VASTNet.ipynb

{
  "nbformat": 4,
  "nbformat_minor": 0,
  "metadata": {
    "colab": {
      "name": "VASTNet.ipynb",
      "provenance": [],
      "collapsed_sections": []
    },
    "kernelspec": {
      "name": "python3",
      "display_name": "Python 3"
    },
    "language_info": {
      "name": "python"
    },
    "accelerator": "GPU"
  },
  "cells": [
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "pXFPJx3tchKN"
      },
      "source": [
        "# **VASTNet Training**\n",
        "\n",
        "Training Yolov3-tiny on a custom dataset (ENA24 Wildlife Captures)\n",
        "\n",
        "The dataset we use is [ENA24 Wildlife Captures](https://lila.science/datasets/ena24detection).\n",
        "\n",
        "Weights that have been pretrained on ImageNet can be downloaded here. \n",
        "\n",
        "```wget https://pjreddie.com/media/files/darknet53.conv.74```\n",
        "\n",
        "## **What you'll need**\n",
        "In your Google Drive, set up the following folders: \n",
        "- cfg/\n",
        "  - custom.cfg (specify model config)\n",
        "  - custom.data (specify file locations)\n",
        "  - custom.names (list of classes)\n",
        "  - train.txt (pointers to training images)\n",
        "  - test.txt (pointers to testing images)\n",
        "  - custom.json (annotations) \n",
        "- dataset/\n",
        "  - Each image should have an associated .jpg file and an associated .txt file in COCO annotation format. \n",
        "  The text file should be in the form \n",
        "\n",
        "\n",
        "\n",
        "## **Notes**\n",
        "Make sure to periodically save/download your weights so that no data is lost in the case that notebook execution is interrupted. \n",
        "\n",
        "To continuously refresh, right click \"Inspect\" and in the Console, paste the following snippet: \n",
        "\n",
        "```\n",
        "function ClickConnect(){\n",
        "console.log(\"Working\");\n",
        "document.querySelector(\"colab-toolbar-button#connect\").click()\n",
        "}\n",
        "setInterval(ClickConnect,60000)\n",
        "```\n"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "LZ-7ZxOm2syv"
      },
      "source": [
        "## 1. Setting up Darknet\n",
        "\n",
        "Note that we are cloning the darknet from [AlexeyAB/darknet](https://github.com/AlexeyAB/darknet.git) which is a fork from official [pjreddie/darknet](https://github.com/pjreddie/darknet) repository. It contains the code for multiple YoloV3 and YoloV4 modifications and is actively maintained."
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "HTYE7skd1ku-",
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "outputId": "0c77400c-530c-43a8-c711-1c2c4aa5c398"
      },
      "source": [
        "# Clone Darknet repo \n",
        "!git clone https://github.com/AlexeyAB/darknet.git"
      ],
      "execution_count": 1,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Cloning into 'darknet'...\n",
            "remote: Enumerating objects: 15376, done.\u001b[K\n",
            "remote: Total 15376 (delta 0), reused 0 (delta 0), pack-reused 15376\u001b[K\n",
            "Receiving objects: 100% (15376/15376), 13.98 MiB | 12.95 MiB/s, done.\n",
            "Resolving deltas: 100% (10341/10341), done.\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "csXioHxD21IX",
        "outputId": "3476c0e8-2b4f-4093-9d49-5e7ac78e4021"
      },
      "source": [
        "# Build Darknet\n",
        "%cd darknet\n",
        "!sed -i 's/OPENCV=0/OPENCV=1/' Makefile\n",
        "!sed -i 's/GPU=0/GPU=1/' Makefile\n",
        "!sed -i 's/CUDNN=0/CUDNN=1/' Makefile\n",
        "!sed -i 's/CUDNN_HALF=0/CUDNN_HALF=1/' Makefile\n",
        "!make\n",
        "!chmod +x ./darknet"
      ],
      "execution_count": 2,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "/content/darknet\n",
            "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 -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 -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 -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 -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 -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 -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 -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 -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 -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 -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 -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 -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 -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 -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 -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 -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 -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 -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 -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 -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 -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 -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 -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 -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 -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 -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 -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 -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 -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 -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 -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 -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 -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 -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 -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 -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:386:72:\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[Kprint_cocos\u001b[m\u001b[K’:\n",
            "\u001b[01m\u001b[K./src/detector.c:486:29:\u001b[m\u001b[K \u001b[01;35m\u001b[Kwarning: \u001b[m\u001b[Kformat not a string literal and no format arguments [\u001b[01;35m\u001b[K-Wformat-security\u001b[m\u001b[K]\n",
            "                 fprintf(fp, \u001b[01;35m\u001b[Kbuff\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:579:21:\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:700:13:\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:698:13:\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:1315:24:\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:1336:15:\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:1335:15:\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:1871:19:\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 -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 -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 -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 -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 -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 -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 -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 -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 -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 -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 -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 -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 -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 -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 -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 -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 -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 -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 -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 -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 -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 -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 -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 -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 -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 -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 -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 -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 -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 -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 -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 -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\" -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\" -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\" -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\" -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\" -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\" -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\" -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\" -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\" -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\" -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 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"
          ]
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "wjl12jWZ7fJV"
      },
      "source": [
        "## 2. Downloading and preprocessing dataset"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "SUJRyWfdMYiw",
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "outputId": "4073978d-8b17-46e6-eea2-5796c00bf34c"
      },
      "source": [
        "# Load the Drive helper and mount\n",
        "from google.colab import drive\n",
        "\n",
        "# This will prompt for authorization.\n",
        "drive.mount('/content/drive')"
      ],
      "execution_count": 3,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Mounted at /content/drive\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "HiAxDaTjM858"
      },
      "source": [
        "  # Copy cfg, images/labels from Google Drive, and create backup directory for saving weights \n",
        "  !cp -rf '/content/drive/My Drive/VASTNet/small_cfg' '/content/small_cfg'           # Cfg files\n",
        "  !cp -rf '/content/drive/My Drive/VASTNet/small_dataset' '/content/small_dataset'   # Images and labels\n",
        "  !cp -rf '/content/drive/My Drive/VASTNet/small_best.weights' '/content/small_best.weights'   # Images and labels\n",
        "  !cp -rf '/content/drive/My Drive/VASTNet/small_dataset' '/content/small_dataset'   # Images and labels\n",
        "!mv '/content/small_dataset' '/content/darknet'\n",
        "  # Pretrained weights \n",
        "  # !cp -rf '/content/drive/My Drive/VASTNet/darknet53.conv.74' '/content/darknet53.conv.74'\n",
        "  # Make backup directory\n",
        "  # !mkdir '/content/small_backup'"
      ],
      "execution_count": 4,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "rH5RubOtIhl7"
      },
      "source": [
        "### 3.1 Downloading the weights"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "m_KoW-51waKk"
      },
      "source": [
        "Download weights for YoloV3-tiny and for YoloV4-tiny (Skip if using custom weights)"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "pHyOgLmQvKxB"
      },
      "source": [
        "# !wget https://github.com/AlexeyAB/darknet/releases/download/darknet_yolo_v4_pre/yolov4-tiny.conv.29\n",
        "# !wget https://github.com/GotG/yolotinyv3_medmask_demo/raw/master/yolov3-tiny.conv.15"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "4hI_qn9QcIam"
      },
      "source": [
        ""
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "FXbmMRiAWt2B"
      },
      "source": [
        "## 4. Training\n",
        "\n",
        "We set up all the things that we need for training.\n",
        "\n",
        "As we are training with `-map` flag, we will get the best weights saved in directory with suffix *best*. Those will be the weights that give the highest mAP on the validation set, in order to prevent overfitting.\n",
        "\n",
        "![overfitting-map](https://camo.githubusercontent.com/d7f220e15ca2f3a801b998cd0c48d88f5029ccf0d9479a43c48a25f87bd5f1e6/68747470733a2f2f6873746f2e6f72672f66696c65732f3564632f3761652f3766612f35646337616537666164396434653365623361343834633538626663316666352e706e67)"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "RlT4FX0G7U3Y",
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "outputId": "0e9b438a-5631-41e3-97de-0ba1db898922"
      },
      "source": [
        "%cd /content/darknet/"
      ],
      "execution_count": 5,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "/content/darknet\n"
          ]
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "Brv3bRgzdPI-"
      },
      "source": [
        "Begin training. "
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "gDdF85je2h0Y",
        "outputId": "e927009c-c0a2-49ad-8fe1-46c8dd9fd0d8"
      },
      "source": [
        "!./darknet detector train /content/small_cfg/small.data \\\n",
        "                          /content/small_cfg/small.cfg \\\n",
        "                          /content/small_backup/small_final.weights \\\n",
        "                          -dont_show -ext_output -map -clear"
      ],
      "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 = 53631, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.762330), count: 7, class_loss = 0.094437, iou_loss = 0.182497, total_loss = 0.276934 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.817670), count: 1, class_loss = 0.014767, iou_loss = 0.050193, total_loss = 0.064961 \n",
            " total_bbox = 53639, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.733593), count: 5, class_loss = 0.138139, iou_loss = 0.229488, total_loss = 0.367627 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.686555), count: 3, class_loss = 0.094729, iou_loss = 0.237742, total_loss = 0.332471 \n",
            " total_bbox = 53647, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.842873), count: 7, class_loss = 0.279270, iou_loss = 0.094822, total_loss = 0.374092 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.750395), count: 1, class_loss = 0.001314, iou_loss = 0.022188, total_loss = 0.023502 \n",
            " total_bbox = 53655, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.824682), count: 5, class_loss = 0.183288, iou_loss = 0.148938, total_loss = 0.332226 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.559803), count: 2, class_loss = 0.397027, iou_loss = 0.205160, total_loss = 0.602187 \n",
            " total_bbox = 53662, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.830790), count: 7, class_loss = 0.099400, iou_loss = 0.129044, total_loss = 0.228444 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.747159), count: 1, class_loss = 0.025827, iou_loss = 0.023851, total_loss = 0.049678 \n",
            " total_bbox = 53670, rewritten_bbox = 0.000000 % \n",
            "\n",
            " (next mAP calculation at 1000 iterations) \n",
            " 876: 0.272956, 0.272674 avg loss, 0.000294 rate, 0.582687 seconds, 56064 images, 5.573504 hours left\n",
            "\n",
            " Wrong annotation: class_id = 15. But class_id should be [from 0 to 4], file: small_dataset/4861.txt \n",
            "Loaded: 1.240011 seconds - performance bottleneck on CPU or Disk HDD/SSD\n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.818806), count: 6, class_loss = 0.350270, iou_loss = 0.126949, total_loss = 0.477219 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.697386), count: 2, class_loss = 0.116095, iou_loss = 0.083484, total_loss = 0.199579 \n",
            " total_bbox = 53678, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.824753), count: 5, class_loss = 0.018784, iou_loss = 0.097712, total_loss = 0.116496 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.736707), count: 3, class_loss = 0.188260, iou_loss = 0.077617, total_loss = 0.265878 \n",
            " total_bbox = 53686, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.753417), count: 6, class_loss = 0.296861, iou_loss = 0.185479, total_loss = 0.482340 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.000000), count: 1, class_loss = 0.177886, iou_loss = 0.268325, total_loss = 0.446211 \n",
            " total_bbox = 53693, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.796279), count: 6, class_loss = 0.146031, iou_loss = 0.108389, total_loss = 0.254420 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.685325), count: 1, class_loss = 0.006612, iou_loss = 0.029745, total_loss = 0.036357 \n",
            " total_bbox = 53700, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.841591), count: 6, class_loss = 0.165899, iou_loss = 0.058084, total_loss = 0.223983 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.835433), count: 2, class_loss = 0.210040, iou_loss = 0.028282, total_loss = 0.238322 \n",
            " total_bbox = 53708, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.826003), count: 7, class_loss = 0.143431, iou_loss = 0.123511, total_loss = 0.266942 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.649940), count: 1, class_loss = 0.000779, iou_loss = 0.038395, total_loss = 0.039173 \n",
            " total_bbox = 53716, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.828267), count: 6, class_loss = 0.047051, iou_loss = 0.055894, total_loss = 0.102945 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.454566), count: 2, class_loss = 0.195324, iou_loss = 0.205955, total_loss = 0.401279 \n",
            " total_bbox = 53724, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.764514), count: 4, class_loss = 0.099001, iou_loss = 0.135287, total_loss = 0.234288 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.627080), count: 1, class_loss = 0.109488, iou_loss = 0.033986, total_loss = 0.143474 \n",
            " total_bbox = 53729, rewritten_bbox = 0.000000 % \n",
            "\n",
            " (next mAP calculation at 1000 iterations) \n",
            " 877: 0.245557, 0.269963 avg loss, 0.000296 rate, 0.577374 seconds, 56128 images, 5.573187 hours left\n",
            "Loaded: 1.227323 seconds - performance bottleneck on CPU or Disk HDD/SSD\n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.819018), count: 6, class_loss = 0.394093, iou_loss = 0.073965, total_loss = 0.468058 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.814278), count: 2, class_loss = 0.085277, iou_loss = 0.033456, total_loss = 0.118733 \n",
            " total_bbox = 53737, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.818724), count: 4, class_loss = 0.092622, iou_loss = 0.042078, total_loss = 0.134700 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.788303), count: 4, class_loss = 0.104144, iou_loss = 0.109978, total_loss = 0.214122 \n",
            " total_bbox = 53745, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.823029), count: 5, class_loss = 0.222637, iou_loss = 0.075334, total_loss = 0.297971 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.794324), count: 2, class_loss = 0.060785, iou_loss = 0.021941, total_loss = 0.082726 \n",
            " total_bbox = 53752, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.763359), count: 4, class_loss = 0.162298, iou_loss = 0.108688, total_loss = 0.270986 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.662000), count: 2, class_loss = 0.026850, iou_loss = 0.108951, total_loss = 0.135802 \n",
            " total_bbox = 53758, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.784032), count: 6, class_loss = 0.174395, iou_loss = 0.145029, total_loss = 0.319424 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.756894), count: 2, class_loss = 0.130047, iou_loss = 0.042887, total_loss = 0.172935 \n",
            " total_bbox = 53766, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.819174), count: 6, class_loss = 0.226813, iou_loss = 0.147787, total_loss = 0.374600 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.711874), count: 1, class_loss = 0.087758, iou_loss = 0.021082, total_loss = 0.108840 \n",
            " total_bbox = 53773, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.801001), count: 8, class_loss = 0.169638, iou_loss = 0.147385, total_loss = 0.317022 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.000000), count: 1, class_loss = 0.011700, iou_loss = 0.000000, total_loss = 0.011700 \n",
            " total_bbox = 53781, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.787975), count: 6, class_loss = 0.195131, iou_loss = 0.088027, total_loss = 0.283158 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.445238), count: 2, class_loss = 0.250179, iou_loss = 0.344074, total_loss = 0.594254 \n",
            " total_bbox = 53789, rewritten_bbox = 0.000000 % \n",
            "\n",
            " (next mAP calculation at 1000 iterations) \n",
            " 878: 0.244064, 0.267373 avg loss, 0.000297 rate, 0.552510 seconds, 56192 images, 5.573608 hours left\n",
            "Loaded: 1.225761 seconds - performance bottleneck on CPU or Disk HDD/SSD\n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.769839), count: 6, class_loss = 0.259544, iou_loss = 0.139522, total_loss = 0.399066 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.717530), count: 2, class_loss = 0.072059, iou_loss = 0.068830, total_loss = 0.140889 \n",
            " total_bbox = 53797, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.855572), count: 4, class_loss = 0.074254, iou_loss = 0.040106, total_loss = 0.114360 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.638725), count: 2, class_loss = 0.028082, iou_loss = 0.101593, total_loss = 0.129675 \n",
            " total_bbox = 53803, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.851246), count: 7, class_loss = 0.064596, iou_loss = 0.075597, total_loss = 0.140193 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.000000), count: 1, class_loss = 0.022939, iou_loss = 0.000000, total_loss = 0.022939 \n",
            " total_bbox = 53810, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.802463), count: 5, class_loss = 0.410696, iou_loss = 0.120578, total_loss = 0.531273 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.652429), count: 3, class_loss = 0.358924, iou_loss = 0.159051, total_loss = 0.517974 \n",
            " total_bbox = 53818, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.820710), count: 7, class_loss = 0.149267, iou_loss = 0.102789, total_loss = 0.252056 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.830484), count: 1, class_loss = 0.026837, iou_loss = 0.009278, total_loss = 0.036115 \n",
            " total_bbox = 53826, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.777439), count: 5, class_loss = 0.222088, iou_loss = 0.098068, total_loss = 0.320156 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.764708), count: 3, class_loss = 0.279087, iou_loss = 0.048654, total_loss = 0.327740 \n",
            " total_bbox = 53834, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.781592), count: 6, class_loss = 0.097241, iou_loss = 0.126235, total_loss = 0.223476 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.649818), count: 1, class_loss = 0.111495, iou_loss = 0.041897, total_loss = 0.153392 \n",
            " total_bbox = 53841, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.808967), count: 6, class_loss = 0.030156, iou_loss = 0.089846, total_loss = 0.120002 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.509310), count: 2, class_loss = 0.249283, iou_loss = 0.216977, total_loss = 0.466259 \n",
            " total_bbox = 53849, rewritten_bbox = 0.000000 % \n",
            "\n",
            " (next mAP calculation at 1000 iterations) \n",
            " 879: 0.243473, 0.264983 avg loss, 0.000298 rate, 0.571338 seconds, 56256 images, 5.572859 hours left\n",
            "Loaded: 1.265513 seconds - performance bottleneck on CPU or Disk HDD/SSD\n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.819411), count: 7, class_loss = 0.367739, iou_loss = 0.125962, total_loss = 0.493701 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.583476), count: 1, class_loss = 0.070441, iou_loss = 0.054729, total_loss = 0.125170 \n",
            " total_bbox = 53857, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.800050), count: 7, class_loss = 0.248031, iou_loss = 0.104763, total_loss = 0.352794 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.685292), count: 1, class_loss = 0.002800, iou_loss = 0.032583, total_loss = 0.035384 \n",
            " total_bbox = 53865, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.825091), count: 4, class_loss = 0.268683, iou_loss = 0.076016, total_loss = 0.344698 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.663578), count: 3, class_loss = 0.427142, iou_loss = 0.075011, total_loss = 0.502152 \n",
            " total_bbox = 53872, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.772495), count: 8, class_loss = 0.313928, iou_loss = 0.174880, total_loss = 0.488809 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.000000), count: 1, class_loss = 0.000243, iou_loss = 0.000000, total_loss = 0.000243 \n",
            " total_bbox = 53880, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.850681), count: 7, class_loss = 0.503345, iou_loss = 0.109756, total_loss = 0.613100 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.681849), count: 1, class_loss = 0.141396, iou_loss = 0.055210, total_loss = 0.196606 \n",
            " total_bbox = 53888, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.835809), count: 6, class_loss = 0.194440, iou_loss = 0.127798, total_loss = 0.322238 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.818704), count: 2, class_loss = 0.125410, iou_loss = 0.018525, total_loss = 0.143935 \n",
            " total_bbox = 53896, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.772619), count: 6, class_loss = 0.453440, iou_loss = 0.304349, total_loss = 0.757789 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.906241), count: 1, class_loss = 0.005014, iou_loss = 0.006744, total_loss = 0.011757 \n",
            " total_bbox = 53903, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.771100), count: 5, class_loss = 0.001977, iou_loss = 0.106801, total_loss = 0.108778 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.536226), count: 3, class_loss = 0.344117, iou_loss = 0.859043, total_loss = 1.203160 \n",
            " total_bbox = 53911, rewritten_bbox = 0.000000 % \n",
            "\n",
            " (next mAP calculation at 1000 iterations) \n",
            " 880: 0.356270, 0.274111 avg loss, 0.000300 rate, 0.558911 seconds, 56320 images, 5.572647 hours left\n",
            "Loaded: 1.214582 seconds - performance bottleneck on CPU or Disk HDD/SSD\n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.779029), count: 4, class_loss = 0.210288, iou_loss = 0.185257, total_loss = 0.395545 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.572891), count: 4, class_loss = 0.473682, iou_loss = 0.271115, total_loss = 0.744797 \n",
            " total_bbox = 53919, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.834358), count: 4, class_loss = 0.263446, iou_loss = 0.093945, total_loss = 0.357391 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.632714), count: 4, class_loss = 0.248597, iou_loss = 0.415197, total_loss = 0.663794 \n",
            " total_bbox = 53927, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.878213), count: 5, class_loss = 0.094910, iou_loss = 0.057628, total_loss = 0.152538 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.612949), count: 2, class_loss = 0.107341, iou_loss = 0.123360, total_loss = 0.230701 \n",
            " total_bbox = 53934, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.843132), count: 6, class_loss = 0.129790, iou_loss = 0.059844, total_loss = 0.189634 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.656401), count: 1, class_loss = 0.086787, iou_loss = 0.061381, total_loss = 0.148169 \n",
            " total_bbox = 53941, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.840076), count: 7, class_loss = 0.390504, iou_loss = 0.127232, total_loss = 0.517736 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.000000), count: 1, class_loss = 0.091471, iou_loss = 0.000000, total_loss = 0.091471 \n",
            " total_bbox = 53948, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.787559), count: 7, class_loss = 0.271206, iou_loss = 0.140880, total_loss = 0.412087 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.000000), count: 1, class_loss = 0.001455, iou_loss = 0.000000, total_loss = 0.001455 \n",
            " total_bbox = 53955, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.792374), count: 8, class_loss = 0.423422, iou_loss = 0.232586, total_loss = 0.656008 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.000000), count: 1, class_loss = 0.000046, iou_loss = 0.000000, total_loss = 0.000046 \n",
            " total_bbox = 53963, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.826078), count: 4, class_loss = 0.124649, iou_loss = 0.045406, total_loss = 0.170055 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.719474), count: 4, class_loss = 0.334476, iou_loss = 0.117964, total_loss = 0.452440 \n",
            " total_bbox = 53971, rewritten_bbox = 0.000000 % \n",
            "\n",
            " (next mAP calculation at 1000 iterations) \n",
            " 881: 0.323992, 0.279099 avg loss, 0.000301 rate, 0.559172 seconds, 56384 images, 5.573275 hours left\n",
            "Loaded: 1.190277 seconds - performance bottleneck on CPU or Disk HDD/SSD\n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.801750), count: 6, class_loss = 0.248150, iou_loss = 0.083500, total_loss = 0.331650 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.886097), count: 1, class_loss = 0.019515, iou_loss = 0.003488, total_loss = 0.023003 \n",
            " total_bbox = 53978, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.840739), count: 6, class_loss = 0.071980, iou_loss = 0.058247, total_loss = 0.130227 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.622003), count: 2, class_loss = 0.114397, iou_loss = 0.187543, total_loss = 0.301941 \n",
            " total_bbox = 53986, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.834069), count: 6, class_loss = 0.324797, iou_loss = 0.078071, total_loss = 0.402868 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.568147), count: 2, class_loss = 0.340288, iou_loss = 0.136767, total_loss = 0.477055 \n",
            " total_bbox = 53994, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.807401), count: 7, class_loss = 0.463602, iou_loss = 0.104300, total_loss = 0.567902 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.689559), count: 1, class_loss = 0.145629, iou_loss = 0.070434, total_loss = 0.216063 \n",
            " total_bbox = 54002, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.774220), count: 6, class_loss = 0.280772, iou_loss = 0.208819, total_loss = 0.489592 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.777435), count: 2, class_loss = 0.134921, iou_loss = 0.028616, total_loss = 0.163537 \n",
            " total_bbox = 54010, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.826274), count: 6, class_loss = 0.068982, iou_loss = 0.138496, total_loss = 0.207478 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.653561), count: 1, class_loss = 0.183653, iou_loss = 0.050736, total_loss = 0.234389 \n",
            " total_bbox = 54017, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.756264), count: 7, class_loss = 0.260299, iou_loss = 0.214211, total_loss = 0.474510 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.674537), count: 1, class_loss = 0.000796, iou_loss = 0.047721, total_loss = 0.048517 \n",
            " total_bbox = 54025, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.817738), count: 7, class_loss = 0.254808, iou_loss = 0.121569, total_loss = 0.376377 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.635042), count: 1, class_loss = 0.004315, iou_loss = 0.030043, total_loss = 0.034359 \n",
            " total_bbox = 54033, rewritten_bbox = 0.000000 % \n",
            "\n",
            " (next mAP calculation at 1000 iterations) \n",
            " 882: 0.279967, 0.279186 avg loss, 0.000303 rate, 0.534245 seconds, 56448 images, 5.572327 hours left\n",
            "Loaded: 1.215925 seconds - performance bottleneck on CPU or Disk HDD/SSD\n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.780511), count: 5, class_loss = 0.132154, iou_loss = 0.105810, total_loss = 0.237964 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.581625), count: 1, class_loss = 0.086148, iou_loss = 0.036136, total_loss = 0.122284 \n",
            " total_bbox = 54039, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.724133), count: 7, class_loss = 0.428422, iou_loss = 0.262380, total_loss = 0.690802 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.763978), count: 1, class_loss = 0.019250, iou_loss = 0.013129, total_loss = 0.032379 \n",
            " total_bbox = 54047, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.833789), count: 5, class_loss = 0.558421, iou_loss = 0.105361, total_loss = 0.663782 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.868170), count: 1, class_loss = 0.015568, iou_loss = 0.012629, total_loss = 0.028198 \n",
            " total_bbox = 54053, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.757429), count: 6, class_loss = 0.184762, iou_loss = 0.142657, total_loss = 0.327419 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.780139), count: 1, class_loss = 0.048844, iou_loss = 0.026946, total_loss = 0.075790 \n",
            " total_bbox = 54060, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.819279), count: 6, class_loss = 0.040353, iou_loss = 0.079811, total_loss = 0.120164 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.908794), count: 1, class_loss = 0.024372, iou_loss = 0.007849, total_loss = 0.032221 \n",
            " total_bbox = 54067, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.796405), count: 6, class_loss = 0.049619, iou_loss = 0.105689, total_loss = 0.155308 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.784831), count: 2, class_loss = 0.112972, iou_loss = 0.045237, total_loss = 0.158210 \n",
            " total_bbox = 54075, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.806766), count: 5, class_loss = 0.185293, iou_loss = 0.063705, total_loss = 0.248998 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.653285), count: 3, class_loss = 0.218327, iou_loss = 0.234843, total_loss = 0.453170 \n",
            " total_bbox = 54083, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.797099), count: 5, class_loss = 0.283367, iou_loss = 0.090384, total_loss = 0.373751 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.698666), count: 3, class_loss = 0.169116, iou_loss = 0.088756, total_loss = 0.257871 \n",
            " total_bbox = 54091, rewritten_bbox = 0.000000 % \n",
            "\n",
            " (next mAP calculation at 1000 iterations) \n",
            " 883: 0.248644, 0.276132 avg loss, 0.000304 rate, 0.564113 seconds, 56512 images, 5.569864 hours left\n",
            "Loaded: 1.179345 seconds - performance bottleneck on CPU or Disk HDD/SSD\n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.856984), count: 5, class_loss = 0.091015, iou_loss = 0.029458, total_loss = 0.120473 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.814808), count: 2, class_loss = 0.146614, iou_loss = 0.034891, total_loss = 0.181505 \n",
            " total_bbox = 54098, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.828173), count: 8, class_loss = 0.371828, iou_loss = 0.094222, total_loss = 0.466049 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.000000), count: 1, class_loss = 0.000115, iou_loss = 0.000000, total_loss = 0.000115 \n",
            " total_bbox = 54106, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.807294), count: 5, class_loss = 0.188391, iou_loss = 0.071986, total_loss = 0.260377 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.600298), count: 3, class_loss = 0.314059, iou_loss = 0.330909, total_loss = 0.644967 \n",
            " total_bbox = 54114, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.776057), count: 8, class_loss = 0.227094, iou_loss = 0.197617, total_loss = 0.424710 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.000000), count: 1, class_loss = 0.000602, iou_loss = 0.000000, total_loss = 0.000602 \n",
            " total_bbox = 54122, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.790310), count: 3, class_loss = 0.123309, iou_loss = 0.040393, total_loss = 0.163703 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.584044), count: 4, class_loss = 0.124971, iou_loss = 0.401670, total_loss = 0.526641 \n",
            " total_bbox = 54129, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.822722), count: 8, class_loss = 0.311122, iou_loss = 0.159563, total_loss = 0.470685 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.000000), count: 1, class_loss = 0.000270, iou_loss = 0.000000, total_loss = 0.000270 \n",
            " total_bbox = 54137, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.822458), count: 7, class_loss = 0.055894, iou_loss = 0.120275, total_loss = 0.176169 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.755509), count: 1, class_loss = 0.039059, iou_loss = 0.016388, total_loss = 0.055447 \n",
            " total_bbox = 54145, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.764193), count: 5, class_loss = 0.218875, iou_loss = 0.089572, total_loss = 0.308446 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.382431), count: 2, class_loss = 0.247385, iou_loss = 0.304298, total_loss = 0.551683 \n",
            " total_bbox = 54152, rewritten_bbox = 0.000000 % \n",
            "\n",
            " (next mAP calculation at 1000 iterations) \n",
            " 884: 0.271990, 0.275718 avg loss, 0.000305 rate, 0.537685 seconds, 56576 images, 5.569134 hours left\n",
            "Loaded: 1.202110 seconds - performance bottleneck on CPU or Disk HDD/SSD\n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.772412), count: 5, class_loss = 0.249457, iou_loss = 0.164862, total_loss = 0.414319 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.707452), count: 3, class_loss = 0.208835, iou_loss = 0.112429, total_loss = 0.321265 \n",
            " total_bbox = 54160, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.789643), count: 6, class_loss = 0.388635, iou_loss = 0.116807, total_loss = 0.505443 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.598780), count: 2, class_loss = 0.087121, iou_loss = 0.165535, total_loss = 0.252656 \n",
            " total_bbox = 54168, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.769499), count: 6, class_loss = 0.404794, iou_loss = 0.152704, total_loss = 0.557498 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.869121), count: 1, class_loss = 0.110786, iou_loss = 0.004976, total_loss = 0.115762 \n",
            " total_bbox = 54175, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.850436), count: 7, class_loss = 0.034423, iou_loss = 0.068264, total_loss = 0.102687 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.801159), count: 1, class_loss = 0.016002, iou_loss = 0.018779, total_loss = 0.034781 \n",
            " total_bbox = 54183, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.793658), count: 7, class_loss = 0.205817, iou_loss = 0.129319, total_loss = 0.335136 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.563639), count: 1, class_loss = 0.083297, iou_loss = 0.115495, total_loss = 0.198792 \n",
            " total_bbox = 54191, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.744577), count: 4, class_loss = 0.267469, iou_loss = 0.095395, total_loss = 0.362864 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.676480), count: 4, class_loss = 0.139691, iou_loss = 0.135395, total_loss = 0.275086 \n",
            " total_bbox = 54199, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.844115), count: 8, class_loss = 0.089091, iou_loss = 0.112806, total_loss = 0.201896 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.000000), count: 1, class_loss = 0.012834, iou_loss = 0.000000, total_loss = 0.012834 \n",
            " total_bbox = 54207, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.850955), count: 5, class_loss = 0.154296, iou_loss = 0.057292, total_loss = 0.211588 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.843993), count: 2, class_loss = 0.045263, iou_loss = 0.016310, total_loss = 0.061573 \n",
            " total_bbox = 54214, rewritten_bbox = 0.000000 % \n",
            "\n",
            " (next mAP calculation at 1000 iterations) \n",
            " 885: 0.247761, 0.272922 avg loss, 0.000307 rate, 0.625114 seconds, 56640 images, 5.566461 hours left\n",
            "Loaded: 1.131264 seconds - performance bottleneck on CPU or Disk HDD/SSD\n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.790202), count: 7, class_loss = 0.110730, iou_loss = 0.114902, total_loss = 0.225632 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.573506), count: 1, class_loss = 0.040899, iou_loss = 0.086792, total_loss = 0.127691 \n",
            " total_bbox = 54222, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.757514), count: 6, class_loss = 0.342912, iou_loss = 0.228317, total_loss = 0.571229 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.846391), count: 1, class_loss = 0.020917, iou_loss = 0.005090, total_loss = 0.026007 \n",
            " total_bbox = 54229, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.846040), count: 7, class_loss = 0.098396, iou_loss = 0.099600, total_loss = 0.197997 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.800127), count: 1, class_loss = 0.008904, iou_loss = 0.008079, total_loss = 0.016983 \n",
            " total_bbox = 54237, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.809925), count: 8, class_loss = 0.323678, iou_loss = 0.210312, total_loss = 0.533991 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.000000), count: 1, class_loss = 0.000220, iou_loss = 0.000000, total_loss = 0.000220 \n",
            " total_bbox = 54245, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.835888), count: 4, class_loss = 0.125847, iou_loss = 0.035346, total_loss = 0.161193 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.745588), count: 3, class_loss = 0.127864, iou_loss = 0.133957, total_loss = 0.261821 \n",
            " total_bbox = 54252, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.829998), count: 6, class_loss = 0.311302, iou_loss = 0.073755, total_loss = 0.385057 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.610517), count: 2, class_loss = 0.084391, iou_loss = 0.134085, total_loss = 0.218476 \n",
            " total_bbox = 54260, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.811670), count: 7, class_loss = 0.482514, iou_loss = 0.145240, total_loss = 0.627755 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.864390), count: 1, class_loss = 0.070268, iou_loss = 0.017393, total_loss = 0.087661 \n",
            " total_bbox = 54268, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.797687), count: 6, class_loss = 0.440798, iou_loss = 0.146023, total_loss = 0.586821 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.763888), count: 2, class_loss = 0.072590, iou_loss = 0.089862, total_loss = 0.162451 \n",
            " total_bbox = 54276, rewritten_bbox = 0.000000 % \n",
            "\n",
            " (next mAP calculation at 1000 iterations) \n",
            " 886: 0.261937, 0.271824 avg loss, 0.000308 rate, 0.535924 seconds, 56704 images, 5.567212 hours left\n",
            "\n",
            " Wrong annotation: class_id = 19. But class_id should be [from 0 to 4], file: small_dataset/6995.txt \n",
            "Loaded: 1.315492 seconds - performance bottleneck on CPU or Disk HDD/SSD\n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.850568), count: 5, class_loss = 0.123490, iou_loss = 0.061735, total_loss = 0.185225 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.711763), count: 2, class_loss = 0.130842, iou_loss = 0.061483, total_loss = 0.192325 \n",
            " total_bbox = 54283, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.882715), count: 6, class_loss = 0.162978, iou_loss = 0.038365, total_loss = 0.201343 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.665581), count: 2, class_loss = 0.195439, iou_loss = 0.115003, total_loss = 0.310442 \n",
            " total_bbox = 54291, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.758808), count: 5, class_loss = 0.225626, iou_loss = 0.174283, total_loss = 0.399909 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.815422), count: 2, class_loss = 0.172983, iou_loss = 0.024806, total_loss = 0.197789 \n",
            " total_bbox = 54298, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.846474), count: 4, class_loss = 0.003038, iou_loss = 0.028809, total_loss = 0.031847 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.694933), count: 1, class_loss = 0.077367, iou_loss = 0.027908, total_loss = 0.105275 \n",
            " total_bbox = 54303, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.802376), count: 4, class_loss = 0.362073, iou_loss = 0.094108, total_loss = 0.456180 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.613854), count: 4, class_loss = 0.334721, iou_loss = 0.289302, total_loss = 0.624023 \n",
            " total_bbox = 54311, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.811288), count: 4, class_loss = 0.020738, iou_loss = 0.036263, total_loss = 0.057001 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.672637), count: 3, class_loss = 0.290750, iou_loss = 0.214725, total_loss = 0.505475 \n",
            " total_bbox = 54318, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.782888), count: 8, class_loss = 0.214694, iou_loss = 0.139835, total_loss = 0.354528 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.000000), count: 1, class_loss = 0.003138, iou_loss = 0.000000, total_loss = 0.003138 \n",
            " total_bbox = 54326, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.866477), count: 7, class_loss = 0.189719, iou_loss = 0.073549, total_loss = 0.263268 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.793680), count: 1, class_loss = 0.029528, iou_loss = 0.014169, total_loss = 0.043697 \n",
            " total_bbox = 54334, rewritten_bbox = 0.000000 % \n",
            "\n",
            " (next mAP calculation at 1000 iterations) \n",
            " 887: 0.245717, 0.269213 avg loss, 0.000310 rate, 0.572826 seconds, 56768 images, 5.563011 hours left\n",
            "Loaded: 1.271762 seconds - performance bottleneck on CPU or Disk HDD/SSD\n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.816467), count: 6, class_loss = 0.237979, iou_loss = 0.095092, total_loss = 0.333071 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.679542), count: 2, class_loss = 0.117244, iou_loss = 0.134596, total_loss = 0.251840 \n",
            " total_bbox = 54342, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.790254), count: 6, class_loss = 0.080211, iou_loss = 0.087545, total_loss = 0.167756 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.622632), count: 2, class_loss = 0.304654, iou_loss = 0.108316, total_loss = 0.412970 \n",
            " total_bbox = 54350, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.820992), count: 5, class_loss = 0.009179, iou_loss = 0.072535, total_loss = 0.081714 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.703343), count: 3, class_loss = 0.269073, iou_loss = 0.093528, total_loss = 0.362601 \n",
            " total_bbox = 54358, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.806353), count: 6, class_loss = 0.164368, iou_loss = 0.093407, total_loss = 0.257775 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.729777), count: 2, class_loss = 0.120870, iou_loss = 0.062868, total_loss = 0.183738 \n",
            " total_bbox = 54366, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.790580), count: 5, class_loss = 0.220779, iou_loss = 0.146871, total_loss = 0.367650 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.771748), count: 3, class_loss = 0.193512, iou_loss = 0.086924, total_loss = 0.280436 \n",
            " total_bbox = 54374, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.764960), count: 7, class_loss = 0.115714, iou_loss = 0.125033, total_loss = 0.240747 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.563912), count: 1, class_loss = 0.116806, iou_loss = 0.090888, total_loss = 0.207694 \n",
            " total_bbox = 54382, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.841544), count: 6, class_loss = 0.144276, iou_loss = 0.089176, total_loss = 0.233452 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.733666), count: 2, class_loss = 0.173816, iou_loss = 0.052450, total_loss = 0.226266 \n",
            " total_bbox = 54390, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.815300), count: 4, class_loss = 0.244280, iou_loss = 0.091991, total_loss = 0.336271 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.525702), count: 3, class_loss = 0.081843, iou_loss = 0.214453, total_loss = 0.296295 \n",
            " total_bbox = 54397, rewritten_bbox = 0.000000 % \n",
            "\n",
            " (next mAP calculation at 1000 iterations) \n",
            " 888: 0.265017, 0.268793 avg loss, 0.000311 rate, 0.561147 seconds, 56832 images, 5.565672 hours left\n",
            "Loaded: 1.232576 seconds - performance bottleneck on CPU or Disk HDD/SSD\n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.780701), count: 6, class_loss = 0.043345, iou_loss = 0.112212, total_loss = 0.155557 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.686872), count: 2, class_loss = 0.128296, iou_loss = 0.085371, total_loss = 0.213667 \n",
            " total_bbox = 54405, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.813409), count: 6, class_loss = 0.162385, iou_loss = 0.077370, total_loss = 0.239756 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.712658), count: 2, class_loss = 0.023929, iou_loss = 0.084622, total_loss = 0.108551 \n",
            " total_bbox = 54413, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.780154), count: 7, class_loss = 0.613100, iou_loss = 0.189844, total_loss = 0.802944 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.665826), count: 1, class_loss = 0.058718, iou_loss = 0.035861, total_loss = 0.094579 \n",
            " total_bbox = 54421, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.771221), count: 7, class_loss = 0.389802, iou_loss = 0.211517, total_loss = 0.601319 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.648221), count: 1, class_loss = 0.224420, iou_loss = 0.043877, total_loss = 0.268297 \n",
            " total_bbox = 54429, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.764074), count: 7, class_loss = 0.335018, iou_loss = 0.200359, total_loss = 0.535377 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.760869), count: 1, class_loss = 0.033954, iou_loss = 0.017334, total_loss = 0.051288 \n",
            " total_bbox = 54437, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.816866), count: 6, class_loss = 0.090226, iou_loss = 0.081026, total_loss = 0.171252 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.900409), count: 1, class_loss = 0.090601, iou_loss = 0.002503, total_loss = 0.093105 \n",
            " total_bbox = 54444, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.818284), count: 4, class_loss = 0.111627, iou_loss = 0.060798, total_loss = 0.172425 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.743262), count: 4, class_loss = 0.041471, iou_loss = 0.110974, total_loss = 0.152445 \n",
            " total_bbox = 54452, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.786676), count: 6, class_loss = 0.178687, iou_loss = 0.099018, total_loss = 0.277705 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.820435), count: 2, class_loss = 0.162553, iou_loss = 0.024714, total_loss = 0.187268 \n",
            " total_bbox = 54460, rewritten_bbox = 0.000000 % \n",
            "\n",
            " (next mAP calculation at 1000 iterations) \n",
            " 889: 0.257846, 0.267699 avg loss, 0.000312 rate, 0.536859 seconds, 56896 images, 5.566592 hours left\n",
            "Loaded: 1.279670 seconds - performance bottleneck on CPU or Disk HDD/SSD\n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.782981), count: 7, class_loss = 0.318277, iou_loss = 0.209752, total_loss = 0.528029 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.783179), count: 1, class_loss = 0.033167, iou_loss = 0.021140, total_loss = 0.054306 \n",
            " total_bbox = 54468, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.802615), count: 3, class_loss = 0.179836, iou_loss = 0.050683, total_loss = 0.230519 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.661656), count: 4, class_loss = 0.329255, iou_loss = 0.189958, total_loss = 0.519213 \n",
            " total_bbox = 54475, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.729380), count: 7, class_loss = 0.440994, iou_loss = 0.346301, total_loss = 0.787294 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.939016), count: 1, class_loss = 0.261762, iou_loss = 0.001953, total_loss = 0.263715 \n",
            " total_bbox = 54483, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.752416), count: 5, class_loss = 0.144966, iou_loss = 0.221614, total_loss = 0.366579 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.537786), count: 2, class_loss = 0.206637, iou_loss = 0.224065, total_loss = 0.430702 \n",
            " total_bbox = 54490, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.759456), count: 5, class_loss = 0.106496, iou_loss = 0.125630, total_loss = 0.232126 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.603835), count: 1, class_loss = 0.117829, iou_loss = 0.057069, total_loss = 0.174898 \n",
            " total_bbox = 54496, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.821328), count: 5, class_loss = 0.068019, iou_loss = 0.061351, total_loss = 0.129370 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.590471), count: 2, class_loss = 0.162215, iou_loss = 0.134334, total_loss = 0.296549 \n",
            " total_bbox = 54503, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.779058), count: 6, class_loss = 0.328023, iou_loss = 0.117181, total_loss = 0.445205 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.397139), count: 2, class_loss = 0.379847, iou_loss = 1.776267, total_loss = 2.156114 \n",
            " total_bbox = 54511, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.824929), count: 5, class_loss = 0.292905, iou_loss = 0.087993, total_loss = 0.380898 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.782324), count: 2, class_loss = 0.042829, iou_loss = 0.050308, total_loss = 0.093137 \n",
            " total_bbox = 54518, rewritten_bbox = 0.000000 % \n",
            "\n",
            " (next mAP calculation at 1000 iterations) \n",
            " 890: 0.443041, 0.285233 avg loss, 0.000314 rate, 0.548248 seconds, 56960 images, 5.565538 hours left\n",
            "Loaded: 1.244412 seconds - performance bottleneck on CPU or Disk HDD/SSD\n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.784912), count: 7, class_loss = 0.448122, iou_loss = 0.160508, total_loss = 0.608630 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.419489), count: 1, class_loss = 0.222782, iou_loss = 0.168281, total_loss = 0.391062 \n",
            " total_bbox = 54526, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.815090), count: 6, class_loss = 0.331090, iou_loss = 0.115000, total_loss = 0.446090 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.712142), count: 2, class_loss = 0.107135, iou_loss = 0.077245, total_loss = 0.184380 \n",
            " total_bbox = 54534, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.833729), count: 6, class_loss = 0.211937, iou_loss = 0.083925, total_loss = 0.295861 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.671028), count: 1, class_loss = 0.138646, iou_loss = 0.052013, total_loss = 0.190659 \n",
            " total_bbox = 54541, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.791393), count: 7, class_loss = 0.337009, iou_loss = 0.148914, total_loss = 0.485923 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.608298), count: 1, class_loss = 0.157206, iou_loss = 0.034212, total_loss = 0.191418 \n",
            " total_bbox = 54549, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.818921), count: 6, class_loss = 0.144723, iou_loss = 0.100328, total_loss = 0.245051 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.787983), count: 2, class_loss = 0.068272, iou_loss = 0.028309, total_loss = 0.096582 \n",
            " total_bbox = 54557, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.788406), count: 5, class_loss = 0.107875, iou_loss = 0.120112, total_loss = 0.227987 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.692717), count: 2, class_loss = 0.212170, iou_loss = 0.061223, total_loss = 0.273393 \n",
            " total_bbox = 54564, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.737947), count: 4, class_loss = 0.095993, iou_loss = 0.132386, total_loss = 0.228380 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.676016), count: 3, class_loss = 0.250727, iou_loss = 0.095306, total_loss = 0.346033 \n",
            " total_bbox = 54571, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.796704), count: 6, class_loss = 0.496048, iou_loss = 0.092279, total_loss = 0.588327 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.781573), count: 2, class_loss = 0.021913, iou_loss = 0.034331, total_loss = 0.056244 \n",
            " total_bbox = 54579, rewritten_bbox = 0.000000 % \n",
            "\n",
            " (next mAP calculation at 1000 iterations) \n",
            " 891: 0.303501, 0.287060 avg loss, 0.000315 rate, 0.581356 seconds, 57024 images, 5.566295 hours left\n",
            "Loaded: 1.147461 seconds - performance bottleneck on CPU or Disk HDD/SSD\n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.791176), count: 5, class_loss = 0.276140, iou_loss = 0.064886, total_loss = 0.341026 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.691215), count: 2, class_loss = 0.137211, iou_loss = 0.051180, total_loss = 0.188391 \n",
            " total_bbox = 54586, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.791674), count: 8, class_loss = 0.391247, iou_loss = 0.206228, total_loss = 0.597475 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.000000), count: 1, class_loss = 0.013236, iou_loss = 0.000000, total_loss = 0.013236 \n",
            " total_bbox = 54594, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.780219), count: 6, class_loss = 0.089521, iou_loss = 0.112131, total_loss = 0.201652 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.771634), count: 2, class_loss = 0.102321, iou_loss = 0.064808, total_loss = 0.167129 \n",
            " total_bbox = 54602, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.804172), count: 7, class_loss = 0.250437, iou_loss = 0.164708, total_loss = 0.415144 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.773987), count: 1, class_loss = 0.050218, iou_loss = 0.015631, total_loss = 0.065849 \n",
            " total_bbox = 54610, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.787972), count: 8, class_loss = 0.325617, iou_loss = 0.177658, total_loss = 0.503275 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.000000), count: 1, class_loss = 0.006286, iou_loss = 0.000000, total_loss = 0.006286 \n",
            " total_bbox = 54618, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.856771), count: 7, class_loss = 0.276774, iou_loss = 0.076598, total_loss = 0.353373 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.818226), count: 1, class_loss = 0.005405, iou_loss = 0.014998, total_loss = 0.020404 \n",
            " total_bbox = 54626, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.828072), count: 7, class_loss = 0.230111, iou_loss = 0.120525, total_loss = 0.350636 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.000000), count: 1, class_loss = 0.029041, iou_loss = 0.000000, total_loss = 0.029041 \n",
            " total_bbox = 54633, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.781446), count: 6, class_loss = 0.168261, iou_loss = 0.103836, total_loss = 0.272097 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.692860), count: 2, class_loss = 0.136309, iou_loss = 0.128832, total_loss = 0.265141 \n",
            " total_bbox = 54641, rewritten_bbox = 0.000000 % \n",
            "\n",
            " (next mAP calculation at 1000 iterations) \n",
            " 892: 0.236885, 0.282042 avg loss, 0.000317 rate, 0.555785 seconds, 57088 images, 5.566973 hours left\n",
            "Loaded: 1.206522 seconds - performance bottleneck on CPU or Disk HDD/SSD\n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.787855), count: 5, class_loss = 0.188105, iou_loss = 0.143104, total_loss = 0.331209 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.754742), count: 2, class_loss = 0.075886, iou_loss = 0.038589, total_loss = 0.114475 \n",
            " total_bbox = 54648, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.815246), count: 7, class_loss = 0.175660, iou_loss = 0.130300, total_loss = 0.305960 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.890642), count: 1, class_loss = 0.024114, iou_loss = 0.005832, total_loss = 0.029946 \n",
            " total_bbox = 54656, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.856178), count: 7, class_loss = 0.403019, iou_loss = 0.124143, total_loss = 0.527162 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.655481), count: 1, class_loss = 0.080093, iou_loss = 0.024855, total_loss = 0.104947 \n",
            " total_bbox = 54664, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.854915), count: 7, class_loss = 0.161129, iou_loss = 0.083226, total_loss = 0.244355 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.724443), count: 1, class_loss = 0.172981, iou_loss = 0.027468, total_loss = 0.200449 \n",
            " total_bbox = 54672, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.819288), count: 8, class_loss = 0.155467, iou_loss = 0.111159, total_loss = 0.266627 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.000000), count: 1, class_loss = 0.000012, iou_loss = 0.000000, total_loss = 0.000012 \n",
            " total_bbox = 54680, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.771980), count: 6, class_loss = 0.067006, iou_loss = 0.096264, total_loss = 0.163270 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.704838), count: 2, class_loss = 0.184672, iou_loss = 0.049559, total_loss = 0.234231 \n",
            " total_bbox = 54688, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.817545), count: 6, class_loss = 0.424770, iou_loss = 0.073226, total_loss = 0.497996 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.712903), count: 2, class_loss = 0.042419, iou_loss = 0.070797, total_loss = 0.113216 \n",
            " total_bbox = 54696, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.828545), count: 5, class_loss = 0.062726, iou_loss = 0.065914, total_loss = 0.128640 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.690975), count: 3, class_loss = 0.041718, iou_loss = 0.118870, total_loss = 0.160588 \n",
            " total_bbox = 54704, rewritten_bbox = 0.000000 % \n",
            "\n",
            " (next mAP calculation at 1000 iterations) \n",
            " 893: 0.213943, 0.275232 avg loss, 0.000318 rate, 0.551641 seconds, 57152 images, 5.563859 hours left\n",
            "Loaded: 1.240892 seconds - performance bottleneck on CPU or Disk HDD/SSD\n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.836710), count: 6, class_loss = 0.293148, iou_loss = 0.071587, total_loss = 0.364735 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.768034), count: 1, class_loss = 0.126943, iou_loss = 0.020540, total_loss = 0.147482 \n",
            " total_bbox = 54711, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.828746), count: 6, class_loss = 0.279548, iou_loss = 0.122311, total_loss = 0.401859 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.482015), count: 2, class_loss = 0.309126, iou_loss = 0.351617, total_loss = 0.660742 \n",
            " total_bbox = 54719, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.895672), count: 5, class_loss = 0.009715, iou_loss = 0.012907, total_loss = 0.022622 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.804186), count: 2, class_loss = 0.015069, iou_loss = 0.041448, total_loss = 0.056517 \n",
            " total_bbox = 54726, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.800232), count: 7, class_loss = 0.062813, iou_loss = 0.123382, total_loss = 0.186195 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.789479), count: 1, class_loss = 0.001102, iou_loss = 0.010612, total_loss = 0.011714 \n",
            " total_bbox = 54734, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.683448), count: 5, class_loss = 0.113959, iou_loss = 0.239058, total_loss = 0.353017 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.644701), count: 3, class_loss = 0.303154, iou_loss = 0.189692, total_loss = 0.492846 \n",
            " total_bbox = 54742, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.775348), count: 3, class_loss = 0.137104, iou_loss = 0.054355, total_loss = 0.191460 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.659059), count: 4, class_loss = 0.134473, iou_loss = 0.216961, total_loss = 0.351434 \n",
            " total_bbox = 54749, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.831555), count: 8, class_loss = 0.235049, iou_loss = 0.199931, total_loss = 0.434980 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.000000), count: 1, class_loss = 0.000220, iou_loss = 0.000000, total_loss = 0.000220 \n",
            " total_bbox = 54757, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.791391), count: 3, class_loss = 0.292153, iou_loss = 0.055825, total_loss = 0.347977 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.605960), count: 5, class_loss = 0.419641, iou_loss = 0.478480, total_loss = 0.898121 \n",
            " total_bbox = 54765, rewritten_bbox = 0.000000 % \n",
            "\n",
            " (next mAP calculation at 1000 iterations) \n",
            " 894: 0.307620, 0.278471 avg loss, 0.000319 rate, 0.549492 seconds, 57216 images, 5.562465 hours left\n",
            "\n",
            " Wrong annotation: class_id = 15. But class_id should be [from 0 to 4], file: small_dataset/4861.txt \n",
            "Loaded: 1.331004 seconds - performance bottleneck on CPU or Disk HDD/SSD\n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.784689), count: 5, class_loss = 0.302363, iou_loss = 0.140024, total_loss = 0.442387 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.719653), count: 3, class_loss = 0.126802, iou_loss = 0.091404, total_loss = 0.218206 \n",
            " total_bbox = 54773, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.871017), count: 2, class_loss = 0.058117, iou_loss = 0.027457, total_loss = 0.085574 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.561074), count: 4, class_loss = 0.426788, iou_loss = 0.721391, total_loss = 1.148179 \n",
            " total_bbox = 54779, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.832964), count: 8, class_loss = 0.225466, iou_loss = 0.144174, total_loss = 0.369640 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.000000), count: 1, class_loss = 0.002861, iou_loss = 0.000000, total_loss = 0.002861 \n",
            " total_bbox = 54787, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.733253), count: 6, class_loss = 0.253927, iou_loss = 0.190834, total_loss = 0.444761 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.640684), count: 1, class_loss = 0.112665, iou_loss = 0.028931, total_loss = 0.141596 \n",
            " total_bbox = 54794, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.792348), count: 6, class_loss = 0.281769, iou_loss = 0.129556, total_loss = 0.411325 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.615606), count: 1, class_loss = 0.086619, iou_loss = 0.049487, total_loss = 0.136105 \n",
            " total_bbox = 54801, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.839812), count: 4, class_loss = 0.161467, iou_loss = 0.066476, total_loss = 0.227943 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.680405), count: 3, class_loss = 0.250283, iou_loss = 0.125332, total_loss = 0.375615 \n",
            " total_bbox = 54808, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.750969), count: 5, class_loss = 0.156553, iou_loss = 0.092028, total_loss = 0.248581 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.638059), count: 3, class_loss = 0.339777, iou_loss = 0.321049, total_loss = 0.660826 \n",
            " total_bbox = 54816, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.780104), count: 5, class_loss = 0.018353, iou_loss = 0.061025, total_loss = 0.079378 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.660275), count: 3, class_loss = 0.187548, iou_loss = 0.222080, total_loss = 0.409628 \n",
            " total_bbox = 54824, rewritten_bbox = 0.000000 % \n",
            "\n",
            " (next mAP calculation at 1000 iterations) \n",
            " 895: 0.337663, 0.284390 avg loss, 0.000321 rate, 0.602032 seconds, 57280 images, 5.562074 hours left\n",
            "Loaded: 1.194223 seconds - performance bottleneck on CPU or Disk HDD/SSD\n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.853157), count: 6, class_loss = 0.184075, iou_loss = 0.053155, total_loss = 0.237230 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.860279), count: 1, class_loss = 0.030567, iou_loss = 0.004613, total_loss = 0.035180 \n",
            " total_bbox = 54831, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.799724), count: 7, class_loss = 0.336801, iou_loss = 0.137439, total_loss = 0.474240 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.846998), count: 1, class_loss = 0.093092, iou_loss = 0.005729, total_loss = 0.098822 \n",
            " total_bbox = 54839, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.767416), count: 5, class_loss = 0.457992, iou_loss = 0.136253, total_loss = 0.594244 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.646269), count: 2, class_loss = 0.307381, iou_loss = 0.122870, total_loss = 0.430252 \n",
            " total_bbox = 54846, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.787864), count: 7, class_loss = 0.341339, iou_loss = 0.173883, total_loss = 0.515222 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.422160), count: 1, class_loss = 0.156327, iou_loss = 0.193494, total_loss = 0.349821 \n",
            " total_bbox = 54854, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.867625), count: 6, class_loss = 0.130733, iou_loss = 0.044428, total_loss = 0.175160 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.758545), count: 2, class_loss = 0.046681, iou_loss = 0.054141, total_loss = 0.100822 \n",
            " total_bbox = 54862, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.809155), count: 3, class_loss = 0.037858, iou_loss = 0.053507, total_loss = 0.091365 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.682480), count: 4, class_loss = 0.153442, iou_loss = 0.106570, total_loss = 0.260012 \n",
            " total_bbox = 54869, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.851473), count: 5, class_loss = 0.216394, iou_loss = 0.092113, total_loss = 0.308507 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.591788), count: 3, class_loss = 0.272898, iou_loss = 0.181701, total_loss = 0.454599 \n",
            " total_bbox = 54877, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.802442), count: 7, class_loss = 0.497323, iou_loss = 0.111607, total_loss = 0.608930 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.844409), count: 1, class_loss = 0.025625, iou_loss = 0.009097, total_loss = 0.034722 \n",
            " total_bbox = 54885, rewritten_bbox = 0.000000 % \n",
            "\n",
            " (next mAP calculation at 1000 iterations) \n",
            " 896: 0.298071, 0.285758 avg loss, 0.000322 rate, 0.630182 seconds, 57344 images, 5.566083 hours left\n",
            "Loaded: 1.176133 seconds - performance bottleneck on CPU or Disk HDD/SSD\n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.807093), count: 5, class_loss = 0.129437, iou_loss = 0.102414, total_loss = 0.231851 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.705105), count: 3, class_loss = 0.193049, iou_loss = 0.063021, total_loss = 0.256069 \n",
            " total_bbox = 54893, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.764554), count: 8, class_loss = 0.311560, iou_loss = 0.150379, total_loss = 0.461939 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.000000), count: 1, class_loss = 0.000383, iou_loss = 0.000000, total_loss = 0.000383 \n",
            " total_bbox = 54901, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.793600), count: 6, class_loss = 0.090328, iou_loss = 0.116687, total_loss = 0.207015 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.632824), count: 2, class_loss = 0.196894, iou_loss = 0.110542, total_loss = 0.307435 \n",
            " total_bbox = 54909, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.818651), count: 6, class_loss = 0.070980, iou_loss = 0.084396, total_loss = 0.155376 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.480690), count: 2, class_loss = 0.187660, iou_loss = 0.205888, total_loss = 0.393549 \n",
            " total_bbox = 54917, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.795309), count: 8, class_loss = 0.499194, iou_loss = 0.119653, total_loss = 0.618847 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.000000), count: 1, class_loss = 0.000093, iou_loss = 0.000000, total_loss = 0.000093 \n",
            " total_bbox = 54925, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.814859), count: 7, class_loss = 0.417947, iou_loss = 0.173337, total_loss = 0.591284 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.715534), count: 1, class_loss = 0.004091, iou_loss = 0.020406, total_loss = 0.024497 \n",
            " total_bbox = 54933, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.859788), count: 5, class_loss = 0.058059, iou_loss = 0.075699, total_loss = 0.133758 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.798543), count: 3, class_loss = 0.226686, iou_loss = 0.045466, total_loss = 0.272153 \n",
            " total_bbox = 54941, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.784977), count: 7, class_loss = 0.224948, iou_loss = 0.122183, total_loss = 0.347131 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.676500), count: 1, class_loss = 0.001245, iou_loss = 0.030974, total_loss = 0.032220 \n",
            " total_bbox = 54949, rewritten_bbox = 0.000000 % \n",
            "\n",
            " (next mAP calculation at 1000 iterations) \n",
            " 897: 0.252100, 0.282392 avg loss, 0.000324 rate, 0.597493 seconds, 57408 images, 5.566695 hours left\n",
            "Loaded: 1.211412 seconds - performance bottleneck on CPU or Disk HDD/SSD\n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.793095), count: 7, class_loss = 0.205469, iou_loss = 0.214013, total_loss = 0.419482 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.863020), count: 1, class_loss = 0.108161, iou_loss = 0.006971, total_loss = 0.115132 \n",
            " total_bbox = 54957, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.811157), count: 5, class_loss = 0.274320, iou_loss = 0.091603, total_loss = 0.365923 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.646800), count: 2, class_loss = 0.261122, iou_loss = 0.167401, total_loss = 0.428524 \n",
            " total_bbox = 54964, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.859288), count: 6, class_loss = 0.317944, iou_loss = 0.071814, total_loss = 0.389758 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.668608), count: 2, class_loss = 0.086510, iou_loss = 0.071504, total_loss = 0.158014 \n",
            " total_bbox = 54972, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.820467), count: 6, class_loss = 0.342631, iou_loss = 0.104213, total_loss = 0.446844 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.680978), count: 2, class_loss = 0.175153, iou_loss = 0.080511, total_loss = 0.255664 \n",
            " total_bbox = 54980, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.831980), count: 7, class_loss = 0.578269, iou_loss = 0.118568, total_loss = 0.696837 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.678508), count: 1, class_loss = 0.021868, iou_loss = 0.064600, total_loss = 0.086469 \n",
            " total_bbox = 54988, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.832437), count: 6, class_loss = 0.065716, iou_loss = 0.065782, total_loss = 0.131498 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.718663), count: 2, class_loss = 0.147862, iou_loss = 0.058958, total_loss = 0.206820 \n",
            " total_bbox = 54996, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.864660), count: 7, class_loss = 0.113720, iou_loss = 0.065573, total_loss = 0.179293 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.605606), count: 1, class_loss = 0.136083, iou_loss = 0.050551, total_loss = 0.186634 \n",
            " total_bbox = 55004, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.807781), count: 4, class_loss = 0.354053, iou_loss = 0.054719, total_loss = 0.408772 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.711330), count: 3, class_loss = 0.261536, iou_loss = 0.101981, total_loss = 0.363517 \n",
            " total_bbox = 55011, rewritten_bbox = 0.000000 % \n",
            "\n",
            " (next mAP calculation at 1000 iterations) \n",
            " 898: 0.302449, 0.284398 avg loss, 0.000325 rate, 0.505427 seconds, 57472 images, 5.565730 hours left\n",
            "Loaded: 1.228010 seconds - performance bottleneck on CPU or Disk HDD/SSD\n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.725304), count: 4, class_loss = 0.426015, iou_loss = 0.195186, total_loss = 0.621201 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.734217), count: 3, class_loss = 0.206886, iou_loss = 0.101510, total_loss = 0.308396 \n",
            " total_bbox = 55018, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.753029), count: 6, class_loss = 0.315114, iou_loss = 0.222326, total_loss = 0.537440 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.798553), count: 1, class_loss = 0.124376, iou_loss = 0.020695, total_loss = 0.145071 \n",
            " total_bbox = 55025, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.735901), count: 5, class_loss = 0.431055, iou_loss = 0.092886, total_loss = 0.523942 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.711054), count: 3, class_loss = 0.304990, iou_loss = 0.125036, total_loss = 0.430026 \n",
            " total_bbox = 55033, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.786679), count: 5, class_loss = 0.222683, iou_loss = 0.059664, total_loss = 0.282347 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.534603), count: 3, class_loss = 0.336270, iou_loss = 0.277334, total_loss = 0.613605 \n",
            " total_bbox = 55041, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.844216), count: 8, class_loss = 0.246125, iou_loss = 0.084904, total_loss = 0.331029 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.000000), count: 1, class_loss = 0.001057, iou_loss = 0.000000, total_loss = 0.001057 \n",
            " total_bbox = 55049, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.860227), count: 6, class_loss = 0.100064, iou_loss = 0.069580, total_loss = 0.169644 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.606521), count: 2, class_loss = 0.209206, iou_loss = 0.125146, total_loss = 0.334352 \n",
            " total_bbox = 55057, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.848053), count: 3, class_loss = 0.099954, iou_loss = 0.024664, total_loss = 0.124618 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.582626), count: 5, class_loss = 0.544685, iou_loss = 0.244944, total_loss = 0.789629 \n",
            " total_bbox = 55064, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.770498), count: 6, class_loss = 0.062808, iou_loss = 0.138262, total_loss = 0.201071 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.414469), count: 1, class_loss = 0.074967, iou_loss = 0.276887, total_loss = 0.351855 \n",
            " total_bbox = 55071, rewritten_bbox = 0.000000 % \n",
            "\n",
            " (next mAP calculation at 1000 iterations) \n",
            " 899: 0.360330, 0.291991 avg loss, 0.000327 rate, 0.529457 seconds, 57536 images, 5.563019 hours left\n",
            "Loaded: 1.217289 seconds - performance bottleneck on CPU or Disk HDD/SSD\n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.849722), count: 5, class_loss = 0.236045, iou_loss = 0.042554, total_loss = 0.278600 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.823661), count: 1, class_loss = 0.007946, iou_loss = 0.017634, total_loss = 0.025581 \n",
            " total_bbox = 55077, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.759202), count: 8, class_loss = 0.201747, iou_loss = 0.262092, total_loss = 0.463840 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.000000), count: 1, class_loss = 0.000307, iou_loss = 0.000000, total_loss = 0.000307 \n",
            " total_bbox = 55085, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.816694), count: 6, class_loss = 0.401503, iou_loss = 0.064364, total_loss = 0.465866 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.564625), count: 2, class_loss = 0.113095, iou_loss = 0.176192, total_loss = 0.289288 \n",
            " total_bbox = 55093, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.781233), count: 6, class_loss = 0.124243, iou_loss = 0.117841, total_loss = 0.242083 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.756438), count: 2, class_loss = 0.156010, iou_loss = 0.057459, total_loss = 0.213470 \n",
            " total_bbox = 55101, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.795454), count: 5, class_loss = 0.273382, iou_loss = 0.101160, total_loss = 0.374542 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.706310), count: 2, class_loss = 0.119469, iou_loss = 0.092646, total_loss = 0.212115 \n",
            " total_bbox = 55108, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.771752), count: 7, class_loss = 0.325234, iou_loss = 0.155322, total_loss = 0.480556 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.687994), count: 1, class_loss = 0.004265, iou_loss = 0.028983, total_loss = 0.033248 \n",
            " total_bbox = 55116, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.823794), count: 7, class_loss = 0.407530, iou_loss = 0.090380, total_loss = 0.497909 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.531510), count: 1, class_loss = 0.098083, iou_loss = 0.120664, total_loss = 0.218747 \n",
            " total_bbox = 55124, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.824555), count: 5, class_loss = 0.233712, iou_loss = 0.048999, total_loss = 0.282711 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.575291), count: 3, class_loss = 0.321396, iou_loss = 0.199830, total_loss = 0.521225 \n",
            " total_bbox = 55132, rewritten_bbox = 0.000000 % \n",
            "\n",
            " (next mAP calculation at 1000 iterations) \n",
            " 900: 0.287505, 0.291543 avg loss, 0.000328 rate, 0.594539 seconds, 57600 images, 5.561583 hours left\n",
            "\n",
            " Wrong annotation: class_id = 19. But class_id should be [from 0 to 4], file: small_dataset/6995.txt \n",
            "Saving weights to /content/small_backup//small_last.weights\n",
            "Loaded: 0.000063 seconds\n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.665766), count: 5, class_loss = 0.289210, iou_loss = 0.322103, total_loss = 0.611312 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.739101), count: 3, class_loss = 0.264263, iou_loss = 0.131010, total_loss = 0.395272 \n",
            " total_bbox = 55140, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.819017), count: 7, class_loss = 0.383344, iou_loss = 0.115088, total_loss = 0.498432 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.000000), count: 1, class_loss = 0.000032, iou_loss = 0.000000, total_loss = 0.000032 \n",
            " total_bbox = 55147, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.820306), count: 8, class_loss = 0.407202, iou_loss = 0.108517, total_loss = 0.515718 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.000000), count: 1, class_loss = 0.003521, iou_loss = 0.000000, total_loss = 0.003521 \n",
            " total_bbox = 55155, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.836781), count: 7, class_loss = 0.348005, iou_loss = 0.107805, total_loss = 0.455811 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.848863), count: 1, class_loss = 0.105313, iou_loss = 0.006298, total_loss = 0.111611 \n",
            " total_bbox = 55163, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.825536), count: 6, class_loss = 0.129058, iou_loss = 0.082688, total_loss = 0.211746 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.804218), count: 1, class_loss = 0.015909, iou_loss = 0.030951, total_loss = 0.046860 \n",
            " total_bbox = 55170, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.827438), count: 6, class_loss = 0.316179, iou_loss = 0.077846, total_loss = 0.394024 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.683330), count: 1, class_loss = 0.187617, iou_loss = 0.030775, total_loss = 0.218392 \n",
            " total_bbox = 55177, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.794546), count: 2, class_loss = 0.001491, iou_loss = 0.027997, total_loss = 0.029488 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.726722), count: 4, class_loss = 0.058620, iou_loss = 0.121884, total_loss = 0.180504 \n",
            " total_bbox = 55183, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.857640), count: 4, class_loss = 0.009118, iou_loss = 0.037569, total_loss = 0.046687 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.748770), count: 2, class_loss = 0.145182, iou_loss = 0.098953, total_loss = 0.244135 \n",
            " total_bbox = 55189, rewritten_bbox = 0.000000 % \n",
            "\n",
            " (next mAP calculation at 1000 iterations) \n",
            " 901: 0.247722, 0.287161 avg loss, 0.000330 rate, 0.548243 seconds, 57664 images, 5.561832 hours left\n",
            "Loaded: 1.199286 seconds - performance bottleneck on CPU or Disk HDD/SSD\n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.767337), count: 6, class_loss = 0.372261, iou_loss = 0.120241, total_loss = 0.492503 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.750377), count: 1, class_loss = 0.010916, iou_loss = 0.021912, total_loss = 0.032827 \n",
            " total_bbox = 55196, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.804317), count: 7, class_loss = 0.220568, iou_loss = 0.137312, total_loss = 0.357880 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.643814), count: 1, class_loss = 0.072844, iou_loss = 0.046030, total_loss = 0.118873 \n",
            " total_bbox = 55204, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.863833), count: 5, class_loss = 0.136002, iou_loss = 0.061853, total_loss = 0.197854 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.463485), count: 2, class_loss = 0.078755, iou_loss = 0.197196, total_loss = 0.275951 \n",
            " total_bbox = 55211, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.849985), count: 5, class_loss = 0.122875, iou_loss = 0.041388, total_loss = 0.164264 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.662198), count: 3, class_loss = 0.127659, iou_loss = 0.152861, total_loss = 0.280520 \n",
            " total_bbox = 55219, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.808471), count: 3, class_loss = 0.315475, iou_loss = 0.058966, total_loss = 0.374441 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.668488), count: 3, class_loss = 0.248356, iou_loss = 0.188330, total_loss = 0.436686 \n",
            " total_bbox = 55225, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.847754), count: 5, class_loss = 0.064347, iou_loss = 0.050311, total_loss = 0.114658 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.644933), count: 3, class_loss = 0.380257, iou_loss = 0.189244, total_loss = 0.569502 \n",
            " total_bbox = 55233, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.858033), count: 5, class_loss = 0.258974, iou_loss = 0.044256, total_loss = 0.303231 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.705030), count: 2, class_loss = 0.258601, iou_loss = 0.100636, total_loss = 0.359237 \n",
            " total_bbox = 55240, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.859099), count: 7, class_loss = 0.143932, iou_loss = 0.066289, total_loss = 0.210221 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.514797), count: 1, class_loss = 0.124104, iou_loss = 0.087295, total_loss = 0.211400 \n",
            " total_bbox = 55248, rewritten_bbox = 0.000000 % \n",
            "\n",
            " (next mAP calculation at 1000 iterations) \n",
            " 902: 0.281253, 0.286570 avg loss, 0.000331 rate, 0.585828 seconds, 57728 images, 5.523119 hours left\n",
            "Loaded: 1.177934 seconds - performance bottleneck on CPU or Disk HDD/SSD\n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.716747), count: 4, class_loss = 0.405537, iou_loss = 0.100368, total_loss = 0.505905 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.678770), count: 4, class_loss = 0.427720, iou_loss = 0.132210, total_loss = 0.559930 \n",
            " total_bbox = 55256, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.812201), count: 8, class_loss = 0.523613, iou_loss = 0.230662, total_loss = 0.754276 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.000000), count: 1, class_loss = 0.002662, iou_loss = 0.000000, total_loss = 0.002662 \n",
            " total_bbox = 55264, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.774860), count: 5, class_loss = 0.359538, iou_loss = 0.094546, total_loss = 0.454084 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.697850), count: 3, class_loss = 0.298268, iou_loss = 0.112510, total_loss = 0.410778 \n",
            " total_bbox = 55272, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.764659), count: 4, class_loss = 0.088376, iou_loss = 0.094797, total_loss = 0.183173 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.729306), count: 3, class_loss = 0.217066, iou_loss = 0.067661, total_loss = 0.284727 \n",
            " total_bbox = 55279, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.813118), count: 5, class_loss = 0.027953, iou_loss = 0.098979, total_loss = 0.126932 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.714054), count: 3, class_loss = 0.124783, iou_loss = 0.094201, total_loss = 0.218984 \n",
            " total_bbox = 55287, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.736424), count: 5, class_loss = 0.327192, iou_loss = 0.193810, total_loss = 0.521002 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.652750), count: 3, class_loss = 0.345051, iou_loss = 0.177135, total_loss = 0.522186 \n",
            " total_bbox = 55295, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.713045), count: 5, class_loss = 0.246578, iou_loss = 0.196963, total_loss = 0.443541 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.609116), count: 3, class_loss = 0.142786, iou_loss = 0.129426, total_loss = 0.272212 \n",
            " total_bbox = 55303, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.815277), count: 5, class_loss = 0.102144, iou_loss = 0.131745, total_loss = 0.233889 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.704194), count: 2, class_loss = 0.059821, iou_loss = 0.049752, total_loss = 0.109573 \n",
            " total_bbox = 55310, rewritten_bbox = 0.000000 % \n",
            "\n",
            " (next mAP calculation at 1000 iterations) \n",
            " 903: 0.350241, 0.292937 avg loss, 0.000332 rate, 0.559378 seconds, 57792 images, 5.522919 hours left\n",
            "Loaded: 1.217676 seconds - performance bottleneck on CPU or Disk HDD/SSD\n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.810908), count: 5, class_loss = 0.152358, iou_loss = 0.060467, total_loss = 0.212824 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.549880), count: 3, class_loss = 0.313032, iou_loss = 0.336255, total_loss = 0.649287 \n",
            " total_bbox = 55318, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.856930), count: 6, class_loss = 0.284762, iou_loss = 0.080955, total_loss = 0.365717 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.609342), count: 1, class_loss = 0.054168, iou_loss = 0.088580, total_loss = 0.142747 \n",
            " total_bbox = 55325, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.813280), count: 7, class_loss = 0.186779, iou_loss = 0.118134, total_loss = 0.304913 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.701739), count: 1, class_loss = 0.090132, iou_loss = 0.019675, total_loss = 0.109807 \n",
            " total_bbox = 55333, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.818637), count: 4, class_loss = 0.209421, iou_loss = 0.054689, total_loss = 0.264110 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.727359), count: 3, class_loss = 0.318470, iou_loss = 0.071663, total_loss = 0.390133 \n",
            " total_bbox = 55340, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.771867), count: 6, class_loss = 0.437813, iou_loss = 0.185056, total_loss = 0.622869 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.620404), count: 2, class_loss = 0.204775, iou_loss = 0.148056, total_loss = 0.352831 \n",
            " total_bbox = 55348, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.828828), count: 4, class_loss = 0.025740, iou_loss = 0.054867, total_loss = 0.080607 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.539132), count: 3, class_loss = 0.245906, iou_loss = 0.337441, total_loss = 0.583347 \n",
            " total_bbox = 55355, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.776112), count: 5, class_loss = 0.187649, iou_loss = 0.089027, total_loss = 0.276676 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.687107), count: 3, class_loss = 0.148351, iou_loss = 0.075644, total_loss = 0.223995 \n",
            " total_bbox = 55363, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.797872), count: 6, class_loss = 0.177630, iou_loss = 0.140434, total_loss = 0.318064 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.809234), count: 2, class_loss = 0.121607, iou_loss = 0.030483, total_loss = 0.152091 \n",
            " total_bbox = 55371, rewritten_bbox = 0.000000 % \n",
            "\n",
            " (next mAP calculation at 1000 iterations) \n",
            " 904: 0.315626, 0.295206 avg loss, 0.000334 rate, 0.545215 seconds, 57856 images, 5.521243 hours left\n",
            "\n",
            " Wrong annotation: class_id = 19. But class_id should be [from 0 to 4], file: small_dataset/6993.txt \n",
            "Loaded: 1.280766 seconds - performance bottleneck on CPU or Disk HDD/SSD\n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.814144), count: 7, class_loss = 0.271177, iou_loss = 0.168577, total_loss = 0.439753 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.697828), count: 1, class_loss = 0.140564, iou_loss = 0.038567, total_loss = 0.179132 \n",
            " total_bbox = 55379, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.838089), count: 6, class_loss = 0.147004, iou_loss = 0.083840, total_loss = 0.230843 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.588712), count: 1, class_loss = 0.048978, iou_loss = 0.057256, total_loss = 0.106234 \n",
            " total_bbox = 55386, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.743377), count: 5, class_loss = 0.278755, iou_loss = 0.218452, total_loss = 0.497207 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.000000), count: 1, class_loss = 0.001545, iou_loss = 0.000000, total_loss = 0.001545 \n",
            " total_bbox = 55391, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.774937), count: 5, class_loss = 0.280222, iou_loss = 0.160072, total_loss = 0.440294 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.844178), count: 2, class_loss = 0.159851, iou_loss = 0.013349, total_loss = 0.173201 \n",
            " total_bbox = 55398, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.790007), count: 7, class_loss = 0.494505, iou_loss = 0.086024, total_loss = 0.580529 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.509892), count: 1, class_loss = 0.041045, iou_loss = 0.113435, total_loss = 0.154480 \n",
            " total_bbox = 55406, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.822793), count: 6, class_loss = 0.496084, iou_loss = 0.098961, total_loss = 0.595045 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.671887), count: 2, class_loss = 0.209443, iou_loss = 0.137650, total_loss = 0.347093 \n",
            " total_bbox = 55414, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.815538), count: 6, class_loss = 0.070778, iou_loss = 0.082174, total_loss = 0.152952 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.749798), count: 2, class_loss = 0.067247, iou_loss = 0.053366, total_loss = 0.120614 \n",
            " total_bbox = 55422, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.804062), count: 7, class_loss = 0.588530, iou_loss = 0.091060, total_loss = 0.679589 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.000000), count: 1, class_loss = 0.001509, iou_loss = 0.000000, total_loss = 0.001509 \n",
            " total_bbox = 55429, rewritten_bbox = 0.000000 % \n",
            "\n",
            " (next mAP calculation at 1000 iterations) \n",
            " 905: 0.293751, 0.295060 avg loss, 0.000335 rate, 0.548539 seconds, 57920 images, 5.520367 hours left\n",
            "Loaded: 1.208197 seconds - performance bottleneck on CPU or Disk HDD/SSD\n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.761543), count: 5, class_loss = 0.438680, iou_loss = 0.087184, total_loss = 0.525864 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.676370), count: 3, class_loss = 0.225721, iou_loss = 0.123460, total_loss = 0.349181 \n",
            " total_bbox = 55437, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.872523), count: 6, class_loss = 0.165475, iou_loss = 0.049158, total_loss = 0.214633 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.709939), count: 2, class_loss = 0.121958, iou_loss = 0.053994, total_loss = 0.175952 \n",
            " total_bbox = 55445, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.812028), count: 6, class_loss = 0.220379, iou_loss = 0.153843, total_loss = 0.374223 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.586512), count: 2, class_loss = 0.229865, iou_loss = 0.127063, total_loss = 0.356928 \n",
            " total_bbox = 55453, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.805484), count: 4, class_loss = 0.339470, iou_loss = 0.150499, total_loss = 0.489969 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.675898), count: 3, class_loss = 0.159621, iou_loss = 0.163012, total_loss = 0.322633 \n",
            " total_bbox = 55460, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.801700), count: 7, class_loss = 0.140779, iou_loss = 0.121453, total_loss = 0.262232 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.490349), count: 1, class_loss = 0.035728, iou_loss = 0.118696, total_loss = 0.154425 \n",
            " total_bbox = 55468, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.800704), count: 7, class_loss = 0.154585, iou_loss = 0.146613, total_loss = 0.301199 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.712080), count: 1, class_loss = 0.139560, iou_loss = 0.024045, total_loss = 0.163604 \n",
            " total_bbox = 55476, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.805616), count: 5, class_loss = 0.150692, iou_loss = 0.111378, total_loss = 0.262070 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.602491), count: 3, class_loss = 0.295855, iou_loss = 0.227618, total_loss = 0.523473 \n",
            " total_bbox = 55484, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.868872), count: 7, class_loss = 0.073906, iou_loss = 0.052762, total_loss = 0.126668 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.000000), count: 1, class_loss = 0.000835, iou_loss = 0.000000, total_loss = 0.000835 \n",
            " total_bbox = 55491, rewritten_bbox = 0.000000 % \n",
            "\n",
            " (next mAP calculation at 1000 iterations) \n",
            " 906: 0.287743, 0.294329 avg loss, 0.000337 rate, 0.562949 seconds, 57984 images, 5.521543 hours left\n",
            "Loaded: 1.251734 seconds - performance bottleneck on CPU or Disk HDD/SSD\n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.834770), count: 6, class_loss = 0.096503, iou_loss = 0.129664, total_loss = 0.226167 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.680943), count: 1, class_loss = 0.143769, iou_loss = 0.029940, total_loss = 0.173709 \n",
            " total_bbox = 55498, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.782148), count: 4, class_loss = 0.164956, iou_loss = 0.053946, total_loss = 0.218901 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.775535), count: 3, class_loss = 0.161226, iou_loss = 0.118068, total_loss = 0.279294 \n",
            " total_bbox = 55505, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.811323), count: 7, class_loss = 0.070761, iou_loss = 0.100443, total_loss = 0.171204 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.621496), count: 1, class_loss = 0.177039, iou_loss = 0.040250, total_loss = 0.217289 \n",
            " total_bbox = 55513, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.775038), count: 8, class_loss = 0.497485, iou_loss = 0.270747, total_loss = 0.768232 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.000000), count: 1, class_loss = 0.000441, iou_loss = 0.000000, total_loss = 0.000441 \n",
            " total_bbox = 55521, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.759958), count: 4, class_loss = 0.236649, iou_loss = 0.110105, total_loss = 0.346754 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.718232), count: 4, class_loss = 0.326642, iou_loss = 0.181018, total_loss = 0.507659 \n",
            " total_bbox = 55529, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.769896), count: 4, class_loss = 0.295866, iou_loss = 0.081249, total_loss = 0.377115 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.459386), count: 4, class_loss = 0.277884, iou_loss = 1.177945, total_loss = 1.455830 \n",
            " total_bbox = 55537, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.820451), count: 6, class_loss = 0.325101, iou_loss = 0.132962, total_loss = 0.458063 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.720927), count: 2, class_loss = 0.034601, iou_loss = 0.035589, total_loss = 0.070191 \n",
            " total_bbox = 55545, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.830271), count: 6, class_loss = 0.124460, iou_loss = 0.053069, total_loss = 0.177530 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.801861), count: 2, class_loss = 0.111288, iou_loss = 0.061263, total_loss = 0.172551 \n",
            " total_bbox = 55553, rewritten_bbox = 0.000000 % \n",
            "\n",
            " (next mAP calculation at 1000 iterations) \n",
            " 907: 0.351308, 0.300027 avg loss, 0.000338 rate, 0.551929 seconds, 58048 images, 5.520909 hours left\n",
            "Loaded: 1.204609 seconds - performance bottleneck on CPU or Disk HDD/SSD\n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.769317), count: 5, class_loss = 0.040680, iou_loss = 0.127377, total_loss = 0.168057 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.696069), count: 3, class_loss = 0.150142, iou_loss = 0.103172, total_loss = 0.253314 \n",
            " total_bbox = 55561, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.826071), count: 7, class_loss = 0.382779, iou_loss = 0.180775, total_loss = 0.563555 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.829355), count: 1, class_loss = 0.021137, iou_loss = 0.016255, total_loss = 0.037391 \n",
            " total_bbox = 55569, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.851615), count: 5, class_loss = 0.244239, iou_loss = 0.139314, total_loss = 0.383554 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.719781), count: 3, class_loss = 0.155507, iou_loss = 0.106109, total_loss = 0.261616 \n",
            " total_bbox = 55577, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.853040), count: 8, class_loss = 0.126162, iou_loss = 0.054531, total_loss = 0.180693 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.000000), count: 1, class_loss = 0.000029, iou_loss = 0.000000, total_loss = 0.000029 \n",
            " total_bbox = 55585, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.721404), count: 6, class_loss = 0.375312, iou_loss = 0.242317, total_loss = 0.617629 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.780168), count: 2, class_loss = 0.254599, iou_loss = 0.024347, total_loss = 0.278946 \n",
            " total_bbox = 55593, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.821830), count: 5, class_loss = 0.355642, iou_loss = 0.075306, total_loss = 0.430948 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.667508), count: 3, class_loss = 0.157204, iou_loss = 0.127198, total_loss = 0.284401 \n",
            " total_bbox = 55601, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.799189), count: 8, class_loss = 0.308369, iou_loss = 0.141586, total_loss = 0.449955 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.000000), count: 1, class_loss = 0.002495, iou_loss = 0.000000, total_loss = 0.002495 \n",
            " total_bbox = 55609, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.806229), count: 7, class_loss = 0.295926, iou_loss = 0.078356, total_loss = 0.374282 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.828070), count: 1, class_loss = 0.135111, iou_loss = 0.007745, total_loss = 0.142856 \n",
            " total_bbox = 55617, rewritten_bbox = 0.000000 % \n",
            "\n",
            " (next mAP calculation at 1000 iterations) \n",
            " 908: 0.276858, 0.297710 avg loss, 0.000340 rate, 0.608839 seconds, 58112 images, 5.521278 hours left\n",
            "Loaded: 1.170200 seconds - performance bottleneck on CPU or Disk HDD/SSD\n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.844017), count: 5, class_loss = 0.142420, iou_loss = 0.069691, total_loss = 0.212111 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.412662), count: 2, class_loss = 0.161641, iou_loss = 0.162953, total_loss = 0.324594 \n",
            " total_bbox = 55624, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.794088), count: 5, class_loss = 0.310793, iou_loss = 0.095571, total_loss = 0.406364 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.758244), count: 3, class_loss = 0.172608, iou_loss = 0.062405, total_loss = 0.235014 \n",
            " total_bbox = 55632, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.839894), count: 7, class_loss = 0.117230, iou_loss = 0.064120, total_loss = 0.181350 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.584441), count: 1, class_loss = 0.231421, iou_loss = 0.066204, total_loss = 0.297625 \n",
            " total_bbox = 55640, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.814853), count: 4, class_loss = 0.160899, iou_loss = 0.074678, total_loss = 0.235577 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.665929), count: 3, class_loss = 0.224694, iou_loss = 0.176943, total_loss = 0.401637 \n",
            " total_bbox = 55647, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.680520), count: 6, class_loss = 0.386661, iou_loss = 0.390435, total_loss = 0.777096 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.827619), count: 1, class_loss = 0.005944, iou_loss = 0.017379, total_loss = 0.023323 \n",
            " total_bbox = 55654, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.821633), count: 5, class_loss = 0.219649, iou_loss = 0.093067, total_loss = 0.312716 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.784070), count: 2, class_loss = 0.095671, iou_loss = 0.050124, total_loss = 0.145796 \n",
            " total_bbox = 55661, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.806628), count: 8, class_loss = 0.125677, iou_loss = 0.105159, total_loss = 0.230836 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.000000), count: 1, class_loss = 0.000114, iou_loss = 0.000000, total_loss = 0.000114 \n",
            " total_bbox = 55669, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.780712), count: 7, class_loss = 0.161432, iou_loss = 0.199462, total_loss = 0.360894 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.000000), count: 1, class_loss = 0.002096, iou_loss = 0.000000, total_loss = 0.002096 \n",
            " total_bbox = 55676, rewritten_bbox = 0.000000 % \n",
            "\n",
            " (next mAP calculation at 1000 iterations) \n",
            " 909: 0.259196, 0.293858 avg loss, 0.000341 rate, 0.552554 seconds, 58176 images, 5.521940 hours left\n",
            "\n",
            " Wrong annotation: class_id = 15. But class_id should be [from 0 to 4], file: small_dataset/4861.txt \n",
            "Loaded: 1.394106 seconds - performance bottleneck on CPU or Disk HDD/SSD\n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.799577), count: 3, class_loss = 0.212210, iou_loss = 0.069533, total_loss = 0.281743 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.614737), count: 4, class_loss = 0.302353, iou_loss = 0.235976, total_loss = 0.538330 \n",
            " total_bbox = 55683, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.826129), count: 5, class_loss = 0.047047, iou_loss = 0.153072, total_loss = 0.200119 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.715960), count: 3, class_loss = 0.190003, iou_loss = 0.149528, total_loss = 0.339531 \n",
            " total_bbox = 55691, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.814883), count: 7, class_loss = 0.198529, iou_loss = 0.147007, total_loss = 0.345535 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.629344), count: 1, class_loss = 0.055117, iou_loss = 0.040062, total_loss = 0.095180 \n",
            " total_bbox = 55699, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.850422), count: 7, class_loss = 0.253128, iou_loss = 0.106859, total_loss = 0.359987 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.636739), count: 1, class_loss = 0.008889, iou_loss = 0.050445, total_loss = 0.059334 \n",
            " total_bbox = 55707, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.830385), count: 7, class_loss = 0.134009, iou_loss = 0.099958, total_loss = 0.233967 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.735265), count: 1, class_loss = 0.000083, iou_loss = 0.031682, total_loss = 0.031765 \n",
            " total_bbox = 55715, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.823298), count: 7, class_loss = 0.046281, iou_loss = 0.139559, total_loss = 0.185840 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.000000), count: 1, class_loss = 0.000020, iou_loss = 0.000000, total_loss = 0.000020 \n",
            " total_bbox = 55722, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.823670), count: 6, class_loss = 0.324708, iou_loss = 0.063941, total_loss = 0.388649 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.380176), count: 2, class_loss = 0.280604, iou_loss = 1.647360, total_loss = 1.927964 \n",
            " total_bbox = 55730, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.854425), count: 5, class_loss = 0.118721, iou_loss = 0.085976, total_loss = 0.204697 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.779023), count: 1, class_loss = 0.019788, iou_loss = 0.019142, total_loss = 0.038930 \n",
            " total_bbox = 55736, rewritten_bbox = 0.000000 % \n",
            "\n",
            " (next mAP calculation at 1000 iterations) \n",
            " 910: 0.326974, 0.297170 avg loss, 0.000343 rate, 0.613117 seconds, 58240 images, 5.519796 hours left\n",
            "Loaded: 1.125893 seconds - performance bottleneck on CPU or Disk HDD/SSD\n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.820736), count: 4, class_loss = 0.099646, iou_loss = 0.074622, total_loss = 0.174268 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.821333), count: 2, class_loss = 0.077957, iou_loss = 0.025798, total_loss = 0.103755 \n",
            " total_bbox = 55742, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.785468), count: 7, class_loss = 0.261826, iou_loss = 0.264053, total_loss = 0.525879 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.290845), count: 1, class_loss = 0.128717, iou_loss = 0.123248, total_loss = 0.251965 \n",
            " total_bbox = 55750, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.754857), count: 4, class_loss = 0.411584, iou_loss = 0.096446, total_loss = 0.508030 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.739964), count: 3, class_loss = 0.188039, iou_loss = 0.062975, total_loss = 0.251014 \n",
            " total_bbox = 55757, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.776742), count: 4, class_loss = 0.249262, iou_loss = 0.073363, total_loss = 0.322625 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.604788), count: 2, class_loss = 0.154280, iou_loss = 0.505126, total_loss = 0.659406 \n",
            " total_bbox = 55763, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.841546), count: 5, class_loss = 0.001948, iou_loss = 0.050781, total_loss = 0.052728 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.705624), count: 3, class_loss = 0.120990, iou_loss = 0.082944, total_loss = 0.203934 \n",
            " total_bbox = 55771, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.806499), count: 8, class_loss = 0.438481, iou_loss = 0.111286, total_loss = 0.549768 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.000000), count: 1, class_loss = 0.012200, iou_loss = 0.000000, total_loss = 0.012200 \n",
            " total_bbox = 55779, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.707017), count: 6, class_loss = 0.554868, iou_loss = 0.182155, total_loss = 0.737023 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.653878), count: 1, class_loss = 0.014659, iou_loss = 0.033797, total_loss = 0.048456 \n",
            " total_bbox = 55786, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.790995), count: 8, class_loss = 0.590143, iou_loss = 0.110972, total_loss = 0.701115 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.000000), count: 1, class_loss = 0.002780, iou_loss = 0.000000, total_loss = 0.002780 \n",
            " total_bbox = 55794, rewritten_bbox = 0.000000 % \n",
            "\n",
            " (next mAP calculation at 1000 iterations) \n",
            " 911: 0.319059, 0.299359 avg loss, 0.000344 rate, 0.565080 seconds, 58304 images, 5.526433 hours left\n",
            "Loaded: 1.176567 seconds - performance bottleneck on CPU or Disk HDD/SSD\n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.813066), count: 7, class_loss = 0.233925, iou_loss = 0.086416, total_loss = 0.320340 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.366781), count: 1, class_loss = 0.146690, iou_loss = 0.321138, total_loss = 0.467828 \n",
            " total_bbox = 55802, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.765844), count: 5, class_loss = 0.232624, iou_loss = 0.198967, total_loss = 0.431592 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.777849), count: 3, class_loss = 0.245463, iou_loss = 0.066477, total_loss = 0.311940 \n",
            " total_bbox = 55810, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.808088), count: 8, class_loss = 0.278569, iou_loss = 0.122864, total_loss = 0.401433 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.000000), count: 1, class_loss = 0.004662, iou_loss = 0.000000, total_loss = 0.004662 \n",
            " total_bbox = 55818, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.777790), count: 7, class_loss = 0.398706, iou_loss = 0.211667, total_loss = 0.610373 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.709206), count: 1, class_loss = 0.014628, iou_loss = 0.028684, total_loss = 0.043312 \n",
            " total_bbox = 55826, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.805192), count: 5, class_loss = 0.127092, iou_loss = 0.150750, total_loss = 0.277842 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.795622), count: 3, class_loss = 0.156160, iou_loss = 0.055077, total_loss = 0.211237 \n",
            " total_bbox = 55834, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.851543), count: 7, class_loss = 0.127155, iou_loss = 0.058564, total_loss = 0.185719 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.779663), count: 1, class_loss = 0.033420, iou_loss = 0.017144, total_loss = 0.050564 \n",
            " total_bbox = 55842, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.855731), count: 7, class_loss = 0.030309, iou_loss = 0.068312, total_loss = 0.098621 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.825157), count: 1, class_loss = 0.123504, iou_loss = 0.015711, total_loss = 0.139215 \n",
            " total_bbox = 55850, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.745038), count: 6, class_loss = 0.397787, iou_loss = 0.194924, total_loss = 0.592711 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.752365), count: 2, class_loss = 0.175384, iou_loss = 0.048829, total_loss = 0.224213 \n",
            " total_bbox = 55858, rewritten_bbox = 0.000000 % \n",
            "\n",
            " (next mAP calculation at 1000 iterations) \n",
            " 912: 0.273225, 0.296746 avg loss, 0.000346 rate, 0.535835 seconds, 58368 images, 5.523255 hours left\n",
            "\n",
            " Wrong annotation: class_id = 19. But class_id should be [from 0 to 4], file: small_dataset/6993.txt \n",
            "Loaded: 1.321283 seconds - performance bottleneck on CPU or Disk HDD/SSD\n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.823615), count: 8, class_loss = 0.123851, iou_loss = 0.134775, total_loss = 0.258626 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.000000), count: 1, class_loss = 0.051659, iou_loss = 0.000000, total_loss = 0.051659 \n",
            " total_bbox = 55866, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.765499), count: 5, class_loss = 0.313668, iou_loss = 0.089082, total_loss = 0.402749 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.697894), count: 2, class_loss = 0.272820, iou_loss = 0.093447, total_loss = 0.366267 \n",
            " total_bbox = 55873, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.832589), count: 7, class_loss = 0.165663, iou_loss = 0.085542, total_loss = 0.251205 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.461014), count: 1, class_loss = 0.130690, iou_loss = 0.127638, total_loss = 0.258328 \n",
            " total_bbox = 55881, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.810270), count: 7, class_loss = 0.197788, iou_loss = 0.134034, total_loss = 0.331822 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.881964), count: 1, class_loss = 0.032586, iou_loss = 0.011909, total_loss = 0.044495 \n",
            " total_bbox = 55889, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.813353), count: 8, class_loss = 0.249793, iou_loss = 0.149383, total_loss = 0.399177 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.000000), count: 1, class_loss = 0.001516, iou_loss = 0.000000, total_loss = 0.001516 \n",
            " total_bbox = 55897, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.828246), count: 4, class_loss = 0.341230, iou_loss = 0.065129, total_loss = 0.406359 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.548223), count: 4, class_loss = 0.357603, iou_loss = 0.250895, total_loss = 0.608498 \n",
            " total_bbox = 55905, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.772991), count: 5, class_loss = 0.125034, iou_loss = 0.121715, total_loss = 0.246748 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.711978), count: 3, class_loss = 0.237007, iou_loss = 0.093931, total_loss = 0.330938 \n",
            " total_bbox = 55913, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.840011), count: 7, class_loss = 0.409801, iou_loss = 0.095869, total_loss = 0.505670 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.506432), count: 1, class_loss = 0.034339, iou_loss = 0.095490, total_loss = 0.129829 \n",
            " total_bbox = 55921, rewritten_bbox = 0.000000 % \n",
            "\n",
            " (next mAP calculation at 1000 iterations) \n",
            " 913: 0.287118, 0.295783 avg loss, 0.000347 rate, 0.601637 seconds, 58432 images, 5.520765 hours left\n",
            "Loaded: 1.187383 seconds - performance bottleneck on CPU or Disk HDD/SSD\n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.769812), count: 5, class_loss = 0.302141, iou_loss = 0.133324, total_loss = 0.435466 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.703826), count: 2, class_loss = 0.073307, iou_loss = 0.062296, total_loss = 0.135602 \n",
            " total_bbox = 55928, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.798924), count: 6, class_loss = 0.456384, iou_loss = 0.122896, total_loss = 0.579281 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.727538), count: 1, class_loss = 0.100905, iou_loss = 0.043273, total_loss = 0.144178 \n",
            " total_bbox = 55935, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.866165), count: 7, class_loss = 0.598058, iou_loss = 0.104248, total_loss = 0.702306 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.817465), count: 1, class_loss = 0.028407, iou_loss = 0.026030, total_loss = 0.054436 \n",
            " total_bbox = 55942, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.769315), count: 7, class_loss = 0.464133, iou_loss = 0.180479, total_loss = 0.644612 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.548879), count: 1, class_loss = 0.106591, iou_loss = 0.081052, total_loss = 0.187642 \n",
            " total_bbox = 55949, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.812870), count: 5, class_loss = 0.194923, iou_loss = 0.076068, total_loss = 0.270991 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.683091), count: 3, class_loss = 0.215936, iou_loss = 0.083577, total_loss = 0.299513 \n",
            " total_bbox = 55957, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.804746), count: 4, class_loss = 0.204486, iou_loss = 0.114250, total_loss = 0.318736 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.797319), count: 3, class_loss = 0.091176, iou_loss = 0.084617, total_loss = 0.175793 \n",
            " total_bbox = 55964, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.801643), count: 8, class_loss = 0.317994, iou_loss = 0.122931, total_loss = 0.440924 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.000000), count: 1, class_loss = 0.001120, iou_loss = 0.000000, total_loss = 0.001120 \n",
            " total_bbox = 55972, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.842815), count: 7, class_loss = 0.184254, iou_loss = 0.113754, total_loss = 0.298008 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.633837), count: 1, class_loss = 0.067371, iou_loss = 0.030743, total_loss = 0.098114 \n",
            " total_bbox = 55980, rewritten_bbox = 0.000000 % \n",
            "\n",
            " (next mAP calculation at 1000 iterations) \n",
            " 914: 0.299170, 0.296122 avg loss, 0.000349 rate, 0.588059 seconds, 58496 images, 5.524779 hours left\n",
            "Loaded: 1.251548 seconds - performance bottleneck on CPU or Disk HDD/SSD\n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.796382), count: 4, class_loss = 0.123391, iou_loss = 0.079664, total_loss = 0.203055 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.764846), count: 3, class_loss = 0.203370, iou_loss = 0.110300, total_loss = 0.313670 \n",
            " total_bbox = 55987, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.748850), count: 8, class_loss = 0.340645, iou_loss = 0.319164, total_loss = 0.659809 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.000000), count: 1, class_loss = 0.003733, iou_loss = 0.000000, total_loss = 0.003733 \n",
            " total_bbox = 55995, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.821789), count: 4, class_loss = 0.081007, iou_loss = 0.080296, total_loss = 0.161303 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.797685), count: 4, class_loss = 0.172190, iou_loss = 0.074975, total_loss = 0.247165 \n",
            " total_bbox = 56003, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.756118), count: 4, class_loss = 0.110071, iou_loss = 0.067672, total_loss = 0.177742 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.713417), count: 3, class_loss = 0.297143, iou_loss = 0.203804, total_loss = 0.500947 \n",
            " total_bbox = 56010, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.833284), count: 8, class_loss = 0.098177, iou_loss = 0.087862, total_loss = 0.186039 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.000000), count: 1, class_loss = 0.000794, iou_loss = 0.000000, total_loss = 0.000794 \n",
            " total_bbox = 56018, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.791330), count: 5, class_loss = 0.315954, iou_loss = 0.079000, total_loss = 0.394954 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.508327), count: 1, class_loss = 0.206329, iou_loss = 0.116760, total_loss = 0.323088 \n",
            " total_bbox = 56024, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.831287), count: 7, class_loss = 0.142862, iou_loss = 0.065451, total_loss = 0.208313 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.809699), count: 1, class_loss = 0.085308, iou_loss = 0.028528, total_loss = 0.113836 \n",
            " total_bbox = 56032, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.839240), count: 4, class_loss = 0.201641, iou_loss = 0.063730, total_loss = 0.265371 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.780733), count: 4, class_loss = 0.280244, iou_loss = 0.116004, total_loss = 0.396248 \n",
            " total_bbox = 56040, rewritten_bbox = 0.000000 % \n",
            "\n",
            " (next mAP calculation at 1000 iterations) \n",
            " 915: 0.259754, 0.292485 avg loss, 0.000350 rate, 0.528553 seconds, 58560 images, 5.524205 hours left\n",
            "\n",
            " Wrong annotation: class_id = 19. But class_id should be [from 0 to 4], file: small_dataset/6995.txt \n",
            "Loaded: 1.430940 seconds - performance bottleneck on CPU or Disk HDD/SSD\n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.714435), count: 4, class_loss = 0.355684, iou_loss = 0.153318, total_loss = 0.509003 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.746598), count: 4, class_loss = 0.210336, iou_loss = 0.107179, total_loss = 0.317515 \n",
            " total_bbox = 56048, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.855054), count: 5, class_loss = 0.153257, iou_loss = 0.075258, total_loss = 0.228515 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.720866), count: 3, class_loss = 0.187324, iou_loss = 0.115944, total_loss = 0.303269 \n",
            " total_bbox = 56056, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.823687), count: 7, class_loss = 0.449462, iou_loss = 0.149638, total_loss = 0.599100 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.588037), count: 1, class_loss = 0.066957, iou_loss = 0.067158, total_loss = 0.134115 \n",
            " total_bbox = 56064, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.759926), count: 5, class_loss = 0.129308, iou_loss = 0.107431, total_loss = 0.236739 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.638432), count: 3, class_loss = 0.350176, iou_loss = 0.106952, total_loss = 0.457128 \n",
            " total_bbox = 56072, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.840652), count: 4, class_loss = 0.157746, iou_loss = 0.030839, total_loss = 0.188585 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.685829), count: 3, class_loss = 0.154370, iou_loss = 0.127261, total_loss = 0.281631 \n",
            " total_bbox = 56079, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.727345), count: 8, class_loss = 0.390706, iou_loss = 0.300070, total_loss = 0.690776 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.000000), count: 1, class_loss = 0.004333, iou_loss = 0.000000, total_loss = 0.004333 \n",
            " total_bbox = 56087, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.805930), count: 5, class_loss = 0.032952, iou_loss = 0.058715, total_loss = 0.091667 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.589562), count: 3, class_loss = 0.202607, iou_loss = 0.401001, total_loss = 0.603607 \n",
            " total_bbox = 56095, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.809369), count: 5, class_loss = 0.183691, iou_loss = 0.093762, total_loss = 0.277453 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.613449), count: 1, class_loss = 0.202477, iou_loss = 0.054176, total_loss = 0.256654 \n",
            " total_bbox = 56101, rewritten_bbox = 0.000000 % \n",
            "\n",
            " (next mAP calculation at 1000 iterations) \n",
            " 916: 0.323756, 0.295612 avg loss, 0.000352 rate, 0.567584 seconds, 58624 images, 5.523776 hours left\n",
            "Loaded: 1.241697 seconds - performance bottleneck on CPU or Disk HDD/SSD\n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.759048), count: 8, class_loss = 0.234731, iou_loss = 0.197529, total_loss = 0.432260 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.000000), count: 1, class_loss = 0.000353, iou_loss = 0.000000, total_loss = 0.000353 \n",
            " total_bbox = 56109, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.765576), count: 4, class_loss = 0.397593, iou_loss = 0.065041, total_loss = 0.462633 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.655774), count: 3, class_loss = 0.238779, iou_loss = 0.147443, total_loss = 0.386222 \n",
            " total_bbox = 56116, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.831837), count: 6, class_loss = 0.062928, iou_loss = 0.095528, total_loss = 0.158456 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.697973), count: 2, class_loss = 0.065372, iou_loss = 0.081475, total_loss = 0.146847 \n",
            " total_bbox = 56124, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.824291), count: 5, class_loss = 0.036004, iou_loss = 0.055664, total_loss = 0.091668 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.435536), count: 2, class_loss = 0.254804, iou_loss = 0.253083, total_loss = 0.507887 \n",
            " total_bbox = 56131, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.829277), count: 7, class_loss = 0.203243, iou_loss = 0.133249, total_loss = 0.336492 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.608302), count: 1, class_loss = 0.013860, iou_loss = 0.052184, total_loss = 0.066044 \n",
            " total_bbox = 56139, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.769213), count: 8, class_loss = 0.286230, iou_loss = 0.154701, total_loss = 0.440931 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.000000), count: 1, class_loss = 0.000080, iou_loss = 0.000000, total_loss = 0.000080 \n",
            " total_bbox = 56147, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.795191), count: 6, class_loss = 0.637577, iou_loss = 0.081471, total_loss = 0.719048 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.785957), count: 1, class_loss = 0.124053, iou_loss = 0.016190, total_loss = 0.140242 \n",
            " total_bbox = 56154, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.784636), count: 8, class_loss = 0.151765, iou_loss = 0.150978, total_loss = 0.302744 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.000000), count: 1, class_loss = 0.000193, iou_loss = 0.000000, total_loss = 0.000193 \n",
            " total_bbox = 56162, rewritten_bbox = 0.000000 % \n",
            "\n",
            " (next mAP calculation at 1000 iterations) \n",
            " 917: 0.262006, 0.292251 avg loss, 0.000354 rate, 0.571443 seconds, 58688 images, 5.530071 hours left\n",
            "Loaded: 1.186203 seconds - performance bottleneck on CPU or Disk HDD/SSD\n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.760227), count: 6, class_loss = 0.108823, iou_loss = 0.140660, total_loss = 0.249483 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.760038), count: 1, class_loss = 0.062885, iou_loss = 0.020500, total_loss = 0.083384 \n",
            " total_bbox = 56169, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.840769), count: 5, class_loss = 0.050334, iou_loss = 0.076761, total_loss = 0.127094 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.549770), count: 3, class_loss = 0.371860, iou_loss = 0.117249, total_loss = 0.489109 \n",
            " total_bbox = 56177, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.821943), count: 6, class_loss = 0.086701, iou_loss = 0.088828, total_loss = 0.175529 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.698662), count: 2, class_loss = 0.123568, iou_loss = 0.123804, total_loss = 0.247372 \n",
            " total_bbox = 56185, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.860841), count: 4, class_loss = 0.346972, iou_loss = 0.034571, total_loss = 0.381543 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.719658), count: 2, class_loss = 0.225305, iou_loss = 0.062552, total_loss = 0.287857 \n",
            " total_bbox = 56191, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.838489), count: 4, class_loss = 0.158972, iou_loss = 0.057699, total_loss = 0.216672 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.839121), count: 3, class_loss = 0.236331, iou_loss = 0.036354, total_loss = 0.272685 \n",
            " total_bbox = 56198, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.770445), count: 5, class_loss = 0.039097, iou_loss = 0.070551, total_loss = 0.109648 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.396988), count: 3, class_loss = 0.495966, iou_loss = 2.594601, total_loss = 3.090568 \n",
            " total_bbox = 56206, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.806284), count: 7, class_loss = 0.283298, iou_loss = 0.111049, total_loss = 0.394347 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.000000), count: 1, class_loss = 0.025810, iou_loss = 0.000000, total_loss = 0.025810 \n",
            " total_bbox = 56213, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.743538), count: 6, class_loss = 0.377130, iou_loss = 0.168246, total_loss = 0.545377 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.582147), count: 2, class_loss = 0.160222, iou_loss = 0.219249, total_loss = 0.379471 \n",
            " total_bbox = 56221, rewritten_bbox = 0.000000 % \n",
            "\n",
            " (next mAP calculation at 1000 iterations) \n",
            " 918: 0.442247, 0.307251 avg loss, 0.000355 rate, 0.549461 seconds, 58752 images, 5.530590 hours left\n",
            "Loaded: 1.159251 seconds - performance bottleneck on CPU or Disk HDD/SSD\n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.761863), count: 6, class_loss = 0.523422, iou_loss = 0.118785, total_loss = 0.642206 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.740097), count: 1, class_loss = 0.014705, iou_loss = 0.025932, total_loss = 0.040637 \n",
            " total_bbox = 56228, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.746408), count: 8, class_loss = 0.445389, iou_loss = 0.205490, total_loss = 0.650879 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.000000), count: 1, class_loss = 0.000449, iou_loss = 0.000000, total_loss = 0.000449 \n",
            " total_bbox = 56236, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.817578), count: 5, class_loss = 0.271012, iou_loss = 0.111181, total_loss = 0.382194 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.646692), count: 2, class_loss = 0.199500, iou_loss = 0.077418, total_loss = 0.276917 \n",
            " total_bbox = 56243, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.778203), count: 5, class_loss = 0.036502, iou_loss = 0.083576, total_loss = 0.120077 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.588601), count: 2, class_loss = 0.418483, iou_loss = 0.226354, total_loss = 0.644837 \n",
            " total_bbox = 56250, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.777005), count: 6, class_loss = 0.270562, iou_loss = 0.108016, total_loss = 0.378577 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.812413), count: 2, class_loss = 0.185168, iou_loss = 0.029033, total_loss = 0.214200 \n",
            " total_bbox = 56258, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.800099), count: 5, class_loss = 0.115927, iou_loss = 0.081070, total_loss = 0.196997 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.679746), count: 3, class_loss = 0.242265, iou_loss = 0.210792, total_loss = 0.453057 \n",
            " total_bbox = 56266, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.777305), count: 7, class_loss = 0.249428, iou_loss = 0.156184, total_loss = 0.405613 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.389402), count: 1, class_loss = 0.216043, iou_loss = 0.098224, total_loss = 0.314267 \n",
            " total_bbox = 56274, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.808585), count: 6, class_loss = 0.115628, iou_loss = 0.101331, total_loss = 0.216959 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.732089), count: 2, class_loss = 0.055534, iou_loss = 0.070560, total_loss = 0.126094 \n",
            " total_bbox = 56282, rewritten_bbox = 0.000000 % \n",
            "\n",
            " (next mAP calculation at 1000 iterations) \n",
            " 919: 0.316497, 0.308176 avg loss, 0.000357 rate, 0.608566 seconds, 58816 images, 5.528714 hours left\n",
            "Loaded: 1.206896 seconds - performance bottleneck on CPU or Disk HDD/SSD\n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.801467), count: 6, class_loss = 0.021258, iou_loss = 0.143582, total_loss = 0.164840 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.662705), count: 2, class_loss = 0.131104, iou_loss = 0.061597, total_loss = 0.192701 \n",
            " total_bbox = 56290, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.815896), count: 6, class_loss = 0.200718, iou_loss = 0.137699, total_loss = 0.338417 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.687999), count: 2, class_loss = 0.075753, iou_loss = 0.056183, total_loss = 0.131936 \n",
            " total_bbox = 56298, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.763932), count: 6, class_loss = 0.324016, iou_loss = 0.129144, total_loss = 0.453160 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.811006), count: 1, class_loss = 0.022437, iou_loss = 0.006847, total_loss = 0.029284 \n",
            " total_bbox = 56305, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.820745), count: 7, class_loss = 0.108158, iou_loss = 0.094805, total_loss = 0.202963 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.743394), count: 1, class_loss = 0.055178, iou_loss = 0.018512, total_loss = 0.073690 \n",
            " total_bbox = 56313, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.750037), count: 7, class_loss = 0.298365, iou_loss = 0.257104, total_loss = 0.555469 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.704692), count: 1, class_loss = 0.132461, iou_loss = 0.046933, total_loss = 0.179393 \n",
            " total_bbox = 56321, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.862015), count: 5, class_loss = 0.001711, iou_loss = 0.058667, total_loss = 0.060378 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.786169), count: 2, class_loss = 0.063574, iou_loss = 0.059871, total_loss = 0.123445 \n",
            " total_bbox = 56328, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.826013), count: 8, class_loss = 0.350275, iou_loss = 0.180518, total_loss = 0.530793 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.000000), count: 1, class_loss = 0.000163, iou_loss = 0.000000, total_loss = 0.000163 \n",
            " total_bbox = 56336, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.799046), count: 6, class_loss = 0.409836, iou_loss = 0.131146, total_loss = 0.540982 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.770715), count: 2, class_loss = 0.259995, iou_loss = 0.071636, total_loss = 0.331631 \n",
            " total_bbox = 56344, rewritten_bbox = 0.000000 % \n",
            "\n",
            " (next mAP calculation at 1000 iterations) \n",
            " 920: 0.244328, 0.301791 avg loss, 0.000358 rate, 0.524456 seconds, 58880 images, 5.527842 hours left\n",
            "Loaded: 1.241624 seconds - performance bottleneck on CPU or Disk HDD/SSD\n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.808607), count: 7, class_loss = 0.278960, iou_loss = 0.138311, total_loss = 0.417270 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.792196), count: 1, class_loss = 0.017251, iou_loss = 0.014323, total_loss = 0.031575 \n",
            " total_bbox = 56352, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.791620), count: 5, class_loss = 0.132329, iou_loss = 0.069747, total_loss = 0.202076 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.516325), count: 3, class_loss = 0.277566, iou_loss = 0.479092, total_loss = 0.756659 \n",
            " total_bbox = 56360, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.819794), count: 6, class_loss = 0.223020, iou_loss = 0.126021, total_loss = 0.349041 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.717436), count: 1, class_loss = 0.037566, iou_loss = 0.046359, total_loss = 0.083925 \n",
            " total_bbox = 56367, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.812328), count: 7, class_loss = 0.288712, iou_loss = 0.088635, total_loss = 0.377346 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.600683), count: 1, class_loss = 0.000850, iou_loss = 0.052933, total_loss = 0.053782 \n",
            " total_bbox = 56375, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.808352), count: 6, class_loss = 0.005862, iou_loss = 0.095767, total_loss = 0.101629 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.449937), count: 2, class_loss = 0.127783, iou_loss = 0.882032, total_loss = 1.009815 \n",
            " total_bbox = 56383, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.745061), count: 6, class_loss = 0.393097, iou_loss = 0.461833, total_loss = 0.854929 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.746027), count: 2, class_loss = 0.128526, iou_loss = 0.063510, total_loss = 0.192036 \n",
            " total_bbox = 56391, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.772555), count: 5, class_loss = 0.016814, iou_loss = 0.142262, total_loss = 0.159076 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.563260), count: 3, class_loss = 0.268023, iou_loss = 0.369637, total_loss = 0.637660 \n",
            " total_bbox = 56399, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.822685), count: 5, class_loss = 0.051094, iou_loss = 0.084675, total_loss = 0.135769 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.690061), count: 3, class_loss = 0.084376, iou_loss = 0.122341, total_loss = 0.206717 \n",
            " total_bbox = 56407, rewritten_bbox = 0.000000 % \n",
            "\n",
            " (next mAP calculation at 1000 iterations) \n",
            " 921: 0.348082, 0.306420 avg loss, 0.000360 rate, 0.550555 seconds, 58944 images, 5.525851 hours left\n",
            "Loaded: 1.179169 seconds - performance bottleneck on CPU or Disk HDD/SSD\n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.734437), count: 6, class_loss = 0.382929, iou_loss = 0.223623, total_loss = 0.606552 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.665198), count: 1, class_loss = 0.107019, iou_loss = 0.053540, total_loss = 0.160559 \n",
            " total_bbox = 56414, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.806887), count: 6, class_loss = 0.169481, iou_loss = 0.103972, total_loss = 0.273453 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.000000), count: 1, class_loss = 0.004706, iou_loss = 0.000000, total_loss = 0.004706 \n",
            " total_bbox = 56420, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.859262), count: 6, class_loss = 0.189374, iou_loss = 0.094020, total_loss = 0.283394 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.706663), count: 1, class_loss = 0.139500, iou_loss = 0.026113, total_loss = 0.165613 \n",
            " total_bbox = 56427, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.868979), count: 7, class_loss = 0.011902, iou_loss = 0.058053, total_loss = 0.069954 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.813790), count: 1, class_loss = 0.077072, iou_loss = 0.009324, total_loss = 0.086396 \n",
            " total_bbox = 56435, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.874603), count: 7, class_loss = 0.104708, iou_loss = 0.062649, total_loss = 0.167357 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.666336), count: 1, class_loss = 0.020159, iou_loss = 0.037044, total_loss = 0.057203 \n",
            " total_bbox = 56443, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.844465), count: 8, class_loss = 0.099298, iou_loss = 0.099187, total_loss = 0.198485 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.000000), count: 1, class_loss = 0.014298, iou_loss = 0.000000, total_loss = 0.014298 \n",
            " total_bbox = 56451, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.821866), count: 6, class_loss = 0.444684, iou_loss = 0.131028, total_loss = 0.575712 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.651823), count: 2, class_loss = 0.218805, iou_loss = 0.119137, total_loss = 0.337942 \n",
            " total_bbox = 56459, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.783510), count: 6, class_loss = 0.153291, iou_loss = 0.102440, total_loss = 0.255731 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.680229), count: 2, class_loss = 0.068802, iou_loss = 0.105676, total_loss = 0.174477 \n",
            " total_bbox = 56467, rewritten_bbox = 0.000000 % \n",
            "\n",
            " (next mAP calculation at 1000 iterations) \n",
            " 922: 0.214490, 0.297227 avg loss, 0.000361 rate, 0.599710 seconds, 59008 images, 5.525747 hours left\n",
            "Loaded: 1.173407 seconds - performance bottleneck on CPU or Disk HDD/SSD\n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.845092), count: 5, class_loss = 0.056589, iou_loss = 0.102855, total_loss = 0.159444 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.758357), count: 2, class_loss = 0.063140, iou_loss = 0.045131, total_loss = 0.108271 \n",
            " total_bbox = 56474, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.781922), count: 6, class_loss = 0.285204, iou_loss = 0.110847, total_loss = 0.396051 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.678149), count: 2, class_loss = 0.187704, iou_loss = 0.102086, total_loss = 0.289791 \n",
            " total_bbox = 56482, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.812822), count: 8, class_loss = 0.386863, iou_loss = 0.118816, total_loss = 0.505679 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.000000), count: 1, class_loss = 0.152016, iou_loss = 0.000000, total_loss = 0.152016 \n",
            " total_bbox = 56490, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.786433), count: 7, class_loss = 0.479106, iou_loss = 0.159704, total_loss = 0.638810 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.000000), count: 1, class_loss = 0.000324, iou_loss = 0.000000, total_loss = 0.000324 \n",
            " total_bbox = 56497, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.796440), count: 4, class_loss = 0.040584, iou_loss = 0.100132, total_loss = 0.140716 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.656341), count: 4, class_loss = 0.412474, iou_loss = 0.148348, total_loss = 0.560822 \n",
            " total_bbox = 56505, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.789915), count: 4, class_loss = 0.209887, iou_loss = 0.087847, total_loss = 0.297734 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.769553), count: 4, class_loss = 0.256266, iou_loss = 0.098326, total_loss = 0.354592 \n",
            " total_bbox = 56513, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.788442), count: 6, class_loss = 0.158347, iou_loss = 0.108362, total_loss = 0.266709 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.645252), count: 2, class_loss = 0.240248, iou_loss = 0.095348, total_loss = 0.335596 \n",
            " total_bbox = 56521, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.829143), count: 8, class_loss = 0.352813, iou_loss = 0.090186, total_loss = 0.442999 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.000000), count: 1, class_loss = 0.000374, iou_loss = 0.000000, total_loss = 0.000374 \n",
            " total_bbox = 56529, rewritten_bbox = 0.000000 % \n",
            "\n",
            " (next mAP calculation at 1000 iterations) \n",
            " 923: 0.290620, 0.296566 avg loss, 0.000363 rate, 0.524798 seconds, 59072 images, 5.525231 hours left\n",
            "Loaded: 1.199894 seconds - performance bottleneck on CPU or Disk HDD/SSD\n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.722597), count: 6, class_loss = 0.294336, iou_loss = 0.193154, total_loss = 0.487489 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.573580), count: 1, class_loss = 0.087428, iou_loss = 0.085473, total_loss = 0.172901 \n",
            " total_bbox = 56536, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.799351), count: 7, class_loss = 0.355853, iou_loss = 0.158953, total_loss = 0.514806 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.647565), count: 1, class_loss = 0.040845, iou_loss = 0.055510, total_loss = 0.096355 \n",
            " total_bbox = 56544, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.777495), count: 5, class_loss = 0.290851, iou_loss = 0.154528, total_loss = 0.445379 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.691054), count: 3, class_loss = 0.135986, iou_loss = 0.132141, total_loss = 0.268127 \n",
            " total_bbox = 56552, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.838535), count: 6, class_loss = 0.154298, iou_loss = 0.068568, total_loss = 0.222866 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.649421), count: 2, class_loss = 0.003067, iou_loss = 0.096300, total_loss = 0.099368 \n",
            " total_bbox = 56560, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.815920), count: 7, class_loss = 0.252122, iou_loss = 0.107889, total_loss = 0.360011 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.505601), count: 1, class_loss = 0.133360, iou_loss = 0.067835, total_loss = 0.201195 \n",
            " total_bbox = 56568, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.825446), count: 5, class_loss = 0.240786, iou_loss = 0.095817, total_loss = 0.336603 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.836848), count: 2, class_loss = 0.123831, iou_loss = 0.026557, total_loss = 0.150388 \n",
            " total_bbox = 56575, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.737546), count: 6, class_loss = 0.282151, iou_loss = 0.280814, total_loss = 0.562965 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.642236), count: 2, class_loss = 0.121468, iou_loss = 0.077636, total_loss = 0.199104 \n",
            " total_bbox = 56583, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.781280), count: 5, class_loss = 0.299766, iou_loss = 0.114067, total_loss = 0.413833 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.667142), count: 1, class_loss = 0.059844, iou_loss = 0.027755, total_loss = 0.087599 \n",
            " total_bbox = 56589, rewritten_bbox = 0.000000 % \n",
            "\n",
            " (next mAP calculation at 1000 iterations) \n",
            " 924: 0.288687, 0.295778 avg loss, 0.000364 rate, 0.559973 seconds, 59136 images, 5.522232 hours left\n",
            "Loaded: 1.223152 seconds - performance bottleneck on CPU or Disk HDD/SSD\n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.795950), count: 6, class_loss = 0.149334, iou_loss = 0.190517, total_loss = 0.339851 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.740350), count: 2, class_loss = 0.170956, iou_loss = 0.052478, total_loss = 0.223434 \n",
            " total_bbox = 56597, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.821652), count: 5, class_loss = 0.275397, iou_loss = 0.080672, total_loss = 0.356070 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.706906), count: 2, class_loss = 0.068565, iou_loss = 0.084147, total_loss = 0.152712 \n",
            " total_bbox = 56604, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.786716), count: 4, class_loss = 0.279970, iou_loss = 0.076164, total_loss = 0.356134 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.582297), count: 3, class_loss = 0.500405, iou_loss = 0.212065, total_loss = 0.712470 \n",
            " total_bbox = 56611, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.833364), count: 6, class_loss = 0.087993, iou_loss = 0.081090, total_loss = 0.169083 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.700908), count: 2, class_loss = 0.168478, iou_loss = 0.041516, total_loss = 0.209994 \n",
            " total_bbox = 56619, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.801148), count: 7, class_loss = 0.393408, iou_loss = 0.136332, total_loss = 0.529740 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.676527), count: 1, class_loss = 0.012001, iou_loss = 0.044613, total_loss = 0.056614 \n",
            " total_bbox = 56627, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.761721), count: 7, class_loss = 0.122463, iou_loss = 0.155962, total_loss = 0.278425 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.588000), count: 1, class_loss = 0.051493, iou_loss = 0.032907, total_loss = 0.084399 \n",
            " total_bbox = 56635, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.770705), count: 4, class_loss = 0.300296, iou_loss = 0.080512, total_loss = 0.380807 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.805677), count: 3, class_loss = 0.212581, iou_loss = 0.051810, total_loss = 0.264391 \n",
            " total_bbox = 56642, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.780849), count: 8, class_loss = 0.339161, iou_loss = 0.254972, total_loss = 0.594133 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.000000), count: 1, class_loss = 0.000355, iou_loss = 0.000000, total_loss = 0.000355 \n",
            " total_bbox = 56650, rewritten_bbox = 0.000000 % \n",
            "\n",
            " (next mAP calculation at 1000 iterations) \n",
            " 925: 0.294288, 0.295629 avg loss, 0.000366 rate, 0.551566 seconds, 59200 images, 5.521155 hours left\n",
            "Loaded: 1.218883 seconds - performance bottleneck on CPU or Disk HDD/SSD\n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.828346), count: 5, class_loss = 0.465492, iou_loss = 0.071612, total_loss = 0.537104 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.804109), count: 3, class_loss = 0.238165, iou_loss = 0.073420, total_loss = 0.311585 \n",
            " total_bbox = 56658, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.797736), count: 5, class_loss = 0.147356, iou_loss = 0.093402, total_loss = 0.240758 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.516279), count: 3, class_loss = 0.394743, iou_loss = 0.221818, total_loss = 0.616562 \n",
            " total_bbox = 56666, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.800902), count: 4, class_loss = 0.197370, iou_loss = 0.094366, total_loss = 0.291736 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.501794), count: 2, class_loss = 0.240527, iou_loss = 0.247368, total_loss = 0.487894 \n",
            " total_bbox = 56672, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.796783), count: 7, class_loss = 0.272078, iou_loss = 0.112843, total_loss = 0.384920 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.821016), count: 1, class_loss = 0.011991, iou_loss = 0.009890, total_loss = 0.021881 \n",
            " total_bbox = 56680, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.767668), count: 5, class_loss = 0.090351, iou_loss = 0.120938, total_loss = 0.211289 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.575229), count: 3, class_loss = 0.334771, iou_loss = 0.348331, total_loss = 0.683102 \n",
            " total_bbox = 56688, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.772031), count: 7, class_loss = 0.616228, iou_loss = 0.159682, total_loss = 0.775909 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.740069), count: 1, class_loss = 0.182245, iou_loss = 0.019500, total_loss = 0.201745 \n",
            " total_bbox = 56696, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.801188), count: 6, class_loss = 0.195295, iou_loss = 0.134673, total_loss = 0.329968 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.625461), count: 2, class_loss = 0.175362, iou_loss = 0.078044, total_loss = 0.253406 \n",
            " total_bbox = 56704, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.828972), count: 6, class_loss = 0.041369, iou_loss = 0.208537, total_loss = 0.249906 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.352235), count: 2, class_loss = 0.198842, iou_loss = 0.222159, total_loss = 0.421001 \n",
            " total_bbox = 56712, rewritten_bbox = 0.000000 % \n",
            "\n",
            " (next mAP calculation at 1000 iterations) \n",
            " 926: 0.376173, 0.303684 avg loss, 0.000368 rate, 0.562941 seconds, 59264 images, 5.520541 hours left\n",
            "Loaded: 1.181519 seconds - performance bottleneck on CPU or Disk HDD/SSD\n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.809417), count: 7, class_loss = 0.484100, iou_loss = 0.101237, total_loss = 0.585338 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.720653), count: 1, class_loss = 0.032723, iou_loss = 0.037588, total_loss = 0.070311 \n",
            " total_bbox = 56720, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.759062), count: 4, class_loss = 0.323460, iou_loss = 0.253055, total_loss = 0.576514 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.699864), count: 4, class_loss = 0.169057, iou_loss = 0.178519, total_loss = 0.347576 \n",
            " total_bbox = 56728, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.840909), count: 6, class_loss = 0.493458, iou_loss = 0.136034, total_loss = 0.629492 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.751622), count: 2, class_loss = 0.127485, iou_loss = 0.088482, total_loss = 0.215968 \n",
            " total_bbox = 56736, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.764760), count: 7, class_loss = 0.294990, iou_loss = 0.193479, total_loss = 0.488469 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.770434), count: 1, class_loss = 0.001863, iou_loss = 0.014045, total_loss = 0.015908 \n",
            " total_bbox = 56744, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.763127), count: 5, class_loss = 0.008101, iou_loss = 0.097425, total_loss = 0.105526 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.767006), count: 3, class_loss = 0.165826, iou_loss = 0.108575, total_loss = 0.274401 \n",
            " total_bbox = 56752, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.801769), count: 7, class_loss = 0.505435, iou_loss = 0.121089, total_loss = 0.626524 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.577542), count: 1, class_loss = 0.046336, iou_loss = 0.085647, total_loss = 0.131983 \n",
            " total_bbox = 56760, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.829996), count: 6, class_loss = 0.337395, iou_loss = 0.111820, total_loss = 0.449215 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.539817), count: 1, class_loss = 0.092589, iou_loss = 0.110883, total_loss = 0.203472 \n",
            " total_bbox = 56767, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.824175), count: 8, class_loss = 0.325699, iou_loss = 0.207256, total_loss = 0.532955 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.000000), count: 1, class_loss = 0.000004, iou_loss = 0.000000, total_loss = 0.000004 \n",
            " total_bbox = 56775, rewritten_bbox = 0.000000 % \n",
            "\n",
            " (next mAP calculation at 1000 iterations) \n",
            " 927: 0.328353, 0.306151 avg loss, 0.000369 rate, 0.551868 seconds, 59328 images, 5.520147 hours left\n",
            "Loaded: 1.307261 seconds - performance bottleneck on CPU or Disk HDD/SSD\n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.706118), count: 5, class_loss = 0.184636, iou_loss = 0.227497, total_loss = 0.412133 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.312684), count: 2, class_loss = 0.324449, iou_loss = 2.422050, total_loss = 2.746499 \n",
            " total_bbox = 56782, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.838819), count: 5, class_loss = 0.051324, iou_loss = 0.076636, total_loss = 0.127960 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.692391), count: 3, class_loss = 0.167801, iou_loss = 0.136042, total_loss = 0.303842 \n",
            " total_bbox = 56790, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.803670), count: 6, class_loss = 0.482128, iou_loss = 0.094702, total_loss = 0.576830 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.689374), count: 1, class_loss = 0.001676, iou_loss = 0.033560, total_loss = 0.035237 \n",
            " total_bbox = 56797, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.774137), count: 7, class_loss = 0.370934, iou_loss = 0.188920, total_loss = 0.559853 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.868027), count: 1, class_loss = 0.041105, iou_loss = 0.004306, total_loss = 0.045411 \n",
            " total_bbox = 56805, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.759832), count: 7, class_loss = 0.311422, iou_loss = 0.117055, total_loss = 0.428477 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.817692), count: 1, class_loss = 0.005543, iou_loss = 0.016052, total_loss = 0.021595 \n",
            " total_bbox = 56813, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.717063), count: 6, class_loss = 0.527636, iou_loss = 0.230804, total_loss = 0.758439 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.707209), count: 1, class_loss = 0.110752, iou_loss = 0.039538, total_loss = 0.150290 \n",
            " total_bbox = 56820, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.784057), count: 5, class_loss = 0.184389, iou_loss = 0.160807, total_loss = 0.345196 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.642592), count: 3, class_loss = 0.277739, iou_loss = 0.183102, total_loss = 0.460841 \n",
            " total_bbox = 56828, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.722236), count: 4, class_loss = 0.088515, iou_loss = 0.119922, total_loss = 0.208437 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.742577), count: 4, class_loss = 0.155514, iou_loss = 0.106241, total_loss = 0.261754 \n",
            " total_bbox = 56836, rewritten_bbox = 0.000000 % \n",
            "\n",
            " (next mAP calculation at 1000 iterations) \n",
            " 928: 0.465175, 0.322053 avg loss, 0.000371 rate, 0.552505 seconds, 59392 images, 5.518262 hours left\n",
            "Loaded: 1.202548 seconds - performance bottleneck on CPU or Disk HDD/SSD\n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.821606), count: 7, class_loss = 0.313124, iou_loss = 0.180197, total_loss = 0.493321 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.443890), count: 1, class_loss = 0.123042, iou_loss = 0.034346, total_loss = 0.157388 \n",
            " total_bbox = 56844, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.826590), count: 6, class_loss = 0.319837, iou_loss = 0.073671, total_loss = 0.393508 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.824429), count: 2, class_loss = 0.095951, iou_loss = 0.031831, total_loss = 0.127782 \n",
            " total_bbox = 56852, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.747243), count: 7, class_loss = 0.294399, iou_loss = 0.176508, total_loss = 0.470906 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.835288), count: 1, class_loss = 0.125568, iou_loss = 0.016977, total_loss = 0.142545 \n",
            " total_bbox = 56860, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.838492), count: 6, class_loss = 0.146412, iou_loss = 0.093128, total_loss = 0.239540 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.688647), count: 2, class_loss = 0.126622, iou_loss = 0.108786, total_loss = 0.235409 \n",
            " total_bbox = 56868, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.803985), count: 6, class_loss = 0.039338, iou_loss = 0.148505, total_loss = 0.187843 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.687327), count: 2, class_loss = 0.021997, iou_loss = 0.093704, total_loss = 0.115701 \n",
            " total_bbox = 56876, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.755577), count: 6, class_loss = 0.201317, iou_loss = 0.209164, total_loss = 0.410482 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.667064), count: 2, class_loss = 0.113126, iou_loss = 0.066132, total_loss = 0.179258 \n",
            " total_bbox = 56884, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.776920), count: 6, class_loss = 0.263909, iou_loss = 0.172898, total_loss = 0.436806 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.385375), count: 2, class_loss = 0.237795, iou_loss = 0.214483, total_loss = 0.452279 \n",
            " total_bbox = 56892, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.839050), count: 6, class_loss = 0.224921, iou_loss = 0.060085, total_loss = 0.285007 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.754154), count: 2, class_loss = 0.232624, iou_loss = 0.052275, total_loss = 0.284899 \n",
            " total_bbox = 56900, rewritten_bbox = 0.000000 % \n",
            "\n",
            " (next mAP calculation at 1000 iterations) \n",
            " 929: 0.288292, 0.318677 avg loss, 0.000372 rate, 0.542791 seconds, 59456 images, 5.520278 hours left\n",
            "Loaded: 1.253849 seconds - performance bottleneck on CPU or Disk HDD/SSD\n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.792081), count: 6, class_loss = 0.285237, iou_loss = 0.086526, total_loss = 0.371763 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.756220), count: 1, class_loss = 0.055426, iou_loss = 0.031794, total_loss = 0.087219 \n",
            " total_bbox = 56907, rewritten_bbox = 0.000000 % \n",
            "\n",
            " Wrong annotation: class_id = 19. But class_id should be [from 0 to 4], file: small_dataset/6993.txt \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.810554), count: 7, class_loss = 0.260069, iou_loss = 0.109437, total_loss = 0.369506 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.740251), count: 1, class_loss = 0.042078, iou_loss = 0.023398, total_loss = 0.065476 \n",
            " total_bbox = 56915, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.792235), count: 7, class_loss = 0.187798, iou_loss = 0.165899, total_loss = 0.353697 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.512445), count: 1, class_loss = 0.112515, iou_loss = 0.113962, total_loss = 0.226477 \n",
            " total_bbox = 56923, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.777897), count: 6, class_loss = 0.130210, iou_loss = 0.180851, total_loss = 0.311061 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.581245), count: 1, class_loss = 0.099318, iou_loss = 0.148149, total_loss = 0.247467 \n",
            " total_bbox = 56930, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.689755), count: 4, class_loss = 0.345837, iou_loss = 0.210290, total_loss = 0.556127 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.722772), count: 3, class_loss = 0.271435, iou_loss = 0.142408, total_loss = 0.413843 \n",
            " total_bbox = 56937, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.846333), count: 5, class_loss = 0.083037, iou_loss = 0.047138, total_loss = 0.130174 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.829929), count: 2, class_loss = 0.026764, iou_loss = 0.019936, total_loss = 0.046701 \n",
            " total_bbox = 56944, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.744418), count: 5, class_loss = 0.287179, iou_loss = 0.115089, total_loss = 0.402268 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.623062), count: 2, class_loss = 0.149016, iou_loss = 0.105242, total_loss = 0.254258 \n",
            " total_bbox = 56951, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.754079), count: 4, class_loss = 0.038548, iou_loss = 0.112613, total_loss = 0.151161 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.586744), count: 3, class_loss = 0.275665, iou_loss = 0.259726, total_loss = 0.535392 \n",
            " total_bbox = 56958, rewritten_bbox = 0.000000 % \n",
            "\n",
            " (next mAP calculation at 1000 iterations) \n",
            " 930: 0.282662, 0.315075 avg loss, 0.000374 rate, 0.676896 seconds, 59520 images, 5.518750 hours left\n",
            "Loaded: 1.175259 seconds - performance bottleneck on CPU or Disk HDD/SSD\n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.816114), count: 7, class_loss = 0.555436, iou_loss = 0.114411, total_loss = 0.669846 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.820816), count: 1, class_loss = 0.002215, iou_loss = 0.009292, total_loss = 0.011507 \n",
            " total_bbox = 56966, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.777491), count: 5, class_loss = 0.326027, iou_loss = 0.083455, total_loss = 0.409483 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.603464), count: 3, class_loss = 0.212242, iou_loss = 0.227564, total_loss = 0.439806 \n",
            " total_bbox = 56974, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.791171), count: 7, class_loss = 0.218164, iou_loss = 0.124889, total_loss = 0.343054 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.683357), count: 1, class_loss = 0.019018, iou_loss = 0.024185, total_loss = 0.043202 \n",
            " total_bbox = 56982, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.863003), count: 6, class_loss = 0.139736, iou_loss = 0.054372, total_loss = 0.194108 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.647861), count: 2, class_loss = 0.115397, iou_loss = 0.123453, total_loss = 0.238850 \n",
            " total_bbox = 56990, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.746049), count: 5, class_loss = 0.487225, iou_loss = 0.173854, total_loss = 0.661079 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.516569), count: 2, class_loss = 0.289830, iou_loss = 0.176841, total_loss = 0.466670 \n",
            " total_bbox = 56997, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.834597), count: 7, class_loss = 0.249506, iou_loss = 0.066870, total_loss = 0.316375 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.000000), count: 1, class_loss = 0.214227, iou_loss = 0.543176, total_loss = 0.757402 \n",
            " total_bbox = 57005, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.816131), count: 6, class_loss = 0.248407, iou_loss = 0.111666, total_loss = 0.360073 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.790788), count: 1, class_loss = 0.157605, iou_loss = 0.008700, total_loss = 0.166306 \n",
            " total_bbox = 57012, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.817035), count: 5, class_loss = 0.296027, iou_loss = 0.069632, total_loss = 0.365658 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.731899), count: 2, class_loss = 0.299109, iou_loss = 0.041298, total_loss = 0.340407 \n",
            " total_bbox = 57019, rewritten_bbox = 0.000000 % \n",
            "\n",
            " (next mAP calculation at 1000 iterations) \n",
            " 931: 0.361489, 0.319717 avg loss, 0.000376 rate, 0.556244 seconds, 59584 images, 5.522934 hours left\n",
            "Loaded: 1.199992 seconds - performance bottleneck on CPU or Disk HDD/SSD\n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.799107), count: 7, class_loss = 0.459690, iou_loss = 0.127313, total_loss = 0.587003 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.710113), count: 1, class_loss = 0.099017, iou_loss = 0.029082, total_loss = 0.128100 \n",
            " total_bbox = 57027, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.807942), count: 6, class_loss = 0.248287, iou_loss = 0.109066, total_loss = 0.357352 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.645413), count: 2, class_loss = 0.196615, iou_loss = 0.096613, total_loss = 0.293227 \n",
            " total_bbox = 57035, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.742559), count: 6, class_loss = 0.402986, iou_loss = 0.183184, total_loss = 0.586170 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.829577), count: 1, class_loss = 0.000168, iou_loss = 0.008204, total_loss = 0.008372 \n",
            " total_bbox = 57042, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.779875), count: 7, class_loss = 0.304968, iou_loss = 0.153487, total_loss = 0.458454 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.507757), count: 1, class_loss = 0.044005, iou_loss = 0.109210, total_loss = 0.153215 \n",
            " total_bbox = 57050, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.771048), count: 7, class_loss = 0.368378, iou_loss = 0.189655, total_loss = 0.558033 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.622396), count: 1, class_loss = 0.114541, iou_loss = 0.042182, total_loss = 0.156723 \n",
            " total_bbox = 57058, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.807604), count: 6, class_loss = 0.104217, iou_loss = 0.128482, total_loss = 0.232699 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.364656), count: 1, class_loss = 0.198260, iou_loss = 0.196547, total_loss = 0.394808 \n",
            " total_bbox = 57065, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.760141), count: 6, class_loss = 0.094845, iou_loss = 0.128754, total_loss = 0.223599 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.450006), count: 1, class_loss = 0.045951, iou_loss = 0.170823, total_loss = 0.216774 \n",
            " total_bbox = 57072, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.861402), count: 4, class_loss = 0.019780, iou_loss = 0.020659, total_loss = 0.040439 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.793525), count: 4, class_loss = 0.089604, iou_loss = 0.048677, total_loss = 0.138281 \n",
            " total_bbox = 57080, rewritten_bbox = 0.000000 % \n",
            "\n",
            " (next mAP calculation at 1000 iterations) \n",
            " 932: 0.283328, 0.316078 avg loss, 0.000377 rate, 0.561994 seconds, 59648 images, 5.520944 hours left\n",
            "Loaded: 1.189675 seconds - performance bottleneck on CPU or Disk HDD/SSD\n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.851629), count: 5, class_loss = 0.059392, iou_loss = 0.055133, total_loss = 0.114525 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.787684), count: 3, class_loss = 0.199185, iou_loss = 0.048050, total_loss = 0.247235 \n",
            " total_bbox = 57088, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.868091), count: 6, class_loss = 0.272785, iou_loss = 0.097305, total_loss = 0.370091 \n",
            "\n",
            " Wrong annotation: class_id = 15. But class_id should be [from 0 to 4], file: small_dataset/4861.txt \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.741196), count: 2, class_loss = 0.021417, iou_loss = 0.043830, total_loss = 0.065247 \n",
            " total_bbox = 57096, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.834499), count: 4, class_loss = 0.112572, iou_loss = 0.053963, total_loss = 0.166535 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.660197), count: 3, class_loss = 0.271727, iou_loss = 0.212284, total_loss = 0.484011 \n",
            " total_bbox = 57103, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.827871), count: 7, class_loss = 0.352233, iou_loss = 0.092233, total_loss = 0.444466 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.000000), count: 1, class_loss = 0.000152, iou_loss = 0.000000, total_loss = 0.000152 \n",
            " total_bbox = 57110, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.811326), count: 4, class_loss = 0.067681, iou_loss = 0.068291, total_loss = 0.135973 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.724246), count: 3, class_loss = 0.317263, iou_loss = 0.060534, total_loss = 0.377797 \n",
            " total_bbox = 57117, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.838360), count: 5, class_loss = 0.160709, iou_loss = 0.087913, total_loss = 0.248622 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.757865), count: 2, class_loss = 0.257234, iou_loss = 0.083182, total_loss = 0.340416 \n",
            " total_bbox = 57124, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.831201), count: 4, class_loss = 0.068898, iou_loss = 0.045646, total_loss = 0.114543 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.745232), count: 4, class_loss = 0.174307, iou_loss = 0.103859, total_loss = 0.278165 \n",
            " total_bbox = 57132, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.809677), count: 5, class_loss = 0.323337, iou_loss = 0.078760, total_loss = 0.402097 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.457505), count: 3, class_loss = 0.388884, iou_loss = 0.196787, total_loss = 0.585671 \n",
            " total_bbox = 57140, rewritten_bbox = 0.000000 % \n",
            "\n",
            " (next mAP calculation at 1000 iterations) \n",
            " 933: 0.273472, 0.311817 avg loss, 0.000379 rate, 0.726769 seconds, 59712 images, 5.519906 hours left\n",
            "Loaded: 1.185936 seconds - performance bottleneck on CPU or Disk HDD/SSD\n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.828768), count: 6, class_loss = 0.088382, iou_loss = 0.065232, total_loss = 0.153614 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.703597), count: 2, class_loss = 0.235560, iou_loss = 0.082581, total_loss = 0.318141 \n",
            " total_bbox = 57148, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.808732), count: 7, class_loss = 0.267212, iou_loss = 0.113755, total_loss = 0.380967 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.000000), count: 1, class_loss = 0.035223, iou_loss = 0.000000, total_loss = 0.035223 \n",
            " total_bbox = 57155, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.756556), count: 6, class_loss = 0.301665, iou_loss = 0.130563, total_loss = 0.432228 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.611807), count: 2, class_loss = 0.068726, iou_loss = 0.134572, total_loss = 0.203299 \n",
            " total_bbox = 57163, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.747724), count: 5, class_loss = 0.420365, iou_loss = 0.145933, total_loss = 0.566299 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.703844), count: 3, class_loss = 0.321103, iou_loss = 0.101740, total_loss = 0.422842 \n",
            " total_bbox = 57171, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.792900), count: 6, class_loss = 0.093657, iou_loss = 0.088266, total_loss = 0.181923 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.000000), count: 1, class_loss = 0.053539, iou_loss = 0.000000, total_loss = 0.053539 \n",
            " total_bbox = 57177, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.760658), count: 5, class_loss = 0.652153, iou_loss = 0.123938, total_loss = 0.776091 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.835603), count: 3, class_loss = 0.077038, iou_loss = 0.029750, total_loss = 0.106788 \n",
            " total_bbox = 57185, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.740095), count: 7, class_loss = 0.408347, iou_loss = 0.186254, total_loss = 0.594600 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.770922), count: 1, class_loss = 0.145712, iou_loss = 0.016819, total_loss = 0.162531 \n",
            " total_bbox = 57193, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.794206), count: 8, class_loss = 0.267313, iou_loss = 0.209894, total_loss = 0.477207 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.000000), count: 1, class_loss = 0.000339, iou_loss = 0.000000, total_loss = 0.000339 \n",
            " total_bbox = 57201, rewritten_bbox = 0.000000 % \n",
            "\n",
            " (next mAP calculation at 1000 iterations) \n",
            " 934: 0.304102, 0.311046 avg loss, 0.000381 rate, 0.603232 seconds, 59776 images, 5.523622 hours left\n",
            "Loaded: 1.237834 seconds - performance bottleneck on CPU or Disk HDD/SSD\n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.753176), count: 6, class_loss = 0.196742, iou_loss = 0.156513, total_loss = 0.353255 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.488513), count: 2, class_loss = 0.392661, iou_loss = 0.392797, total_loss = 0.785457 \n",
            " total_bbox = 57209, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.787326), count: 6, class_loss = 0.223839, iou_loss = 0.099591, total_loss = 0.323430 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.702339), count: 2, class_loss = 0.200573, iou_loss = 0.063727, total_loss = 0.264300 \n",
            " total_bbox = 57217, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.843116), count: 6, class_loss = 0.067215, iou_loss = 0.100762, total_loss = 0.167976 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.702077), count: 1, class_loss = 0.021561, iou_loss = 0.022346, total_loss = 0.043907 \n",
            " total_bbox = 57224, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.838233), count: 8, class_loss = 0.284057, iou_loss = 0.110281, total_loss = 0.394339 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.000000), count: 1, class_loss = 0.001062, iou_loss = 0.000000, total_loss = 0.001062 \n",
            " total_bbox = 57232, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.755867), count: 6, class_loss = 0.453146, iou_loss = 0.157618, total_loss = 0.610764 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.756423), count: 2, class_loss = 0.047058, iou_loss = 0.066268, total_loss = 0.113327 \n",
            " total_bbox = 57240, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.787285), count: 6, class_loss = 0.062105, iou_loss = 0.130481, total_loss = 0.192586 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.800342), count: 2, class_loss = 0.123072, iou_loss = 0.032874, total_loss = 0.155946 \n",
            " total_bbox = 57248, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.784376), count: 7, class_loss = 0.235424, iou_loss = 0.137805, total_loss = 0.373229 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.470633), count: 1, class_loss = 0.071734, iou_loss = 0.113371, total_loss = 0.185105 \n",
            " total_bbox = 57256, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.803969), count: 6, class_loss = 0.006964, iou_loss = 0.147764, total_loss = 0.154728 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.000000), count: 1, class_loss = 0.000384, iou_loss = 0.000000, total_loss = 0.000384 \n",
            " total_bbox = 57262, rewritten_bbox = 0.000000 % \n",
            "\n",
            " (next mAP calculation at 1000 iterations) \n",
            " 935: 0.257487, 0.305690 avg loss, 0.000382 rate, 0.486762 seconds, 59840 images, 5.523443 hours left\n",
            "\n",
            " Wrong annotation: class_id = 15. But class_id should be [from 0 to 4], file: small_dataset/4861.txt \n",
            "Loaded: 1.399603 seconds - performance bottleneck on CPU or Disk HDD/SSD\n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.792945), count: 5, class_loss = 0.048658, iou_loss = 0.119022, total_loss = 0.167680 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.650471), count: 3, class_loss = 0.304080, iou_loss = 0.212854, total_loss = 0.516934 \n",
            " total_bbox = 57270, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.771690), count: 5, class_loss = 0.373757, iou_loss = 0.134522, total_loss = 0.508278 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.415067), count: 3, class_loss = 0.327567, iou_loss = 0.536285, total_loss = 0.863852 \n",
            " total_bbox = 57278, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.810448), count: 5, class_loss = 0.143123, iou_loss = 0.066665, total_loss = 0.209788 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.797106), count: 2, class_loss = 0.217994, iou_loss = 0.069852, total_loss = 0.287846 \n",
            " total_bbox = 57285, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.782463), count: 5, class_loss = 0.345056, iou_loss = 0.113121, total_loss = 0.458177 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.722029), count: 1, class_loss = 0.092191, iou_loss = 0.079535, total_loss = 0.171726 \n",
            " total_bbox = 57291, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.830053), count: 5, class_loss = 0.078747, iou_loss = 0.071406, total_loss = 0.150153 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.739156), count: 3, class_loss = 0.196783, iou_loss = 0.082757, total_loss = 0.279540 \n",
            " total_bbox = 57299, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.781907), count: 7, class_loss = 0.444373, iou_loss = 0.128979, total_loss = 0.573352 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.780897), count: 1, class_loss = 0.109176, iou_loss = 0.011005, total_loss = 0.120181 \n",
            " total_bbox = 57307, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.762470), count: 7, class_loss = 0.211786, iou_loss = 0.182146, total_loss = 0.393932 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.000000), count: 1, class_loss = 0.000604, iou_loss = 0.000000, total_loss = 0.000604 \n",
            " total_bbox = 57314, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.802171), count: 7, class_loss = 0.282408, iou_loss = 0.324802, total_loss = 0.607211 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.525711), count: 1, class_loss = 0.111478, iou_loss = 0.098286, total_loss = 0.209764 \n",
            " total_bbox = 57322, rewritten_bbox = 0.000000 % \n",
            "\n",
            " (next mAP calculation at 1000 iterations) \n",
            " 936: 0.344939, 0.309615 avg loss, 0.000384 rate, 0.572007 seconds, 59904 images, 5.521216 hours left\n",
            "Loaded: 1.303844 seconds - performance bottleneck on CPU or Disk HDD/SSD\n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.836982), count: 6, class_loss = 0.215875, iou_loss = 0.078551, total_loss = 0.294426 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.689126), count: 2, class_loss = 0.184411, iou_loss = 0.060764, total_loss = 0.245175 \n",
            " total_bbox = 57330, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.813780), count: 6, class_loss = 0.223110, iou_loss = 0.157319, total_loss = 0.380429 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.665969), count: 2, class_loss = 0.080182, iou_loss = 0.094188, total_loss = 0.174370 \n",
            " total_bbox = 57338, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.797229), count: 7, class_loss = 0.373165, iou_loss = 0.139537, total_loss = 0.512702 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.779423), count: 1, class_loss = 0.006957, iou_loss = 0.023634, total_loss = 0.030591 \n",
            " total_bbox = 57346, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.793531), count: 5, class_loss = 0.208233, iou_loss = 0.152581, total_loss = 0.360814 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.757995), count: 3, class_loss = 0.169131, iou_loss = 0.115521, total_loss = 0.284652 \n",
            " total_bbox = 57354, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.767110), count: 8, class_loss = 0.340106, iou_loss = 0.150302, total_loss = 0.490409 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.000000), count: 1, class_loss = 0.009000, iou_loss = 0.000000, total_loss = 0.009000 \n",
            " total_bbox = 57362, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.776165), count: 6, class_loss = 0.278177, iou_loss = 0.095406, total_loss = 0.373583 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.707838), count: 2, class_loss = 0.019793, iou_loss = 0.079266, total_loss = 0.099059 \n",
            " total_bbox = 57370, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.880399), count: 6, class_loss = 0.284083, iou_loss = 0.034877, total_loss = 0.318959 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.766865), count: 2, class_loss = 0.044556, iou_loss = 0.047208, total_loss = 0.091764 \n",
            " total_bbox = 57378, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.837205), count: 7, class_loss = 0.064892, iou_loss = 0.093163, total_loss = 0.158055 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.721210), count: 1, class_loss = 0.006694, iou_loss = 0.021865, total_loss = 0.028560 \n",
            " total_bbox = 57386, rewritten_bbox = 0.000000 % \n",
            "\n",
            " (next mAP calculation at 1000 iterations) \n",
            " 937: 0.240784, 0.302732 avg loss, 0.000385 rate, 0.530923 seconds, 59968 images, 5.526599 hours left\n",
            "Loaded: 1.236462 seconds - performance bottleneck on CPU or Disk HDD/SSD\n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.727904), count: 6, class_loss = 0.317220, iou_loss = 0.354461, total_loss = 0.671681 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.768431), count: 1, class_loss = 0.010877, iou_loss = 0.028760, total_loss = 0.039638 \n",
            " total_bbox = 57393, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.897959), count: 2, class_loss = 0.077797, iou_loss = 0.015787, total_loss = 0.093584 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.766764), count: 5, class_loss = 0.575593, iou_loss = 0.168355, total_loss = 0.743948 \n",
            " total_bbox = 57400, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.777042), count: 6, class_loss = 0.376083, iou_loss = 0.106970, total_loss = 0.483053 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.783912), count: 2, class_loss = 0.251172, iou_loss = 0.036054, total_loss = 0.287226 \n",
            " total_bbox = 57408, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.783655), count: 7, class_loss = 0.380546, iou_loss = 0.261057, total_loss = 0.641603 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.704987), count: 1, class_loss = 0.135968, iou_loss = 0.033318, total_loss = 0.169286 \n",
            " total_bbox = 57416, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.762317), count: 7, class_loss = 0.107013, iou_loss = 0.191385, total_loss = 0.298398 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.747440), count: 1, class_loss = 0.005471, iou_loss = 0.016821, total_loss = 0.022292 \n",
            " total_bbox = 57424, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.799141), count: 7, class_loss = 0.229541, iou_loss = 0.104455, total_loss = 0.333995 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.797957), count: 1, class_loss = 0.008764, iou_loss = 0.008059, total_loss = 0.016823 \n",
            " total_bbox = 57432, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.845512), count: 6, class_loss = 0.076721, iou_loss = 0.053549, total_loss = 0.130271 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.671468), count: 2, class_loss = 0.100497, iou_loss = 0.058745, total_loss = 0.159242 \n",
            " total_bbox = 57440, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.859276), count: 6, class_loss = 0.148010, iou_loss = 0.059710, total_loss = 0.207720 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.785868), count: 1, class_loss = 0.037567, iou_loss = 0.025679, total_loss = 0.063245 \n",
            " total_bbox = 57447, rewritten_bbox = 0.000000 % \n",
            "\n",
            " (next mAP calculation at 1000 iterations) \n",
            " 938: 0.272625, 0.299721 avg loss, 0.000387 rate, 0.523191 seconds, 60032 images, 5.527717 hours left\n",
            "Loaded: 1.245803 seconds - performance bottleneck on CPU or Disk HDD/SSD\n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.865089), count: 6, class_loss = 0.020359, iou_loss = 0.081994, total_loss = 0.102353 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.723765), count: 2, class_loss = 0.029752, iou_loss = 0.043178, total_loss = 0.072930 \n",
            " total_bbox = 57455, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.820446), count: 7, class_loss = 0.376805, iou_loss = 0.083712, total_loss = 0.460517 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.734420), count: 1, class_loss = 0.103454, iou_loss = 0.037570, total_loss = 0.141025 \n",
            " total_bbox = 57463, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.772460), count: 8, class_loss = 0.604812, iou_loss = 0.170557, total_loss = 0.775369 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.000000), count: 1, class_loss = 0.000012, iou_loss = 0.000000, total_loss = 0.000012 \n",
            " total_bbox = 57471, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.853993), count: 6, class_loss = 0.079596, iou_loss = 0.080074, total_loss = 0.159670 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.621049), count: 2, class_loss = 0.250954, iou_loss = 0.171732, total_loss = 0.422686 \n",
            " total_bbox = 57479, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.837679), count: 5, class_loss = 0.018940, iou_loss = 0.082151, total_loss = 0.101091 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.783594), count: 3, class_loss = 0.303598, iou_loss = 0.065619, total_loss = 0.369217 \n",
            " total_bbox = 57487, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.839549), count: 7, class_loss = 0.302879, iou_loss = 0.060002, total_loss = 0.362881 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.841693), count: 1, class_loss = 0.010340, iou_loss = 0.008152, total_loss = 0.018492 \n",
            " total_bbox = 57495, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.899448), count: 4, class_loss = 0.058273, iou_loss = 0.013537, total_loss = 0.071810 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.463248), count: 3, class_loss = 0.296177, iou_loss = 0.266443, total_loss = 0.562620 \n",
            " total_bbox = 57502, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.787083), count: 5, class_loss = 0.027057, iou_loss = 0.123982, total_loss = 0.151039 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.720565), count: 3, class_loss = 0.171023, iou_loss = 0.110840, total_loss = 0.281864 \n",
            " total_bbox = 57510, rewritten_bbox = 0.000000 % \n",
            "\n",
            " (next mAP calculation at 1000 iterations) \n",
            " 939: 0.253348, 0.295084 avg loss, 0.000389 rate, 0.526061 seconds, 60096 images, 5.526510 hours left\n",
            "Loaded: 1.212860 seconds - performance bottleneck on CPU or Disk HDD/SSD\n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.739914), count: 5, class_loss = 0.117277, iou_loss = 0.171800, total_loss = 0.289076 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.787050), count: 2, class_loss = 0.074194, iou_loss = 0.052517, total_loss = 0.126710 \n",
            " total_bbox = 57517, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.762040), count: 8, class_loss = 0.508462, iou_loss = 0.301292, total_loss = 0.809753 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.000000), count: 1, class_loss = 0.000052, iou_loss = 0.000000, total_loss = 0.000052 \n",
            " total_bbox = 57525, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.818959), count: 7, class_loss = 0.151112, iou_loss = 0.120147, total_loss = 0.271259 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.000000), count: 1, class_loss = 0.002745, iou_loss = 0.000000, total_loss = 0.002745 \n",
            " total_bbox = 57532, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.787220), count: 8, class_loss = 0.545046, iou_loss = 0.213107, total_loss = 0.758153 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.000000), count: 1, class_loss = 0.003723, iou_loss = 0.000000, total_loss = 0.003723 \n",
            " total_bbox = 57540, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.755428), count: 6, class_loss = 0.205051, iou_loss = 0.136376, total_loss = 0.341426 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.639655), count: 2, class_loss = 0.286652, iou_loss = 0.120842, total_loss = 0.407495 \n",
            " total_bbox = 57548, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.771486), count: 5, class_loss = 0.110427, iou_loss = 0.104101, total_loss = 0.214527 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.603322), count: 2, class_loss = 0.213973, iou_loss = 0.099235, total_loss = 0.313208 \n",
            " total_bbox = 57555, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.756537), count: 5, class_loss = 0.273468, iou_loss = 0.113664, total_loss = 0.387132 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.751723), count: 3, class_loss = 0.120185, iou_loss = 0.060599, total_loss = 0.180784 \n",
            " total_bbox = 57563, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.833201), count: 7, class_loss = 0.325558, iou_loss = 0.141642, total_loss = 0.467200 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.249524), count: 1, class_loss = 0.126576, iou_loss = 0.083693, total_loss = 0.210269 \n",
            " total_bbox = 57571, rewritten_bbox = 0.000000 % \n",
            "\n",
            " (next mAP calculation at 1000 iterations) \n",
            " 940: 0.298970, 0.295472 avg loss, 0.000390 rate, 0.601365 seconds, 60160 images, 5.525686 hours left\n",
            "Loaded: 1.161213 seconds - performance bottleneck on CPU or Disk HDD/SSD\n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.728942), count: 7, class_loss = 0.522999, iou_loss = 0.493954, total_loss = 1.016953 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.421848), count: 1, class_loss = 0.192113, iou_loss = 0.194129, total_loss = 0.386242 \n",
            " total_bbox = 57579, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.813356), count: 7, class_loss = 0.124380, iou_loss = 0.110250, total_loss = 0.234629 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.000000), count: 1, class_loss = 0.014720, iou_loss = 0.000000, total_loss = 0.014720 \n",
            " total_bbox = 57586, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.797270), count: 7, class_loss = 0.059171, iou_loss = 0.135637, total_loss = 0.194808 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.794514), count: 1, class_loss = 0.033942, iou_loss = 0.021337, total_loss = 0.055279 \n",
            " total_bbox = 57594, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.846115), count: 4, class_loss = 0.090927, iou_loss = 0.059398, total_loss = 0.150325 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.707745), count: 3, class_loss = 0.223227, iou_loss = 0.114963, total_loss = 0.338190 \n",
            " total_bbox = 57601, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.816954), count: 5, class_loss = 0.099351, iou_loss = 0.083244, total_loss = 0.182595 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.571254), count: 3, class_loss = 0.286952, iou_loss = 0.183082, total_loss = 0.470034 \n",
            " total_bbox = 57609, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.750654), count: 7, class_loss = 0.206261, iou_loss = 0.155499, total_loss = 0.361760 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.843608), count: 1, class_loss = 0.016115, iou_loss = 0.010458, total_loss = 0.026573 \n",
            " total_bbox = 57617, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.774970), count: 3, class_loss = 0.215251, iou_loss = 0.064009, total_loss = 0.279259 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.579204), count: 5, class_loss = 0.383320, iou_loss = 0.367462, total_loss = 0.750782 \n",
            " total_bbox = 57625, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.759926), count: 5, class_loss = 0.317101, iou_loss = 0.223943, total_loss = 0.541044 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.665856), count: 2, class_loss = 0.137070, iou_loss = 0.080130, total_loss = 0.217200 \n",
            " total_bbox = 57632, rewritten_bbox = 0.000000 % \n",
            "\n",
            " (next mAP calculation at 1000 iterations) \n",
            " 941: 0.326275, 0.298553 avg loss, 0.000392 rate, 0.574173 seconds, 60224 images, 5.526167 hours left\n",
            "Loaded: 1.177511 seconds - performance bottleneck on CPU or Disk HDD/SSD\n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.761025), count: 5, class_loss = 0.296423, iou_loss = 0.151129, total_loss = 0.447552 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.641008), count: 3, class_loss = 0.333271, iou_loss = 0.163862, total_loss = 0.497132 \n",
            " total_bbox = 57640, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.817331), count: 4, class_loss = 0.087616, iou_loss = 0.075853, total_loss = 0.163469 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.655548), count: 3, class_loss = 0.288878, iou_loss = 0.161922, total_loss = 0.450800 \n",
            " total_bbox = 57647, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.738208), count: 6, class_loss = 0.428460, iou_loss = 0.243336, total_loss = 0.671795 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.541978), count: 2, class_loss = 0.243057, iou_loss = 0.164938, total_loss = 0.407995 \n",
            " total_bbox = 57655, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.820670), count: 5, class_loss = 0.285028, iou_loss = 0.047714, total_loss = 0.332742 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.501100), count: 2, class_loss = 0.145368, iou_loss = 0.281806, total_loss = 0.427174 \n",
            " total_bbox = 57662, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.825222), count: 6, class_loss = 0.052250, iou_loss = 0.170012, total_loss = 0.222263 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.795947), count: 1, class_loss = 0.003667, iou_loss = 0.015199, total_loss = 0.018866 \n",
            " total_bbox = 57669, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.821016), count: 6, class_loss = 0.475233, iou_loss = 0.077282, total_loss = 0.552515 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.371789), count: 1, class_loss = 0.176383, iou_loss = 0.177099, total_loss = 0.353482 \n",
            " total_bbox = 57676, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.805647), count: 7, class_loss = 0.219590, iou_loss = 0.114594, total_loss = 0.334184 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.000000), count: 1, class_loss = 0.002165, iou_loss = 0.000000, total_loss = 0.002165 \n",
            " total_bbox = 57683, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.740990), count: 7, class_loss = 0.375826, iou_loss = 0.175995, total_loss = 0.551821 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.408055), count: 1, class_loss = 0.134364, iou_loss = 0.138098, total_loss = 0.272462 \n",
            " total_bbox = 57691, rewritten_bbox = 0.000000 % \n",
            "\n",
            " (next mAP calculation at 1000 iterations) \n",
            " 942: 0.356651, 0.304362 avg loss, 0.000394 rate, 0.579904 seconds, 60288 images, 5.524216 hours left\n",
            "Loaded: 1.198282 seconds - performance bottleneck on CPU or Disk HDD/SSD\n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.826380), count: 6, class_loss = 0.151641, iou_loss = 0.079080, total_loss = 0.230720 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.765314), count: 1, class_loss = 0.097507, iou_loss = 0.010954, total_loss = 0.108460 \n",
            " total_bbox = 57698, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.810913), count: 7, class_loss = 0.167220, iou_loss = 0.088431, total_loss = 0.255651 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.000000), count: 1, class_loss = 0.028229, iou_loss = 0.000000, total_loss = 0.028229 \n",
            " total_bbox = 57705, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.831249), count: 5, class_loss = 0.137026, iou_loss = 0.076350, total_loss = 0.213376 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.716463), count: 2, class_loss = 0.058030, iou_loss = 0.044993, total_loss = 0.103023 \n",
            " total_bbox = 57712, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.814812), count: 4, class_loss = 0.302368, iou_loss = 0.081629, total_loss = 0.383997 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.698650), count: 3, class_loss = 0.134598, iou_loss = 0.089320, total_loss = 0.223919 \n",
            " total_bbox = 57719, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.771155), count: 6, class_loss = 0.429244, iou_loss = 0.105974, total_loss = 0.535218 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.790642), count: 2, class_loss = 0.061949, iou_loss = 0.103846, total_loss = 0.165795 \n",
            " total_bbox = 57727, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.741569), count: 8, class_loss = 0.193366, iou_loss = 0.302453, total_loss = 0.495819 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.000000), count: 1, class_loss = 0.058677, iou_loss = 0.000000, total_loss = 0.058677 \n",
            " total_bbox = 57735, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.825192), count: 7, class_loss = 0.200835, iou_loss = 0.109886, total_loss = 0.310721 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.079000), count: 1, class_loss = 0.137650, iou_loss = 2.143903, total_loss = 2.281553 \n",
            " total_bbox = 57743, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.791024), count: 7, class_loss = 0.142768, iou_loss = 0.135981, total_loss = 0.278749 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.599231), count: 1, class_loss = 0.044451, iou_loss = 0.065085, total_loss = 0.109535 \n",
            " total_bbox = 57751, rewritten_bbox = 0.000000 % \n",
            "\n",
            " (next mAP calculation at 1000 iterations) \n",
            " 943: 0.361465, 0.310073 avg loss, 0.000395 rate, 0.561156 seconds, 60352 images, 5.522956 hours left\n",
            "Loaded: 1.261748 seconds - performance bottleneck on CPU or Disk HDD/SSD\n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.786641), count: 6, class_loss = 0.312630, iou_loss = 0.122795, total_loss = 0.435425 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.777517), count: 2, class_loss = 0.089040, iou_loss = 0.030797, total_loss = 0.119837 \n",
            " total_bbox = 57759, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.829024), count: 7, class_loss = 0.262900, iou_loss = 0.074449, total_loss = 0.337349 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.000000), count: 1, class_loss = 0.003015, iou_loss = 0.000000, total_loss = 0.003015 \n",
            " total_bbox = 57766, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.823645), count: 5, class_loss = 0.058975, iou_loss = 0.063656, total_loss = 0.122630 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.599974), count: 3, class_loss = 0.287104, iou_loss = 0.198121, total_loss = 0.485225 \n",
            " total_bbox = 57774, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.788270), count: 7, class_loss = 0.385352, iou_loss = 0.111062, total_loss = 0.496414 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.603798), count: 1, class_loss = 0.060892, iou_loss = 0.071116, total_loss = 0.132008 \n",
            " total_bbox = 57782, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.795805), count: 7, class_loss = 0.373252, iou_loss = 0.174841, total_loss = 0.548093 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.763290), count: 1, class_loss = 0.068171, iou_loss = 0.013129, total_loss = 0.081300 \n",
            " total_bbox = 57790, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.774165), count: 6, class_loss = 0.193333, iou_loss = 0.127667, total_loss = 0.321000 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.342981), count: 2, class_loss = 0.233547, iou_loss = 0.395759, total_loss = 0.629307 \n",
            " total_bbox = 57798, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.800623), count: 5, class_loss = 0.120827, iou_loss = 0.098816, total_loss = 0.219643 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.849977), count: 2, class_loss = 0.145611, iou_loss = 0.038566, total_loss = 0.184177 \n",
            " total_bbox = 57805, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.814231), count: 6, class_loss = 0.267226, iou_loss = 0.110523, total_loss = 0.377749 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.725631), count: 2, class_loss = 0.118734, iou_loss = 0.047972, total_loss = 0.166706 \n",
            " total_bbox = 57813, rewritten_bbox = 0.000000 % \n",
            "\n",
            " (next mAP calculation at 1000 iterations) \n",
            " 944: 0.291242, 0.308190 avg loss, 0.000397 rate, 0.583725 seconds, 60416 images, 5.521766 hours left\n",
            "Loaded: 1.147874 seconds - performance bottleneck on CPU or Disk HDD/SSD\n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.836100), count: 5, class_loss = 0.087003, iou_loss = 0.073511, total_loss = 0.160514 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.707013), count: 3, class_loss = 0.225523, iou_loss = 0.083150, total_loss = 0.308673 \n",
            " total_bbox = 57821, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.798358), count: 6, class_loss = 0.610894, iou_loss = 0.129148, total_loss = 0.740043 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.653622), count: 2, class_loss = 0.221041, iou_loss = 0.087413, total_loss = 0.308453 \n",
            " total_bbox = 57829, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.785570), count: 6, class_loss = 0.133479, iou_loss = 0.187984, total_loss = 0.321463 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.694802), count: 2, class_loss = 0.021934, iou_loss = 0.088654, total_loss = 0.110588 \n",
            " total_bbox = 57837, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.789004), count: 7, class_loss = 0.210350, iou_loss = 0.162658, total_loss = 0.373008 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.627561), count: 1, class_loss = 0.124707, iou_loss = 0.033675, total_loss = 0.158382 \n",
            " total_bbox = 57845, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.803554), count: 6, class_loss = 0.541997, iou_loss = 0.083182, total_loss = 0.625179 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.728551), count: 2, class_loss = 0.120696, iou_loss = 0.137590, total_loss = 0.258286 \n",
            " total_bbox = 57853, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.827152), count: 6, class_loss = 0.236597, iou_loss = 0.092295, total_loss = 0.328891 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.701523), count: 2, class_loss = 0.095128, iou_loss = 0.072820, total_loss = 0.167949 \n",
            " total_bbox = 57861, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.787305), count: 4, class_loss = 0.156194, iou_loss = 0.095907, total_loss = 0.252100 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.498056), count: 3, class_loss = 0.255550, iou_loss = 0.623221, total_loss = 0.878772 \n",
            " total_bbox = 57868, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.840137), count: 6, class_loss = 0.149329, iou_loss = 0.095928, total_loss = 0.245258 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.758140), count: 2, class_loss = 0.269803, iou_loss = 0.055961, total_loss = 0.325764 \n",
            " total_bbox = 57876, rewritten_bbox = 0.000000 % \n",
            "\n",
            " (next mAP calculation at 1000 iterations) \n",
            " 945: 0.347708, 0.312142 avg loss, 0.000399 rate, 0.518391 seconds, 60480 images, 5.523226 hours left\n",
            "Loaded: 1.263422 seconds - performance bottleneck on CPU or Disk HDD/SSD\n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.765798), count: 6, class_loss = 0.325808, iou_loss = 0.198242, total_loss = 0.524050 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.825450), count: 2, class_loss = 0.125071, iou_loss = 0.015215, total_loss = 0.140286 \n",
            " total_bbox = 57884, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.818798), count: 6, class_loss = 0.067370, iou_loss = 0.063597, total_loss = 0.130968 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.751251), count: 1, class_loss = 0.185945, iou_loss = 0.042904, total_loss = 0.228849 \n",
            " total_bbox = 57891, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.771772), count: 7, class_loss = 0.407522, iou_loss = 0.212086, total_loss = 0.619608 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.000000), count: 1, class_loss = 0.000054, iou_loss = 0.000000, total_loss = 0.000054 \n",
            " total_bbox = 57898, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.792299), count: 6, class_loss = 0.258082, iou_loss = 0.068358, total_loss = 0.326440 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.646205), count: 2, class_loss = 0.122151, iou_loss = 0.068600, total_loss = 0.190751 \n",
            " total_bbox = 57906, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.816640), count: 7, class_loss = 0.419833, iou_loss = 0.104816, total_loss = 0.524649 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.648833), count: 1, class_loss = 0.019259, iou_loss = 0.035957, total_loss = 0.055216 \n",
            " total_bbox = 57914, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.866999), count: 5, class_loss = 0.169226, iou_loss = 0.055837, total_loss = 0.225064 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.636665), count: 2, class_loss = 0.256890, iou_loss = 0.102487, total_loss = 0.359378 \n",
            " total_bbox = 57921, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.791529), count: 5, class_loss = 0.107498, iou_loss = 0.069234, total_loss = 0.176732 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.644428), count: 3, class_loss = 0.258963, iou_loss = 0.231831, total_loss = 0.490794 \n",
            " total_bbox = 57929, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.816372), count: 5, class_loss = 0.339772, iou_loss = 0.111817, total_loss = 0.451589 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.702977), count: 3, class_loss = 0.173060, iou_loss = 0.164856, total_loss = 0.337916 \n",
            " total_bbox = 57937, rewritten_bbox = 0.000000 % \n",
            "\n",
            " (next mAP calculation at 1000 iterations) \n",
            " 946: 0.298897, 0.310817 avg loss, 0.000400 rate, 0.554426 seconds, 60544 images, 5.519162 hours left\n",
            "Loaded: 1.148364 seconds - performance bottleneck on CPU or Disk HDD/SSD\n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.764712), count: 8, class_loss = 0.466480, iou_loss = 0.164693, total_loss = 0.631173 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.000000), count: 1, class_loss = 0.000411, iou_loss = 0.000000, total_loss = 0.000411 \n",
            " total_bbox = 57945, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.793956), count: 6, class_loss = 0.376620, iou_loss = 0.082643, total_loss = 0.459263 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.667155), count: 2, class_loss = 0.168836, iou_loss = 0.081325, total_loss = 0.250161 \n",
            " total_bbox = 57953, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.779577), count: 5, class_loss = 0.112283, iou_loss = 0.149091, total_loss = 0.261374 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.645816), count: 2, class_loss = 0.171019, iou_loss = 0.074731, total_loss = 0.245750 \n",
            " total_bbox = 57960, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.816586), count: 6, class_loss = 0.062481, iou_loss = 0.100779, total_loss = 0.163259 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.580693), count: 2, class_loss = 0.122942, iou_loss = 0.206411, total_loss = 0.329353 \n",
            " total_bbox = 57968, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.835660), count: 7, class_loss = 0.366993, iou_loss = 0.165169, total_loss = 0.532162 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.000000), count: 1, class_loss = 0.000302, iou_loss = 0.000000, total_loss = 0.000302 \n",
            " total_bbox = 57975, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.823033), count: 8, class_loss = 0.271684, iou_loss = 0.130553, total_loss = 0.402237 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.000000), count: 1, class_loss = 0.000687, iou_loss = 0.000000, total_loss = 0.000687 \n",
            " total_bbox = 57983, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.775175), count: 6, class_loss = 0.208467, iou_loss = 0.165697, total_loss = 0.374164 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.694770), count: 2, class_loss = 0.242824, iou_loss = 0.052841, total_loss = 0.295665 \n",
            " total_bbox = 57991, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.833169), count: 5, class_loss = 0.118897, iou_loss = 0.058122, total_loss = 0.177019 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.729220), count: 2, class_loss = 0.026575, iou_loss = 0.046900, total_loss = 0.073475 \n",
            " total_bbox = 57998, rewritten_bbox = 0.000000 % \n",
            "\n",
            " (next mAP calculation at 1000 iterations) \n",
            " 947: 0.262278, 0.305963 avg loss, 0.000402 rate, 0.579179 seconds, 60608 images, 5.519789 hours left\n",
            "Loaded: 1.183991 seconds - performance bottleneck on CPU or Disk HDD/SSD\n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.857904), count: 6, class_loss = 0.139756, iou_loss = 0.068322, total_loss = 0.208078 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.684660), count: 2, class_loss = 0.181802, iou_loss = 0.049885, total_loss = 0.231687 \n",
            " total_bbox = 58006, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.833240), count: 6, class_loss = 0.270143, iou_loss = 0.066684, total_loss = 0.336827 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.802098), count: 2, class_loss = 0.129536, iou_loss = 0.033670, total_loss = 0.163206 \n",
            " total_bbox = 58014, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.814408), count: 7, class_loss = 0.253272, iou_loss = 0.126292, total_loss = 0.379563 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.000000), count: 1, class_loss = 0.001420, iou_loss = 0.000000, total_loss = 0.001420 \n",
            " total_bbox = 58021, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.728347), count: 5, class_loss = 0.245121, iou_loss = 0.157805, total_loss = 0.402925 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.754823), count: 3, class_loss = 0.254426, iou_loss = 0.063290, total_loss = 0.317716 \n",
            " total_bbox = 58029, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.788932), count: 6, class_loss = 0.261006, iou_loss = 0.145802, total_loss = 0.406809 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.783664), count: 2, class_loss = 0.017620, iou_loss = 0.032712, total_loss = 0.050332 \n",
            " total_bbox = 58037, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.811330), count: 7, class_loss = 0.192028, iou_loss = 0.144730, total_loss = 0.336758 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.796636), count: 1, class_loss = 0.035607, iou_loss = 0.033732, total_loss = 0.069339 \n",
            " total_bbox = 58045, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.824911), count: 6, class_loss = 0.362531, iou_loss = 0.069367, total_loss = 0.431898 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.763399), count: 1, class_loss = 0.006360, iou_loss = 0.044234, total_loss = 0.050594 \n",
            " total_bbox = 58052, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.758900), count: 7, class_loss = 0.399562, iou_loss = 0.149785, total_loss = 0.549347 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.000000), count: 1, class_loss = 0.016025, iou_loss = 0.000000, total_loss = 0.016025 \n",
            " total_bbox = 58059, rewritten_bbox = 0.000000 % \n",
            "\n",
            " (next mAP calculation at 1000 iterations) \n",
            " 948: 0.247033, 0.300070 avg loss, 0.000404 rate, 0.580812 seconds, 60672 images, 5.517632 hours left\n",
            "Loaded: 1.190937 seconds - performance bottleneck on CPU or Disk HDD/SSD\n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.757608), count: 7, class_loss = 0.318382, iou_loss = 0.208329, total_loss = 0.526711 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.589036), count: 1, class_loss = 0.150474, iou_loss = 0.079721, total_loss = 0.230194 \n",
            " total_bbox = 58067, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.793086), count: 8, class_loss = 0.152294, iou_loss = 0.132443, total_loss = 0.284737 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.000000), count: 1, class_loss = 0.036422, iou_loss = 0.000000, total_loss = 0.036422 \n",
            " total_bbox = 58075, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.799414), count: 6, class_loss = 0.435326, iou_loss = 0.115376, total_loss = 0.550702 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.592438), count: 2, class_loss = 0.255334, iou_loss = 0.116470, total_loss = 0.371804 \n",
            " total_bbox = 58083, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.788802), count: 5, class_loss = 0.099822, iou_loss = 0.093699, total_loss = 0.193521 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.524887), count: 3, class_loss = 0.276614, iou_loss = 0.216491, total_loss = 0.493105 \n",
            " total_bbox = 58091, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.830175), count: 6, class_loss = 0.318615, iou_loss = 0.127306, total_loss = 0.445921 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.501059), count: 2, class_loss = 0.157623, iou_loss = 0.268343, total_loss = 0.425966 \n",
            " total_bbox = 58099, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.822598), count: 5, class_loss = 0.497257, iou_loss = 0.041031, total_loss = 0.538288 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.614538), count: 2, class_loss = 0.206394, iou_loss = 0.136224, total_loss = 0.342618 \n",
            " total_bbox = 58106, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.745428), count: 6, class_loss = 0.401582, iou_loss = 0.249328, total_loss = 0.650910 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.491019), count: 1, class_loss = 0.194365, iou_loss = 0.089155, total_loss = 0.283520 \n",
            " total_bbox = 58113, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.833121), count: 6, class_loss = 0.117988, iou_loss = 0.077265, total_loss = 0.195253 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.822771), count: 2, class_loss = 0.019857, iou_loss = 0.029747, total_loss = 0.049603 \n",
            " total_bbox = 58121, rewritten_bbox = 0.000000 % \n",
            "\n",
            " (next mAP calculation at 1000 iterations) \n",
            " 949: 0.351205, 0.305184 avg loss, 0.000406 rate, 0.572917 seconds, 60736 images, 5.516635 hours left\n",
            "Loaded: 1.198891 seconds - performance bottleneck on CPU or Disk HDD/SSD\n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.809126), count: 6, class_loss = 0.072671, iou_loss = 0.092385, total_loss = 0.165056 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.670135), count: 1, class_loss = 0.136552, iou_loss = 0.042811, total_loss = 0.179363 \n",
            " total_bbox = 58128, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.824243), count: 4, class_loss = 0.245207, iou_loss = 0.054287, total_loss = 0.299494 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.856699), count: 3, class_loss = 0.027628, iou_loss = 0.045018, total_loss = 0.072646 \n",
            " total_bbox = 58135, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.776555), count: 6, class_loss = 0.130978, iou_loss = 0.128682, total_loss = 0.259660 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.774460), count: 2, class_loss = 0.178509, iou_loss = 0.033848, total_loss = 0.212356 \n",
            " total_bbox = 58143, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.816673), count: 6, class_loss = 0.316793, iou_loss = 0.115010, total_loss = 0.431803 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.809030), count: 2, class_loss = 0.253327, iou_loss = 0.026477, total_loss = 0.279804 \n",
            " total_bbox = 58151, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.801590), count: 8, class_loss = 0.236842, iou_loss = 0.182139, total_loss = 0.418981 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.000000), count: 1, class_loss = 0.002387, iou_loss = 0.000000, total_loss = 0.002387 \n",
            " total_bbox = 58159, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.836280), count: 5, class_loss = 0.185171, iou_loss = 0.061713, total_loss = 0.246884 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.703886), count: 3, class_loss = 0.309505, iou_loss = 0.143227, total_loss = 0.452733 \n",
            " total_bbox = 58167, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.842084), count: 6, class_loss = 0.033691, iou_loss = 0.079278, total_loss = 0.112969 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.630964), count: 2, class_loss = 0.247926, iou_loss = 0.133704, total_loss = 0.381630 \n",
            " total_bbox = 58175, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.738671), count: 3, class_loss = 0.404689, iou_loss = 0.081022, total_loss = 0.485711 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.758630), count: 4, class_loss = 0.311419, iou_loss = 0.117921, total_loss = 0.429341 \n",
            " total_bbox = 58182, rewritten_bbox = 0.000000 % \n",
            "\n",
            " (next mAP calculation at 1000 iterations) \n",
            " 950: 0.276926, 0.302358 avg loss, 0.000407 rate, 0.546739 seconds, 60800 images, 5.515615 hours left\n",
            "Loaded: 1.289352 seconds - performance bottleneck on CPU or Disk HDD/SSD\n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.839157), count: 7, class_loss = 0.114295, iou_loss = 0.135954, total_loss = 0.250249 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.613146), count: 1, class_loss = 0.106098, iou_loss = 0.056820, total_loss = 0.162918 \n",
            " total_bbox = 58190, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.829397), count: 6, class_loss = 0.097909, iou_loss = 0.098195, total_loss = 0.196104 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.715866), count: 2, class_loss = 0.164118, iou_loss = 0.089316, total_loss = 0.253434 \n",
            " total_bbox = 58198, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.809033), count: 6, class_loss = 0.544277, iou_loss = 0.126796, total_loss = 0.671073 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.758381), count: 2, class_loss = 0.190626, iou_loss = 0.073593, total_loss = 0.264219 \n",
            " total_bbox = 58206, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.853188), count: 4, class_loss = 0.010283, iou_loss = 0.080689, total_loss = 0.090973 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.540299), count: 2, class_loss = 0.235841, iou_loss = 0.161437, total_loss = 0.397278 \n",
            " total_bbox = 58212, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.771464), count: 7, class_loss = 0.279151, iou_loss = 0.184457, total_loss = 0.463608 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.465982), count: 1, class_loss = 0.122228, iou_loss = 0.158187, total_loss = 0.280415 \n",
            " total_bbox = 58220, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.826135), count: 5, class_loss = 0.287812, iou_loss = 0.047064, total_loss = 0.334876 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.765472), count: 3, class_loss = 0.147588, iou_loss = 0.066459, total_loss = 0.214047 \n",
            " total_bbox = 58228, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.812388), count: 8, class_loss = 0.171064, iou_loss = 0.148995, total_loss = 0.320058 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.000000), count: 1, class_loss = 0.000076, iou_loss = 0.000000, total_loss = 0.000076 \n",
            " total_bbox = 58236, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.800859), count: 8, class_loss = 0.401404, iou_loss = 0.164789, total_loss = 0.566193 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.000000), count: 1, class_loss = 0.062708, iou_loss = 0.000000, total_loss = 0.062708 \n",
            " total_bbox = 58244, rewritten_bbox = 0.000000 % \n",
            "\n",
            " (next mAP calculation at 1000 iterations) \n",
            " 951: 0.283014, 0.300424 avg loss, 0.000409 rate, 0.551719 seconds, 60864 images, 5.514040 hours left\n",
            "Loaded: 1.215838 seconds - performance bottleneck on CPU or Disk HDD/SSD\n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.828227), count: 4, class_loss = 0.198068, iou_loss = 0.057270, total_loss = 0.255338 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.626008), count: 4, class_loss = 0.313729, iou_loss = 0.251574, total_loss = 0.565303 \n",
            " total_bbox = 58252, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.779075), count: 5, class_loss = 0.175008, iou_loss = 0.100280, total_loss = 0.275288 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.792522), count: 3, class_loss = 0.153955, iou_loss = 0.059316, total_loss = 0.213271 \n",
            " total_bbox = 58260, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.765553), count: 6, class_loss = 0.226703, iou_loss = 0.119588, total_loss = 0.346291 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.806483), count: 1, class_loss = 0.026283, iou_loss = 0.016691, total_loss = 0.042974 \n",
            " total_bbox = 58267, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.759955), count: 7, class_loss = 0.194447, iou_loss = 0.242273, total_loss = 0.436719 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.636491), count: 1, class_loss = 0.031123, iou_loss = 0.040925, total_loss = 0.072049 \n",
            " total_bbox = 58275, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.799967), count: 8, class_loss = 0.651603, iou_loss = 0.148983, total_loss = 0.800586 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.000000), count: 1, class_loss = 0.001307, iou_loss = 0.000000, total_loss = 0.001307 \n",
            " total_bbox = 58283, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.798200), count: 8, class_loss = 0.233424, iou_loss = 0.150714, total_loss = 0.384138 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.000000), count: 1, class_loss = 0.043748, iou_loss = 0.000000, total_loss = 0.043748 \n",
            " total_bbox = 58291, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.712629), count: 4, class_loss = 0.264709, iou_loss = 0.258017, total_loss = 0.522726 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.640551), count: 4, class_loss = 0.388556, iou_loss = 0.239239, total_loss = 0.627795 \n",
            " total_bbox = 58299, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.815047), count: 7, class_loss = 0.137632, iou_loss = 0.100648, total_loss = 0.238280 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.675067), count: 1, class_loss = 0.133724, iou_loss = 0.032084, total_loss = 0.165808 \n",
            " total_bbox = 58307, rewritten_bbox = 0.000000 % \n",
            "\n",
            " (next mAP calculation at 1000 iterations) \n",
            " 952: 0.311976, 0.301579 avg loss, 0.000411 rate, 0.564569 seconds, 60928 images, 5.515406 hours left\n",
            "Loaded: 1.223193 seconds - performance bottleneck on CPU or Disk HDD/SSD\n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.781254), count: 6, class_loss = 0.181683, iou_loss = 0.115404, total_loss = 0.297087 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.676486), count: 2, class_loss = 0.095015, iou_loss = 0.104492, total_loss = 0.199506 \n",
            " total_bbox = 58315, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.820791), count: 6, class_loss = 0.056284, iou_loss = 0.088320, total_loss = 0.144605 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.717298), count: 2, class_loss = 0.048420, iou_loss = 0.073995, total_loss = 0.122415 \n",
            " total_bbox = 58323, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.783739), count: 5, class_loss = 0.145967, iou_loss = 0.155353, total_loss = 0.301320 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.688242), count: 3, class_loss = 0.253659, iou_loss = 0.108022, total_loss = 0.361680 \n",
            " total_bbox = 58331, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.822814), count: 6, class_loss = 0.172346, iou_loss = 0.097890, total_loss = 0.270236 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.847612), count: 1, class_loss = 0.070987, iou_loss = 0.011566, total_loss = 0.082553 \n",
            " total_bbox = 58338, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.746079), count: 5, class_loss = 0.765674, iou_loss = 0.113820, total_loss = 0.879494 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.760013), count: 3, class_loss = 0.193555, iou_loss = 0.083756, total_loss = 0.277312 \n",
            " total_bbox = 58346, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.792944), count: 6, class_loss = 0.306792, iou_loss = 0.101205, total_loss = 0.407997 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.681455), count: 1, class_loss = 0.114550, iou_loss = 0.039278, total_loss = 0.153828 \n",
            " total_bbox = 58353, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.853994), count: 3, class_loss = 0.000698, iou_loss = 0.031462, total_loss = 0.032160 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.634544), count: 4, class_loss = 0.437760, iou_loss = 0.137037, total_loss = 0.574796 \n",
            " total_bbox = 58360, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.793672), count: 6, class_loss = 0.415078, iou_loss = 0.134901, total_loss = 0.549979 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.734524), count: 1, class_loss = 0.060114, iou_loss = 0.015428, total_loss = 0.075542 \n",
            " total_bbox = 58367, rewritten_bbox = 0.000000 % \n",
            "\n",
            " (next mAP calculation at 1000 iterations) \n",
            " 953: 0.295657, 0.300987 avg loss, 0.000412 rate, 0.590352 seconds, 60992 images, 5.514891 hours left\n",
            "Loaded: 1.253737 seconds - performance bottleneck on CPU or Disk HDD/SSD\n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.824550), count: 6, class_loss = 0.100124, iou_loss = 0.140839, total_loss = 0.240964 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.657931), count: 2, class_loss = 0.152024, iou_loss = 0.086768, total_loss = 0.238792 \n",
            " total_bbox = 58375, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.797502), count: 8, class_loss = 0.084920, iou_loss = 0.171861, total_loss = 0.256781 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.000000), count: 1, class_loss = 0.002037, iou_loss = 0.000000, total_loss = 0.002037 \n",
            " total_bbox = 58383, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.785323), count: 7, class_loss = 0.158072, iou_loss = 0.107291, total_loss = 0.265364 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.400248), count: 1, class_loss = 0.148170, iou_loss = 0.188985, total_loss = 0.337155 \n",
            " total_bbox = 58391, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.801503), count: 5, class_loss = 0.393289, iou_loss = 0.109120, total_loss = 0.502408 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.519672), count: 3, class_loss = 0.257447, iou_loss = 0.336670, total_loss = 0.594118 \n",
            " total_bbox = 58399, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.825875), count: 6, class_loss = 0.340229, iou_loss = 0.164574, total_loss = 0.504803 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.448585), count: 1, class_loss = 0.019206, iou_loss = 0.118410, total_loss = 0.137616 \n",
            " total_bbox = 58406, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.824711), count: 6, class_loss = 0.046465, iou_loss = 0.077003, total_loss = 0.123468 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.728562), count: 2, class_loss = 0.112720, iou_loss = 0.053391, total_loss = 0.166110 \n",
            " total_bbox = 58414, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.838389), count: 7, class_loss = 0.138295, iou_loss = 0.118398, total_loss = 0.256693 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.820802), count: 1, class_loss = 0.157900, iou_loss = 0.011188, total_loss = 0.169088 \n",
            " total_bbox = 58422, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.748643), count: 7, class_loss = 0.353909, iou_loss = 0.178939, total_loss = 0.532848 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.812003), count: 1, class_loss = 0.028843, iou_loss = 0.017286, total_loss = 0.046130 \n",
            " total_bbox = 58430, rewritten_bbox = 0.000000 % \n",
            "\n",
            " (next mAP calculation at 1000 iterations) \n",
            " 954: 0.273398, 0.298228 avg loss, 0.000414 rate, 0.533027 seconds, 61056 images, 5.515393 hours left\n",
            "Loaded: 1.207670 seconds - performance bottleneck on CPU or Disk HDD/SSD\n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.826007), count: 6, class_loss = 0.225358, iou_loss = 0.070401, total_loss = 0.295759 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.663677), count: 2, class_loss = 0.190510, iou_loss = 0.119576, total_loss = 0.310086 \n",
            " total_bbox = 58438, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.754631), count: 7, class_loss = 0.697876, iou_loss = 0.229339, total_loss = 0.927215 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.854429), count: 1, class_loss = 0.113187, iou_loss = 0.009721, total_loss = 0.122908 \n",
            " total_bbox = 58446, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.861730), count: 7, class_loss = 0.317326, iou_loss = 0.076714, total_loss = 0.394040 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.525109), count: 1, class_loss = 0.134509, iou_loss = 0.101353, total_loss = 0.235862 \n",
            " total_bbox = 58454, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.826101), count: 8, class_loss = 0.286167, iou_loss = 0.237767, total_loss = 0.523935 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.000000), count: 1, class_loss = 0.028121, iou_loss = 0.000000, total_loss = 0.028121 \n",
            " total_bbox = 58462, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.783407), count: 5, class_loss = 0.152368, iou_loss = 0.142514, total_loss = 0.294883 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.632764), count: 2, class_loss = 0.153079, iou_loss = 0.169881, total_loss = 0.322960 \n",
            " total_bbox = 58469, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.811289), count: 6, class_loss = 0.378177, iou_loss = 0.078241, total_loss = 0.456418 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.808788), count: 1, class_loss = 0.017260, iou_loss = 0.010537, total_loss = 0.027797 \n",
            " total_bbox = 58476, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.844756), count: 4, class_loss = 0.025498, iou_loss = 0.043236, total_loss = 0.068734 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.722693), count: 4, class_loss = 0.186393, iou_loss = 0.091731, total_loss = 0.278124 \n",
            " total_bbox = 58484, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.708239), count: 7, class_loss = 0.485026, iou_loss = 0.325967, total_loss = 0.810993 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.000000), count: 1, class_loss = 0.021212, iou_loss = 0.000000, total_loss = 0.021212 \n",
            " total_bbox = 58491, rewritten_bbox = 0.000000 % \n",
            "\n",
            " (next mAP calculation at 1000 iterations) \n",
            " 955: 0.319940, 0.300399 avg loss, 0.000416 rate, 0.584573 seconds, 61120 images, 5.515064 hours left\n",
            "Loaded: 1.155141 seconds - performance bottleneck on CPU or Disk HDD/SSD\n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.807157), count: 6, class_loss = 0.136734, iou_loss = 0.114623, total_loss = 0.251357 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.711533), count: 2, class_loss = 0.148803, iou_loss = 0.081052, total_loss = 0.229855 \n",
            " total_bbox = 58499, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.766250), count: 5, class_loss = 0.272525, iou_loss = 0.134112, total_loss = 0.406637 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.664007), count: 3, class_loss = 0.287734, iou_loss = 0.151826, total_loss = 0.439559 \n",
            " total_bbox = 58507, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.793058), count: 7, class_loss = 0.514273, iou_loss = 0.130698, total_loss = 0.644970 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.618153), count: 1, class_loss = 0.235931, iou_loss = 0.051292, total_loss = 0.287223 \n",
            " total_bbox = 58515, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.831073), count: 7, class_loss = 0.470869, iou_loss = 0.100051, total_loss = 0.570920 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.285766), count: 1, class_loss = 0.129289, iou_loss = 0.271053, total_loss = 0.400342 \n",
            " total_bbox = 58523, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.816789), count: 7, class_loss = 0.304892, iou_loss = 0.100701, total_loss = 0.405593 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.757898), count: 1, class_loss = 0.001822, iou_loss = 0.027592, total_loss = 0.029414 \n",
            " total_bbox = 58531, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.845952), count: 6, class_loss = 0.033056, iou_loss = 0.054603, total_loss = 0.087658 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.966792), count: 1, class_loss = 0.090092, iou_loss = 0.000283, total_loss = 0.090375 \n",
            " total_bbox = 58538, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.774889), count: 5, class_loss = 0.062900, iou_loss = 0.125468, total_loss = 0.188368 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.539332), count: 3, class_loss = 0.263045, iou_loss = 0.409909, total_loss = 0.672954 \n",
            " total_bbox = 58546, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.852428), count: 4, class_loss = 0.050907, iou_loss = 0.056239, total_loss = 0.107146 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.807297), count: 3, class_loss = 0.078340, iou_loss = 0.073781, total_loss = 0.152120 \n",
            " total_bbox = 58553, rewritten_bbox = 0.000000 % \n",
            "\n",
            " (next mAP calculation at 1000 iterations) \n",
            " 956: 0.310281, 0.301387 avg loss, 0.000418 rate, 0.560146 seconds, 61184 images, 5.514901 hours left\n",
            "Loaded: 1.214311 seconds - performance bottleneck on CPU or Disk HDD/SSD\n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.765774), count: 7, class_loss = 0.418722, iou_loss = 0.266786, total_loss = 0.685508 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.308394), count: 1, class_loss = 0.176938, iou_loss = 0.347599, total_loss = 0.524536 \n",
            " total_bbox = 58561, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.848932), count: 6, class_loss = 0.244256, iou_loss = 0.107738, total_loss = 0.351994 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.727223), count: 2, class_loss = 0.163927, iou_loss = 0.029012, total_loss = 0.192939 \n",
            " total_bbox = 58569, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.846323), count: 6, class_loss = 0.229060, iou_loss = 0.097150, total_loss = 0.326210 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.679630), count: 2, class_loss = 0.237697, iou_loss = 0.075578, total_loss = 0.313275 \n",
            " total_bbox = 58577, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.827100), count: 4, class_loss = 0.240284, iou_loss = 0.039871, total_loss = 0.280156 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.736356), count: 4, class_loss = 0.142453, iou_loss = 0.142302, total_loss = 0.284756 \n",
            " total_bbox = 58585, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.813272), count: 6, class_loss = 0.131532, iou_loss = 0.099603, total_loss = 0.231135 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.729298), count: 2, class_loss = 0.104437, iou_loss = 0.086814, total_loss = 0.191251 \n",
            " total_bbox = 58593, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.795233), count: 7, class_loss = 0.150281, iou_loss = 0.157523, total_loss = 0.307804 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.879681), count: 1, class_loss = 0.097692, iou_loss = 0.002997, total_loss = 0.100689 \n",
            " total_bbox = 58601, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.754316), count: 6, class_loss = 0.295806, iou_loss = 0.126223, total_loss = 0.422029 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.649495), count: 2, class_loss = 0.173909, iou_loss = 0.107410, total_loss = 0.281319 \n",
            " total_bbox = 58608, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.856780), count: 6, class_loss = 0.036870, iou_loss = 0.089948, total_loss = 0.126819 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.750621), count: 2, class_loss = 0.158461, iou_loss = 0.037477, total_loss = 0.195938 \n",
            " total_bbox = 58616, rewritten_bbox = 0.000000 % \n",
            "\n",
            " (next mAP calculation at 1000 iterations) \n",
            " 957: 0.301022, 0.301351 avg loss, 0.000419 rate, 0.552264 seconds, 61248 images, 5.512373 hours left\n",
            "Loaded: 1.176765 seconds - performance bottleneck on CPU or Disk HDD/SSD\n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.850163), count: 6, class_loss = 0.265378, iou_loss = 0.076301, total_loss = 0.341680 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.764535), count: 2, class_loss = 0.348384, iou_loss = 0.040434, total_loss = 0.388819 \n",
            " total_bbox = 58624, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.846693), count: 7, class_loss = 0.213447, iou_loss = 0.113456, total_loss = 0.326902 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.873034), count: 1, class_loss = 0.006212, iou_loss = 0.007214, total_loss = 0.013426 \n",
            " total_bbox = 58632, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.846820), count: 8, class_loss = 0.521254, iou_loss = 0.093959, total_loss = 0.615213 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.000000), count: 1, class_loss = 0.000011, iou_loss = 0.000000, total_loss = 0.000011 \n",
            " total_bbox = 58640, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.804273), count: 8, class_loss = 0.304175, iou_loss = 0.122915, total_loss = 0.427090 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.000000), count: 1, class_loss = 0.021152, iou_loss = 0.000000, total_loss = 0.021152 \n",
            " total_bbox = 58648, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.788403), count: 7, class_loss = 0.200275, iou_loss = 0.115547, total_loss = 0.315823 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.785554), count: 1, class_loss = 0.122590, iou_loss = 0.010455, total_loss = 0.133045 \n",
            " total_bbox = 58656, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.730103), count: 7, class_loss = 0.442535, iou_loss = 0.323317, total_loss = 0.765852 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.822759), count: 1, class_loss = 0.015140, iou_loss = 0.009230, total_loss = 0.024371 \n",
            " total_bbox = 58664, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.717560), count: 7, class_loss = 0.431420, iou_loss = 0.404866, total_loss = 0.836286 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.573181), count: 1, class_loss = 0.058769, iou_loss = 0.054201, total_loss = 0.112971 \n",
            " total_bbox = 58672, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.806294), count: 3, class_loss = 0.014495, iou_loss = 0.053036, total_loss = 0.067531 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.692632), count: 4, class_loss = 0.437943, iou_loss = 0.161593, total_loss = 0.599536 \n",
            " total_bbox = 58679, rewritten_bbox = 0.000000 % \n",
            "\n",
            " (next mAP calculation at 1000 iterations) \n",
            " 958: 0.311857, 0.302401 avg loss, 0.000421 rate, 0.583832 seconds, 61312 images, 5.511440 hours left\n",
            "Loaded: 1.205832 seconds - performance bottleneck on CPU or Disk HDD/SSD\n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.816783), count: 7, class_loss = 0.384666, iou_loss = 0.131832, total_loss = 0.516497 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.826238), count: 1, class_loss = 0.003829, iou_loss = 0.005779, total_loss = 0.009609 \n",
            " total_bbox = 58687, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.852337), count: 5, class_loss = 0.040981, iou_loss = 0.060654, total_loss = 0.101635 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.747280), count: 2, class_loss = 0.134399, iou_loss = 0.047301, total_loss = 0.181700 \n",
            " total_bbox = 58694, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.828751), count: 3, class_loss = 0.014698, iou_loss = 0.048736, total_loss = 0.063434 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.720675), count: 5, class_loss = 0.361201, iou_loss = 0.220475, total_loss = 0.581676 \n",
            " total_bbox = 58702, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.773202), count: 5, class_loss = 0.337049, iou_loss = 0.090180, total_loss = 0.427229 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.730958), count: 3, class_loss = 0.109369, iou_loss = 0.116075, total_loss = 0.225444 \n",
            " total_bbox = 58710, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.793582), count: 6, class_loss = 0.242555, iou_loss = 0.149594, total_loss = 0.392148 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.481685), count: 1, class_loss = 0.139973, iou_loss = 0.054145, total_loss = 0.194118 \n",
            " total_bbox = 58717, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.787684), count: 4, class_loss = 0.224851, iou_loss = 0.073694, total_loss = 0.298545 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.693899), count: 4, class_loss = 0.220974, iou_loss = 0.218945, total_loss = 0.439920 \n",
            " total_bbox = 58725, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.833229), count: 7, class_loss = 0.230115, iou_loss = 0.074131, total_loss = 0.304245 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.562216), count: 1, class_loss = 0.154777, iou_loss = 0.066513, total_loss = 0.221289 \n",
            " total_bbox = 58733, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.735344), count: 7, class_loss = 0.557426, iou_loss = 0.205673, total_loss = 0.763099 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.759205), count: 1, class_loss = 0.046647, iou_loss = 0.014154, total_loss = 0.060801 \n",
            " total_bbox = 58741, rewritten_bbox = 0.000000 % \n",
            "\n",
            " (next mAP calculation at 1000 iterations) \n",
            " 959: 0.298837, 0.302045 avg loss, 0.000423 rate, 0.576110 seconds, 61376 images, 5.510327 hours left\n",
            "Loaded: 1.137909 seconds - performance bottleneck on CPU or Disk HDD/SSD\n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.804742), count: 6, class_loss = 0.126898, iou_loss = 0.112493, total_loss = 0.239390 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.533967), count: 2, class_loss = 0.243549, iou_loss = 0.156463, total_loss = 0.400011 \n",
            " total_bbox = 58749, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.767024), count: 6, class_loss = 0.243390, iou_loss = 0.128297, total_loss = 0.371687 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.779741), count: 1, class_loss = 0.125080, iou_loss = 0.018099, total_loss = 0.143179 \n",
            " total_bbox = 58756, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.828673), count: 6, class_loss = 0.326241, iou_loss = 0.117878, total_loss = 0.444120 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.850741), count: 1, class_loss = 0.091292, iou_loss = 0.018072, total_loss = 0.109364 \n",
            " total_bbox = 58763, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.732172), count: 7, class_loss = 0.456445, iou_loss = 0.146931, total_loss = 0.603376 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.712077), count: 1, class_loss = 0.059248, iou_loss = 0.021989, total_loss = 0.081236 \n",
            " total_bbox = 58771, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.772202), count: 6, class_loss = 0.143582, iou_loss = 0.126890, total_loss = 0.270472 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.726442), count: 2, class_loss = 0.192049, iou_loss = 0.057608, total_loss = 0.249657 \n",
            " total_bbox = 58779, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.782066), count: 7, class_loss = 0.297205, iou_loss = 0.145659, total_loss = 0.442864 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.771869), count: 1, class_loss = 0.120403, iou_loss = 0.037545, total_loss = 0.157947 \n",
            " total_bbox = 58787, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.827755), count: 5, class_loss = 0.117734, iou_loss = 0.056935, total_loss = 0.174668 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.836065), count: 2, class_loss = 0.050363, iou_loss = 0.022254, total_loss = 0.072617 \n",
            " total_bbox = 58794, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.796386), count: 5, class_loss = 0.171774, iou_loss = 0.088087, total_loss = 0.259861 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.662061), count: 3, class_loss = 0.153422, iou_loss = 0.115901, total_loss = 0.269322 \n",
            " total_bbox = 58802, rewritten_bbox = 0.000000 % \n",
            "\n",
            " (next mAP calculation at 1000 iterations) \n",
            " 960: 0.268111, 0.298651 avg loss, 0.000425 rate, 0.570382 seconds, 61440 images, 5.509876 hours left\n",
            "Loaded: 1.223020 seconds - performance bottleneck on CPU or Disk HDD/SSD\n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.790431), count: 4, class_loss = 0.289240, iou_loss = 0.066458, total_loss = 0.355698 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.752481), count: 3, class_loss = 0.213793, iou_loss = 0.087921, total_loss = 0.301714 \n",
            " total_bbox = 58809, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.805071), count: 5, class_loss = 0.479776, iou_loss = 0.069924, total_loss = 0.549700 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.853658), count: 2, class_loss = 0.100814, iou_loss = 0.016652, total_loss = 0.117466 \n",
            " total_bbox = 58816, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.778980), count: 6, class_loss = 0.264908, iou_loss = 0.194242, total_loss = 0.459150 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.738842), count: 2, class_loss = 0.143254, iou_loss = 0.055911, total_loss = 0.199165 \n",
            " total_bbox = 58824, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.788934), count: 6, class_loss = 0.445541, iou_loss = 0.158896, total_loss = 0.604437 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.658051), count: 2, class_loss = 0.298503, iou_loss = 0.088730, total_loss = 0.387232 \n",
            " total_bbox = 58832, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.822898), count: 6, class_loss = 0.354323, iou_loss = 0.077746, total_loss = 0.432069 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.651521), count: 1, class_loss = 0.120887, iou_loss = 0.028893, total_loss = 0.149781 \n",
            " total_bbox = 58839, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.854764), count: 6, class_loss = 0.038374, iou_loss = 0.065822, total_loss = 0.104196 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.523471), count: 2, class_loss = 0.207518, iou_loss = 0.173914, total_loss = 0.381432 \n",
            " total_bbox = 58847, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.818747), count: 6, class_loss = 0.218988, iou_loss = 0.111596, total_loss = 0.330584 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.678068), count: 2, class_loss = 0.185557, iou_loss = 0.125117, total_loss = 0.310674 \n",
            " total_bbox = 58855, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.805195), count: 6, class_loss = 0.018837, iou_loss = 0.108939, total_loss = 0.127775 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.500533), count: 2, class_loss = 0.243789, iou_loss = 0.134180, total_loss = 0.377970 \n",
            " total_bbox = 58863, rewritten_bbox = 0.000000 % \n",
            "\n",
            " (next mAP calculation at 1000 iterations) \n",
            " 961: 0.324315, 0.301218 avg loss, 0.000426 rate, 0.576075 seconds, 61504 images, 5.507165 hours left\n",
            "Loaded: 1.221198 seconds - performance bottleneck on CPU or Disk HDD/SSD\n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.771325), count: 7, class_loss = 0.501284, iou_loss = 0.167460, total_loss = 0.668744 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.512136), count: 1, class_loss = 0.134206, iou_loss = 0.107305, total_loss = 0.241511 \n",
            " total_bbox = 58871, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.777920), count: 8, class_loss = 0.688859, iou_loss = 0.265022, total_loss = 0.953881 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.000000), count: 1, class_loss = 0.000615, iou_loss = 0.000000, total_loss = 0.000615 \n",
            " total_bbox = 58879, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.808882), count: 5, class_loss = 0.193558, iou_loss = 0.148346, total_loss = 0.341903 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.000000), count: 1, class_loss = 0.005359, iou_loss = 0.000000, total_loss = 0.005359 \n",
            " total_bbox = 58884, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.840403), count: 7, class_loss = 0.214846, iou_loss = 0.081820, total_loss = 0.296666 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.000000), count: 1, class_loss = 0.000032, iou_loss = 0.000000, total_loss = 0.000032 \n",
            " total_bbox = 58891, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.836731), count: 6, class_loss = 0.272719, iou_loss = 0.108708, total_loss = 0.381427 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.737900), count: 2, class_loss = 0.129163, iou_loss = 0.039602, total_loss = 0.168765 \n",
            " total_bbox = 58899, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.832238), count: 4, class_loss = 0.050362, iou_loss = 0.036427, total_loss = 0.086789 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.611179), count: 4, class_loss = 0.303378, iou_loss = 0.271823, total_loss = 0.575201 \n",
            " total_bbox = 58907, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.846576), count: 7, class_loss = 0.088900, iou_loss = 0.076790, total_loss = 0.165690 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.700240), count: 1, class_loss = 0.060604, iou_loss = 0.035996, total_loss = 0.096600 \n",
            " total_bbox = 58915, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.818302), count: 7, class_loss = 0.041415, iou_loss = 0.096949, total_loss = 0.138364 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.000000), count: 1, class_loss = 0.000484, iou_loss = 0.000000, total_loss = 0.000484 \n",
            " total_bbox = 58922, rewritten_bbox = 0.000000 % \n",
            "\n",
            " (next mAP calculation at 1000 iterations) \n",
            " 962: 0.257627, 0.296859 avg loss, 0.000428 rate, 0.613144 seconds, 61568 images, 5.507261 hours left\n",
            "Loaded: 1.221830 seconds - performance bottleneck on CPU or Disk HDD/SSD\n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.820733), count: 4, class_loss = 0.074479, iou_loss = 0.095158, total_loss = 0.169637 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.760779), count: 3, class_loss = 0.294222, iou_loss = 0.079188, total_loss = 0.373410 \n",
            " total_bbox = 58929, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.772466), count: 7, class_loss = 0.371184, iou_loss = 0.522174, total_loss = 0.893359 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.000000), count: 1, class_loss = 0.180843, iou_loss = 0.083508, total_loss = 0.264350 \n",
            " total_bbox = 58937, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.783510), count: 5, class_loss = 0.257279, iou_loss = 0.121553, total_loss = 0.378833 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.695948), count: 2, class_loss = 0.036816, iou_loss = 0.074317, total_loss = 0.111132 \n",
            " total_bbox = 58944, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.702668), count: 5, class_loss = 0.346768, iou_loss = 0.199307, total_loss = 0.546075 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.754327), count: 3, class_loss = 0.281059, iou_loss = 0.082637, total_loss = 0.363696 \n",
            " total_bbox = 58952, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.797093), count: 5, class_loss = 0.230752, iou_loss = 0.094423, total_loss = 0.325175 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.620157), count: 3, class_loss = 0.410178, iou_loss = 0.109204, total_loss = 0.519381 \n",
            " total_bbox = 58960, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.816113), count: 7, class_loss = 0.332405, iou_loss = 0.115353, total_loss = 0.447758 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.740652), count: 1, class_loss = 0.058587, iou_loss = 0.028707, total_loss = 0.087295 \n",
            " total_bbox = 58968, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.754063), count: 5, class_loss = 0.187619, iou_loss = 0.119708, total_loss = 0.307328 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.717804), count: 3, class_loss = 0.170657, iou_loss = 0.102687, total_loss = 0.273344 \n",
            " total_bbox = 58976, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.764369), count: 6, class_loss = 0.406629, iou_loss = 0.111521, total_loss = 0.518150 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.654863), count: 2, class_loss = 0.122175, iou_loss = 0.116405, total_loss = 0.238580 \n",
            " total_bbox = 58984, rewritten_bbox = 0.000000 % \n",
            "\n",
            " (next mAP calculation at 1000 iterations) \n",
            " 963: 0.363594, 0.303532 avg loss, 0.000430 rate, 0.546335 seconds, 61632 images, 5.508432 hours left\n",
            "Loaded: 1.219364 seconds - performance bottleneck on CPU or Disk HDD/SSD\n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.848615), count: 6, class_loss = 0.086462, iou_loss = 0.053387, total_loss = 0.139849 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.632873), count: 2, class_loss = 0.106117, iou_loss = 0.102487, total_loss = 0.208604 \n",
            " total_bbox = 58992, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.822369), count: 7, class_loss = 0.321593, iou_loss = 0.176497, total_loss = 0.498089 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.500671), count: 1, class_loss = 0.097841, iou_loss = 0.059028, total_loss = 0.156868 \n",
            " total_bbox = 59000, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.762465), count: 8, class_loss = 0.452325, iou_loss = 0.184739, total_loss = 0.637064 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.000000), count: 1, class_loss = 0.000293, iou_loss = 0.000000, total_loss = 0.000293 \n",
            " total_bbox = 59008, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.845775), count: 6, class_loss = 0.126117, iou_loss = 0.096995, total_loss = 0.223112 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.755025), count: 2, class_loss = 0.130358, iou_loss = 0.044654, total_loss = 0.175012 \n",
            " total_bbox = 59016, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.774085), count: 7, class_loss = 0.394297, iou_loss = 0.140105, total_loss = 0.534402 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.666172), count: 1, class_loss = 0.217813, iou_loss = 0.070888, total_loss = 0.288700 \n",
            " total_bbox = 59024, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.826778), count: 7, class_loss = 0.260213, iou_loss = 0.155318, total_loss = 0.415531 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.687975), count: 1, class_loss = 0.013808, iou_loss = 0.034444, total_loss = 0.048252 \n",
            " total_bbox = 59032, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.764497), count: 4, class_loss = 0.161778, iou_loss = 0.208077, total_loss = 0.369855 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.750228), count: 4, class_loss = 0.132987, iou_loss = 0.130049, total_loss = 0.263036 \n",
            " total_bbox = 59040, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.807375), count: 4, class_loss = 0.210008, iou_loss = 0.078197, total_loss = 0.288205 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.731278), count: 3, class_loss = 0.047991, iou_loss = 0.082535, total_loss = 0.130525 \n",
            " total_bbox = 59047, rewritten_bbox = 0.000000 % \n",
            "\n",
            " (next mAP calculation at 1000 iterations) \n",
            " 964: 0.273587, 0.300538 avg loss, 0.000432 rate, 0.536424 seconds, 61696 images, 5.507557 hours left\n",
            "\n",
            " Wrong annotation: class_id = 15. But class_id should be [from 0 to 4], file: small_dataset/4861.txt \n",
            "Loaded: 1.391625 seconds - performance bottleneck on CPU or Disk HDD/SSD\n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.816050), count: 5, class_loss = 0.108396, iou_loss = 0.093171, total_loss = 0.201567 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.783326), count: 2, class_loss = 0.184623, iou_loss = 0.045444, total_loss = 0.230066 \n",
            " total_bbox = 59054, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.778801), count: 7, class_loss = 0.386575, iou_loss = 0.162700, total_loss = 0.549275 \n",
            "\n",
            " Wrong annotation: class_id = 15. But class_id should be [from 0 to 4], file: small_dataset/4861.txt \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.000000), count: 1, class_loss = 0.000321, iou_loss = 0.000000, total_loss = 0.000321 \n",
            " total_bbox = 59061, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.793696), count: 7, class_loss = 0.215808, iou_loss = 0.170202, total_loss = 0.386010 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.269309), count: 1, class_loss = 0.120693, iou_loss = 0.174005, total_loss = 0.294698 \n",
            " total_bbox = 59069, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.812287), count: 6, class_loss = 0.229250, iou_loss = 0.126167, total_loss = 0.355417 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.723835), count: 2, class_loss = 0.033126, iou_loss = 0.071015, total_loss = 0.104140 \n",
            " total_bbox = 59077, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.819850), count: 5, class_loss = 0.208805, iou_loss = 0.089577, total_loss = 0.298382 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.000000), count: 1, class_loss = 0.000056, iou_loss = 0.000000, total_loss = 0.000056 \n",
            " total_bbox = 59082, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.827875), count: 5, class_loss = 0.177768, iou_loss = 0.054816, total_loss = 0.232584 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.653558), count: 3, class_loss = 0.335760, iou_loss = 0.109016, total_loss = 0.444776 \n",
            " total_bbox = 59090, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.835450), count: 7, class_loss = 0.133027, iou_loss = 0.101052, total_loss = 0.234080 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.705578), count: 1, class_loss = 0.134728, iou_loss = 0.021487, total_loss = 0.156214 \n",
            " total_bbox = 59098, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.822125), count: 7, class_loss = 0.277459, iou_loss = 0.111726, total_loss = 0.389185 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.709258), count: 1, class_loss = 0.010944, iou_loss = 0.026733, total_loss = 0.037677 \n",
            " total_bbox = 59106, rewritten_bbox = 0.000000 % \n",
            "\n",
            " (next mAP calculation at 1000 iterations) \n",
            " 965: 0.244653, 0.294949 avg loss, 0.000434 rate, 0.652885 seconds, 61760 images, 5.506306 hours left\n",
            "Loaded: 1.168061 seconds - performance bottleneck on CPU or Disk HDD/SSD\n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.856068), count: 6, class_loss = 0.076123, iou_loss = 0.092572, total_loss = 0.168695 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.757438), count: 1, class_loss = 0.070298, iou_loss = 0.030826, total_loss = 0.101124 \n",
            " total_bbox = 59113, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.783446), count: 6, class_loss = 0.149371, iou_loss = 0.098949, total_loss = 0.248320 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.652197), count: 2, class_loss = 0.139736, iou_loss = 0.103329, total_loss = 0.243065 \n",
            " total_bbox = 59121, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.797990), count: 6, class_loss = 0.034778, iou_loss = 0.074793, total_loss = 0.109571 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.851697), count: 2, class_loss = 0.009194, iou_loss = 0.016841, total_loss = 0.026035 \n",
            " total_bbox = 59129, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.822058), count: 7, class_loss = 0.256454, iou_loss = 0.073669, total_loss = 0.330123 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.745589), count: 1, class_loss = 0.031037, iou_loss = 0.022818, total_loss = 0.053855 \n",
            " total_bbox = 59137, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.829058), count: 7, class_loss = 0.219793, iou_loss = 0.112281, total_loss = 0.332073 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.653408), count: 1, class_loss = 0.048891, iou_loss = 0.031289, total_loss = 0.080180 \n",
            " total_bbox = 59145, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.806290), count: 3, class_loss = 0.019681, iou_loss = 0.046366, total_loss = 0.066047 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.508818), count: 5, class_loss = 0.623112, iou_loss = 0.848194, total_loss = 1.471306 \n",
            " total_bbox = 59153, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.727385), count: 7, class_loss = 0.477584, iou_loss = 0.242025, total_loss = 0.719609 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.595729), count: 1, class_loss = 0.105299, iou_loss = 0.062367, total_loss = 0.167666 \n",
            " total_bbox = 59161, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.814487), count: 7, class_loss = 0.089279, iou_loss = 0.112650, total_loss = 0.201929 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.621334), count: 1, class_loss = 0.107264, iou_loss = 0.063624, total_loss = 0.170888 \n",
            " total_bbox = 59169, rewritten_bbox = 0.000000 % \n",
            "\n",
            " (next mAP calculation at 1000 iterations) \n",
            " 966: 0.280655, 0.293520 avg loss, 0.000435 rate, 0.581573 seconds, 61824 images, 5.513914 hours left\n",
            "Loaded: 1.152163 seconds - performance bottleneck on CPU or Disk HDD/SSD\n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.818253), count: 7, class_loss = 0.184565, iou_loss = 0.111533, total_loss = 0.296098 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.678109), count: 1, class_loss = 0.125094, iou_loss = 0.042070, total_loss = 0.167164 \n",
            " total_bbox = 59177, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.801345), count: 7, class_loss = 0.272054, iou_loss = 0.208513, total_loss = 0.480567 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.719317), count: 1, class_loss = 0.082259, iou_loss = 0.034919, total_loss = 0.117178 \n",
            " total_bbox = 59185, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.821052), count: 5, class_loss = 0.180134, iou_loss = 0.062636, total_loss = 0.242770 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.685028), count: 2, class_loss = 0.229828, iou_loss = 0.061369, total_loss = 0.291197 \n",
            " total_bbox = 59192, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.814221), count: 4, class_loss = 0.084778, iou_loss = 0.120210, total_loss = 0.204988 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.746209), count: 3, class_loss = 0.310026, iou_loss = 0.060551, total_loss = 0.370577 \n",
            " total_bbox = 59199, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.754945), count: 5, class_loss = 0.330960, iou_loss = 0.238092, total_loss = 0.569052 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.826439), count: 3, class_loss = 0.137753, iou_loss = 0.060902, total_loss = 0.198656 \n",
            " total_bbox = 59207, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.791416), count: 8, class_loss = 0.414121, iou_loss = 0.165674, total_loss = 0.579795 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.000000), count: 1, class_loss = 0.004115, iou_loss = 0.000000, total_loss = 0.004115 \n",
            " total_bbox = 59215, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.811805), count: 7, class_loss = 0.131780, iou_loss = 0.090758, total_loss = 0.222538 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.000000), count: 1, class_loss = 0.012897, iou_loss = 0.000000, total_loss = 0.012897 \n",
            " total_bbox = 59222, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.884388), count: 6, class_loss = 0.177685, iou_loss = 0.077669, total_loss = 0.255354 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.718460), count: 2, class_loss = 0.130779, iou_loss = 0.097907, total_loss = 0.228686 \n",
            " total_bbox = 59230, rewritten_bbox = 0.000000 % \n",
            "\n",
            " (next mAP calculation at 1000 iterations) \n",
            " 967: 0.265102, 0.290678 avg loss, 0.000437 rate, 0.550770 seconds, 61888 images, 5.512401 hours left\n",
            "Loaded: 1.278043 seconds - performance bottleneck on CPU or Disk HDD/SSD\n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.775109), count: 6, class_loss = 0.218529, iou_loss = 0.114559, total_loss = 0.333087 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.735368), count: 1, class_loss = 0.000209, iou_loss = 0.041725, total_loss = 0.041934 \n",
            " total_bbox = 59237, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.796676), count: 5, class_loss = 0.102816, iou_loss = 0.116017, total_loss = 0.218833 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.336713), count: 2, class_loss = 0.236528, iou_loss = 0.158862, total_loss = 0.395390 \n",
            " total_bbox = 59244, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.801495), count: 7, class_loss = 0.145053, iou_loss = 0.177898, total_loss = 0.322951 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.782968), count: 1, class_loss = 0.029356, iou_loss = 0.016295, total_loss = 0.045651 \n",
            " total_bbox = 59252, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.821922), count: 6, class_loss = 0.143763, iou_loss = 0.092864, total_loss = 0.236628 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.711443), count: 1, class_loss = 0.199592, iou_loss = 0.043479, total_loss = 0.243070 \n",
            " total_bbox = 59259, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.796773), count: 6, class_loss = 0.209586, iou_loss = 0.200583, total_loss = 0.410169 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.422070), count: 2, class_loss = 0.140024, iou_loss = 0.433131, total_loss = 0.573154 \n",
            " total_bbox = 59267, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.826896), count: 6, class_loss = 0.326451, iou_loss = 0.127112, total_loss = 0.453564 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.692004), count: 2, class_loss = 0.185407, iou_loss = 0.064649, total_loss = 0.250056 \n",
            " total_bbox = 59275, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.723316), count: 4, class_loss = 0.199776, iou_loss = 0.124826, total_loss = 0.324602 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.709522), count: 4, class_loss = 0.348276, iou_loss = 0.144399, total_loss = 0.492675 \n",
            " total_bbox = 59283, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.740951), count: 6, class_loss = 0.297040, iou_loss = 0.229988, total_loss = 0.527028 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.743501), count: 2, class_loss = 0.223526, iou_loss = 0.058675, total_loss = 0.282201 \n",
            " total_bbox = 59291, rewritten_bbox = 0.000000 % \n",
            "\n",
            " (next mAP calculation at 1000 iterations) \n",
            " 968: 0.321937, 0.293804 avg loss, 0.000439 rate, 0.564082 seconds, 61952 images, 5.509468 hours left\n",
            "Loaded: 1.142233 seconds - performance bottleneck on CPU or Disk HDD/SSD\n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.835565), count: 7, class_loss = 0.106443, iou_loss = 0.069497, total_loss = 0.175940 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.592456), count: 1, class_loss = 0.125001, iou_loss = 0.096081, total_loss = 0.221082 \n",
            " total_bbox = 59299, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.785124), count: 6, class_loss = 0.485886, iou_loss = 0.158617, total_loss = 0.644503 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.831241), count: 2, class_loss = 0.122008, iou_loss = 0.067690, total_loss = 0.189698 \n",
            " total_bbox = 59307, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.776647), count: 6, class_loss = 0.200860, iou_loss = 0.159989, total_loss = 0.360849 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.675373), count: 1, class_loss = 0.037931, iou_loss = 0.037678, total_loss = 0.075609 \n",
            " total_bbox = 59314, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.813078), count: 4, class_loss = 0.248774, iou_loss = 0.053849, total_loss = 0.302623 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.628249), count: 2, class_loss = 0.102342, iou_loss = 0.144870, total_loss = 0.247213 \n",
            " total_bbox = 59320, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.834757), count: 8, class_loss = 0.230984, iou_loss = 0.118008, total_loss = 0.348993 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.000000), count: 1, class_loss = 0.000078, iou_loss = 0.000000, total_loss = 0.000078 \n",
            " total_bbox = 59328, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.834778), count: 7, class_loss = 0.132112, iou_loss = 0.117994, total_loss = 0.250106 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.732826), count: 1, class_loss = 0.104053, iou_loss = 0.031707, total_loss = 0.135760 \n",
            " total_bbox = 59336, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.803744), count: 5, class_loss = 0.180180, iou_loss = 0.088921, total_loss = 0.269101 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.673857), count: 3, class_loss = 0.141641, iou_loss = 0.080219, total_loss = 0.221859 \n",
            " total_bbox = 59344, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.766065), count: 7, class_loss = 0.525893, iou_loss = 0.169797, total_loss = 0.695690 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.577671), count: 1, class_loss = 0.190928, iou_loss = 0.086070, total_loss = 0.276997 \n",
            " total_bbox = 59352, rewritten_bbox = 0.000000 % \n",
            "\n",
            " (next mAP calculation at 1000 iterations) \n",
            " 969: 0.276006, 0.292024 avg loss, 0.000441 rate, 0.532148 seconds, 62016 images, 5.510825 hours left\n",
            "Loaded: 1.276672 seconds - performance bottleneck on CPU or Disk HDD/SSD\n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.770527), count: 4, class_loss = 0.235040, iou_loss = 0.102839, total_loss = 0.337879 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.575696), count: 4, class_loss = 0.272733, iou_loss = 0.339425, total_loss = 0.612158 \n",
            " total_bbox = 59360, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.801779), count: 6, class_loss = 0.395974, iou_loss = 0.244094, total_loss = 0.640068 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.693545), count: 2, class_loss = 0.269433, iou_loss = 0.058024, total_loss = 0.327457 \n",
            " total_bbox = 59368, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.832933), count: 4, class_loss = 0.201197, iou_loss = 0.095339, total_loss = 0.296535 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.686935), count: 4, class_loss = 0.471755, iou_loss = 0.100555, total_loss = 0.572309 \n",
            " total_bbox = 59376, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.733610), count: 7, class_loss = 0.100665, iou_loss = 0.187832, total_loss = 0.288497 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.893982), count: 1, class_loss = 0.081053, iou_loss = 0.006561, total_loss = 0.087614 \n",
            " total_bbox = 59384, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.779161), count: 5, class_loss = 0.352503, iou_loss = 0.088749, total_loss = 0.441252 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.545853), count: 2, class_loss = 0.174669, iou_loss = 0.250165, total_loss = 0.424835 \n",
            " total_bbox = 59391, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.742777), count: 4, class_loss = 0.220075, iou_loss = 0.120708, total_loss = 0.340784 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.709542), count: 4, class_loss = 0.219838, iou_loss = 0.124808, total_loss = 0.344645 \n",
            " total_bbox = 59399, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.759989), count: 6, class_loss = 0.276730, iou_loss = 0.149640, total_loss = 0.426370 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.682503), count: 2, class_loss = 0.289402, iou_loss = 0.092566, total_loss = 0.381968 \n",
            " total_bbox = 59407, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.782831), count: 6, class_loss = 0.502338, iou_loss = 0.127490, total_loss = 0.629828 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.708345), count: 2, class_loss = 0.078625, iou_loss = 0.062713, total_loss = 0.141338 \n",
            " total_bbox = 59415, rewritten_bbox = 0.000000 % \n",
            "\n",
            " (next mAP calculation at 1000 iterations) \n",
            " 970: 0.393346, 0.302156 avg loss, 0.000443 rate, 0.540714 seconds, 62080 images, 5.507023 hours left\n",
            "Loaded: 1.263883 seconds - performance bottleneck on CPU or Disk HDD/SSD\n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.817742), count: 7, class_loss = 0.266293, iou_loss = 0.136611, total_loss = 0.402904 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.562618), count: 1, class_loss = 0.100133, iou_loss = 0.091101, total_loss = 0.191233 \n",
            " total_bbox = 59423, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.853807), count: 6, class_loss = 0.245738, iou_loss = 0.071747, total_loss = 0.317485 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.674653), count: 2, class_loss = 0.185454, iou_loss = 0.066860, total_loss = 0.252315 \n",
            " total_bbox = 59431, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.826767), count: 7, class_loss = 0.364472, iou_loss = 0.137908, total_loss = 0.502380 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.715510), count: 1, class_loss = 0.126112, iou_loss = 0.023384, total_loss = 0.149496 \n",
            " total_bbox = 59439, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.832500), count: 5, class_loss = 0.013068, iou_loss = 0.083774, total_loss = 0.096842 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.711822), count: 3, class_loss = 0.257480, iou_loss = 0.149508, total_loss = 0.406988 \n",
            " total_bbox = 59447, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.844479), count: 7, class_loss = 0.133469, iou_loss = 0.068504, total_loss = 0.201973 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.000000), count: 1, class_loss = 0.233282, iou_loss = 0.071307, total_loss = 0.304589 \n",
            " total_bbox = 59455, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.745413), count: 6, class_loss = 0.346479, iou_loss = 0.207203, total_loss = 0.553682 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.782157), count: 2, class_loss = 0.122148, iou_loss = 0.028607, total_loss = 0.150755 \n",
            " total_bbox = 59463, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.797644), count: 5, class_loss = 0.435298, iou_loss = 0.140221, total_loss = 0.575519 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.625355), count: 3, class_loss = 0.249536, iou_loss = 0.166576, total_loss = 0.416112 \n",
            " total_bbox = 59471, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.808839), count: 5, class_loss = 0.016250, iou_loss = 0.064444, total_loss = 0.080694 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.696425), count: 3, class_loss = 0.246727, iou_loss = 0.091982, total_loss = 0.338709 \n",
            " total_bbox = 59479, rewritten_bbox = 0.000000 % \n",
            "\n",
            " (next mAP calculation at 1000 iterations) \n",
            " 971: 0.308855, 0.302826 avg loss, 0.000444 rate, 0.554479 seconds, 62144 images, 5.507636 hours left\n",
            "Loaded: 1.205913 seconds - performance bottleneck on CPU or Disk HDD/SSD\n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.784836), count: 5, class_loss = 0.369143, iou_loss = 0.105719, total_loss = 0.474862 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.569569), count: 3, class_loss = 0.291915, iou_loss = 0.367108, total_loss = 0.659023 \n",
            " total_bbox = 59487, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.802562), count: 5, class_loss = 0.079231, iou_loss = 0.075171, total_loss = 0.154401 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.640402), count: 2, class_loss = 0.149824, iou_loss = 0.096416, total_loss = 0.246240 \n",
            " total_bbox = 59494, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.799586), count: 8, class_loss = 0.215129, iou_loss = 0.195987, total_loss = 0.411116 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.000000), count: 1, class_loss = 0.000064, iou_loss = 0.000000, total_loss = 0.000064 \n",
            " total_bbox = 59502, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.763784), count: 4, class_loss = 0.505321, iou_loss = 0.103747, total_loss = 0.609068 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.763139), count: 4, class_loss = 0.197371, iou_loss = 0.071103, total_loss = 0.268474 \n",
            " total_bbox = 59510, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.809899), count: 4, class_loss = 0.146134, iou_loss = 0.070849, total_loss = 0.216984 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.709108), count: 4, class_loss = 0.225311, iou_loss = 0.152430, total_loss = 0.377740 \n",
            " total_bbox = 59518, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.752211), count: 6, class_loss = 0.250141, iou_loss = 0.231870, total_loss = 0.482010 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.630705), count: 2, class_loss = 0.311840, iou_loss = 0.098344, total_loss = 0.410184 \n",
            " total_bbox = 59526, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.746134), count: 6, class_loss = 0.347078, iou_loss = 0.164108, total_loss = 0.511185 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.807672), count: 1, class_loss = 0.168305, iou_loss = 0.012211, total_loss = 0.180516 \n",
            " total_bbox = 59533, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.805997), count: 8, class_loss = 0.315974, iou_loss = 0.169005, total_loss = 0.484979 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.000000), count: 1, class_loss = 0.000185, iou_loss = 0.000000, total_loss = 0.000185 \n",
            " total_bbox = 59541, rewritten_bbox = 0.000000 % \n",
            "\n",
            " (next mAP calculation at 1000 iterations) \n",
            " 972: 0.342940, 0.306838 avg loss, 0.000446 rate, 0.581200 seconds, 62208 images, 5.508267 hours left\n",
            "Loaded: 1.235289 seconds - performance bottleneck on CPU or Disk HDD/SSD\n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.809876), count: 6, class_loss = 0.214186, iou_loss = 0.094937, total_loss = 0.309123 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.572939), count: 1, class_loss = 0.083151, iou_loss = 0.057392, total_loss = 0.140543 \n",
            " total_bbox = 59548, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.878744), count: 5, class_loss = 0.206187, iou_loss = 0.044504, total_loss = 0.250691 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.603106), count: 2, class_loss = 0.134909, iou_loss = 0.159730, total_loss = 0.294639 \n",
            " total_bbox = 59555, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.773627), count: 6, class_loss = 0.506959, iou_loss = 0.156655, total_loss = 0.663614 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.806237), count: 2, class_loss = 0.042030, iou_loss = 0.029524, total_loss = 0.071554 \n",
            " total_bbox = 59563, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.817021), count: 5, class_loss = 0.366596, iou_loss = 0.048810, total_loss = 0.415406 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.679913), count: 3, class_loss = 0.217310, iou_loss = 0.140825, total_loss = 0.358135 \n",
            " total_bbox = 59571, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.847683), count: 5, class_loss = 0.279263, iou_loss = 0.064652, total_loss = 0.343915 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.748606), count: 3, class_loss = 0.350969, iou_loss = 0.135542, total_loss = 0.486512 \n",
            " total_bbox = 59579, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.841280), count: 7, class_loss = 0.089233, iou_loss = 0.094982, total_loss = 0.184215 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.885008), count: 1, class_loss = 0.010618, iou_loss = 0.002955, total_loss = 0.013574 \n",
            " total_bbox = 59587, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.776576), count: 5, class_loss = 0.144237, iou_loss = 0.120127, total_loss = 0.264365 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.636586), count: 3, class_loss = 0.253498, iou_loss = 0.177348, total_loss = 0.430845 \n",
            " total_bbox = 59595, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.814272), count: 5, class_loss = 0.326704, iou_loss = 0.165093, total_loss = 0.491797 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.618075), count: 3, class_loss = 0.141698, iou_loss = 0.160210, total_loss = 0.301908 \n",
            " total_bbox = 59603, rewritten_bbox = 0.000000 % \n",
            "\n",
            " (next mAP calculation at 1000 iterations) \n",
            " 973: 0.313802, 0.307534 avg loss, 0.000448 rate, 0.530406 seconds, 62272 images, 5.507930 hours left\n",
            "Loaded: 1.192302 seconds - performance bottleneck on CPU or Disk HDD/SSD\n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.836795), count: 6, class_loss = 0.387739, iou_loss = 0.091848, total_loss = 0.479587 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.839051), count: 2, class_loss = 0.023711, iou_loss = 0.023672, total_loss = 0.047383 \n",
            " total_bbox = 59611, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.841868), count: 6, class_loss = 0.120948, iou_loss = 0.088592, total_loss = 0.209540 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.678087), count: 1, class_loss = 0.065020, iou_loss = 0.036549, total_loss = 0.101568 \n",
            " total_bbox = 59618, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.785552), count: 7, class_loss = 0.179306, iou_loss = 0.189092, total_loss = 0.368399 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.581784), count: 1, class_loss = 0.040568, iou_loss = 0.055006, total_loss = 0.095573 \n",
            " total_bbox = 59626, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.806448), count: 7, class_loss = 0.234228, iou_loss = 0.125254, total_loss = 0.359482 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.519545), count: 1, class_loss = 0.040381, iou_loss = 0.091799, total_loss = 0.132180 \n",
            " total_bbox = 59634, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.774391), count: 6, class_loss = 0.376721, iou_loss = 0.104603, total_loss = 0.481325 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.410588), count: 1, class_loss = 0.126815, iou_loss = 0.140696, total_loss = 0.267510 \n",
            " total_bbox = 59641, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.852576), count: 6, class_loss = 0.298849, iou_loss = 0.088458, total_loss = 0.387307 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.642764), count: 2, class_loss = 0.185796, iou_loss = 0.062665, total_loss = 0.248461 \n",
            " total_bbox = 59649, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.721343), count: 5, class_loss = 0.209462, iou_loss = 0.147166, total_loss = 0.356628 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.690907), count: 3, class_loss = 0.223608, iou_loss = 0.110733, total_loss = 0.334341 \n",
            " total_bbox = 59657, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.827688), count: 6, class_loss = 0.307750, iou_loss = 0.143805, total_loss = 0.451555 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.719893), count: 2, class_loss = 0.252507, iou_loss = 0.062666, total_loss = 0.315173 \n",
            " total_bbox = 59665, rewritten_bbox = 0.000000 % \n",
            "\n",
            " (next mAP calculation at 1000 iterations) \n",
            " 974: 0.289751, 0.305756 avg loss, 0.000450 rate, 0.558462 seconds, 62336 images, 5.506936 hours left\n",
            "\n",
            " Wrong annotation: class_id = 19. But class_id should be [from 0 to 4], file: small_dataset/6993.txt \n",
            "Loaded: 1.328798 seconds - performance bottleneck on CPU or Disk HDD/SSD\n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.700912), count: 3, class_loss = 0.232617, iou_loss = 0.183905, total_loss = 0.416522 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.701242), count: 4, class_loss = 0.235732, iou_loss = 0.202007, total_loss = 0.437739 \n",
            " total_bbox = 59672, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.784130), count: 6, class_loss = 0.235586, iou_loss = 0.116604, total_loss = 0.352190 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.728298), count: 2, class_loss = 0.095062, iou_loss = 0.056108, total_loss = 0.151169 \n",
            " total_bbox = 59680, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.756328), count: 6, class_loss = 0.556358, iou_loss = 0.116022, total_loss = 0.672380 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.554465), count: 1, class_loss = 0.115686, iou_loss = 0.118551, total_loss = 0.234237 \n",
            " total_bbox = 59687, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.775771), count: 4, class_loss = 0.194066, iou_loss = 0.049648, total_loss = 0.243714 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.492949), count: 3, class_loss = 0.308985, iou_loss = 0.952786, total_loss = 1.261771 \n",
            " total_bbox = 59694, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.862740), count: 6, class_loss = 0.128500, iou_loss = 0.044993, total_loss = 0.173493 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.639604), count: 2, class_loss = 0.230786, iou_loss = 0.101876, total_loss = 0.332663 \n",
            " total_bbox = 59702, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.762357), count: 6, class_loss = 0.382937, iou_loss = 0.253553, total_loss = 0.636491 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.537166), count: 2, class_loss = 0.181166, iou_loss = 0.372514, total_loss = 0.553680 \n",
            " total_bbox = 59710, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.829090), count: 5, class_loss = 0.123128, iou_loss = 0.096583, total_loss = 0.219711 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.741331), count: 3, class_loss = 0.163952, iou_loss = 0.118988, total_loss = 0.282941 \n",
            " total_bbox = 59718, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.817647), count: 6, class_loss = 0.310492, iou_loss = 0.113511, total_loss = 0.424004 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.641269), count: 2, class_loss = 0.081518, iou_loss = 0.095343, total_loss = 0.176861 \n",
            " total_bbox = 59726, rewritten_bbox = 0.000000 % \n",
            "\n",
            " (next mAP calculation at 1000 iterations) \n",
            " 975: 0.410598, 0.316240 avg loss, 0.000452 rate, 0.608861 seconds, 62400 images, 5.505489 hours left\n",
            "Loaded: 1.173253 seconds - performance bottleneck on CPU or Disk HDD/SSD\n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.772405), count: 8, class_loss = 0.430022, iou_loss = 0.174568, total_loss = 0.604590 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.000000), count: 1, class_loss = 0.000906, iou_loss = 0.000000, total_loss = 0.000906 \n",
            " total_bbox = 59734, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.772946), count: 5, class_loss = 0.162030, iou_loss = 0.103544, total_loss = 0.265573 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.749931), count: 3, class_loss = 0.087266, iou_loss = 0.061105, total_loss = 0.148371 \n",
            " total_bbox = 59742, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.753844), count: 6, class_loss = 0.376527, iou_loss = 0.139828, total_loss = 0.516356 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.791982), count: 1, class_loss = 0.004672, iou_loss = 0.008215, total_loss = 0.012887 \n",
            " total_bbox = 59749, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.864726), count: 5, class_loss = 0.012592, iou_loss = 0.040555, total_loss = 0.053147 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.524470), count: 3, class_loss = 0.213913, iou_loss = 0.278620, total_loss = 0.492532 \n",
            " total_bbox = 59757, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.826643), count: 6, class_loss = 0.580679, iou_loss = 0.108247, total_loss = 0.688926 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.463059), count: 2, class_loss = 0.325149, iou_loss = 0.424287, total_loss = 0.749436 \n",
            " total_bbox = 59765, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.763906), count: 6, class_loss = 0.073267, iou_loss = 0.121520, total_loss = 0.194787 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.682958), count: 2, class_loss = 0.115157, iou_loss = 0.084514, total_loss = 0.199671 \n",
            " total_bbox = 59773, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.721648), count: 6, class_loss = 0.373890, iou_loss = 0.581245, total_loss = 0.955135 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.744764), count: 1, class_loss = 0.054358, iou_loss = 0.023126, total_loss = 0.077484 \n",
            " total_bbox = 59780, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.697945), count: 4, class_loss = 0.241047, iou_loss = 0.240848, total_loss = 0.481896 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.728908), count: 3, class_loss = 0.236211, iou_loss = 0.168093, total_loss = 0.404304 \n",
            " total_bbox = 59787, rewritten_bbox = 0.000000 % \n",
            "\n",
            " (next mAP calculation at 1000 iterations) \n",
            " 976: 0.365375, 0.321153 avg loss, 0.000454 rate, 0.551745 seconds, 62464 images, 5.509775 hours left\n",
            "Loaded: 1.265696 seconds - performance bottleneck on CPU or Disk HDD/SSD\n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.790659), count: 4, class_loss = 0.064520, iou_loss = 0.088616, total_loss = 0.153136 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.643413), count: 4, class_loss = 0.400586, iou_loss = 0.196208, total_loss = 0.596794 \n",
            " total_bbox = 59795, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.877805), count: 5, class_loss = 0.337941, iou_loss = 0.043866, total_loss = 0.381806 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.643850), count: 2, class_loss = 0.310012, iou_loss = 0.079814, total_loss = 0.389826 \n",
            " total_bbox = 59802, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.846316), count: 5, class_loss = 0.371905, iou_loss = 0.079736, total_loss = 0.451642 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.685436), count: 3, class_loss = 0.304362, iou_loss = 0.188793, total_loss = 0.493155 \n",
            " total_bbox = 59810, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.857844), count: 4, class_loss = 0.046691, iou_loss = 0.035866, total_loss = 0.082557 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.749843), count: 4, class_loss = 0.215333, iou_loss = 0.094466, total_loss = 0.309799 \n",
            " total_bbox = 59818, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.811326), count: 6, class_loss = 0.236001, iou_loss = 0.086972, total_loss = 0.322973 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.699355), count: 2, class_loss = 0.008134, iou_loss = 0.099768, total_loss = 0.107902 \n",
            " total_bbox = 59826, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.791465), count: 5, class_loss = 0.200883, iou_loss = 0.113713, total_loss = 0.314596 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.722972), count: 3, class_loss = 0.214630, iou_loss = 0.118802, total_loss = 0.333433 \n",
            " total_bbox = 59834, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.752286), count: 5, class_loss = 0.113208, iou_loss = 0.137060, total_loss = 0.250267 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.563320), count: 3, class_loss = 0.237807, iou_loss = 0.319115, total_loss = 0.556922 \n",
            " total_bbox = 59842, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.724099), count: 7, class_loss = 0.516516, iou_loss = 0.310132, total_loss = 0.826648 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.615260), count: 1, class_loss = 0.130565, iou_loss = 0.074824, total_loss = 0.205389 \n",
            " total_bbox = 59850, rewritten_bbox = 0.000000 % \n",
            "\n",
            " (next mAP calculation at 1000 iterations) \n",
            " 977: 0.361053, 0.325143 avg loss, 0.000456 rate, 0.595733 seconds, 62528 images, 5.507501 hours left\n",
            "Loaded: 1.140966 seconds - performance bottleneck on CPU or Disk HDD/SSD\n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.840514), count: 7, class_loss = 0.031692, iou_loss = 0.130541, total_loss = 0.162233 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.000000), count: 1, class_loss = 0.000174, iou_loss = 0.000000, total_loss = 0.000174 \n",
            " total_bbox = 59857, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.812543), count: 6, class_loss = 0.087578, iou_loss = 0.105457, total_loss = 0.193034 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.686238), count: 2, class_loss = 0.057653, iou_loss = 0.084034, total_loss = 0.141687 \n",
            " total_bbox = 59865, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.843468), count: 5, class_loss = 0.168819, iou_loss = 0.083625, total_loss = 0.252444 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.641844), count: 3, class_loss = 0.194684, iou_loss = 0.136577, total_loss = 0.331261 \n",
            " total_bbox = 59873, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.848908), count: 6, class_loss = 0.224984, iou_loss = 0.112185, total_loss = 0.337170 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.756245), count: 2, class_loss = 0.052317, iou_loss = 0.040438, total_loss = 0.092755 \n",
            " total_bbox = 59881, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.819083), count: 6, class_loss = 0.300761, iou_loss = 0.056281, total_loss = 0.357043 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.849698), count: 2, class_loss = 0.092194, iou_loss = 0.024869, total_loss = 0.117064 \n",
            " total_bbox = 59889, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.807426), count: 6, class_loss = 0.369725, iou_loss = 0.086229, total_loss = 0.455954 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.584966), count: 2, class_loss = 0.220992, iou_loss = 0.206227, total_loss = 0.427219 \n",
            " total_bbox = 59897, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.841697), count: 6, class_loss = 0.274076, iou_loss = 0.093340, total_loss = 0.367416 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.443506), count: 1, class_loss = 0.124828, iou_loss = 0.150173, total_loss = 0.275000 \n",
            " total_bbox = 59904, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.842610), count: 8, class_loss = 0.162927, iou_loss = 0.083904, total_loss = 0.246831 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.000000), count: 1, class_loss = 0.004890, iou_loss = 0.000000, total_loss = 0.004890 \n",
            " total_bbox = 59912, rewritten_bbox = 0.000000 % \n",
            "\n",
            " (next mAP calculation at 1000 iterations) \n",
            " 978: 0.235136, 0.316143 avg loss, 0.000457 rate, 0.542003 seconds, 62592 images, 5.509422 hours left\n",
            "Loaded: 1.197295 seconds - performance bottleneck on CPU or Disk HDD/SSD\n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.846755), count: 3, class_loss = 0.324523, iou_loss = 0.028752, total_loss = 0.353274 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.774768), count: 3, class_loss = 0.195521, iou_loss = 0.081247, total_loss = 0.276768 \n",
            " total_bbox = 59918, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.849730), count: 7, class_loss = 0.148426, iou_loss = 0.079780, total_loss = 0.228206 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.856801), count: 1, class_loss = 0.048295, iou_loss = 0.006396, total_loss = 0.054691 \n",
            " total_bbox = 59926, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.798557), count: 5, class_loss = 0.353737, iou_loss = 0.087595, total_loss = 0.441332 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.802476), count: 3, class_loss = 0.072311, iou_loss = 0.042545, total_loss = 0.114856 \n",
            " total_bbox = 59934, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.720547), count: 6, class_loss = 0.348870, iou_loss = 0.251282, total_loss = 0.600152 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.859682), count: 2, class_loss = 0.070450, iou_loss = 0.016002, total_loss = 0.086452 \n",
            " total_bbox = 59942, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.792746), count: 6, class_loss = 0.203897, iou_loss = 0.091957, total_loss = 0.295854 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.611164), count: 1, class_loss = 0.158296, iou_loss = 0.108070, total_loss = 0.266366 \n",
            " total_bbox = 59949, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.826185), count: 6, class_loss = 0.336315, iou_loss = 0.077259, total_loss = 0.413573 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.561592), count: 1, class_loss = 0.107916, iou_loss = 0.090533, total_loss = 0.198449 \n",
            " total_bbox = 59956, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.805077), count: 6, class_loss = 0.304965, iou_loss = 0.130990, total_loss = 0.435954 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.818202), count: 2, class_loss = 0.126671, iou_loss = 0.022888, total_loss = 0.149559 \n",
            " total_bbox = 59964, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.778174), count: 5, class_loss = 0.288399, iou_loss = 0.125205, total_loss = 0.413604 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.773131), count: 3, class_loss = 0.040416, iou_loss = 0.076881, total_loss = 0.117297 \n",
            " total_bbox = 59972, rewritten_bbox = 0.000000 % \n",
            "\n",
            " (next mAP calculation at 1000 iterations) \n",
            " 979: 0.277899, 0.312318 avg loss, 0.000459 rate, 0.559183 seconds, 62656 images, 5.505855 hours left\n",
            "Loaded: 1.166346 seconds - performance bottleneck on CPU or Disk HDD/SSD\n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.779754), count: 6, class_loss = 0.372790, iou_loss = 0.112935, total_loss = 0.485724 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.467236), count: 1, class_loss = 0.117469, iou_loss = 0.147208, total_loss = 0.264678 \n",
            " total_bbox = 59979, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.789161), count: 6, class_loss = 0.362300, iou_loss = 0.165520, total_loss = 0.527821 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.533465), count: 2, class_loss = 0.172713, iou_loss = 0.125008, total_loss = 0.297720 \n",
            " total_bbox = 59987, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.825768), count: 6, class_loss = 0.359929, iou_loss = 0.076616, total_loss = 0.436545 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.729550), count: 2, class_loss = 0.145720, iou_loss = 0.044027, total_loss = 0.189746 \n",
            " total_bbox = 59995, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.742311), count: 8, class_loss = 0.470856, iou_loss = 0.194019, total_loss = 0.664875 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.000000), count: 1, class_loss = 0.006833, iou_loss = 0.000000, total_loss = 0.006833 \n",
            " total_bbox = 60003, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.754953), count: 6, class_loss = 0.269994, iou_loss = 0.207959, total_loss = 0.477954 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.777666), count: 2, class_loss = 0.051645, iou_loss = 0.039989, total_loss = 0.091634 \n",
            " total_bbox = 60011, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.781965), count: 7, class_loss = 0.226926, iou_loss = 0.128141, total_loss = 0.355067 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.609635), count: 1, class_loss = 0.141887, iou_loss = 0.077410, total_loss = 0.219297 \n",
            " total_bbox = 60019, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.820280), count: 6, class_loss = 0.334359, iou_loss = 0.100811, total_loss = 0.435170 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.836357), count: 2, class_loss = 0.078300, iou_loss = 0.017986, total_loss = 0.096286 \n",
            " total_bbox = 60027, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.804775), count: 6, class_loss = 0.172714, iou_loss = 0.124117, total_loss = 0.296831 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.625583), count: 1, class_loss = 0.120955, iou_loss = 0.037440, total_loss = 0.158395 \n",
            " total_bbox = 60034, rewritten_bbox = 0.000000 % \n",
            "\n",
            " (next mAP calculation at 1000 iterations) \n",
            " 980: 0.312786, 0.312365 avg loss, 0.000461 rate, 0.543086 seconds, 62720 images, 5.504570 hours left\n",
            "Loaded: 1.239624 seconds - performance bottleneck on CPU or Disk HDD/SSD\n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.820357), count: 6, class_loss = 0.524092, iou_loss = 0.098142, total_loss = 0.622234 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.534480), count: 2, class_loss = 0.176440, iou_loss = 0.220250, total_loss = 0.396690 \n",
            " total_bbox = 60042, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.807493), count: 6, class_loss = 0.196546, iou_loss = 0.076495, total_loss = 0.273040 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.703900), count: 2, class_loss = 0.053445, iou_loss = 0.072073, total_loss = 0.125518 \n",
            " total_bbox = 60050, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.818370), count: 6, class_loss = 0.214590, iou_loss = 0.103892, total_loss = 0.318482 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.743176), count: 1, class_loss = 0.001848, iou_loss = 0.032000, total_loss = 0.033848 \n",
            " total_bbox = 60057, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.824494), count: 5, class_loss = 0.292781, iou_loss = 0.053516, total_loss = 0.346297 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.436325), count: 3, class_loss = 0.427556, iou_loss = 1.774593, total_loss = 2.202148 \n",
            " total_bbox = 60065, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.799043), count: 5, class_loss = 0.020762, iou_loss = 0.155765, total_loss = 0.176527 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.524604), count: 2, class_loss = 0.214395, iou_loss = 0.181281, total_loss = 0.395675 \n",
            " total_bbox = 60072, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.792517), count: 7, class_loss = 0.267694, iou_loss = 0.148902, total_loss = 0.416597 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.756014), count: 1, class_loss = 0.021133, iou_loss = 0.013268, total_loss = 0.034401 \n",
            " total_bbox = 60080, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.829327), count: 7, class_loss = 0.302942, iou_loss = 0.064852, total_loss = 0.367794 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.722753), count: 1, class_loss = 0.054986, iou_loss = 0.033225, total_loss = 0.088211 \n",
            " total_bbox = 60088, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.833811), count: 6, class_loss = 0.216056, iou_loss = 0.074331, total_loss = 0.290387 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.749903), count: 1, class_loss = 0.158307, iou_loss = 0.012048, total_loss = 0.170355 \n",
            " total_bbox = 60095, rewritten_bbox = 0.000000 % \n",
            "\n",
            " (next mAP calculation at 1000 iterations) \n",
            " 981: 0.391138, 0.320242 avg loss, 0.000463 rate, 0.572129 seconds, 62784 images, 5.501852 hours left\n",
            "Loaded: 1.199454 seconds - performance bottleneck on CPU or Disk HDD/SSD\n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.815675), count: 6, class_loss = 0.110034, iou_loss = 0.131894, total_loss = 0.241928 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.422085), count: 2, class_loss = 0.222123, iou_loss = 1.377376, total_loss = 1.599498 \n",
            " total_bbox = 60103, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.709839), count: 4, class_loss = 0.280176, iou_loss = 0.156969, total_loss = 0.437145 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.789659), count: 3, class_loss = 0.188410, iou_loss = 0.044492, total_loss = 0.232902 \n",
            " total_bbox = 60110, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.804815), count: 4, class_loss = 0.188142, iou_loss = 0.079373, total_loss = 0.267515 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.661175), count: 4, class_loss = 0.357041, iou_loss = 0.321781, total_loss = 0.678822 \n",
            " total_bbox = 60118, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.772879), count: 8, class_loss = 0.435660, iou_loss = 0.143705, total_loss = 0.579366 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.000000), count: 1, class_loss = 0.020357, iou_loss = 0.000000, total_loss = 0.020357 \n",
            " total_bbox = 60126, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.817168), count: 5, class_loss = 0.464394, iou_loss = 0.077599, total_loss = 0.541992 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.682386), count: 3, class_loss = 0.231830, iou_loss = 0.135299, total_loss = 0.367130 \n",
            " total_bbox = 60134, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.794680), count: 6, class_loss = 0.385681, iou_loss = 0.208764, total_loss = 0.594445 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.796461), count: 2, class_loss = 0.104386, iou_loss = 0.039145, total_loss = 0.143531 \n",
            " total_bbox = 60142, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.769875), count: 7, class_loss = 0.386439, iou_loss = 0.164028, total_loss = 0.550467 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.798380), count: 1, class_loss = 0.073609, iou_loss = 0.010724, total_loss = 0.084333 \n",
            " total_bbox = 60150, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.741769), count: 5, class_loss = 0.250004, iou_loss = 0.165186, total_loss = 0.415190 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.715080), count: 3, class_loss = 0.139090, iou_loss = 0.068506, total_loss = 0.207596 \n",
            " total_bbox = 60158, rewritten_bbox = 0.000000 % \n",
            "\n",
            " (next mAP calculation at 1000 iterations) \n",
            " 982: 0.435138, 0.331732 avg loss, 0.000465 rate, 0.601498 seconds, 62848 images, 5.502289 hours left\n",
            "Loaded: 1.147551 seconds - performance bottleneck on CPU or Disk HDD/SSD\n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.846808), count: 7, class_loss = 0.144919, iou_loss = 0.079937, total_loss = 0.224856 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.337337), count: 1, class_loss = 0.137637, iou_loss = 0.077150, total_loss = 0.214787 \n",
            " total_bbox = 60166, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.822339), count: 5, class_loss = 0.137153, iou_loss = 0.099214, total_loss = 0.236366 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.697034), count: 3, class_loss = 0.307216, iou_loss = 0.088991, total_loss = 0.396207 \n",
            " total_bbox = 60174, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.832639), count: 7, class_loss = 0.057818, iou_loss = 0.110469, total_loss = 0.168288 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.619750), count: 1, class_loss = 0.040738, iou_loss = 0.018350, total_loss = 0.059087 \n",
            " total_bbox = 60182, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.811603), count: 7, class_loss = 0.408523, iou_loss = 0.104205, total_loss = 0.512728 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.595348), count: 1, class_loss = 0.081626, iou_loss = 0.051033, total_loss = 0.132658 \n",
            " total_bbox = 60190, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.826160), count: 6, class_loss = 0.202687, iou_loss = 0.055870, total_loss = 0.258557 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.799565), count: 1, class_loss = 0.043739, iou_loss = 0.008435, total_loss = 0.052174 \n",
            " total_bbox = 60197, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.792680), count: 5, class_loss = 0.035767, iou_loss = 0.092956, total_loss = 0.128723 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.553544), count: 2, class_loss = 0.288326, iou_loss = 0.217057, total_loss = 0.505383 \n",
            " total_bbox = 60204, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.811797), count: 5, class_loss = 0.046016, iou_loss = 0.097901, total_loss = 0.143917 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.546377), count: 3, class_loss = 0.283462, iou_loss = 0.269817, total_loss = 0.553278 \n",
            " total_bbox = 60212, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.859127), count: 5, class_loss = 0.164607, iou_loss = 0.061487, total_loss = 0.226094 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.789893), count: 2, class_loss = 0.135683, iou_loss = 0.036140, total_loss = 0.171824 \n",
            " total_bbox = 60219, rewritten_bbox = 0.000000 % \n",
            "\n",
            " (next mAP calculation at 1000 iterations) \n",
            " 983: 0.249058, 0.323465 avg loss, 0.000467 rate, 0.592085 seconds, 62912 images, 5.502386 hours left\n",
            "Loaded: 1.262484 seconds - performance bottleneck on CPU or Disk HDD/SSD\n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.845766), count: 4, class_loss = 0.034367, iou_loss = 0.052251, total_loss = 0.086618 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.611793), count: 3, class_loss = 0.103290, iou_loss = 0.156316, total_loss = 0.259606 \n",
            " total_bbox = 60226, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.719620), count: 7, class_loss = 0.483594, iou_loss = 0.240484, total_loss = 0.724078 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.489172), count: 1, class_loss = 0.201261, iou_loss = 0.114443, total_loss = 0.315704 \n",
            " total_bbox = 60234, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.829835), count: 4, class_loss = 0.089701, iou_loss = 0.037243, total_loss = 0.126944 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.630490), count: 4, class_loss = 0.031579, iou_loss = 0.168134, total_loss = 0.199713 \n",
            " total_bbox = 60242, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.778309), count: 4, class_loss = 0.040551, iou_loss = 0.061346, total_loss = 0.101897 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.683553), count: 4, class_loss = 0.228983, iou_loss = 0.191308, total_loss = 0.420292 \n",
            " total_bbox = 60250, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.808361), count: 5, class_loss = 0.113513, iou_loss = 0.083799, total_loss = 0.197311 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.617576), count: 3, class_loss = 0.115817, iou_loss = 0.133500, total_loss = 0.249316 \n",
            " total_bbox = 60258, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.812301), count: 6, class_loss = 0.159121, iou_loss = 0.083914, total_loss = 0.243035 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.556366), count: 2, class_loss = 0.158799, iou_loss = 0.229688, total_loss = 0.388487 \n",
            " total_bbox = 60266, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.760040), count: 7, class_loss = 0.437113, iou_loss = 0.207151, total_loss = 0.644263 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.000000), count: 1, class_loss = 0.001086, iou_loss = 0.000000, total_loss = 0.001086 \n",
            " total_bbox = 60273, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.871511), count: 5, class_loss = 0.323311, iou_loss = 0.046713, total_loss = 0.370023 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.788803), count: 3, class_loss = 0.182663, iou_loss = 0.107485, total_loss = 0.290148 \n",
            " total_bbox = 60281, rewritten_bbox = 0.000000 % \n",
            "\n",
            " (next mAP calculation at 1000 iterations) \n",
            " 984: 0.288658, 0.319984 avg loss, 0.000469 rate, 0.562682 seconds, 62976 images, 5.500600 hours left\n",
            "Loaded: 1.256377 seconds - performance bottleneck on CPU or Disk HDD/SSD\n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.871491), count: 5, class_loss = 0.083176, iou_loss = 0.039102, total_loss = 0.122278 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.637906), count: 3, class_loss = 0.623549, iou_loss = 0.137101, total_loss = 0.760650 \n",
            " total_bbox = 60289, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.775468), count: 7, class_loss = 0.218553, iou_loss = 0.178566, total_loss = 0.397120 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.753253), count: 1, class_loss = 0.019403, iou_loss = 0.022337, total_loss = 0.041740 \n",
            " total_bbox = 60297, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.803955), count: 6, class_loss = 0.189772, iou_loss = 0.161482, total_loss = 0.351253 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.863748), count: 1, class_loss = 0.115535, iou_loss = 0.005579, total_loss = 0.121114 \n",
            " total_bbox = 60304, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.785657), count: 5, class_loss = 0.126026, iou_loss = 0.110730, total_loss = 0.236757 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.696763), count: 3, class_loss = 0.150470, iou_loss = 0.151534, total_loss = 0.302004 \n",
            " total_bbox = 60312, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.794422), count: 7, class_loss = 0.146068, iou_loss = 0.120649, total_loss = 0.266717 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.552175), count: 1, class_loss = 0.143480, iou_loss = 0.137882, total_loss = 0.281362 \n",
            " total_bbox = 60320, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.781371), count: 6, class_loss = 0.237696, iou_loss = 0.195222, total_loss = 0.432918 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.791703), count: 2, class_loss = 0.238885, iou_loss = 0.097805, total_loss = 0.336690 \n",
            " total_bbox = 60328, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.810102), count: 7, class_loss = 0.056699, iou_loss = 0.121127, total_loss = 0.177827 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.000000), count: 1, class_loss = 0.113030, iou_loss = 0.000000, total_loss = 0.113030 \n",
            " total_bbox = 60335, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.830169), count: 5, class_loss = 0.191398, iou_loss = 0.100619, total_loss = 0.292017 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.743982), count: 3, class_loss = 0.106622, iou_loss = 0.082529, total_loss = 0.189151 \n",
            " total_bbox = 60343, rewritten_bbox = 0.000000 % \n",
            "\n",
            " (next mAP calculation at 1000 iterations) \n",
            " 985: 0.276414, 0.315627 avg loss, 0.000471 rate, 0.566903 seconds, 63040 images, 5.501445 hours left\n",
            "Loaded: 1.198542 seconds - performance bottleneck on CPU or Disk HDD/SSD\n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.772004), count: 6, class_loss = 0.375260, iou_loss = 0.178557, total_loss = 0.553816 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.755923), count: 2, class_loss = 0.112870, iou_loss = 0.066176, total_loss = 0.179047 \n",
            " total_bbox = 60350, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.784289), count: 5, class_loss = 0.170306, iou_loss = 0.073118, total_loss = 0.243423 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.818234), count: 1, class_loss = 0.039777, iou_loss = 0.021350, total_loss = 0.061127 \n",
            " total_bbox = 60356, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.753384), count: 6, class_loss = 0.139602, iou_loss = 0.355231, total_loss = 0.494834 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.564799), count: 2, class_loss = 0.124549, iou_loss = 0.191970, total_loss = 0.316519 \n",
            " total_bbox = 60364, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.854074), count: 6, class_loss = 0.207448, iou_loss = 0.071582, total_loss = 0.279030 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.191098), count: 1, class_loss = 0.133161, iou_loss = 0.141962, total_loss = 0.275122 \n",
            " total_bbox = 60371, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.826598), count: 6, class_loss = 0.158805, iou_loss = 0.140650, total_loss = 0.299455 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.774269), count: 1, class_loss = 0.128919, iou_loss = 0.012773, total_loss = 0.141692 \n",
            " total_bbox = 60378, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.803362), count: 7, class_loss = 0.586078, iou_loss = 0.133527, total_loss = 0.719605 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.634177), count: 1, class_loss = 0.032710, iou_loss = 0.052793, total_loss = 0.085503 \n",
            " total_bbox = 60386, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.820649), count: 7, class_loss = 0.231911, iou_loss = 0.123208, total_loss = 0.355119 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.667343), count: 1, class_loss = 0.012930, iou_loss = 0.028527, total_loss = 0.041458 \n",
            " total_bbox = 60394, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.878479), count: 5, class_loss = 0.149941, iou_loss = 0.032293, total_loss = 0.182234 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.545766), count: 3, class_loss = 0.315558, iou_loss = 0.473042, total_loss = 0.788601 \n",
            " total_bbox = 60402, rewritten_bbox = 0.000000 % \n",
            "\n",
            " (next mAP calculation at 1000 iterations) \n",
            " 986: 0.313537, 0.315418 avg loss, 0.000473 rate, 0.552050 seconds, 63104 images, 5.502218 hours left\n",
            "Loaded: 1.184428 seconds - performance bottleneck on CPU or Disk HDD/SSD\n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.809045), count: 5, class_loss = 0.056925, iou_loss = 0.065263, total_loss = 0.122189 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.810165), count: 2, class_loss = 0.160923, iou_loss = 0.031044, total_loss = 0.191967 \n",
            " total_bbox = 60409, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.803244), count: 7, class_loss = 0.295884, iou_loss = 0.150794, total_loss = 0.446678 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.745531), count: 1, class_loss = 0.089194, iou_loss = 0.035693, total_loss = 0.124886 \n",
            " total_bbox = 60417, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.804349), count: 5, class_loss = 0.132662, iou_loss = 0.097174, total_loss = 0.229836 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.754795), count: 3, class_loss = 0.233259, iou_loss = 0.079617, total_loss = 0.312876 \n",
            " total_bbox = 60425, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.833042), count: 6, class_loss = 0.087299, iou_loss = 0.136239, total_loss = 0.223537 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.644677), count: 2, class_loss = 0.377889, iou_loss = 0.125763, total_loss = 0.503652 \n",
            " total_bbox = 60433, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.799679), count: 7, class_loss = 0.097599, iou_loss = 0.142498, total_loss = 0.240096 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.766559), count: 1, class_loss = 0.021868, iou_loss = 0.018350, total_loss = 0.040218 \n",
            " total_bbox = 60441, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.729169), count: 6, class_loss = 0.469449, iou_loss = 0.166516, total_loss = 0.635965 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.708289), count: 2, class_loss = 0.196000, iou_loss = 0.082164, total_loss = 0.278164 \n",
            " total_bbox = 60449, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.719304), count: 4, class_loss = 0.264927, iou_loss = 0.104332, total_loss = 0.369260 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.678523), count: 4, class_loss = 0.327760, iou_loss = 0.141185, total_loss = 0.468945 \n",
            " total_bbox = 60457, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.769286), count: 6, class_loss = 0.225711, iou_loss = 0.156424, total_loss = 0.382135 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.679773), count: 2, class_loss = 0.185277, iou_loss = 0.101769, total_loss = 0.287046 \n",
            " total_bbox = 60465, rewritten_bbox = 0.000000 % \n",
            "\n",
            " (next mAP calculation at 1000 iterations) \n",
            " 987: 0.303591, 0.314235 avg loss, 0.000475 rate, 0.536087 seconds, 63168 images, 5.500755 hours left\n",
            "Loaded: 1.264628 seconds - performance bottleneck on CPU or Disk HDD/SSD\n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.783514), count: 5, class_loss = 0.388426, iou_loss = 0.118521, total_loss = 0.506947 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.668304), count: 3, class_loss = 0.267283, iou_loss = 0.130173, total_loss = 0.397456 \n",
            " total_bbox = 60473, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.825594), count: 4, class_loss = 0.195793, iou_loss = 0.048386, total_loss = 0.244179 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.675262), count: 3, class_loss = 0.147999, iou_loss = 0.100198, total_loss = 0.248198 \n",
            " total_bbox = 60480, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.757413), count: 5, class_loss = 0.679988, iou_loss = 0.266507, total_loss = 0.946495 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.637166), count: 2, class_loss = 0.187323, iou_loss = 0.089295, total_loss = 0.276618 \n",
            " total_bbox = 60487, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.814375), count: 8, class_loss = 0.248656, iou_loss = 0.137600, total_loss = 0.386256 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.000000), count: 1, class_loss = 0.002198, iou_loss = 0.000000, total_loss = 0.002198 \n",
            " total_bbox = 60495, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.795995), count: 6, class_loss = 0.019301, iou_loss = 0.093562, total_loss = 0.112864 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.712640), count: 2, class_loss = 0.008457, iou_loss = 0.045106, total_loss = 0.053563 \n",
            " total_bbox = 60503, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.764431), count: 5, class_loss = 0.489331, iou_loss = 0.087131, total_loss = 0.576462 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.660339), count: 3, class_loss = 0.219404, iou_loss = 0.135995, total_loss = 0.355399 \n",
            " total_bbox = 60511, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.783599), count: 6, class_loss = 0.129147, iou_loss = 0.095501, total_loss = 0.224648 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.235543), count: 1, class_loss = 0.324614, iou_loss = 0.092312, total_loss = 0.416926 \n",
            " total_bbox = 60518, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.821375), count: 7, class_loss = 0.063176, iou_loss = 0.086887, total_loss = 0.150062 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.856476), count: 1, class_loss = 0.080799, iou_loss = 0.009381, total_loss = 0.090180 \n",
            " total_bbox = 60526, rewritten_bbox = 0.000000 % \n",
            "\n",
            " (next mAP calculation at 1000 iterations) \n",
            " 988: 0.311778, 0.313989 avg loss, 0.000476 rate, 0.577829 seconds, 63232 images, 5.498381 hours left\n",
            "Loaded: 1.234172 seconds - performance bottleneck on CPU or Disk HDD/SSD\n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.800949), count: 8, class_loss = 0.716207, iou_loss = 0.146753, total_loss = 0.862960 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.000000), count: 1, class_loss = 0.000909, iou_loss = 0.000000, total_loss = 0.000909 \n",
            " total_bbox = 60534, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.819583), count: 4, class_loss = 0.293666, iou_loss = 0.032056, total_loss = 0.325722 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.677386), count: 4, class_loss = 0.393057, iou_loss = 0.258766, total_loss = 0.651823 \n",
            " total_bbox = 60542, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.819735), count: 7, class_loss = 0.071011, iou_loss = 0.111413, total_loss = 0.182423 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.661436), count: 1, class_loss = 0.021581, iou_loss = 0.039573, total_loss = 0.061154 \n",
            " total_bbox = 60550, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.802201), count: 6, class_loss = 0.360759, iou_loss = 0.095890, total_loss = 0.456648 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.795377), count: 2, class_loss = 0.004846, iou_loss = 0.032786, total_loss = 0.037632 \n",
            " total_bbox = 60558, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.800605), count: 6, class_loss = 0.237152, iou_loss = 0.109642, total_loss = 0.346794 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.694670), count: 2, class_loss = 0.018232, iou_loss = 0.071129, total_loss = 0.089361 \n",
            " total_bbox = 60566, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.823621), count: 7, class_loss = 0.305231, iou_loss = 0.133043, total_loss = 0.438274 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.635053), count: 1, class_loss = 0.086554, iou_loss = 0.038882, total_loss = 0.125436 \n",
            " total_bbox = 60574, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.826012), count: 7, class_loss = 0.076446, iou_loss = 0.088542, total_loss = 0.164989 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.000000), count: 1, class_loss = 0.029228, iou_loss = 0.000000, total_loss = 0.029228 \n",
            " total_bbox = 60581, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.774499), count: 7, class_loss = 0.264698, iou_loss = 0.125904, total_loss = 0.390602 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.622230), count: 1, class_loss = 0.078525, iou_loss = 0.065972, total_loss = 0.144497 \n",
            " total_bbox = 60589, rewritten_bbox = 0.000000 % \n",
            "\n",
            " (next mAP calculation at 1000 iterations) \n",
            " 989: 0.269278, 0.309518 avg loss, 0.000478 rate, 0.594370 seconds, 63296 images, 5.499757 hours left\n",
            "Loaded: 1.235642 seconds - performance bottleneck on CPU or Disk HDD/SSD\n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.808737), count: 5, class_loss = 0.048372, iou_loss = 0.135024, total_loss = 0.183396 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.778200), count: 3, class_loss = 0.254384, iou_loss = 0.064536, total_loss = 0.318920 \n",
            " total_bbox = 60597, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.834908), count: 7, class_loss = 0.251733, iou_loss = 0.128329, total_loss = 0.380063 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.864663), count: 1, class_loss = 0.000420, iou_loss = 0.010431, total_loss = 0.010851 \n",
            " total_bbox = 60605, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.630780), count: 3, class_loss = 0.353637, iou_loss = 0.194031, total_loss = 0.547668 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.729831), count: 4, class_loss = 0.223203, iou_loss = 0.083936, total_loss = 0.307138 \n",
            " total_bbox = 60612, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.869013), count: 6, class_loss = 0.247004, iou_loss = 0.095111, total_loss = 0.342114 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.605260), count: 2, class_loss = 0.186135, iou_loss = 0.179716, total_loss = 0.365850 \n",
            " total_bbox = 60620, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.804819), count: 7, class_loss = 0.154477, iou_loss = 0.152728, total_loss = 0.307204 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.488248), count: 1, class_loss = 0.030411, iou_loss = 0.083174, total_loss = 0.113585 \n",
            " total_bbox = 60628, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.745713), count: 5, class_loss = 0.115469, iou_loss = 0.139254, total_loss = 0.254723 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.696393), count: 3, class_loss = 0.390135, iou_loss = 0.144608, total_loss = 0.534743 \n",
            " total_bbox = 60636, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.823430), count: 6, class_loss = 0.192573, iou_loss = 0.111669, total_loss = 0.304242 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.670314), count: 2, class_loss = 0.284242, iou_loss = 0.133563, total_loss = 0.417805 \n",
            " total_bbox = 60644, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.792527), count: 6, class_loss = 0.487313, iou_loss = 0.105017, total_loss = 0.592329 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.750399), count: 2, class_loss = 0.047309, iou_loss = 0.048753, total_loss = 0.096062 \n",
            " total_bbox = 60652, rewritten_bbox = 0.000000 % \n",
            "\n",
            " (next mAP calculation at 1000 iterations) \n",
            " 990: 0.317293, 0.310296 avg loss, 0.000480 rate, 0.582151 seconds, 63360 images, 5.500687 hours left\n",
            "\n",
            " Wrong annotation: class_id = 15. But class_id should be [from 0 to 4], file: small_dataset/4861.txt \n",
            "Loaded: 1.277160 seconds - performance bottleneck on CPU or Disk HDD/SSD\n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.762921), count: 6, class_loss = 0.247550, iou_loss = 0.158235, total_loss = 0.405786 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.606134), count: 1, class_loss = 0.030713, iou_loss = 0.043781, total_loss = 0.074495 \n",
            " total_bbox = 60659, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.774141), count: 6, class_loss = 0.238688, iou_loss = 0.153628, total_loss = 0.392316 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.000000), count: 1, class_loss = 0.000046, iou_loss = 0.000000, total_loss = 0.000046 \n",
            " total_bbox = 60665, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.730597), count: 5, class_loss = 0.570661, iou_loss = 0.158309, total_loss = 0.728970 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.671051), count: 3, class_loss = 0.341626, iou_loss = 0.128879, total_loss = 0.470504 \n",
            " total_bbox = 60673, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.808546), count: 7, class_loss = 0.401768, iou_loss = 0.120600, total_loss = 0.522367 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.000000), count: 1, class_loss = 0.000157, iou_loss = 0.000000, total_loss = 0.000157 \n",
            " total_bbox = 60680, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.833471), count: 6, class_loss = 0.377105, iou_loss = 0.077464, total_loss = 0.454570 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.661465), count: 2, class_loss = 0.125097, iou_loss = 0.123509, total_loss = 0.248606 \n",
            " total_bbox = 60688, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.840666), count: 7, class_loss = 0.390256, iou_loss = 0.103169, total_loss = 0.493425 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.557352), count: 1, class_loss = 0.307280, iou_loss = 0.042701, total_loss = 0.349982 \n",
            " total_bbox = 60696, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.763572), count: 7, class_loss = 0.406158, iou_loss = 0.184099, total_loss = 0.590257 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.666133), count: 1, class_loss = 0.033931, iou_loss = 0.047291, total_loss = 0.081221 \n",
            " total_bbox = 60704, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.795549), count: 6, class_loss = 0.172520, iou_loss = 0.125273, total_loss = 0.297793 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.734840), count: 1, class_loss = 0.018832, iou_loss = 0.024793, total_loss = 0.043625 \n",
            " total_bbox = 60711, rewritten_bbox = 0.000000 % \n",
            "\n",
            " (next mAP calculation at 1000 iterations) \n",
            " 991: 0.322132, 0.311480 avg loss, 0.000482 rate, 0.567942 seconds, 63424 images, 5.501275 hours left\n",
            "\n",
            " Wrong annotation: class_id = 19. But class_id should be [from 0 to 4], file: small_dataset/6993.txt \n",
            "Loaded: 1.393904 seconds - performance bottleneck on CPU or Disk HDD/SSD\n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.809303), count: 5, class_loss = 0.222816, iou_loss = 0.071880, total_loss = 0.294697 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.793378), count: 2, class_loss = 0.127438, iou_loss = 0.052570, total_loss = 0.180008 \n",
            " total_bbox = 60718, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.781270), count: 5, class_loss = 0.439563, iou_loss = 0.094858, total_loss = 0.534420 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.752253), count: 3, class_loss = 0.311670, iou_loss = 0.059941, total_loss = 0.371611 \n",
            " total_bbox = 60726, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.776571), count: 5, class_loss = 0.120132, iou_loss = 0.096977, total_loss = 0.217109 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.745868), count: 3, class_loss = 0.205305, iou_loss = 0.083474, total_loss = 0.288779 \n",
            " total_bbox = 60734, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.758577), count: 8, class_loss = 0.221834, iou_loss = 0.204958, total_loss = 0.426792 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.000000), count: 1, class_loss = 0.000339, iou_loss = 0.000000, total_loss = 0.000339 \n",
            " total_bbox = 60742, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.810575), count: 7, class_loss = 0.416376, iou_loss = 0.101496, total_loss = 0.517871 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.853127), count: 1, class_loss = 0.078800, iou_loss = 0.005185, total_loss = 0.083985 \n",
            " total_bbox = 60750, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.821396), count: 5, class_loss = 0.226903, iou_loss = 0.052537, total_loss = 0.279440 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.673183), count: 3, class_loss = 0.222023, iou_loss = 0.123838, total_loss = 0.345860 \n",
            " total_bbox = 60758, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.726323), count: 2, class_loss = 0.332341, iou_loss = 0.037745, total_loss = 0.370086 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.652723), count: 4, class_loss = 0.294973, iou_loss = 0.201277, total_loss = 0.496250 \n",
            " total_bbox = 60764, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.777057), count: 6, class_loss = 0.086015, iou_loss = 0.180565, total_loss = 0.266581 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.675953), count: 2, class_loss = 0.088597, iou_loss = 0.098151, total_loss = 0.186748 \n",
            " total_bbox = 60772, rewritten_bbox = 0.000000 % \n",
            "\n",
            " (next mAP calculation at 1000 iterations) \n",
            " 992: 0.303786, 0.310710 avg loss, 0.000484 rate, 0.601958 seconds, 63488 images, 5.502687 hours left\n",
            "Loaded: 1.221732 seconds - performance bottleneck on CPU or Disk HDD/SSD\n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.854667), count: 6, class_loss = 0.293551, iou_loss = 0.072335, total_loss = 0.365886 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.000000), count: 1, class_loss = 0.000033, iou_loss = 0.000000, total_loss = 0.000033 \n",
            " total_bbox = 60778, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.809813), count: 8, class_loss = 0.420844, iou_loss = 0.156674, total_loss = 0.577519 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.000000), count: 1, class_loss = 0.012089, iou_loss = 0.000000, total_loss = 0.012089 \n",
            " total_bbox = 60786, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.799197), count: 7, class_loss = 0.349973, iou_loss = 0.142468, total_loss = 0.492440 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.643552), count: 1, class_loss = 0.091953, iou_loss = 0.041669, total_loss = 0.133622 \n",
            " total_bbox = 60794, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.760514), count: 3, class_loss = 0.096125, iou_loss = 0.061174, total_loss = 0.157299 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.538911), count: 4, class_loss = 0.239811, iou_loss = 0.398407, total_loss = 0.638218 \n",
            " total_bbox = 60801, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.782153), count: 5, class_loss = 0.104370, iou_loss = 0.108048, total_loss = 0.212419 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.584917), count: 3, class_loss = 0.215324, iou_loss = 0.186156, total_loss = 0.401480 \n",
            " total_bbox = 60809, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.814516), count: 6, class_loss = 0.052363, iou_loss = 0.082139, total_loss = 0.134502 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.615345), count: 1, class_loss = 0.083587, iou_loss = 0.047098, total_loss = 0.130685 \n",
            " total_bbox = 60816, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.815854), count: 6, class_loss = 0.079314, iou_loss = 0.075554, total_loss = 0.154868 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.478345), count: 2, class_loss = 0.032900, iou_loss = 0.264227, total_loss = 0.297127 \n",
            " total_bbox = 60824, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.805737), count: 6, class_loss = 0.185296, iou_loss = 0.125519, total_loss = 0.310815 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.539448), count: 2, class_loss = 0.244171, iou_loss = 0.158865, total_loss = 0.403036 \n",
            " total_bbox = 60832, rewritten_bbox = 0.000000 % \n",
            "\n",
            " (next mAP calculation at 1000 iterations) \n",
            " 993: 0.276377, 0.307277 avg loss, 0.000486 rate, 0.554931 seconds, 63552 images, 5.508690 hours left\n",
            "Loaded: 1.222923 seconds - performance bottleneck on CPU or Disk HDD/SSD\n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.784938), count: 7, class_loss = 0.113961, iou_loss = 0.104287, total_loss = 0.218248 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.612682), count: 1, class_loss = 0.004498, iou_loss = 0.039358, total_loss = 0.043857 \n",
            " total_bbox = 60840, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.791360), count: 5, class_loss = 0.248053, iou_loss = 0.085327, total_loss = 0.333380 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.751893), count: 2, class_loss = 0.012063, iou_loss = 0.044307, total_loss = 0.056370 \n",
            " total_bbox = 60847, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.801313), count: 6, class_loss = 0.271357, iou_loss = 0.102636, total_loss = 0.373993 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.750176), count: 1, class_loss = 0.105236, iou_loss = 0.039747, total_loss = 0.144982 \n",
            " total_bbox = 60854, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.715709), count: 7, class_loss = 0.660541, iou_loss = 0.274135, total_loss = 0.934676 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.635081), count: 1, class_loss = 0.138376, iou_loss = 0.037664, total_loss = 0.176039 \n",
            " total_bbox = 60862, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.849576), count: 4, class_loss = 0.056157, iou_loss = 0.028816, total_loss = 0.084973 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.704998), count: 3, class_loss = 0.078000, iou_loss = 0.144140, total_loss = 0.222139 \n",
            " total_bbox = 60869, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.761726), count: 6, class_loss = 0.366786, iou_loss = 0.136947, total_loss = 0.503733 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.767903), count: 2, class_loss = 0.160886, iou_loss = 0.036184, total_loss = 0.197071 \n",
            " total_bbox = 60877, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.762518), count: 6, class_loss = 0.230802, iou_loss = 0.148845, total_loss = 0.379647 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.787266), count: 2, class_loss = 0.022877, iou_loss = 0.036691, total_loss = 0.059567 \n",
            " total_bbox = 60885, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.808197), count: 7, class_loss = 0.607494, iou_loss = 0.140187, total_loss = 0.747681 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.000000), count: 1, class_loss = 0.070804, iou_loss = 0.000000, total_loss = 0.070804 \n",
            " total_bbox = 60892, rewritten_bbox = 0.000000 % \n",
            "\n",
            " (next mAP calculation at 1000 iterations) \n",
            " 994: 0.284198, 0.304969 avg loss, 0.000488 rate, 0.561762 seconds, 63616 images, 5.507925 hours left\n",
            "Loaded: 1.221356 seconds - performance bottleneck on CPU or Disk HDD/SSD\n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.775908), count: 7, class_loss = 0.327967, iou_loss = 0.209491, total_loss = 0.537458 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.614267), count: 1, class_loss = 0.050134, iou_loss = 0.043046, total_loss = 0.093180 \n",
            " total_bbox = 60900, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.832222), count: 7, class_loss = 0.184291, iou_loss = 0.103756, total_loss = 0.288047 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.000000), count: 1, class_loss = 0.115052, iou_loss = 0.000000, total_loss = 0.115052 \n",
            " total_bbox = 60907, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.648421), count: 5, class_loss = 0.484851, iou_loss = 0.265495, total_loss = 0.750346 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.757564), count: 2, class_loss = 0.027568, iou_loss = 0.051526, total_loss = 0.079094 \n",
            " total_bbox = 60914, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.799917), count: 4, class_loss = 0.082652, iou_loss = 0.058998, total_loss = 0.141650 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.704816), count: 4, class_loss = 0.279603, iou_loss = 0.198850, total_loss = 0.478452 \n",
            " total_bbox = 60922, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.853013), count: 8, class_loss = 0.134189, iou_loss = 0.096694, total_loss = 0.230883 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.000000), count: 1, class_loss = 0.000001, iou_loss = 0.000000, total_loss = 0.000001 \n",
            " total_bbox = 60930, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.825630), count: 5, class_loss = 0.081932, iou_loss = 0.060715, total_loss = 0.142647 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.816424), count: 3, class_loss = 0.105440, iou_loss = 0.038434, total_loss = 0.143874 \n",
            " total_bbox = 60938, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.754728), count: 5, class_loss = 0.184552, iou_loss = 0.115495, total_loss = 0.300047 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.673388), count: 3, class_loss = 0.199625, iou_loss = 0.138886, total_loss = 0.338511 \n",
            " total_bbox = 60946, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.754004), count: 8, class_loss = 0.480657, iou_loss = 0.205849, total_loss = 0.686506 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.000000), count: 1, class_loss = 0.000087, iou_loss = 0.000000, total_loss = 0.000087 \n",
            " total_bbox = 60954, rewritten_bbox = 0.000000 % \n",
            "\n",
            " (next mAP calculation at 1000 iterations) \n",
            " 995: 0.270365, 0.301509 avg loss, 0.000490 rate, 0.561319 seconds, 63680 images, 5.507408 hours left\n",
            "Loaded: 1.220246 seconds - performance bottleneck on CPU or Disk HDD/SSD\n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.764736), count: 6, class_loss = 0.111287, iou_loss = 0.116347, total_loss = 0.227634 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.791281), count: 2, class_loss = 0.154713, iou_loss = 0.040374, total_loss = 0.195087 \n",
            " total_bbox = 60962, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.823644), count: 5, class_loss = 0.173142, iou_loss = 0.084027, total_loss = 0.257169 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.648301), count: 3, class_loss = 0.294851, iou_loss = 0.215586, total_loss = 0.510437 \n",
            " total_bbox = 60970, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.852622), count: 8, class_loss = 0.221345, iou_loss = 0.101678, total_loss = 0.323023 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.000000), count: 1, class_loss = 0.000256, iou_loss = 0.000000, total_loss = 0.000256 \n",
            " total_bbox = 60978, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.710103), count: 7, class_loss = 0.332639, iou_loss = 0.268636, total_loss = 0.601275 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.693791), count: 1, class_loss = 0.127686, iou_loss = 0.024819, total_loss = 0.152505 \n",
            " total_bbox = 60986, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.840869), count: 6, class_loss = 0.239360, iou_loss = 0.107586, total_loss = 0.346946 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.698232), count: 2, class_loss = 0.055746, iou_loss = 0.094100, total_loss = 0.149846 \n",
            " total_bbox = 60994, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.799565), count: 4, class_loss = 0.260805, iou_loss = 0.058026, total_loss = 0.318832 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.692386), count: 4, class_loss = 0.208118, iou_loss = 0.096780, total_loss = 0.304898 \n",
            " total_bbox = 61002, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.773587), count: 6, class_loss = 0.133236, iou_loss = 0.116454, total_loss = 0.249690 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.692712), count: 1, class_loss = 0.042106, iou_loss = 0.031771, total_loss = 0.073878 \n",
            " total_bbox = 61009, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.778471), count: 5, class_loss = 0.334414, iou_loss = 0.107789, total_loss = 0.442203 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.717804), count: 3, class_loss = 0.235042, iou_loss = 0.132812, total_loss = 0.367854 \n",
            " total_bbox = 61017, rewritten_bbox = 0.000000 % \n",
            "\n",
            " (next mAP calculation at 1000 iterations) \n",
            " 996: 0.282596, 0.299617 avg loss, 0.000492 rate, 0.549016 seconds, 63744 images, 5.506829 hours left\n",
            "Loaded: 1.287495 seconds - performance bottleneck on CPU or Disk HDD/SSD\n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.831796), count: 4, class_loss = 0.016220, iou_loss = 0.052789, total_loss = 0.069009 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.721596), count: 2, class_loss = 0.057581, iou_loss = 0.061667, total_loss = 0.119248 \n",
            " total_bbox = 61023, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.780186), count: 6, class_loss = 0.051468, iou_loss = 0.196939, total_loss = 0.248407 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.791791), count: 1, class_loss = 0.167329, iou_loss = 0.013412, total_loss = 0.180741 \n",
            " total_bbox = 61030, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.809196), count: 5, class_loss = 0.099225, iou_loss = 0.080131, total_loss = 0.179356 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.608353), count: 2, class_loss = 0.133280, iou_loss = 0.155097, total_loss = 0.288378 \n",
            " total_bbox = 61037, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.808860), count: 7, class_loss = 0.093845, iou_loss = 0.125064, total_loss = 0.218909 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.780097), count: 1, class_loss = 0.141029, iou_loss = 0.021151, total_loss = 0.162180 \n",
            " total_bbox = 61045, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.773849), count: 5, class_loss = 0.355784, iou_loss = 0.127124, total_loss = 0.482908 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.784464), count: 3, class_loss = 0.335279, iou_loss = 0.049565, total_loss = 0.384845 \n",
            " total_bbox = 61053, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.777453), count: 6, class_loss = 0.270195, iou_loss = 0.159169, total_loss = 0.429363 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.837918), count: 2, class_loss = 0.092201, iou_loss = 0.033527, total_loss = 0.125728 \n",
            " total_bbox = 61061, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.794088), count: 4, class_loss = 0.107415, iou_loss = 0.100825, total_loss = 0.208240 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.411821), count: 3, class_loss = 0.363855, iou_loss = 1.666108, total_loss = 2.029964 \n",
            " total_bbox = 61068, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.757601), count: 5, class_loss = 0.123052, iou_loss = 0.102437, total_loss = 0.225490 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.699412), count: 3, class_loss = 0.270836, iou_loss = 0.079035, total_loss = 0.349871 \n",
            " total_bbox = 61076, rewritten_bbox = 0.000000 % \n",
            "\n",
            " (next mAP calculation at 1000 iterations) \n",
            " 997: 0.356415, 0.305297 avg loss, 0.000494 rate, 0.534600 seconds, 63808 images, 5.505842 hours left\n",
            "Loaded: 1.246522 seconds - performance bottleneck on CPU or Disk HDD/SSD\n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.809670), count: 6, class_loss = 0.043628, iou_loss = 0.085408, total_loss = 0.129037 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.752881), count: 2, class_loss = 0.181285, iou_loss = 0.034238, total_loss = 0.215523 \n",
            " total_bbox = 61084, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.740314), count: 3, class_loss = 0.196890, iou_loss = 0.069055, total_loss = 0.265945 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.792439), count: 5, class_loss = 0.200085, iou_loss = 0.076215, total_loss = 0.276300 \n",
            " total_bbox = 61092, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.781664), count: 6, class_loss = 0.195886, iou_loss = 0.148094, total_loss = 0.343980 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.717690), count: 2, class_loss = 0.340843, iou_loss = 0.118252, total_loss = 0.459095 \n",
            " total_bbox = 61100, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.789927), count: 7, class_loss = 0.444907, iou_loss = 0.210811, total_loss = 0.655718 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.756028), count: 1, class_loss = 0.022113, iou_loss = 0.029245, total_loss = 0.051358 \n",
            " total_bbox = 61108, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.828300), count: 6, class_loss = 0.042647, iou_loss = 0.078355, total_loss = 0.121002 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.688219), count: 1, class_loss = 0.112338, iou_loss = 0.033237, total_loss = 0.145575 \n",
            " total_bbox = 61115, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.755530), count: 3, class_loss = 0.161492, iou_loss = 0.059334, total_loss = 0.220826 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.740418), count: 5, class_loss = 0.268797, iou_loss = 0.110975, total_loss = 0.379772 \n",
            " total_bbox = 61123, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.815865), count: 6, class_loss = 0.336595, iou_loss = 0.084435, total_loss = 0.421030 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.751565), count: 2, class_loss = 0.255027, iou_loss = 0.063178, total_loss = 0.318205 \n",
            " total_bbox = 61131, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.808277), count: 5, class_loss = 0.602583, iou_loss = 0.073436, total_loss = 0.676018 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.619842), count: 3, class_loss = 0.431530, iou_loss = 0.219056, total_loss = 0.650586 \n",
            " total_bbox = 61139, rewritten_bbox = 0.000000 % \n",
            "\n",
            " (next mAP calculation at 1000 iterations) \n",
            " 998: 0.333123, 0.308080 avg loss, 0.000496 rate, 0.480228 seconds, 63872 images, 5.506475 hours left\n",
            "Loaded: 1.333434 seconds - performance bottleneck on CPU or Disk HDD/SSD\n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.808443), count: 7, class_loss = 0.165511, iou_loss = 0.139462, total_loss = 0.304972 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.659991), count: 1, class_loss = 0.066858, iou_loss = 0.026458, total_loss = 0.093316 \n",
            " total_bbox = 61147, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.775162), count: 6, class_loss = 0.446358, iou_loss = 0.124375, total_loss = 0.570732 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.569891), count: 2, class_loss = 0.241964, iou_loss = 0.154745, total_loss = 0.396709 \n",
            " total_bbox = 61155, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.816808), count: 7, class_loss = 0.364267, iou_loss = 0.094544, total_loss = 0.458811 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.691909), count: 1, class_loss = 0.074933, iou_loss = 0.031356, total_loss = 0.106289 \n",
            " total_bbox = 61163, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.823350), count: 7, class_loss = 0.382453, iou_loss = 0.122916, total_loss = 0.505369 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.780854), count: 1, class_loss = 0.010608, iou_loss = 0.010714, total_loss = 0.021322 \n",
            " total_bbox = 61171, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.768912), count: 5, class_loss = 0.203136, iou_loss = 0.108101, total_loss = 0.311237 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.642201), count: 3, class_loss = 0.245451, iou_loss = 0.118617, total_loss = 0.364068 \n",
            " total_bbox = 61179, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.856943), count: 6, class_loss = 0.110868, iou_loss = 0.050554, total_loss = 0.161423 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.719002), count: 2, class_loss = 0.188326, iou_loss = 0.076084, total_loss = 0.264410 \n",
            " total_bbox = 61187, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.830648), count: 5, class_loss = 0.069424, iou_loss = 0.047608, total_loss = 0.117031 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.698668), count: 2, class_loss = 0.116453, iou_loss = 0.069070, total_loss = 0.185523 \n",
            " total_bbox = 61194, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.736570), count: 5, class_loss = 0.312527, iou_loss = 0.147148, total_loss = 0.459675 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.764722), count: 2, class_loss = 0.014103, iou_loss = 0.032094, total_loss = 0.046197 \n",
            " total_bbox = 61201, rewritten_bbox = 0.000000 % \n",
            "\n",
            " (next mAP calculation at 1000 iterations) \n",
            " 999: 0.272943, 0.304566 avg loss, 0.000498 rate, 0.560279 seconds, 63936 images, 5.504182 hours left\n",
            "Loaded: 1.256667 seconds - performance bottleneck on CPU or Disk HDD/SSD\n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.825399), count: 8, class_loss = 0.565414, iou_loss = 0.116760, total_loss = 0.682174 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.000000), count: 1, class_loss = 0.000214, iou_loss = 0.000000, total_loss = 0.000214 \n",
            " total_bbox = 61209, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.770910), count: 5, class_loss = 0.654760, iou_loss = 0.227201, total_loss = 0.881961 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.751969), count: 2, class_loss = 0.006070, iou_loss = 0.062027, total_loss = 0.068097 \n",
            " total_bbox = 61216, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.799119), count: 7, class_loss = 0.556547, iou_loss = 0.122331, total_loss = 0.678878 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.657456), count: 1, class_loss = 0.231814, iou_loss = 0.059986, total_loss = 0.291800 \n",
            " total_bbox = 61224, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.833449), count: 6, class_loss = 0.133750, iou_loss = 0.064123, total_loss = 0.197873 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.543936), count: 1, class_loss = 0.074298, iou_loss = 0.051252, total_loss = 0.125550 \n",
            " total_bbox = 61231, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.848208), count: 6, class_loss = 0.074513, iou_loss = 0.081105, total_loss = 0.155618 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.638928), count: 2, class_loss = 0.137974, iou_loss = 0.091309, total_loss = 0.229282 \n",
            " total_bbox = 61239, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.807597), count: 7, class_loss = 0.294617, iou_loss = 0.111995, total_loss = 0.406612 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.749537), count: 1, class_loss = 0.027829, iou_loss = 0.025036, total_loss = 0.052865 \n",
            " total_bbox = 61247, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.796670), count: 6, class_loss = 0.160591, iou_loss = 0.198355, total_loss = 0.358946 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.603030), count: 2, class_loss = 0.091027, iou_loss = 0.141455, total_loss = 0.232482 \n",
            " total_bbox = 61255, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.850430), count: 6, class_loss = 0.073058, iou_loss = 0.055175, total_loss = 0.128233 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.792873), count: 2, class_loss = 0.109633, iou_loss = 0.036370, total_loss = 0.146003 \n",
            " total_bbox = 61263, rewritten_bbox = 0.000000 % \n",
            "\n",
            " (next mAP calculation at 1000 iterations) \n",
            " 1000: 0.289787, 0.303088 avg loss, 0.000500 rate, 0.587130 seconds, 64000 images, 5.507009 hours left\n",
            "\n",
            " calculation mAP (mean average precision)...\n",
            " Detection layer: 16 - type = 28 \n",
            " Detection layer: 23 - type = 28 \n",
            "384\n",
            " detections_count = 1011, unique_truth_count = 384  \n",
            "class_id = 0, name = White_Tailed_Deer, ap = 0.00%   \t (TP = 0, FP = 0) \n",
            "class_id = 1, name = Dog, ap = 91.98%   \t (TP = 103, FP = 10) \n",
            "class_id = 2, name = Coyote, ap = 0.00%   \t (TP = 0, FP = 0) \n",
            "class_id = 3, name = Bobcat, ap = 85.30%   \t (TP = 50, FP = 10) \n",
            "class_id = 4, name = American Black Bear, ap = 91.06%   \t (TP = 180, FP = 22) \n",
            "\n",
            " for conf_thresh = 0.25, precision = 0.89, recall = 0.87, F1-score = 0.88 \n",
            " for conf_thresh = 0.25, TP = 333, FP = 42, FN = 51, average IoU = 67.65 % \n",
            "\n",
            " IoU threshold = 50 %, used Area-Under-Curve for each unique Recall \n",
            " mean average precision (mAP@0.50) = 0.536679, or 53.67 % \n",
            "Total Detection Time: 20 Seconds\n",
            "\n",
            "Set -points flag:\n",
            " `-points 101` for MS COCO \n",
            " `-points 11` for PascalVOC 2007 (uncomment `difficult` in voc.data) \n",
            " `-points 0` (AUC) for ImageNet, PascalVOC 2010-2012, your custom dataset\n",
            "\n",
            " mean_average_precision (mAP@0.50) = 0.536679 \n",
            "New best mAP!\n",
            "Saving weights to /content/small_backup//small_best.weights\n",
            "Saving weights to /content/small_backup//small_last.weights\n",
            "Loaded: 0.000079 seconds\n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.762742), count: 4, class_loss = 0.231962, iou_loss = 0.124466, total_loss = 0.356427 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.655941), count: 4, class_loss = 0.295421, iou_loss = 0.250048, total_loss = 0.545470 \n",
            " total_bbox = 61271, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.727232), count: 6, class_loss = 0.290228, iou_loss = 0.160616, total_loss = 0.450844 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.707587), count: 2, class_loss = 0.080564, iou_loss = 0.099748, total_loss = 0.180312 \n",
            " total_bbox = 61279, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.758109), count: 5, class_loss = 0.260466, iou_loss = 0.076407, total_loss = 0.336873 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.533706), count: 2, class_loss = 0.287731, iou_loss = 0.243905, total_loss = 0.531636 \n",
            " total_bbox = 61286, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.828222), count: 7, class_loss = 0.015690, iou_loss = 0.101344, total_loss = 0.117034 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.641599), count: 1, class_loss = 0.076962, iou_loss = 0.059893, total_loss = 0.136855 \n",
            " total_bbox = 61294, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.793970), count: 6, class_loss = 0.103418, iou_loss = 0.112082, total_loss = 0.215500 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.313985), count: 2, class_loss = 0.242941, iou_loss = 0.445112, total_loss = 0.688053 \n",
            " total_bbox = 61302, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.821246), count: 5, class_loss = 0.039119, iou_loss = 0.066076, total_loss = 0.105195 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.689619), count: 2, class_loss = 0.138535, iou_loss = 0.074800, total_loss = 0.213335 \n",
            " total_bbox = 61309, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.821522), count: 8, class_loss = 0.249648, iou_loss = 0.157917, total_loss = 0.407565 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.000000), count: 1, class_loss = 0.000439, iou_loss = 0.000000, total_loss = 0.000439 \n",
            " total_bbox = 61317, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.771121), count: 6, class_loss = 0.237118, iou_loss = 0.179634, total_loss = 0.416752 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.731533), count: 1, class_loss = 0.078606, iou_loss = 0.020968, total_loss = 0.099575 \n",
            " total_bbox = 61324, rewritten_bbox = 0.000000 % \n",
            "\n",
            " (next mAP calculation at 1100 iterations) \n",
            " Last accuracy mAP@0.50 = 53.67 %, best = 53.67 % \n",
            " 1001: 0.300117, 0.302791 avg loss, 0.000500 rate, 0.583364 seconds, 64064 images, 6.108276 hours left\n",
            "Loaded: 1.179978 seconds - performance bottleneck on CPU or Disk HDD/SSD\n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.775989), count: 4, class_loss = 0.052320, iou_loss = 0.090075, total_loss = 0.142395 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.783159), count: 4, class_loss = 0.205698, iou_loss = 0.065141, total_loss = 0.270840 \n",
            " total_bbox = 61332, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.816858), count: 7, class_loss = 0.066806, iou_loss = 0.096084, total_loss = 0.162889 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.000000), count: 1, class_loss = 0.000528, iou_loss = 0.000000, total_loss = 0.000528 \n",
            " total_bbox = 61339, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.771161), count: 7, class_loss = 0.202828, iou_loss = 0.180329, total_loss = 0.383156 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.653767), count: 1, class_loss = 0.050919, iou_loss = 0.041605, total_loss = 0.092524 \n",
            " total_bbox = 61347, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.831926), count: 5, class_loss = 0.304930, iou_loss = 0.040352, total_loss = 0.345282 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.701270), count: 2, class_loss = 0.257780, iou_loss = 0.046992, total_loss = 0.304772 \n",
            " total_bbox = 61354, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.812132), count: 6, class_loss = 0.309415, iou_loss = 0.091097, total_loss = 0.400512 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.688688), count: 1, class_loss = 0.025441, iou_loss = 0.028141, total_loss = 0.053582 \n",
            " total_bbox = 61361, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.799437), count: 7, class_loss = 0.613161, iou_loss = 0.065721, total_loss = 0.678882 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.610069), count: 1, class_loss = 0.014682, iou_loss = 0.071229, total_loss = 0.085911 \n",
            " total_bbox = 61369, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.784729), count: 7, class_loss = 0.189578, iou_loss = 0.158652, total_loss = 0.348229 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.000000), count: 1, class_loss = 0.000127, iou_loss = 0.000000, total_loss = 0.000127 \n",
            " total_bbox = 61376, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.723920), count: 7, class_loss = 0.332620, iou_loss = 0.209415, total_loss = 0.542035 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.581014), count: 1, class_loss = 0.098836, iou_loss = 0.045537, total_loss = 0.144374 \n",
            " total_bbox = 61384, rewritten_bbox = 0.000000 % \n",
            "\n",
            " (next mAP calculation at 1100 iterations) \n",
            " Last accuracy mAP@0.50 = 53.67 %, best = 53.67 % \n",
            " 1002: 0.247252, 0.297237 avg loss, 0.000500 rate, 0.544228 seconds, 64128 images, 6.065020 hours left\n",
            "Loaded: 1.282106 seconds - performance bottleneck on CPU or Disk HDD/SSD\n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.777353), count: 6, class_loss = 0.131123, iou_loss = 0.095005, total_loss = 0.226128 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.685497), count: 1, class_loss = 0.050118, iou_loss = 0.019218, total_loss = 0.069336 \n",
            " total_bbox = 61391, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.840098), count: 6, class_loss = 0.184381, iou_loss = 0.129748, total_loss = 0.314129 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.752507), count: 1, class_loss = 0.057387, iou_loss = 0.015971, total_loss = 0.073357 \n",
            " total_bbox = 61398, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.786167), count: 6, class_loss = 0.341339, iou_loss = 0.133443, total_loss = 0.474782 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.771384), count: 2, class_loss = 0.099963, iou_loss = 0.051458, total_loss = 0.151421 \n",
            " total_bbox = 61406, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.823833), count: 8, class_loss = 0.381087, iou_loss = 0.100063, total_loss = 0.481150 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.000000), count: 1, class_loss = 0.009782, iou_loss = 0.000000, total_loss = 0.009782 \n",
            " total_bbox = 61414, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.851251), count: 7, class_loss = 0.189628, iou_loss = 0.055402, total_loss = 0.245030 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.844170), count: 1, class_loss = 0.023447, iou_loss = 0.008681, total_loss = 0.032128 \n",
            " total_bbox = 61422, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.770069), count: 5, class_loss = 0.319587, iou_loss = 0.112174, total_loss = 0.431761 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.683395), count: 2, class_loss = 0.038442, iou_loss = 0.085920, total_loss = 0.124362 \n",
            " total_bbox = 61429, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.771599), count: 7, class_loss = 0.384569, iou_loss = 0.226118, total_loss = 0.610687 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.711070), count: 1, class_loss = 0.014804, iou_loss = 0.041610, total_loss = 0.056413 \n",
            " total_bbox = 61437, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.763316), count: 6, class_loss = 0.347403, iou_loss = 0.143027, total_loss = 0.490430 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.668634), count: 2, class_loss = 0.067702, iou_loss = 0.084334, total_loss = 0.152036 \n",
            " total_bbox = 61445, rewritten_bbox = 0.000000 % \n",
            "\n",
            " (next mAP calculation at 1100 iterations) \n",
            " Last accuracy mAP@0.50 = 53.67 %, best = 53.67 % \n",
            " 1003: 0.246433, 0.292157 avg loss, 0.000500 rate, 0.573611 seconds, 64192 images, 6.057045 hours left\n",
            "Loaded: 1.193493 seconds - performance bottleneck on CPU or Disk HDD/SSD\n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.725465), count: 6, class_loss = 0.361378, iou_loss = 0.242586, total_loss = 0.603964 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.749910), count: 2, class_loss = 0.140500, iou_loss = 0.038033, total_loss = 0.178533 \n",
            " total_bbox = 61453, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.838733), count: 7, class_loss = 0.212240, iou_loss = 0.097160, total_loss = 0.309400 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.748309), count: 1, class_loss = 0.009152, iou_loss = 0.051010, total_loss = 0.060163 \n",
            " total_bbox = 61461, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.770988), count: 6, class_loss = 0.100478, iou_loss = 0.105650, total_loss = 0.206128 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.696396), count: 2, class_loss = 0.003440, iou_loss = 0.132223, total_loss = 0.135662 \n",
            " total_bbox = 61469, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.735583), count: 6, class_loss = 0.234988, iou_loss = 0.180115, total_loss = 0.415103 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.691979), count: 2, class_loss = 0.113356, iou_loss = 0.073633, total_loss = 0.186989 \n",
            " total_bbox = 61477, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.656685), count: 5, class_loss = 0.026008, iou_loss = 0.193093, total_loss = 0.219100 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.536317), count: 3, class_loss = 0.280735, iou_loss = 0.345204, total_loss = 0.625939 \n",
            " total_bbox = 61485, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.815636), count: 6, class_loss = 0.157991, iou_loss = 0.110817, total_loss = 0.268808 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.715397), count: 2, class_loss = 0.071112, iou_loss = 0.082512, total_loss = 0.153624 \n",
            " total_bbox = 61493, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.829975), count: 7, class_loss = 0.234189, iou_loss = 0.095713, total_loss = 0.329902 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.648364), count: 1, class_loss = 0.035832, iou_loss = 0.066792, total_loss = 0.102624 \n",
            " total_bbox = 61501, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.786551), count: 6, class_loss = 0.318619, iou_loss = 0.109199, total_loss = 0.427818 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.539361), count: 2, class_loss = 0.174268, iou_loss = 0.234154, total_loss = 0.408423 \n",
            " total_bbox = 61509, rewritten_bbox = 0.000000 % \n",
            "\n",
            " (next mAP calculation at 1100 iterations) \n",
            " Last accuracy mAP@0.50 = 53.67 %, best = 53.67 % \n",
            " 1004: 0.289511, 0.291892 avg loss, 0.000500 rate, 0.572430 seconds, 64256 images, 6.053161 hours left\n",
            "Loaded: 1.228951 seconds - performance bottleneck on CPU or Disk HDD/SSD\n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.709040), count: 6, class_loss = 0.249447, iou_loss = 0.155757, total_loss = 0.405204 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.727406), count: 1, class_loss = 0.055862, iou_loss = 0.028861, total_loss = 0.084724 \n",
            " total_bbox = 61515, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.773588), count: 5, class_loss = 0.525868, iou_loss = 0.082459, total_loss = 0.608326 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.685681), count: 2, class_loss = 0.061841, iou_loss = 0.099361, total_loss = 0.161202 \n",
            " total_bbox = 61522, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.802151), count: 6, class_loss = 0.248623, iou_loss = 0.103860, total_loss = 0.352483 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.739704), count: 1, class_loss = 0.010360, iou_loss = 0.021476, total_loss = 0.031836 \n",
            " total_bbox = 61529, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.798455), count: 6, class_loss = 0.215281, iou_loss = 0.097337, total_loss = 0.312618 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.599680), count: 2, class_loss = 0.143067, iou_loss = 0.159736, total_loss = 0.302803 \n",
            " total_bbox = 61537, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.796327), count: 4, class_loss = 0.096593, iou_loss = 0.060060, total_loss = 0.156653 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.659287), count: 4, class_loss = 0.333739, iou_loss = 0.166844, total_loss = 0.500584 \n",
            " total_bbox = 61545, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.839941), count: 6, class_loss = 0.176904, iou_loss = 0.058296, total_loss = 0.235200 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.780202), count: 2, class_loss = 0.049563, iou_loss = 0.037907, total_loss = 0.087471 \n",
            " total_bbox = 61553, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.759050), count: 6, class_loss = 0.596424, iou_loss = 0.211871, total_loss = 0.808295 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.402880), count: 2, class_loss = 0.248509, iou_loss = 0.435357, total_loss = 0.683866 \n",
            " total_bbox = 61561, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.821208), count: 4, class_loss = 0.102420, iou_loss = 0.063921, total_loss = 0.166341 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.587772), count: 4, class_loss = 0.392870, iou_loss = 0.248396, total_loss = 0.641266 \n",
            " total_bbox = 61569, rewritten_bbox = 0.000000 % \n",
            "\n",
            " (next mAP calculation at 1100 iterations) \n",
            " Last accuracy mAP@0.50 = 53.67 %, best = 53.67 % \n",
            " 1005: 0.346179, 0.297321 avg loss, 0.000500 rate, 0.556730 seconds, 64320 images, 6.046569 hours left\n",
            "Loaded: 1.122554 seconds - performance bottleneck on CPU or Disk HDD/SSD\n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.821122), count: 6, class_loss = 0.077378, iou_loss = 0.078113, total_loss = 0.155491 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.583122), count: 2, class_loss = 0.116727, iou_loss = 0.228935, total_loss = 0.345661 \n",
            " total_bbox = 61577, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.837102), count: 8, class_loss = 0.247080, iou_loss = 0.079284, total_loss = 0.326364 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.000000), count: 1, class_loss = 0.000011, iou_loss = 0.000000, total_loss = 0.000011 \n",
            " total_bbox = 61585, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.790882), count: 5, class_loss = 0.133227, iou_loss = 0.072893, total_loss = 0.206120 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.652947), count: 2, class_loss = 0.224017, iou_loss = 0.155125, total_loss = 0.379141 \n",
            " total_bbox = 61592, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.855804), count: 6, class_loss = 0.273316, iou_loss = 0.075321, total_loss = 0.348638 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.761223), count: 2, class_loss = 0.239415, iou_loss = 0.032278, total_loss = 0.271694 \n",
            " total_bbox = 61600, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.765606), count: 8, class_loss = 0.487342, iou_loss = 0.156259, total_loss = 0.643602 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.000000), count: 1, class_loss = 0.000583, iou_loss = 0.000000, total_loss = 0.000583 \n",
            " total_bbox = 61608, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.779002), count: 7, class_loss = 0.524560, iou_loss = 0.128859, total_loss = 0.653419 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.759030), count: 1, class_loss = 0.098911, iou_loss = 0.016689, total_loss = 0.115600 \n",
            " total_bbox = 61616, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.811178), count: 6, class_loss = 0.224641, iou_loss = 0.081102, total_loss = 0.305743 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.490152), count: 1, class_loss = 0.122417, iou_loss = 0.058878, total_loss = 0.181295 \n",
            " total_bbox = 61623, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.836678), count: 7, class_loss = 0.143857, iou_loss = 0.121647, total_loss = 0.265504 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.000000), count: 1, class_loss = 0.061841, iou_loss = 0.000000, total_loss = 0.061841 \n",
            " total_bbox = 61630, rewritten_bbox = 0.000000 % \n",
            "\n",
            " (next mAP calculation at 1100 iterations) \n",
            " Last accuracy mAP@0.50 = 53.67 %, best = 53.67 % \n",
            " 1006: 0.266294, 0.294218 avg loss, 0.000500 rate, 0.531184 seconds, 64384 images, 6.040642 hours left\n",
            "\n",
            " Wrong annotation: class_id = 19. But class_id should be [from 0 to 4], file: small_dataset/6995.txt \n",
            "Loaded: 1.350670 seconds - performance bottleneck on CPU or Disk HDD/SSD\n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.752627), count: 4, class_loss = 0.058423, iou_loss = 0.088297, total_loss = 0.146720 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.378008), count: 3, class_loss = 0.468413, iou_loss = 0.249072, total_loss = 0.717485 \n",
            " total_bbox = 61637, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.793778), count: 6, class_loss = 0.225462, iou_loss = 0.104692, total_loss = 0.330154 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.642860), count: 2, class_loss = 0.023427, iou_loss = 0.129811, total_loss = 0.153238 \n",
            " total_bbox = 61645, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.826013), count: 4, class_loss = 0.065872, iou_loss = 0.057068, total_loss = 0.122941 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.786847), count: 3, class_loss = 0.167371, iou_loss = 0.054053, total_loss = 0.221425 \n",
            " total_bbox = 61652, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.819540), count: 4, class_loss = 0.078950, iou_loss = 0.032941, total_loss = 0.111891 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.643384), count: 4, class_loss = 0.266877, iou_loss = 0.190381, total_loss = 0.457258 \n",
            " total_bbox = 61660, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.806621), count: 4, class_loss = 0.215301, iou_loss = 0.089198, total_loss = 0.304498 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.836578), count: 4, class_loss = 0.244367, iou_loss = 0.087121, total_loss = 0.331488 \n",
            " total_bbox = 61668, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.729096), count: 6, class_loss = 0.303421, iou_loss = 0.306913, total_loss = 0.610334 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.637545), count: 2, class_loss = 0.177669, iou_loss = 0.104230, total_loss = 0.281899 \n",
            " total_bbox = 61676, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.834003), count: 5, class_loss = 0.042112, iou_loss = 0.096215, total_loss = 0.138327 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.756880), count: 2, class_loss = 0.109252, iou_loss = 0.059059, total_loss = 0.168311 \n",
            " total_bbox = 61683, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.800573), count: 4, class_loss = 0.110601, iou_loss = 0.127135, total_loss = 0.237736 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.765243), count: 4, class_loss = 0.183870, iou_loss = 0.133838, total_loss = 0.317708 \n",
            " total_bbox = 61691, rewritten_bbox = 0.000000 % \n",
            "\n",
            " (next mAP calculation at 1100 iterations) \n",
            " Last accuracy mAP@0.50 = 53.67 %, best = 53.67 % \n",
            " 1007: 0.290713, 0.293868 avg loss, 0.000500 rate, 0.536732 seconds, 64448 images, 6.030739 hours left\n",
            "Loaded: 1.234524 seconds - performance bottleneck on CPU or Disk HDD/SSD\n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.787529), count: 5, class_loss = 0.069848, iou_loss = 0.063498, total_loss = 0.133345 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.798717), count: 2, class_loss = 0.125628, iou_loss = 0.028574, total_loss = 0.154202 \n",
            " total_bbox = 61698, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.809520), count: 7, class_loss = 0.108820, iou_loss = 0.122750, total_loss = 0.231570 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.000000), count: 1, class_loss = 0.000046, iou_loss = 0.000000, total_loss = 0.000046 \n",
            " total_bbox = 61705, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.803022), count: 5, class_loss = 0.250168, iou_loss = 0.129940, total_loss = 0.380107 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.738882), count: 3, class_loss = 0.035154, iou_loss = 0.107063, total_loss = 0.142217 \n",
            " total_bbox = 61713, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.796371), count: 6, class_loss = 0.385871, iou_loss = 0.109798, total_loss = 0.495670 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.745974), count: 1, class_loss = 0.013647, iou_loss = 0.035584, total_loss = 0.049231 \n",
            " total_bbox = 61720, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.833322), count: 6, class_loss = 0.187986, iou_loss = 0.066444, total_loss = 0.254429 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.849446), count: 2, class_loss = 0.130797, iou_loss = 0.033810, total_loss = 0.164607 \n",
            " total_bbox = 61728, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.826586), count: 6, class_loss = 0.200617, iou_loss = 0.083229, total_loss = 0.283846 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.855730), count: 1, class_loss = 0.052887, iou_loss = 0.007795, total_loss = 0.060682 \n",
            " total_bbox = 61735, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.842554), count: 7, class_loss = 0.169322, iou_loss = 0.100830, total_loss = 0.270152 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.000000), count: 1, class_loss = 0.001850, iou_loss = 0.000000, total_loss = 0.001850 \n",
            " total_bbox = 61742, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.801487), count: 5, class_loss = 0.246030, iou_loss = 0.111145, total_loss = 0.357175 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.846897), count: 2, class_loss = 0.168935, iou_loss = 0.016066, total_loss = 0.185002 \n",
            " total_bbox = 61749, rewritten_bbox = 0.000000 % \n",
            "\n",
            " (next mAP calculation at 1100 iterations) \n",
            " Last accuracy mAP@0.50 = 53.67 %, best = 53.67 % \n",
            " 1008: 0.197758, 0.284257 avg loss, 0.000500 rate, 0.584819 seconds, 64512 images, 6.028066 hours left\n",
            "Loaded: 1.154370 seconds - performance bottleneck on CPU or Disk HDD/SSD\n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.838946), count: 8, class_loss = 0.371689, iou_loss = 0.107602, total_loss = 0.479290 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.000000), count: 1, class_loss = 0.000869, iou_loss = 0.000000, total_loss = 0.000869 \n",
            " total_bbox = 61757, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.760504), count: 8, class_loss = 0.452429, iou_loss = 0.172213, total_loss = 0.624642 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.000000), count: 1, class_loss = 0.039950, iou_loss = 0.000000, total_loss = 0.039950 \n",
            " total_bbox = 61765, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.833629), count: 7, class_loss = 0.178823, iou_loss = 0.061929, total_loss = 0.240752 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.342294), count: 1, class_loss = 0.133896, iou_loss = 0.080475, total_loss = 0.214371 \n",
            " total_bbox = 61773, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.778353), count: 7, class_loss = 0.197563, iou_loss = 0.126712, total_loss = 0.324275 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.149872), count: 1, class_loss = 0.095334, iou_loss = 0.084202, total_loss = 0.179537 \n",
            " total_bbox = 61781, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.843629), count: 7, class_loss = 0.102957, iou_loss = 0.117854, total_loss = 0.220812 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.588735), count: 1, class_loss = 0.061373, iou_loss = 0.076755, total_loss = 0.138128 \n",
            " total_bbox = 61789, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.781048), count: 6, class_loss = 0.352406, iou_loss = 0.130817, total_loss = 0.483222 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.761276), count: 2, class_loss = 0.095152, iou_loss = 0.024683, total_loss = 0.119836 \n",
            " total_bbox = 61797, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.841557), count: 3, class_loss = 0.002925, iou_loss = 0.028996, total_loss = 0.031922 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.747232), count: 5, class_loss = 0.386422, iou_loss = 0.105187, total_loss = 0.491610 \n",
            " total_bbox = 61805, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.831735), count: 7, class_loss = 0.291041, iou_loss = 0.132283, total_loss = 0.423324 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.620614), count: 1, class_loss = 0.127794, iou_loss = 0.097054, total_loss = 0.224849 \n",
            " total_bbox = 61813, rewritten_bbox = 0.000000 % \n",
            "\n",
            " (next mAP calculation at 1100 iterations) \n",
            " Last accuracy mAP@0.50 = 53.67 %, best = 53.67 % \n",
            " 1009: 0.264837, 0.282315 avg loss, 0.000500 rate, 0.506913 seconds, 64576 images, 6.023336 hours left\n",
            "Loaded: 1.240840 seconds - performance bottleneck on CPU or Disk HDD/SSD\n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.837946), count: 8, class_loss = 0.154200, iou_loss = 0.131941, total_loss = 0.286142 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.000000), count: 1, class_loss = 0.000188, iou_loss = 0.000000, total_loss = 0.000188 \n",
            " total_bbox = 61821, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.805355), count: 7, class_loss = 0.365608, iou_loss = 0.095664, total_loss = 0.461271 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.823665), count: 1, class_loss = 0.096928, iou_loss = 0.009390, total_loss = 0.106318 \n",
            " total_bbox = 61829, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.767097), count: 5, class_loss = 0.410529, iou_loss = 0.124092, total_loss = 0.534621 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.731745), count: 3, class_loss = 0.031721, iou_loss = 0.081071, total_loss = 0.112793 \n",
            " total_bbox = 61837, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.867754), count: 7, class_loss = 0.221909, iou_loss = 0.069369, total_loss = 0.291278 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.728025), count: 1, class_loss = 0.117485, iou_loss = 0.024643, total_loss = 0.142128 \n",
            " total_bbox = 61845, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.785111), count: 6, class_loss = 0.396274, iou_loss = 0.145357, total_loss = 0.541631 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.698242), count: 1, class_loss = 0.103654, iou_loss = 0.032286, total_loss = 0.135939 \n",
            " total_bbox = 61852, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.828314), count: 5, class_loss = 0.165650, iou_loss = 0.076790, total_loss = 0.242440 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.681163), count: 3, class_loss = 0.203260, iou_loss = 0.099908, total_loss = 0.303168 \n",
            " total_bbox = 61860, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.806825), count: 8, class_loss = 0.382988, iou_loss = 0.184969, total_loss = 0.567958 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.000000), count: 1, class_loss = 0.098132, iou_loss = 0.000000, total_loss = 0.098132 \n",
            " total_bbox = 61868, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.800549), count: 6, class_loss = 0.174339, iou_loss = 0.098309, total_loss = 0.272648 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.658676), count: 2, class_loss = 0.093913, iou_loss = 0.089714, total_loss = 0.183628 \n",
            " total_bbox = 61876, rewritten_bbox = 0.000000 % \n",
            "\n",
            " (next mAP calculation at 1100 iterations) \n",
            " Last accuracy mAP@0.50 = 53.67 %, best = 53.67 % \n",
            " 1010: 0.267518, 0.280835 avg loss, 0.000500 rate, 0.546268 seconds, 64640 images, 6.013823 hours left\n",
            "Loaded: 1.233522 seconds - performance bottleneck on CPU or Disk HDD/SSD\n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.762211), count: 5, class_loss = 0.433130, iou_loss = 0.206695, total_loss = 0.639824 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.461762), count: 2, class_loss = 0.231895, iou_loss = 0.155826, total_loss = 0.387721 \n",
            " total_bbox = 61883, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.796292), count: 6, class_loss = 0.042652, iou_loss = 0.108167, total_loss = 0.150819 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.782383), count: 2, class_loss = 0.037479, iou_loss = 0.041893, total_loss = 0.079372 \n",
            " total_bbox = 61891, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.806573), count: 6, class_loss = 0.194000, iou_loss = 0.092115, total_loss = 0.286115 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.950355), count: 1, class_loss = 0.000995, iou_loss = 0.000828, total_loss = 0.001823 \n",
            " total_bbox = 61898, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.769509), count: 7, class_loss = 0.421396, iou_loss = 0.137458, total_loss = 0.558854 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.523350), count: 1, class_loss = 0.098855, iou_loss = 0.104386, total_loss = 0.203240 \n",
            " total_bbox = 61906, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.837745), count: 7, class_loss = 0.166799, iou_loss = 0.070964, total_loss = 0.237762 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.663837), count: 1, class_loss = 0.003494, iou_loss = 0.036591, total_loss = 0.040085 \n",
            " total_bbox = 61914, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.796539), count: 4, class_loss = 0.490099, iou_loss = 0.118073, total_loss = 0.608172 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.718893), count: 4, class_loss = 0.285067, iou_loss = 0.219921, total_loss = 0.504988 \n",
            " total_bbox = 61922, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.817131), count: 8, class_loss = 0.270214, iou_loss = 0.145844, total_loss = 0.416058 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.000000), count: 1, class_loss = 0.000027, iou_loss = 0.000000, total_loss = 0.000027 \n",
            " total_bbox = 61930, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.804977), count: 7, class_loss = 0.227283, iou_loss = 0.081026, total_loss = 0.308309 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.662570), count: 1, class_loss = 0.134166, iou_loss = 0.055871, total_loss = 0.190037 \n",
            " total_bbox = 61938, rewritten_bbox = 0.000000 % \n",
            "\n",
            " (next mAP calculation at 1100 iterations) \n",
            " Last accuracy mAP@0.50 = 53.67 %, best = 53.67 % \n",
            " 1011: 0.288325, 0.281584 avg loss, 0.000500 rate, 0.508689 seconds, 64704 images, 6.008242 hours left\n",
            "Loaded: 1.257897 seconds - performance bottleneck on CPU or Disk HDD/SSD\n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.768951), count: 7, class_loss = 0.558183, iou_loss = 0.242263, total_loss = 0.800447 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.887857), count: 1, class_loss = 0.017257, iou_loss = 0.008820, total_loss = 0.026076 \n",
            " total_bbox = 61946, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.806801), count: 8, class_loss = 0.525968, iou_loss = 0.136903, total_loss = 0.662871 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.000000), count: 1, class_loss = 0.000450, iou_loss = 0.000000, total_loss = 0.000450 \n",
            " total_bbox = 61954, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.795685), count: 7, class_loss = 0.189124, iou_loss = 0.138619, total_loss = 0.327743 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.537421), count: 1, class_loss = 0.106379, iou_loss = 0.056348, total_loss = 0.162727 \n",
            " total_bbox = 61962, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.734201), count: 7, class_loss = 0.188015, iou_loss = 0.260343, total_loss = 0.448358 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.750518), count: 1, class_loss = 0.027451, iou_loss = 0.011929, total_loss = 0.039380 \n",
            " total_bbox = 61970, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.803500), count: 8, class_loss = 0.347910, iou_loss = 0.102282, total_loss = 0.450191 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.000000), count: 1, class_loss = 0.003308, iou_loss = 0.000000, total_loss = 0.003308 \n",
            " total_bbox = 61978, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.865857), count: 7, class_loss = 0.036764, iou_loss = 0.059060, total_loss = 0.095824 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.658329), count: 1, class_loss = 0.007856, iou_loss = 0.039175, total_loss = 0.047031 \n",
            " total_bbox = 61986, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.822852), count: 4, class_loss = 0.055594, iou_loss = 0.044614, total_loss = 0.100209 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.668036), count: 3, class_loss = 0.220834, iou_loss = 0.155430, total_loss = 0.376264 \n",
            " total_bbox = 61993, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.820292), count: 7, class_loss = 0.271820, iou_loss = 0.074226, total_loss = 0.346046 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.814286), count: 1, class_loss = 0.015124, iou_loss = 0.008145, total_loss = 0.023270 \n",
            " total_bbox = 62001, rewritten_bbox = 0.000000 % \n",
            "\n",
            " (next mAP calculation at 1100 iterations) \n",
            " Last accuracy mAP@0.50 = 53.67 %, best = 53.67 % \n",
            " 1012: 0.244387, 0.277864 avg loss, 0.000500 rate, 0.581366 seconds, 64768 images, 6.001341 hours left\n",
            "Loaded: 1.197909 seconds - performance bottleneck on CPU or Disk HDD/SSD\n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.830792), count: 5, class_loss = 0.035993, iou_loss = 0.050452, total_loss = 0.086444 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.443912), count: 2, class_loss = 0.333964, iou_loss = 0.168624, total_loss = 0.502587 \n",
            " total_bbox = 62008, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.825918), count: 7, class_loss = 0.168121, iou_loss = 0.067552, total_loss = 0.235673 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.790621), count: 1, class_loss = 0.099519, iou_loss = 0.009891, total_loss = 0.109410 \n",
            " total_bbox = 62016, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.810883), count: 7, class_loss = 0.276923, iou_loss = 0.112756, total_loss = 0.389679 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.658225), count: 1, class_loss = 0.002116, iou_loss = 0.038224, total_loss = 0.040340 \n",
            " total_bbox = 62024, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.876513), count: 6, class_loss = 0.108526, iou_loss = 0.071670, total_loss = 0.180197 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.628333), count: 2, class_loss = 0.174360, iou_loss = 0.085792, total_loss = 0.260152 \n",
            " total_bbox = 62032, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.782890), count: 5, class_loss = 0.125597, iou_loss = 0.068787, total_loss = 0.194384 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.609725), count: 1, class_loss = 0.111298, iou_loss = 0.028928, total_loss = 0.140227 \n",
            " total_bbox = 62038, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.748959), count: 7, class_loss = 0.362760, iou_loss = 0.197795, total_loss = 0.560555 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.564668), count: 1, class_loss = 0.041063, iou_loss = 0.078346, total_loss = 0.119409 \n",
            " total_bbox = 62046, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.776367), count: 5, class_loss = 0.348097, iou_loss = 0.130620, total_loss = 0.478717 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.832702), count: 3, class_loss = 0.299883, iou_loss = 0.030155, total_loss = 0.330038 \n",
            " total_bbox = 62054, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.788520), count: 7, class_loss = 0.634365, iou_loss = 0.131401, total_loss = 0.765766 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.791207), count: 1, class_loss = 0.026132, iou_loss = 0.040287, total_loss = 0.066419 \n",
            " total_bbox = 62062, rewritten_bbox = 0.000000 % \n",
            "\n",
            " (next mAP calculation at 1100 iterations) \n",
            " Last accuracy mAP@0.50 = 53.67 %, best = 53.67 % \n",
            " 1013: 0.278750, 0.277953 avg loss, 0.000500 rate, 0.567796 seconds, 64832 images, 5.997466 hours left\n",
            "Loaded: 1.281091 seconds - performance bottleneck on CPU or Disk HDD/SSD\n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.731193), count: 4, class_loss = 0.293327, iou_loss = 0.175288, total_loss = 0.468616 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.686736), count: 4, class_loss = 0.182184, iou_loss = 0.111068, total_loss = 0.293252 \n",
            " total_bbox = 62070, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.733133), count: 6, class_loss = 0.372378, iou_loss = 0.203871, total_loss = 0.576249 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.869613), count: 1, class_loss = 0.013867, iou_loss = 0.004818, total_loss = 0.018685 \n",
            " total_bbox = 62077, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.800543), count: 7, class_loss = 0.436873, iou_loss = 0.178151, total_loss = 0.615024 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.635146), count: 1, class_loss = 0.139324, iou_loss = 0.041650, total_loss = 0.180974 \n",
            " total_bbox = 62085, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.708386), count: 5, class_loss = 0.290276, iou_loss = 0.201425, total_loss = 0.491701 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.578056), count: 3, class_loss = 0.162221, iou_loss = 0.280273, total_loss = 0.442494 \n",
            " total_bbox = 62093, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.852199), count: 5, class_loss = 0.224300, iou_loss = 0.069319, total_loss = 0.293619 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.636076), count: 3, class_loss = 0.212435, iou_loss = 0.163991, total_loss = 0.376425 \n",
            " total_bbox = 62101, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.832871), count: 5, class_loss = 0.128341, iou_loss = 0.098673, total_loss = 0.227014 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.768343), count: 3, class_loss = 0.158045, iou_loss = 0.072508, total_loss = 0.230552 \n",
            " total_bbox = 62109, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.754452), count: 5, class_loss = 0.245967, iou_loss = 0.113811, total_loss = 0.359778 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.715754), count: 3, class_loss = 0.136577, iou_loss = 0.115057, total_loss = 0.251634 \n",
            " total_bbox = 62117, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.821191), count: 6, class_loss = 0.235995, iou_loss = 0.100893, total_loss = 0.336888 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.625464), count: 2, class_loss = 0.231896, iou_loss = 0.077521, total_loss = 0.309417 \n",
            " total_bbox = 62125, rewritten_bbox = 0.000000 % \n",
            "\n",
            " (next mAP calculation at 1100 iterations) \n",
            " Last accuracy mAP@0.50 = 53.67 %, best = 53.67 % \n",
            " 1014: 0.342020, 0.284360 avg loss, 0.000500 rate, 0.519041 seconds, 64896 images, 5.991380 hours left\n",
            "Loaded: 1.227726 seconds - performance bottleneck on CPU or Disk HDD/SSD\n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.829019), count: 5, class_loss = 0.110114, iou_loss = 0.064705, total_loss = 0.174819 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.690367), count: 2, class_loss = 0.101718, iou_loss = 0.104117, total_loss = 0.205834 \n",
            " total_bbox = 62132, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.788106), count: 7, class_loss = 0.383158, iou_loss = 0.125410, total_loss = 0.508569 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.638359), count: 1, class_loss = 0.052476, iou_loss = 0.044676, total_loss = 0.097152 \n",
            " total_bbox = 62140, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.835708), count: 6, class_loss = 0.243881, iou_loss = 0.088363, total_loss = 0.332243 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.711895), count: 2, class_loss = 0.004127, iou_loss = 0.040069, total_loss = 0.044195 \n",
            " total_bbox = 62148, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.829698), count: 4, class_loss = 0.402918, iou_loss = 0.131690, total_loss = 0.534609 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.667132), count: 3, class_loss = 0.153102, iou_loss = 0.175318, total_loss = 0.328420 \n",
            " total_bbox = 62155, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.797779), count: 7, class_loss = 0.246727, iou_loss = 0.140462, total_loss = 0.387189 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.757295), count: 1, class_loss = 0.068080, iou_loss = 0.016623, total_loss = 0.084703 \n",
            " total_bbox = 62163, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.788529), count: 7, class_loss = 0.068425, iou_loss = 0.159259, total_loss = 0.227684 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.536165), count: 1, class_loss = 0.080192, iou_loss = 0.096155, total_loss = 0.176347 \n",
            " total_bbox = 62171, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.821582), count: 7, class_loss = 0.109100, iou_loss = 0.084588, total_loss = 0.193687 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.566642), count: 1, class_loss = 0.004638, iou_loss = 0.067289, total_loss = 0.071927 \n",
            " total_bbox = 62179, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.817183), count: 6, class_loss = 0.027003, iou_loss = 0.081645, total_loss = 0.108649 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.862277), count: 1, class_loss = 0.007057, iou_loss = 0.007864, total_loss = 0.014921 \n",
            " total_bbox = 62186, rewritten_bbox = 0.000000 % \n",
            "\n",
            " (next mAP calculation at 1100 iterations) \n",
            " Last accuracy mAP@0.50 = 53.67 %, best = 53.67 % \n",
            " 1015: 0.218184, 0.277742 avg loss, 0.000500 rate, 0.575907 seconds, 64960 images, 5.986401 hours left\n",
            "Loaded: 1.300556 seconds - performance bottleneck on CPU or Disk HDD/SSD\n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.767950), count: 6, class_loss = 0.090675, iou_loss = 0.081596, total_loss = 0.172271 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.689645), count: 2, class_loss = 0.080097, iou_loss = 0.084320, total_loss = 0.164417 \n",
            " total_bbox = 62193, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.790711), count: 6, class_loss = 0.207643, iou_loss = 0.082906, total_loss = 0.290549 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.333522), count: 2, class_loss = 0.274957, iou_loss = 0.099138, total_loss = 0.374095 \n",
            " total_bbox = 62201, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.810736), count: 5, class_loss = 0.154106, iou_loss = 0.109305, total_loss = 0.263411 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.713221), count: 2, class_loss = 0.148038, iou_loss = 0.082970, total_loss = 0.231008 \n",
            " total_bbox = 62208, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.813486), count: 8, class_loss = 0.263211, iou_loss = 0.166363, total_loss = 0.429575 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.000000), count: 1, class_loss = 0.110042, iou_loss = 0.000000, total_loss = 0.110042 \n",
            " total_bbox = 62216, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.859463), count: 6, class_loss = 0.272141, iou_loss = 0.126455, total_loss = 0.398595 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.698522), count: 2, class_loss = 0.308817, iou_loss = 0.055179, total_loss = 0.363995 \n",
            " total_bbox = 62224, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.827395), count: 4, class_loss = 0.196635, iou_loss = 0.058995, total_loss = 0.255630 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.474066), count: 4, class_loss = 0.493075, iou_loss = 0.566208, total_loss = 1.059283 \n",
            " total_bbox = 62232, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.853779), count: 3, class_loss = 0.164254, iou_loss = 0.048691, total_loss = 0.212944 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.610172), count: 5, class_loss = 0.532506, iou_loss = 0.484660, total_loss = 1.017166 \n",
            " total_bbox = 62240, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.886162), count: 2, class_loss = 0.035587, iou_loss = 0.017892, total_loss = 0.053479 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.775544), count: 5, class_loss = 0.273791, iou_loss = 0.106800, total_loss = 0.380591 \n",
            " total_bbox = 62247, rewritten_bbox = 0.000000 % \n",
            "\n",
            " (next mAP calculation at 1100 iterations) \n",
            " Last accuracy mAP@0.50 = 53.67 %, best = 53.67 % \n",
            " 1016: 0.361066, 0.286074 avg loss, 0.000500 rate, 0.559755 seconds, 65024 images, 5.981573 hours left\n",
            "Loaded: 1.187285 seconds - performance bottleneck on CPU or Disk HDD/SSD\n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.808239), count: 6, class_loss = 0.423186, iou_loss = 0.067916, total_loss = 0.491102 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.699589), count: 1, class_loss = 0.009112, iou_loss = 0.036527, total_loss = 0.045639 \n",
            " total_bbox = 62254, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.783779), count: 4, class_loss = 0.312978, iou_loss = 0.072207, total_loss = 0.385185 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.764669), count: 3, class_loss = 0.258779, iou_loss = 0.054543, total_loss = 0.313322 \n",
            " total_bbox = 62261, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.784498), count: 7, class_loss = 0.190550, iou_loss = 0.137035, total_loss = 0.327586 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.930650), count: 1, class_loss = 0.004904, iou_loss = 0.001248, total_loss = 0.006152 \n",
            " total_bbox = 62269, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.745900), count: 5, class_loss = 0.303939, iou_loss = 0.092732, total_loss = 0.396671 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.756027), count: 3, class_loss = 0.351135, iou_loss = 0.083564, total_loss = 0.434699 \n",
            " total_bbox = 62277, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.797786), count: 7, class_loss = 0.130847, iou_loss = 0.168936, total_loss = 0.299783 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.716122), count: 1, class_loss = 0.166187, iou_loss = 0.021472, total_loss = 0.187659 \n",
            " total_bbox = 62285, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.860227), count: 7, class_loss = 0.276464, iou_loss = 0.061544, total_loss = 0.338009 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.843481), count: 1, class_loss = 0.000017, iou_loss = 0.021176, total_loss = 0.021194 \n",
            " total_bbox = 62293, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.776690), count: 6, class_loss = 0.403452, iou_loss = 0.091482, total_loss = 0.494934 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.808527), count: 1, class_loss = 0.060826, iou_loss = 0.008064, total_loss = 0.068890 \n",
            " total_bbox = 62300, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.818707), count: 7, class_loss = 0.284689, iou_loss = 0.138516, total_loss = 0.423205 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.732078), count: 1, class_loss = 0.071750, iou_loss = 0.017870, total_loss = 0.089620 \n",
            " total_bbox = 62308, rewritten_bbox = 0.000000 % \n",
            "\n",
            " (next mAP calculation at 1100 iterations) \n",
            " Last accuracy mAP@0.50 = 53.67 %, best = 53.67 % \n",
            " 1017: 0.270228, 0.284490 avg loss, 0.000500 rate, 0.571724 seconds, 65088 images, 5.978518 hours left\n",
            "Loaded: 1.251155 seconds - performance bottleneck on CPU or Disk HDD/SSD\n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.827644), count: 8, class_loss = 0.228239, iou_loss = 0.131392, total_loss = 0.359631 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.000000), count: 1, class_loss = 0.058858, iou_loss = 0.000000, total_loss = 0.058858 \n",
            " total_bbox = 62316, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.776821), count: 8, class_loss = 0.287808, iou_loss = 0.207903, total_loss = 0.495711 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.000000), count: 1, class_loss = 0.005537, iou_loss = 0.000000, total_loss = 0.005537 \n",
            " total_bbox = 62324, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.806966), count: 5, class_loss = 0.226702, iou_loss = 0.074623, total_loss = 0.301326 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.702999), count: 3, class_loss = 0.057920, iou_loss = 0.134944, total_loss = 0.192864 \n",
            " total_bbox = 62332, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.743892), count: 7, class_loss = 0.643516, iou_loss = 0.249814, total_loss = 0.893331 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.546430), count: 1, class_loss = 0.061313, iou_loss = 0.067779, total_loss = 0.129091 \n",
            " total_bbox = 62340, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.661044), count: 4, class_loss = 0.419127, iou_loss = 0.180300, total_loss = 0.599427 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.789536), count: 2, class_loss = 0.066505, iou_loss = 0.022461, total_loss = 0.088966 \n",
            " total_bbox = 62346, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.781321), count: 8, class_loss = 0.360190, iou_loss = 0.225167, total_loss = 0.585357 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.000000), count: 1, class_loss = 0.000703, iou_loss = 0.000000, total_loss = 0.000703 \n",
            " total_bbox = 62354, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.817469), count: 7, class_loss = 0.367659, iou_loss = 0.148692, total_loss = 0.516351 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.847258), count: 1, class_loss = 0.073449, iou_loss = 0.013323, total_loss = 0.086772 \n",
            " total_bbox = 62362, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.794885), count: 7, class_loss = 0.476989, iou_loss = 0.121864, total_loss = 0.598853 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.898736), count: 1, class_loss = 0.205035, iou_loss = 0.005246, total_loss = 0.210281 \n",
            " total_bbox = 62370, rewritten_bbox = 0.000000 % \n",
            "\n",
            " (next mAP calculation at 1100 iterations) \n",
            " Last accuracy mAP@0.50 = 53.67 %, best = 53.67 % \n",
            " 1018: 0.320191, 0.288060 avg loss, 0.000500 rate, 0.536738 seconds, 65152 images, 5.972398 hours left\n",
            "Loaded: 1.208488 seconds - performance bottleneck on CPU or Disk HDD/SSD\n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.791714), count: 4, class_loss = 0.353277, iou_loss = 0.074277, total_loss = 0.427554 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.760512), count: 4, class_loss = 0.328293, iou_loss = 0.088518, total_loss = 0.416811 \n",
            " total_bbox = 62378, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.850508), count: 5, class_loss = 0.027394, iou_loss = 0.053851, total_loss = 0.081246 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.770236), count: 3, class_loss = 0.120778, iou_loss = 0.072438, total_loss = 0.193216 \n",
            " total_bbox = 62386, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.865444), count: 7, class_loss = 0.103852, iou_loss = 0.073827, total_loss = 0.177679 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.000000), count: 1, class_loss = 0.000153, iou_loss = 0.000000, total_loss = 0.000153 \n",
            " total_bbox = 62393, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.864067), count: 8, class_loss = 0.437304, iou_loss = 0.108501, total_loss = 0.545805 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.000000), count: 1, class_loss = 0.033636, iou_loss = 0.000000, total_loss = 0.033636 \n",
            " total_bbox = 62401, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.832460), count: 7, class_loss = 0.194672, iou_loss = 0.084846, total_loss = 0.279518 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.778815), count: 1, class_loss = 0.022203, iou_loss = 0.021549, total_loss = 0.043752 \n",
            " total_bbox = 62409, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.781173), count: 5, class_loss = 0.103326, iou_loss = 0.133339, total_loss = 0.236666 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.629145), count: 3, class_loss = 0.283358, iou_loss = 0.187450, total_loss = 0.470808 \n",
            " total_bbox = 62417, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.819309), count: 6, class_loss = 0.217084, iou_loss = 0.108208, total_loss = 0.325292 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.720509), count: 2, class_loss = 0.100826, iou_loss = 0.063194, total_loss = 0.164020 \n",
            " total_bbox = 62425, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.764533), count: 5, class_loss = 0.160144, iou_loss = 0.172038, total_loss = 0.332182 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.770352), count: 2, class_loss = 0.106025, iou_loss = 0.036304, total_loss = 0.142330 \n",
            " total_bbox = 62432, rewritten_bbox = 0.000000 % \n",
            "\n",
            " (next mAP calculation at 1100 iterations) \n",
            " Last accuracy mAP@0.50 = 53.67 %, best = 53.67 % \n",
            " 1019: 0.241917, 0.283446 avg loss, 0.000500 rate, 0.532819 seconds, 65216 images, 5.967215 hours left\n",
            "Loaded: 1.303629 seconds - performance bottleneck on CPU or Disk HDD/SSD\n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.816462), count: 5, class_loss = 0.106785, iou_loss = 0.063359, total_loss = 0.170144 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.712507), count: 2, class_loss = 0.147759, iou_loss = 0.058652, total_loss = 0.206411 \n",
            " total_bbox = 62439, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.842816), count: 5, class_loss = 0.152894, iou_loss = 0.113171, total_loss = 0.266065 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.577557), count: 3, class_loss = 0.300280, iou_loss = 0.258058, total_loss = 0.558338 \n",
            " total_bbox = 62447, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.842754), count: 7, class_loss = 0.035007, iou_loss = 0.087408, total_loss = 0.122415 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.580140), count: 1, class_loss = 0.121586, iou_loss = 0.052786, total_loss = 0.174372 \n",
            " total_bbox = 62455, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.822581), count: 5, class_loss = 0.183564, iou_loss = 0.057650, total_loss = 0.241214 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.701010), count: 2, class_loss = 0.200152, iou_loss = 0.085481, total_loss = 0.285633 \n",
            " total_bbox = 62462, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.787219), count: 6, class_loss = 0.388855, iou_loss = 0.098682, total_loss = 0.487537 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.678615), count: 2, class_loss = 0.065680, iou_loss = 0.081198, total_loss = 0.146878 \n",
            " total_bbox = 62470, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.830295), count: 5, class_loss = 0.237358, iou_loss = 0.160089, total_loss = 0.397447 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.770716), count: 3, class_loss = 0.205936, iou_loss = 0.084319, total_loss = 0.290255 \n",
            " total_bbox = 62478, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.783540), count: 6, class_loss = 0.258961, iou_loss = 0.091651, total_loss = 0.350611 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.698502), count: 2, class_loss = 0.221268, iou_loss = 0.048935, total_loss = 0.270203 \n",
            " total_bbox = 62486, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.850812), count: 7, class_loss = 0.147825, iou_loss = 0.067723, total_loss = 0.215548 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.573952), count: 1, class_loss = 0.134714, iou_loss = 0.045637, total_loss = 0.180351 \n",
            " total_bbox = 62494, rewritten_bbox = 0.000000 % \n",
            "\n",
            " (next mAP calculation at 1100 iterations) \n",
            " Last accuracy mAP@0.50 = 53.67 %, best = 53.67 % \n",
            " 1020: 0.272714, 0.282372 avg loss, 0.000500 rate, 0.554179 seconds, 65280 images, 5.960658 hours left\n",
            "Loaded: 1.230968 seconds - performance bottleneck on CPU or Disk HDD/SSD\n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.798180), count: 7, class_loss = 0.232485, iou_loss = 0.136820, total_loss = 0.369305 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.728633), count: 1, class_loss = 0.006697, iou_loss = 0.017221, total_loss = 0.023919 \n",
            " total_bbox = 62502, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.809859), count: 7, class_loss = 0.269924, iou_loss = 0.141271, total_loss = 0.411195 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.621876), count: 1, class_loss = 0.147508, iou_loss = 0.046953, total_loss = 0.194461 \n",
            " total_bbox = 62510, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.745240), count: 6, class_loss = 0.358451, iou_loss = 0.110384, total_loss = 0.468834 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.670236), count: 2, class_loss = 0.174703, iou_loss = 0.128258, total_loss = 0.302961 \n",
            " total_bbox = 62518, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.811459), count: 6, class_loss = 0.166073, iou_loss = 0.069474, total_loss = 0.235547 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.415257), count: 2, class_loss = 0.324427, iou_loss = 0.321059, total_loss = 0.645486 \n",
            " total_bbox = 62526, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.764640), count: 5, class_loss = 0.329189, iou_loss = 0.120205, total_loss = 0.449394 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.616473), count: 3, class_loss = 0.465398, iou_loss = 0.146351, total_loss = 0.611749 \n",
            " total_bbox = 62534, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.845694), count: 5, class_loss = 0.111960, iou_loss = 0.105821, total_loss = 0.217781 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.640899), count: 3, class_loss = 0.108494, iou_loss = 0.434058, total_loss = 0.542552 \n",
            " total_bbox = 62542, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.804333), count: 5, class_loss = 0.239834, iou_loss = 0.095077, total_loss = 0.334911 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.614010), count: 2, class_loss = 0.168797, iou_loss = 0.209464, total_loss = 0.378261 \n",
            " total_bbox = 62549, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.828881), count: 6, class_loss = 0.045584, iou_loss = 0.110014, total_loss = 0.155597 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.379746), count: 2, class_loss = 0.242567, iou_loss = 0.346995, total_loss = 0.589562 \n",
            " total_bbox = 62557, rewritten_bbox = 0.000000 % \n",
            "\n",
            " (next mAP calculation at 1100 iterations) \n",
            " Last accuracy mAP@0.50 = 53.67 %, best = 53.67 % \n",
            " 1021: 0.370720, 0.291207 avg loss, 0.000500 rate, 0.549610 seconds, 65344 images, 5.957715 hours left\n",
            "\n",
            " Wrong annotation: class_id = 19. But class_id should be [from 0 to 4], file: small_dataset/6993.txt \n",
            "Loaded: 1.350940 seconds - performance bottleneck on CPU or Disk HDD/SSD\n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.852394), count: 6, class_loss = 0.136484, iou_loss = 0.070990, total_loss = 0.207474 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.632356), count: 1, class_loss = 0.024691, iou_loss = 0.053751, total_loss = 0.078442 \n",
            " total_bbox = 62564, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.812591), count: 6, class_loss = 0.380206, iou_loss = 0.180481, total_loss = 0.560688 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.804094), count: 1, class_loss = 0.017546, iou_loss = 0.017818, total_loss = 0.035364 \n",
            " total_bbox = 62571, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.824206), count: 6, class_loss = 0.200108, iou_loss = 0.080949, total_loss = 0.281058 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.588017), count: 2, class_loss = 0.181471, iou_loss = 0.219758, total_loss = 0.401229 \n",
            " total_bbox = 62579, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.805102), count: 7, class_loss = 0.267727, iou_loss = 0.189514, total_loss = 0.457241 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.611776), count: 1, class_loss = 0.151781, iou_loss = 0.050454, total_loss = 0.202235 \n",
            " total_bbox = 62587, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.835276), count: 7, class_loss = 0.255172, iou_loss = 0.091480, total_loss = 0.346652 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.769302), count: 1, class_loss = 0.050205, iou_loss = 0.068517, total_loss = 0.118722 \n",
            " total_bbox = 62595, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.799041), count: 8, class_loss = 0.115076, iou_loss = 0.186363, total_loss = 0.301439 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.000000), count: 1, class_loss = 0.001474, iou_loss = 0.000000, total_loss = 0.001474 \n",
            " total_bbox = 62603, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.746855), count: 6, class_loss = 0.273730, iou_loss = 0.147660, total_loss = 0.421391 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.632526), count: 2, class_loss = 0.247435, iou_loss = 0.048926, total_loss = 0.296361 \n",
            " total_bbox = 62611, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.832256), count: 6, class_loss = 0.280716, iou_loss = 0.095762, total_loss = 0.376478 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.736333), count: 1, class_loss = 0.142179, iou_loss = 0.026009, total_loss = 0.168188 \n",
            " total_bbox = 62618, rewritten_bbox = 0.000000 % \n",
            "\n",
            " (next mAP calculation at 1100 iterations) \n",
            " Last accuracy mAP@0.50 = 53.67 %, best = 53.67 % \n",
            " 1022: 0.265902, 0.288677 avg loss, 0.000500 rate, 0.611925 seconds, 65408 images, 5.952440 hours left\n",
            "Loaded: 1.191241 seconds - performance bottleneck on CPU or Disk HDD/SSD\n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.811637), count: 6, class_loss = 0.064324, iou_loss = 0.104713, total_loss = 0.169037 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.756207), count: 2, class_loss = 0.142441, iou_loss = 0.044066, total_loss = 0.186507 \n",
            " total_bbox = 62626, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.821235), count: 6, class_loss = 0.080971, iou_loss = 0.078200, total_loss = 0.159171 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.666871), count: 1, class_loss = 0.147926, iou_loss = 0.032726, total_loss = 0.180652 \n",
            " total_bbox = 62633, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.861464), count: 5, class_loss = 0.136003, iou_loss = 0.059411, total_loss = 0.195414 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.647718), count: 3, class_loss = 0.200417, iou_loss = 0.163682, total_loss = 0.364099 \n",
            " total_bbox = 62641, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.709514), count: 5, class_loss = 0.236811, iou_loss = 0.133620, total_loss = 0.370431 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.654517), count: 3, class_loss = 0.379563, iou_loss = 0.205968, total_loss = 0.585531 \n",
            " total_bbox = 62649, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.811023), count: 7, class_loss = 0.170947, iou_loss = 0.116408, total_loss = 0.287355 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.651226), count: 1, class_loss = 0.129641, iou_loss = 0.025966, total_loss = 0.155606 \n",
            " total_bbox = 62657, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.729454), count: 7, class_loss = 0.373708, iou_loss = 0.252101, total_loss = 0.625810 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.830715), count: 1, class_loss = 0.010116, iou_loss = 0.006573, total_loss = 0.016689 \n",
            " total_bbox = 62665, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.788371), count: 5, class_loss = 0.269415, iou_loss = 0.180309, total_loss = 0.449724 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.478295), count: 3, class_loss = 0.190786, iou_loss = 0.634685, total_loss = 0.825470 \n",
            " total_bbox = 62673, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.792023), count: 4, class_loss = 0.207699, iou_loss = 0.077124, total_loss = 0.284823 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.793257), count: 2, class_loss = 0.213946, iou_loss = 0.035943, total_loss = 0.249889 \n",
            " total_bbox = 62679, rewritten_bbox = 0.000000 % \n",
            "\n",
            " (next mAP calculation at 1100 iterations) \n",
            " Last accuracy mAP@0.50 = 53.67 %, best = 53.67 % \n",
            " 1023: 0.319138, 0.291723 avg loss, 0.000500 rate, 0.558609 seconds, 65472 images, 5.952773 hours left\n",
            "Loaded: 1.265211 seconds - performance bottleneck on CPU or Disk HDD/SSD\n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.746736), count: 4, class_loss = 0.034770, iou_loss = 0.121850, total_loss = 0.156620 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.870462), count: 1, class_loss = 0.014289, iou_loss = 0.003703, total_loss = 0.017992 \n",
            " total_bbox = 62684, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.793482), count: 5, class_loss = 0.155237, iou_loss = 0.061793, total_loss = 0.217030 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.769625), count: 3, class_loss = 0.163274, iou_loss = 0.047223, total_loss = 0.210497 \n",
            " total_bbox = 62691, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.817195), count: 5, class_loss = 0.132822, iou_loss = 0.066363, total_loss = 0.199185 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.843919), count: 2, class_loss = 0.062689, iou_loss = 0.036590, total_loss = 0.099279 \n",
            " total_bbox = 62698, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.796654), count: 7, class_loss = 0.166612, iou_loss = 0.126024, total_loss = 0.292636 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.644311), count: 1, class_loss = 0.023356, iou_loss = 0.047893, total_loss = 0.071250 \n",
            " total_bbox = 62706, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.765506), count: 6, class_loss = 0.174628, iou_loss = 0.182567, total_loss = 0.357195 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.683656), count: 2, class_loss = 0.189709, iou_loss = 0.128826, total_loss = 0.318535 \n",
            " total_bbox = 62714, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.845276), count: 5, class_loss = 0.210545, iou_loss = 0.121473, total_loss = 0.332018 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.731631), count: 3, class_loss = 0.121549, iou_loss = 0.091824, total_loss = 0.213373 \n",
            " total_bbox = 62722, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.820721), count: 7, class_loss = 0.229745, iou_loss = 0.156415, total_loss = 0.386160 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.788125), count: 1, class_loss = 0.008233, iou_loss = 0.013785, total_loss = 0.022018 \n",
            " total_bbox = 62730, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.796323), count: 7, class_loss = 0.091795, iou_loss = 0.155495, total_loss = 0.247291 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.770986), count: 1, class_loss = 0.000271, iou_loss = 0.032035, total_loss = 0.032306 \n",
            " total_bbox = 62738, rewritten_bbox = 0.000000 % \n",
            "\n",
            " (next mAP calculation at 1100 iterations) \n",
            " Last accuracy mAP@0.50 = 53.67 %, best = 53.67 % \n",
            " 1024: 0.198337, 0.282384 avg loss, 0.000500 rate, 0.577890 seconds, 65536 images, 5.946601 hours left\n",
            "Loaded: 1.178557 seconds - performance bottleneck on CPU or Disk HDD/SSD\n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.803456), count: 6, class_loss = 0.177513, iou_loss = 0.126214, total_loss = 0.303727 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.749674), count: 2, class_loss = 0.109604, iou_loss = 0.079455, total_loss = 0.189058 \n",
            " total_bbox = 62746, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.765680), count: 4, class_loss = 0.120361, iou_loss = 0.109106, total_loss = 0.229467 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.714496), count: 4, class_loss = 0.087596, iou_loss = 0.121877, total_loss = 0.209472 \n",
            " total_bbox = 62754, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.790679), count: 6, class_loss = 0.525634, iou_loss = 0.106346, total_loss = 0.631980 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.646659), count: 2, class_loss = 0.078505, iou_loss = 0.062872, total_loss = 0.141377 \n",
            " total_bbox = 62762, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.824676), count: 5, class_loss = 0.215666, iou_loss = 0.062666, total_loss = 0.278332 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.704178), count: 3, class_loss = 0.272659, iou_loss = 0.099124, total_loss = 0.371783 \n",
            " total_bbox = 62770, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.795140), count: 5, class_loss = 0.111202, iou_loss = 0.079408, total_loss = 0.190610 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.731871), count: 2, class_loss = 0.102061, iou_loss = 0.049322, total_loss = 0.151384 \n",
            " total_bbox = 62777, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.823206), count: 4, class_loss = 0.237338, iou_loss = 0.107962, total_loss = 0.345301 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.484015), count: 4, class_loss = 0.343732, iou_loss = 0.426548, total_loss = 0.770280 \n",
            " total_bbox = 62785, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.848362), count: 6, class_loss = 0.226451, iou_loss = 0.082621, total_loss = 0.309072 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.777349), count: 1, class_loss = 0.036124, iou_loss = 0.013226, total_loss = 0.049351 \n",
            " total_bbox = 62792, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.804919), count: 4, class_loss = 0.154825, iou_loss = 0.075110, total_loss = 0.229935 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.786788), count: 3, class_loss = 0.186934, iou_loss = 0.100417, total_loss = 0.287351 \n",
            " total_bbox = 62799, rewritten_bbox = 0.000000 % \n",
            "\n",
            " (next mAP calculation at 1100 iterations) \n",
            " Last accuracy mAP@0.50 = 53.67 %, best = 53.67 % \n",
            " 1025: 0.293030, 0.283449 avg loss, 0.000500 rate, 0.532558 seconds, 65600 images, 5.943330 hours left\n",
            "\n",
            " Wrong annotation: class_id = 19. But class_id should be [from 0 to 4], file: small_dataset/6993.txt \n",
            "Loaded: 1.261012 seconds - performance bottleneck on CPU or Disk HDD/SSD\n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.768527), count: 8, class_loss = 0.376151, iou_loss = 0.268383, total_loss = 0.644534 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.000000), count: 1, class_loss = 0.000142, iou_loss = 0.000000, total_loss = 0.000142 \n",
            " total_bbox = 62807, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.817019), count: 5, class_loss = 0.272576, iou_loss = 0.091083, total_loss = 0.363660 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.725654), count: 3, class_loss = 0.211200, iou_loss = 0.082947, total_loss = 0.294147 \n",
            " total_bbox = 62815, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.823678), count: 4, class_loss = 0.260785, iou_loss = 0.045140, total_loss = 0.305925 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.765314), count: 4, class_loss = 0.239230, iou_loss = 0.098172, total_loss = 0.337402 \n",
            " total_bbox = 62823, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.772260), count: 4, class_loss = 0.298804, iou_loss = 0.081186, total_loss = 0.379990 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.592140), count: 2, class_loss = 0.141912, iou_loss = 0.114021, total_loss = 0.255933 \n",
            " total_bbox = 62829, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.770611), count: 7, class_loss = 0.579089, iou_loss = 0.163087, total_loss = 0.742176 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.770011), count: 1, class_loss = 0.025763, iou_loss = 0.029980, total_loss = 0.055743 \n",
            " total_bbox = 62837, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.814686), count: 3, class_loss = 0.155192, iou_loss = 0.054052, total_loss = 0.209244 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.645986), count: 4, class_loss = 0.327247, iou_loss = 0.217526, total_loss = 0.544773 \n",
            " total_bbox = 62844, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.735280), count: 7, class_loss = 0.303520, iou_loss = 0.234896, total_loss = 0.538415 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.752346), count: 1, class_loss = 0.036574, iou_loss = 0.016120, total_loss = 0.052693 \n",
            " total_bbox = 62852, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.813281), count: 7, class_loss = 0.318256, iou_loss = 0.139609, total_loss = 0.457865 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.000000), count: 1, class_loss = 0.000976, iou_loss = 0.000000, total_loss = 0.000976 \n",
            " total_bbox = 62859, rewritten_bbox = 0.000000 % \n",
            "\n",
            " (next mAP calculation at 1100 iterations) \n",
            " Last accuracy mAP@0.50 = 53.67 %, best = 53.67 % \n",
            " 1026: 0.323976, 0.287501 avg loss, 0.000500 rate, 0.563126 seconds, 65664 images, 5.936062 hours left\n",
            "Loaded: 1.240217 seconds - performance bottleneck on CPU or Disk HDD/SSD\n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.866736), count: 4, class_loss = 0.029286, iou_loss = 0.046499, total_loss = 0.075785 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.751852), count: 4, class_loss = 0.329626, iou_loss = 0.134682, total_loss = 0.464308 \n",
            " total_bbox = 62867, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.848695), count: 5, class_loss = 0.091618, iou_loss = 0.029098, total_loss = 0.120717 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.696429), count: 2, class_loss = 0.110447, iou_loss = 0.069708, total_loss = 0.180154 \n",
            " total_bbox = 62874, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.768644), count: 7, class_loss = 0.332889, iou_loss = 0.186087, total_loss = 0.518976 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.000000), count: 1, class_loss = 0.018680, iou_loss = 0.000000, total_loss = 0.018680 \n",
            " total_bbox = 62881, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.805188), count: 6, class_loss = 0.080402, iou_loss = 0.116428, total_loss = 0.196830 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.745614), count: 2, class_loss = 0.046171, iou_loss = 0.045737, total_loss = 0.091908 \n",
            " total_bbox = 62889, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.806697), count: 8, class_loss = 0.360178, iou_loss = 0.102085, total_loss = 0.462263 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.000000), count: 1, class_loss = 0.000243, iou_loss = 0.000000, total_loss = 0.000243 \n",
            " total_bbox = 62897, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.802976), count: 6, class_loss = 0.225550, iou_loss = 0.133792, total_loss = 0.359342 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.771504), count: 2, class_loss = 0.120706, iou_loss = 0.102507, total_loss = 0.223213 \n",
            " total_bbox = 62905, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.822184), count: 8, class_loss = 0.143575, iou_loss = 0.147162, total_loss = 0.290736 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.000000), count: 1, class_loss = 0.026021, iou_loss = 0.000000, total_loss = 0.026021 \n",
            " total_bbox = 62913, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.810741), count: 7, class_loss = 0.667183, iou_loss = 0.117185, total_loss = 0.784368 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.717595), count: 1, class_loss = 0.069016, iou_loss = 0.022488, total_loss = 0.091504 \n",
            " total_bbox = 62921, rewritten_bbox = 0.000000 % \n",
            "\n",
            " (next mAP calculation at 1100 iterations) \n",
            " Last accuracy mAP@0.50 = 53.67 %, best = 53.67 % \n",
            " 1027: 0.244066, 0.283158 avg loss, 0.000500 rate, 0.579774 seconds, 65728 images, 5.932308 hours left\n",
            "Loaded: 1.153665 seconds - performance bottleneck on CPU or Disk HDD/SSD\n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.844346), count: 7, class_loss = 0.462790, iou_loss = 0.065386, total_loss = 0.528176 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.774228), count: 1, class_loss = 0.008598, iou_loss = 0.032214, total_loss = 0.040811 \n",
            " total_bbox = 62929, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.786595), count: 7, class_loss = 0.379368, iou_loss = 0.142939, total_loss = 0.522307 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.656410), count: 1, class_loss = 0.027725, iou_loss = 0.031453, total_loss = 0.059179 \n",
            " total_bbox = 62937, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.766234), count: 7, class_loss = 0.539085, iou_loss = 0.337542, total_loss = 0.876627 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.741755), count: 1, class_loss = 0.007841, iou_loss = 0.013609, total_loss = 0.021450 \n",
            " total_bbox = 62945, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.824921), count: 6, class_loss = 0.152807, iou_loss = 0.095252, total_loss = 0.248059 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.705552), count: 2, class_loss = 0.213215, iou_loss = 0.108826, total_loss = 0.322041 \n",
            " total_bbox = 62953, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.816253), count: 6, class_loss = 0.137900, iou_loss = 0.140296, total_loss = 0.278196 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.779201), count: 2, class_loss = 0.199824, iou_loss = 0.033888, total_loss = 0.233712 \n",
            " total_bbox = 62961, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.841953), count: 5, class_loss = 0.114817, iou_loss = 0.070970, total_loss = 0.185787 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.681174), count: 2, class_loss = 0.116415, iou_loss = 0.057689, total_loss = 0.174104 \n",
            " total_bbox = 62968, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.824293), count: 6, class_loss = 0.140085, iou_loss = 0.067268, total_loss = 0.207353 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.648806), count: 2, class_loss = 0.349238, iou_loss = 0.116755, total_loss = 0.465993 \n",
            " total_bbox = 62976, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.870543), count: 8, class_loss = 0.194565, iou_loss = 0.096658, total_loss = 0.291223 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.000000), count: 1, class_loss = 0.004016, iou_loss = 0.000000, total_loss = 0.004016 \n",
            " total_bbox = 62984, rewritten_bbox = 0.000000 % \n",
            "\n",
            " (next mAP calculation at 1100 iterations) \n",
            " Last accuracy mAP@0.50 = 53.67 %, best = 53.67 % \n",
            " 1028: 0.278690, 0.282711 avg loss, 0.000500 rate, 0.564437 seconds, 65792 images, 5.928459 hours left\n",
            "Loaded: 1.198506 seconds - performance bottleneck on CPU or Disk HDD/SSD\n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.681375), count: 4, class_loss = 0.230730, iou_loss = 0.429693, total_loss = 0.660424 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.757894), count: 4, class_loss = 0.514957, iou_loss = 0.139261, total_loss = 0.654219 \n",
            " total_bbox = 62992, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.780572), count: 6, class_loss = 0.352457, iou_loss = 0.216381, total_loss = 0.568838 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.666665), count: 2, class_loss = 0.236459, iou_loss = 0.060700, total_loss = 0.297159 \n",
            " total_bbox = 63000, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.827426), count: 7, class_loss = 0.073690, iou_loss = 0.103430, total_loss = 0.177120 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.000000), count: 1, class_loss = 0.000733, iou_loss = 0.000000, total_loss = 0.000733 \n",
            " total_bbox = 63007, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.811838), count: 5, class_loss = 0.295627, iou_loss = 0.054771, total_loss = 0.350398 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.654491), count: 3, class_loss = 0.248872, iou_loss = 0.158107, total_loss = 0.406978 \n",
            " total_bbox = 63015, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.751940), count: 8, class_loss = 0.259553, iou_loss = 0.258930, total_loss = 0.518483 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.000000), count: 1, class_loss = 0.000077, iou_loss = 0.000000, total_loss = 0.000077 \n",
            " total_bbox = 63023, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.879584), count: 5, class_loss = 0.335005, iou_loss = 0.028553, total_loss = 0.363559 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.682481), count: 3, class_loss = 0.132352, iou_loss = 0.159047, total_loss = 0.291398 \n",
            " total_bbox = 63031, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.748292), count: 6, class_loss = 0.489657, iou_loss = 0.165295, total_loss = 0.654953 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.634879), count: 2, class_loss = 0.173990, iou_loss = 0.108596, total_loss = 0.282586 \n",
            " total_bbox = 63039, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.811090), count: 5, class_loss = 0.335991, iou_loss = 0.062087, total_loss = 0.398077 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.664350), count: 3, class_loss = 0.460604, iou_loss = 0.270274, total_loss = 0.730877 \n",
            " total_bbox = 63047, rewritten_bbox = 0.000000 % \n",
            "\n",
            " (next mAP calculation at 1100 iterations) \n",
            " Last accuracy mAP@0.50 = 53.67 %, best = 53.67 % \n",
            " 1029: 0.397243, 0.294164 avg loss, 0.000500 rate, 0.536058 seconds, 65856 images, 5.921539 hours left\n",
            "Loaded: 1.273063 seconds - performance bottleneck on CPU or Disk HDD/SSD\n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.835042), count: 6, class_loss = 0.100884, iou_loss = 0.086249, total_loss = 0.187133 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.628759), count: 1, class_loss = 0.209402, iou_loss = 0.039126, total_loss = 0.248528 \n",
            " total_bbox = 63054, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.688834), count: 6, class_loss = 0.292813, iou_loss = 0.233525, total_loss = 0.526338 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.747300), count: 2, class_loss = 0.014573, iou_loss = 0.036757, total_loss = 0.051329 \n",
            " total_bbox = 63062, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.790673), count: 6, class_loss = 0.300526, iou_loss = 0.151805, total_loss = 0.452331 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.799777), count: 2, class_loss = 0.119601, iou_loss = 0.031750, total_loss = 0.151352 \n",
            " total_bbox = 63070, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.810070), count: 6, class_loss = 0.093913, iou_loss = 0.079143, total_loss = 0.173055 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.780101), count: 1, class_loss = 0.013594, iou_loss = 0.014431, total_loss = 0.028025 \n",
            " total_bbox = 63077, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.848877), count: 7, class_loss = 0.325511, iou_loss = 0.062929, total_loss = 0.388441 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.607327), count: 1, class_loss = 0.067419, iou_loss = 0.057582, total_loss = 0.125001 \n",
            " total_bbox = 63085, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.861827), count: 6, class_loss = 0.147600, iou_loss = 0.068818, total_loss = 0.216418 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.815558), count: 2, class_loss = 0.027787, iou_loss = 0.052096, total_loss = 0.079883 \n",
            " total_bbox = 63092, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.848250), count: 5, class_loss = 0.118380, iou_loss = 0.070426, total_loss = 0.188806 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.737248), count: 2, class_loss = 0.166879, iou_loss = 0.079999, total_loss = 0.246878 \n",
            " total_bbox = 63099, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.791039), count: 7, class_loss = 0.425590, iou_loss = 0.179725, total_loss = 0.605315 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.536196), count: 1, class_loss = 0.122186, iou_loss = 0.065263, total_loss = 0.187450 \n",
            " total_bbox = 63107, rewritten_bbox = 0.000000 % \n",
            "\n",
            " (next mAP calculation at 1100 iterations) \n",
            " Last accuracy mAP@0.50 = 53.67 %, best = 53.67 % \n",
            " 1030: 0.241018, 0.288850 avg loss, 0.000500 rate, 0.585376 seconds, 65920 images, 5.915185 hours left\n",
            "Loaded: 1.183545 seconds - performance bottleneck on CPU or Disk HDD/SSD\n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.769155), count: 6, class_loss = 0.291577, iou_loss = 0.149659, total_loss = 0.441236 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.610244), count: 1, class_loss = 0.087309, iou_loss = 0.052791, total_loss = 0.140100 \n",
            " total_bbox = 63114, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.798595), count: 5, class_loss = 0.318719, iou_loss = 0.096978, total_loss = 0.415697 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.390607), count: 3, class_loss = 0.240665, iou_loss = 0.243777, total_loss = 0.484443 \n",
            " total_bbox = 63122, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.799914), count: 5, class_loss = 0.158051, iou_loss = 0.086268, total_loss = 0.244319 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.647408), count: 3, class_loss = 0.254713, iou_loss = 0.188995, total_loss = 0.443708 \n",
            " total_bbox = 63130, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.847784), count: 6, class_loss = 0.224836, iou_loss = 0.095900, total_loss = 0.320737 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.759913), count: 2, class_loss = 0.102948, iou_loss = 0.033675, total_loss = 0.136623 \n",
            " total_bbox = 63138, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.766169), count: 5, class_loss = 0.032405, iou_loss = 0.179023, total_loss = 0.211428 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.832320), count: 3, class_loss = 0.136024, iou_loss = 0.038012, total_loss = 0.174036 \n",
            " total_bbox = 63146, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.817403), count: 6, class_loss = 0.156854, iou_loss = 0.073241, total_loss = 0.230094 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.321123), count: 2, class_loss = 0.241876, iou_loss = 0.412926, total_loss = 0.654802 \n",
            " total_bbox = 63154, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.847716), count: 7, class_loss = 0.448749, iou_loss = 0.124642, total_loss = 0.573391 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.000000), count: 1, class_loss = 0.032981, iou_loss = 0.000000, total_loss = 0.032981 \n",
            " total_bbox = 63161, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.822119), count: 3, class_loss = 0.170340, iou_loss = 0.030758, total_loss = 0.201098 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.604687), count: 4, class_loss = 0.438170, iou_loss = 0.323386, total_loss = 0.761556 \n",
            " total_bbox = 63168, rewritten_bbox = 0.000000 % \n",
            "\n",
            " (next mAP calculation at 1100 iterations) \n",
            " Last accuracy mAP@0.50 = 53.67 %, best = 53.67 % \n",
            " 1031: 0.341641, 0.294129 avg loss, 0.000500 rate, 0.528850 seconds, 65984 images, 5.912664 hours left\n",
            "Loaded: 1.209392 seconds - performance bottleneck on CPU or Disk HDD/SSD\n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.855720), count: 5, class_loss = 0.126175, iou_loss = 0.050059, total_loss = 0.176234 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.739824), count: 3, class_loss = 0.222381, iou_loss = 0.109940, total_loss = 0.332320 \n",
            " total_bbox = 63176, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.808214), count: 7, class_loss = 0.034354, iou_loss = 0.131188, total_loss = 0.165542 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.731399), count: 1, class_loss = 0.121351, iou_loss = 0.030648, total_loss = 0.151999 \n",
            " total_bbox = 63184, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.790077), count: 8, class_loss = 0.294268, iou_loss = 0.204695, total_loss = 0.498963 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.000000), count: 1, class_loss = 0.024365, iou_loss = 0.000000, total_loss = 0.024365 \n",
            " total_bbox = 63192, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.793843), count: 8, class_loss = 0.172787, iou_loss = 0.131525, total_loss = 0.304312 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.000000), count: 1, class_loss = 0.003985, iou_loss = 0.000000, total_loss = 0.003985 \n",
            " total_bbox = 63200, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.824540), count: 8, class_loss = 0.229657, iou_loss = 0.130483, total_loss = 0.360141 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.000000), count: 1, class_loss = 0.007800, iou_loss = 0.000000, total_loss = 0.007800 \n",
            " total_bbox = 63208, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.857653), count: 5, class_loss = 0.029678, iou_loss = 0.060717, total_loss = 0.090395 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.549117), count: 3, class_loss = 0.243412, iou_loss = 0.353037, total_loss = 0.596449 \n",
            " total_bbox = 63216, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.876079), count: 6, class_loss = 0.267917, iou_loss = 0.064227, total_loss = 0.332145 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.589915), count: 2, class_loss = 0.076535, iou_loss = 0.107623, total_loss = 0.184158 \n",
            " total_bbox = 63224, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.808504), count: 7, class_loss = 0.336072, iou_loss = 0.111276, total_loss = 0.447348 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.827074), count: 1, class_loss = 0.013972, iou_loss = 0.007172, total_loss = 0.021144 \n",
            " total_bbox = 63232, rewritten_bbox = 0.000000 % \n",
            "\n",
            " (next mAP calculation at 1100 iterations) \n",
            " Last accuracy mAP@0.50 = 53.67 %, best = 53.67 % \n",
            " 1032: 0.231081, 0.287824 avg loss, 0.000500 rate, 0.544030 seconds, 66048 images, 5.905714 hours left\n",
            "Loaded: 1.223559 seconds - performance bottleneck on CPU or Disk HDD/SSD\n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.742294), count: 4, class_loss = 0.267775, iou_loss = 0.146180, total_loss = 0.413956 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.687709), count: 2, class_loss = 0.195716, iou_loss = 0.055824, total_loss = 0.251540 \n",
            " total_bbox = 63238, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.809679), count: 6, class_loss = 0.120414, iou_loss = 0.083424, total_loss = 0.203838 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.481362), count: 1, class_loss = 0.051779, iou_loss = 0.064007, total_loss = 0.115786 \n",
            " total_bbox = 63245, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.822413), count: 5, class_loss = 0.333163, iou_loss = 0.047463, total_loss = 0.380626 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.737558), count: 3, class_loss = 0.119752, iou_loss = 0.160599, total_loss = 0.280351 \n",
            " total_bbox = 63253, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.779700), count: 7, class_loss = 0.263235, iou_loss = 0.171936, total_loss = 0.435171 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.788422), count: 1, class_loss = 0.121713, iou_loss = 0.032804, total_loss = 0.154518 \n",
            " total_bbox = 63261, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.788300), count: 6, class_loss = 0.499116, iou_loss = 0.181689, total_loss = 0.680805 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.610246), count: 2, class_loss = 0.175577, iou_loss = 0.209351, total_loss = 0.384929 \n",
            " total_bbox = 63269, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.758465), count: 5, class_loss = 0.239478, iou_loss = 0.103734, total_loss = 0.343212 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.636283), count: 2, class_loss = 0.110503, iou_loss = 0.087961, total_loss = 0.198464 \n",
            " total_bbox = 63276, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.782178), count: 7, class_loss = 0.532362, iou_loss = 0.103297, total_loss = 0.635659 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.719802), count: 1, class_loss = 0.088582, iou_loss = 0.024942, total_loss = 0.113524 \n",
            " total_bbox = 63284, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.851260), count: 6, class_loss = 0.326276, iou_loss = 0.116867, total_loss = 0.443143 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.542330), count: 2, class_loss = 0.152487, iou_loss = 0.224213, total_loss = 0.376701 \n",
            " total_bbox = 63292, rewritten_bbox = 0.000000 % \n",
            "\n",
            " (next mAP calculation at 1100 iterations) \n",
            " Last accuracy mAP@0.50 = 53.67 %, best = 53.67 % \n",
            " 1033: 0.338264, 0.292868 avg loss, 0.000500 rate, 0.544828 seconds, 66112 images, 5.900078 hours left\n",
            "Loaded: 1.214128 seconds - performance bottleneck on CPU or Disk HDD/SSD\n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.824148), count: 7, class_loss = 0.335958, iou_loss = 0.086855, total_loss = 0.422813 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.717923), count: 1, class_loss = 0.001193, iou_loss = 0.019859, total_loss = 0.021051 \n",
            " total_bbox = 63300, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.846916), count: 6, class_loss = 0.228490, iou_loss = 0.052753, total_loss = 0.281243 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.723455), count: 1, class_loss = 0.108794, iou_loss = 0.028682, total_loss = 0.137476 \n",
            " total_bbox = 63307, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.679066), count: 7, class_loss = 0.888225, iou_loss = 0.403206, total_loss = 1.291431 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.758287), count: 1, class_loss = 0.044269, iou_loss = 0.028940, total_loss = 0.073209 \n",
            " total_bbox = 63315, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.803865), count: 6, class_loss = 0.201148, iou_loss = 0.095882, total_loss = 0.297029 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.630079), count: 1, class_loss = 0.119151, iou_loss = 0.047804, total_loss = 0.166955 \n",
            " total_bbox = 63322, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.816231), count: 7, class_loss = 0.048022, iou_loss = 0.144027, total_loss = 0.192050 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.518419), count: 1, class_loss = 0.091817, iou_loss = 0.128161, total_loss = 0.219979 \n",
            " total_bbox = 63330, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.822394), count: 6, class_loss = 0.179940, iou_loss = 0.079679, total_loss = 0.259619 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.602446), count: 2, class_loss = 0.056330, iou_loss = 0.114185, total_loss = 0.170515 \n",
            " total_bbox = 63338, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.796525), count: 7, class_loss = 0.217190, iou_loss = 0.125311, total_loss = 0.342502 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.795313), count: 1, class_loss = 0.015072, iou_loss = 0.015272, total_loss = 0.030344 \n",
            " total_bbox = 63346, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.851417), count: 6, class_loss = 0.232791, iou_loss = 0.117004, total_loss = 0.349795 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.770755), count: 1, class_loss = 0.042197, iou_loss = 0.035164, total_loss = 0.077361 \n",
            " total_bbox = 63353, rewritten_bbox = 0.000000 % \n",
            "\n",
            " (next mAP calculation at 1100 iterations) \n",
            " Last accuracy mAP@0.50 = 53.67 %, best = 53.67 % \n",
            " 1034: 0.270836, 0.290665 avg loss, 0.000500 rate, 0.509836 seconds, 66176 images, 5.894950 hours left\n",
            "Loaded: 1.276723 seconds - performance bottleneck on CPU or Disk HDD/SSD\n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.790855), count: 5, class_loss = 0.259095, iou_loss = 0.121338, total_loss = 0.380433 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.583802), count: 3, class_loss = 0.141995, iou_loss = 0.199680, total_loss = 0.341675 \n",
            " total_bbox = 63361, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.835005), count: 7, class_loss = 0.314199, iou_loss = 0.091054, total_loss = 0.405253 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.000000), count: 1, class_loss = 0.010858, iou_loss = 0.000000, total_loss = 0.010858 \n",
            " total_bbox = 63368, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.823423), count: 5, class_loss = 0.174559, iou_loss = 0.118316, total_loss = 0.292875 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.733628), count: 3, class_loss = 0.123453, iou_loss = 0.086411, total_loss = 0.209864 \n",
            " total_bbox = 63376, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.783609), count: 5, class_loss = 0.298913, iou_loss = 0.116353, total_loss = 0.415266 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.540322), count: 2, class_loss = 0.177165, iou_loss = 0.186514, total_loss = 0.363679 \n",
            " total_bbox = 63383, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.805364), count: 7, class_loss = 0.460163, iou_loss = 0.147310, total_loss = 0.607473 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.820081), count: 1, class_loss = 0.092114, iou_loss = 0.009652, total_loss = 0.101766 \n",
            " total_bbox = 63391, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.808866), count: 5, class_loss = 0.209498, iou_loss = 0.075610, total_loss = 0.285108 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.801863), count: 2, class_loss = 0.085271, iou_loss = 0.023610, total_loss = 0.108881 \n",
            " total_bbox = 63398, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.828447), count: 5, class_loss = 0.336971, iou_loss = 0.065099, total_loss = 0.402070 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.802854), count: 3, class_loss = 0.103759, iou_loss = 0.054757, total_loss = 0.158516 \n",
            " total_bbox = 63406, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.827463), count: 5, class_loss = 0.200359, iou_loss = 0.065108, total_loss = 0.265468 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.606388), count: 3, class_loss = 0.411267, iou_loss = 0.299975, total_loss = 0.711241 \n",
            " total_bbox = 63414, rewritten_bbox = 0.000000 % \n",
            "\n",
            " (next mAP calculation at 1100 iterations) \n",
            " Last accuracy mAP@0.50 = 53.67 %, best = 53.67 % \n",
            " 1035: 0.316277, 0.293226 avg loss, 0.000500 rate, 0.574381 seconds, 66240 images, 5.888514 hours left\n",
            "Loaded: 1.206530 seconds - performance bottleneck on CPU or Disk HDD/SSD\n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.850887), count: 5, class_loss = 0.012195, iou_loss = 0.047207, total_loss = 0.059402 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.690434), count: 3, class_loss = 0.270221, iou_loss = 0.170455, total_loss = 0.440676 \n",
            " total_bbox = 63422, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.798669), count: 7, class_loss = 0.360398, iou_loss = 0.099561, total_loss = 0.459960 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.601923), count: 1, class_loss = 0.048108, iou_loss = 0.036769, total_loss = 0.084877 \n",
            " total_bbox = 63430, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.817910), count: 7, class_loss = 0.119847, iou_loss = 0.190423, total_loss = 0.310270 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.686348), count: 1, class_loss = 0.032899, iou_loss = 0.048889, total_loss = 0.081788 \n",
            " total_bbox = 63438, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.843927), count: 3, class_loss = 0.032554, iou_loss = 0.038385, total_loss = 0.070940 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.487438), count: 3, class_loss = 0.165672, iou_loss = 0.331013, total_loss = 0.496685 \n",
            " total_bbox = 63444, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.818937), count: 5, class_loss = 0.198870, iou_loss = 0.104739, total_loss = 0.303609 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.748155), count: 2, class_loss = 0.285301, iou_loss = 0.046080, total_loss = 0.331381 \n",
            " total_bbox = 63451, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.819802), count: 7, class_loss = 0.332610, iou_loss = 0.113999, total_loss = 0.446609 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.661014), count: 1, class_loss = 0.107840, iou_loss = 0.053700, total_loss = 0.161540 \n",
            " total_bbox = 63459, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.824940), count: 6, class_loss = 0.016658, iou_loss = 0.070192, total_loss = 0.086850 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.592023), count: 1, class_loss = 0.207695, iou_loss = 0.118010, total_loss = 0.325705 \n",
            " total_bbox = 63466, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.732126), count: 4, class_loss = 0.106937, iou_loss = 0.127572, total_loss = 0.234509 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.647176), count: 3, class_loss = 0.184506, iou_loss = 0.228092, total_loss = 0.412598 \n",
            " total_bbox = 63473, rewritten_bbox = 0.000000 % \n",
            "\n",
            " (next mAP calculation at 1100 iterations) \n",
            " Last accuracy mAP@0.50 = 53.67 %, best = 53.67 % \n",
            " 1036: 0.269212, 0.290825 avg loss, 0.000500 rate, 0.527369 seconds, 66304 images, 5.886011 hours left\n",
            "Loaded: 1.218071 seconds - performance bottleneck on CPU or Disk HDD/SSD\n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.811896), count: 5, class_loss = 0.353750, iou_loss = 0.077520, total_loss = 0.431269 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.673219), count: 3, class_loss = 0.119584, iou_loss = 0.125008, total_loss = 0.244593 \n",
            " total_bbox = 63481, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.703994), count: 5, class_loss = 0.204084, iou_loss = 0.206711, total_loss = 0.410795 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.504491), count: 2, class_loss = 0.215569, iou_loss = 0.269160, total_loss = 0.484729 \n",
            " total_bbox = 63488, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.779758), count: 5, class_loss = 0.109018, iou_loss = 0.093701, total_loss = 0.202719 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.708090), count: 3, class_loss = 0.134557, iou_loss = 0.090073, total_loss = 0.224630 \n",
            " total_bbox = 63496, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.812546), count: 6, class_loss = 0.120710, iou_loss = 0.071329, total_loss = 0.192039 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.605248), count: 2, class_loss = 0.064454, iou_loss = 0.123937, total_loss = 0.188391 \n",
            " total_bbox = 63504, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.765984), count: 6, class_loss = 0.158138, iou_loss = 0.181448, total_loss = 0.339586 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.813856), count: 1, class_loss = 0.035985, iou_loss = 0.009816, total_loss = 0.045801 \n",
            " total_bbox = 63511, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.775507), count: 7, class_loss = 0.379655, iou_loss = 0.155951, total_loss = 0.535606 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.601577), count: 1, class_loss = 0.001317, iou_loss = 0.051601, total_loss = 0.052917 \n",
            " total_bbox = 63519, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.778572), count: 5, class_loss = 0.559232, iou_loss = 0.118293, total_loss = 0.677524 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.709003), count: 3, class_loss = 0.249037, iou_loss = 0.108643, total_loss = 0.357680 \n",
            " total_bbox = 63527, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.779727), count: 7, class_loss = 0.103851, iou_loss = 0.132037, total_loss = 0.235888 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.884152), count: 1, class_loss = 0.136136, iou_loss = 0.005655, total_loss = 0.141790 \n",
            " total_bbox = 63535, rewritten_bbox = 0.000000 % \n",
            "\n",
            " (next mAP calculation at 1100 iterations) \n",
            " Last accuracy mAP@0.50 = 53.67 %, best = 53.67 % \n",
            " 1037: 0.297872, 0.291529 avg loss, 0.000500 rate, 0.528870 seconds, 66368 images, 5.879958 hours left\n",
            "Loaded: 1.271075 seconds - performance bottleneck on CPU or Disk HDD/SSD\n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.792757), count: 6, class_loss = 0.268902, iou_loss = 0.123166, total_loss = 0.392068 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.481648), count: 2, class_loss = 0.307431, iou_loss = 0.274794, total_loss = 0.582225 \n",
            " total_bbox = 63543, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.777601), count: 6, class_loss = 0.048273, iou_loss = 0.090120, total_loss = 0.138393 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.665540), count: 2, class_loss = 0.422212, iou_loss = 0.092606, total_loss = 0.514818 \n",
            " total_bbox = 63551, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.785572), count: 6, class_loss = 0.280500, iou_loss = 0.101406, total_loss = 0.381907 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.620099), count: 2, class_loss = 0.112014, iou_loss = 0.089171, total_loss = 0.201185 \n",
            " total_bbox = 63559, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.811466), count: 6, class_loss = 0.348141, iou_loss = 0.096566, total_loss = 0.444708 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.785416), count: 2, class_loss = 0.196529, iou_loss = 0.035432, total_loss = 0.231961 \n",
            " total_bbox = 63567, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.708164), count: 5, class_loss = 0.560986, iou_loss = 0.187491, total_loss = 0.748477 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.682307), count: 2, class_loss = 0.219372, iou_loss = 0.095114, total_loss = 0.314486 \n",
            " total_bbox = 63574, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.792173), count: 6, class_loss = 0.384595, iou_loss = 0.173137, total_loss = 0.557732 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.695631), count: 2, class_loss = 0.134566, iou_loss = 0.071856, total_loss = 0.206422 \n",
            " total_bbox = 63582, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.784195), count: 6, class_loss = 0.345881, iou_loss = 0.116749, total_loss = 0.462630 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.700136), count: 1, class_loss = 0.030125, iou_loss = 0.046041, total_loss = 0.076166 \n",
            " total_bbox = 63589, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.757451), count: 5, class_loss = 0.629212, iou_loss = 0.148135, total_loss = 0.777347 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.617428), count: 3, class_loss = 0.136923, iou_loss = 0.418705, total_loss = 0.555628 \n",
            " total_bbox = 63597, rewritten_bbox = 0.000000 % \n",
            "\n",
            " (next mAP calculation at 1100 iterations) \n",
            " Last accuracy mAP@0.50 = 53.67 %, best = 53.67 % \n",
            " 1038: 0.411635, 0.303540 avg loss, 0.000500 rate, 0.546473 seconds, 66432 images, 5.874358 hours left\n",
            "Loaded: 1.204066 seconds - performance bottleneck on CPU or Disk HDD/SSD\n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.804018), count: 8, class_loss = 0.113530, iou_loss = 0.136365, total_loss = 0.249895 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.000000), count: 1, class_loss = 0.001897, iou_loss = 0.000000, total_loss = 0.001897 \n",
            " total_bbox = 63605, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.778235), count: 6, class_loss = 0.340738, iou_loss = 0.120252, total_loss = 0.460990 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.690870), count: 2, class_loss = 0.216250, iou_loss = 0.084828, total_loss = 0.301077 \n",
            " total_bbox = 63613, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.657316), count: 5, class_loss = 0.313498, iou_loss = 0.265329, total_loss = 0.578827 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.724788), count: 3, class_loss = 0.151784, iou_loss = 0.071582, total_loss = 0.223365 \n",
            " total_bbox = 63621, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.817730), count: 4, class_loss = 0.126026, iou_loss = 0.048257, total_loss = 0.174283 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.667416), count: 3, class_loss = 0.155878, iou_loss = 0.156094, total_loss = 0.311972 \n",
            " total_bbox = 63628, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.779661), count: 7, class_loss = 0.422494, iou_loss = 0.109973, total_loss = 0.532467 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.644810), count: 1, class_loss = 0.055613, iou_loss = 0.033902, total_loss = 0.089515 \n",
            " total_bbox = 63636, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.818408), count: 7, class_loss = 0.264358, iou_loss = 0.139868, total_loss = 0.404226 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.658877), count: 1, class_loss = 0.150560, iou_loss = 0.054861, total_loss = 0.205421 \n",
            " total_bbox = 63644, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.726221), count: 6, class_loss = 0.332308, iou_loss = 0.241056, total_loss = 0.573365 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.610553), count: 1, class_loss = 0.108683, iou_loss = 0.109273, total_loss = 0.217956 \n",
            " total_bbox = 63651, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.827872), count: 7, class_loss = 0.136101, iou_loss = 0.104573, total_loss = 0.240674 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.844680), count: 1, class_loss = 0.021680, iou_loss = 0.006311, total_loss = 0.027991 \n",
            " total_bbox = 63659, rewritten_bbox = 0.000000 % \n",
            "\n",
            " (next mAP calculation at 1100 iterations) \n",
            " Last accuracy mAP@0.50 = 53.67 %, best = 53.67 % \n",
            " 1039: 0.287120, 0.301898 avg loss, 0.000500 rate, 0.569045 seconds, 66496 images, 5.870960 hours left\n",
            "Loaded: 1.230940 seconds - performance bottleneck on CPU or Disk HDD/SSD\n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.827455), count: 7, class_loss = 0.080472, iou_loss = 0.099501, total_loss = 0.179973 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.643650), count: 1, class_loss = 0.001749, iou_loss = 0.056162, total_loss = 0.057911 \n",
            " total_bbox = 63667, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.782328), count: 7, class_loss = 0.128783, iou_loss = 0.108899, total_loss = 0.237682 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.825789), count: 1, class_loss = 0.137547, iou_loss = 0.012905, total_loss = 0.150452 \n",
            " total_bbox = 63675, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.813800), count: 5, class_loss = 0.112399, iou_loss = 0.165027, total_loss = 0.277426 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.323838), count: 3, class_loss = 0.380977, iou_loss = 0.840358, total_loss = 1.221335 \n",
            " total_bbox = 63683, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.788957), count: 7, class_loss = 0.393036, iou_loss = 0.208419, total_loss = 0.601455 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.770783), count: 1, class_loss = 0.004283, iou_loss = 0.020690, total_loss = 0.024973 \n",
            " total_bbox = 63691, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.855884), count: 4, class_loss = 0.171761, iou_loss = 0.050190, total_loss = 0.221951 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.532651), count: 3, class_loss = 0.141158, iou_loss = 0.113161, total_loss = 0.254319 \n",
            " total_bbox = 63698, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.791109), count: 5, class_loss = 0.083705, iou_loss = 0.075058, total_loss = 0.158763 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.000000), count: 1, class_loss = 0.010515, iou_loss = 0.000000, total_loss = 0.010515 \n",
            " total_bbox = 63703, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.776285), count: 6, class_loss = 0.206783, iou_loss = 0.138085, total_loss = 0.344869 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.646925), count: 2, class_loss = 0.208578, iou_loss = 0.104624, total_loss = 0.313202 \n",
            " total_bbox = 63711, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.859400), count: 6, class_loss = 0.240193, iou_loss = 0.084582, total_loss = 0.324774 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.725011), count: 2, class_loss = 0.151691, iou_loss = 0.077979, total_loss = 0.229670 \n",
            " total_bbox = 63719, rewritten_bbox = 0.000000 % \n",
            "\n",
            " (next mAP calculation at 1100 iterations) \n",
            " Last accuracy mAP@0.50 = 53.67 %, best = 53.67 % \n",
            " 1040: 0.288079, 0.300516 avg loss, 0.000500 rate, 0.501877 seconds, 66560 images, 5.866237 hours left\n",
            "Loaded: 1.270132 seconds - performance bottleneck on CPU or Disk HDD/SSD\n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.771936), count: 7, class_loss = 0.166627, iou_loss = 0.150464, total_loss = 0.317090 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.000000), count: 1, class_loss = 0.000148, iou_loss = 0.000000, total_loss = 0.000148 \n",
            " total_bbox = 63726, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.840040), count: 3, class_loss = 0.001409, iou_loss = 0.024952, total_loss = 0.026361 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.655543), count: 5, class_loss = 0.380670, iou_loss = 0.402014, total_loss = 0.782684 \n",
            " total_bbox = 63734, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.838115), count: 5, class_loss = 0.023930, iou_loss = 0.065088, total_loss = 0.089018 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.783389), count: 3, class_loss = 0.083136, iou_loss = 0.034720, total_loss = 0.117856 \n",
            " total_bbox = 63742, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.775381), count: 6, class_loss = 0.243276, iou_loss = 0.109345, total_loss = 0.352621 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.617524), count: 2, class_loss = 0.188338, iou_loss = 0.151787, total_loss = 0.340125 \n",
            " total_bbox = 63750, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.755211), count: 6, class_loss = 0.300492, iou_loss = 0.248329, total_loss = 0.548821 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.691221), count: 2, class_loss = 0.062194, iou_loss = 0.110935, total_loss = 0.173130 \n",
            " total_bbox = 63758, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.776838), count: 4, class_loss = 0.142114, iou_loss = 0.113249, total_loss = 0.255363 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.686497), count: 2, class_loss = 0.210525, iou_loss = 0.108311, total_loss = 0.318837 \n",
            " total_bbox = 63764, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.722156), count: 6, class_loss = 0.423249, iou_loss = 0.191159, total_loss = 0.614409 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.868877), count: 1, class_loss = 0.023933, iou_loss = 0.009476, total_loss = 0.033409 \n",
            " total_bbox = 63771, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.834451), count: 7, class_loss = 0.271637, iou_loss = 0.127978, total_loss = 0.399615 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.539773), count: 1, class_loss = 0.125988, iou_loss = 0.056788, total_loss = 0.182775 \n",
            " total_bbox = 63779, rewritten_bbox = 0.000000 % \n",
            "\n",
            " (next mAP calculation at 1100 iterations) \n",
            " Last accuracy mAP@0.50 = 53.67 %, best = 53.67 % \n",
            " 1041: 0.284516, 0.298916 avg loss, 0.000500 rate, 0.564445 seconds, 66624 images, 5.860330 hours left\n",
            "Loaded: 1.186980 seconds - performance bottleneck on CPU or Disk HDD/SSD\n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.782187), count: 6, class_loss = 0.165145, iou_loss = 0.125030, total_loss = 0.290175 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.588931), count: 2, class_loss = 0.127493, iou_loss = 0.245450, total_loss = 0.372943 \n",
            " total_bbox = 63787, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.822286), count: 7, class_loss = 0.131451, iou_loss = 0.101897, total_loss = 0.233348 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.757364), count: 1, class_loss = 0.033381, iou_loss = 0.022367, total_loss = 0.055748 \n",
            " total_bbox = 63795, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.775775), count: 6, class_loss = 0.210241, iou_loss = 0.149501, total_loss = 0.359742 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.647209), count: 2, class_loss = 0.305954, iou_loss = 0.071419, total_loss = 0.377373 \n",
            " total_bbox = 63803, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.779826), count: 7, class_loss = 0.325457, iou_loss = 0.198736, total_loss = 0.524194 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.637622), count: 1, class_loss = 0.054287, iou_loss = 0.027586, total_loss = 0.081873 \n",
            " total_bbox = 63811, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.737197), count: 7, class_loss = 0.510106, iou_loss = 0.231799, total_loss = 0.741905 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.000000), count: 1, class_loss = 0.012984, iou_loss = 0.000000, total_loss = 0.012984 \n",
            " total_bbox = 63818, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.816083), count: 3, class_loss = 0.142320, iou_loss = 0.040164, total_loss = 0.182485 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.404484), count: 4, class_loss = 0.381478, iou_loss = 0.640451, total_loss = 1.021929 \n",
            " total_bbox = 63825, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.849665), count: 5, class_loss = 0.116544, iou_loss = 0.077326, total_loss = 0.193870 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.759066), count: 3, class_loss = 0.123453, iou_loss = 0.143752, total_loss = 0.267205 \n",
            " total_bbox = 63833, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.813109), count: 6, class_loss = 0.235558, iou_loss = 0.072579, total_loss = 0.308138 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.774573), count: 2, class_loss = 0.285414, iou_loss = 0.036117, total_loss = 0.321531 \n",
            " total_bbox = 63841, rewritten_bbox = 0.000000 % \n",
            "\n",
            " (next mAP calculation at 1100 iterations) \n",
            " Last accuracy mAP@0.50 = 53.67 %, best = 53.67 % \n",
            " 1042: 0.334090, 0.302433 avg loss, 0.000500 rate, 0.547728 seconds, 66688 images, 5.857574 hours left\n",
            "Loaded: 1.200834 seconds - performance bottleneck on CPU or Disk HDD/SSD\n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.798603), count: 5, class_loss = 0.333089, iou_loss = 0.067881, total_loss = 0.400970 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.753067), count: 2, class_loss = 0.003800, iou_loss = 0.044504, total_loss = 0.048303 \n",
            " total_bbox = 63848, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.787108), count: 7, class_loss = 0.022003, iou_loss = 0.120866, total_loss = 0.142869 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.830715), count: 1, class_loss = 0.026559, iou_loss = 0.006579, total_loss = 0.033137 \n",
            " total_bbox = 63856, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.821916), count: 6, class_loss = 0.204420, iou_loss = 0.080592, total_loss = 0.285012 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.593837), count: 2, class_loss = 0.252238, iou_loss = 0.203761, total_loss = 0.455999 \n",
            " total_bbox = 63864, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.825735), count: 6, class_loss = 0.252192, iou_loss = 0.135175, total_loss = 0.387368 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.601953), count: 1, class_loss = 0.021966, iou_loss = 0.040238, total_loss = 0.062204 \n",
            " total_bbox = 63871, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.809764), count: 4, class_loss = 0.227621, iou_loss = 0.095868, total_loss = 0.323490 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.583730), count: 3, class_loss = 0.223214, iou_loss = 0.268367, total_loss = 0.491580 \n",
            " total_bbox = 63878, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.767693), count: 6, class_loss = 0.266351, iou_loss = 0.167988, total_loss = 0.434339 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.521759), count: 2, class_loss = 0.241174, iou_loss = 0.138638, total_loss = 0.379812 \n",
            " total_bbox = 63886, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.744163), count: 6, class_loss = 0.329807, iou_loss = 0.279602, total_loss = 0.609410 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.653438), count: 2, class_loss = 0.245331, iou_loss = 0.121029, total_loss = 0.366359 \n",
            " total_bbox = 63894, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.744342), count: 4, class_loss = 0.078877, iou_loss = 0.053310, total_loss = 0.132187 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.707956), count: 4, class_loss = 0.411311, iou_loss = 0.197049, total_loss = 0.608360 \n",
            " total_bbox = 63902, rewritten_bbox = 0.000000 % \n",
            "\n",
            " (next mAP calculation at 1100 iterations) \n",
            " Last accuracy mAP@0.50 = 53.67 %, best = 53.67 % \n",
            " 1043: 0.322587, 0.304449 avg loss, 0.000500 rate, 0.581985 seconds, 66752 images, 5.851801 hours left\n",
            "Loaded: 1.185087 seconds - performance bottleneck on CPU or Disk HDD/SSD\n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.792725), count: 7, class_loss = 0.470652, iou_loss = 0.194219, total_loss = 0.664871 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.660025), count: 1, class_loss = 0.000884, iou_loss = 0.067421, total_loss = 0.068305 \n",
            " total_bbox = 63910, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.808976), count: 7, class_loss = 0.353359, iou_loss = 0.118869, total_loss = 0.472228 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.833488), count: 1, class_loss = 0.100990, iou_loss = 0.038861, total_loss = 0.139851 \n",
            " total_bbox = 63918, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.820498), count: 8, class_loss = 0.545009, iou_loss = 0.151439, total_loss = 0.696449 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.000000), count: 1, class_loss = 0.000111, iou_loss = 0.000000, total_loss = 0.000111 \n",
            " total_bbox = 63926, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.826016), count: 5, class_loss = 0.243566, iou_loss = 0.054488, total_loss = 0.298054 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.746312), count: 3, class_loss = 0.189104, iou_loss = 0.069308, total_loss = 0.258412 \n",
            " total_bbox = 63934, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.746407), count: 7, class_loss = 0.319150, iou_loss = 0.216760, total_loss = 0.535909 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.659668), count: 1, class_loss = 0.188028, iou_loss = 0.072651, total_loss = 0.260680 \n",
            " total_bbox = 63942, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.717672), count: 6, class_loss = 0.166793, iou_loss = 0.231912, total_loss = 0.398705 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.679939), count: 2, class_loss = 0.195440, iou_loss = 0.106734, total_loss = 0.302174 \n",
            " total_bbox = 63950, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.700069), count: 7, class_loss = 0.313292, iou_loss = 0.312329, total_loss = 0.625621 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.722140), count: 1, class_loss = 0.055418, iou_loss = 0.019656, total_loss = 0.075074 \n",
            " total_bbox = 63958, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.782310), count: 5, class_loss = 0.375457, iou_loss = 0.119702, total_loss = 0.495159 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.778567), count: 3, class_loss = 0.127138, iou_loss = 0.061984, total_loss = 0.189121 \n",
            " total_bbox = 63966, rewritten_bbox = 0.000000 % \n",
            "\n",
            " (next mAP calculation at 1100 iterations) \n",
            " Last accuracy mAP@0.50 = 53.67 %, best = 53.67 % \n",
            " 1044: 0.342545, 0.308258 avg loss, 0.000500 rate, 0.537529 seconds, 66816 images, 5.847546 hours left\n",
            "\n",
            " Wrong annotation: class_id = 15. But class_id should be [from 0 to 4], file: small_dataset/4861.txt \n",
            "Loaded: 1.411484 seconds - performance bottleneck on CPU or Disk HDD/SSD\n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.804068), count: 4, class_loss = 0.149317, iou_loss = 0.045326, total_loss = 0.194642 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.661903), count: 3, class_loss = 0.121667, iou_loss = 0.128100, total_loss = 0.249766 \n",
            " total_bbox = 63973, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.817452), count: 7, class_loss = 0.379571, iou_loss = 0.105056, total_loss = 0.484627 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.478880), count: 1, class_loss = 0.120428, iou_loss = 0.099006, total_loss = 0.219434 \n",
            " total_bbox = 63981, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.786479), count: 7, class_loss = 0.164049, iou_loss = 0.162591, total_loss = 0.326639 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.608667), count: 1, class_loss = 0.119512, iou_loss = 0.068384, total_loss = 0.187895 \n",
            " total_bbox = 63989, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.780389), count: 5, class_loss = 0.264429, iou_loss = 0.131099, total_loss = 0.395529 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.712331), count: 2, class_loss = 0.046677, iou_loss = 0.063541, total_loss = 0.110218 \n",
            " total_bbox = 63996, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.778146), count: 5, class_loss = 0.063131, iou_loss = 0.095801, total_loss = 0.158933 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.709554), count: 3, class_loss = 0.236863, iou_loss = 0.135894, total_loss = 0.372757 \n",
            " total_bbox = 64004, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.796864), count: 5, class_loss = 0.165979, iou_loss = 0.155460, total_loss = 0.321439 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.714862), count: 3, class_loss = 0.164071, iou_loss = 0.090174, total_loss = 0.254245 \n",
            " total_bbox = 64012, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.824977), count: 8, class_loss = 0.266400, iou_loss = 0.124934, total_loss = 0.391334 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.000000), count: 1, class_loss = 0.000097, iou_loss = 0.000000, total_loss = 0.000097 \n",
            " total_bbox = 64020, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.831601), count: 5, class_loss = 0.055376, iou_loss = 0.063673, total_loss = 0.119049 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.525400), count: 1, class_loss = 0.040303, iou_loss = 0.120680, total_loss = 0.160984 \n",
            " total_bbox = 64026, rewritten_bbox = 0.000000 % \n",
            "\n",
            " (next mAP calculation at 1100 iterations) \n",
            " Last accuracy mAP@0.50 = 53.67 %, best = 53.67 % \n",
            " 1045: 0.246724, 0.302105 avg loss, 0.000500 rate, 0.541653 seconds, 66880 images, 5.841496 hours left\n",
            "Loaded: 1.207076 seconds - performance bottleneck on CPU or Disk HDD/SSD\n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.770478), count: 6, class_loss = 0.287508, iou_loss = 0.111875, total_loss = 0.399383 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.592725), count: 1, class_loss = 0.039904, iou_loss = 0.120250, total_loss = 0.160153 \n",
            " total_bbox = 64033, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.839536), count: 6, class_loss = 0.272730, iou_loss = 0.082148, total_loss = 0.354877 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.661949), count: 2, class_loss = 0.149862, iou_loss = 0.086200, total_loss = 0.236062 \n",
            " total_bbox = 64041, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.862572), count: 6, class_loss = 0.166516, iou_loss = 0.121629, total_loss = 0.288145 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.676720), count: 2, class_loss = 0.299793, iou_loss = 0.082324, total_loss = 0.382117 \n",
            " total_bbox = 64049, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.825932), count: 8, class_loss = 0.414231, iou_loss = 0.180021, total_loss = 0.594251 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.000000), count: 1, class_loss = 0.000303, iou_loss = 0.000000, total_loss = 0.000303 \n",
            " total_bbox = 64057, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.808121), count: 7, class_loss = 0.178724, iou_loss = 0.153259, total_loss = 0.331984 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.680107), count: 1, class_loss = 0.085252, iou_loss = 0.028609, total_loss = 0.113861 \n",
            " total_bbox = 64065, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.752600), count: 4, class_loss = 0.487289, iou_loss = 0.175436, total_loss = 0.662726 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.652344), count: 3, class_loss = 0.421018, iou_loss = 0.153883, total_loss = 0.574901 \n",
            " total_bbox = 64072, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.768137), count: 7, class_loss = 0.549039, iou_loss = 0.219468, total_loss = 0.768507 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.609886), count: 1, class_loss = 0.080798, iou_loss = 0.070680, total_loss = 0.151478 \n",
            " total_bbox = 64080, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.848958), count: 7, class_loss = 0.371883, iou_loss = 0.068802, total_loss = 0.440685 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.384513), count: 1, class_loss = 0.049769, iou_loss = 0.119273, total_loss = 0.169041 \n",
            " total_bbox = 64088, rewritten_bbox = 0.000000 % \n",
            "\n",
            " (next mAP calculation at 1100 iterations) \n",
            " Last accuracy mAP@0.50 = 53.67 %, best = 53.67 % \n",
            " 1046: 0.351780, 0.307073 avg loss, 0.000500 rate, 0.602323 seconds, 66944 images, 5.842516 hours left\n",
            "Loaded: 1.130833 seconds - performance bottleneck on CPU or Disk HDD/SSD\n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.795656), count: 6, class_loss = 0.296845, iou_loss = 0.102264, total_loss = 0.399109 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.652833), count: 2, class_loss = 0.182010, iou_loss = 0.102817, total_loss = 0.284828 \n",
            " total_bbox = 64096, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.841407), count: 6, class_loss = 0.188641, iou_loss = 0.109333, total_loss = 0.297974 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.536081), count: 1, class_loss = 0.130183, iou_loss = 0.073455, total_loss = 0.203638 \n",
            " total_bbox = 64103, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.824334), count: 6, class_loss = 0.295052, iou_loss = 0.064468, total_loss = 0.359520 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.691898), count: 2, class_loss = 0.143914, iou_loss = 0.069243, total_loss = 0.213156 \n",
            " total_bbox = 64111, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.849126), count: 6, class_loss = 0.356235, iou_loss = 0.075873, total_loss = 0.432108 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.759389), count: 2, class_loss = 0.042470, iou_loss = 0.104904, total_loss = 0.147375 \n",
            " total_bbox = 64119, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.783377), count: 7, class_loss = 0.303611, iou_loss = 0.120225, total_loss = 0.423836 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.737414), count: 1, class_loss = 0.210732, iou_loss = 0.024181, total_loss = 0.234913 \n",
            " total_bbox = 64127, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.865958), count: 6, class_loss = 0.069112, iou_loss = 0.036253, total_loss = 0.105365 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.666267), count: 2, class_loss = 0.023166, iou_loss = 0.089167, total_loss = 0.112333 \n",
            " total_bbox = 64135, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.757243), count: 6, class_loss = 0.323787, iou_loss = 0.133408, total_loss = 0.457195 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.654674), count: 2, class_loss = 0.217612, iou_loss = 0.093468, total_loss = 0.311080 \n",
            " total_bbox = 64143, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.789735), count: 6, class_loss = 0.162619, iou_loss = 0.126694, total_loss = 0.289313 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.678473), count: 2, class_loss = 0.227305, iou_loss = 0.076409, total_loss = 0.303714 \n",
            " total_bbox = 64151, rewritten_bbox = 0.000000 % \n",
            "\n",
            " (next mAP calculation at 1100 iterations) \n",
            " Last accuracy mAP@0.50 = 53.67 %, best = 53.67 % \n",
            " 1047: 0.285966, 0.304962 avg loss, 0.000500 rate, 0.540676 seconds, 67008 images, 5.839147 hours left\n",
            "Loaded: 1.260129 seconds - performance bottleneck on CPU or Disk HDD/SSD\n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.816342), count: 8, class_loss = 0.388663, iou_loss = 0.208425, total_loss = 0.597088 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.000000), count: 1, class_loss = 0.015930, iou_loss = 0.000000, total_loss = 0.015930 \n",
            " total_bbox = 64159, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.845514), count: 6, class_loss = 0.390898, iou_loss = 0.043632, total_loss = 0.434530 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.696963), count: 2, class_loss = 0.231297, iou_loss = 0.111776, total_loss = 0.343074 \n",
            " total_bbox = 64167, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.832141), count: 6, class_loss = 0.228385, iou_loss = 0.077996, total_loss = 0.306381 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.805965), count: 2, class_loss = 0.055355, iou_loss = 0.033342, total_loss = 0.088698 \n",
            " total_bbox = 64175, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.797799), count: 5, class_loss = 0.263642, iou_loss = 0.060486, total_loss = 0.324129 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.681404), count: 3, class_loss = 0.165556, iou_loss = 0.129763, total_loss = 0.295319 \n",
            " total_bbox = 64183, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.779580), count: 5, class_loss = 0.459924, iou_loss = 0.112351, total_loss = 0.572276 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.471996), count: 2, class_loss = 0.235044, iou_loss = 0.590353, total_loss = 0.825397 \n",
            " total_bbox = 64190, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.809218), count: 4, class_loss = 0.016059, iou_loss = 0.079864, total_loss = 0.095924 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.730606), count: 3, class_loss = 0.149081, iou_loss = 0.102130, total_loss = 0.251212 \n",
            " total_bbox = 64197, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.749374), count: 4, class_loss = 0.309861, iou_loss = 0.103930, total_loss = 0.413792 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.740842), count: 3, class_loss = 0.222217, iou_loss = 0.127850, total_loss = 0.350067 \n",
            " total_bbox = 64204, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.808171), count: 7, class_loss = 0.301753, iou_loss = 0.110594, total_loss = 0.412347 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.691510), count: 1, class_loss = 0.064971, iou_loss = 0.062238, total_loss = 0.127210 \n",
            " total_bbox = 64212, rewritten_bbox = 0.000000 % \n",
            "\n",
            " (next mAP calculation at 1100 iterations) \n",
            " Last accuracy mAP@0.50 = 53.67 %, best = 53.67 % \n",
            " 1048: 0.340836, 0.308549 avg loss, 0.000500 rate, 0.597306 seconds, 67072 images, 5.831612 hours left\n",
            "Loaded: 1.180888 seconds - performance bottleneck on CPU or Disk HDD/SSD\n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.831942), count: 7, class_loss = 0.257182, iou_loss = 0.090405, total_loss = 0.347587 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.668733), count: 1, class_loss = 0.189828, iou_loss = 0.033775, total_loss = 0.223603 \n",
            " total_bbox = 64220, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.725283), count: 4, class_loss = 0.341543, iou_loss = 0.137559, total_loss = 0.479102 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.718905), count: 4, class_loss = 0.484472, iou_loss = 0.195719, total_loss = 0.680191 \n",
            " total_bbox = 64228, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.803707), count: 5, class_loss = 0.043334, iou_loss = 0.062303, total_loss = 0.105636 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.568494), count: 2, class_loss = 0.419575, iou_loss = 0.143371, total_loss = 0.562946 \n",
            " total_bbox = 64235, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.788373), count: 6, class_loss = 0.540678, iou_loss = 0.106982, total_loss = 0.647660 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.513749), count: 1, class_loss = 0.132716, iou_loss = 0.106436, total_loss = 0.239152 \n",
            " total_bbox = 64242, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.828228), count: 7, class_loss = 0.189397, iou_loss = 0.143910, total_loss = 0.333307 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.605815), count: 1, class_loss = 0.108370, iou_loss = 0.069536, total_loss = 0.177906 \n",
            " total_bbox = 64250, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.824175), count: 2, class_loss = 0.088925, iou_loss = 0.067513, total_loss = 0.156438 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.760781), count: 6, class_loss = 0.275799, iou_loss = 0.161568, total_loss = 0.437367 \n",
            " total_bbox = 64258, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.843211), count: 5, class_loss = 0.248950, iou_loss = 0.096065, total_loss = 0.345015 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.647272), count: 3, class_loss = 0.240115, iou_loss = 0.197557, total_loss = 0.437672 \n",
            " total_bbox = 64266, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.728487), count: 4, class_loss = 0.106619, iou_loss = 0.179929, total_loss = 0.286548 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.687460), count: 4, class_loss = 0.250834, iou_loss = 0.136781, total_loss = 0.387615 \n",
            " total_bbox = 64274, rewritten_bbox = 0.000000 % \n",
            "\n",
            " (next mAP calculation at 1100 iterations) \n",
            " Last accuracy mAP@0.50 = 53.67 %, best = 53.67 % \n",
            " 1049: 0.365484, 0.314243 avg loss, 0.000500 rate, 0.579388 seconds, 67136 images, 5.829803 hours left\n",
            "Loaded: 1.197700 seconds - performance bottleneck on CPU or Disk HDD/SSD\n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.789006), count: 6, class_loss = 0.414491, iou_loss = 0.155185, total_loss = 0.569676 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.627339), count: 1, class_loss = 0.159828, iou_loss = 0.042814, total_loss = 0.202642 \n",
            " total_bbox = 64281, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.723701), count: 4, class_loss = 0.432529, iou_loss = 0.110235, total_loss = 0.542764 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.552421), count: 3, class_loss = 0.464929, iou_loss = 0.285066, total_loss = 0.749995 \n",
            " total_bbox = 64288, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.811582), count: 8, class_loss = 0.267681, iou_loss = 0.147962, total_loss = 0.415644 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.000000), count: 1, class_loss = 0.018502, iou_loss = 0.000000, total_loss = 0.018502 \n",
            " total_bbox = 64296, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.791253), count: 6, class_loss = 0.229689, iou_loss = 0.126090, total_loss = 0.355778 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.657589), count: 2, class_loss = 0.211982, iou_loss = 0.100361, total_loss = 0.312342 \n",
            " total_bbox = 64304, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.693353), count: 4, class_loss = 0.519817, iou_loss = 0.211280, total_loss = 0.731097 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.727599), count: 3, class_loss = 0.118116, iou_loss = 0.069409, total_loss = 0.187524 \n",
            " total_bbox = 64311, rewritten_bbox = 0.000000 % \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 16 Avg (IOU: 0.767116), count: 5, class_loss = 0.156557, iou_loss = 0.109902, total_loss = 0.266459 \n",
            "v3 (mse loss, Normalizer: (iou: 0.75, obj: 1.00, cls: 1.00) Region 23 Avg (IOU: 0.742732), count: 2, class_loss = 0.185809, iou_loss = 0.101730, total_loss = 0.287539 \n",
            " total_bbox = 64318, rewritten_bbox = 0.000000 % \n"
          ]
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "eKXnkgfmX6nV"
      },
      "source": [
        "## 6. Testing and evaluation\n",
        "\n",
        "We can now use the best weights to evaluate the model on the test data set."
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "Ni9BQIyrR2i9"
      },
      "source": [
        "weights_best = \"/content/small_backup/small_best.weights\""
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "WgORqfqOX_XM"
      },
      "source": [
        "### 6.1 Testing on a random image"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "aATwYZ2vSSYP"
      },
      "source": [
        "First, we will show how the model work on a randomly selected image from our data. We test the model and visualize the image."
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "QxWcX6xV3tlK",
        "outputId": "a2a10ae1-e292-44ab-fd23-56ba0d2e225e"
      },
      "source": [
        "!./darknet detector test /content/small_cfg/small.data  /content/small_cfg/small.cfg  $weights_best /content/small_dataset/4860.jpg -ext_output\n"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            " CUDA-version: 11010 (11020), cuDNN: 7.6.5, CUDNN_HALF=1, GPU count: 1  \n",
            " CUDNN_HALF=1 \n",
            " OpenCV version: 3.2.0\n",
            "Couldn't open file: /content/obj.data\n"
          ]
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "urg4y-FFSYXO"
      },
      "source": [
        "The prediction was saved to *predictions.jpg*."
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 305
        },
        "id": "BV2pYCnELCD8",
        "outputId": "ef9bfd06-6564-4cba-fdf2-f157d526bc0f"
      },
      "source": [
        "from google.colab.patches import cv2_imshow\n",
        "import cv2\n",
        "\n",
        "img = cv2.imread(\"predictions.jpg\")\n",
        "cv2_imshow(img)"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "error",
          "ename": "AttributeError",
          "evalue": "ignored",
          "traceback": [
            "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
            "\u001b[0;31mAttributeError\u001b[0m                            Traceback (most recent call last)",
            "\u001b[0;32m<ipython-input-14-23a3a9749750>\u001b[0m in \u001b[0;36m<module>\u001b[0;34m()\u001b[0m\n\u001b[1;32m      3\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m      4\u001b[0m \u001b[0mimg\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mcv2\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mimread\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m\"predictions.jpg\"\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m----> 5\u001b[0;31m \u001b[0mcv2_imshow\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mimg\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m",
            "\u001b[0;32m/usr/local/lib/python3.7/dist-packages/google/colab/patches/__init__.py\u001b[0m in \u001b[0;36mcv2_imshow\u001b[0;34m(a)\u001b[0m\n\u001b[1;32m     20\u001b[0m       \u001b[0mimage\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m     21\u001b[0m   \"\"\"\n\u001b[0;32m---> 22\u001b[0;31m   \u001b[0ma\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0ma\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mclip\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;36m0\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;36m255\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mastype\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m'uint8'\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m     23\u001b[0m   \u001b[0;31m# cv2 stores colors as BGR; convert to RGB\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m     24\u001b[0m   \u001b[0;32mif\u001b[0m \u001b[0ma\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mndim\u001b[0m \u001b[0;34m==\u001b[0m \u001b[0;36m3\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
            "\u001b[0;31mAttributeError\u001b[0m: 'NoneType' object has no attribute 'clip'"
          ]
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "vBhwsBCDYEQ7"
      },
      "source": [
        "### 6.2 Evaluation on a test data set\n",
        "\n",
        "As Yolo does not come with a default code for evaluation on custom data sets, we have to use the second `obj_test.data` file that we made, where we set `valid` to `test.txt`. We can use `map` with our config file and best weights to run the evaluation on the test set."
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "FcIFUulfxBMr"
      },
      "source": [
        "!./darknet detector map /content/small_cfg/small.data /content/small_cfg/small.cfg $weights_best -points 0"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "E5CXIgkKyfZO"
      },
      "source": [
        "In the last few lines you can see the Precision, Recall, and F1 score, as well as TP, FP, FN, and average IoU."
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "x3tTfcis4Q56"
      },
      "source": [
        "## 7. Saving model weights\n",
        "\n",
        "Finally, we will download the weights."
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "4H0Sj3Xe4QY8"
      },
      "source": [
        "from google.colab import files\n",
        "files.download(weights_best)"
      ],
      "execution_count": null,
      "outputs": []
    }
  ]
}