.189873, total_loss = 2.259973 \n",
            " total_bbox = 194602, rewritten_bbox = 0.000514 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.321024), count: 3, class_loss = 1.088816, iou_loss = 0.478415, total_loss = 1.567231 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.594866), count: 6, class_loss = 2.918214, iou_loss = 1.133860, total_loss = 4.052074 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.470293), count: 7, class_loss = 2.440617, iou_loss = 0.128648, total_loss = 2.569265 \n",
            " total_bbox = 194618, rewritten_bbox = 0.000514 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.502761), count: 3, class_loss = 1.091644, iou_loss = 1.645129, total_loss = 2.736773 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.466415), count: 18, class_loss = 5.710744, iou_loss = 2.151320, total_loss = 7.862064 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.508002), count: 13, class_loss = 3.631604, iou_loss = 0.525116, total_loss = 4.156720 \n",
            " total_bbox = 194652, rewritten_bbox = 0.000514 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.555983), count: 3, class_loss = 1.046013, iou_loss = 1.876570, total_loss = 2.922584 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.575774), count: 21, class_loss = 5.532314, iou_loss = 3.963682, total_loss = 9.495996 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.510118), count: 7, class_loss = 1.919655, iou_loss = 0.542171, total_loss = 2.461826 \n",
            " total_bbox = 194683, rewritten_bbox = 0.000514 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.546266), count: 3, class_loss = 1.089816, iou_loss = 1.727416, total_loss = 2.817232 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.497768), count: 12, class_loss = 4.428737, iou_loss = 1.814657, total_loss = 6.243394 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.533021), count: 9, class_loss = 1.927794, iou_loss = 0.204096, total_loss = 2.131890 \n",
            " total_bbox = 194707, rewritten_bbox = 0.000514 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.385353), count: 8, class_loss = 3.079161, iou_loss = 2.988081, total_loss = 6.067242 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.503641), count: 19, class_loss = 5.911062, iou_loss = 2.269122, total_loss = 8.180183 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.617915), count: 7, class_loss = 1.928010, iou_loss = 0.280837, total_loss = 2.208848 \n",
            " total_bbox = 194741, rewritten_bbox = 0.000514 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.488135), count: 4, class_loss = 1.450108, iou_loss = 1.708505, total_loss = 3.158613 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.555805), count: 15, class_loss = 3.882732, iou_loss = 2.425734, total_loss = 6.308466 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.401191), count: 4, class_loss = 0.986191, iou_loss = 0.078814, total_loss = 1.065005 \n",
            " total_bbox = 194764, rewritten_bbox = 0.000513 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.000000), count: 1, class_loss = 0.001026, iou_loss = 0.000000, total_loss = 0.001026 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.533016), count: 5, class_loss = 1.390066, iou_loss = 0.468211, total_loss = 1.858277 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.503585), count: 6, class_loss = 1.298534, iou_loss = 0.110579, total_loss = 1.409113 \n",
            " total_bbox = 194775, rewritten_bbox = 0.000513 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.644611), count: 2, class_loss = 0.786421, iou_loss = 2.179148, total_loss = 2.965569 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.662855), count: 11, class_loss = 2.585832, iou_loss = 2.617985, total_loss = 5.203818 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.492967), count: 4, class_loss = 1.309203, iou_loss = 0.226883, total_loss = 1.536086 \n",
            " total_bbox = 194792, rewritten_bbox = 0.000513 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.516518), count: 1, class_loss = 0.392487, iou_loss = 0.374802, total_loss = 0.767289 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.648498), count: 6, class_loss = 2.132824, iou_loss = 1.273843, total_loss = 3.406667 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.416737), count: 4, class_loss = 1.383151, iou_loss = 0.098654, total_loss = 1.481805 \n",
            " total_bbox = 194803, rewritten_bbox = 0.000513 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.000000), count: 1, class_loss = 0.000710, iou_loss = 0.000000, total_loss = 0.000710 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.608274), count: 9, class_loss = 3.029211, iou_loss = 1.398160, total_loss = 4.427371 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.585636), count: 8, class_loss = 2.193784, iou_loss = 0.443120, total_loss = 2.636905 \n",
            " total_bbox = 194820, rewritten_bbox = 0.000513 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.000000), count: 1, class_loss = 0.000600, iou_loss = 0.000000, total_loss = 0.000600 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.647750), count: 8, class_loss = 1.956930, iou_loss = 1.218562, total_loss = 3.175492 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.547812), count: 8, class_loss = 2.036048, iou_loss = 0.352241, total_loss = 2.388288 \n",
            " total_bbox = 194836, rewritten_bbox = 0.000513 % \n",
            "\n",
            "\n",
            " Tensor Cores are disabled until the first 3000 iterations are reached.\n",
            " (next mAP calculation at 1000 iterations) \u001b]2;479/6000: loss=2.2 hours left=6.9\u0007\n",
            " 479: 2.152327, 2.541504 avg loss, 0.000053 rate, 4.038664 seconds, 30656 images, 6.940928 hours left\n",
            "Loaded: 0.000073 seconds\n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.400866), count: 1, class_loss = 0.368354, iou_loss = 0.213472, total_loss = 0.581826 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.585353), count: 11, class_loss = 4.153423, iou_loss = 1.934204, total_loss = 6.087626 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.520202), count: 5, class_loss = 1.911457, iou_loss = 0.187638, total_loss = 2.099095 \n",
            " total_bbox = 194853, rewritten_bbox = 0.000513 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.000000), count: 1, class_loss = 0.001019, iou_loss = 0.000000, total_loss = 0.001019 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.571032), count: 10, class_loss = 2.843665, iou_loss = 1.248930, total_loss = 4.092596 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.560394), count: 5, class_loss = 1.736508, iou_loss = 0.308105, total_loss = 2.044613 \n",
            " total_bbox = 194868, rewritten_bbox = 0.000513 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.699840), count: 1, class_loss = 0.373227, iou_loss = 0.787639, total_loss = 1.160866 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.588141), count: 12, class_loss = 3.187146, iou_loss = 2.124664, total_loss = 5.311810 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.535723), count: 7, class_loss = 1.878179, iou_loss = 0.182144, total_loss = 2.060322 \n",
            " total_bbox = 194888, rewritten_bbox = 0.000513 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.569192), count: 8, class_loss = 2.775056, iou_loss = 6.487444, total_loss = 9.262500 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.569473), count: 25, class_loss = 7.292387, iou_loss = 4.486083, total_loss = 11.778470 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.425454), count: 14, class_loss = 5.395812, iou_loss = 0.267210, total_loss = 5.663022 \n",
            " total_bbox = 194935, rewritten_bbox = 0.000513 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.476154), count: 6, class_loss = 2.358970, iou_loss = 4.029874, total_loss = 6.388844 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.485156), count: 20, class_loss = 6.640636, iou_loss = 2.646149, total_loss = 9.286785 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.500970), count: 10, class_loss = 3.199083, iou_loss = 0.392680, total_loss = 3.591763 \n",
            " total_bbox = 194971, rewritten_bbox = 0.000513 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.532711), count: 3, class_loss = 1.078700, iou_loss = 4.902005, total_loss = 5.980705 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.702875), count: 13, class_loss = 2.574836, iou_loss = 3.174201, total_loss = 5.749036 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.521743), count: 5, class_loss = 1.062600, iou_loss = 0.198892, total_loss = 1.261492 \n",
            " total_bbox = 194992, rewritten_bbox = 0.000513 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.600873), count: 2, class_loss = 0.654835, iou_loss = 0.960639, total_loss = 1.615475 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.650512), count: 12, class_loss = 3.211640, iou_loss = 2.620426, total_loss = 5.832066 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.604119), count: 4, class_loss = 0.895678, iou_loss = 0.489281, total_loss = 1.384959 \n",
            " total_bbox = 195010, rewritten_bbox = 0.000513 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.000000), count: 1, class_loss = 0.000998, iou_loss = 0.000000, total_loss = 0.000998 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.681279), count: 7, class_loss = 2.392320, iou_loss = 1.142234, total_loss = 3.534555 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.504192), count: 7, class_loss = 1.850558, iou_loss = 0.166431, total_loss = 2.016989 \n",
            " total_bbox = 195024, rewritten_bbox = 0.000513 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.000000), count: 1, class_loss = 0.000744, iou_loss = 0.000000, total_loss = 0.000744 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.540745), count: 7, class_loss = 2.019178, iou_loss = 0.693231, total_loss = 2.712408 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.539862), count: 7, class_loss = 1.803988, iou_loss = 0.321651, total_loss = 2.125640 \n",
            " total_bbox = 195038, rewritten_bbox = 0.000513 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.000000), count: 1, class_loss = 0.002000, iou_loss = 0.000000, total_loss = 0.002000 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.609784), count: 5, class_loss = 1.806736, iou_loss = 0.739782, total_loss = 2.546518 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.641811), count: 6, class_loss = 1.084671, iou_loss = 0.273985, total_loss = 1.358656 \n",
            " total_bbox = 195049, rewritten_bbox = 0.000513 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.428444), count: 2, class_loss = 0.745670, iou_loss = 0.696332, total_loss = 1.442002 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.538703), count: 12, class_loss = 3.858611, iou_loss = 2.956721, total_loss = 6.815332 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.416817), count: 3, class_loss = 0.953530, iou_loss = 0.063167, total_loss = 1.016696 \n",
            " total_bbox = 195066, rewritten_bbox = 0.000513 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.000000), count: 1, class_loss = 0.002346, iou_loss = 0.000000, total_loss = 0.002346 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.600026), count: 21, class_loss = 5.412217, iou_loss = 3.314578, total_loss = 8.726795 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.414754), count: 10, class_loss = 2.955571, iou_loss = 0.200805, total_loss = 3.156376 \n",
            " total_bbox = 195097, rewritten_bbox = 0.000513 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.323843), count: 2, class_loss = 0.775810, iou_loss = 0.296496, total_loss = 1.072306 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.584600), count: 22, class_loss = 5.261483, iou_loss = 3.298608, total_loss = 8.560091 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.547809), count: 12, class_loss = 2.532227, iou_loss = 0.447873, total_loss = 2.980100 \n",
            " total_bbox = 195133, rewritten_bbox = 0.000512 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.480579), count: 8, class_loss = 3.058554, iou_loss = 4.527034, total_loss = 7.585588 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.567598), count: 16, class_loss = 5.182829, iou_loss = 2.803141, total_loss = 7.985970 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.518512), count: 10, class_loss = 2.838518, iou_loss = 0.301814, total_loss = 3.140332 \n",
            " total_bbox = 195167, rewritten_bbox = 0.000512 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.568157), count: 6, class_loss = 2.158906, iou_loss = 3.806920, total_loss = 5.965827 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.544505), count: 21, class_loss = 5.259373, iou_loss = 4.392485, total_loss = 9.651858 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.487543), count: 7, class_loss = 1.724673, iou_loss = 0.262394, total_loss = 1.987067 \n",
            " total_bbox = 195201, rewritten_bbox = 0.000512 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.549531), count: 3, class_loss = 1.110346, iou_loss = 1.779377, total_loss = 2.889723 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.613696), count: 17, class_loss = 5.057195, iou_loss = 3.244494, total_loss = 8.301689 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.379137), count: 14, class_loss = 4.310226, iou_loss = 0.225808, total_loss = 4.536034 \n",
            " total_bbox = 195235, rewritten_bbox = 0.000512 % \n",
            "\n",
            "\n",
            " Tensor Cores are disabled until the first 3000 iterations are reached.\n",
            " (next mAP calculation at 1000 iterations) \u001b]2;480/6000: loss=2.5 hours left=6.9\u0007\n",
            " 480: 2.460402, 2.533394 avg loss, 0.000053 rate, 4.025317 seconds, 30720 images, 6.942005 hours left\n",
            "Resizing, random_coef = 1.40 \n",
            "\n",
            " 608 x 608 \n",
            " try to allocate additional workspace_size = 237.17 MB \n",
            " CUDA allocate done! \n",
            "Loaded: 0.000042 seconds\n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.612112), count: 1, class_loss = 0.403567, iou_loss = 0.809580, total_loss = 1.213146 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.693993), count: 7, class_loss = 2.236315, iou_loss = 2.348994, total_loss = 4.585309 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.402470), count: 6, class_loss = 1.584430, iou_loss = 0.150991, total_loss = 1.735422 \n",
            " total_bbox = 195249, rewritten_bbox = 0.000512 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.463802), count: 1, class_loss = 0.413036, iou_loss = 0.903071, total_loss = 1.316108 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.589119), count: 4, class_loss = 2.049374, iou_loss = 0.776836, total_loss = 2.826210 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.497483), count: 7, class_loss = 2.643120, iou_loss = 0.319467, total_loss = 2.962587 \n",
            " total_bbox = 195261, rewritten_bbox = 0.000512 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.000000), count: 1, class_loss = 0.001370, iou_loss = 0.000000, total_loss = 0.001370 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.635703), count: 14, class_loss = 3.015686, iou_loss = 4.598386, total_loss = 7.614072 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.530540), count: 10, class_loss = 1.425644, iou_loss = 0.409292, total_loss = 1.834936 \n",
            " total_bbox = 195285, rewritten_bbox = 0.000512 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.477850), count: 2, class_loss = 0.786789, iou_loss = 1.130534, total_loss = 1.917323 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.512550), count: 20, class_loss = 6.533322, iou_loss = 3.776357, total_loss = 10.309679 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.509961), count: 18, class_loss = 5.621719, iou_loss = 0.820341, total_loss = 6.442060 \n",
            " total_bbox = 195325, rewritten_bbox = 0.000512 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.444880), count: 1, class_loss = 0.369356, iou_loss = 0.681329, total_loss = 1.050685 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.516360), count: 15, class_loss = 4.679296, iou_loss = 3.322410, total_loss = 8.001706 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.408787), count: 15, class_loss = 5.330959, iou_loss = 0.523193, total_loss = 5.854153 \n",
            " total_bbox = 195356, rewritten_bbox = 0.000512 % \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 139 Avg (IOU: 0.000000), count: 1, class_loss = 0.001055, iou_loss = 0.000000, total_loss = 0.001055 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 150 Avg (IOU: 0.614683), count: 14, class_loss = 3.922987, iou_loss = 5.719538, total_loss = 9.642525 \n",
            "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 161 Avg (IOU: 0.551049), count: 13, class_loss = 4.239372, iou_loss = 0.962439, total_loss = 5.201811 \n",
            " total_bbox = 195383, rewritten_bbox = 0.000512 % \n",
            "^C\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "# 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 os\n",
        "import time\n",
        "import html\n",
        "import matplotlib.pyplot as plt\n",
        "%matplotlib inline"
      ],
      "metadata": {
        "id": "4_Jp276TbsUp"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "# 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"
      ],
      "metadata": {
        "id": "Vrq4kMESbv9h"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "# 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 = \"<span>Status:</span>\";\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",
        "          '<span style=\"color: red; font-weight: bold;\">' +\n",
        "          'When finished, click here or on the video to stop this demo</span>';\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"
      ],
      "metadata": {
        "id": "nvXqPaR7b8Ge"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "# 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",
        "\n",
        "# load our YOLO object detector trained on our custom dataset dataset (02 classes)\n",
        "net = cv2.dnn.readNetFromDarknet('cfg/yolov4-custom.cfg', '../training/yolov4-custom_last.weights')\n",
        "ln = net.getLayerNames()\n",
        "ln = [ln[i - 1] for i in net.getUnconnectedOutLayers()]\n",
        "\n",
        "DEFAULT_CONFIANCE = 0.5\n",
        "THRESHOLD = 0.4\n",
        "# load the COCO class labels our YOLO model was trained on\n",
        "with open('data/object.names', 'r') as f:\n",
        "    LABELS = f.read().splitlines()\n",
        "\n",
        "# initialize the video stream, pointer to output video file\n",
        "#cap = cv2.VideoCapture(0)\n",
        "\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",
        "    image = js_to_image(js_reply[\"img\"])\n",
        "\n",
        "    #_,image=cap.read()\n",
        "    height, width, _ = image.shape\n",
        "\n",
        "    blob = cv2.dnn.blobFromImage(image, 1/255, (416, 416), (0,0,0), swapRB=True, crop=False)\n",
        "    net.setInput(blob)\n",
        "    layerOutputs = net.forward(ln)\n",
        "\n",
        "    # initialize our lists of detected bounding boxes, confidences, and class IDs, respectively\n",
        "    boxes = []\n",
        "    confidences = []\n",
        "    classIDs = []\n",
        "\n",
        "    # loop over each of the layer outputs\n",
        "    for output in layerOutputs:\n",
        "        # loop over each of the detections\n",
        "        for detection in output:\n",
        "            # extract the class ID and confidence (i.e., probability)\n",
        "            # of the current object detection\n",
        "            scores = detection[5:]\n",
        "            classID = np.argmax(scores)\n",
        "            confidence = scores[classID]\n",
        "            # filter out weak predictions by ensuring the detected\n",
        "            # probability is greater than the minimum probability\n",
        "            if confidence > DEFAULT_CONFIANCE:\n",
        "                # scale the bounding box coordinates back relative to\n",
        "                # the size of the image, keeping in mind that YOLO\n",
        "                # actually returns the center (x, y)-coordinates of\n",
        "                # the bounding box followed by the boxes' width and\n",
        "                # height\n",
        "                box = detection[0:4] * np.array([width, height, width, height])\n",
        "                (centerX, centerY, W, H) = box.astype(\"int\")\n",
        "                # use the center (x, y)-coordinates to derive the top\n",
        "                # and and left corner of the bounding box\n",
        "                x = int(centerX - (W / 2))\n",
        "                y = int(centerY - (H / 2))\n",
        "                # update our list of bounding box coordinates,\n",
        "                # confidences, and class IDs\n",
        "                boxes.append([x, y, int(W), int(H)])\n",
        "                confidences.append(float(confidence))\n",
        "                classIDs.append(classID)\n",
        "        \n",
        "    # apply non-maxima suppression to suppress weak, overlapping\n",
        "    # bounding boxes\n",
        "    indexes = cv2.dnn.NMSBoxes(boxes, confidences, DEFAULT_CONFIANCE, THRESHOLD)\n",
        "\n",
        "    # initialize a list of colors to represent each possible class label\n",
        "    COLORS = np.random.uniform(0,255,size=(len(boxes), 3))\n",
        "    \n",
        "    # create transparent overlay for bounding box\n",
        "    bbox_array = np.zeros([480,640,4], dtype=np.uint8)\n",
        "\n",
        "    # ensure at least one detection exists\n",
        "    if len(indexes) > 0:\n",
        "        # loop over the indexes we are keeping\n",
        "        for i in indexes.flatten():\n",
        "            # extract the bounding box coordinates\n",
        "            (x, y, w, h) = boxes[i]\n",
        "            # draw a bounding box rectangle and label on the frame\n",
        "            color = COLORS[i]\n",
        "            text = \"{}: {:.4f}\".format(LABELS[classIDs[i]], confidences[i])\n",
        "            bbox_array = cv2.rectangle(bbox_array, (x, y), (x + w, y + h), color, 2)\n",
        "            bbox_array = cv2.putText(bbox_array, text, (x, y + 20 ), cv2.FONT_HERSHEY_PLAIN, 2, color, 2)\n",
        "\n",
        "    #cv2.imshow('Image', image)\n",
        "    #if cv2.waitKey(1)==ord('q'):\n",
        "     #   break\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"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 17
        },
        "id": "p8NVLFIWcE_Q",
        "outputId": "68d1c876-4bce-41cf-fcda-12138a33652d"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<IPython.core.display.Javascript object>"
            ],
            "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 = \"<span>Status:</span>\";\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",
              "          '<span style=\"color: red; font-weight: bold;\">' +\n",
              "          'When finished, click here or on the video to stop this demo</span>';\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",
              "    "
            ]
          },
          "metadata": {}
        }
      ]
    }
  ]
}