From 7fe2f89d85340116c23bf3b95bbd4b9cfad5c8fc Mon Sep 17 00:00:00 2001 From: Leo Ueno Date: Fri, 27 Oct 2023 07:55:46 -0700 Subject: [PATCH] Fixes for YOLOv4 tiny training --- ...tiny-object-detection-on-custom-data.ipynb | 11818 ++++++++-------- 1 file changed, 5595 insertions(+), 6223 deletions(-) diff --git a/notebooks/train-yolov4-tiny-object-detection-on-custom-data.ipynb b/notebooks/train-yolov4-tiny-object-detection-on-custom-data.ipynb index b92b478..9a93b25 100644 --- a/notebooks/train-yolov4-tiny-object-detection-on-custom-data.ipynb +++ b/notebooks/train-yolov4-tiny-object-detection-on-custom-data.ipynb @@ -13,35 +13,6 @@ "accelerator": "GPU" }, "cells": [ - { - "cell_type": "markdown", - "metadata": { - "id": "GNVU7eu9CQj3" - }, - "source": [ - "# ⚠️ Disclaimer\n", - "\n", - "Please be aware that this Jupyter Notebook is currently not working as intended due to a known issue. Our team is actively working to resolve the problem, and you can follow the progress on the related GitHub issue [here](https://github.com/roboflow/notebooks/issues/28). We apologize for any inconvenience this may cause and appreciate your patience while we address the issue.\n", - "\n", - "# Introduction\n", - "\n", - "In this notebook, we implement the tiny version of [YOLOv4](https://arxiv.org/pdf/2004.10934.pdf) for training on your own dataset, [YOLOv4 tiny](https://github.com/AlexeyAB/darknet/issues/6067).\n", - "\n", - "We also recommend reading our blog post on [Training YOLOv4 on custom data](https://blog.roboflow.ai/training-yolov4-on-a-custom-dataset/) side by side.\n", - "\n", - "We will take the following steps to implement YOLOv4 on our custom data:\n", - "* Configure our GPU environment on Google Colab\n", - "* Install the Darknet YOLOv4 training environment\n", - "* Download our custom dataset for YOLOv4 and set up directories\n", - "* Configure a custom YOLOv4 training config file for Darknet\n", - "* Train our custom YOLOv4 object detector\n", - "* Reload YOLOv4 trained weights and make inference on test images\n", - "\n", - "When you are done you will have a custom detector that you can use. It will make inference like this:\n", - "\n", - "![Roboflow Workmark](https://i.imgur.com/L0n564N.png)\n" - ] - }, { "cell_type": "markdown", "metadata": { @@ -59,7 +30,7 @@ "colab": { "base_uri": "https://localhost:8080/" }, - "outputId": "59776273-81dd-4d58-fe9a-7f8211792f46" + "outputId": "fb7a08f3-ff35-4d15-bef6-bac52e73bce1" }, "source": [ "# CUDA: Let's check that Nvidia CUDA drivers are already pre-installed and which version is it.\n", @@ -70,14 +41,14 @@ "outputs": [ { "output_type": "stream", + "name": "stdout", "text": [ "nvcc: NVIDIA (R) Cuda compiler driver\n", - "Copyright (c) 2005-2020 NVIDIA Corporation\n", - "Built on Wed_Jul_22_19:09:09_PDT_2020\n", - "Cuda compilation tools, release 11.0, V11.0.221\n", - "Build cuda_11.0_bu.TC445_37.28845127_0\n" - ], - "name": "stdout" + "Copyright (c) 2005-2022 NVIDIA Corporation\n", + "Built on Wed_Sep_21_10:33:58_PDT_2022\n", + "Cuda compilation tools, release 11.8, V11.8.89\n", + "Build cuda_11.8.r11.8/compiler.31833905_0\n" + ] } ] }, @@ -88,7 +59,7 @@ "colab": { "base_uri": "https://localhost:8080/" }, - "outputId": "8428e7b7-9d03-4b61-8815-07132584c448" + "outputId": "67944059-16a5-4a92-a3a7-bff63b2bd9e4" }, "source": [ "#take a look at the kind of GPU we have\n", @@ -98,17 +69,18 @@ "outputs": [ { "output_type": "stream", + "name": "stdout", "text": [ - "Sun Mar 7 20:35:08 2021 \n", + "Thu Oct 26 22:00:44 2023 \n", "+-----------------------------------------------------------------------------+\n", - "| NVIDIA-SMI 460.39 Driver Version: 460.32.03 CUDA Version: 11.2 |\n", + "| NVIDIA-SMI 525.105.17 Driver Version: 525.105.17 CUDA Version: 12.0 |\n", "|-------------------------------+----------------------+----------------------+\n", "| GPU Name Persistence-M| Bus-Id Disp.A | Volatile Uncorr. ECC |\n", "| Fan Temp Perf Pwr:Usage/Cap| Memory-Usage | GPU-Util Compute M. |\n", "| | | MIG M. |\n", "|===============================+======================+======================|\n", - "| 0 Tesla P100-PCIE... Off | 00000000:00:04.0 Off | 0 |\n", - "| N/A 39C P0 27W / 250W | 0MiB / 16280MiB | 0% Default |\n", + "| 0 Tesla T4 Off | 00000000:00:04.0 Off | 0 |\n", + "| N/A 50C P8 10W / 70W | 0MiB / 15360MiB | 0% Default |\n", "| | | N/A |\n", "+-------------------------------+----------------------+----------------------+\n", " \n", @@ -119,8 +91,7 @@ "|=============================================================================|\n", "| No running processes found |\n", "+-----------------------------------------------------------------------------+\n" - ], - "name": "stdout" + ] } ] }, @@ -131,7 +102,7 @@ "colab": { "base_uri": "https://localhost:8080/" }, - "outputId": "3ef51472-5399-4a6f-b298-ca447f3281d0" + "outputId": "7e2ea5d3-cdcd-4ed0-ed1e-30c09cfb363d" }, "source": [ "# This cell ensures you have the correct architecture for your respective GPU\n", @@ -141,7 +112,7 @@ "# Tesla V100\n", "# ARCH= -gencode arch=compute_70,code=[sm_70,compute_70]\n", "\n", - "# Tesla K80 \n", + "# Tesla K80\n", "# ARCH= -gencode arch=compute_37,code=sm_37\n", "\n", "# GeForce RTX 2080 Ti, RTX 2080, RTX 2070, Quadro RTX 8000, Quadro RTX 6000, Quadro RTX 5000, Tesla T4, XNOR Tensor Cores\n", @@ -189,12 +160,12 @@ "outputs": [ { "output_type": "stream", + "name": "stdout", "text": [ - "GPU Type: Tesla P100-PCIE-16GB\n", + "GPU Type: Tesla T4\n", "\n", - "ARCH Value: -gencode arch=compute_60,code=sm_60\n" - ], - "name": "stdout" + "ARCH Value: -gencode arch=compute_75,code=[sm_75,compute_75]\n" + ] } ] }, @@ -216,7 +187,7 @@ "colab": { "base_uri": "https://localhost:8080/" }, - "outputId": "9e68ff02-3225-4682-efb9-4782297b3d25" + "outputId": "6fe34a82-b41c-4cb8-865b-16c5ab4a489b" }, "source": [ "%cd /content/\n", @@ -226,10 +197,10 @@ "outputs": [ { "output_type": "stream", + "name": "stdout", "text": [ "/content\n" - ], - "name": "stdout" + ] } ] }, @@ -240,25 +211,27 @@ "colab": { "base_uri": "https://localhost:8080/" }, - "outputId": "e384d358-41f0-4b4d-84ce-5cf0f7a1623b" + "outputId": "f83c5f83-e338-4e5e-f5f7-785eacdfb84c" }, "source": [ "#we clone the fork of darknet maintained by roboflow\n", "#small changes have been made to configure darknet for training\n", - "!git clone https://github.com/roboflow-ai/darknet.git" + "!git clone https://github.com/AlexeyAB/darknet" ], "execution_count": null, "outputs": [ { "output_type": "stream", + "name": "stdout", "text": [ "Cloning into 'darknet'...\n", - "remote: Enumerating objects: 13289, done.\u001b[K\n", - "remote: Total 13289 (delta 0), reused 0 (delta 0), pack-reused 13289\u001b[K\n", - "Receiving objects: 100% (13289/13289), 12.12 MiB | 19.19 MiB/s, done.\n", - "Resolving deltas: 100% (9105/9105), done.\n" - ], - "name": "stdout" + "remote: Enumerating objects: 15825, done.\u001b[K\n", + "remote: Counting objects: 100% (286/286), done.\u001b[K\n", + "remote: Compressing objects: 100% (144/144), done.\u001b[K\n", + "remote: Total 15825 (delta 151), reused 222 (delta 140), pack-reused 15539\u001b[K\n", + "Receiving objects: 100% (15825/15825), 14.75 MiB | 13.81 MiB/s, done.\n", + "Resolving deltas: 100% (10581/10581), done.\n" + ] } ] }, @@ -269,7 +242,7 @@ "colab": { "base_uri": "https://localhost:8080/" }, - "outputId": "65bbc44d-18ad-4a90-fe05-162e8172a433" + "outputId": "acf4a1b9-a892-4e33-f82d-bbc6cb67d4f8" }, "source": [ "#install environment from the Makefile\n", @@ -285,456 +258,584 @@ "!sed -i 's/OPENCV=0/OPENCV=1/g' Makefile\n", "!sed -i 's/GPU=0/GPU=1/g' Makefile\n", "!sed -i 's/CUDNN=0/CUDNN=1/g' Makefile\n", - "!sed -i \"s/ARCH= -gencode arch=compute_60,code=sm_60/ARCH= ${ARCH_VALUE}/g\" Makefile\n", + "!sed -i \"s/ARCH= -gencode arch=compute_75,code=sm_75/ARCH= ${ARCH_VALUE}/g\" Makefile\n", "!make" ], "execution_count": null, "outputs": [ { "output_type": "stream", + "name": "stdout", "text": [ "/content/darknet\n", "mkdir -p ./obj/\n", "mkdir -p backup\n", + "mkdir -p results\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 -Wall -Wfatal-errors -Wno-unused-result -Wno-unknown-pragmas -fPIC -Ofast -DOPENCV -DGPU -DCUDNN -I/usr/local/cudnn/include -c ./src/image_opencv.cpp -o obj/image_opencv.o\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 -Wall -Wfatal-errors -Wno-unused-result -Wno-unknown-pragmas -fPIC -rdynamic -Ofast -DOPENCV -DGPU -DCUDNN -I/usr/local/cudnn/include -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:910:23:\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:945:23:\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\u001b]8;;https://gcc.gnu.org/onlinedocs/gcc/Warning-Options.html#index-Wunused-but-set-variable\u0007-Wunused-but-set-variable\u001b]8;;\u0007\u001b[m\u001b[K]\n", + " 945 | 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 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:1391:14:\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:1367:9:\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:1371:9:\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:1375:9:\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:1378:9:\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 -Wall -Wfatal-errors -Wno-unused-result -Wno-unknown-pragmas -fPIC -Ofast -DOPENCV -DGPU -DCUDNN -I/usr/local/cudnn/include -c ./src/http_stream.cpp -o obj/http_stream.o\n", - "In file included from \u001b[01m\u001b[K./src/http_stream.cpp:580:0\u001b[m\u001b[K:\n", - "\u001b[01m\u001b[K./src/httplib.h:129:0:\u001b[m\u001b[K \u001b[01;35m\u001b[Kwarning: \u001b[m\u001b[K\"INVALID_SOCKET\" redefined\n", - " #define INVALID_SOCKET (-1)\n", - " \n", - "\u001b[01m\u001b[K./src/http_stream.cpp:73:0:\u001b[m\u001b[K \u001b[01;36m\u001b[Knote: \u001b[m\u001b[Kthis is the location of the previous definition\n", - " #define INVALID_SOCKET -1\n", - " \n", + "\u001b[01m\u001b[K./src/image_opencv.cpp:1443:14:\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\u001b]8;;https://gcc.gnu.org/onlinedocs/gcc/Warning-Options.html#index-Wunused-variable\u0007-Wunused-variable\u001b]8;;\u0007\u001b[m\u001b[K]\n", + " 1443 | 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:1419:9:\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\u001b]8;;https://gcc.gnu.org/onlinedocs/gcc/Warning-Options.html#index-Wunused-variable\u0007-Wunused-variable\u001b]8;;\u0007\u001b[m\u001b[K]\n", + " 1419 | 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:1423:9:\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\u001b]8;;https://gcc.gnu.org/onlinedocs/gcc/Warning-Options.html#index-Wunused-variable\u0007-Wunused-variable\u001b]8;;\u0007\u001b[m\u001b[K]\n", + " 1423 | 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:1427:9:\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\u001b]8;;https://gcc.gnu.org/onlinedocs/gcc/Warning-Options.html#index-Wunused-variable\u0007-Wunused-variable\u001b]8;;\u0007\u001b[m\u001b[K]\n", + " 1427 | 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:1430:9:\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\u001b]8;;https://gcc.gnu.org/onlinedocs/gcc/Warning-Options.html#index-Wunused-variable\u0007-Wunused-variable\u001b]8;;\u0007\u001b[m\u001b[K]\n", + " 1430 | 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 -Wall -Wfatal-errors -Wno-unused-result -Wno-unknown-pragmas -fPIC -rdynamic -Ofast -DOPENCV -DGPU -DCUDNN -I/usr/local/cudnn/include -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:249:21:\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:507:113:\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", - "gcc -Iinclude/ -I3rdparty/stb/include -DOPENCV `pkg-config --cflags opencv4 2> /dev/null || pkg-config --cflags opencv` -DGPU -I/usr/local/cuda/include/ -DCUDNN -Wall -Wfatal-errors -Wno-unused-result -Wno-unknown-pragmas -fPIC -Ofast -DOPENCV -DGPU -DCUDNN -I/usr/local/cudnn/include -c ./src/gemm.c -o obj/gemm.o\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\u001b]8;;https://gcc.gnu.org/onlinedocs/gcc/Warning-Options.html#index-Wunused-variable\u0007-Wunused-variable\u001b]8;;\u0007\u001b[m\u001b[K]\n", + " 253 | 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 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:866:27:\u001b[m\u001b[K \u001b[01;35m\u001b[Kwarning: \u001b[m\u001b[Kcomparison of integer expressions of different signedness: ‘\u001b[01m\u001b[Kint\u001b[m\u001b[K’ and ‘\u001b[01m\u001b[Kstd::vector::size_type\u001b[m\u001b[K’ {aka ‘\u001b[01m\u001b[Klong unsigned int\u001b[m\u001b[K’} [\u001b[01;35m\u001b[K\u001b]8;;https://gcc.gnu.org/onlinedocs/gcc/Warning-Options.html#index-Wsign-compare\u0007-Wsign-compare\u001b]8;;\u0007\u001b[m\u001b[K]\n", + " 866 | 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:874:33:\u001b[m\u001b[K \u001b[01;35m\u001b[Kwarning: \u001b[m\u001b[Kcomparison of integer expressions of different signedness: ‘\u001b[01m\u001b[Kint\u001b[m\u001b[K’ and ‘\u001b[01m\u001b[Kstd::vector::size_type\u001b[m\u001b[K’ {aka ‘\u001b[01m\u001b[Klong unsigned int\u001b[m\u001b[K’} [\u001b[01;35m\u001b[K\u001b]8;;https://gcc.gnu.org/onlinedocs/gcc/Warning-Options.html#index-Wsign-compare\u0007-Wsign-compare\u001b]8;;\u0007\u001b[m\u001b[K]\n", + " 874 | 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:893:31:\u001b[m\u001b[K \u001b[01;35m\u001b[Kwarning: \u001b[m\u001b[Kcomparison of integer expressions of different signedness: ‘\u001b[01m\u001b[Kint\u001b[m\u001b[K’ and ‘\u001b[01m\u001b[Kstd::vector::size_type\u001b[m\u001b[K’ {aka ‘\u001b[01m\u001b[Klong unsigned int\u001b[m\u001b[K’} [\u001b[01;35m\u001b[K\u001b]8;;https://gcc.gnu.org/onlinedocs/gcc/Warning-Options.html#index-Wsign-compare\u0007-Wsign-compare\u001b]8;;\u0007\u001b[m\u001b[K]\n", + " 893 | 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:929:28:\u001b[m\u001b[K \u001b[01;35m\u001b[Kwarning: \u001b[m\u001b[Kcomparison of integer expressions of different signedness: ‘\u001b[01m\u001b[Kstd::deque >::size_type\u001b[m\u001b[K’ {aka ‘\u001b[01m\u001b[Klong unsigned int\u001b[m\u001b[K’} and ‘\u001b[01m\u001b[Kint\u001b[m\u001b[K’ [\u001b[01;35m\u001b[K\u001b]8;;https://gcc.gnu.org/onlinedocs/gcc/Warning-Options.html#index-Wsign-compare\u0007-Wsign-compare\u001b]8;;\u0007\u001b[m\u001b[K]\n", + " 929 | 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 -Wall -Wfatal-errors -Wno-unused-result -Wno-unknown-pragmas -fPIC -rdynamic -Ofast -DOPENCV -DGPU -DCUDNN -I/usr/local/cudnn/include -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:2039:15:\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:2038:15:\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 -Wall -Wfatal-errors -Wno-unused-result -Wno-unknown-pragmas -fPIC -Ofast -DOPENCV -DGPU -DCUDNN -I/usr/local/cudnn/include -c ./src/utils.c -o obj/utils.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 -Wall -Wfatal-errors -Wno-unused-result -Wno-unknown-pragmas -fPIC -Ofast -DOPENCV -DGPU -DCUDNN -I/usr/local/cudnn/include -c ./src/dark_cuda.c -o obj/dark_cuda.o\n", + "\u001b[01m\u001b[K./src/gemm.c:2042:15:\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\u001b]8;;https://gcc.gnu.org/onlinedocs/gcc/Warning-Options.html#index-Wunused-variable\u0007-Wunused-variable\u001b]8;;\u0007\u001b[m\u001b[K]\n", + " 2042 | 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:2041:15:\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\u001b]8;;https://gcc.gnu.org/onlinedocs/gcc/Warning-Options.html#index-Wunused-variable\u0007-Wunused-variable\u001b]8;;\u0007\u001b[m\u001b[K]\n", + " 2041 | 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 -Wall -Wfatal-errors -Wno-unused-result -Wno-unknown-pragmas -fPIC -rdynamic -Ofast -DOPENCV -DGPU -DCUDNN -I/usr/local/cudnn/include -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:1093:12:\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\u001b]8;;https://gcc.gnu.org/onlinedocs/gcc/Warning-Options.html#index-Wparentheses\u0007-Wparentheses\u001b]8;;\u0007\u001b[m\u001b[K]\n", + " 1093 | while (\u001b[01;35m\u001b[Kc\u001b[m\u001b[K = *str++)\n", + " | \u001b[01;35m\u001b[K^\u001b[m\u001b[K\n", + "In file included from \u001b[01m\u001b[K/usr/include/string.h:535\u001b[m\u001b[K,\n", + " from \u001b[01m\u001b[Kinclude/darknet.h:14\u001b[m\u001b[K,\n", + " from \u001b[01m\u001b[K./src/utils.h:3\u001b[m\u001b[K,\n", + " from \u001b[01m\u001b[K./src/utils.c:4\u001b[m\u001b[K:\n", + "In function ‘\u001b[01m\u001b[Kstrncpy\u001b[m\u001b[K’,\n", + " inlined from ‘\u001b[01m\u001b[Kcopy_string\u001b[m\u001b[K’ at \u001b[01m\u001b[K./src/utils.c:563:5\u001b[m\u001b[K:\n", + "\u001b[01m\u001b[K/usr/include/x86_64-linux-gnu/bits/string_fortified.h:95:10:\u001b[m\u001b[K \u001b[01;35m\u001b[Kwarning: \u001b[m\u001b[K‘\u001b[01m\u001b[K__builtin_strncpy\u001b[m\u001b[K’ specified bound depends on the length of the source argument [\u001b[01;35m\u001b[K\u001b]8;;https://gcc.gnu.org/onlinedocs/gcc/Warning-Options.html#index-Wstringop-truncation\u0007-Wstringop-truncation\u001b]8;;\u0007\u001b[m\u001b[K]\n", + " 95 | return \u001b[01;35m\u001b[K__builtin___strncpy_chk (__dest, __src, __len,\u001b[m\u001b[K\n", + " | \u001b[01;35m\u001b[K^~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~\u001b[m\u001b[K\n", + " 96 | \u001b[01;35m\u001b[K __glibc_objsize (__dest))\u001b[m\u001b[K;\n", + " | \u001b[01;35m\u001b[K~~~~~~~~~~~~~~~~~~~~~~~~~\u001b[m\u001b[K\n", + "\u001b[01m\u001b[K./src/utils.c:\u001b[m\u001b[K In function ‘\u001b[01m\u001b[Kcopy_string\u001b[m\u001b[K’:\n", + "\u001b[01m\u001b[K./src/utils.c:563:22:\u001b[m\u001b[K \u001b[01;36m\u001b[Knote: \u001b[m\u001b[Klength computed here\n", + " 563 | strncpy(copy, s, \u001b[01;36m\u001b[Kstrlen(s)\u001b[m\u001b[K+1);\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 -Wall -Wfatal-errors -Wno-unused-result -Wno-unknown-pragmas -fPIC -rdynamic -Ofast -DOPENCV -DGPU -DCUDNN -I/usr/local/cudnn/include -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:224:20:\u001b[m\u001b[K \u001b[01;35m\u001b[Kwarning: \u001b[m\u001b[Kcomparison between ‘\u001b[01m\u001b[KcudaError_t {aka enum cudaError}\u001b[m\u001b[K’ and ‘\u001b[01m\u001b[Kenum \u001b[m\u001b[K’ [\u001b[01;35m\u001b[K-Wenum-compare\u001b[m\u001b[K]\n", - " if (status \u001b[01;35m\u001b[K!=\u001b[m\u001b[K CUDNN_STATUS_SUCCESS)\n", - " \u001b[01;35m\u001b[K^~\u001b[m\u001b[K\n", - "\u001b[01m\u001b[K./src/dark_cuda.c:\u001b[m\u001b[K In function ‘\u001b[01m\u001b[Kpre_allocate_pinned_memory\u001b[m\u001b[K’:\n", - "\u001b[01m\u001b[K./src/dark_cuda.c:276:40:\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:276:64:\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:276:82:\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:286:37:\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:307:43:\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:322:64:\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:328:63:\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", - "gcc -Iinclude/ -I3rdparty/stb/include -DOPENCV `pkg-config --cflags opencv4 2> /dev/null || pkg-config --cflags opencv` -DGPU -I/usr/local/cuda/include/ -DCUDNN -Wall -Wfatal-errors -Wno-unused-result -Wno-unknown-pragmas -fPIC -Ofast -DOPENCV -DGPU -DCUDNN -I/usr/local/cudnn/include -c ./src/convolutional_layer.c -o obj/convolutional_layer.o\n", + "\u001b[01m\u001b[K./src/dark_cuda.c:218:20:\u001b[m\u001b[K \u001b[01;35m\u001b[Kwarning: \u001b[m\u001b[Kcomparison between ‘\u001b[01m\u001b[KcudaError_t\u001b[m\u001b[K’ {aka ‘\u001b[01m\u001b[Kenum cudaError\u001b[m\u001b[K’} and ‘\u001b[01m\u001b[Kenum \u001b[m\u001b[K’ [\u001b[01;35m\u001b[K\u001b]8;;https://gcc.gnu.org/onlinedocs/gcc/Warning-Options.html#index-Wenum-compare\u0007-Wenum-compare\u001b]8;;\u0007\u001b[m\u001b[K]\n", + " 218 | 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:252:18:\u001b[m\u001b[K \u001b[01;35m\u001b[Kwarning: \u001b[m\u001b[Kcomparison between ‘\u001b[01m\u001b[KcudaError_t\u001b[m\u001b[K’ {aka ‘\u001b[01m\u001b[Kenum cudaError\u001b[m\u001b[K’} and ‘\u001b[01m\u001b[Kenum cudaError_enum\u001b[m\u001b[K’ [\u001b[01;35m\u001b[K\u001b]8;;https://gcc.gnu.org/onlinedocs/gcc/Warning-Options.html#index-Wenum-compare\u0007-Wenum-compare\u001b]8;;\u0007\u001b[m\u001b[K]\n", + " 252 | if (status \u001b[01;35m\u001b[K!=\u001b[m\u001b[K CUDA_SUCCESS)\n", + " | \u001b[01;35m\u001b[K^~\u001b[m\u001b[K\n", + "At top level:\n", + "\u001b[01m\u001b[K./src/dark_cuda.c:275:23:\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\u001b]8;;https://gcc.gnu.org/onlinedocs/gcc/Warning-Options.html#index-Wunused-variable\u0007-Wunused-variable\u001b]8;;\u0007\u001b[m\u001b[K]\n", + " 275 | 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:274:12:\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\u001b]8;;https://gcc.gnu.org/onlinedocs/gcc/Warning-Options.html#index-Wunused-variable\u0007-Wunused-variable\u001b]8;;\u0007\u001b[m\u001b[K]\n", + " 274 | 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 -Wall -Wfatal-errors -Wno-unused-result -Wno-unknown-pragmas -fPIC -rdynamic -Ofast -DOPENCV -DGPU -DCUDNN -I/usr/local/cudnn/include -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:1204:32:\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 -Wall -Wfatal-errors -Wno-unused-result -Wno-unknown-pragmas -fPIC -Ofast -DOPENCV -DGPU -DCUDNN -I/usr/local/cudnn/include -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 -Wall -Wfatal-errors -Wno-unused-result -Wno-unknown-pragmas -fPIC -Ofast -DOPENCV -DGPU -DCUDNN -I/usr/local/cudnn/include -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 -Wall -Wfatal-errors -Wno-unused-result -Wno-unknown-pragmas -fPIC -Ofast -DOPENCV -DGPU -DCUDNN -I/usr/local/cudnn/include -c ./src/activations.c -o obj/activations.o\n", + "\u001b[01m\u001b[K./src/convolutional_layer.c:1335:32:\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\u001b]8;;https://gcc.gnu.org/onlinedocs/gcc/Warning-Options.html#index-Wunused-variable\u0007-Wunused-variable\u001b]8;;\u0007\u001b[m\u001b[K]\n", + " 1335 | 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 -Wall -Wfatal-errors -Wno-unused-result -Wno-unknown-pragmas -fPIC -rdynamic -Ofast -DOPENCV -DGPU -DCUDNN -I/usr/local/cudnn/include -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 -Wall -Wfatal-errors -Wno-unused-result -Wno-unknown-pragmas -fPIC -rdynamic -Ofast -DOPENCV -DGPU -DCUDNN -I/usr/local/cudnn/include -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 -Wall -Wfatal-errors -Wno-unused-result -Wno-unknown-pragmas -fPIC -rdynamic -Ofast -DOPENCV -DGPU -DCUDNN -I/usr/local/cudnn/include -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:77:5:\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:77:5:\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:77:5:\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:77:5:\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:77:5:\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:77:5:\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: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\u001b]8;;https://gcc.gnu.org/onlinedocs/gcc/Warning-Options.html#index-Wswitch\u0007-Wswitch\u001b]8;;\u0007\u001b[m\u001b[K]\n", + " 79 | \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\u001b]8;;https://gcc.gnu.org/onlinedocs/gcc/Warning-Options.html#index-Wswitch\u0007-Wswitch\u001b]8;;\u0007\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\u001b]8;;https://gcc.gnu.org/onlinedocs/gcc/Warning-Options.html#index-Wswitch\u0007-Wswitch\u001b]8;;\u0007\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\u001b]8;;https://gcc.gnu.org/onlinedocs/gcc/Warning-Options.html#index-Wswitch\u0007-Wswitch\u001b]8;;\u0007\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\u001b]8;;https://gcc.gnu.org/onlinedocs/gcc/Warning-Options.html#index-Wswitch\u0007-Wswitch\u001b]8;;\u0007\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\u001b]8;;https://gcc.gnu.org/onlinedocs/gcc/Warning-Options.html#index-Wswitch\u0007-Wswitch\u001b]8;;\u0007\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\u001b]8;;https://gcc.gnu.org/onlinedocs/gcc/Warning-Options.html#index-Wswitch\u0007-Wswitch\u001b]8;;\u0007\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:287:5:\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:287:5:\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", - "gcc -Iinclude/ -I3rdparty/stb/include -DOPENCV `pkg-config --cflags opencv4 2> /dev/null || pkg-config --cflags opencv` -DGPU -I/usr/local/cuda/include/ -DCUDNN -Wall -Wfatal-errors -Wno-unused-result -Wno-unknown-pragmas -fPIC -Ofast -DOPENCV -DGPU -DCUDNN -I/usr/local/cudnn/include -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 -Wall -Wfatal-errors -Wno-unused-result -Wno-unknown-pragmas -fPIC -Ofast -DOPENCV -DGPU -DCUDNN -I/usr/local/cudnn/include -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 -Wall -Wfatal-errors -Wno-unused-result -Wno-unknown-pragmas -fPIC -Ofast -DOPENCV -DGPU -DCUDNN -I/usr/local/cudnn/include -c ./src/blas.c -o obj/blas.o\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\u001b]8;;https://gcc.gnu.org/onlinedocs/gcc/Warning-Options.html#index-Wswitch\u0007-Wswitch\u001b]8;;\u0007\u001b[m\u001b[K]\n", + " 310 | \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\u001b]8;;https://gcc.gnu.org/onlinedocs/gcc/Warning-Options.html#index-Wswitch\u0007-Wswitch\u001b]8;;\u0007\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\u001b]8;;https://gcc.gnu.org/onlinedocs/gcc/Warning-Options.html#index-Wswitch\u0007-Wswitch\u001b]8;;\u0007\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 -Wall -Wfatal-errors -Wno-unused-result -Wno-unknown-pragmas -fPIC -rdynamic -Ofast -DOPENCV -DGPU -DCUDNN -I/usr/local/cudnn/include -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 -Wall -Wfatal-errors -Wno-unused-result -Wno-unknown-pragmas -fPIC -rdynamic -Ofast -DOPENCV -DGPU -DCUDNN -I/usr/local/cudnn/include -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 -Wall -Wfatal-errors -Wno-unused-result -Wno-unknown-pragmas -fPIC -rdynamic -Ofast -DOPENCV -DGPU -DCUDNN -I/usr/local/cudnn/include -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", - "gcc -Iinclude/ -I3rdparty/stb/include -DOPENCV `pkg-config --cflags opencv4 2> /dev/null || pkg-config --cflags opencv` -DGPU -I/usr/local/cuda/include/ -DCUDNN -Wall -Wfatal-errors -Wno-unused-result -Wno-unknown-pragmas -fPIC -Ofast -DOPENCV -DGPU -DCUDNN -I/usr/local/cudnn/include -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 -Wall -Wfatal-errors -Wno-unused-result -Wno-unknown-pragmas -fPIC -Ofast -DOPENCV -DGPU -DCUDNN -I/usr/local/cudnn/include -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 -Wall -Wfatal-errors -Wno-unused-result -Wno-unknown-pragmas -fPIC -Ofast -DOPENCV -DGPU -DCUDNN -I/usr/local/cudnn/include -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 -Wall -Wfatal-errors -Wno-unused-result -Wno-unknown-pragmas -fPIC -Ofast -DOPENCV -DGPU -DCUDNN -I/usr/local/cudnn/include -c ./src/softmax_layer.c -o obj/softmax_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 -Wall -Wfatal-errors -Wno-unused-result -Wno-unknown-pragmas -fPIC -Ofast -DOPENCV -DGPU -DCUDNN -I/usr/local/cudnn/include -c ./src/data.c -o obj/data.o\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\u001b]8;;https://gcc.gnu.org/onlinedocs/gcc/Warning-Options.html#index-Wunused-variable\u0007-Wunused-variable\u001b]8;;\u0007\u001b[m\u001b[K]\n", + " 207 | int \u001b[01;35m\u001b[Kout_index\u001b[m\u001b[K = id;\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 -Wall -Wfatal-errors -Wno-unused-result -Wno-unknown-pragmas -fPIC -rdynamic -Ofast -DOPENCV -DGPU -DCUDNN -I/usr/local/cudnn/include -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 -Wall -Wfatal-errors -Wno-unused-result -Wno-unknown-pragmas -fPIC -rdynamic -Ofast -DOPENCV -DGPU -DCUDNN -I/usr/local/cudnn/include -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 -Wall -Wfatal-errors -Wno-unused-result -Wno-unknown-pragmas -fPIC -rdynamic -Ofast -DOPENCV -DGPU -DCUDNN -I/usr/local/cudnn/include -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 -Wall -Wfatal-errors -Wno-unused-result -Wno-unknown-pragmas -fPIC -rdynamic -Ofast -DOPENCV -DGPU -DCUDNN -I/usr/local/cudnn/include -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[Kforward_contrastive_layer\u001b[m\u001b[K’:\n", + "\u001b[01m\u001b[K./src/softmax_layer.c:242:27:\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\u001b]8;;https://gcc.gnu.org/onlinedocs/gcc/Warning-Options.html#index-Wunused-but-set-variable\u0007-Wunused-but-set-variable\u001b]8;;\u0007\u001b[m\u001b[K]\n", + " 242 | 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:421:71:\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\u001b[m\u001b[K’ {aka ‘\u001b[01m\u001b[Klong unsigned int\u001b[m\u001b[K’} [\u001b[01;35m\u001b[K\u001b]8;;https://gcc.gnu.org/onlinedocs/gcc/Warning-Options.html#index-Wformat=\u0007-Wformat=\u001b]8;;\u0007\u001b[m\u001b[K]\n", + " 421 | printf(\" Error: too large number of bboxes: contr_size = \u001b[01;35m\u001b[K%d\u001b[m\u001b[K > max_contr_size = %d \\n\", \u001b[32m\u001b[Kcontr_size\u001b[m\u001b[K, max_contr_size);\n", + " | \u001b[01;35m\u001b[K~^\u001b[m\u001b[K \u001b[32m\u001b[K~~~~~~~~~~\u001b[m\u001b[K\n", + " | \u001b[01;35m\u001b[K|\u001b[m\u001b[K \u001b[32m\u001b[K|\u001b[m\u001b[K\n", + " | \u001b[01;35m\u001b[Kint\u001b[m\u001b[K \u001b[32m\u001b[Ksize_t {aka long unsigned int}\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 -Wall -Wfatal-errors -Wno-unused-result -Wno-unknown-pragmas -fPIC -rdynamic -Ofast -DOPENCV -DGPU -DCUDNN -I/usr/local/cudnn/include -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:1134:24:\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:984:43:\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 -Wall -Wfatal-errors -Wno-unused-result -Wno-unknown-pragmas -fPIC -Ofast -DOPENCV -DGPU -DCUDNN -I/usr/local/cudnn/include -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 -Wall -Wfatal-errors -Wno-unused-result -Wno-unknown-pragmas -fPIC -Ofast -DOPENCV -DGPU -DCUDNN -I/usr/local/cudnn/include -c ./src/network.c -o obj/network.o\n", + "\u001b[01m\u001b[K./src/data.c:1289:24:\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\u001b]8;;https://gcc.gnu.org/onlinedocs/gcc/Warning-Options.html#index-Wunused-variable\u0007-Wunused-variable\u001b]8;;\u0007\u001b[m\u001b[K]\n", + " 1289 | 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:1076:43:\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\u001b]8;;https://gcc.gnu.org/onlinedocs/gcc/Warning-Options.html#index-Wunused-but-set-variable\u0007-Wunused-but-set-variable\u001b]8;;\u0007\u001b[m\u001b[K]\n", + " 1076 | 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", + "\u001b[01m\u001b[K./src/data.c:\u001b[m\u001b[K In function ‘\u001b[01m\u001b[Kfill_truth_detection\u001b[m\u001b[K’:\n", + "\u001b[01m\u001b[K./src/data.c:431:33:\u001b[m\u001b[K \u001b[01;35m\u001b[Kwarning: \u001b[m\u001b[K‘\u001b[01m\u001b[K%s\u001b[m\u001b[K’ directive writing up to 4095 bytes into a region of size 251 [\u001b[01;35m\u001b[K\u001b]8;;https://gcc.gnu.org/onlinedocs/gcc/Warning-Options.html#index-Wformat-overflow=\u0007-Wformat-overflow=\u001b]8;;\u0007\u001b[m\u001b[K]\n", + " 431 | sprintf(buff, \"echo \u001b[01;35m\u001b[K%s\u001b[m\u001b[K \\\"Wrong annotation: w = %f\\\" >> bad_label.list\", \u001b[32m\u001b[Klabelpath\u001b[m\u001b[K, w);\n", + " | \u001b[01;35m\u001b[K^~\u001b[m\u001b[K \u001b[32m\u001b[K~~~~~~~~~\u001b[m\u001b[K\n", + "\u001b[01m\u001b[K./src/data.c:431:27:\u001b[m\u001b[K \u001b[01;36m\u001b[Knote: \u001b[m\u001b[Kassuming directive output of 8 bytes\n", + " 431 | sprintf(buff, \u001b[01;36m\u001b[K\"echo %s \\\"Wrong annotation: w = %f\\\" >> bad_label.list\"\u001b[m\u001b[K, labelpath, w);\n", + " | \u001b[01;36m\u001b[K^~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~\u001b[m\u001b[K\n", + "In file included from \u001b[01m\u001b[K/usr/include/stdio.h:894\u001b[m\u001b[K,\n", + " from \u001b[01m\u001b[Kinclude/darknet.h:13\u001b[m\u001b[K,\n", + " from \u001b[01m\u001b[K./src/data.h:5\u001b[m\u001b[K,\n", + " from \u001b[01m\u001b[K./src/data.c:1\u001b[m\u001b[K:\n", + "\u001b[01m\u001b[K/usr/include/x86_64-linux-gnu/bits/stdio2.h:38:10:\u001b[m\u001b[K \u001b[01;36m\u001b[Knote: \u001b[m\u001b[K‘\u001b[01m\u001b[K__builtin___sprintf_chk\u001b[m\u001b[K’ output between 52 and 4461 bytes into a destination of size 256\n", + " 38 | return \u001b[01;36m\u001b[K__builtin___sprintf_chk (__s, __USE_FORTIFY_LEVEL - 1,\u001b[m\u001b[K\n", + " | \u001b[01;36m\u001b[K^~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~\u001b[m\u001b[K\n", + " 39 | \u001b[01;36m\u001b[K __glibc_objsize (__s), __fmt,\u001b[m\u001b[K\n", + " | \u001b[01;36m\u001b[K~~~~~~~~~~~~~~~~~~~~~~~~~~~~~\u001b[m\u001b[K\n", + " 40 | \u001b[01;36m\u001b[K __va_arg_pack ())\u001b[m\u001b[K;\n", + " | \u001b[01;36m\u001b[K~~~~~~~~~~~~~~~~~\u001b[m\u001b[K\n", + "\u001b[01m\u001b[K./src/data.c:437:33:\u001b[m\u001b[K \u001b[01;35m\u001b[Kwarning: \u001b[m\u001b[K‘\u001b[01m\u001b[K%s\u001b[m\u001b[K’ directive writing up to 4095 bytes into a region of size 251 [\u001b[01;35m\u001b[K\u001b]8;;https://gcc.gnu.org/onlinedocs/gcc/Warning-Options.html#index-Wformat-overflow=\u0007-Wformat-overflow=\u001b]8;;\u0007\u001b[m\u001b[K]\n", + " 437 | sprintf(buff, \"echo \u001b[01;35m\u001b[K%s\u001b[m\u001b[K \\\"Wrong annotation: h = %f\\\" >> bad_label.list\", \u001b[32m\u001b[Klabelpath\u001b[m\u001b[K, h);\n", + " | \u001b[01;35m\u001b[K^~\u001b[m\u001b[K \u001b[32m\u001b[K~~~~~~~~~\u001b[m\u001b[K\n", + "\u001b[01m\u001b[K./src/data.c:437:27:\u001b[m\u001b[K \u001b[01;36m\u001b[Knote: \u001b[m\u001b[Kassuming directive output of 8 bytes\n", + " 437 | sprintf(buff, \u001b[01;36m\u001b[K\"echo %s \\\"Wrong annotation: h = %f\\\" >> bad_label.list\"\u001b[m\u001b[K, labelpath, h);\n", + " | \u001b[01;36m\u001b[K^~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~\u001b[m\u001b[K\n", + "In file included from \u001b[01m\u001b[K/usr/include/stdio.h:894\u001b[m\u001b[K,\n", + " from \u001b[01m\u001b[Kinclude/darknet.h:13\u001b[m\u001b[K,\n", + " from \u001b[01m\u001b[K./src/data.h:5\u001b[m\u001b[K,\n", + " from \u001b[01m\u001b[K./src/data.c:1\u001b[m\u001b[K:\n", + "\u001b[01m\u001b[K/usr/include/x86_64-linux-gnu/bits/stdio2.h:38:10:\u001b[m\u001b[K \u001b[01;36m\u001b[Knote: \u001b[m\u001b[K‘\u001b[01m\u001b[K__builtin___sprintf_chk\u001b[m\u001b[K’ output between 52 and 4461 bytes into a destination of size 256\n", + " 38 | return \u001b[01;36m\u001b[K__builtin___sprintf_chk (__s, __USE_FORTIFY_LEVEL - 1,\u001b[m\u001b[K\n", + " | \u001b[01;36m\u001b[K^~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~\u001b[m\u001b[K\n", + " 39 | \u001b[01;36m\u001b[K __glibc_objsize (__s), __fmt,\u001b[m\u001b[K\n", + " | \u001b[01;36m\u001b[K~~~~~~~~~~~~~~~~~~~~~~~~~~~~~\u001b[m\u001b[K\n", + " 40 | \u001b[01;36m\u001b[K __va_arg_pack ())\u001b[m\u001b[K;\n", + " | \u001b[01;36m\u001b[K~~~~~~~~~~~~~~~~~\u001b[m\u001b[K\n", + "\u001b[01m\u001b[K./src/data.c:424:33:\u001b[m\u001b[K \u001b[01;35m\u001b[Kwarning: \u001b[m\u001b[K‘\u001b[01m\u001b[K%s\u001b[m\u001b[K’ directive writing up to 4095 bytes into a region of size 251 [\u001b[01;35m\u001b[K\u001b]8;;https://gcc.gnu.org/onlinedocs/gcc/Warning-Options.html#index-Wformat-overflow=\u0007-Wformat-overflow=\u001b]8;;\u0007\u001b[m\u001b[K]\n", + " 424 | sprintf(buff, \"echo \u001b[01;35m\u001b[K%s\u001b[m\u001b[K \\\"Wrong annotation: x = %f, y = %f\\\" >> bad_label.list\", \u001b[32m\u001b[Klabelpath\u001b[m\u001b[K, x, y);\n", + " | \u001b[01;35m\u001b[K^~\u001b[m\u001b[K \u001b[32m\u001b[K~~~~~~~~~\u001b[m\u001b[K\n", + "\u001b[01m\u001b[K./src/data.c:424:27:\u001b[m\u001b[K \u001b[01;36m\u001b[Knote: \u001b[m\u001b[Kassuming directive output of 8 bytes\n", + " 424 | sprintf(buff, \u001b[01;36m\u001b[K\"echo %s \\\"Wrong annotation: x = %f, y = %f\\\" >> bad_label.list\"\u001b[m\u001b[K, labelpath, x, y);\n", + " | \u001b[01;36m\u001b[K^~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~\u001b[m\u001b[K\n", + "\u001b[01m\u001b[K./src/data.c:424:27:\u001b[m\u001b[K \u001b[01;36m\u001b[Knote: \u001b[m\u001b[Kassuming directive output of 8 bytes\n", + "In file included from \u001b[01m\u001b[K/usr/include/stdio.h:894\u001b[m\u001b[K,\n", + " from \u001b[01m\u001b[Kinclude/darknet.h:13\u001b[m\u001b[K,\n", + " from \u001b[01m\u001b[K./src/data.h:5\u001b[m\u001b[K,\n", + " from \u001b[01m\u001b[K./src/data.c:1\u001b[m\u001b[K:\n", + "\u001b[01m\u001b[K/usr/include/x86_64-linux-gnu/bits/stdio2.h:38:10:\u001b[m\u001b[K \u001b[01;36m\u001b[Knote: \u001b[m\u001b[K‘\u001b[01m\u001b[K__builtin___sprintf_chk\u001b[m\u001b[K’ output between 61 and 4784 bytes into a destination of size 256\n", + " 38 | return \u001b[01;36m\u001b[K__builtin___sprintf_chk (__s, __USE_FORTIFY_LEVEL - 1,\u001b[m\u001b[K\n", + " | \u001b[01;36m\u001b[K^~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~\u001b[m\u001b[K\n", + " 39 | \u001b[01;36m\u001b[K __glibc_objsize (__s), __fmt,\u001b[m\u001b[K\n", + " | \u001b[01;36m\u001b[K~~~~~~~~~~~~~~~~~~~~~~~~~~~~~\u001b[m\u001b[K\n", + " 40 | \u001b[01;36m\u001b[K __va_arg_pack ())\u001b[m\u001b[K;\n", + " | \u001b[01;36m\u001b[K~~~~~~~~~~~~~~~~~\u001b[m\u001b[K\n", + "\u001b[01m\u001b[K./src/data.c:417:33:\u001b[m\u001b[K \u001b[01;35m\u001b[Kwarning: \u001b[m\u001b[K‘\u001b[01m\u001b[K%s\u001b[m\u001b[K’ directive writing up to 4095 bytes into a region of size 251 [\u001b[01;35m\u001b[K\u001b]8;;https://gcc.gnu.org/onlinedocs/gcc/Warning-Options.html#index-Wformat-overflow=\u0007-Wformat-overflow=\u001b]8;;\u0007\u001b[m\u001b[K]\n", + " 417 | sprintf(buff, \"echo \u001b[01;35m\u001b[K%s\u001b[m\u001b[K \\\"Wrong annotation: x = 0 or y = 0\\\" >> bad_label.list\", \u001b[32m\u001b[Klabelpath\u001b[m\u001b[K);\n", + " | \u001b[01;35m\u001b[K^~\u001b[m\u001b[K \u001b[32m\u001b[K~~~~~~~~~\u001b[m\u001b[K\n", + "In file included from \u001b[01m\u001b[K/usr/include/stdio.h:894\u001b[m\u001b[K,\n", + " from \u001b[01m\u001b[Kinclude/darknet.h:13\u001b[m\u001b[K,\n", + " from \u001b[01m\u001b[K./src/data.h:5\u001b[m\u001b[K,\n", + " from \u001b[01m\u001b[K./src/data.c:1\u001b[m\u001b[K:\n", + "\u001b[01m\u001b[K/usr/include/x86_64-linux-gnu/bits/stdio2.h:38:10:\u001b[m\u001b[K \u001b[01;36m\u001b[Knote: \u001b[m\u001b[K‘\u001b[01m\u001b[K__builtin___sprintf_chk\u001b[m\u001b[K’ output between 59 and 4154 bytes into a destination of size 256\n", + " 38 | return \u001b[01;36m\u001b[K__builtin___sprintf_chk (__s, __USE_FORTIFY_LEVEL - 1,\u001b[m\u001b[K\n", + " | \u001b[01;36m\u001b[K^~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~\u001b[m\u001b[K\n", + " 39 | \u001b[01;36m\u001b[K __glibc_objsize (__s), __fmt,\u001b[m\u001b[K\n", + " | \u001b[01;36m\u001b[K~~~~~~~~~~~~~~~~~~~~~~~~~~~~~\u001b[m\u001b[K\n", + " 40 | \u001b[01;36m\u001b[K __va_arg_pack ())\u001b[m\u001b[K;\n", + " | \u001b[01;36m\u001b[K~~~~~~~~~~~~~~~~~\u001b[m\u001b[K\n", + "\u001b[01m\u001b[K./src/data.c:404:33:\u001b[m\u001b[K \u001b[01;35m\u001b[Kwarning: \u001b[m\u001b[K‘\u001b[01m\u001b[K%s\u001b[m\u001b[K’ directive writing up to 4095 bytes into a region of size 251 [\u001b[01;35m\u001b[K\u001b]8;;https://gcc.gnu.org/onlinedocs/gcc/Warning-Options.html#index-Wformat-overflow=\u0007-Wformat-overflow=\u001b]8;;\u0007\u001b[m\u001b[K]\n", + " 404 | sprintf(buff, \"echo \u001b[01;35m\u001b[K%s\u001b[m\u001b[K \\\"Wrong annotation: class_id = %d. But class_id should be [from 0 to %d]\\\" >> bad_label.list\", \u001b[32m\u001b[Klabelpath\u001b[m\u001b[K, id, (classes-1));\n", + " | \u001b[01;35m\u001b[K^~\u001b[m\u001b[K \u001b[32m\u001b[K~~~~~~~~~\u001b[m\u001b[K\n", + "In file included from \u001b[01m\u001b[K/usr/include/stdio.h:894\u001b[m\u001b[K,\n", + " from \u001b[01m\u001b[Kinclude/darknet.h:13\u001b[m\u001b[K,\n", + " from \u001b[01m\u001b[K./src/data.h:5\u001b[m\u001b[K,\n", + " from \u001b[01m\u001b[K./src/data.c:1\u001b[m\u001b[K:\n", + "\u001b[01m\u001b[K/usr/include/x86_64-linux-gnu/bits/stdio2.h:38:10:\u001b[m\u001b[K \u001b[01;36m\u001b[Knote: \u001b[m\u001b[K‘\u001b[01m\u001b[K__builtin___sprintf_chk\u001b[m\u001b[K’ output between 95 and 4210 bytes into a destination of size 256\n", + " 38 | return \u001b[01;36m\u001b[K__builtin___sprintf_chk (__s, __USE_FORTIFY_LEVEL - 1,\u001b[m\u001b[K\n", + " | \u001b[01;36m\u001b[K^~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~\u001b[m\u001b[K\n", + " 39 | \u001b[01;36m\u001b[K __glibc_objsize (__s), __fmt,\u001b[m\u001b[K\n", + " | \u001b[01;36m\u001b[K~~~~~~~~~~~~~~~~~~~~~~~~~~~~~\u001b[m\u001b[K\n", + " 40 | \u001b[01;36m\u001b[K __va_arg_pack ())\u001b[m\u001b[K;\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 -Wall -Wfatal-errors -Wno-unused-result -Wno-unknown-pragmas -fPIC -rdynamic -Ofast -DOPENCV -DGPU -DCUDNN -I/usr/local/cudnn/include -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 -Wall -Wfatal-errors -Wno-unused-result -Wno-unknown-pragmas -fPIC -rdynamic -Ofast -DOPENCV -DGPU -DCUDNN -I/usr/local/cudnn/include -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\u001b]8;;https://gcc.gnu.org/onlinedocs/gcc/Warning-Options.html#index-Wunused-variable\u0007-Wunused-variable\u001b]8;;\u0007\u001b[m\u001b[K]\n", + " 435 | 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:610:42:\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", + "\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\u001b]8;;https://gcc.gnu.org/onlinedocs/gcc/Warning-Options.html#index-Wincompatible-pointer-types\u0007-Wincompatible-pointer-types\u001b]8;;\u0007\u001b[m\u001b[K]\n", + " 660 | if (cudaSuccess == cudaHostAlloc(\u001b[01;35m\u001b[K&net->input_pinned_cpu\u001b[m\u001b[K, size * sizeof(float), cudaHostRegisterMapped))\n", + " | \u001b[01;35m\u001b[K^~~~~~~~~~~~~~~~~~~~~~\u001b[m\u001b[K\n", + " | \u001b[01;35m\u001b[K|\u001b[m\u001b[K\n", + " | \u001b[01;35m\u001b[Kfloat **\u001b[m\u001b[K\n", + "In file included from \u001b[01m\u001b[K/usr/local/cuda/include/cuda_runtime.h:96\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:4707:39:\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 -Wall -Wfatal-errors -Wno-unused-result -Wno-unknown-pragmas -fPIC -Ofast -DOPENCV -DGPU -DCUDNN -I/usr/local/cudnn/include -c ./src/connected_layer.c -o obj/connected_layer.o\n", + "\u001b[01m\u001b[K/usr/local/cuda/include/cuda_runtime_api.h:5202:60:\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", + " 5202 | extern __host__ cudaError_t CUDARTAPI cudaHostAlloc(\u001b[01;36m\u001b[Kvoid **pHost\u001b[m\u001b[K, 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 -Wall -Wfatal-errors -Wno-unused-result -Wno-unknown-pragmas -fPIC -rdynamic -Ofast -DOPENCV -DGPU -DCUDNN -I/usr/local/cudnn/include -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 -Wall -Wfatal-errors -Wno-unused-result -Wno-unknown-pragmas -fPIC -Ofast -DOPENCV -DGPU -DCUDNN -I/usr/local/cudnn/include -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 -Wall -Wfatal-errors -Wno-unused-result -Wno-unknown-pragmas -fPIC -Ofast -DOPENCV -DGPU -DCUDNN -I/usr/local/cudnn/include -c ./src/parser.c -o obj/parser.o\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\u001b]8;;https://gcc.gnu.org/onlinedocs/gcc/Warning-Options.html#index-Wunused-variable\u0007-Wunused-variable\u001b]8;;\u0007\u001b[m\u001b[K]\n", + " 346 | 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\u001b]8;;https://gcc.gnu.org/onlinedocs/gcc/Warning-Options.html#index-Wunused-variable\u0007-Wunused-variable\u001b]8;;\u0007\u001b[m\u001b[K]\n", + " 344 | 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\u001b]8;;https://gcc.gnu.org/onlinedocs/gcc/Warning-Options.html#index-Wunused-variable\u0007-Wunused-variable\u001b]8;;\u0007\u001b[m\u001b[K]\n", + " 343 | 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\u001b]8;;https://gcc.gnu.org/onlinedocs/gcc/Warning-Options.html#index-Wunused-variable\u0007-Wunused-variable\u001b]8;;\u0007\u001b[m\u001b[K]\n", + " 342 | 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\u001b]8;;https://gcc.gnu.org/onlinedocs/gcc/Warning-Options.html#index-Wunused-variable\u0007-Wunused-variable\u001b]8;;\u0007\u001b[m\u001b[K]\n", + " 341 | 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\u001b]8;;https://gcc.gnu.org/onlinedocs/gcc/Warning-Options.html#index-Wunused-variable\u0007-Wunused-variable\u001b]8;;\u0007\u001b[m\u001b[K]\n", + " 340 | 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\u001b]8;;https://gcc.gnu.org/onlinedocs/gcc/Warning-Options.html#index-Wunused-variable\u0007-Wunused-variable\u001b]8;;\u0007\u001b[m\u001b[K]\n", + " 339 | 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 -Wall -Wfatal-errors -Wno-unused-result -Wno-unknown-pragmas -fPIC -rdynamic -Ofast -DOPENCV -DGPU -DCUDNN -I/usr/local/cudnn/include -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 -Wall -Wfatal-errors -Wno-unused-result -Wno-unknown-pragmas -fPIC -rdynamic -Ofast -DOPENCV -DGPU -DCUDNN -I/usr/local/cudnn/include -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:1573:42:\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", + "\u001b[01m\u001b[K./src/parser.c:1761:42:\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\u001b]8;;https://gcc.gnu.org/onlinedocs/gcc/Warning-Options.html#index-Wincompatible-pointer-types\u0007-Wincompatible-pointer-types\u001b]8;;\u0007\u001b[m\u001b[K]\n", + " 1761 | if (cudaSuccess == cudaHostAlloc(\u001b[01;35m\u001b[K&net.input_pinned_cpu\u001b[m\u001b[K, size * sizeof(float), cudaHostRegisterMapped)) net.input_pinned_cpu_flag = 1;\n", + " | \u001b[01;35m\u001b[K^~~~~~~~~~~~~~~~~~~~~\u001b[m\u001b[K\n", + " | \u001b[01;35m\u001b[K|\u001b[m\u001b[K\n", + " | \u001b[01;35m\u001b[Kfloat **\u001b[m\u001b[K\n", + "In file included from \u001b[01m\u001b[K/usr/local/cuda/include/cuda_runtime.h:96\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:4707:39:\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 -Wall -Wfatal-errors -Wno-unused-result -Wno-unknown-pragmas -fPIC -Ofast -DOPENCV -DGPU -DCUDNN -I/usr/local/cudnn/include -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 -Wall -Wfatal-errors -Wno-unused-result -Wno-unknown-pragmas -fPIC -Ofast -DOPENCV -DGPU -DCUDNN -I/usr/local/cudnn/include -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 -Wall -Wfatal-errors -Wno-unused-result -Wno-unknown-pragmas -fPIC -Ofast -DOPENCV -DGPU -DCUDNN -I/usr/local/cudnn/include -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 -Wall -Wfatal-errors -Wno-unused-result -Wno-unknown-pragmas -fPIC -Ofast -DOPENCV -DGPU -DCUDNN -I/usr/local/cudnn/include -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 -Wall -Wfatal-errors -Wno-unused-result -Wno-unknown-pragmas -fPIC -Ofast -DOPENCV -DGPU -DCUDNN -I/usr/local/cudnn/include -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 -Wall -Wfatal-errors -Wno-unused-result -Wno-unknown-pragmas -fPIC -Ofast -DOPENCV -DGPU -DCUDNN -I/usr/local/cudnn/include -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 -Wall -Wfatal-errors -Wno-unused-result -Wno-unknown-pragmas -fPIC -Ofast -DOPENCV -DGPU -DCUDNN -I/usr/local/cudnn/include -c ./src/box.c -o obj/box.o\n", + "\u001b[01m\u001b[K/usr/local/cuda/include/cuda_runtime_api.h:5202:60:\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", + " 5202 | extern __host__ cudaError_t CUDARTAPI cudaHostAlloc(\u001b[01;36m\u001b[Kvoid **pHost\u001b[m\u001b[K, 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:1893:9:\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\u001b]8;;https://gcc.gnu.org/onlinedocs/gcc/Warning-Options.html#index-Wunused-variable\u0007-Wunused-variable\u001b]8;;\u0007\u001b[m\u001b[K]\n", + " 1893 | 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:435:40:\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\u001b]8;;https://gcc.gnu.org/onlinedocs/gcc/Warning-Options.html#index-Walloc-size-larger-than=\u0007-Walloc-size-larger-than=\u001b]8;;\u0007\u001b[m\u001b[K]\n", + " 435 | classes_multipliers = (float *)\u001b[01;35m\u001b[Kcalloc(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\u001b[m\u001b[K:\n", + "\u001b[01m\u001b[K/usr/include/stdlib.h:543:14:\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", + " 543 | 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 -Wall -Wfatal-errors -Wno-unused-result -Wno-unknown-pragmas -fPIC -rdynamic -Ofast -DOPENCV -DGPU -DCUDNN -I/usr/local/cudnn/include -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 -Wall -Wfatal-errors -Wno-unused-result -Wno-unknown-pragmas -fPIC -rdynamic -Ofast -DOPENCV -DGPU -DCUDNN -I/usr/local/cudnn/include -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 -Wall -Wfatal-errors -Wno-unused-result -Wno-unknown-pragmas -fPIC -rdynamic -Ofast -DOPENCV -DGPU -DCUDNN -I/usr/local/cudnn/include -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 -Wall -Wfatal-errors -Wno-unused-result -Wno-unknown-pragmas -fPIC -rdynamic -Ofast -DOPENCV -DGPU -DCUDNN -I/usr/local/cudnn/include -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 -Wall -Wfatal-errors -Wno-unused-result -Wno-unknown-pragmas -fPIC -rdynamic -Ofast -DOPENCV -DGPU -DCUDNN -I/usr/local/cudnn/include -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 -Wall -Wfatal-errors -Wno-unused-result -Wno-unknown-pragmas -fPIC -rdynamic -Ofast -DOPENCV -DGPU -DCUDNN -I/usr/local/cudnn/include -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 -Wall -Wfatal-errors -Wno-unused-result -Wno-unknown-pragmas -fPIC -rdynamic -Ofast -DOPENCV -DGPU -DCUDNN -I/usr/local/cudnn/include -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: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\u001b]8;;https://gcc.gnu.org/onlinedocs/gcc/Warning-Options.html#index-Wswitch\u0007-Wswitch\u001b]8;;\u0007\u001b[m\u001b[K]\n", + " 154 | \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 -Wall -Wfatal-errors -Wno-unused-result -Wno-unknown-pragmas -fPIC -Ofast -DOPENCV -DGPU -DCUDNN -I/usr/local/cudnn/include -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 -Wall -Wfatal-errors -Wno-unused-result -Wno-unknown-pragmas -fPIC -Ofast -DOPENCV -DGPU -DCUDNN -I/usr/local/cudnn/include -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 -Wall -Wfatal-errors -Wno-unused-result -Wno-unknown-pragmas -fPIC -Ofast -DOPENCV -DGPU -DCUDNN -I/usr/local/cudnn/include -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 -Wall -Wfatal-errors -Wno-unused-result -Wno-unknown-pragmas -fPIC -Ofast -DOPENCV -DGPU -DCUDNN -I/usr/local/cudnn/include -c ./src/coco.c -o obj/coco.o\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\u001b]8;;https://gcc.gnu.org/onlinedocs/gcc/Warning-Options.html#index-Wunused-variable\u0007-Wunused-variable\u001b]8;;\u0007\u001b[m\u001b[K]\n", + " 898 | 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\u001b]8;;https://gcc.gnu.org/onlinedocs/gcc/Warning-Options.html#index-Wunused-variable\u0007-Wunused-variable\u001b]8;;\u0007\u001b[m\u001b[K]\n", + " 897 | 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 -Wall -Wfatal-errors -Wno-unused-result -Wno-unknown-pragmas -fPIC -rdynamic -Ofast -DOPENCV -DGPU -DCUDNN -I/usr/local/cudnn/include -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 -Wall -Wfatal-errors -Wno-unused-result -Wno-unknown-pragmas -fPIC -rdynamic -Ofast -DOPENCV -DGPU -DCUDNN -I/usr/local/cudnn/include -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 -Wall -Wfatal-errors -Wno-unused-result -Wno-unknown-pragmas -fPIC -rdynamic -Ofast -DOPENCV -DGPU -DCUDNN -I/usr/local/cudnn/include -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 -Wall -Wfatal-errors -Wno-unused-result -Wno-unknown-pragmas -fPIC -rdynamic -Ofast -DOPENCV -DGPU -DCUDNN -I/usr/local/cudnn/include -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 -Wall -Wfatal-errors -Wno-unused-result -Wno-unknown-pragmas -fPIC -Ofast -DOPENCV -DGPU -DCUDNN -I/usr/local/cudnn/include -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 -Wall -Wfatal-errors -Wno-unused-result -Wno-unknown-pragmas -fPIC -Ofast -DOPENCV -DGPU -DCUDNN -I/usr/local/cudnn/include -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 -Wall -Wfatal-errors -Wno-unused-result -Wno-unknown-pragmas -fPIC -Ofast -DOPENCV -DGPU -DCUDNN -I/usr/local/cudnn/include -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[Kprint_cocos\u001b[m\u001b[K’:\n", - "\u001b[01m\u001b[K./src/detector.c:451:29:\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/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\u001b]8;;https://gcc.gnu.org/onlinedocs/gcc/Warning-Options.html#index-Wunused-variable\u0007-Wunused-variable\u001b]8;;\u0007\u001b[m\u001b[K]\n", + " 248 | 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 -Wall -Wfatal-errors -Wno-unused-result -Wno-unknown-pragmas -fPIC -rdynamic -Ofast -DOPENCV -DGPU -DCUDNN -I/usr/local/cudnn/include -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 -Wall -Wfatal-errors -Wno-unused-result -Wno-unknown-pragmas -fPIC -rdynamic -Ofast -DOPENCV -DGPU -DCUDNN -I/usr/local/cudnn/include -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 -Wall -Wfatal-errors -Wno-unused-result -Wno-unknown-pragmas -fPIC -rdynamic -Ofast -DOPENCV -DGPU -DCUDNN -I/usr/local/cudnn/include -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[Keliminate_bdd\u001b[m\u001b[K’:\n", - "\u001b[01m\u001b[K./src/detector.c:544:21:\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:585:21:\u001b[m\u001b[K \u001b[01;35m\u001b[Kwarning: \u001b[m\u001b[Kstatement with no effect [\u001b[01;35m\u001b[K\u001b]8;;https://gcc.gnu.org/onlinedocs/gcc/Warning-Options.html#index-Wunused-value\u0007-Wunused-value\u001b]8;;\u0007\u001b[m\u001b[K]\n", + " 585 | \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:657:13:\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:655:13:\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:706:13:\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\u001b]8;;https://gcc.gnu.org/onlinedocs/gcc/Warning-Options.html#index-Wunused-variable\u0007-Wunused-variable\u001b]8;;\u0007\u001b[m\u001b[K]\n", + " 706 | 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:704:13:\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\u001b]8;;https://gcc.gnu.org/onlinedocs/gcc/Warning-Options.html#index-Wunused-variable\u0007-Wunused-variable\u001b]8;;\u0007\u001b[m\u001b[K]\n", + " 704 | 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:1276:15:\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:1275:15:\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:1323:24:\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\u001b]8;;https://gcc.gnu.org/onlinedocs/gcc/Warning-Options.html#index-Wunused-but-set-variable\u0007-Wunused-but-set-variable\u001b]8;;\u0007\u001b[m\u001b[K]\n", + " 1323 | 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:1344:15:\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\u001b]8;;https://gcc.gnu.org/onlinedocs/gcc/Warning-Options.html#index-Wunused-variable\u0007-Wunused-variable\u001b]8;;\u0007\u001b[m\u001b[K]\n", + " 1344 | 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:1343:15:\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\u001b]8;;https://gcc.gnu.org/onlinedocs/gcc/Warning-Options.html#index-Wunused-variable\u0007-Wunused-variable\u001b]8;;\u0007\u001b[m\u001b[K]\n", + " 1343 | 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:1792:19:\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 -Wall -Wfatal-errors -Wno-unused-result -Wno-unknown-pragmas -fPIC -Ofast -DOPENCV -DGPU -DCUDNN -I/usr/local/cudnn/include -c ./src/layer.c -o obj/layer.o\n", + "\u001b[01m\u001b[K./src/detector.c:1872:19:\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\u001b]8;;https://gcc.gnu.org/onlinedocs/gcc/Warning-Options.html#index-Wunused-variable\u0007-Wunused-variable\u001b]8;;\u0007\u001b[m\u001b[K]\n", + " 1872 | 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 -Wall -Wfatal-errors -Wno-unused-result -Wno-unknown-pragmas -fPIC -rdynamic -Ofast -DOPENCV -DGPU -DCUDNN -I/usr/local/cudnn/include -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:191:9:\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 (l.x_gpu) cuda_free(l.x_gpu); l.x_gpu = NULL;\n", - " \u001b[01;35m\u001b[K^~\u001b[m\u001b[K\n", - "\u001b[01m\u001b[K./src/layer.c:191:61:\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", - " if (l.x_gpu) cuda_free(l.x_gpu); \u001b[01;36m\u001b[Kl\u001b[m\u001b[K.x_gpu = NULL;\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 -Wall -Wfatal-errors -Wno-unused-result -Wno-unknown-pragmas -fPIC -Ofast -DOPENCV -DGPU -DCUDNN -I/usr/local/cudnn/include -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 -Wall -Wfatal-errors -Wno-unused-result -Wno-unknown-pragmas -fPIC -Ofast -DOPENCV -DGPU -DCUDNN -I/usr/local/cudnn/include -c ./src/classifier.c -o obj/classifier.o\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\u001b]8;;https://gcc.gnu.org/onlinedocs/gcc/Warning-Options.html#index-Wparentheses\u0007-Wparentheses\u001b]8;;\u0007\u001b[m\u001b[K]\n", + " 208 | 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 -Wall -Wfatal-errors -Wno-unused-result -Wno-unknown-pragmas -fPIC -rdynamic -Ofast -DOPENCV -DGPU -DCUDNN -I/usr/local/cudnn/include -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 -Wall -Wfatal-errors -Wno-unused-result -Wno-unknown-pragmas -fPIC -rdynamic -Ofast -DOPENCV -DGPU -DCUDNN -I/usr/local/cudnn/include -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:138:9:\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: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\u001b]8;;https://gcc.gnu.org/onlinedocs/gcc/Warning-Options.html#index-Wunused-variable\u0007-Wunused-variable\u001b]8;;\u0007\u001b[m\u001b[K]\n", + " 146 | 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:831:13:\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: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\u001b]8;;https://gcc.gnu.org/onlinedocs/gcc/Warning-Options.html#index-Wunused-variable\u0007-Wunused-variable\u001b]8;;\u0007\u001b[m\u001b[K]\n", + " 855 | 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:1261:49:\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:1261:37:\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 -Wall -Wfatal-errors -Wno-unused-result -Wno-unknown-pragmas -fPIC -Ofast -DOPENCV -DGPU -DCUDNN -I/usr/local/cudnn/include -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 -Wall -Wfatal-errors -Wno-unused-result -Wno-unknown-pragmas -fPIC -Ofast -DOPENCV -DGPU -DCUDNN -I/usr/local/cudnn/include -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 -Wall -Wfatal-errors -Wno-unused-result -Wno-unknown-pragmas -fPIC -Ofast -DOPENCV -DGPU -DCUDNN -I/usr/local/cudnn/include -c ./src/shortcut_layer.c -o obj/shortcut_layer.o\n", + "\u001b[01m\u001b[K./src/classifier.c:1283:49:\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\u001b]8;;https://gcc.gnu.org/onlinedocs/gcc/Warning-Options.html#index-Wunused-variable\u0007-Wunused-variable\u001b]8;;\u0007\u001b[m\u001b[K]\n", + " 1283 | 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:1283:37:\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\u001b]8;;https://gcc.gnu.org/onlinedocs/gcc/Warning-Options.html#index-Wunused-variable\u0007-Wunused-variable\u001b]8;;\u0007\u001b[m\u001b[K]\n", + " 1283 | 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 -Wall -Wfatal-errors -Wno-unused-result -Wno-unknown-pragmas -fPIC -rdynamic -Ofast -DOPENCV -DGPU -DCUDNN -I/usr/local/cudnn/include -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 -Wall -Wfatal-errors -Wno-unused-result -Wno-unknown-pragmas -fPIC -rdynamic -Ofast -DOPENCV -DGPU -DCUDNN -I/usr/local/cudnn/include -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 -Wall -Wfatal-errors -Wno-unused-result -Wno-unknown-pragmas -fPIC -rdynamic -Ofast -DOPENCV -DGPU -DCUDNN -I/usr/local/cudnn/include -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 -Wall -Wfatal-errors -Wno-unused-result -Wno-unknown-pragmas -fPIC -Ofast -DOPENCV -DGPU -DCUDNN -I/usr/local/cudnn/include -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 -Wall -Wfatal-errors -Wno-unused-result -Wno-unknown-pragmas -fPIC -Ofast -DOPENCV -DGPU -DCUDNN -I/usr/local/cudnn/include -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 -Wall -Wfatal-errors -Wno-unused-result -Wno-unknown-pragmas -fPIC -Ofast -DOPENCV -DGPU -DCUDNN -I/usr/local/cudnn/include -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 -Wall -Wfatal-errors -Wno-unused-result -Wno-unknown-pragmas -fPIC -Ofast -DOPENCV -DGPU -DCUDNN -I/usr/local/cudnn/include -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 -Wall -Wfatal-errors -Wno-unused-result -Wno-unknown-pragmas -fPIC -Ofast -DOPENCV -DGPU -DCUDNN -I/usr/local/cudnn/include -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 -Wall -Wfatal-errors -Wno-unused-result -Wno-unknown-pragmas -fPIC -Ofast -DOPENCV -DGPU -DCUDNN -I/usr/local/cudnn/include -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 -Wall -Wfatal-errors -Wno-unused-result -Wno-unknown-pragmas -fPIC -Ofast -DOPENCV -DGPU -DCUDNN -I/usr/local/cudnn/include -c ./src/demo.c -o obj/demo.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 -Wall -Wfatal-errors -Wno-unused-result -Wno-unknown-pragmas -fPIC -Ofast -DOPENCV -DGPU -DCUDNN -I/usr/local/cudnn/include -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 -Wall -Wfatal-errors -Wno-unused-result -Wno-unknown-pragmas -fPIC -Ofast -DOPENCV -DGPU -DCUDNN -I/usr/local/cudnn/include -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 -Wall -Wfatal-errors -Wno-unused-result -Wno-unknown-pragmas -fPIC -Ofast -DOPENCV -DGPU -DCUDNN -I/usr/local/cudnn/include -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 -Wall -Wfatal-errors -Wno-unused-result -Wno-unknown-pragmas -fPIC -Ofast -DOPENCV -DGPU -DCUDNN -I/usr/local/cudnn/include -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 -Wall -Wfatal-errors -Wno-unused-result -Wno-unknown-pragmas -fPIC -Ofast -DOPENCV -DGPU -DCUDNN -I/usr/local/cudnn/include -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 -Wall -Wfatal-errors -Wno-unused-result -Wno-unknown-pragmas -fPIC -Ofast -DOPENCV -DGPU -DCUDNN -I/usr/local/cudnn/include -c ./src/region_layer.c -o obj/region_layer.o\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\u001b]8;;https://gcc.gnu.org/onlinedocs/gcc/Warning-Options.html#index-Wunused-variable\u0007-Wunused-variable\u001b]8;;\u0007\u001b[m\u001b[K]\n", + " 55 | 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 -Wall -Wfatal-errors -Wno-unused-result -Wno-unknown-pragmas -fPIC -rdynamic -Ofast -DOPENCV -DGPU -DCUDNN -I/usr/local/cudnn/include -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 -Wall -Wfatal-errors -Wno-unused-result -Wno-unknown-pragmas -fPIC -rdynamic -Ofast -DOPENCV -DGPU -DCUDNN -I/usr/local/cudnn/include -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 -Wall -Wfatal-errors -Wno-unused-result -Wno-unknown-pragmas -fPIC -rdynamic -Ofast -DOPENCV -DGPU -DCUDNN -I/usr/local/cudnn/include -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 -Wall -Wfatal-errors -Wno-unused-result -Wno-unknown-pragmas -fPIC -rdynamic -Ofast -DOPENCV -DGPU -DCUDNN -I/usr/local/cudnn/include -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 -Wall -Wfatal-errors -Wno-unused-result -Wno-unknown-pragmas -fPIC -rdynamic -Ofast -DOPENCV -DGPU -DCUDNN -I/usr/local/cudnn/include -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 -Wall -Wfatal-errors -Wno-unused-result -Wno-unknown-pragmas -fPIC -rdynamic -Ofast -DOPENCV -DGPU -DCUDNN -I/usr/local/cudnn/include -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 -Wall -Wfatal-errors -Wno-unused-result -Wno-unknown-pragmas -fPIC -rdynamic -Ofast -DOPENCV -DGPU -DCUDNN -I/usr/local/cudnn/include -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 -Wall -Wfatal-errors -Wno-unused-result -Wno-unknown-pragmas -fPIC -rdynamic -Ofast -DOPENCV -DGPU -DCUDNN -I/usr/local/cudnn/include -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:100:15:\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\u001b]8;;https://gcc.gnu.org/onlinedocs/gcc/Warning-Options.html#index-Wunused-variable\u0007-Wunused-variable\u001b]8;;\u0007\u001b[m\u001b[K]\n", + " 100 | 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 -Wall -Wfatal-errors -Wno-unused-result -Wno-unknown-pragmas -fPIC -rdynamic -Ofast -DOPENCV -DGPU -DCUDNN -I/usr/local/cudnn/include -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 -Wall -Wfatal-errors -Wno-unused-result -Wno-unknown-pragmas -fPIC -rdynamic -Ofast -DOPENCV -DGPU -DCUDNN -I/usr/local/cudnn/include -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 -Wall -Wfatal-errors -Wno-unused-result -Wno-unknown-pragmas -fPIC -rdynamic -Ofast -DOPENCV -DGPU -DCUDNN -I/usr/local/cudnn/include -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 -Wall -Wfatal-errors -Wno-unused-result -Wno-unknown-pragmas -fPIC -rdynamic -Ofast -DOPENCV -DGPU -DCUDNN -I/usr/local/cudnn/include -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 -Wall -Wfatal-errors -Wno-unused-result -Wno-unknown-pragmas -fPIC -rdynamic -Ofast -DOPENCV -DGPU -DCUDNN -I/usr/local/cudnn/include -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 -Wall -Wfatal-errors -Wno-unused-result -Wno-unknown-pragmas -fPIC -rdynamic -Ofast -DOPENCV -DGPU -DCUDNN -I/usr/local/cudnn/include -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:58:9:\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:57:9:\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 -Wall -Wfatal-errors -Wno-unused-result -Wno-unknown-pragmas -fPIC -Ofast -DOPENCV -DGPU -DCUDNN -I/usr/local/cudnn/include -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 -Wall -Wfatal-errors -Wno-unused-result -Wno-unknown-pragmas -fPIC -Ofast -DOPENCV -DGPU -DCUDNN -I/usr/local/cudnn/include -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 -Wall -Wfatal-errors -Wno-unused-result -Wno-unknown-pragmas -fPIC -Ofast -DOPENCV -DGPU -DCUDNN -I/usr/local/cudnn/include -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 -Wall -Wfatal-errors -Wno-unused-result -Wno-unknown-pragmas -fPIC -Ofast -DOPENCV -DGPU -DCUDNN -I/usr/local/cudnn/include -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 -Wall -Wfatal-errors -Wno-unused-result -Wno-unknown-pragmas -fPIC -Ofast -DOPENCV -DGPU -DCUDNN -I/usr/local/cudnn/include -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 -Wall -Wfatal-errors -Wno-unused-result -Wno-unknown-pragmas -fPIC -Ofast -DOPENCV -DGPU -DCUDNN -I/usr/local/cudnn/include -c ./src/yolo_layer.c -o obj/yolo_layer.o\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\u001b]8;;https://gcc.gnu.org/onlinedocs/gcc/Warning-Options.html#index-Wunused-variable\u0007-Wunused-variable\u001b]8;;\u0007\u001b[m\u001b[K]\n", + " 63 | 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\u001b]8;;https://gcc.gnu.org/onlinedocs/gcc/Warning-Options.html#index-Wunused-variable\u0007-Wunused-variable\u001b]8;;\u0007\u001b[m\u001b[K]\n", + " 62 | 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 -Wall -Wfatal-errors -Wno-unused-result -Wno-unknown-pragmas -fPIC -rdynamic -Ofast -DOPENCV -DGPU -DCUDNN -I/usr/local/cudnn/include -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 -Wall -Wfatal-errors -Wno-unused-result -Wno-unknown-pragmas -fPIC -rdynamic -Ofast -DOPENCV -DGPU -DCUDNN -I/usr/local/cudnn/include -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 -Wall -Wfatal-errors -Wno-unused-result -Wno-unknown-pragmas -fPIC -rdynamic -Ofast -DOPENCV -DGPU -DCUDNN -I/usr/local/cudnn/include -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 -Wall -Wfatal-errors -Wno-unused-result -Wno-unknown-pragmas -fPIC -rdynamic -Ofast -DOPENCV -DGPU -DCUDNN -I/usr/local/cudnn/include -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 -Wall -Wfatal-errors -Wno-unused-result -Wno-unknown-pragmas -fPIC -rdynamic -Ofast -DOPENCV -DGPU -DCUDNN -I/usr/local/cudnn/include -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 -Wall -Wfatal-errors -Wno-unused-result -Wno-unknown-pragmas -fPIC -rdynamic -Ofast -DOPENCV -DGPU -DCUDNN -I/usr/local/cudnn/include -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:61:38:\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", + "\u001b[01m\u001b[K./src/yolo_layer.c:66:38:\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\u001b]8;;https://gcc.gnu.org/onlinedocs/gcc/Warning-Options.html#index-Wincompatible-pointer-types\u0007-Wincompatible-pointer-types\u001b]8;;\u0007\u001b[m\u001b[K]\n", + " 66 | if (cudaSuccess == cudaHostAlloc(\u001b[01;35m\u001b[K&l.output\u001b[m\u001b[K, batch*l.outputs*sizeof(float), cudaHostRegisterMapped)) l.output_pinned = 1;\n", + " | \u001b[01;35m\u001b[K^~~~~~~~~\u001b[m\u001b[K\n", + " | \u001b[01;35m\u001b[K|\u001b[m\u001b[K\n", + " | \u001b[01;35m\u001b[Kfloat **\u001b[m\u001b[K\n", + "In file included from \u001b[01m\u001b[K/usr/local/cuda/include/cuda_runtime.h:96\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:4707:39:\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: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.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", + "\u001b[01m\u001b[K/usr/local/cuda/include/cuda_runtime_api.h:5202:60:\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", + " 5202 | extern __host__ cudaError_t CUDARTAPI cudaHostAlloc(\u001b[01;36m\u001b[Kvoid **pHost\u001b[m\u001b[K, 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:73:38:\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\u001b]8;;https://gcc.gnu.org/onlinedocs/gcc/Warning-Options.html#index-Wincompatible-pointer-types\u0007-Wincompatible-pointer-types\u001b]8;;\u0007\u001b[m\u001b[K]\n", + " 73 | if (cudaSuccess == cudaHostAlloc(\u001b[01;35m\u001b[K&l.delta\u001b[m\u001b[K, batch*l.outputs*sizeof(float), cudaHostRegisterMapped)) l.delta_pinned = 1;\n", + " | \u001b[01;35m\u001b[K^~~~~~~~\u001b[m\u001b[K\n", + " | \u001b[01;35m\u001b[K|\u001b[m\u001b[K\n", + " | \u001b[01;35m\u001b[Kfloat **\u001b[m\u001b[K\n", + "In file included from \u001b[01m\u001b[K/usr/local/cuda/include/cuda_runtime.h:96\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:4707:39:\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/usr/local/cuda/include/cuda_runtime_api.h:5202:60:\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", + " 5202 | extern __host__ cudaError_t CUDARTAPI cudaHostAlloc(\u001b[01;36m\u001b[Kvoid **pHost\u001b[m\u001b[K, 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:95:42:\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", + "\u001b[01m\u001b[K./src/yolo_layer.c:104:42:\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\u001b]8;;https://gcc.gnu.org/onlinedocs/gcc/Warning-Options.html#index-Wincompatible-pointer-types\u0007-Wincompatible-pointer-types\u001b]8;;\u0007\u001b[m\u001b[K]\n", + " 104 | if (cudaSuccess != cudaHostAlloc(\u001b[01;35m\u001b[K&l->output\u001b[m\u001b[K, l->batch*l->outputs * sizeof(float), cudaHostRegisterMapped)) {\n", + " | \u001b[01;35m\u001b[K^~~~~~~~~~\u001b[m\u001b[K\n", + " | \u001b[01;35m\u001b[K|\u001b[m\u001b[K\n", + " | \u001b[01;35m\u001b[Kfloat **\u001b[m\u001b[K\n", + "In file included from \u001b[01m\u001b[K/usr/local/cuda/include/cuda_runtime.h:96\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:4707:39:\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:104:42:\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", + "\u001b[01m\u001b[K/usr/local/cuda/include/cuda_runtime_api.h:5202:60:\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", + " 5202 | extern __host__ cudaError_t CUDARTAPI cudaHostAlloc(\u001b[01;36m\u001b[Kvoid **pHost\u001b[m\u001b[K, 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:113:42:\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\u001b]8;;https://gcc.gnu.org/onlinedocs/gcc/Warning-Options.html#index-Wincompatible-pointer-types\u0007-Wincompatible-pointer-types\u001b]8;;\u0007\u001b[m\u001b[K]\n", + " 113 | if (cudaSuccess != cudaHostAlloc(\u001b[01;35m\u001b[K&l->delta\u001b[m\u001b[K, l->batch*l->outputs * sizeof(float), cudaHostRegisterMapped)) {\n", + " | \u001b[01;35m\u001b[K^~~~~~~~~\u001b[m\u001b[K\n", + " | \u001b[01;35m\u001b[K|\u001b[m\u001b[K\n", + " | \u001b[01;35m\u001b[Kfloat **\u001b[m\u001b[K\n", + "In file included from \u001b[01m\u001b[K/usr/local/cuda/include/cuda_runtime.h:96\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:4707:39:\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/usr/local/cuda/include/cuda_runtime_api.h:5202:60:\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", + " 5202 | extern __host__ cudaError_t CUDARTAPI cudaHostAlloc(\u001b[01;36m\u001b[Kvoid **pHost\u001b[m\u001b[K, 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:424:25:\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\u001b]8;;https://gcc.gnu.org/onlinedocs/gcc/Warning-Options.html#index-Wunused-but-set-variable\u0007-Wunused-but-set-variable\u001b]8;;\u0007\u001b[m\u001b[K]\n", + " 424 | 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:371:25:\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", - "gcc -Iinclude/ -I3rdparty/stb/include -DOPENCV `pkg-config --cflags opencv4 2> /dev/null || pkg-config --cflags opencv` -DGPU -I/usr/local/cuda/include/ -DCUDNN -Wall -Wfatal-errors -Wno-unused-result -Wno-unknown-pragmas -fPIC -Ofast -DOPENCV -DGPU -DCUDNN -I/usr/local/cudnn/include -c ./src/gaussian_yolo_layer.c -o obj/gaussian_yolo_layer.o\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[Kavg_anyobj\u001b[m\u001b[K’ [\u001b[01;35m\u001b[K\u001b]8;;https://gcc.gnu.org/onlinedocs/gcc/Warning-Options.html#index-Wunused-variable\u0007-Wunused-variable\u001b]8;;\u0007\u001b[m\u001b[K]\n", + " 704 | 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:703:11:\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\u001b]8;;https://gcc.gnu.org/onlinedocs/gcc/Warning-Options.html#index-Wunused-variable\u0007-Wunused-variable\u001b]8;;\u0007\u001b[m\u001b[K]\n", + " 703 | 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:702:11:\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\u001b]8;;https://gcc.gnu.org/onlinedocs/gcc/Warning-Options.html#index-Wunused-variable\u0007-Wunused-variable\u001b]8;;\u0007\u001b[m\u001b[K]\n", + " 702 | 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:701:11:\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\u001b]8;;https://gcc.gnu.org/onlinedocs/gcc/Warning-Options.html#index-Wunused-variable\u0007-Wunused-variable\u001b]8;;\u0007\u001b[m\u001b[K]\n", + " 701 | 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:700:11:\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\u001b]8;;https://gcc.gnu.org/onlinedocs/gcc/Warning-Options.html#index-Wunused-variable\u0007-Wunused-variable\u001b]8;;\u0007\u001b[m\u001b[K]\n", + " 700 | 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:699:11:\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\u001b]8;;https://gcc.gnu.org/onlinedocs/gcc/Warning-Options.html#index-Wunused-variable\u0007-Wunused-variable\u001b]8;;\u0007\u001b[m\u001b[K]\n", + " 699 | 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:698:11:\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\u001b]8;;https://gcc.gnu.org/onlinedocs/gcc/Warning-Options.html#index-Wunused-variable\u0007-Wunused-variable\u001b]8;;\u0007\u001b[m\u001b[K]\n", + " 698 | 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:695:11:\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\u001b]8;;https://gcc.gnu.org/onlinedocs/gcc/Warning-Options.html#index-Wunused-variable\u0007-Wunused-variable\u001b]8;;\u0007\u001b[m\u001b[K]\n", + " 695 | 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:694:11:\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\u001b]8;;https://gcc.gnu.org/onlinedocs/gcc/Warning-Options.html#index-Wunused-variable\u0007-Wunused-variable\u001b]8;;\u0007\u001b[m\u001b[K]\n", + " 694 | 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:693:11:\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\u001b]8;;https://gcc.gnu.org/onlinedocs/gcc/Warning-Options.html#index-Wunused-variable\u0007-Wunused-variable\u001b]8;;\u0007\u001b[m\u001b[K]\n", + " 693 | 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:665:12:\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\u001b]8;;https://gcc.gnu.org/onlinedocs/gcc/Warning-Options.html#index-Wunused-variable\u0007-Wunused-variable\u001b]8;;\u0007\u001b[m\u001b[K]\n", + " 665 | 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 -Wall -Wfatal-errors -Wno-unused-result -Wno-unknown-pragmas -fPIC -rdynamic -Ofast -DOPENCV -DGPU -DCUDNN -I/usr/local/cudnn/include -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:71:38:\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", + "\u001b[01m\u001b[K./src/gaussian_yolo_layer.c:70:38:\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\u001b]8;;https://gcc.gnu.org/onlinedocs/gcc/Warning-Options.html#index-Wincompatible-pointer-types\u0007-Wincompatible-pointer-types\u001b]8;;\u0007\u001b[m\u001b[K]\n", + " 70 | if (cudaSuccess == cudaHostAlloc(\u001b[01;35m\u001b[K&l.output\u001b[m\u001b[K, batch*l.outputs * sizeof(float), cudaHostRegisterMapped)) l.output_pinned = 1;\n", + " | \u001b[01;35m\u001b[K^~~~~~~~~\u001b[m\u001b[K\n", + " | \u001b[01;35m\u001b[K|\u001b[m\u001b[K\n", + " | \u001b[01;35m\u001b[Kfloat **\u001b[m\u001b[K\n", + "In file included from \u001b[01m\u001b[K/usr/local/cuda/include/cuda_runtime.h:96\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:4707:39:\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:78:38:\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", + "\u001b[01m\u001b[K/usr/local/cuda/include/cuda_runtime_api.h:5202:60:\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", + " 5202 | extern __host__ cudaError_t CUDARTAPI cudaHostAlloc(\u001b[01;36m\u001b[Kvoid **pHost\u001b[m\u001b[K, 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:77:38:\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\u001b]8;;https://gcc.gnu.org/onlinedocs/gcc/Warning-Options.html#index-Wincompatible-pointer-types\u0007-Wincompatible-pointer-types\u001b]8;;\u0007\u001b[m\u001b[K]\n", + " 77 | if (cudaSuccess == cudaHostAlloc(\u001b[01;35m\u001b[K&l.delta\u001b[m\u001b[K, batch*l.outputs * sizeof(float), cudaHostRegisterMapped)) l.delta_pinned = 1;\n", + " | \u001b[01;35m\u001b[K^~~~~~~~\u001b[m\u001b[K\n", + " | \u001b[01;35m\u001b[K|\u001b[m\u001b[K\n", + " | \u001b[01;35m\u001b[Kfloat **\u001b[m\u001b[K\n", + "In file included from \u001b[01m\u001b[K/usr/local/cuda/include/cuda_runtime.h:96\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:4707:39:\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/usr/local/cuda/include/cuda_runtime_api.h:5202:60:\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", + " 5202 | extern __host__ cudaError_t CUDARTAPI cudaHostAlloc(\u001b[01;36m\u001b[Kvoid **pHost\u001b[m\u001b[K, 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:110:42:\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", + "\u001b[01m\u001b[K./src/gaussian_yolo_layer.c:109:42:\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\u001b]8;;https://gcc.gnu.org/onlinedocs/gcc/Warning-Options.html#index-Wincompatible-pointer-types\u0007-Wincompatible-pointer-types\u001b]8;;\u0007\u001b[m\u001b[K]\n", + " 109 | if (cudaSuccess != cudaHostAlloc(\u001b[01;35m\u001b[K&l->output\u001b[m\u001b[K, l->batch*l->outputs * sizeof(float), cudaHostRegisterMapped)) {\n", + " | \u001b[01;35m\u001b[K^~~~~~~~~~\u001b[m\u001b[K\n", + " | \u001b[01;35m\u001b[K|\u001b[m\u001b[K\n", + " | \u001b[01;35m\u001b[Kfloat **\u001b[m\u001b[K\n", + "In file included from \u001b[01m\u001b[K/usr/local/cuda/include/cuda_runtime.h:96\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:4707:39:\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:119:42:\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", + "\u001b[01m\u001b[K/usr/local/cuda/include/cuda_runtime_api.h:5202:60:\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", + " 5202 | extern __host__ cudaError_t CUDARTAPI cudaHostAlloc(\u001b[01;36m\u001b[Kvoid **pHost\u001b[m\u001b[K, 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:118:42:\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\u001b]8;;https://gcc.gnu.org/onlinedocs/gcc/Warning-Options.html#index-Wincompatible-pointer-types\u0007-Wincompatible-pointer-types\u001b]8;;\u0007\u001b[m\u001b[K]\n", + " 118 | if (cudaSuccess != cudaHostAlloc(\u001b[01;35m\u001b[K&l->delta\u001b[m\u001b[K, l->batch*l->outputs * sizeof(float), cudaHostRegisterMapped)) {\n", + " | \u001b[01;35m\u001b[K^~~~~~~~~\u001b[m\u001b[K\n", + " | \u001b[01;35m\u001b[K|\u001b[m\u001b[K\n", + " | \u001b[01;35m\u001b[Kfloat **\u001b[m\u001b[K\n", + "In file included from \u001b[01m\u001b[K/usr/local/cuda/include/cuda_runtime.h:96\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:4707:39:\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[Kforward_gaussian_yolo_layer\u001b[m\u001b[K’:\n", - "\u001b[01m\u001b[K./src/gaussian_yolo_layer.c:460:25:\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", - "gcc -Iinclude/ -I3rdparty/stb/include -DOPENCV `pkg-config --cflags opencv4 2> /dev/null || pkg-config --cflags opencv` -DGPU -I/usr/local/cuda/include/ -DCUDNN -Wall -Wfatal-errors -Wno-unused-result -Wno-unknown-pragmas -fPIC -Ofast -DOPENCV -DGPU -DCUDNN -I/usr/local/cudnn/include -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 -Wall -Wfatal-errors -Wno-unused-result -Wno-unknown-pragmas -fPIC -Ofast -DOPENCV -DGPU -DCUDNN -I/usr/local/cudnn/include -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 -Wall -Wfatal-errors -Wno-unused-result -Wno-unknown-pragmas -fPIC -Ofast -DOPENCV -DGPU -DCUDNN -I/usr/local/cudnn/include -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 -Wall -Wfatal-errors -Wno-unused-result -Wno-unknown-pragmas -fPIC -Ofast -DOPENCV -DGPU -DCUDNN -I/usr/local/cudnn/include -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 -Wall -Wfatal-errors -Wno-unused-result -Wno-unknown-pragmas -fPIC -Ofast -DOPENCV -DGPU -DCUDNN -I/usr/local/cudnn/include -c ./src/sam_layer.c -o obj/sam_layer.o\n", - "nvcc -gencode arch=compute_60,code=sm_60 -Iinclude/ -I3rdparty/stb/include -DOPENCV `pkg-config --cflags opencv4 2> /dev/null || pkg-config --cflags opencv` -DGPU -I/usr/local/cuda/include/ -DCUDNN --compiler-options \"-Wall -Wfatal-errors -Wno-unused-result -Wno-unknown-pragmas -fPIC -Ofast -DOPENCV -DGPU -DCUDNN -I/usr/local/cudnn/include\" -c ./src/convolutional_kernels.cu -o obj/convolutional_kernels.o\n", - "nvcc -gencode arch=compute_60,code=sm_60 -Iinclude/ -I3rdparty/stb/include -DOPENCV `pkg-config --cflags opencv4 2> /dev/null || pkg-config --cflags opencv` -DGPU -I/usr/local/cuda/include/ -DCUDNN --compiler-options \"-Wall -Wfatal-errors -Wno-unused-result -Wno-unknown-pragmas -fPIC -Ofast -DOPENCV -DGPU -DCUDNN -I/usr/local/cudnn/include\" -c ./src/activation_kernels.cu -o obj/activation_kernels.o\n", - "nvcc -gencode arch=compute_60,code=sm_60 -Iinclude/ -I3rdparty/stb/include -DOPENCV `pkg-config --cflags opencv4 2> /dev/null || pkg-config --cflags opencv` -DGPU -I/usr/local/cuda/include/ -DCUDNN --compiler-options \"-Wall -Wfatal-errors -Wno-unused-result -Wno-unknown-pragmas -fPIC -Ofast -DOPENCV -DGPU -DCUDNN -I/usr/local/cudnn/include\" -c ./src/im2col_kernels.cu -o obj/im2col_kernels.o\n", - "\u001b[01m\u001b[K./src/im2col_kernels.cu:125:18:\u001b[m\u001b[K \u001b[01;35m\u001b[Kwarning: \u001b[m\u001b[K\"/*\" within comment [\u001b[01;35m\u001b[K-Wcomment\u001b[m\u001b[K]\n", - " //*data_col_ptr = (h >= 0 && w >= 0 && h < height && w < width) ?\n", - " \n", - "\u001b[01m\u001b[K./src/im2col_kernels.cu:1178:6:\u001b[m\u001b[K \u001b[01;35m\u001b[Kwarning: \u001b[m\u001b[K\"/*\" within comment [\u001b[01;35m\u001b[K-Wcomment\u001b[m\u001b[K]\n", - " //*((uint64_t *)(A_s + (local_i*lda + k) / 8)) = *((uint64_t *)(A + (i_cur*lda + k) / 8)); // weights\n", - " \n", - "\u001b[01m\u001b[K./src/im2col_kernels.cu:125:18:\u001b[m\u001b[K \u001b[01;35m\u001b[Kwarning: \u001b[m\u001b[K\"/*\" within comment [\u001b[01;35m\u001b[K-Wcomment\u001b[m\u001b[K]\n", - " //*data_col_ptr = (h >= 0 && w >= 0 && h < height && w < width) ?\n", - " \n", - "\u001b[01m\u001b[K./src/im2col_kernels.cu:1178:6:\u001b[m\u001b[K \u001b[01;35m\u001b[Kwarning: \u001b[m\u001b[K\"/*\" within comment [\u001b[01;35m\u001b[K-Wcomment\u001b[m\u001b[K]\n", - " //*((uint64_t *)(A_s + (local_i*lda + k) / 8)) = *((uint64_t *)(A + (i_cur*lda + k) / 8)); // weights\n", - " \n", - "nvcc -gencode arch=compute_60,code=sm_60 -Iinclude/ -I3rdparty/stb/include -DOPENCV `pkg-config --cflags opencv4 2> /dev/null || pkg-config --cflags opencv` -DGPU -I/usr/local/cuda/include/ -DCUDNN --compiler-options \"-Wall -Wfatal-errors -Wno-unused-result -Wno-unknown-pragmas -fPIC -Ofast -DOPENCV -DGPU -DCUDNN -I/usr/local/cudnn/include\" -c ./src/col2im_kernels.cu -o obj/col2im_kernels.o\n", - "nvcc -gencode arch=compute_60,code=sm_60 -Iinclude/ -I3rdparty/stb/include -DOPENCV `pkg-config --cflags opencv4 2> /dev/null || pkg-config --cflags opencv` -DGPU -I/usr/local/cuda/include/ -DCUDNN --compiler-options \"-Wall -Wfatal-errors -Wno-unused-result -Wno-unknown-pragmas -fPIC -Ofast -DOPENCV -DGPU -DCUDNN -I/usr/local/cudnn/include\" -c ./src/blas_kernels.cu -o obj/blas_kernels.o\n", - "./src/blas_kernels.cu(1038): warning: variable \"out_index\" was declared but never referenced\n", - "\n", - "./src/blas_kernels.cu(1082): warning: variable \"step\" was set but never used\n", - "\n", - "./src/blas_kernels.cu(1686): 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:1082:5:\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_60,code=sm_60 -Iinclude/ -I3rdparty/stb/include -DOPENCV `pkg-config --cflags opencv4 2> /dev/null || pkg-config --cflags opencv` -DGPU -I/usr/local/cuda/include/ -DCUDNN --compiler-options \"-Wall -Wfatal-errors -Wno-unused-result -Wno-unknown-pragmas -fPIC -Ofast -DOPENCV -DGPU -DCUDNN -I/usr/local/cudnn/include\" -c ./src/crop_layer_kernels.cu -o obj/crop_layer_kernels.o\n", - "nvcc -gencode arch=compute_60,code=sm_60 -Iinclude/ -I3rdparty/stb/include -DOPENCV `pkg-config --cflags opencv4 2> /dev/null || pkg-config --cflags opencv` -DGPU -I/usr/local/cuda/include/ -DCUDNN --compiler-options \"-Wall -Wfatal-errors -Wno-unused-result -Wno-unknown-pragmas -fPIC -Ofast -DOPENCV -DGPU -DCUDNN -I/usr/local/cudnn/include\" -c ./src/dropout_layer_kernels.cu -o obj/dropout_layer_kernels.o\n", - "nvcc -gencode arch=compute_60,code=sm_60 -Iinclude/ -I3rdparty/stb/include -DOPENCV `pkg-config --cflags opencv4 2> /dev/null || pkg-config --cflags opencv` -DGPU -I/usr/local/cuda/include/ -DCUDNN --compiler-options \"-Wall -Wfatal-errors -Wno-unused-result -Wno-unknown-pragmas -fPIC -Ofast -DOPENCV -DGPU -DCUDNN -I/usr/local/cudnn/include\" -c ./src/maxpool_layer_kernels.cu -o obj/maxpool_layer_kernels.o\n", - "nvcc -gencode arch=compute_60,code=sm_60 -Iinclude/ -I3rdparty/stb/include -DOPENCV `pkg-config --cflags opencv4 2> /dev/null || pkg-config --cflags opencv` -DGPU -I/usr/local/cuda/include/ -DCUDNN --compiler-options \"-Wall -Wfatal-errors -Wno-unused-result -Wno-unknown-pragmas -fPIC -Ofast -DOPENCV -DGPU -DCUDNN -I/usr/local/cudnn/include\" -c ./src/network_kernels.cu -o obj/network_kernels.o\n", - "./src/network_kernels.cu(359): warning: variable \"l\" was declared but never referenced\n", - "\n", - "./src/network_kernels.cu(368): warning: variable \"im\" was set but never used\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:359:7:\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", - "\u001b[01m\u001b[K./src/network_kernels.cu:368:7:\u001b[m\u001b[K \u001b[01;35m\u001b[Kwarning: \u001b[m\u001b[Kvariable ‘\u001b[01m\u001b[Kim\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[Kimage im;\n", - " \u001b[01;35m\u001b[K^\u001b[m\u001b[K \n", - "nvcc -gencode arch=compute_60,code=sm_60 -Iinclude/ -I3rdparty/stb/include -DOPENCV `pkg-config --cflags opencv4 2> /dev/null || pkg-config --cflags opencv` -DGPU -I/usr/local/cuda/include/ -DCUDNN --compiler-options \"-Wall -Wfatal-errors -Wno-unused-result -Wno-unknown-pragmas -fPIC -Ofast -DOPENCV -DGPU -DCUDNN -I/usr/local/cudnn/include\" -c ./src/avgpool_layer_kernels.cu -o obj/avgpool_layer_kernels.o\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 -Wall -Wfatal-errors -Wno-unused-result -Wno-unknown-pragmas -fPIC -Ofast -DOPENCV -DGPU -DCUDNN -I/usr/local/cudnn/include 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/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" - ], - "name": "stdout" + "\u001b[01m\u001b[K/usr/local/cuda/include/cuda_runtime_api.h:5202:60:\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", + " 5202 | extern __host__ cudaError_t CUDARTAPI cudaHostAlloc(\u001b[01;36m\u001b[Kvoid **pHost\u001b[m\u001b[K, 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 -Wall -Wfatal-errors -Wno-unused-result -Wno-unknown-pragmas -fPIC -rdynamic -Ofast -DOPENCV -DGPU -DCUDNN -I/usr/local/cudnn/include -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 -Wall -Wfatal-errors -Wno-unused-result -Wno-unknown-pragmas -fPIC -rdynamic -Ofast -DOPENCV -DGPU -DCUDNN -I/usr/local/cudnn/include -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 -Wall -Wfatal-errors -Wno-unused-result -Wno-unknown-pragmas -fPIC -rdynamic -Ofast -DOPENCV -DGPU -DCUDNN -I/usr/local/cudnn/include -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 -Wall -Wfatal-errors -Wno-unused-result -Wno-unknown-pragmas -fPIC -rdynamic -Ofast -DOPENCV -DGPU -DCUDNN -I/usr/local/cudnn/include -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 -Wall -Wfatal-errors -Wno-unused-result -Wno-unknown-pragmas -fPIC -rdynamic -Ofast -DOPENCV -DGPU -DCUDNN -I/usr/local/cudnn/include -c ./src/sam_layer.c -o obj/sam_layer.o\n", + "nvcc -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] -Iinclude/ -I3rdparty/stb/include -DOPENCV `pkg-config --cflags opencv4 2> /dev/null || pkg-config --cflags opencv` -DGPU -I/usr/local/cuda/include/ -DCUDNN --compiler-options \"-Wall -Wfatal-errors -Wno-unused-result -Wno-unknown-pragmas -fPIC -rdynamic -Ofast -DOPENCV -DGPU -DCUDNN -I/usr/local/cudnn/include\" -c ./src/convolutional_kernels.cu -o obj/convolutional_kernels.o\n", + "nvcc -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] -Iinclude/ -I3rdparty/stb/include -DOPENCV `pkg-config --cflags opencv4 2> /dev/null || pkg-config --cflags opencv` -DGPU -I/usr/local/cuda/include/ -DCUDNN --compiler-options \"-Wall -Wfatal-errors -Wno-unused-result -Wno-unknown-pragmas -fPIC -rdynamic -Ofast -DOPENCV -DGPU -DCUDNN -I/usr/local/cudnn/include\" -c ./src/activation_kernels.cu -o obj/activation_kernels.o\n", + "nvcc -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] -Iinclude/ -I3rdparty/stb/include -DOPENCV `pkg-config --cflags opencv4 2> /dev/null || pkg-config --cflags opencv` -DGPU -I/usr/local/cuda/include/ -DCUDNN --compiler-options \"-Wall -Wfatal-errors -Wno-unused-result -Wno-unknown-pragmas -fPIC -rdynamic -Ofast -DOPENCV -DGPU -DCUDNN -I/usr/local/cudnn/include\" -c ./src/im2col_kernels.cu -o obj/im2col_kernels.o\n", + "nvcc -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] -Iinclude/ -I3rdparty/stb/include -DOPENCV `pkg-config --cflags opencv4 2> /dev/null || pkg-config --cflags opencv` -DGPU -I/usr/local/cuda/include/ -DCUDNN --compiler-options \"-Wall -Wfatal-errors -Wno-unused-result -Wno-unknown-pragmas -fPIC -rdynamic -Ofast -DOPENCV -DGPU -DCUDNN -I/usr/local/cudnn/include\" -c ./src/col2im_kernels.cu -o obj/col2im_kernels.o\n", + "nvcc -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] -Iinclude/ -I3rdparty/stb/include -DOPENCV `pkg-config --cflags opencv4 2> /dev/null || pkg-config --cflags opencv` -DGPU -I/usr/local/cuda/include/ -DCUDNN --compiler-options \"-Wall -Wfatal-errors -Wno-unused-result -Wno-unknown-pragmas -fPIC -rdynamic -Ofast -DOPENCV -DGPU -DCUDNN -I/usr/local/cudnn/include\" -c ./src/blas_kernels.cu -o obj/blas_kernels.o\n", + "nvcc -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] -Iinclude/ -I3rdparty/stb/include -DOPENCV `pkg-config --cflags opencv4 2> /dev/null || pkg-config --cflags opencv` -DGPU -I/usr/local/cuda/include/ -DCUDNN --compiler-options \"-Wall -Wfatal-errors -Wno-unused-result -Wno-unknown-pragmas -fPIC -rdynamic -Ofast -DOPENCV -DGPU -DCUDNN -I/usr/local/cudnn/include\" -c ./src/crop_layer_kernels.cu -o obj/crop_layer_kernels.o\n", + "nvcc -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] -Iinclude/ -I3rdparty/stb/include -DOPENCV `pkg-config --cflags opencv4 2> /dev/null || pkg-config --cflags opencv` -DGPU -I/usr/local/cuda/include/ -DCUDNN --compiler-options \"-Wall -Wfatal-errors -Wno-unused-result -Wno-unknown-pragmas -fPIC -rdynamic -Ofast -DOPENCV -DGPU -DCUDNN -I/usr/local/cudnn/include\" -c ./src/dropout_layer_kernels.cu -o obj/dropout_layer_kernels.o\n", + "nvcc -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] -Iinclude/ -I3rdparty/stb/include -DOPENCV `pkg-config --cflags opencv4 2> /dev/null || pkg-config --cflags opencv` -DGPU -I/usr/local/cuda/include/ -DCUDNN --compiler-options \"-Wall -Wfatal-errors -Wno-unused-result -Wno-unknown-pragmas -fPIC -rdynamic -Ofast -DOPENCV -DGPU -DCUDNN -I/usr/local/cudnn/include\" -c ./src/maxpool_layer_kernels.cu -o obj/maxpool_layer_kernels.o\n", + "nvcc -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] -Iinclude/ -I3rdparty/stb/include -DOPENCV `pkg-config --cflags opencv4 2> /dev/null || pkg-config --cflags opencv` -DGPU -I/usr/local/cuda/include/ -DCUDNN --compiler-options \"-Wall -Wfatal-errors -Wno-unused-result -Wno-unknown-pragmas -fPIC -rdynamic -Ofast -DOPENCV -DGPU -DCUDNN -I/usr/local/cudnn/include\" -c ./src/network_kernels.cu -o obj/network_kernels.o\n", + "nvcc -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] -Iinclude/ -I3rdparty/stb/include -DOPENCV `pkg-config --cflags opencv4 2> /dev/null || pkg-config --cflags opencv` -DGPU -I/usr/local/cuda/include/ -DCUDNN --compiler-options \"-Wall -Wfatal-errors -Wno-unused-result -Wno-unknown-pragmas -fPIC -rdynamic -Ofast -DOPENCV -DGPU -DCUDNN -I/usr/local/cudnn/include\" -c ./src/avgpool_layer_kernels.cu -o obj/avgpool_layer_kernels.o\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 -Wall -Wfatal-errors -Wno-unused-result -Wno-unknown-pragmas -fPIC -rdynamic -Ofast -DOPENCV -DGPU -DCUDNN -I/usr/local/cudnn/include 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" + ] } ] }, @@ -745,7 +846,7 @@ "colab": { "base_uri": "https://localhost:8080/" }, - "outputId": "05db2d05-6839-434c-b847-3a0a19503663" + "outputId": "edb34aae-f30b-469e-b295-097945dcbf92" }, "source": [ "#download the newly released yolov4-tiny weights\n", @@ -757,42 +858,42 @@ "outputs": [ { "output_type": "stream", + "name": "stdout", "text": [ "/content/darknet\n", - "--2021-03-07 20:36:25-- https://github.com/AlexeyAB/darknet/releases/download/darknet_yolo_v4_pre/yolov4-tiny.weights\n", - "Resolving github.com (github.com)... 140.82.114.4\n", - "Connecting to github.com (github.com)|140.82.114.4|:443... connected.\n", + "--2023-10-26 22:05:30-- https://github.com/AlexeyAB/darknet/releases/download/darknet_yolo_v4_pre/yolov4-tiny.weights\n", + "Resolving github.com (github.com)... 20.205.243.166\n", + "Connecting to github.com (github.com)|20.205.243.166|:443... connected.\n", "HTTP request sent, awaiting response... 302 Found\n", - "Location: 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100%[===================>] 23.13M 58.7MB/s in 0.4s \n", + "yolov4-tiny.weights 100%[===================>] 23.13M --.-KB/s in 0.06s \n", "\n", - "2021-03-07 20:36:26 (58.7 MB/s) - ‘yolov4-tiny.weights’ saved [24251276/24251276]\n", + "2023-10-26 22:05:31 (383 MB/s) - ‘yolov4-tiny.weights’ saved [24251276/24251276]\n", "\n", - "--2021-03-07 20:36:26-- https://github.com/AlexeyAB/darknet/releases/download/darknet_yolo_v4_pre/yolov4-tiny.conv.29\n", - "Resolving github.com (github.com)... 140.82.112.4\n", - "Connecting to github.com (github.com)|140.82.112.4|:443... connected.\n", + "--2023-10-26 22:05:32-- https://github.com/AlexeyAB/darknet/releases/download/darknet_yolo_v4_pre/yolov4-tiny.conv.29\n", + "Resolving github.com (github.com)... 20.205.243.166\n", + "Connecting to github.com (github.com)|20.205.243.166|:443... connected.\n", "HTTP request sent, awaiting response... 302 Found\n", - "Location: 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To do so, create a free [Roboflow account](https://app.roboflow.ai).\n", "2. Upload your images and their annotations (in any format: VOC XML, COCO JSON, TensorFlow CSV, etc).\n", @@ -824,20 +925,6 @@ "In this example, I used the open source [BCCD Dataset](https://public.roboflow.ai/object-detection/bccd). (You can `fork` it to your Roboflow account to follow along.)" ] }, - { - "cell_type": "code", - "metadata": { - "id": "MX9cI2NWgkOs" - }, - "source": [ - "#follow the link below to get your download code from from Roboflow\n", - "!pip install -q roboflow\n", - "from roboflow import Roboflow\n", - "rf = Roboflow(model_format=\"darknet\", notebook=\"roboflow-yolov4-tiny\")" - ], - "execution_count": null, - "outputs": [] - }, { "cell_type": "code", "metadata": { @@ -845,763 +932,47 @@ "colab": { "base_uri": "https://localhost:8080/" }, - "outputId": "a3445e0f-6107-45d3-90fc-34a8449f5e7d" + "outputId": "3fd90664-a98b-4ccd-b777-c41356f512f1" }, "source": [ - "# from roboflow import Roboflow\n", - "# rf = Roboflow(api_key=\"YOUR_API_KEY\")\n", - "# project = rf.workspace().project(\"YOUR_PROJECT\")\n", - "# dataset = project.version(\"YOUR_VERSION\").download(\"darknet\")" + "!pip install roboflow -q\n", + "\n", + "from roboflow import Roboflow\n", + "rf = Roboflow(api_key=\"msoDtP65vKLPMvgvpkay\")\n", + "project = rf.workspace(\"joseph-nelson\").project(\"bccd\")\n", + "dataset = project.version(4).download(\"darknet\")" ], "execution_count": null, "outputs": [ { "output_type": "stream", + "name": "stdout", "text": [ - "/content/darknet\n", - " % Total % Received % Xferd Average Speed Time Time Time Current\n", - " Dload Upload Total Spent Left Speed\n", - "100 890 100 890 0 0 1204 0 --:--:-- --:--:-- --:--:-- 1202\n", - "100 7824k 100 7824k 0 0 8280k 0 --:--:-- --:--:-- --:--:-- 8280k\n", - "Archive: roboflow.zip\n", - " extracting: README.dataset.txt \n", - " extracting: README.roboflow.txt \n", - " creating: test/\n", - " extracting: test/BloodImage_00038_jpg.rf.63d04b5c9db95f32fa7669f72e4903ca.jpg \n", - " extracting: test/BloodImage_00038_jpg.rf.63d04b5c9db95f32fa7669f72e4903ca.txt \n", - " extracting: test/BloodImage_00044_jpg.rf.589ee3d351cb6d9a3f7b7a942da5370a.jpg \n", - " extracting: test/BloodImage_00044_jpg.rf.589ee3d351cb6d9a3f7b7a942da5370a.txt \n", - " extracting: test/BloodImage_00062_jpg.rf.1cecc20a21ac39cb54cf532081a1e893.jpg \n", - " extracting: test/BloodImage_00062_jpg.rf.1cecc20a21ac39cb54cf532081a1e893.txt \n", - " extracting: test/BloodImage_00090_jpg.rf.5267690cb6a13608d39b0424bef3c9b4.jpg \n", - " extracting: test/BloodImage_00090_jpg.rf.5267690cb6a13608d39b0424bef3c9b4.txt \n", - " extracting: test/BloodImage_00099_jpg.rf.744666666386a07e242e214e041945ba.jpg \n", - " extracting: test/BloodImage_00099_jpg.rf.744666666386a07e242e214e041945ba.txt \n", - " extracting: test/BloodImage_00112_jpg.rf.e4b507506c4a70882bb23cb743061a66.jpg \n", - " extracting: test/BloodImage_00112_jpg.rf.e4b507506c4a70882bb23cb743061a66.txt \n", - " extracting: test/BloodImage_00113_jpg.rf.250f3f0288ad89f4f961529434d99713.jpg \n", - " extracting: test/BloodImage_00113_jpg.rf.250f3f0288ad89f4f961529434d99713.txt \n", - " extracting: test/BloodImage_00120_jpg.rf.01566ae891eda007b18994a74255367c.jpg \n", - " extracting: test/BloodImage_00120_jpg.rf.01566ae891eda007b18994a74255367c.txt \n", - " extracting: test/BloodImage_00133_jpg.rf.4f9b4435c673ed96c9deeb985c805d24.jpg \n", - " extracting: test/BloodImage_00133_jpg.rf.4f9b4435c673ed96c9deeb985c805d24.txt \n", - " extracting: test/BloodImage_00134_jpg.rf.f026a98ce4257048a617a01c70aac485.jpg \n", - " extracting: test/BloodImage_00134_jpg.rf.f026a98ce4257048a617a01c70aac485.txt \n", - " extracting: test/BloodImage_00154_jpg.rf.c2a4d782d9505a7e89d4a71cdb38461e.jpg \n", - " extracting: test/BloodImage_00154_jpg.rf.c2a4d782d9505a7e89d4a71cdb38461e.txt \n", - " extracting: test/BloodImage_00160_jpg.rf.63a1db217fa927dad3f2d2488b5e7862.jpg \n", - " extracting: test/BloodImage_00160_jpg.rf.63a1db217fa927dad3f2d2488b5e7862.txt \n", - " extracting: test/BloodImage_00190_jpg.rf.257a9f96afccdbed515a290b694f4c15.jpg \n", - " extracting: test/BloodImage_00190_jpg.rf.257a9f96afccdbed515a290b694f4c15.txt \n", - " extracting: test/BloodImage_00191_jpg.rf.9fecdaf56689fc80d667ef8d8da6bc27.jpg \n", - " extracting: test/BloodImage_00191_jpg.rf.9fecdaf56689fc80d667ef8d8da6bc27.txt \n", - " extracting: test/BloodImage_00204_jpg.rf.0555bc62812f0987a35f05f0960dd7c4.jpg \n", - " extracting: test/BloodImage_00204_jpg.rf.0555bc62812f0987a35f05f0960dd7c4.txt \n", - " extracting: test/BloodImage_00227_jpg.rf.816711b066fae3bdf16851eaebc13eb5.jpg \n", - " extracting: test/BloodImage_00227_jpg.rf.816711b066fae3bdf16851eaebc13eb5.txt \n", - " extracting: test/BloodImage_00235_jpg.rf.6028248c6b2b38ea0d4045d289d56ca3.jpg \n", - " extracting: test/BloodImage_00235_jpg.rf.6028248c6b2b38ea0d4045d289d56ca3.txt \n", - " extracting: test/BloodImage_00241_jpg.rf.00d6593ca59122287542bf819f62fb43.jpg \n", - " extracting: test/BloodImage_00241_jpg.rf.00d6593ca59122287542bf819f62fb43.txt \n", - " extracting: test/BloodImage_00254_jpg.rf.3783a73c7c92da8010897e8fb9d14448.jpg \n", - " extracting: test/BloodImage_00254_jpg.rf.3783a73c7c92da8010897e8fb9d14448.txt \n", - " extracting: test/BloodImage_00265_jpg.rf.acdcdc5c22ee42608c69240af0c5d732.jpg \n", - " extracting: test/BloodImage_00265_jpg.rf.acdcdc5c22ee42608c69240af0c5d732.txt \n", - " extracting: test/BloodImage_00266_jpg.rf.ec59f2e7492adb14ff2eb59f3c94c92f.jpg \n", - " extracting: test/BloodImage_00266_jpg.rf.ec59f2e7492adb14ff2eb59f3c94c92f.txt \n", - " extracting: test/BloodImage_00275_jpg.rf.850c4258ce35168b019485bf3b0229ee.jpg \n", - " extracting: test/BloodImage_00275_jpg.rf.850c4258ce35168b019485bf3b0229ee.txt \n", - " extracting: test/BloodImage_00278_jpg.rf.c271aa5245a39cc10463d8d5f9ee4bf8.jpg \n", - " extracting: test/BloodImage_00278_jpg.rf.c271aa5245a39cc10463d8d5f9ee4bf8.txt \n", - " extracting: test/BloodImage_00284_jpg.rf.fb0089e655be201ea27173598ef30825.jpg \n", - " extracting: test/BloodImage_00284_jpg.rf.fb0089e655be201ea27173598ef30825.txt \n", - " extracting: test/BloodImage_00289_jpg.rf.e4e288486cea56079f9a7c913d4b450b.jpg \n", - " extracting: test/BloodImage_00289_jpg.rf.e4e288486cea56079f9a7c913d4b450b.txt \n", - " extracting: test/BloodImage_00301_jpg.rf.105fe61dd7143cb22960ed9829c67727.jpg \n", - " extracting: test/BloodImage_00301_jpg.rf.105fe61dd7143cb22960ed9829c67727.txt \n", - " extracting: test/BloodImage_00302_jpg.rf.9a22d757ab1acdd7ac35da2a8a0a2586.jpg \n", - " extracting: test/BloodImage_00302_jpg.rf.9a22d757ab1acdd7ac35da2a8a0a2586.txt \n", - " extracting: test/BloodImage_00325_jpg.rf.5aaa15454be96e1334cc7e22399bbee4.jpg \n", - " extracting: test/BloodImage_00325_jpg.rf.5aaa15454be96e1334cc7e22399bbee4.txt \n", - " extracting: test/BloodImage_00334_jpg.rf.5f7249b59c3c4a0043325619a929116f.jpg \n", - " extracting: test/BloodImage_00334_jpg.rf.5f7249b59c3c4a0043325619a929116f.txt \n", - " extracting: test/BloodImage_00336_jpg.rf.0c43658168a0602346cb8c597cde2cb4.jpg \n", - " extracting: test/BloodImage_00336_jpg.rf.0c43658168a0602346cb8c597cde2cb4.txt \n", - " extracting: test/BloodImage_00337_jpg.rf.fe254f7319162b61c5fbf7ce0cb0f534.jpg \n", - " extracting: test/BloodImage_00337_jpg.rf.fe254f7319162b61c5fbf7ce0cb0f534.txt \n", - " extracting: test/BloodImage_00350_jpg.rf.db4df841149322ca365bda6df243a4c8.jpg \n", - " extracting: test/BloodImage_00350_jpg.rf.db4df841149322ca365bda6df243a4c8.txt \n", - " extracting: test/BloodImage_00359_jpg.rf.56ffe9f91e22e7d456aa886ce6ca117d.jpg \n", - " extracting: test/BloodImage_00359_jpg.rf.56ffe9f91e22e7d456aa886ce6ca117d.txt \n", - " extracting: test/BloodImage_00369_jpg.rf.49cee9c3a29b86001acadc99962652d6.jpg \n", - " extracting: test/BloodImage_00369_jpg.rf.49cee9c3a29b86001acadc99962652d6.txt \n", - " extracting: test/BloodImage_00385_jpg.rf.3b93195bce5adeae2a3d6d5cb9d12033.jpg \n", - " extracting: test/BloodImage_00385_jpg.rf.3b93195bce5adeae2a3d6d5cb9d12033.txt \n", - " extracting: test/BloodImage_00386_jpg.rf.30a456d560fcbb4662900a288de765c3.jpg \n", - " extracting: test/BloodImage_00386_jpg.rf.30a456d560fcbb4662900a288de765c3.txt \n", - " extracting: test/_darknet.labels \n", - " creating: train/\n", - " extracting: train/BloodImage_00001_jpg.rf.d702f2b1212a2ed897b5607804109acf.jpg \n", - " extracting: train/BloodImage_00001_jpg.rf.d702f2b1212a2ed897b5607804109acf.txt \n", - " extracting: train/BloodImage_00002_jpg.rf.c10bc2092c5ffbbb18f5d8db2e5a00b7.jpg \n", - " extracting: train/BloodImage_00002_jpg.rf.c10bc2092c5ffbbb18f5d8db2e5a00b7.txt \n", - " extracting: train/BloodImage_00003_jpg.rf.4c25ef46042b85efe0700671af1fba87.jpg \n", - " extracting: train/BloodImage_00003_jpg.rf.4c25ef46042b85efe0700671af1fba87.txt \n", - " extracting: train/BloodImage_00005_jpg.rf.5b7970d683a751cab17ed07b190488c3.jpg \n", - " extracting: train/BloodImage_00005_jpg.rf.5b7970d683a751cab17ed07b190488c3.txt \n", - " extracting: train/BloodImage_00006_jpg.rf.5843ee9ebfa219fd22679db5ecee8035.jpg \n", - " extracting: train/BloodImage_00006_jpg.rf.5843ee9ebfa219fd22679db5ecee8035.txt \n", - " extracting: train/BloodImage_00007_jpg.rf.7f3cae9502e84fc765fadf5c2c003c14.jpg \n", - " extracting: train/BloodImage_00007_jpg.rf.7f3cae9502e84fc765fadf5c2c003c14.txt \n", - " extracting: train/BloodImage_00008_jpg.rf.1c8b2fef1372ccd864dc23b6fe935a8e.jpg \n", - " extracting: train/BloodImage_00008_jpg.rf.1c8b2fef1372ccd864dc23b6fe935a8e.txt \n", - " extracting: train/BloodImage_00009_jpg.rf.0c18d19d1e59d1fe3e53f7a18380cc6b.jpg \n", - " extracting: train/BloodImage_00009_jpg.rf.0c18d19d1e59d1fe3e53f7a18380cc6b.txt \n", - " extracting: train/BloodImage_00010_jpg.rf.720639748c66ecb094ef9e4f0413f4e1.jpg \n", - " extracting: train/BloodImage_00010_jpg.rf.720639748c66ecb094ef9e4f0413f4e1.txt \n", - " extracting: train/BloodImage_00011_jpg.rf.36cb18cf5e06d50c880aa1485bf91e51.jpg \n", - " extracting: train/BloodImage_00011_jpg.rf.36cb18cf5e06d50c880aa1485bf91e51.txt \n", - " extracting: train/BloodImage_00013_jpg.rf.2d36bc6975822a7799b350b580a946c2.jpg \n", - " extracting: train/BloodImage_00013_jpg.rf.2d36bc6975822a7799b350b580a946c2.txt \n", - " extracting: train/BloodImage_00014_jpg.rf.c079cb4d4b27bd90cf2b456109d906c5.jpg \n", - " extracting: train/BloodImage_00014_jpg.rf.c079cb4d4b27bd90cf2b456109d906c5.txt \n", - " extracting: train/BloodImage_00015_jpg.rf.ccb967d23f035411d36b337cb8d7fe93.jpg \n", - " extracting: train/BloodImage_00015_jpg.rf.ccb967d23f035411d36b337cb8d7fe93.txt \n", - " extracting: train/BloodImage_00016_jpg.rf.04c8657ee6b0eb3fd19c804baa1e27c0.jpg \n", - " extracting: train/BloodImage_00016_jpg.rf.04c8657ee6b0eb3fd19c804baa1e27c0.txt \n", - " extracting: train/BloodImage_00018_jpg.rf.2bd85354fc1b2e42446be452727a71a0.jpg \n", - " extracting: train/BloodImage_00018_jpg.rf.2bd85354fc1b2e42446be452727a71a0.txt \n", - " extracting: train/BloodImage_00019_jpg.rf.e0d51910e182dca5b4e6afae15cf35a7.jpg \n", - " extracting: train/BloodImage_00019_jpg.rf.e0d51910e182dca5b4e6afae15cf35a7.txt \n", - " extracting: train/BloodImage_00020_jpg.rf.5be1260f16e85f6d3b3f940a38cd7392.jpg \n", - " extracting: train/BloodImage_00020_jpg.rf.5be1260f16e85f6d3b3f940a38cd7392.txt \n", - " extracting: train/BloodImage_00022_jpg.rf.acc5dc23d9f1e5c53981a2eda2cd9827.jpg \n", - " extracting: train/BloodImage_00022_jpg.rf.acc5dc23d9f1e5c53981a2eda2cd9827.txt \n", - " extracting: train/BloodImage_00023_jpg.rf.6dea1d883100d129b1b7ded9add2c24f.jpg \n", - " extracting: train/BloodImage_00023_jpg.rf.6dea1d883100d129b1b7ded9add2c24f.txt \n", - " extracting: train/BloodImage_00024_jpg.rf.323c51bbfa65bf029bef80b250107268.jpg \n", - " extracting: train/BloodImage_00024_jpg.rf.323c51bbfa65bf029bef80b250107268.txt \n", - " extracting: train/BloodImage_00028_jpg.rf.1a054fd7ba2ad7f7b3e3245212a14792.jpg \n", - " extracting: train/BloodImage_00028_jpg.rf.1a054fd7ba2ad7f7b3e3245212a14792.txt \n", - " extracting: train/BloodImage_00029_jpg.rf.9d8e026ce7b048d2d094f2f7f229f368.jpg \n", - " extracting: train/BloodImage_00029_jpg.rf.9d8e026ce7b048d2d094f2f7f229f368.txt \n", - " extracting: train/BloodImage_00030_jpg.rf.71385416b4e288babd3e52de3941fc6b.jpg \n", - " extracting: train/BloodImage_00030_jpg.rf.71385416b4e288babd3e52de3941fc6b.txt \n", - " extracting: train/BloodImage_00031_jpg.rf.bcce96daec2fe43241ed711e793cb3d4.jpg \n", - " extracting: train/BloodImage_00031_jpg.rf.bcce96daec2fe43241ed711e793cb3d4.txt \n", - " extracting: train/BloodImage_00032_jpg.rf.99717e8579fd0c8d1fb28dfb5e96dae0.jpg \n", - " extracting: train/BloodImage_00032_jpg.rf.99717e8579fd0c8d1fb28dfb5e96dae0.txt \n", - " extracting: train/BloodImage_00033_jpg.rf.ed29a91d8384959065269d3584e4acb7.jpg \n", - " extracting: train/BloodImage_00033_jpg.rf.ed29a91d8384959065269d3584e4acb7.txt \n", - " extracting: train/BloodImage_00034_jpg.rf.2ffb51d919ecc92d369cffbfe88f41c3.jpg \n", - " extracting: train/BloodImage_00034_jpg.rf.2ffb51d919ecc92d369cffbfe88f41c3.txt \n", - " extracting: train/BloodImage_00035_jpg.rf.ac506be1c23d0f3a09d8e340a008f885.jpg \n", - " extracting: train/BloodImage_00035_jpg.rf.ac506be1c23d0f3a09d8e340a008f885.txt \n", - " extracting: train/BloodImage_00036_jpg.rf.f9b3f1851acea0c511bdbb05aa0e4200.jpg \n", - " extracting: train/BloodImage_00036_jpg.rf.f9b3f1851acea0c511bdbb05aa0e4200.txt \n", - " extracting: train/BloodImage_00037_jpg.rf.f10b2a6625522717d70040e245a43103.jpg \n", - " extracting: train/BloodImage_00037_jpg.rf.f10b2a6625522717d70040e245a43103.txt \n", - " extracting: train/BloodImage_00039_jpg.rf.e52773eb869d63407dac92ddc09aa183.jpg \n", - " extracting: train/BloodImage_00039_jpg.rf.e52773eb869d63407dac92ddc09aa183.txt \n", - " extracting: train/BloodImage_00040_jpg.rf.954258c34647369f74e3a37e1e675acb.jpg \n", - " extracting: train/BloodImage_00040_jpg.rf.954258c34647369f74e3a37e1e675acb.txt \n", - " extracting: train/BloodImage_00041_jpg.rf.80dc89cfe56e555cef5aa8742dec9ed7.jpg \n", - " extracting: train/BloodImage_00041_jpg.rf.80dc89cfe56e555cef5aa8742dec9ed7.txt \n", - " extracting: train/BloodImage_00042_jpg.rf.e0e7f2299512850aa9e1496cc40b35a0.jpg \n", - " extracting: train/BloodImage_00042_jpg.rf.e0e7f2299512850aa9e1496cc40b35a0.txt \n", - " extracting: train/BloodImage_00043_jpg.rf.f11aab205044a15d8585d565a04bec19.jpg \n", - " extracting: train/BloodImage_00043_jpg.rf.f11aab205044a15d8585d565a04bec19.txt \n", - " extracting: train/BloodImage_00045_jpg.rf.293583cdffcb84f3c126ad5fb0a5c10e.jpg \n", - " extracting: train/BloodImage_00045_jpg.rf.293583cdffcb84f3c126ad5fb0a5c10e.txt \n", - " extracting: train/BloodImage_00046_jpg.rf.fc4a2bb5179e91b09d0667faf7e6dfa3.jpg \n", - " extracting: train/BloodImage_00046_jpg.rf.fc4a2bb5179e91b09d0667faf7e6dfa3.txt \n", - " extracting: train/BloodImage_00047_jpg.rf.8398043d05fecb77cf4e650d2208fb0d.jpg \n", - " extracting: train/BloodImage_00047_jpg.rf.8398043d05fecb77cf4e650d2208fb0d.txt \n", - " extracting: train/BloodImage_00048_jpg.rf.728c77ec6eebf109593bfdb9597ea65f.jpg \n", - " extracting: train/BloodImage_00048_jpg.rf.728c77ec6eebf109593bfdb9597ea65f.txt \n", - " extracting: train/BloodImage_00049_jpg.rf.d34eff6d6dde615eeae0515a9f94ea88.jpg \n", - " extracting: train/BloodImage_00049_jpg.rf.d34eff6d6dde615eeae0515a9f94ea88.txt \n", - " extracting: train/BloodImage_00052_jpg.rf.8b1cb0fdfb126b5629795cd4c7dca0b2.jpg \n", - " extracting: train/BloodImage_00052_jpg.rf.8b1cb0fdfb126b5629795cd4c7dca0b2.txt \n", - " extracting: train/BloodImage_00053_jpg.rf.d7ae83eb982e69dfb0c48b5cb4437e55.jpg \n", - " extracting: train/BloodImage_00053_jpg.rf.d7ae83eb982e69dfb0c48b5cb4437e55.txt \n", - " extracting: train/BloodImage_00054_jpg.rf.e0701bbac7b3bf5dc3ea26f45b445e2c.jpg \n", - " extracting: train/BloodImage_00054_jpg.rf.e0701bbac7b3bf5dc3ea26f45b445e2c.txt \n", - " extracting: train/BloodImage_00055_jpg.rf.b47dffc3486b0b7c7c1a067421672d51.jpg \n", - " extracting: train/BloodImage_00055_jpg.rf.b47dffc3486b0b7c7c1a067421672d51.txt \n", - " extracting: train/BloodImage_00056_jpg.rf.319effd6211d38e7645bfa787d3c2dab.jpg \n", - " extracting: train/BloodImage_00056_jpg.rf.319effd6211d38e7645bfa787d3c2dab.txt \n", - " extracting: train/BloodImage_00058_jpg.rf.16d6f2ede839c8876e3339c91f4e73ef.jpg \n", - " extracting: train/BloodImage_00058_jpg.rf.16d6f2ede839c8876e3339c91f4e73ef.txt \n", - " extracting: train/BloodImage_00059_jpg.rf.ef31566ba8899bf8358f53c7ce29063c.jpg \n", - " extracting: train/BloodImage_00059_jpg.rf.ef31566ba8899bf8358f53c7ce29063c.txt \n", - " extracting: train/BloodImage_00064_jpg.rf.bf19df7bdde5d68567661f7a9d2d586e.jpg \n", - " extracting: train/BloodImage_00064_jpg.rf.bf19df7bdde5d68567661f7a9d2d586e.txt \n", - " extracting: train/BloodImage_00065_jpg.rf.ddc13d1753ba439a75be985268c15813.jpg \n", - " extracting: train/BloodImage_00065_jpg.rf.ddc13d1753ba439a75be985268c15813.txt \n", - " extracting: train/BloodImage_00066_jpg.rf.26aa8e7bf8c8e2601b56d24d5d8a61fb.jpg \n", - " extracting: train/BloodImage_00066_jpg.rf.26aa8e7bf8c8e2601b56d24d5d8a61fb.txt \n", - " extracting: train/BloodImage_00067_jpg.rf.244c43eed192e0dcd27ba9bd92b9b18e.jpg \n", - " extracting: train/BloodImage_00067_jpg.rf.244c43eed192e0dcd27ba9bd92b9b18e.txt \n", - " extracting: train/BloodImage_00068_jpg.rf.cea435e947d1e8661d14f90e0cc71f6a.jpg \n", - " extracting: train/BloodImage_00068_jpg.rf.cea435e947d1e8661d14f90e0cc71f6a.txt \n", - " extracting: train/BloodImage_00072_jpg.rf.4dea0e09c770a4de243d19921135ce15.jpg \n", - " extracting: train/BloodImage_00072_jpg.rf.4dea0e09c770a4de243d19921135ce15.txt \n", - " extracting: train/BloodImage_00073_jpg.rf.195c2eb474e50e3707a12cb06739508b.jpg \n", - " extracting: train/BloodImage_00073_jpg.rf.195c2eb474e50e3707a12cb06739508b.txt \n", - " extracting: train/BloodImage_00074_jpg.rf.d76fb021c6e3ea3606b74b9f38a982da.jpg \n", - " extracting: train/BloodImage_00074_jpg.rf.d76fb021c6e3ea3606b74b9f38a982da.txt \n", - " extracting: train/BloodImage_00077_jpg.rf.ea1ac390cf353b6825fe2f86375db707.jpg \n", - " extracting: train/BloodImage_00077_jpg.rf.ea1ac390cf353b6825fe2f86375db707.txt \n", - " extracting: train/BloodImage_00078_jpg.rf.4f5978ebeafc09a920f9407f8acd2d5a.jpg \n", - " extracting: train/BloodImage_00078_jpg.rf.4f5978ebeafc09a920f9407f8acd2d5a.txt \n", - " extracting: train/BloodImage_00079_jpg.rf.2a2c70686066bf5f4634e747dc90dd58.jpg \n", - " extracting: train/BloodImage_00079_jpg.rf.2a2c70686066bf5f4634e747dc90dd58.txt \n", - " extracting: train/BloodImage_00081_jpg.rf.229ebb7e6402a2ac724a5a662d5b7e99.jpg \n", - " extracting: train/BloodImage_00081_jpg.rf.229ebb7e6402a2ac724a5a662d5b7e99.txt \n", - " extracting: train/BloodImage_00082_jpg.rf.66e0043d7cda781d565786264330eb55.jpg \n", - " extracting: train/BloodImage_00082_jpg.rf.66e0043d7cda781d565786264330eb55.txt \n", - " extracting: train/BloodImage_00083_jpg.rf.0307243d1591caafc332240f3e4e39b6.jpg \n", - " extracting: train/BloodImage_00083_jpg.rf.0307243d1591caafc332240f3e4e39b6.txt \n", - " extracting: train/BloodImage_00087_jpg.rf.4ed67af94b2d74d0b6db05f10d1fbf57.jpg \n", - " extracting: train/BloodImage_00087_jpg.rf.4ed67af94b2d74d0b6db05f10d1fbf57.txt \n", - " extracting: train/BloodImage_00088_jpg.rf.19b4ccde27cd787d761ac913158ea7f8.jpg \n", - " extracting: train/BloodImage_00088_jpg.rf.19b4ccde27cd787d761ac913158ea7f8.txt \n", - " extracting: train/BloodImage_00089_jpg.rf.7277987610ce4b8057fc2255ec1deceb.jpg \n", - " extracting: train/BloodImage_00089_jpg.rf.7277987610ce4b8057fc2255ec1deceb.txt \n", - " extracting: train/BloodImage_00091_jpg.rf.6d67a1893a8efb19a33afa4b62e87e93.jpg \n", - " extracting: train/BloodImage_00091_jpg.rf.6d67a1893a8efb19a33afa4b62e87e93.txt \n", - " extracting: train/BloodImage_00094_jpg.rf.9eee88888a92b5208516e8b880cf46b6.jpg \n", - " extracting: train/BloodImage_00094_jpg.rf.9eee88888a92b5208516e8b880cf46b6.txt \n", - " extracting: train/BloodImage_00095_jpg.rf.16971a175ba68f23bebe78d5075d540b.jpg \n", - " extracting: train/BloodImage_00095_jpg.rf.16971a175ba68f23bebe78d5075d540b.txt \n", - " extracting: train/BloodImage_00097_jpg.rf.c38c2cbdc33259648be15cfd9a43b2b7.jpg \n", - " extracting: train/BloodImage_00097_jpg.rf.c38c2cbdc33259648be15cfd9a43b2b7.txt \n", - " extracting: train/BloodImage_00098_jpg.rf.065b4cca0dc147f1f2768e62f90d059f.jpg \n", - " extracting: train/BloodImage_00098_jpg.rf.065b4cca0dc147f1f2768e62f90d059f.txt \n", - " extracting: train/BloodImage_00100_jpg.rf.73c6e7f83c1a68208d5c08d359038a8f.jpg \n", - " extracting: train/BloodImage_00100_jpg.rf.73c6e7f83c1a68208d5c08d359038a8f.txt \n", - " extracting: train/BloodImage_00101_jpg.rf.6c604197453717b53def341cb276878a.jpg \n", - " extracting: train/BloodImage_00101_jpg.rf.6c604197453717b53def341cb276878a.txt \n", - " extracting: train/BloodImage_00103_jpg.rf.9907b3dbc5f0c74428d3c7971b644222.jpg \n", - " extracting: train/BloodImage_00103_jpg.rf.9907b3dbc5f0c74428d3c7971b644222.txt \n", - " extracting: train/BloodImage_00106_jpg.rf.fd43315c4bf62f68262040e9253e4a99.jpg \n", - " extracting: train/BloodImage_00106_jpg.rf.fd43315c4bf62f68262040e9253e4a99.txt \n", - " extracting: train/BloodImage_00111_jpg.rf.2177a3168c80354610c6a7c996981595.jpg \n", - " extracting: train/BloodImage_00111_jpg.rf.2177a3168c80354610c6a7c996981595.txt \n", - " extracting: train/BloodImage_00114_jpg.rf.8907da31dbf9aac7107d884322074dcf.jpg \n", - " extracting: train/BloodImage_00114_jpg.rf.8907da31dbf9aac7107d884322074dcf.txt \n", - " extracting: train/BloodImage_00115_jpg.rf.ace3f09def7d9e9a78c5891273f3d9fc.jpg \n", - " extracting: train/BloodImage_00115_jpg.rf.ace3f09def7d9e9a78c5891273f3d9fc.txt \n", - " extracting: train/BloodImage_00117_jpg.rf.b35d5c3f818b6732815da9fb1a3bffa1.jpg \n", - " extracting: train/BloodImage_00117_jpg.rf.b35d5c3f818b6732815da9fb1a3bffa1.txt \n", - " extracting: train/BloodImage_00124_jpg.rf.f6f4e0138db2ebd88cce18a056627c2d.jpg \n", - " extracting: train/BloodImage_00124_jpg.rf.f6f4e0138db2ebd88cce18a056627c2d.txt \n", - " extracting: train/BloodImage_00125_jpg.rf.2eecb21bba4ce18441b6228e460fc7a8.jpg \n", - " extracting: train/BloodImage_00125_jpg.rf.2eecb21bba4ce18441b6228e460fc7a8.txt \n", - " extracting: train/BloodImage_00132_jpg.rf.209495d7f38eb9b80bc009ce3a9b5f96.jpg \n", - " extracting: train/BloodImage_00132_jpg.rf.209495d7f38eb9b80bc009ce3a9b5f96.txt \n", - " extracting: train/BloodImage_00136_jpg.rf.a86a515dfbe0ce2bd57cc87fed8ea862.jpg \n", - " extracting: train/BloodImage_00136_jpg.rf.a86a515dfbe0ce2bd57cc87fed8ea862.txt \n", - " extracting: train/BloodImage_00137_jpg.rf.264ee70ffac6681843fa4dbcfb36b11f.jpg \n", - " extracting: train/BloodImage_00137_jpg.rf.264ee70ffac6681843fa4dbcfb36b11f.txt \n", - " extracting: train/BloodImage_00139_jpg.rf.5e4411dde64c7638efc96e37c67ff2cb.jpg \n", - " extracting: train/BloodImage_00139_jpg.rf.5e4411dde64c7638efc96e37c67ff2cb.txt \n", - " extracting: train/BloodImage_00140_jpg.rf.e36558fb41aa42903ede72a60b51a73d.jpg \n", - " extracting: train/BloodImage_00140_jpg.rf.e36558fb41aa42903ede72a60b51a73d.txt \n", - " extracting: train/BloodImage_00142_jpg.rf.4dc589baf76059f3d5b11226b77cdd43.jpg \n", - " extracting: train/BloodImage_00142_jpg.rf.4dc589baf76059f3d5b11226b77cdd43.txt \n", - " extracting: train/BloodImage_00143_jpg.rf.3d6cc38d06ee5ad7856c965d819cf2b2.jpg \n", - " extracting: train/BloodImage_00143_jpg.rf.3d6cc38d06ee5ad7856c965d819cf2b2.txt \n", - " extracting: train/BloodImage_00144_jpg.rf.a3944bb4f6d72390c0043e0ff7138e5e.jpg \n", - " extracting: train/BloodImage_00144_jpg.rf.a3944bb4f6d72390c0043e0ff7138e5e.txt \n", - " extracting: train/BloodImage_00145_jpg.rf.3053bb2ea20050aded47c62d31766c64.jpg \n", - " extracting: train/BloodImage_00145_jpg.rf.3053bb2ea20050aded47c62d31766c64.txt \n", - " extracting: train/BloodImage_00147_jpg.rf.922f24aecdc26dd8165f897a4ee02826.jpg \n", - " extracting: train/BloodImage_00147_jpg.rf.922f24aecdc26dd8165f897a4ee02826.txt \n", - " extracting: train/BloodImage_00148_jpg.rf.5dbdae5ee92018cabfef817ae96d88db.jpg \n", - " extracting: train/BloodImage_00148_jpg.rf.5dbdae5ee92018cabfef817ae96d88db.txt \n", - " extracting: train/BloodImage_00149_jpg.rf.6c3341c91f81cd2086403b77c571fd7d.jpg \n", - " extracting: train/BloodImage_00149_jpg.rf.6c3341c91f81cd2086403b77c571fd7d.txt \n", - " extracting: train/BloodImage_00150_jpg.rf.6449dff4812a9a6f430a4a7f5853ac2c.jpg \n", - " extracting: train/BloodImage_00150_jpg.rf.6449dff4812a9a6f430a4a7f5853ac2c.txt \n", - " extracting: train/BloodImage_00152_jpg.rf.5840888b497ba4f60174e17b5c62c622.jpg \n", - " extracting: train/BloodImage_00152_jpg.rf.5840888b497ba4f60174e17b5c62c622.txt \n", - " extracting: train/BloodImage_00156_jpg.rf.fe572186390c601ff6d64ae7c79ce5d1.jpg \n", - " extracting: train/BloodImage_00156_jpg.rf.fe572186390c601ff6d64ae7c79ce5d1.txt \n", - " extracting: train/BloodImage_00157_jpg.rf.479c123e5583617fddeb18f3ec477b21.jpg \n", - " extracting: train/BloodImage_00157_jpg.rf.479c123e5583617fddeb18f3ec477b21.txt \n", - " extracting: train/BloodImage_00158_jpg.rf.f7724626cc249fcf1bb8a031c4f00d10.jpg \n", - " extracting: train/BloodImage_00158_jpg.rf.f7724626cc249fcf1bb8a031c4f00d10.txt \n", - " extracting: train/BloodImage_00159_jpg.rf.aca04d5f87e8666ecacb56ff2d8d64cc.jpg \n", - " extracting: train/BloodImage_00159_jpg.rf.aca04d5f87e8666ecacb56ff2d8d64cc.txt \n", - " extracting: train/BloodImage_00162_jpg.rf.36af3fa94f239d77668d63d3816f214c.jpg \n", - " extracting: train/BloodImage_00162_jpg.rf.36af3fa94f239d77668d63d3816f214c.txt \n", - " extracting: train/BloodImage_00163_jpg.rf.10d0f078d6f9fabdacb5e35ba7e301e5.jpg \n", - " extracting: train/BloodImage_00163_jpg.rf.10d0f078d6f9fabdacb5e35ba7e301e5.txt \n", - " extracting: train/BloodImage_00164_jpg.rf.7b57dc64e26226501d24c80128890e79.jpg \n", - " extracting: train/BloodImage_00164_jpg.rf.7b57dc64e26226501d24c80128890e79.txt \n", - " extracting: train/BloodImage_00165_jpg.rf.ea1062188dc6107aaf184afeb2c25e7c.jpg \n", - " extracting: train/BloodImage_00165_jpg.rf.ea1062188dc6107aaf184afeb2c25e7c.txt \n", - " extracting: train/BloodImage_00166_jpg.rf.ed92901387d097b6f009c1e2ba5b8d1f.jpg \n", - " extracting: train/BloodImage_00166_jpg.rf.ed92901387d097b6f009c1e2ba5b8d1f.txt \n", - " extracting: train/BloodImage_00167_jpg.rf.e91bbcbf657ad27167c16123ec4fe2bf.jpg \n", - " extracting: train/BloodImage_00167_jpg.rf.e91bbcbf657ad27167c16123ec4fe2bf.txt \n", - " extracting: train/BloodImage_00168_jpg.rf.700981f577f08882a8e07f89d0ed2fad.jpg \n", - " extracting: train/BloodImage_00168_jpg.rf.700981f577f08882a8e07f89d0ed2fad.txt \n", - " extracting: train/BloodImage_00169_jpg.rf.cc6d411b83e99bb4940d21a21daa1225.jpg \n", - " extracting: train/BloodImage_00169_jpg.rf.cc6d411b83e99bb4940d21a21daa1225.txt \n", - " extracting: train/BloodImage_00170_jpg.rf.f8660bd505ac96c28a3aacca8f5021d6.jpg \n", - " extracting: train/BloodImage_00170_jpg.rf.f8660bd505ac96c28a3aacca8f5021d6.txt \n", - " extracting: train/BloodImage_00171_jpg.rf.7cc75df374b62663fbb3d78001d6b297.jpg \n", - " extracting: train/BloodImage_00171_jpg.rf.7cc75df374b62663fbb3d78001d6b297.txt \n", - " extracting: train/BloodImage_00172_jpg.rf.1f7d1cced720a8a6497ae2b1404baec4.jpg \n", - " extracting: train/BloodImage_00172_jpg.rf.1f7d1cced720a8a6497ae2b1404baec4.txt \n", - " extracting: train/BloodImage_00174_jpg.rf.6ba0937610b41271846f603fa0a1719e.jpg \n", - " extracting: train/BloodImage_00174_jpg.rf.6ba0937610b41271846f603fa0a1719e.txt \n", - " extracting: train/BloodImage_00175_jpg.rf.ead23ac106920eef89b4a847e120afdc.jpg \n", - " extracting: train/BloodImage_00175_jpg.rf.ead23ac106920eef89b4a847e120afdc.txt \n", - " extracting: train/BloodImage_00176_jpg.rf.ee54eb7f0a5f9c31ca2f9349d8c8788b.jpg \n", - " extracting: train/BloodImage_00176_jpg.rf.ee54eb7f0a5f9c31ca2f9349d8c8788b.txt \n", - " extracting: train/BloodImage_00177_jpg.rf.106f44d2fc8af2a4b10923aff7e10cff.jpg \n", - " extracting: train/BloodImage_00177_jpg.rf.106f44d2fc8af2a4b10923aff7e10cff.txt \n", - " extracting: train/BloodImage_00178_jpg.rf.3ee03e327ef350ade59d97001057e2b1.jpg \n", - " extracting: train/BloodImage_00178_jpg.rf.3ee03e327ef350ade59d97001057e2b1.txt \n", - " extracting: train/BloodImage_00179_jpg.rf.9221c3d4c33e730d66b171b0b391b10f.jpg \n", - " extracting: train/BloodImage_00179_jpg.rf.9221c3d4c33e730d66b171b0b391b10f.txt \n", - " extracting: train/BloodImage_00180_jpg.rf.f33a017035e656480ca5fee99c468ba4.jpg \n", - " extracting: train/BloodImage_00180_jpg.rf.f33a017035e656480ca5fee99c468ba4.txt \n", - " extracting: train/BloodImage_00184_jpg.rf.da57069a5e8dd93a53f3e6ca2b5e5e9e.jpg \n", - " extracting: train/BloodImage_00184_jpg.rf.da57069a5e8dd93a53f3e6ca2b5e5e9e.txt \n", - " extracting: train/BloodImage_00189_jpg.rf.411bfea1e3fc7205a82d3ed4c2bfa55e.jpg \n", - " extracting: train/BloodImage_00189_jpg.rf.411bfea1e3fc7205a82d3ed4c2bfa55e.txt \n", - " extracting: train/BloodImage_00192_jpg.rf.6eb1be4495880aa63bac2c3c0f83293f.jpg \n", - " extracting: train/BloodImage_00192_jpg.rf.6eb1be4495880aa63bac2c3c0f83293f.txt \n", - " extracting: train/BloodImage_00193_jpg.rf.c9383369f0d81ae5fafc7a343e0e1dfc.jpg \n", - " extracting: train/BloodImage_00193_jpg.rf.c9383369f0d81ae5fafc7a343e0e1dfc.txt \n", - " extracting: train/BloodImage_00195_jpg.rf.9195f71efe46a2281fcfefac3f3cffe9.jpg \n", - " extracting: train/BloodImage_00195_jpg.rf.9195f71efe46a2281fcfefac3f3cffe9.txt \n", - " extracting: train/BloodImage_00196_jpg.rf.a18bf688a25ad88793c1483cca202e74.jpg \n", - " extracting: train/BloodImage_00196_jpg.rf.a18bf688a25ad88793c1483cca202e74.txt \n", - " extracting: train/BloodImage_00197_jpg.rf.384cd993a7f935e5e567889b62bc64f0.jpg \n", - " extracting: train/BloodImage_00197_jpg.rf.384cd993a7f935e5e567889b62bc64f0.txt \n", - " extracting: train/BloodImage_00198_jpg.rf.6e646f3b1c05b6e922dfbbab3e10f236.jpg \n", - " extracting: train/BloodImage_00198_jpg.rf.6e646f3b1c05b6e922dfbbab3e10f236.txt \n", - " extracting: train/BloodImage_00199_jpg.rf.a8552f25787a8b0fe26d6d9c86037f76.jpg \n", - " extracting: train/BloodImage_00199_jpg.rf.a8552f25787a8b0fe26d6d9c86037f76.txt \n", - " extracting: train/BloodImage_00200_jpg.rf.40a9a85811c5f4c96fee214db545fa87.jpg \n", - " extracting: train/BloodImage_00200_jpg.rf.40a9a85811c5f4c96fee214db545fa87.txt \n", - " extracting: train/BloodImage_00201_jpg.rf.5a2603a7894db7759ae939fbfb3cd4cd.jpg \n", - " extracting: train/BloodImage_00201_jpg.rf.5a2603a7894db7759ae939fbfb3cd4cd.txt \n", - " extracting: train/BloodImage_00202_jpg.rf.51344f7c6b1264d75d92526ede56dc16.jpg \n", - " extracting: train/BloodImage_00202_jpg.rf.51344f7c6b1264d75d92526ede56dc16.txt \n", - " extracting: train/BloodImage_00203_jpg.rf.115fb77f1a16fafab02c268413e9d583.jpg \n", - " extracting: train/BloodImage_00203_jpg.rf.115fb77f1a16fafab02c268413e9d583.txt \n", - " extracting: train/BloodImage_00206_jpg.rf.db97566d514a1a34c610bd3f5492a956.jpg \n", - " extracting: train/BloodImage_00206_jpg.rf.db97566d514a1a34c610bd3f5492a956.txt \n", - " extracting: train/BloodImage_00207_jpg.rf.dc3c5696f64f79af75b1d2435cfe64e4.jpg \n", - " extracting: train/BloodImage_00207_jpg.rf.dc3c5696f64f79af75b1d2435cfe64e4.txt \n", - " extracting: train/BloodImage_00208_jpg.rf.64f53f21241c04c530e5e21a74ebbe8a.jpg \n", - " extracting: train/BloodImage_00208_jpg.rf.64f53f21241c04c530e5e21a74ebbe8a.txt \n", - " extracting: train/BloodImage_00209_jpg.rf.41271f310b73e8874ee2283bfd1ec57a.jpg \n", - " extracting: train/BloodImage_00209_jpg.rf.41271f310b73e8874ee2283bfd1ec57a.txt \n", - " extracting: train/BloodImage_00210_jpg.rf.46c6f6f63fe18c882ab02b7335797323.jpg \n", - " extracting: train/BloodImage_00210_jpg.rf.46c6f6f63fe18c882ab02b7335797323.txt \n", - " extracting: train/BloodImage_00212_jpg.rf.9a40dbf065b86f8f016210cb7d0b45ad.jpg \n", - " extracting: train/BloodImage_00212_jpg.rf.9a40dbf065b86f8f016210cb7d0b45ad.txt \n", - " extracting: train/BloodImage_00214_jpg.rf.57f3b4693d2403575edd17efbb659df3.jpg \n", - " extracting: train/BloodImage_00214_jpg.rf.57f3b4693d2403575edd17efbb659df3.txt \n", - " extracting: train/BloodImage_00215_jpg.rf.0fd631a7bf59ca5c45e917b1b3242ccc.jpg \n", - " extracting: train/BloodImage_00215_jpg.rf.0fd631a7bf59ca5c45e917b1b3242ccc.txt \n", - " extracting: train/BloodImage_00218_jpg.rf.48ff87de6fc7feade9ae09dc7119bba2.jpg \n", - " extracting: train/BloodImage_00218_jpg.rf.48ff87de6fc7feade9ae09dc7119bba2.txt \n", - " extracting: train/BloodImage_00219_jpg.rf.05bca517d8fa02e385fdbf8d6ef18b93.jpg \n", - " extracting: train/BloodImage_00219_jpg.rf.05bca517d8fa02e385fdbf8d6ef18b93.txt \n", - " extracting: train/BloodImage_00220_jpg.rf.7b39d588266b020dfe15e07ffa1957fd.jpg \n", - " extracting: train/BloodImage_00220_jpg.rf.7b39d588266b020dfe15e07ffa1957fd.txt \n", - " extracting: train/BloodImage_00222_jpg.rf.80e1ba91312ae4e120af56a9935a6767.jpg \n", - " extracting: train/BloodImage_00222_jpg.rf.80e1ba91312ae4e120af56a9935a6767.txt \n", - " extracting: train/BloodImage_00223_jpg.rf.6c56bb9119b89f45c357bb45d4dc322b.jpg \n", - " extracting: train/BloodImage_00223_jpg.rf.6c56bb9119b89f45c357bb45d4dc322b.txt \n", - " extracting: train/BloodImage_00224_jpg.rf.cb09b3e08c44e1027385f1e243a2de03.jpg \n", - " extracting: train/BloodImage_00224_jpg.rf.cb09b3e08c44e1027385f1e243a2de03.txt \n", - " extracting: train/BloodImage_00226_jpg.rf.397eea892c42e753514d23b18d7b1e59.jpg \n", - " extracting: train/BloodImage_00226_jpg.rf.397eea892c42e753514d23b18d7b1e59.txt \n", - " extracting: train/BloodImage_00229_jpg.rf.3d7c28ad711e53748d7bc8a3e1303b40.jpg \n", - " extracting: train/BloodImage_00229_jpg.rf.3d7c28ad711e53748d7bc8a3e1303b40.txt \n", - " extracting: train/BloodImage_00230_jpg.rf.effb8985eb1735f463f281438eef3034.jpg \n", - " extracting: train/BloodImage_00230_jpg.rf.effb8985eb1735f463f281438eef3034.txt \n", - " extracting: train/BloodImage_00231_jpg.rf.cb826df690d18f2d7a4f39f0d3397bef.jpg \n", - " extracting: train/BloodImage_00231_jpg.rf.cb826df690d18f2d7a4f39f0d3397bef.txt \n", - " extracting: train/BloodImage_00232_jpg.rf.9409125a3bcfc13306b85c0be5e85f4e.jpg \n", - " extracting: train/BloodImage_00232_jpg.rf.9409125a3bcfc13306b85c0be5e85f4e.txt \n", - " extracting: train/BloodImage_00233_jpg.rf.950d2e3d11ea3b7bed120d0048ffe8af.jpg \n", - " extracting: train/BloodImage_00233_jpg.rf.950d2e3d11ea3b7bed120d0048ffe8af.txt \n", - " extracting: train/BloodImage_00234_jpg.rf.b7cf2a5b00777f2d2956e42ecee12126.jpg \n", - " extracting: train/BloodImage_00234_jpg.rf.b7cf2a5b00777f2d2956e42ecee12126.txt \n", - " extracting: train/BloodImage_00236_jpg.rf.6b8b34573f2ef1bc250ea2c1825156e4.jpg \n", - " extracting: train/BloodImage_00236_jpg.rf.6b8b34573f2ef1bc250ea2c1825156e4.txt \n", - " extracting: train/BloodImage_00237_jpg.rf.93ab8101ea0898948bf73d519eafc904.jpg \n", - " extracting: train/BloodImage_00237_jpg.rf.93ab8101ea0898948bf73d519eafc904.txt \n", - " extracting: train/BloodImage_00239_jpg.rf.51c744d135f1bcb27f30dcbd190d92ba.jpg \n", - " extracting: train/BloodImage_00239_jpg.rf.51c744d135f1bcb27f30dcbd190d92ba.txt \n", - " extracting: train/BloodImage_00240_jpg.rf.1fb953fc9e166fb47dd4ab07d8529d58.jpg \n", - " extracting: train/BloodImage_00240_jpg.rf.1fb953fc9e166fb47dd4ab07d8529d58.txt \n", - " extracting: train/BloodImage_00242_jpg.rf.86b7a35aa15698e7b53c98fd4aef2b7b.jpg \n", - " extracting: train/BloodImage_00242_jpg.rf.86b7a35aa15698e7b53c98fd4aef2b7b.txt \n", - " extracting: train/BloodImage_00243_jpg.rf.4ac20502da26cf12c367cac90a517b3e.jpg \n", - " extracting: train/BloodImage_00243_jpg.rf.4ac20502da26cf12c367cac90a517b3e.txt \n", - " extracting: train/BloodImage_00244_jpg.rf.8d47adf2dc728f4e0406b474f7d54ccb.jpg \n", - " extracting: train/BloodImage_00244_jpg.rf.8d47adf2dc728f4e0406b474f7d54ccb.txt \n", - " extracting: train/BloodImage_00247_jpg.rf.cb733c5cc360e7218ec5ad095c73f9dc.jpg \n", - " extracting: train/BloodImage_00247_jpg.rf.cb733c5cc360e7218ec5ad095c73f9dc.txt \n", - " extracting: train/BloodImage_00248_jpg.rf.76d2b0acb84359a0ce09b529ec5aae33.jpg \n", - " extracting: train/BloodImage_00248_jpg.rf.76d2b0acb84359a0ce09b529ec5aae33.txt \n", - " extracting: train/BloodImage_00249_jpg.rf.cb55a4a3ff2397d5fd193c0493c64611.jpg \n", - " extracting: train/BloodImage_00249_jpg.rf.cb55a4a3ff2397d5fd193c0493c64611.txt \n", - " extracting: train/BloodImage_00250_jpg.rf.12516222ad772dc4ee0fcd8c7e5cb689.jpg \n", - " extracting: train/BloodImage_00250_jpg.rf.12516222ad772dc4ee0fcd8c7e5cb689.txt \n", - " extracting: train/BloodImage_00251_jpg.rf.ee764f36f42a5c328aa4a70990a79c8f.jpg \n", - " extracting: train/BloodImage_00251_jpg.rf.ee764f36f42a5c328aa4a70990a79c8f.txt \n", - " extracting: train/BloodImage_00253_jpg.rf.a7a7dd010daca5e07f8bc289142c6b7d.jpg \n", - " extracting: train/BloodImage_00253_jpg.rf.a7a7dd010daca5e07f8bc289142c6b7d.txt \n", - " extracting: train/BloodImage_00255_jpg.rf.398f0c38bcfb8813e3ce3e283abac9dc.jpg \n", - " extracting: train/BloodImage_00255_jpg.rf.398f0c38bcfb8813e3ce3e283abac9dc.txt \n", - " extracting: train/BloodImage_00256_jpg.rf.94c1a3062aeebb1df2b67c20e0532932.jpg \n", - " extracting: train/BloodImage_00256_jpg.rf.94c1a3062aeebb1df2b67c20e0532932.txt \n", - " extracting: train/BloodImage_00257_jpg.rf.b905d2edb475685ae36d88e33b405561.jpg \n", - " extracting: train/BloodImage_00257_jpg.rf.b905d2edb475685ae36d88e33b405561.txt \n", - " extracting: train/BloodImage_00260_jpg.rf.d9aa0111d492a04b8ca8f24d0f9aed00.jpg \n", - " extracting: train/BloodImage_00260_jpg.rf.d9aa0111d492a04b8ca8f24d0f9aed00.txt \n", - " extracting: train/BloodImage_00261_jpg.rf.9b6dcb3b7a59fd289d3392f106ad37b8.jpg \n", - " extracting: train/BloodImage_00261_jpg.rf.9b6dcb3b7a59fd289d3392f106ad37b8.txt \n", - " extracting: train/BloodImage_00262_jpg.rf.94805769ed783f2c8f4cadb66bd1620d.jpg \n", - " extracting: train/BloodImage_00262_jpg.rf.94805769ed783f2c8f4cadb66bd1620d.txt \n", - " extracting: train/BloodImage_00264_jpg.rf.db2e3d0fd7569640d407e1dacf90a456.jpg \n", - " extracting: train/BloodImage_00264_jpg.rf.db2e3d0fd7569640d407e1dacf90a456.txt \n", - " extracting: train/BloodImage_00267_jpg.rf.d636a81cd23566cca0cad3ddc6bf49a8.jpg \n", - " extracting: train/BloodImage_00267_jpg.rf.d636a81cd23566cca0cad3ddc6bf49a8.txt \n", - " extracting: train/BloodImage_00268_jpg.rf.e1d8eccd1a77cadaeadebca867a24c62.jpg \n", - " extracting: train/BloodImage_00268_jpg.rf.e1d8eccd1a77cadaeadebca867a24c62.txt \n", - " extracting: train/BloodImage_00269_jpg.rf.8475d6c8dead19457a63ae00dd84c924.jpg \n", - " extracting: train/BloodImage_00269_jpg.rf.8475d6c8dead19457a63ae00dd84c924.txt \n", - " extracting: train/BloodImage_00271_jpg.rf.08085d620b04fabd323d2b1ed8a64f1d.jpg \n", - " extracting: train/BloodImage_00271_jpg.rf.08085d620b04fabd323d2b1ed8a64f1d.txt \n", - " extracting: train/BloodImage_00279_jpg.rf.5ade4f1f61924eb07fb0a8169278d395.jpg \n", - " extracting: train/BloodImage_00279_jpg.rf.5ade4f1f61924eb07fb0a8169278d395.txt \n", - " extracting: train/BloodImage_00282_jpg.rf.d0067872fcfb4df4e5bb9cf783110825.jpg \n", - " extracting: train/BloodImage_00282_jpg.rf.d0067872fcfb4df4e5bb9cf783110825.txt \n", - " extracting: train/BloodImage_00283_jpg.rf.6263895fbbc2628f18e1a0ed61c74bd6.jpg \n", - " extracting: train/BloodImage_00283_jpg.rf.6263895fbbc2628f18e1a0ed61c74bd6.txt \n", - " extracting: train/BloodImage_00285_jpg.rf.05ee9fb43b10619cff770fa0c5d124f5.jpg \n", - " extracting: train/BloodImage_00285_jpg.rf.05ee9fb43b10619cff770fa0c5d124f5.txt \n", - " extracting: train/BloodImage_00287_jpg.rf.b03ee5db05e8750c2d71cc5444f3905c.jpg \n", - " extracting: train/BloodImage_00287_jpg.rf.b03ee5db05e8750c2d71cc5444f3905c.txt \n", - " extracting: train/BloodImage_00288_jpg.rf.3adee28ab6ed4a5420f851a6b3d275df.jpg \n", - " extracting: train/BloodImage_00288_jpg.rf.3adee28ab6ed4a5420f851a6b3d275df.txt \n", - " extracting: train/BloodImage_00290_jpg.rf.870ab7d987c50d829a5f28c1a972d917.jpg \n", - " extracting: train/BloodImage_00290_jpg.rf.870ab7d987c50d829a5f28c1a972d917.txt \n", - " extracting: train/BloodImage_00291_jpg.rf.92ed5a625cc17a671eae55fd48329f02.jpg \n", - " extracting: train/BloodImage_00291_jpg.rf.92ed5a625cc17a671eae55fd48329f02.txt \n", - " extracting: train/BloodImage_00292_jpg.rf.469f85f31734b15c32cbd1a96e274673.jpg \n", - " extracting: train/BloodImage_00292_jpg.rf.469f85f31734b15c32cbd1a96e274673.txt \n", - " extracting: train/BloodImage_00293_jpg.rf.8d19f05e21730e57d74657b0ce9b950c.jpg \n", - " extracting: train/BloodImage_00293_jpg.rf.8d19f05e21730e57d74657b0ce9b950c.txt \n", - " extracting: train/BloodImage_00294_jpg.rf.8ea49a5b1990a964de2ce838ab4a9525.jpg \n", - " extracting: train/BloodImage_00294_jpg.rf.8ea49a5b1990a964de2ce838ab4a9525.txt \n", - " extracting: train/BloodImage_00295_jpg.rf.b8ad2a56170ce42d667c25819b788c1d.jpg \n", - " extracting: train/BloodImage_00295_jpg.rf.b8ad2a56170ce42d667c25819b788c1d.txt \n", - " extracting: train/BloodImage_00299_jpg.rf.e8fa71a67d5eae37ed66b6b7976772c1.jpg \n", - " extracting: train/BloodImage_00299_jpg.rf.e8fa71a67d5eae37ed66b6b7976772c1.txt \n", - " extracting: train/BloodImage_00303_jpg.rf.96019c5afa192dbb914016f0243964fd.jpg \n", - " extracting: train/BloodImage_00303_jpg.rf.96019c5afa192dbb914016f0243964fd.txt \n", - " extracting: train/BloodImage_00304_jpg.rf.d065dccc029aa497e69aac485f5c7ea9.jpg \n", - " extracting: train/BloodImage_00304_jpg.rf.d065dccc029aa497e69aac485f5c7ea9.txt \n", - " extracting: train/BloodImage_00305_jpg.rf.3be7c63f74a5b205817365ceececd3bc.jpg \n", - " extracting: train/BloodImage_00305_jpg.rf.3be7c63f74a5b205817365ceececd3bc.txt \n", - " extracting: train/BloodImage_00307_jpg.rf.f3a9b5a5c544183e2035095fb497fb4c.jpg \n", - " extracting: train/BloodImage_00307_jpg.rf.f3a9b5a5c544183e2035095fb497fb4c.txt \n", - " extracting: train/BloodImage_00308_jpg.rf.4598085d3090b176e16953ab1054aef8.jpg \n", - " extracting: train/BloodImage_00308_jpg.rf.4598085d3090b176e16953ab1054aef8.txt \n", - " extracting: train/BloodImage_00310_jpg.rf.52e3296f7a0d9e655e36ce1ac367faff.jpg \n", - " extracting: train/BloodImage_00310_jpg.rf.52e3296f7a0d9e655e36ce1ac367faff.txt \n", - " extracting: train/BloodImage_00311_jpg.rf.5b1c9c2ae20f4f304393360e4e72d7ac.jpg \n", - " extracting: train/BloodImage_00311_jpg.rf.5b1c9c2ae20f4f304393360e4e72d7ac.txt \n", - " extracting: train/BloodImage_00312_jpg.rf.644485683ce0a8eadc17594a2b970697.jpg \n", - " extracting: train/BloodImage_00312_jpg.rf.644485683ce0a8eadc17594a2b970697.txt \n", - " extracting: train/BloodImage_00313_jpg.rf.48fee7adf53e53903cefb3254bfc852e.jpg \n", - " extracting: train/BloodImage_00313_jpg.rf.48fee7adf53e53903cefb3254bfc852e.txt \n", - " extracting: train/BloodImage_00314_jpg.rf.722b30c67ca8aef37b0a8001c53c12e7.jpg \n", - " extracting: train/BloodImage_00314_jpg.rf.722b30c67ca8aef37b0a8001c53c12e7.txt \n", - " extracting: train/BloodImage_00317_jpg.rf.6397dd207ef8b48c5ece8f699bfec8e5.jpg \n", - " extracting: train/BloodImage_00317_jpg.rf.6397dd207ef8b48c5ece8f699bfec8e5.txt \n", - " extracting: train/BloodImage_00318_jpg.rf.ae41d28eabbf137f0f7c3629398e73fa.jpg \n", - " extracting: train/BloodImage_00318_jpg.rf.ae41d28eabbf137f0f7c3629398e73fa.txt \n", - " extracting: train/BloodImage_00320_jpg.rf.b252995123ab52685fe98090382015f9.jpg \n", - " extracting: train/BloodImage_00320_jpg.rf.b252995123ab52685fe98090382015f9.txt \n", - " extracting: train/BloodImage_00322_jpg.rf.f3faf31c0fe23b4f042343e7e33ccc18.jpg \n", - " extracting: train/BloodImage_00322_jpg.rf.f3faf31c0fe23b4f042343e7e33ccc18.txt \n", - " extracting: train/BloodImage_00323_jpg.rf.f4e0e3a72c74a8b196373bb12697e49e.jpg \n", - " extracting: train/BloodImage_00323_jpg.rf.f4e0e3a72c74a8b196373bb12697e49e.txt \n", - " extracting: train/BloodImage_00324_jpg.rf.d2fa0cee237fa4698401213fd2dd9190.jpg \n", - " extracting: train/BloodImage_00324_jpg.rf.d2fa0cee237fa4698401213fd2dd9190.txt \n", - " extracting: train/BloodImage_00326_jpg.rf.115f475c35cfe69d12f7e7500b6f0504.jpg \n", - " extracting: train/BloodImage_00326_jpg.rf.115f475c35cfe69d12f7e7500b6f0504.txt \n", - " extracting: train/BloodImage_00327_jpg.rf.421f505f875168babd109d8a26f2ec25.jpg \n", - " extracting: train/BloodImage_00327_jpg.rf.421f505f875168babd109d8a26f2ec25.txt \n", - " extracting: train/BloodImage_00330_jpg.rf.d899322812a2f5b1123bd333a034adc3.jpg \n", - " extracting: train/BloodImage_00330_jpg.rf.d899322812a2f5b1123bd333a034adc3.txt \n", - " extracting: train/BloodImage_00332_jpg.rf.8b8041f67309058f264e1c3a10583eea.jpg \n", - " extracting: train/BloodImage_00332_jpg.rf.8b8041f67309058f264e1c3a10583eea.txt \n", - " extracting: train/BloodImage_00333_jpg.rf.6afd664cfe1773c628ef63fdfd43f751.jpg \n", - " extracting: train/BloodImage_00333_jpg.rf.6afd664cfe1773c628ef63fdfd43f751.txt \n", - " extracting: train/BloodImage_00338_jpg.rf.c0f0d2cd5a51f7fff518cef688e274af.jpg \n", - " extracting: train/BloodImage_00338_jpg.rf.c0f0d2cd5a51f7fff518cef688e274af.txt \n", - " extracting: train/BloodImage_00339_jpg.rf.f6a5fb7adfe24d938b07341f520c36e2.jpg \n", - " extracting: train/BloodImage_00339_jpg.rf.f6a5fb7adfe24d938b07341f520c36e2.txt \n", - " extracting: train/BloodImage_00340_jpg.rf.4bca1d6008a5698ffe8d12357e406e56.jpg \n", - " extracting: train/BloodImage_00340_jpg.rf.4bca1d6008a5698ffe8d12357e406e56.txt \n", - " extracting: train/BloodImage_00341_jpg.rf.c6dccb482a4e3dc5c36260794df8771f.jpg \n", - " extracting: train/BloodImage_00341_jpg.rf.c6dccb482a4e3dc5c36260794df8771f.txt \n", - " extracting: train/BloodImage_00342_jpg.rf.ecf9fcdc3df62dffe75a4b60198a30dd.jpg \n", - " extracting: train/BloodImage_00342_jpg.rf.ecf9fcdc3df62dffe75a4b60198a30dd.txt \n", - " extracting: train/BloodImage_00343_jpg.rf.307a02c2f64a99bb49154ce548c5d4a1.jpg \n", - " extracting: train/BloodImage_00343_jpg.rf.307a02c2f64a99bb49154ce548c5d4a1.txt \n", - " extracting: train/BloodImage_00345_jpg.rf.59971e759c69d5c761ebed6b19055d04.jpg \n", - " extracting: train/BloodImage_00345_jpg.rf.59971e759c69d5c761ebed6b19055d04.txt \n", - " extracting: train/BloodImage_00346_jpg.rf.2f037f569f125bc4dc04070e0d71e592.jpg \n", - " extracting: train/BloodImage_00346_jpg.rf.2f037f569f125bc4dc04070e0d71e592.txt \n", - " extracting: train/BloodImage_00347_jpg.rf.b79a3ab2a3c8c62f9742e7798153047e.jpg \n", - " extracting: train/BloodImage_00347_jpg.rf.b79a3ab2a3c8c62f9742e7798153047e.txt \n", - " extracting: train/BloodImage_00349_jpg.rf.7a08496a67a69eeb3b6d260b3161c855.jpg \n", - " extracting: train/BloodImage_00349_jpg.rf.7a08496a67a69eeb3b6d260b3161c855.txt \n", - " extracting: train/BloodImage_00351_jpg.rf.dacf4e0468f400e24030c912ba31bed2.jpg \n", - " extracting: train/BloodImage_00351_jpg.rf.dacf4e0468f400e24030c912ba31bed2.txt \n", - " extracting: train/BloodImage_00352_jpg.rf.51d52fe58f151051bd8d24007ab79338.jpg \n", - " extracting: train/BloodImage_00352_jpg.rf.51d52fe58f151051bd8d24007ab79338.txt \n", - " extracting: train/BloodImage_00353_jpg.rf.cf5ed147e4f2675fbabbc9b0db750ecf.jpg \n", - " extracting: train/BloodImage_00353_jpg.rf.cf5ed147e4f2675fbabbc9b0db750ecf.txt \n", - " extracting: train/BloodImage_00354_jpg.rf.2339d6a97e76030873dea7459366967e.jpg \n", - " extracting: train/BloodImage_00354_jpg.rf.2339d6a97e76030873dea7459366967e.txt \n", - " extracting: train/BloodImage_00356_jpg.rf.595525c2603ccc2bfc1e6e11e31f0c94.jpg \n", - " extracting: train/BloodImage_00356_jpg.rf.595525c2603ccc2bfc1e6e11e31f0c94.txt \n", - " extracting: train/BloodImage_00357_jpg.rf.dfcf95336c225fdfa116fc9a13b8975b.jpg \n", - " extracting: train/BloodImage_00357_jpg.rf.dfcf95336c225fdfa116fc9a13b8975b.txt \n", - " extracting: train/BloodImage_00360_jpg.rf.f0983057278ee639d5194578d6a398c2.jpg \n", - " extracting: train/BloodImage_00360_jpg.rf.f0983057278ee639d5194578d6a398c2.txt \n", - " extracting: train/BloodImage_00361_jpg.rf.f0e1c1ab8c33d2be40b11d57b38d3ff1.jpg \n", - " extracting: train/BloodImage_00361_jpg.rf.f0e1c1ab8c33d2be40b11d57b38d3ff1.txt \n", - " extracting: train/BloodImage_00362_jpg.rf.7eb26575c314d8e51ff2a63f25c3213c.jpg \n", - " extracting: train/BloodImage_00362_jpg.rf.7eb26575c314d8e51ff2a63f25c3213c.txt \n", - " extracting: train/BloodImage_00365_jpg.rf.cd273f5fdd8232252180ddad4ff479e4.jpg \n", - " extracting: train/BloodImage_00365_jpg.rf.cd273f5fdd8232252180ddad4ff479e4.txt \n", - " extracting: train/BloodImage_00366_jpg.rf.2c1d44c63137f3391eaa4f3cb2e10dcf.jpg \n", - " extracting: train/BloodImage_00366_jpg.rf.2c1d44c63137f3391eaa4f3cb2e10dcf.txt \n", - " extracting: train/BloodImage_00367_jpg.rf.106032545117e1485f4b1dee535ab919.jpg \n", - " extracting: train/BloodImage_00367_jpg.rf.106032545117e1485f4b1dee535ab919.txt \n", - " extracting: train/BloodImage_00368_jpg.rf.4e4a65ca533e139823601d539704a97f.jpg \n", - " extracting: train/BloodImage_00368_jpg.rf.4e4a65ca533e139823601d539704a97f.txt \n", - " extracting: train/BloodImage_00370_jpg.rf.fea04779dac40eda31c39d37bfd4a158.jpg \n", - " extracting: train/BloodImage_00370_jpg.rf.fea04779dac40eda31c39d37bfd4a158.txt \n", - " extracting: train/BloodImage_00372_jpg.rf.68038e2600568911d6fbfaac9614ca3c.jpg \n", - " extracting: train/BloodImage_00372_jpg.rf.68038e2600568911d6fbfaac9614ca3c.txt \n", - " extracting: train/BloodImage_00374_jpg.rf.efcd9616e49b6b6b2653fe6cb529d254.jpg \n", - " extracting: train/BloodImage_00374_jpg.rf.efcd9616e49b6b6b2653fe6cb529d254.txt \n", - " extracting: train/BloodImage_00375_jpg.rf.f0488f3844c9164dbe76ef782322d08d.jpg \n", - " extracting: train/BloodImage_00375_jpg.rf.f0488f3844c9164dbe76ef782322d08d.txt \n", - " extracting: train/BloodImage_00376_jpg.rf.81cf6993eebc05cadc7742bc508cdbe5.jpg \n", - " extracting: train/BloodImage_00376_jpg.rf.81cf6993eebc05cadc7742bc508cdbe5.txt \n", - " extracting: train/BloodImage_00378_jpg.rf.b660aa32201296c176d9e480d9fef52c.jpg \n", - " extracting: train/BloodImage_00378_jpg.rf.b660aa32201296c176d9e480d9fef52c.txt \n", - " extracting: train/BloodImage_00379_jpg.rf.ffbd5df18884ad9c40fe678c9ee6cc6a.jpg \n", - " extracting: train/BloodImage_00379_jpg.rf.ffbd5df18884ad9c40fe678c9ee6cc6a.txt \n", - " extracting: train/BloodImage_00381_jpg.rf.6e79077e93fc5bfbfddbb6f001f0542f.jpg \n", - " extracting: train/BloodImage_00381_jpg.rf.6e79077e93fc5bfbfddbb6f001f0542f.txt \n", - " extracting: train/BloodImage_00382_jpg.rf.510c260a1701cb071eda23dcd73dd74a.jpg \n", - " extracting: train/BloodImage_00382_jpg.rf.510c260a1701cb071eda23dcd73dd74a.txt \n", - " extracting: train/BloodImage_00383_jpg.rf.49f36a689e33479923805330d18c27be.jpg \n", - " extracting: train/BloodImage_00383_jpg.rf.49f36a689e33479923805330d18c27be.txt \n", - " extracting: train/BloodImage_00387_jpg.rf.163ffb5cac6e736ad12f70ef0f929a4e.jpg \n", - " extracting: train/BloodImage_00387_jpg.rf.163ffb5cac6e736ad12f70ef0f929a4e.txt \n", - " extracting: train/BloodImage_00388_jpg.rf.12add1a7f8073842ada61f56cbf15b31.jpg \n", - " extracting: train/BloodImage_00388_jpg.rf.12add1a7f8073842ada61f56cbf15b31.txt \n", - " extracting: train/BloodImage_00389_jpg.rf.8dbb82596b12d4884776e010b19e95d4.jpg \n", - " extracting: train/BloodImage_00389_jpg.rf.8dbb82596b12d4884776e010b19e95d4.txt \n", - " extracting: train/BloodImage_00390_jpg.rf.21fe48cc0ffd20fa6693b20aa235b2db.jpg \n", - " extracting: train/BloodImage_00390_jpg.rf.21fe48cc0ffd20fa6693b20aa235b2db.txt \n", - " extracting: train/BloodImage_00391_jpg.rf.efb4e2fae1122eccfb96a89da9a59873.jpg \n", - " extracting: train/BloodImage_00391_jpg.rf.efb4e2fae1122eccfb96a89da9a59873.txt \n", - " extracting: train/BloodImage_00393_jpg.rf.ab4b32eb995ec97db50c5301c2670ee5.jpg \n", - " extracting: train/BloodImage_00393_jpg.rf.ab4b32eb995ec97db50c5301c2670ee5.txt \n", - " extracting: train/BloodImage_00395_jpg.rf.f0014c982c64e4801bf7a8cd3e36d480.jpg \n", - " extracting: train/BloodImage_00395_jpg.rf.f0014c982c64e4801bf7a8cd3e36d480.txt \n", - " extracting: train/BloodImage_00396_jpg.rf.a95185dd1fa63430734448a6e9b69b50.jpg \n", - " extracting: train/BloodImage_00396_jpg.rf.a95185dd1fa63430734448a6e9b69b50.txt \n", - " extracting: train/BloodImage_00397_jpg.rf.b52311dfc95f514c1c6d841aab431403.jpg \n", - " extracting: train/BloodImage_00397_jpg.rf.b52311dfc95f514c1c6d841aab431403.txt \n", - " extracting: train/BloodImage_00398_jpg.rf.46416c58102949fa8c92a23a2834e50a.jpg \n", - " extracting: train/BloodImage_00398_jpg.rf.46416c58102949fa8c92a23a2834e50a.txt \n", - " extracting: train/BloodImage_00400_jpg.rf.f0a808bacaa11a4e5f21fad1c14edf2a.jpg \n", - " extracting: train/BloodImage_00400_jpg.rf.f0a808bacaa11a4e5f21fad1c14edf2a.txt \n", - " extracting: train/BloodImage_00405_jpg.rf.6e09ceadb7a1c87e63aa40a45a918d05.jpg \n", - " extracting: train/BloodImage_00405_jpg.rf.6e09ceadb7a1c87e63aa40a45a918d05.txt \n", - " extracting: train/BloodImage_00407_jpg.rf.bfd06dc020ea6cf3df8ecc8809dd29b6.jpg \n", - " extracting: train/BloodImage_00407_jpg.rf.bfd06dc020ea6cf3df8ecc8809dd29b6.txt \n", - " extracting: train/BloodImage_00408_jpg.rf.080ed677663fc4119c3618ad0a7a87ab.jpg \n", - " extracting: train/BloodImage_00408_jpg.rf.080ed677663fc4119c3618ad0a7a87ab.txt \n", - " extracting: train/BloodImage_00409_jpg.rf.07399e04e5384fb02b947ea025eb3cd0.jpg \n", - " extracting: train/BloodImage_00409_jpg.rf.07399e04e5384fb02b947ea025eb3cd0.txt \n", - " extracting: train/_darknet.labels \n", - " creating: valid/\n", - " extracting: valid/BloodImage_00000_jpg.rf.3aa7a653c80726cbb25447cb697ad7a4.jpg \n", - " extracting: valid/BloodImage_00000_jpg.rf.3aa7a653c80726cbb25447cb697ad7a4.txt \n", - " extracting: valid/BloodImage_00004_jpg.rf.5abe41b92c2d446545da27876795e4ec.jpg \n", - " extracting: valid/BloodImage_00004_jpg.rf.5abe41b92c2d446545da27876795e4ec.txt \n", - " extracting: valid/BloodImage_00012_jpg.rf.427cf7c80c315e412e52ca2bcc0daa30.jpg \n", - " extracting: valid/BloodImage_00012_jpg.rf.427cf7c80c315e412e52ca2bcc0daa30.txt \n", - " extracting: valid/BloodImage_00017_jpg.rf.6ea3d63ae24abe3c42a9b6192dbba5a4.jpg \n", - " extracting: valid/BloodImage_00017_jpg.rf.6ea3d63ae24abe3c42a9b6192dbba5a4.txt \n", - " extracting: valid/BloodImage_00021_jpg.rf.a5330c5a9f79a73c6e526244171cf77b.jpg \n", - " extracting: valid/BloodImage_00021_jpg.rf.a5330c5a9f79a73c6e526244171cf77b.txt \n", - " extracting: valid/BloodImage_00026_jpg.rf.7937b64ebbc36c4e543219b113a85501.jpg \n", - " extracting: valid/BloodImage_00026_jpg.rf.7937b64ebbc36c4e543219b113a85501.txt \n", - " extracting: valid/BloodImage_00050_jpg.rf.41b081af31e41aec98eb77297ced3caa.jpg \n", - " extracting: valid/BloodImage_00050_jpg.rf.41b081af31e41aec98eb77297ced3caa.txt \n", - " extracting: valid/BloodImage_00057_jpg.rf.f7f41df6357d9be574288e87bf5a48d7.jpg \n", - " extracting: valid/BloodImage_00057_jpg.rf.f7f41df6357d9be574288e87bf5a48d7.txt \n", - " extracting: valid/BloodImage_00063_jpg.rf.a1a159550894e64ac69bc4c16ac58141.jpg \n", - " extracting: valid/BloodImage_00063_jpg.rf.a1a159550894e64ac69bc4c16ac58141.txt \n", - " extracting: valid/BloodImage_00069_jpg.rf.db092f500d30b49d143816202c511b9b.jpg \n", - " extracting: valid/BloodImage_00069_jpg.rf.db092f500d30b49d143816202c511b9b.txt \n", - " extracting: valid/BloodImage_00070_jpg.rf.b4fb3f14cc12d19aa8e7d2282fea7617.jpg \n", - " extracting: valid/BloodImage_00070_jpg.rf.b4fb3f14cc12d19aa8e7d2282fea7617.txt \n", - " extracting: valid/BloodImage_00071_jpg.rf.5fc48a8a54bdf5acd454fc2deb53d5c9.jpg \n", - " extracting: valid/BloodImage_00071_jpg.rf.5fc48a8a54bdf5acd454fc2deb53d5c9.txt \n", - " extracting: valid/BloodImage_00075_jpg.rf.61ef0160b81e5058d559b0cd90050820.jpg \n", - " extracting: valid/BloodImage_00075_jpg.rf.61ef0160b81e5058d559b0cd90050820.txt \n", - " extracting: valid/BloodImage_00076_jpg.rf.8f437a1c177a8400c0a4343ffce1935f.jpg \n", - " extracting: valid/BloodImage_00076_jpg.rf.8f437a1c177a8400c0a4343ffce1935f.txt \n", - " extracting: valid/BloodImage_00086_jpg.rf.df8471af37e3a15f2eff9d3c7c5e6db0.jpg \n", - " extracting: valid/BloodImage_00086_jpg.rf.df8471af37e3a15f2eff9d3c7c5e6db0.txt \n", - " extracting: valid/BloodImage_00092_jpg.rf.e11aa418b64c8b6a3ba41ca184dc3b26.jpg \n", - " extracting: valid/BloodImage_00092_jpg.rf.e11aa418b64c8b6a3ba41ca184dc3b26.txt \n", - " extracting: valid/BloodImage_00093_jpg.rf.dc8a5b88bd84b2f60c36a92e01650b30.jpg \n", - " extracting: valid/BloodImage_00093_jpg.rf.dc8a5b88bd84b2f60c36a92e01650b30.txt \n", - " extracting: valid/BloodImage_00104_jpg.rf.2ec5cb75581036d33efb68c2898f15f1.jpg \n", - " extracting: valid/BloodImage_00104_jpg.rf.2ec5cb75581036d33efb68c2898f15f1.txt \n", - " extracting: valid/BloodImage_00107_jpg.rf.00b6520c219ea6e922de40ca6bfa4009.jpg \n", - " extracting: valid/BloodImage_00107_jpg.rf.00b6520c219ea6e922de40ca6bfa4009.txt \n", - " extracting: valid/BloodImage_00108_jpg.rf.bd98a88ae6f4c36685e9afe60a66dc07.jpg \n", - " extracting: valid/BloodImage_00108_jpg.rf.bd98a88ae6f4c36685e9afe60a66dc07.txt \n", - " extracting: valid/BloodImage_00109_jpg.rf.52f1c330446c3c424684e4d12a6c8bfa.jpg \n", - " extracting: valid/BloodImage_00109_jpg.rf.52f1c330446c3c424684e4d12a6c8bfa.txt \n", - " extracting: valid/BloodImage_00110_jpg.rf.0d0e768475c16aaca2b7cd8d88647bef.jpg \n", - " extracting: valid/BloodImage_00110_jpg.rf.0d0e768475c16aaca2b7cd8d88647bef.txt \n", - " extracting: valid/BloodImage_00123_jpg.rf.95abb6aab1bd67cf8339c23c060f4329.jpg \n", - " extracting: valid/BloodImage_00123_jpg.rf.95abb6aab1bd67cf8339c23c060f4329.txt \n", - " extracting: valid/BloodImage_00126_jpg.rf.b9ced9374b652616c9abfa563340ad8f.jpg \n", - " extracting: valid/BloodImage_00126_jpg.rf.b9ced9374b652616c9abfa563340ad8f.txt \n", - " extracting: valid/BloodImage_00127_jpg.rf.3f6dcb7c8f7c879500ca02ca0cf0560b.jpg \n", - " extracting: valid/BloodImage_00127_jpg.rf.3f6dcb7c8f7c879500ca02ca0cf0560b.txt \n", - " extracting: valid/BloodImage_00130_jpg.rf.957bac5f70900739553002f2785a05f6.jpg \n", - " extracting: valid/BloodImage_00130_jpg.rf.957bac5f70900739553002f2785a05f6.txt \n", - " extracting: valid/BloodImage_00135_jpg.rf.013734f914cafcbb4697bb45f3b51b14.jpg \n", - " extracting: valid/BloodImage_00135_jpg.rf.013734f914cafcbb4697bb45f3b51b14.txt \n", - " extracting: valid/BloodImage_00141_jpg.rf.1cdac383e5c96688efd3be47f4a68a7b.jpg \n", - " extracting: valid/BloodImage_00141_jpg.rf.1cdac383e5c96688efd3be47f4a68a7b.txt \n", - " extracting: valid/BloodImage_00161_jpg.rf.ef350baedf3cbe5f75dea76b02b2ff15.jpg \n", - " extracting: valid/BloodImage_00161_jpg.rf.ef350baedf3cbe5f75dea76b02b2ff15.txt \n", - " extracting: valid/BloodImage_00182_jpg.rf.97ea83e97b1a0a2a4fc276cc1c21aaac.jpg \n", - " extracting: valid/BloodImage_00182_jpg.rf.97ea83e97b1a0a2a4fc276cc1c21aaac.txt \n", - " extracting: valid/BloodImage_00183_jpg.rf.c50a3e8b469ed94ff2868c7cd91ca226.jpg \n", - " extracting: valid/BloodImage_00183_jpg.rf.c50a3e8b469ed94ff2868c7cd91ca226.txt \n", - " extracting: valid/BloodImage_00187_jpg.rf.b7313efba5142b0ab554bf9858174c2e.jpg \n", - " extracting: valid/BloodImage_00187_jpg.rf.b7313efba5142b0ab554bf9858174c2e.txt \n", - " extracting: valid/BloodImage_00205_jpg.rf.889fc1f80d77cf8f4adf32ca5fab8858.jpg \n", - " extracting: valid/BloodImage_00205_jpg.rf.889fc1f80d77cf8f4adf32ca5fab8858.txt \n", - " extracting: valid/BloodImage_00211_jpg.rf.526b43172b7bb6aa3943255906bbb2e3.jpg \n", - " extracting: valid/BloodImage_00211_jpg.rf.526b43172b7bb6aa3943255906bbb2e3.txt \n", - " extracting: valid/BloodImage_00216_jpg.rf.195f7ad40674b8de4777ef80ab918882.jpg \n", - " extracting: valid/BloodImage_00216_jpg.rf.195f7ad40674b8de4777ef80ab918882.txt \n", - " extracting: valid/BloodImage_00217_jpg.rf.5536b798a73000bea3a6c6db9fc613e4.jpg \n", - " extracting: valid/BloodImage_00217_jpg.rf.5536b798a73000bea3a6c6db9fc613e4.txt \n", - " extracting: valid/BloodImage_00221_jpg.rf.949f34eb0477e5d7c19f94cb4e32d5a5.jpg \n", - " extracting: valid/BloodImage_00221_jpg.rf.949f34eb0477e5d7c19f94cb4e32d5a5.txt \n", - " extracting: valid/BloodImage_00225_jpg.rf.1ee0fa1432d3a5484a4d946a5a0bbda3.jpg \n", - " extracting: valid/BloodImage_00225_jpg.rf.1ee0fa1432d3a5484a4d946a5a0bbda3.txt \n", - " extracting: valid/BloodImage_00228_jpg.rf.111186a1cfd183edefe928d8d0205179.jpg \n", - " extracting: valid/BloodImage_00228_jpg.rf.111186a1cfd183edefe928d8d0205179.txt \n", - " extracting: valid/BloodImage_00245_jpg.rf.826f18f0f09221813c3895972842198a.jpg \n", - " extracting: valid/BloodImage_00245_jpg.rf.826f18f0f09221813c3895972842198a.txt \n", - " extracting: valid/BloodImage_00246_jpg.rf.0db836a82f49eb424a68ed4f13af0f76.jpg \n", - " extracting: valid/BloodImage_00246_jpg.rf.0db836a82f49eb424a68ed4f13af0f76.txt \n", - " extracting: valid/BloodImage_00252_jpg.rf.cd5ca37fc581f373cada4297a6c0e5ef.jpg \n", - " extracting: valid/BloodImage_00252_jpg.rf.cd5ca37fc581f373cada4297a6c0e5ef.txt \n", - " extracting: valid/BloodImage_00258_jpg.rf.f0081a194a94d488b855f6f9692d8c74.jpg \n", - " extracting: valid/BloodImage_00258_jpg.rf.f0081a194a94d488b855f6f9692d8c74.txt \n", - " extracting: valid/BloodImage_00259_jpg.rf.da944c073232164e4ccae44e6b183860.jpg \n", - " extracting: valid/BloodImage_00259_jpg.rf.da944c073232164e4ccae44e6b183860.txt \n", - " extracting: valid/BloodImage_00263_jpg.rf.1836ce652322fbd8d57ba81f0008e694.jpg \n", - " extracting: valid/BloodImage_00263_jpg.rf.1836ce652322fbd8d57ba81f0008e694.txt \n", - " extracting: valid/BloodImage_00270_jpg.rf.e495ce06a313608e169c9720480c4cc7.jpg \n", - " extracting: valid/BloodImage_00270_jpg.rf.e495ce06a313608e169c9720480c4cc7.txt \n", - " extracting: valid/BloodImage_00272_jpg.rf.b8586a591688b3fb33cfc8de105c8add.jpg \n", - " extracting: valid/BloodImage_00272_jpg.rf.b8586a591688b3fb33cfc8de105c8add.txt \n", - " extracting: valid/BloodImage_00273_jpg.rf.35dfe89de85b458f719aeaaa68846f7d.jpg \n", - " extracting: valid/BloodImage_00273_jpg.rf.35dfe89de85b458f719aeaaa68846f7d.txt \n", - " extracting: valid/BloodImage_00274_jpg.rf.c139abd1792e0ffe07cb82e02a9e031e.jpg \n", - " extracting: valid/BloodImage_00274_jpg.rf.c139abd1792e0ffe07cb82e02a9e031e.txt \n", - " extracting: valid/BloodImage_00276_jpg.rf.ff5ab3a615d8dc715314b4cf6a0ff6ce.jpg \n", - " extracting: valid/BloodImage_00276_jpg.rf.ff5ab3a615d8dc715314b4cf6a0ff6ce.txt \n", - " extracting: valid/BloodImage_00277_jpg.rf.e03e8b0cb7ba4887ccf226faffa039ea.jpg \n", - " extracting: valid/BloodImage_00277_jpg.rf.e03e8b0cb7ba4887ccf226faffa039ea.txt \n", - " extracting: valid/BloodImage_00281_jpg.rf.7f42dc6a75ba1e4fbcd0b2a2f5301f13.jpg \n", - " extracting: valid/BloodImage_00281_jpg.rf.7f42dc6a75ba1e4fbcd0b2a2f5301f13.txt \n", - " extracting: valid/BloodImage_00296_jpg.rf.629c7d5fba915ebdf8e3e087647e7934.jpg \n", - " extracting: valid/BloodImage_00296_jpg.rf.629c7d5fba915ebdf8e3e087647e7934.txt \n", - " extracting: valid/BloodImage_00297_jpg.rf.a04aa31cd3db26908e42d426aef24c03.jpg \n", - " extracting: valid/BloodImage_00297_jpg.rf.a04aa31cd3db26908e42d426aef24c03.txt \n", - " extracting: valid/BloodImage_00298_jpg.rf.d0aa119c4f394aed0060f52d5a6c3904.jpg \n", - " extracting: valid/BloodImage_00298_jpg.rf.d0aa119c4f394aed0060f52d5a6c3904.txt \n", - " extracting: valid/BloodImage_00300_jpg.rf.9bda3f2dc304d4557d781294e12f2594.jpg \n", - " extracting: valid/BloodImage_00300_jpg.rf.9bda3f2dc304d4557d781294e12f2594.txt \n", - " extracting: valid/BloodImage_00309_jpg.rf.bb892b3140c84836cc095e49e79e0943.jpg \n", - " extracting: valid/BloodImage_00309_jpg.rf.bb892b3140c84836cc095e49e79e0943.txt \n", - " extracting: valid/BloodImage_00315_jpg.rf.2474ef08d570f6ce69c5987c05fc83e0.jpg \n", - " extracting: valid/BloodImage_00315_jpg.rf.2474ef08d570f6ce69c5987c05fc83e0.txt \n", - " extracting: valid/BloodImage_00319_jpg.rf.cbe3e8f5785a021e9ef6464545ea7816.jpg \n", - " extracting: valid/BloodImage_00319_jpg.rf.cbe3e8f5785a021e9ef6464545ea7816.txt \n", - " extracting: valid/BloodImage_00331_jpg.rf.3090709d0964f61d92c48b94aff80084.jpg \n", - " extracting: valid/BloodImage_00331_jpg.rf.3090709d0964f61d92c48b94aff80084.txt \n", - " extracting: valid/BloodImage_00335_jpg.rf.814c79ad38295791ef5d915d0e5cffc4.jpg \n", - " extracting: valid/BloodImage_00335_jpg.rf.814c79ad38295791ef5d915d0e5cffc4.txt \n", - " extracting: valid/BloodImage_00344_jpg.rf.34e5227c60620fad8ff23aaa5e5c69ae.jpg \n", - " extracting: valid/BloodImage_00344_jpg.rf.34e5227c60620fad8ff23aaa5e5c69ae.txt \n", - " extracting: valid/BloodImage_00348_jpg.rf.97ec8c703be56a9f36c004e9178ccdfc.jpg \n", - " extracting: valid/BloodImage_00348_jpg.rf.97ec8c703be56a9f36c004e9178ccdfc.txt \n", - " extracting: valid/BloodImage_00355_jpg.rf.dced7a1203b71b721d22be4617fc96f9.jpg \n", - " extracting: valid/BloodImage_00355_jpg.rf.dced7a1203b71b721d22be4617fc96f9.txt \n", - " extracting: valid/BloodImage_00364_jpg.rf.0125c8f2f2754216d734618e33fda9b1.jpg \n", - " extracting: valid/BloodImage_00364_jpg.rf.0125c8f2f2754216d734618e33fda9b1.txt \n", - " extracting: valid/BloodImage_00371_jpg.rf.73ded480b7b0a0ac05f22e90f4f478ab.jpg \n", - " extracting: valid/BloodImage_00371_jpg.rf.73ded480b7b0a0ac05f22e90f4f478ab.txt \n", - " extracting: valid/BloodImage_00377_jpg.rf.38d0fadf00d8b2355cc8228ff41e0faa.jpg \n", - " extracting: valid/BloodImage_00377_jpg.rf.38d0fadf00d8b2355cc8228ff41e0faa.txt \n", - " extracting: valid/BloodImage_00384_jpg.rf.989105a4bc0c4b0710457d310d62221b.jpg \n", - " extracting: valid/BloodImage_00384_jpg.rf.989105a4bc0c4b0710457d310d62221b.txt \n", - " extracting: valid/BloodImage_00392_jpg.rf.d6c7f1baf550a2d709a1f353cf0021f8.jpg \n", - " extracting: valid/BloodImage_00392_jpg.rf.d6c7f1baf550a2d709a1f353cf0021f8.txt \n", - " extracting: valid/BloodImage_00402_jpg.rf.cd6309adfd39b106d88cbb1517820371.jpg \n", - " extracting: valid/BloodImage_00402_jpg.rf.cd6309adfd39b106d88cbb1517820371.txt \n", - " extracting: valid/BloodImage_00403_jpg.rf.8e73a82ca74b00311385217c70b33b12.jpg \n", - " extracting: valid/BloodImage_00403_jpg.rf.8e73a82ca74b00311385217c70b33b12.txt \n", - " extracting: valid/BloodImage_00404_jpg.rf.c25423833af21b0a1cd2cef70a12bce5.jpg \n", - " extracting: valid/BloodImage_00404_jpg.rf.c25423833af21b0a1cd2cef70a12bce5.txt \n", - " extracting: valid/BloodImage_00410_jpg.rf.ebc1cae591fa39c4465095853a64b1f7.jpg \n", - " extracting: valid/BloodImage_00410_jpg.rf.ebc1cae591fa39c4465095853a64b1f7.txt \n", - " extracting: valid/_darknet.labels \n" - ], - "name": "stdout" + "loading Roboflow workspace...\n", + "loading Roboflow project...\n" + ] + }, + { + "output_type": "stream", + "name": "stderr", + "text": [ + "Downloading Dataset Version Zip in BCCD-4 to darknet:: 100%|██████████| 12985/12985 [00:02<00:00, 6296.71it/s]" + ] + }, + { + "output_type": "stream", + "name": "stdout", + "text": [ + "\n" + ] + }, + { + "output_type": "stream", + "name": "stderr", + "text": [ + "\n", + "Extracting Dataset Version Zip to BCCD-4 in darknet:: 100%|██████████| 1756/1756 [00:00<00:00, 10475.54it/s]\n" + ] } ] }, @@ -1612,7 +983,7 @@ "colab": { "base_uri": "https://localhost:8080/" }, - "outputId": "9a30169f-5811-4eb5-9eb0-0c87f273c47b" + "outputId": "36bf772d-69c9-47b5-94d2-e60e6498a777" }, "source": [ "#Set up training file directories for custom dataset\n", @@ -1651,10 +1022,11 @@ "outputs": [ { "output_type": "stream", + "name": "stdout", "text": [ - "/content/darknet\n" - ], - "name": "stdout" + "/content/darknet\n", + "mkdir: cannot create directory ‘data/obj’: File exists\n" + ] } ] }, @@ -1674,7 +1046,7 @@ "colab": { "base_uri": "https://localhost:8080/" }, - "outputId": "16a58a62-8272-475d-ccfe-3df46e757859" + "outputId": "e9c32f45-1ee4-4d28-9046-ecf78a23ca80" }, "source": [ "#we build config dynamically based on number of classes\n", @@ -1713,10 +1085,10 @@ "outputs": [ { "output_type": "stream", + "name": "stdout", "text": [ "writing config for a custom YOLOv4 detector detecting number of classes: 3\n" - ], - "name": "stdout" + ] } ] }, @@ -2017,10 +1389,10 @@ "colab": { "base_uri": "https://localhost:8080/" }, - "outputId": "eb9974c8-b493-428f-cebd-ca07fd1f4573" + "outputId": "07a91a20-5d81-495a-a3e6-0399ac71ddb8" }, "source": [ - "#here is the file that was just written. \n", + "#here is the file that was just written.\n", "#you may consider adjusting certain things\n", "\n", "#like the number of subdivisions 64 runs faster but Colab GPU may not be big enough\n", @@ -2031,6 +1403,7 @@ "outputs": [ { "output_type": "stream", + "name": "stdout", "text": [ "[net]\n", "# Testing\n", @@ -2310,9 +1683,8 @@ "truth_thresh = 1\n", "random=0\n", "nms_kind=greedynms\n", - "beta_nms=0.6" - ], - "name": "stdout" + "beta_nms=0.6\n" + ] } ] }, @@ -2332,7 +1704,7 @@ "colab": { "base_uri": "https://localhost:8080/" }, - "outputId": "57c010d9-4e31-4f8f-86d3-476b211446c2" + "outputId": "fb0af126-b051-4bec-8a27-1c39a39570fc" }, "source": [ "!./darknet detector train data/obj.data cfg/custom-yolov4-tiny-detector.cfg yolov4-tiny.conv.29 -dont_show -map\n", @@ -2343,5010 +1715,5010 @@ "outputs": [ { "output_type": "stream", + "name": "stdout", "text": [ "\u001b[1;30;43mStreaming output truncated to the last 5000 lines.\u001b[0m\n", - " (next mAP calculation at 5100 iterations) \n", - " Last accuracy mAP@0.5 = 89.02 %, best = 90.42 % \n", - " 5045: 0.872799, 0.996185 avg loss, 0.000261 rate, 0.466129 seconds, 242160 images, 0.144395 hours left\n", - "Loaded: 0.000069 seconds\n", - "\n", - " (next mAP calculation at 5100 iterations) \n", - " Last accuracy mAP@0.5 = 89.02 %, best = 90.42 % \n", - " 5046: 1.129185, 1.009485 avg loss, 0.000261 rate, 0.482515 seconds, 242208 images, 0.144188 hours left\n", - "Loaded: 0.000039 seconds\n", - "\n", - " (next mAP calculation at 5100 iterations) \n", - " Last accuracy mAP@0.5 = 89.02 %, best = 90.42 % \n", - " 5047: 0.770076, 0.985544 avg loss, 0.000261 rate, 0.489937 seconds, 242256 images, 0.144025 hours left\n", - "Loaded: 0.000061 seconds\n", - "\n", - " (next mAP calculation at 5100 iterations) \n", - " Last accuracy mAP@0.5 = 89.02 %, best = 90.42 % \n", - " 5048: 1.169679, 1.003958 avg loss, 0.000261 rate, 0.482795 seconds, 242304 images, 0.143882 hours left\n", - "Loaded: 0.000087 seconds\n", - "\n", - " (next mAP calculation at 5100 iterations) \n", - " Last accuracy mAP@0.5 = 89.02 %, best = 90.42 % \n", - " 5049: 0.943550, 0.997917 avg loss, 0.000261 rate, 0.498132 seconds, 242352 images, 0.143720 hours left\n", - "Loaded: 0.000043 seconds\n", - "\n", - " (next mAP calculation at 5100 iterations) \n", - " Last accuracy mAP@0.5 = 89.02 %, best = 90.42 % \n", - " 5050: 1.153973, 1.013522 avg loss, 0.000261 rate, 0.514602 seconds, 242400 images, 0.143599 hours left\n", - "Loaded: 0.000048 seconds\n", - "\n", - " (next mAP calculation at 5100 iterations) \n", - " Last accuracy mAP@0.5 = 89.02 %, best = 90.42 % \n", - " 5051: 0.932568, 1.005427 avg loss, 0.000261 rate, 0.486067 seconds, 242448 images, 0.143521 hours left\n", - "Loaded: 0.000083 seconds\n", - "\n", - " (next mAP calculation at 5100 iterations) \n", - " Last accuracy mAP@0.5 = 89.02 %, best = 90.42 % \n", - " 5052: 0.942784, 0.999163 avg loss, 0.000261 rate, 0.499494 seconds, 242496 images, 0.143367 hours left\n", - "Loaded: 0.000045 seconds\n", - "\n", - " (next mAP calculation at 5100 iterations) \n", - " Last accuracy mAP@0.5 = 89.02 %, best = 90.42 % \n", - " 5053: 1.039614, 1.003208 avg loss, 0.000261 rate, 0.487767 seconds, 242544 images, 0.143249 hours left\n", - "Loaded: 0.000064 seconds\n", - "\n", - " (next mAP calculation at 5100 iterations) \n", - " Last accuracy mAP@0.5 = 89.02 %, best = 90.42 % \n", - " 5054: 1.019707, 1.004858 avg loss, 0.000261 rate, 0.485681 seconds, 242592 images, 0.143100 hours left\n", - "Loaded: 0.000061 seconds\n", - "\n", - " (next mAP calculation at 5100 iterations) \n", - " Last accuracy mAP@0.5 = 89.02 %, best = 90.42 % \n", - " 5055: 0.837085, 0.988081 avg loss, 0.000261 rate, 0.487145 seconds, 242640 images, 0.142945 hours left\n", - "Loaded: 0.000045 seconds\n", - "\n", - " (next mAP calculation at 5100 iterations) \n", - " Last accuracy mAP@0.5 = 89.02 %, best = 90.42 % \n", - " 5056: 0.824184, 0.971691 avg loss, 0.000261 rate, 0.487324 seconds, 242688 images, 0.142795 hours left\n", - "Loaded: 0.000044 seconds\n", - "\n", - " (next mAP calculation at 5100 iterations) \n", - " Last accuracy mAP@0.5 = 89.02 %, best = 90.42 % \n", - " 5057: 1.081469, 0.982669 avg loss, 0.000261 rate, 0.479556 seconds, 242736 images, 0.142645 hours left\n", - "Loaded: 0.000046 seconds\n", - "\n", - " (next mAP calculation at 5100 iterations) \n", - " Last accuracy mAP@0.5 = 89.02 %, best = 90.42 % \n", - " 5058: 1.039356, 0.988337 avg loss, 0.000261 rate, 0.480447 seconds, 242784 images, 0.142475 hours left\n", - "Loaded: 0.000045 seconds\n", - "\n", - " (next mAP calculation at 5100 iterations) \n", - " Last accuracy mAP@0.5 = 89.02 %, best = 90.42 % \n", - " 5059: 0.901628, 0.979666 avg loss, 0.000261 rate, 0.476304 seconds, 242832 images, 0.142307 hours left\n", - "Loaded: 0.000042 seconds\n", - "\n", - " (next mAP calculation at 5100 iterations) \n", - " Last accuracy mAP@0.5 = 89.02 %, best = 90.42 % \n", - " 5060: 0.775540, 0.959254 avg loss, 0.000261 rate, 0.494391 seconds, 242880 images, 0.142129 hours left\n", - "Loaded: 0.000047 seconds\n", - "\n", - " (next mAP calculation at 5100 iterations) \n", - " Last accuracy mAP@0.5 = 89.02 %, best = 90.42 % \n", - " 5061: 1.254384, 0.988767 avg loss, 0.000261 rate, 0.499423 seconds, 242928 images, 0.141999 hours left\n", - "Loaded: 0.000055 seconds\n", - "\n", - " (next mAP calculation at 5100 iterations) \n", - " Last accuracy mAP@0.5 = 89.02 %, best = 90.42 % \n", - " 5062: 1.033128, 0.993203 avg loss, 0.000261 rate, 0.480497 seconds, 242976 images, 0.141882 hours left\n", - "Loaded: 0.000068 seconds\n", - "\n", - " (next mAP calculation at 5100 iterations) \n", - " Last accuracy mAP@0.5 = 89.02 %, best = 90.42 % \n", - " 5063: 0.977642, 0.991647 avg loss, 0.000261 rate, 0.498504 seconds, 243024 images, 0.141715 hours left\n", - "Loaded: 0.000045 seconds\n", - "\n", - " (next mAP calculation at 5100 iterations) \n", - " Last accuracy mAP@0.5 = 89.02 %, best = 90.42 % \n", - " 5064: 0.970947, 0.989577 avg loss, 0.000261 rate, 0.503014 seconds, 243072 images, 0.141596 hours left\n", - "Loaded: 0.000071 seconds\n", - "\n", - " (next mAP calculation at 5100 iterations) \n", - " Last accuracy mAP@0.5 = 89.02 %, best = 90.42 % \n", - " 5065: 0.894561, 0.980075 avg loss, 0.000261 rate, 0.486122 seconds, 243120 images, 0.141488 hours left\n", - "Loaded: 0.000070 seconds\n", - "\n", - " (next mAP calculation at 5100 iterations) \n", - " Last accuracy mAP@0.5 = 89.02 %, best = 90.42 % \n", - " 5066: 0.872874, 0.969355 avg loss, 0.000261 rate, 0.500004 seconds, 243168 images, 0.141336 hours left\n", - "Loaded: 0.000070 seconds\n", - "\n", - " (next mAP calculation at 5100 iterations) \n", - " Last accuracy mAP@0.5 = 89.02 %, best = 90.42 % \n", - " 5067: 1.088176, 0.981237 avg loss, 0.000261 rate, 0.512437 seconds, 243216 images, 0.141220 hours left\n", - "Loaded: 0.000061 seconds\n", - "\n", - " (next mAP calculation at 5100 iterations) \n", - " Last accuracy mAP@0.5 = 89.02 %, best = 90.42 % \n", - " 5068: 1.145372, 0.997651 avg loss, 0.000261 rate, 0.504427 seconds, 243264 images, 0.141136 hours left\n", - "Loaded: 0.000105 seconds\n", - "\n", - " (next mAP calculation at 5100 iterations) \n", - " Last accuracy mAP@0.5 = 89.02 %, best = 90.42 % \n", - " 5069: 1.065959, 1.004482 avg loss, 0.000261 rate, 0.490836 seconds, 243312 images, 0.141031 hours left\n", - "Loaded: 0.000043 seconds\n", - "\n", - " (next mAP calculation at 5100 iterations) \n", - " Last accuracy mAP@0.5 = 89.02 %, best = 90.42 % \n", - " 5070: 1.202245, 1.024258 avg loss, 0.000261 rate, 0.493629 seconds, 243360 images, 0.140890 hours left\n", - "Loaded: 0.000071 seconds\n", - "\n", - " (next mAP calculation at 5100 iterations) \n", - " Last accuracy mAP@0.5 = 89.02 %, best = 90.42 % \n", - " 5071: 1.219798, 1.043812 avg loss, 0.000261 rate, 0.482213 seconds, 243408 images, 0.140756 hours left\n", - "Loaded: 0.000084 seconds\n", - "\n", - " (next mAP calculation at 5100 iterations) \n", - " Last accuracy mAP@0.5 = 89.02 %, best = 90.42 % \n", - " 5072: 0.746207, 1.014051 avg loss, 0.000261 rate, 0.489848 seconds, 243456 images, 0.140593 hours left\n", - "Loaded: 0.000045 seconds\n", - "\n", - " (next mAP calculation at 5100 iterations) \n", - " Last accuracy mAP@0.5 = 89.02 %, best = 90.42 % \n", - " 5073: 0.925953, 1.005242 avg loss, 0.000261 rate, 0.501729 seconds, 243504 images, 0.140450 hours left\n", - "Loaded: 0.000055 seconds\n", - "\n", - " (next mAP calculation at 5100 iterations) \n", - " Last accuracy mAP@0.5 = 89.02 %, best = 90.42 % \n", - " 5074: 1.180349, 1.022752 avg loss, 0.000261 rate, 0.486384 seconds, 243552 images, 0.140338 hours left\n", - "Loaded: 0.000052 seconds\n", - "\n", - " (next mAP calculation at 5100 iterations) \n", - " Last accuracy mAP@0.5 = 89.02 %, best = 90.42 % \n", - " 5075: 1.017190, 1.022196 avg loss, 0.000261 rate, 0.479585 seconds, 243600 images, 0.140186 hours left\n", - "Loaded: 0.000068 seconds\n", - "\n", - " (next mAP calculation at 5100 iterations) \n", - " Last accuracy mAP@0.5 = 89.02 %, best = 90.42 % \n", - " 5076: 0.980725, 1.018049 avg loss, 0.000261 rate, 0.479851 seconds, 243648 images, 0.140016 hours left\n", - "Loaded: 0.000114 seconds\n", - "\n", - " (next mAP calculation at 5100 iterations) \n", - " Last accuracy mAP@0.5 = 89.02 %, best = 90.42 % \n", - " 5077: 0.842118, 1.000456 avg loss, 0.000261 rate, 0.508004 seconds, 243696 images, 0.139848 hours left\n", - "Loaded: 0.000044 seconds\n", - "\n", - " (next mAP calculation at 5100 iterations) \n", - " Last accuracy mAP@0.5 = 89.02 %, best = 90.42 % \n", - " 5078: 1.099892, 1.010399 avg loss, 0.000261 rate, 0.490733 seconds, 243744 images, 0.139752 hours left\n", - "Loaded: 0.000068 seconds\n", - "\n", - " (next mAP calculation at 5100 iterations) \n", - " Last accuracy mAP@0.5 = 89.02 %, best = 90.42 % \n", - " 5079: 1.084838, 1.017843 avg loss, 0.000261 rate, 0.501488 seconds, 243792 images, 0.139612 hours left\n", - "Loaded: 0.000076 seconds\n", - "\n", - " (next mAP calculation at 5100 iterations) \n", - " Last accuracy mAP@0.5 = 89.02 %, best = 90.42 % \n", - " 5080: 1.106287, 1.026688 avg loss, 0.000261 rate, 0.476977 seconds, 243840 images, 0.139499 hours left\n", - "Loaded: 0.000079 seconds\n", - "\n", - " (next mAP calculation at 5100 iterations) \n", - " Last accuracy mAP@0.5 = 89.02 %, best = 90.42 % \n", - " 5081: 0.949897, 1.019009 avg loss, 0.000261 rate, 0.497900 seconds, 243888 images, 0.139323 hours left\n", - "Loaded: 0.000150 seconds\n", - "\n", - " (next mAP calculation at 5100 iterations) \n", - " Last accuracy mAP@0.5 = 89.02 %, best = 90.42 % \n", - " 5082: 1.120495, 1.029157 avg loss, 0.000261 rate, 0.473417 seconds, 243936 images, 0.139201 hours left\n", - "Loaded: 0.000090 seconds\n", - "\n", - " (next mAP calculation at 5100 iterations) \n", - " Last accuracy mAP@0.5 = 89.02 %, best = 90.42 % \n", - " 5083: 0.908797, 1.017121 avg loss, 0.000261 rate, 0.472664 seconds, 243984 images, 0.139017 hours left\n", - "Loaded: 0.000059 seconds\n", - "\n", - " (next mAP calculation at 5100 iterations) \n", - " Last accuracy mAP@0.5 = 89.02 %, best = 90.42 % \n", - " 5084: 0.756580, 0.991067 avg loss, 0.000261 rate, 0.469141 seconds, 244032 images, 0.138831 hours left\n", - "Loaded: 0.000045 seconds\n", - "\n", - " (next mAP calculation at 5100 iterations) \n", - " Last accuracy mAP@0.5 = 89.02 %, best = 90.42 % \n", - " 5085: 1.132156, 1.005176 avg loss, 0.000261 rate, 0.482185 seconds, 244080 images, 0.138636 hours left\n", - "Loaded: 0.000047 seconds\n", - "\n", - " (next mAP calculation at 5100 iterations) \n", - " Last accuracy mAP@0.5 = 89.02 %, best = 90.42 % \n", - " 5086: 0.836149, 0.988273 avg loss, 0.000261 rate, 0.488660 seconds, 244128 images, 0.138476 hours left\n", - "Loaded: 0.000053 seconds\n", - "\n", - " (next mAP calculation at 5100 iterations) \n", - " Last accuracy mAP@0.5 = 89.02 %, best = 90.42 % \n", - " 5087: 1.120977, 1.001544 avg loss, 0.000261 rate, 0.475957 seconds, 244176 images, 0.138332 hours left\n", - "Loaded: 0.000067 seconds\n", - "\n", - " (next mAP calculation at 5100 iterations) \n", - " Last accuracy mAP@0.5 = 89.02 %, best = 90.42 % \n", - " 5088: 0.953867, 0.996776 avg loss, 0.000261 rate, 0.478899 seconds, 244224 images, 0.138156 hours left\n", - "Loaded: 0.000046 seconds\n", - "\n", - " (next mAP calculation at 5100 iterations) \n", - " Last accuracy mAP@0.5 = 89.02 %, best = 90.42 % \n", - " 5089: 0.946479, 0.991746 avg loss, 0.000261 rate, 0.489681 seconds, 244272 images, 0.137987 hours left\n", - "Loaded: 0.000072 seconds\n", - "\n", - " (next mAP calculation at 5100 iterations) \n", - " Last accuracy mAP@0.5 = 89.02 %, best = 90.42 % \n", - " 5090: 1.002489, 0.992821 avg loss, 0.000261 rate, 0.470752 seconds, 244320 images, 0.137847 hours left\n", - "Loaded: 0.000059 seconds\n", - "\n", - " (next mAP calculation at 5100 iterations) \n", - " Last accuracy mAP@0.5 = 89.02 %, best = 90.42 % \n", - " 5091: 0.865602, 0.980099 avg loss, 0.000261 rate, 0.495661 seconds, 244368 images, 0.137659 hours left\n", - "Loaded: 0.000044 seconds\n", - "\n", - " (next mAP calculation at 5100 iterations) \n", - " Last accuracy mAP@0.5 = 89.02 %, best = 90.42 % \n", - " 5092: 0.901513, 0.972240 avg loss, 0.000261 rate, 0.486183 seconds, 244416 images, 0.137534 hours left\n", - "Loaded: 0.000099 seconds\n", - "\n", - " (next mAP calculation at 5100 iterations) \n", - " Last accuracy mAP@0.5 = 89.02 %, best = 90.42 % \n", - " 5093: 1.127630, 0.987779 avg loss, 0.000261 rate, 0.499107 seconds, 244464 images, 0.137385 hours left\n", - "Loaded: 0.000115 seconds\n", - "\n", - " (next mAP calculation at 5100 iterations) \n", - " Last accuracy mAP@0.5 = 89.02 %, best = 90.42 % \n", - " 5094: 0.803484, 0.969350 avg loss, 0.000261 rate, 0.481881 seconds, 244512 images, 0.137269 hours left\n", - "Loaded: 0.000046 seconds\n", - "\n", - " (next mAP calculation at 5100 iterations) \n", - " Last accuracy mAP@0.5 = 89.02 %, best = 90.42 % \n", - " 5095: 1.115228, 0.983938 avg loss, 0.000261 rate, 0.491555 seconds, 244560 images, 0.137109 hours left\n", - "Loaded: 0.000043 seconds\n", - "\n", - " (next mAP calculation at 5100 iterations) \n", - " Last accuracy mAP@0.5 = 89.02 %, best = 90.42 % \n", - " 5096: 0.927610, 0.978305 avg loss, 0.000261 rate, 0.461504 seconds, 244608 images, 0.136974 hours left\n", - "Loaded: 0.000094 seconds\n", - "\n", - " (next mAP calculation at 5100 iterations) \n", - " Last accuracy mAP@0.5 = 89.02 %, best = 90.42 % \n", - " 5097: 0.831970, 0.963671 avg loss, 0.000261 rate, 0.460928 seconds, 244656 images, 0.136763 hours left\n", - "Loaded: 0.000074 seconds\n", - "\n", - " (next mAP calculation at 5100 iterations) \n", - " Last accuracy mAP@0.5 = 89.02 %, best = 90.42 % \n", - " 5098: 1.028399, 0.970144 avg loss, 0.000261 rate, 0.527115 seconds, 244704 images, 0.136552 hours left\n", - "Loaded: 0.000071 seconds\n", - "\n", - " (next mAP calculation at 5100 iterations) \n", - " Last accuracy mAP@0.5 = 89.02 %, best = 90.42 % \n", - " 5099: 1.032047, 0.976334 avg loss, 0.000261 rate, 0.483872 seconds, 244752 images, 0.136507 hours left\n", - "Loaded: 0.000041 seconds\n", - "\n", - " (next mAP calculation at 5100 iterations) \n", - " Last accuracy mAP@0.5 = 89.02 %, best = 90.42 % \n", - " 5100: 1.030644, 0.981765 avg loss, 0.000261 rate, 0.502585 seconds, 244800 images, 0.136354 hours left\n", - "\n", - " calculation mAP (mean average precision)...\n", - "76\n", - " detections_count = 2564, unique_truth_count = 967 \n", - "class_id = 0, name = Platelets, ap = 86.76% \t (TP = 70, FP = 26) \n", - "class_id = 1, name = RBC, ap = 81.15% \t (TP = 713, FP = 519) \n", - "class_id = 2, name = WBC, ap = 98.92% \t (TP = 72, FP = 3) \n", - "\n", - " for conf_thresh = 0.25, precision = 0.61, recall = 0.88, F1-score = 0.72 \n", - " for conf_thresh = 0.25, TP = 855, FP = 548, FN = 112, average IoU = 50.92 % \n", - "\n", - " IoU threshold = 50 %, used Area-Under-Curve for each unique Recall \n", - " mean average precision (mAP@0.50) = 0.889428, or 88.94 % \n", - "Total Detection Time: 0 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@0.5) = 0.889428 \n", - "Saving weights to backup//custom-yolov4-tiny-detector_last.weights\n", - "Loaded: 0.000066 seconds\n", - "\n", - " (next mAP calculation at 5200 iterations) \n", - " Last accuracy mAP@0.5 = 88.94 %, best = 90.42 % \n", - " 5101: 1.151008, 0.998690 avg loss, 0.000261 rate, 0.482139 seconds, 244848 images, 0.137453 hours left\n", - "Loaded: 0.000059 seconds\n", - "\n", - " (next mAP calculation at 5200 iterations) \n", - " Last accuracy mAP@0.5 = 88.94 %, best = 90.42 % \n", - " 5102: 1.056778, 1.004498 avg loss, 0.000261 rate, 0.514719 seconds, 244896 images, 0.137283 hours left\n", - "Loaded: 0.000046 seconds\n", - "\n", - " (next mAP calculation at 5200 iterations) \n", - " Last accuracy mAP@0.5 = 88.94 %, best = 90.42 % \n", - " 5103: 0.896842, 0.993733 avg loss, 0.000261 rate, 0.491616 seconds, 244944 images, 0.137194 hours left\n", - "Loaded: 0.000074 seconds\n", - "\n", - " (next mAP calculation at 5200 iterations) \n", - " Last accuracy mAP@0.5 = 88.94 %, best = 90.42 % \n", - " 5104: 0.818407, 0.976200 avg loss, 0.000261 rate, 0.484060 seconds, 244992 images, 0.137048 hours left\n", - "Loaded: 0.000106 seconds\n", - "\n", - " (next mAP calculation at 5200 iterations) \n", - " Last accuracy mAP@0.5 = 88.94 %, best = 90.42 % \n", - " 5105: 0.798382, 0.958418 avg loss, 0.000261 rate, 0.488725 seconds, 245040 images, 0.136882 hours left\n", - "Loaded: 0.000045 seconds\n", - "\n", - " (next mAP calculation at 5200 iterations) \n", - " Last accuracy mAP@0.5 = 88.94 %, best = 90.42 % \n", - " 5106: 1.049274, 0.967504 avg loss, 0.000261 rate, 0.478219 seconds, 245088 images, 0.136729 hours left\n", - "Loaded: 0.000051 seconds\n", - "\n", - " (next mAP calculation at 5200 iterations) \n", - " Last accuracy mAP@0.5 = 88.94 %, best = 90.42 % \n", - " 5107: 0.945317, 0.965285 avg loss, 0.000261 rate, 0.486253 seconds, 245136 images, 0.136549 hours left\n", - "Loaded: 0.000046 seconds\n", - "\n", - " (next mAP calculation at 5200 iterations) \n", - " Last accuracy mAP@0.5 = 88.94 %, best = 90.42 % \n", - " 5108: 1.032423, 0.971999 avg loss, 0.000261 rate, 0.488247 seconds, 245184 images, 0.136390 hours left\n", - "Loaded: 0.000047 seconds\n", - "\n", - " (next mAP calculation at 5200 iterations) \n", - " Last accuracy mAP@0.5 = 88.94 %, best = 90.42 % \n", - " 5109: 1.133228, 0.988122 avg loss, 0.000261 rate, 0.493771 seconds, 245232 images, 0.136236 hours left\n", - "Loaded: 0.000046 seconds\n", - "\n", - " (next mAP calculation at 5200 iterations) \n", - " Last accuracy mAP@0.5 = 88.94 %, best = 90.42 % \n", - " 5110: 0.839424, 0.973252 avg loss, 0.000261 rate, 0.478645 seconds, 245280 images, 0.136096 hours left\n", - "Loaded: 0.000041 seconds\n", - "\n", - " (next mAP calculation at 5200 iterations) \n", - " Last accuracy mAP@0.5 = 88.94 %, best = 90.42 % \n", - " 5111: 1.030916, 0.979019 avg loss, 0.000261 rate, 0.519059 seconds, 245328 images, 0.135918 hours left\n", - "Loaded: 0.000051 seconds\n", - "\n", - " (next mAP calculation at 5200 iterations) \n", - " Last accuracy mAP@0.5 = 88.94 %, best = 90.42 % \n", - " 5112: 0.997758, 0.980893 avg loss, 0.000261 rate, 0.500126 seconds, 245376 images, 0.135841 hours left\n", - "Loaded: 0.000056 seconds\n", - "\n", - " (next mAP calculation at 5200 iterations) \n", - " Last accuracy mAP@0.5 = 88.94 %, best = 90.42 % \n", - " 5113: 0.957194, 0.978523 avg loss, 0.000261 rate, 0.481979 seconds, 245424 images, 0.135716 hours left\n", + " total_bbox = 313060, rewritten_bbox = 0.280138 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.368046), count: 21, class_loss = 6.646310, iou_loss = 1.927965, total_loss = 8.574275 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.561875), count: 23, class_loss = 9.467501, iou_loss = 5.631906, total_loss = 15.099406 \n", + " total_bbox = 313104, rewritten_bbox = 0.280099 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.428927), count: 22, class_loss = 7.687116, iou_loss = 2.657923, total_loss = 10.345038 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.569324), count: 22, class_loss = 9.322156, iou_loss = 4.176592, total_loss = 13.498748 \n", + " total_bbox = 313148, rewritten_bbox = 0.280059 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.465772), count: 19, class_loss = 6.446281, iou_loss = 2.420840, total_loss = 8.867122 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.599639), count: 21, class_loss = 9.718015, iou_loss = 5.639432, total_loss = 15.357447 \n", + " total_bbox = 313188, rewritten_bbox = 0.280023 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.411716), count: 20, class_loss = 7.167544, iou_loss = 1.921107, total_loss = 9.088652 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.599247), count: 20, class_loss = 7.517939, iou_loss = 7.921162, total_loss = 15.439100 \n", + " total_bbox = 313228, rewritten_bbox = 0.279988 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.403194), count: 18, class_loss = 6.822085, iou_loss = 1.397787, total_loss = 8.219872 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.558764), count: 17, class_loss = 6.644949, iou_loss = 4.331386, total_loss = 10.976335 \n", + " total_bbox = 313263, rewritten_bbox = 0.279956 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.413759), count: 21, class_loss = 7.986025, iou_loss = 1.568395, total_loss = 9.554420 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.505652), count: 25, class_loss = 9.793200, iou_loss = 5.166698, total_loss = 14.959899 \n", + " total_bbox = 313309, rewritten_bbox = 0.279915 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.364599), count: 13, class_loss = 5.417657, iou_loss = 1.062019, total_loss = 6.479677 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.556153), count: 20, class_loss = 10.739657, iou_loss = 6.643102, total_loss = 17.382759 \n", + " total_bbox = 313342, rewritten_bbox = 0.279886 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.502819), count: 16, class_loss = 5.104495, iou_loss = 1.978789, total_loss = 7.083284 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.586785), count: 20, class_loss = 9.136753, iou_loss = 5.034920, total_loss = 14.171673 \n", + " total_bbox = 313378, rewritten_bbox = 0.279854 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.377593), count: 13, class_loss = 4.955046, iou_loss = 0.948407, total_loss = 5.903452 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.526389), count: 15, class_loss = 6.994613, iou_loss = 3.097076, total_loss = 10.091689 \n", + " total_bbox = 313406, rewritten_bbox = 0.279829 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.527080), count: 23, class_loss = 6.959192, iou_loss = 2.725756, total_loss = 9.684948 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.562707), count: 23, class_loss = 9.913598, iou_loss = 7.542670, total_loss = 17.456268 \n", + " total_bbox = 313452, rewritten_bbox = 0.279788 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.454809), count: 17, class_loss = 4.944551, iou_loss = 1.926090, total_loss = 6.870641 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.569412), count: 26, class_loss = 11.817683, iou_loss = 7.634088, total_loss = 19.451771 \n", + " total_bbox = 313495, rewritten_bbox = 0.279749 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.445106), count: 14, class_loss = 7.527537, iou_loss = 1.065295, total_loss = 8.592833 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.475398), count: 11, class_loss = 6.356523, iou_loss = 2.140418, total_loss = 8.496941 \n", + " total_bbox = 313520, rewritten_bbox = 0.279727 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.491523), count: 18, class_loss = 7.677011, iou_loss = 2.256435, total_loss = 9.933446 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.555495), count: 21, class_loss = 10.556902, iou_loss = 4.803053, total_loss = 15.359955 \n", + " total_bbox = 313559, rewritten_bbox = 0.279692 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.379081), count: 23, class_loss = 7.215031, iou_loss = 2.008130, total_loss = 9.223161 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.569788), count: 29, class_loss = 14.615739, iou_loss = 9.892510, total_loss = 24.508249 \n", + " total_bbox = 313611, rewritten_bbox = 0.280284 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.438819), count: 18, class_loss = 7.402582, iou_loss = 1.465868, total_loss = 8.868449 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.528351), count: 20, class_loss = 9.417451, iou_loss = 8.538493, total_loss = 17.955944 \n", + " total_bbox = 313649, rewritten_bbox = 0.280250 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.409582), count: 27, class_loss = 9.878335, iou_loss = 2.321590, total_loss = 12.199925 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.447351), count: 34, class_loss = 18.184034, iou_loss = 6.101192, total_loss = 24.285227 \n", + " total_bbox = 313710, rewritten_bbox = 0.280195 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.340442), count: 13, class_loss = 6.476216, iou_loss = 1.039502, total_loss = 7.515718 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.463458), count: 32, class_loss = 19.202169, iou_loss = 8.253428, total_loss = 27.455597 \n", + " total_bbox = 313755, rewritten_bbox = 0.280474 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.381914), count: 13, class_loss = 6.260471, iou_loss = 0.887250, total_loss = 7.147721 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.438893), count: 10, class_loss = 5.263966, iou_loss = 3.557683, total_loss = 8.821650 \n", + " total_bbox = 313778, rewritten_bbox = 0.280453 % \n", + "\n", + " (next mAP calculation at 1000 iterations) \u001b[H\u001b[J335/6000: loss=8.9 hours left=1.2\u0007\n", + " 335: 8.859853, 8.697432 avg loss, 0.000033 rate, 0.652119 seconds, 16080 images, 1.164396 hours left\n", + "Loaded: 0.000033 seconds\n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.374213), count: 10, class_loss = 5.265915, iou_loss = 0.423930, total_loss = 5.689845 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.461172), count: 13, class_loss = 8.940124, iou_loss = 4.172511, total_loss = 13.112635 \n", + " total_bbox = 313801, rewritten_bbox = 0.280432 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.478720), count: 15, class_loss = 6.033105, iou_loss = 2.718689, total_loss = 8.751795 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.541624), count: 25, class_loss = 11.932977, iou_loss = 9.113111, total_loss = 21.046087 \n", + " total_bbox = 313841, rewritten_bbox = 0.280397 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.376602), count: 14, class_loss = 5.994879, iou_loss = 0.933709, total_loss = 6.928588 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.551416), count: 20, class_loss = 9.266245, iou_loss = 8.136091, total_loss = 17.402336 \n", + " total_bbox = 313875, rewritten_bbox = 0.280366 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.403561), count: 14, class_loss = 6.132010, iou_loss = 1.623812, total_loss = 7.755822 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.534642), count: 17, class_loss = 7.996624, iou_loss = 3.843374, total_loss = 11.839997 \n", + " total_bbox = 313906, rewritten_bbox = 0.280339 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.396741), count: 21, class_loss = 7.950372, iou_loss = 1.990123, total_loss = 9.940495 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.471275), count: 26, class_loss = 11.764268, iou_loss = 4.169420, total_loss = 15.933688 \n", + " total_bbox = 313953, rewritten_bbox = 0.280297 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.444773), count: 16, class_loss = 5.169107, iou_loss = 1.754983, total_loss = 6.924090 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.610155), count: 24, class_loss = 10.274044, iou_loss = 7.279041, total_loss = 17.553085 \n", + " total_bbox = 313993, rewritten_bbox = 0.280261 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.383193), count: 23, class_loss = 6.857630, iou_loss = 1.568914, total_loss = 8.426544 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.550233), count: 28, class_loss = 10.343934, iou_loss = 6.346553, total_loss = 16.690487 \n", + " total_bbox = 314043, rewritten_bbox = 0.280216 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.409836), count: 17, class_loss = 4.947424, iou_loss = 1.471851, total_loss = 6.419275 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.592261), count: 18, class_loss = 6.722218, iou_loss = 3.658910, total_loss = 10.381128 \n", + " total_bbox = 314078, rewritten_bbox = 0.280185 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.336628), count: 17, class_loss = 7.629750, iou_loss = 0.819597, total_loss = 8.449347 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.523940), count: 21, class_loss = 10.217112, iou_loss = 6.858519, total_loss = 17.075630 \n", + " total_bbox = 314116, rewritten_bbox = 0.280151 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.443666), count: 16, class_loss = 8.006912, iou_loss = 1.533306, total_loss = 9.540218 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.517978), count: 13, class_loss = 7.359358, iou_loss = 1.635619, total_loss = 8.994977 \n", + " total_bbox = 314145, rewritten_bbox = 0.280444 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.388390), count: 25, class_loss = 7.947814, iou_loss = 1.767108, total_loss = 9.714923 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.601743), count: 27, class_loss = 10.273074, iou_loss = 6.652472, total_loss = 16.925547 \n", + " total_bbox = 314197, rewritten_bbox = 0.280397 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.415285), count: 20, class_loss = 6.002816, iou_loss = 2.123232, total_loss = 8.126048 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.551521), count: 26, class_loss = 12.188113, iou_loss = 9.146844, total_loss = 21.334957 \n", + " total_bbox = 314243, rewritten_bbox = 0.280356 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.418804), count: 23, class_loss = 7.303778, iou_loss = 2.031599, total_loss = 9.335377 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.540707), count: 26, class_loss = 11.308612, iou_loss = 5.150121, total_loss = 16.458733 \n", + " total_bbox = 314292, rewritten_bbox = 0.280313 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.361279), count: 16, class_loss = 5.644711, iou_loss = 0.972741, total_loss = 6.617453 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.534850), count: 20, class_loss = 10.864898, iou_loss = 5.105267, total_loss = 15.970164 \n", + " total_bbox = 314328, rewritten_bbox = 0.280280 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.371814), count: 12, class_loss = 5.390117, iou_loss = 1.105238, total_loss = 6.495355 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.565421), count: 23, class_loss = 11.737473, iou_loss = 9.269568, total_loss = 21.007042 \n", + " total_bbox = 314363, rewritten_bbox = 0.280249 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.286941), count: 7, class_loss = 6.168255, iou_loss = 0.488388, total_loss = 6.656642 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.514631), count: 6, class_loss = 5.523884, iou_loss = 1.212100, total_loss = 6.735984 \n", + " total_bbox = 314376, rewritten_bbox = 0.280238 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.486938), count: 13, class_loss = 5.415871, iou_loss = 1.568456, total_loss = 6.984326 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.533713), count: 15, class_loss = 7.590648, iou_loss = 3.576076, total_loss = 11.166723 \n", + " total_bbox = 314404, rewritten_bbox = 0.280213 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.435856), count: 16, class_loss = 3.848236, iou_loss = 1.427386, total_loss = 5.275622 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.519075), count: 22, class_loss = 8.746972, iou_loss = 5.579139, total_loss = 14.326111 \n", + " total_bbox = 314442, rewritten_bbox = 0.280179 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.456409), count: 22, class_loss = 7.640184, iou_loss = 2.099807, total_loss = 9.739991 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.606988), count: 23, class_loss = 10.242955, iou_loss = 5.434093, total_loss = 15.677049 \n", + " total_bbox = 314487, rewritten_bbox = 0.280139 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.355912), count: 12, class_loss = 2.620480, iou_loss = 0.873135, total_loss = 3.493615 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.564157), count: 12, class_loss = 3.869139, iou_loss = 3.383099, total_loss = 7.252238 \n", + " total_bbox = 314511, rewritten_bbox = 0.280117 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.409399), count: 20, class_loss = 8.440267, iou_loss = 2.121923, total_loss = 10.562190 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.528989), count: 19, class_loss = 8.720024, iou_loss = 4.839220, total_loss = 13.559244 \n", + " total_bbox = 314550, rewritten_bbox = 0.280083 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.426933), count: 15, class_loss = 6.875489, iou_loss = 0.973169, total_loss = 7.848658 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.620965), count: 16, class_loss = 7.491235, iou_loss = 5.383278, total_loss = 12.874514 \n", + " total_bbox = 314581, rewritten_bbox = 0.280055 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.372565), count: 21, class_loss = 11.090034, iou_loss = 1.615559, total_loss = 12.705592 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.572991), count: 21, class_loss = 10.162461, iou_loss = 5.709335, total_loss = 15.871797 \n", + " total_bbox = 314623, rewritten_bbox = 0.280018 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.408199), count: 18, class_loss = 7.942210, iou_loss = 1.665644, total_loss = 9.607854 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.506548), count: 19, class_loss = 9.437790, iou_loss = 3.865932, total_loss = 13.303721 \n", + " total_bbox = 314660, rewritten_bbox = 0.279985 % \n", + "\n", + " (next mAP calculation at 1000 iterations) \u001b[H\u001b[J336/6000: loss=7.9 hours left=1.2\u0007\n", + " 336: 7.920311, 8.619720 avg loss, 0.000033 rate, 0.654621 seconds, 16128 images, 1.163015 hours left\n", + "Loaded: 0.000031 seconds\n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.428451), count: 11, class_loss = 6.506166, iou_loss = 1.290937, total_loss = 7.797103 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.514725), count: 15, class_loss = 9.103572, iou_loss = 4.825011, total_loss = 13.928583 \n", + " total_bbox = 314686, rewritten_bbox = 0.279962 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.383918), count: 23, class_loss = 9.628345, iou_loss = 1.500143, total_loss = 11.128489 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.532875), count: 29, class_loss = 16.082060, iou_loss = 5.617989, total_loss = 21.700048 \n", + " total_bbox = 314738, rewritten_bbox = 0.279915 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.548806), count: 13, class_loss = 4.587794, iou_loss = 1.697011, total_loss = 6.284805 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.551906), count: 15, class_loss = 7.160347, iou_loss = 3.554488, total_loss = 10.714834 \n", + " total_bbox = 314766, rewritten_bbox = 0.279890 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.377329), count: 17, class_loss = 4.658921, iou_loss = 1.297385, total_loss = 5.956306 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.461871), count: 22, class_loss = 11.362288, iou_loss = 5.416091, total_loss = 16.778379 \n", + " total_bbox = 314805, rewritten_bbox = 0.279856 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.434624), count: 21, class_loss = 7.088515, iou_loss = 2.235508, total_loss = 9.324023 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.607572), count: 23, class_loss = 8.829533, iou_loss = 5.836902, total_loss = 14.666434 \n", + " total_bbox = 314849, rewritten_bbox = 0.279817 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.403332), count: 15, class_loss = 4.061176, iou_loss = 1.325568, total_loss = 5.386744 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.545648), count: 16, class_loss = 6.236581, iou_loss = 4.887155, total_loss = 11.123735 \n", + " total_bbox = 314880, rewritten_bbox = 0.279789 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.420884), count: 18, class_loss = 5.764347, iou_loss = 1.536984, total_loss = 7.301331 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.572227), count: 24, class_loss = 11.383431, iou_loss = 7.058982, total_loss = 18.442413 \n", + " total_bbox = 314922, rewritten_bbox = 0.279752 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.360677), count: 14, class_loss = 5.629724, iou_loss = 0.906847, total_loss = 6.536570 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.582410), count: 12, class_loss = 5.350173, iou_loss = 1.877807, total_loss = 7.227980 \n", + " total_bbox = 314948, rewritten_bbox = 0.279729 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.419940), count: 2, class_loss = 4.254687, iou_loss = 0.095818, total_loss = 4.350505 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.332775), count: 1, class_loss = 2.609296, iou_loss = 0.025833, total_loss = 2.635129 \n", + " total_bbox = 314951, rewritten_bbox = 0.279726 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.372133), count: 10, class_loss = 4.809375, iou_loss = 0.652401, total_loss = 5.461776 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.465751), count: 8, class_loss = 4.497353, iou_loss = 1.406251, total_loss = 5.903605 \n", + " total_bbox = 314969, rewritten_bbox = 0.279710 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.369175), count: 12, class_loss = 5.885069, iou_loss = 0.819415, total_loss = 6.704484 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.512212), count: 13, class_loss = 7.687187, iou_loss = 2.410013, total_loss = 10.097199 \n", + " total_bbox = 314994, rewritten_bbox = 0.279688 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.458136), count: 24, class_loss = 8.541587, iou_loss = 2.685596, total_loss = 11.227182 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.561946), count: 28, class_loss = 13.476629, iou_loss = 7.331261, total_loss = 20.807890 \n", + " total_bbox = 315046, rewritten_bbox = 0.279642 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.389651), count: 15, class_loss = 4.755863, iou_loss = 0.903331, total_loss = 5.659194 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.515590), count: 15, class_loss = 6.388571, iou_loss = 2.707155, total_loss = 9.095726 \n", + " total_bbox = 315076, rewritten_bbox = 0.279615 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.418505), count: 17, class_loss = 6.508087, iou_loss = 1.682565, total_loss = 8.190652 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.549885), count: 26, class_loss = 12.689742, iou_loss = 7.731132, total_loss = 20.420874 \n", + " total_bbox = 315119, rewritten_bbox = 0.279577 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.456225), count: 21, class_loss = 6.214807, iou_loss = 2.441813, total_loss = 8.656620 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.588860), count: 26, class_loss = 11.935748, iou_loss = 8.328490, total_loss = 20.264238 \n", + " total_bbox = 315166, rewritten_bbox = 0.279535 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.402430), count: 20, class_loss = 6.667954, iou_loss = 1.725792, total_loss = 8.393746 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.588011), count: 23, class_loss = 10.101451, iou_loss = 5.742466, total_loss = 15.843917 \n", + " total_bbox = 315209, rewritten_bbox = 0.279497 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.359731), count: 21, class_loss = 7.824448, iou_loss = 2.534565, total_loss = 10.359013 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.508381), count: 25, class_loss = 11.772913, iou_loss = 5.104837, total_loss = 16.877750 \n", + " total_bbox = 315255, rewritten_bbox = 0.279456 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.348572), count: 19, class_loss = 7.531233, iou_loss = 1.598356, total_loss = 9.129589 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.525799), count: 22, class_loss = 8.626560, iou_loss = 4.584888, total_loss = 13.211449 \n", + " total_bbox = 315296, rewritten_bbox = 0.280054 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.369822), count: 21, class_loss = 5.818252, iou_loss = 1.522163, total_loss = 7.340415 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.543629), count: 23, class_loss = 8.962099, iou_loss = 8.041378, total_loss = 17.003477 \n", + " total_bbox = 315340, rewritten_bbox = 0.280332 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.478790), count: 16, class_loss = 5.376021, iou_loss = 1.799442, total_loss = 7.175463 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.545846), count: 17, class_loss = 7.789936, iou_loss = 4.647731, total_loss = 12.437667 \n", + " total_bbox = 315373, rewritten_bbox = 0.280303 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.462287), count: 17, class_loss = 4.184195, iou_loss = 1.887551, total_loss = 6.071745 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.644222), count: 16, class_loss = 4.138218, iou_loss = 4.043931, total_loss = 8.182149 \n", + " total_bbox = 315406, rewritten_bbox = 0.280274 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.395318), count: 22, class_loss = 7.275307, iou_loss = 1.448650, total_loss = 8.723957 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.576535), count: 20, class_loss = 7.073648, iou_loss = 4.919624, total_loss = 11.993272 \n", + " total_bbox = 315448, rewritten_bbox = 0.280236 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.464669), count: 20, class_loss = 7.619982, iou_loss = 1.942336, total_loss = 9.562318 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.582985), count: 27, class_loss = 15.248816, iou_loss = 15.623649, total_loss = 30.872465 \n", + " total_bbox = 315495, rewritten_bbox = 0.280195 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.462205), count: 16, class_loss = 4.567015, iou_loss = 1.414852, total_loss = 5.981867 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.588228), count: 15, class_loss = 5.325064, iou_loss = 2.913604, total_loss = 8.238667 \n", + " total_bbox = 315526, rewritten_bbox = 0.280167 % \n", + "\n", + " (next mAP calculation at 1000 iterations) \u001b[H\u001b[J337/6000: loss=7.5 hours left=1.2\u0007\n", + " 337: 7.509701, 8.508718 avg loss, 0.000034 rate, 0.631842 seconds, 16176 images, 1.161685 hours left\n", + "Loaded: 0.000031 seconds\n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.336816), count: 12, class_loss = 5.777914, iou_loss = 0.415365, total_loss = 6.193279 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.518233), count: 12, class_loss = 7.177148, iou_loss = 4.850245, total_loss = 12.027392 \n", + " total_bbox = 315550, rewritten_bbox = 0.280146 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.402850), count: 11, class_loss = 4.337578, iou_loss = 0.978693, total_loss = 5.316272 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.493598), count: 13, class_loss = 7.680997, iou_loss = 3.422573, total_loss = 11.103570 \n", + " total_bbox = 315574, rewritten_bbox = 0.280124 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.420477), count: 9, class_loss = 6.590001, iou_loss = 1.202675, total_loss = 7.792676 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.470093), count: 7, class_loss = 4.829128, iou_loss = 1.892197, total_loss = 6.721325 \n", + " total_bbox = 315590, rewritten_bbox = 0.280110 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.378228), count: 20, class_loss = 6.189566, iou_loss = 2.347491, total_loss = 8.537057 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.483986), count: 28, class_loss = 12.512124, iou_loss = 5.779983, total_loss = 18.292107 \n", + " total_bbox = 315638, rewritten_bbox = 0.280068 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.467162), count: 22, class_loss = 8.645503, iou_loss = 2.396861, total_loss = 11.042364 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.595299), count: 28, class_loss = 14.028708, iou_loss = 18.266420, total_loss = 32.295128 \n", + " total_bbox = 315688, rewritten_bbox = 0.280023 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.379694), count: 20, class_loss = 8.099845, iou_loss = 1.246938, total_loss = 9.346783 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.541768), count: 22, class_loss = 9.864152, iou_loss = 6.418035, total_loss = 16.282187 \n", + " total_bbox = 315730, rewritten_bbox = 0.279986 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.443843), count: 17, class_loss = 5.918173, iou_loss = 2.039487, total_loss = 7.957661 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.600798), count: 17, class_loss = 7.380649, iou_loss = 3.432467, total_loss = 10.813115 \n", + " total_bbox = 315764, rewritten_bbox = 0.279956 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.367002), count: 13, class_loss = 3.807141, iou_loss = 1.052723, total_loss = 4.859865 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.463302), count: 14, class_loss = 6.391751, iou_loss = 3.120461, total_loss = 9.512212 \n", + " total_bbox = 315791, rewritten_bbox = 0.279932 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.405275), count: 22, class_loss = 5.895760, iou_loss = 1.398588, total_loss = 7.294347 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.571463), count: 22, class_loss = 7.597818, iou_loss = 4.849847, total_loss = 12.447665 \n", + " total_bbox = 315835, rewritten_bbox = 0.279893 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.397320), count: 15, class_loss = 5.258421, iou_loss = 0.985807, total_loss = 6.244228 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.482159), count: 21, class_loss = 10.256341, iou_loss = 5.740312, total_loss = 15.996653 \n", + " total_bbox = 315871, rewritten_bbox = 0.279861 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.489337), count: 21, class_loss = 7.078487, iou_loss = 3.076288, total_loss = 10.154775 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.582819), count: 24, class_loss = 10.894848, iou_loss = 5.735401, total_loss = 16.630249 \n", + " total_bbox = 315916, rewritten_bbox = 0.279821 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.482741), count: 24, class_loss = 7.014051, iou_loss = 3.743321, total_loss = 10.757373 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.629219), count: 25, class_loss = 9.552974, iou_loss = 8.254123, total_loss = 17.807096 \n", + " total_bbox = 315965, rewritten_bbox = 0.279778 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.370034), count: 16, class_loss = 5.361487, iou_loss = 1.088919, total_loss = 6.450406 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.549407), count: 17, class_loss = 6.477657, iou_loss = 5.190077, total_loss = 11.667734 \n", + " total_bbox = 315998, rewritten_bbox = 0.279749 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.416364), count: 18, class_loss = 4.735309, iou_loss = 1.339737, total_loss = 6.075046 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.574983), count: 21, class_loss = 7.718235, iou_loss = 5.326843, total_loss = 13.045078 \n", + " total_bbox = 316037, rewritten_bbox = 0.279714 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.449321), count: 19, class_loss = 6.997311, iou_loss = 2.029191, total_loss = 9.026503 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.594236), count: 20, class_loss = 8.683033, iou_loss = 4.640828, total_loss = 13.323861 \n", + " total_bbox = 316076, rewritten_bbox = 0.279680 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.410127), count: 14, class_loss = 4.831763, iou_loss = 1.275554, total_loss = 6.107317 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.535539), count: 17, class_loss = 8.481099, iou_loss = 4.472267, total_loss = 12.953366 \n", + " total_bbox = 316107, rewritten_bbox = 0.279652 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.530843), count: 11, class_loss = 4.515193, iou_loss = 1.506562, total_loss = 6.021755 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.520669), count: 25, class_loss = 12.712872, iou_loss = 8.723284, total_loss = 21.436155 \n", + " total_bbox = 316143, rewritten_bbox = 0.279620 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.388163), count: 25, class_loss = 11.165825, iou_loss = 2.332779, total_loss = 13.498604 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.490019), count: 27, class_loss = 14.340829, iou_loss = 4.203713, total_loss = 18.544542 \n", + " total_bbox = 316195, rewritten_bbox = 0.279891 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.396979), count: 14, class_loss = 6.635532, iou_loss = 1.154155, total_loss = 7.789687 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.476702), count: 15, class_loss = 7.270152, iou_loss = 2.933208, total_loss = 10.203360 \n", + " total_bbox = 316224, rewritten_bbox = 0.280181 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.356948), count: 10, class_loss = 4.887805, iou_loss = 0.623106, total_loss = 5.510911 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.533794), count: 12, class_loss = 7.043003, iou_loss = 4.703905, total_loss = 11.746908 \n", + " total_bbox = 316246, rewritten_bbox = 0.280162 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.416700), count: 17, class_loss = 5.258839, iou_loss = 1.922093, total_loss = 7.180932 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.634941), count: 15, class_loss = 4.600948, iou_loss = 3.119488, total_loss = 7.720436 \n", + " total_bbox = 316278, rewritten_bbox = 0.280133 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.483325), count: 16, class_loss = 6.461522, iou_loss = 2.439082, total_loss = 8.900603 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.567955), count: 17, class_loss = 7.788353, iou_loss = 4.774130, total_loss = 12.562484 \n", + " total_bbox = 316311, rewritten_bbox = 0.280104 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.490656), count: 13, class_loss = 3.697632, iou_loss = 1.319611, total_loss = 5.017243 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.529105), count: 14, class_loss = 5.437147, iou_loss = 4.200488, total_loss = 9.637634 \n", + " total_bbox = 316338, rewritten_bbox = 0.280080 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.380776), count: 14, class_loss = 4.095712, iou_loss = 0.924126, total_loss = 5.019838 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.580795), count: 19, class_loss = 7.585332, iou_loss = 4.496414, total_loss = 12.081746 \n", + " total_bbox = 316371, rewritten_bbox = 0.280051 % \n", + "\n", + " (next mAP calculation at 1000 iterations) \u001b[H\u001b[J338/6000: loss=7.3 hours left=1.2\u0007\n", + " 338: 7.300704, 8.387917 avg loss, 0.000034 rate, 0.634266 seconds, 16224 images, 1.160008 hours left\n", + "Loaded: 0.000034 seconds\n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.494770), count: 10, class_loss = 3.579727, iou_loss = 1.101598, total_loss = 4.681325 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.690285), count: 9, class_loss = 4.545224, iou_loss = 2.549670, total_loss = 7.094894 \n", + " total_bbox = 316390, rewritten_bbox = 0.280034 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.427056), count: 19, class_loss = 6.938911, iou_loss = 1.733601, total_loss = 8.672512 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.529678), count: 21, class_loss = 10.263021, iou_loss = 7.332247, total_loss = 17.595268 \n", + " total_bbox = 316430, rewritten_bbox = 0.280315 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.332156), count: 4, class_loss = 4.414325, iou_loss = 0.221050, total_loss = 4.635375 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.507507), count: 10, class_loss = 8.173921, iou_loss = 7.831796, total_loss = 16.005716 \n", + " total_bbox = 316444, rewritten_bbox = 0.280302 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.448463), count: 22, class_loss = 5.635553, iou_loss = 2.170726, total_loss = 7.806279 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.558365), count: 26, class_loss = 10.251374, iou_loss = 12.134793, total_loss = 22.386168 \n", + " total_bbox = 316492, rewritten_bbox = 0.280260 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.330198), count: 14, class_loss = 6.668685, iou_loss = 0.636388, total_loss = 7.305073 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.469963), count: 15, class_loss = 8.628277, iou_loss = 2.854150, total_loss = 11.482427 \n", + " total_bbox = 316521, rewritten_bbox = 0.280234 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.437520), count: 23, class_loss = 8.053127, iou_loss = 2.322944, total_loss = 10.376071 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.604592), count: 22, class_loss = 8.306743, iou_loss = 5.237897, total_loss = 13.544640 \n", + " total_bbox = 316566, rewritten_bbox = 0.280194 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.368906), count: 18, class_loss = 6.557821, iou_loss = 1.263712, total_loss = 7.821534 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.554047), count: 25, class_loss = 11.845667, iou_loss = 13.336777, total_loss = 25.182444 \n", + " total_bbox = 316609, rewritten_bbox = 0.280156 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.472617), count: 23, class_loss = 6.851886, iou_loss = 3.085211, total_loss = 9.937098 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.564564), count: 24, class_loss = 7.620138, iou_loss = 4.864756, total_loss = 12.484894 \n", + " total_bbox = 316656, rewritten_bbox = 0.280115 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.439463), count: 5, class_loss = 3.708980, iou_loss = 0.411109, total_loss = 4.120090 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.401634), count: 5, class_loss = 4.522366, iou_loss = 1.964147, total_loss = 6.486513 \n", + " total_bbox = 316666, rewritten_bbox = 0.280106 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.416310), count: 15, class_loss = 5.464790, iou_loss = 1.636389, total_loss = 7.101179 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.494349), count: 21, class_loss = 10.021466, iou_loss = 5.390465, total_loss = 15.411931 \n", + " total_bbox = 316702, rewritten_bbox = 0.280074 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.394688), count: 12, class_loss = 4.298616, iou_loss = 1.151520, total_loss = 5.450136 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.562939), count: 21, class_loss = 10.896008, iou_loss = 10.705540, total_loss = 21.601547 \n", + " total_bbox = 316735, rewritten_bbox = 0.280045 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.377829), count: 9, class_loss = 5.237803, iou_loss = 0.799538, total_loss = 6.037341 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.552282), count: 12, class_loss = 7.265657, iou_loss = 4.295538, total_loss = 11.561195 \n", + " total_bbox = 316756, rewritten_bbox = 0.280026 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.380111), count: 18, class_loss = 5.987130, iou_loss = 1.437793, total_loss = 7.424923 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.581218), count: 19, class_loss = 8.828938, iou_loss = 5.954460, total_loss = 14.783398 \n", + " total_bbox = 316793, rewritten_bbox = 0.279994 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.435299), count: 19, class_loss = 6.908236, iou_loss = 1.861005, total_loss = 8.769241 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.587715), count: 22, class_loss = 10.471379, iou_loss = 6.351623, total_loss = 16.823002 \n", + " total_bbox = 316834, rewritten_bbox = 0.279957 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.437077), count: 17, class_loss = 5.629188, iou_loss = 1.675053, total_loss = 7.304240 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.583245), count: 29, class_loss = 14.007810, iou_loss = 10.324208, total_loss = 24.332018 \n", + " total_bbox = 316880, rewritten_bbox = 0.279917 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.402270), count: 23, class_loss = 7.997097, iou_loss = 1.996889, total_loss = 9.993985 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.582154), count: 26, class_loss = 11.887927, iou_loss = 6.422158, total_loss = 18.310085 \n", + " total_bbox = 316929, rewritten_bbox = 0.280189 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.422620), count: 12, class_loss = 4.464004, iou_loss = 1.192039, total_loss = 5.656043 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.507786), count: 21, class_loss = 10.618062, iou_loss = 6.931054, total_loss = 17.549116 \n", + " total_bbox = 316962, rewritten_bbox = 0.280160 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.400621), count: 17, class_loss = 6.128434, iou_loss = 1.781609, total_loss = 7.910043 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.530868), count: 23, class_loss = 11.390497, iou_loss = 5.780426, total_loss = 17.170923 \n", + " total_bbox = 317002, rewritten_bbox = 0.280124 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.374766), count: 14, class_loss = 4.866769, iou_loss = 1.008030, total_loss = 5.874799 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.621144), count: 16, class_loss = 7.295074, iou_loss = 6.549913, total_loss = 13.844987 \n", + " total_bbox = 317032, rewritten_bbox = 0.280098 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.387924), count: 22, class_loss = 6.903451, iou_loss = 1.675897, total_loss = 8.579349 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.596967), count: 22, class_loss = 8.025086, iou_loss = 4.042171, total_loss = 12.067258 \n", + " total_bbox = 317076, rewritten_bbox = 0.280059 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.408941), count: 20, class_loss = 6.633371, iou_loss = 1.525146, total_loss = 8.158517 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.538210), count: 23, class_loss = 9.886770, iou_loss = 4.384040, total_loss = 14.270810 \n", + " total_bbox = 317119, rewritten_bbox = 0.280021 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.422700), count: 11, class_loss = 5.815510, iou_loss = 0.881082, total_loss = 6.696592 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.584400), count: 14, class_loss = 7.454572, iou_loss = 3.810992, total_loss = 11.265564 \n", + " total_bbox = 317144, rewritten_bbox = 0.279999 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.357943), count: 7, class_loss = 5.061983, iou_loss = 0.370545, total_loss = 5.432528 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.475546), count: 5, class_loss = 3.936496, iou_loss = 1.134962, total_loss = 5.071458 \n", + " total_bbox = 317156, rewritten_bbox = 0.279988 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.419717), count: 22, class_loss = 7.254992, iou_loss = 2.131067, total_loss = 9.386059 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.536334), count: 28, class_loss = 13.633181, iou_loss = 9.834366, total_loss = 23.467546 \n", + " total_bbox = 317206, rewritten_bbox = 0.279944 % \n", + "\n", + " (next mAP calculation at 1000 iterations) \u001b[H\u001b[J339/6000: loss=7.5 hours left=1.2\u0007\n", + " 339: 7.535643, 8.302690 avg loss, 0.000034 rate, 0.622661 seconds, 16272 images, 1.158384 hours left\n", + "Loaded: 0.000033 seconds\n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.376206), count: 15, class_loss = 4.411734, iou_loss = 1.210435, total_loss = 5.622169 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.577797), count: 17, class_loss = 6.800816, iou_loss = 4.194117, total_loss = 10.994933 \n", + " total_bbox = 317238, rewritten_bbox = 0.279916 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.374835), count: 17, class_loss = 6.610794, iou_loss = 1.368755, total_loss = 7.979549 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.561497), count: 19, class_loss = 8.851829, iou_loss = 4.750401, total_loss = 13.602229 \n", + " total_bbox = 317274, rewritten_bbox = 0.279884 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.453682), count: 17, class_loss = 6.495646, iou_loss = 1.835134, total_loss = 8.330779 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.491362), count: 20, class_loss = 9.820510, iou_loss = 4.690672, total_loss = 14.511182 \n", + " total_bbox = 317311, rewritten_bbox = 0.279852 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.351831), count: 24, class_loss = 8.666935, iou_loss = 1.248041, total_loss = 9.914976 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.527338), count: 28, class_loss = 11.209442, iou_loss = 7.209797, total_loss = 18.419239 \n", + " total_bbox = 317363, rewritten_bbox = 0.279806 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.456641), count: 17, class_loss = 7.927124, iou_loss = 1.601194, total_loss = 9.528318 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.618408), count: 16, class_loss = 6.793202, iou_loss = 4.778190, total_loss = 11.571392 \n", + " total_bbox = 317396, rewritten_bbox = 0.280092 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.466313), count: 23, class_loss = 7.924529, iou_loss = 2.545817, total_loss = 10.470345 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.575128), count: 25, class_loss = 10.045869, iou_loss = 4.844444, total_loss = 14.890313 \n", + " total_bbox = 317444, rewritten_bbox = 0.280049 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.443661), count: 21, class_loss = 8.140283, iou_loss = 1.940537, total_loss = 10.080820 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.552747), count: 26, class_loss = 12.496608, iou_loss = 6.225467, total_loss = 18.722075 \n", + " total_bbox = 317491, rewritten_bbox = 0.280008 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.493998), count: 22, class_loss = 8.995239, iou_loss = 3.308676, total_loss = 12.303915 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.584256), count: 24, class_loss = 11.583316, iou_loss = 6.322186, total_loss = 17.905502 \n", + " total_bbox = 317537, rewritten_bbox = 0.279967 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.436406), count: 19, class_loss = 5.840585, iou_loss = 1.684292, total_loss = 7.524877 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.477590), count: 21, class_loss = 9.622885, iou_loss = 6.243292, total_loss = 15.866177 \n", + " total_bbox = 317577, rewritten_bbox = 0.279932 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.415757), count: 21, class_loss = 7.575531, iou_loss = 2.258504, total_loss = 9.834035 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.526435), count: 27, class_loss = 13.120982, iou_loss = 6.411477, total_loss = 19.532459 \n", + " total_bbox = 317625, rewritten_bbox = 0.279890 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.388592), count: 9, class_loss = 4.135553, iou_loss = 0.632058, total_loss = 4.767611 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.426206), count: 10, class_loss = 5.316837, iou_loss = 1.012535, total_loss = 6.329372 \n", + " total_bbox = 317644, rewritten_bbox = 0.279873 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.427854), count: 20, class_loss = 7.928380, iou_loss = 2.501625, total_loss = 10.430005 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.460397), count: 26, class_loss = 14.156034, iou_loss = 7.432834, total_loss = 21.588867 \n", + " total_bbox = 317690, rewritten_bbox = 0.279833 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.396397), count: 17, class_loss = 3.627779, iou_loss = 1.289601, total_loss = 4.917380 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.586352), count: 19, class_loss = 6.932935, iou_loss = 7.095900, total_loss = 14.028834 \n", + " total_bbox = 317726, rewritten_bbox = 0.279801 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.464112), count: 25, class_loss = 11.004989, iou_loss = 2.465328, total_loss = 13.470317 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.553070), count: 27, class_loss = 15.284965, iou_loss = 8.688355, total_loss = 23.973320 \n", + " total_bbox = 317778, rewritten_bbox = 0.279755 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.418046), count: 14, class_loss = 7.024508, iou_loss = 1.630112, total_loss = 8.654620 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.427067), count: 19, class_loss = 10.678864, iou_loss = 5.151932, total_loss = 15.830796 \n", + " total_bbox = 317811, rewritten_bbox = 0.279726 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.484052), count: 18, class_loss = 9.082479, iou_loss = 2.172875, total_loss = 11.255354 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.507948), count: 20, class_loss = 10.955259, iou_loss = 3.621852, total_loss = 14.577111 \n", + " total_bbox = 317849, rewritten_bbox = 0.279693 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.418951), count: 19, class_loss = 5.069135, iou_loss = 1.714482, total_loss = 6.783617 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.534603), count: 19, class_loss = 5.751187, iou_loss = 4.654734, total_loss = 10.405921 \n", + " total_bbox = 317887, rewritten_bbox = 0.279659 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.414687), count: 23, class_loss = 9.760587, iou_loss = 1.967134, total_loss = 11.727721 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.511144), count: 26, class_loss = 13.479709, iou_loss = 5.311639, total_loss = 18.791348 \n", + " total_bbox = 317936, rewritten_bbox = 0.279616 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.396462), count: 21, class_loss = 9.388129, iou_loss = 1.464195, total_loss = 10.852324 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.487627), count: 15, class_loss = 6.251269, iou_loss = 1.827070, total_loss = 8.078339 \n", + " total_bbox = 317972, rewritten_bbox = 0.279584 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.344323), count: 13, class_loss = 6.412805, iou_loss = 0.666122, total_loss = 7.078927 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.540534), count: 15, class_loss = 8.099083, iou_loss = 5.302574, total_loss = 13.401657 \n", + " total_bbox = 318000, rewritten_bbox = 0.279560 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.376116), count: 10, class_loss = 4.151868, iou_loss = 0.630821, total_loss = 4.782689 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.550026), count: 11, class_loss = 5.527216, iou_loss = 2.344089, total_loss = 7.871305 \n", + " total_bbox = 318021, rewritten_bbox = 0.279541 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.398239), count: 17, class_loss = 5.769764, iou_loss = 1.368939, total_loss = 7.138703 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.491610), count: 22, class_loss = 10.528081, iou_loss = 6.129443, total_loss = 16.657524 \n", + " total_bbox = 318060, rewritten_bbox = 0.279507 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.431895), count: 15, class_loss = 6.023748, iou_loss = 1.486837, total_loss = 7.510585 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.516732), count: 18, class_loss = 8.152352, iou_loss = 5.151920, total_loss = 13.304273 \n", + " total_bbox = 318093, rewritten_bbox = 0.279478 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.473590), count: 15, class_loss = 4.226676, iou_loss = 1.569782, total_loss = 5.796457 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.564082), count: 22, class_loss = 9.277004, iou_loss = 9.166376, total_loss = 18.443380 \n", + " total_bbox = 318130, rewritten_bbox = 0.279445 % \n", + "\n", + " (next mAP calculation at 1000 iterations) \u001b[H\u001b[J340/6000: loss=8.3 hours left=1.2\u0007\n", + " 340: 8.287806, 8.301201 avg loss, 0.000035 rate, 0.670730 seconds, 16320 images, 1.156592 hours left\n", "Loaded: 0.000041 seconds\n", - "\n", - " (next mAP calculation at 5200 iterations) \n", - " Last accuracy mAP@0.5 = 88.94 %, best = 90.42 % \n", - " 5114: 0.795867, 0.960257 avg loss, 0.000261 rate, 0.497754 seconds, 245472 images, 0.135547 hours left\n", - "Loaded: 0.000043 seconds\n", - "\n", - " (next mAP calculation at 5200 iterations) \n", - " Last accuracy mAP@0.5 = 88.94 %, best = 90.42 % \n", - " 5115: 1.013333, 0.965565 avg loss, 0.000261 rate, 0.489631 seconds, 245520 images, 0.135417 hours left\n", - "Loaded: 0.000045 seconds\n", - "\n", - " (next mAP calculation at 5200 iterations) \n", - " Last accuracy mAP@0.5 = 88.94 %, best = 90.42 % \n", - " 5116: 1.001227, 0.969131 avg loss, 0.000261 rate, 0.497095 seconds, 245568 images, 0.135266 hours left\n", - "Loaded: 0.000044 seconds\n", - "\n", - " (next mAP calculation at 5200 iterations) \n", - " Last accuracy mAP@0.5 = 88.94 %, best = 90.42 % \n", - " 5117: 0.705672, 0.942785 avg loss, 0.000261 rate, 0.480916 seconds, 245616 images, 0.135134 hours left\n", - "Loaded: 0.000046 seconds\n", - "\n", - " (next mAP calculation at 5200 iterations) \n", - " Last accuracy mAP@0.5 = 88.94 %, best = 90.42 % \n", - " 5118: 1.172801, 0.965787 avg loss, 0.000261 rate, 0.481572 seconds, 245664 images, 0.134963 hours left\n", - "Loaded: 0.000059 seconds\n", - "\n", - " (next mAP calculation at 5200 iterations) \n", - " Last accuracy mAP@0.5 = 88.94 %, best = 90.42 % \n", - " 5119: 1.096298, 0.978838 avg loss, 0.000261 rate, 0.474817 seconds, 245712 images, 0.134793 hours left\n", - "Loaded: 0.000067 seconds\n", - "\n", - " (next mAP calculation at 5200 iterations) \n", - " Last accuracy mAP@0.5 = 88.94 %, best = 90.42 % \n", - " 5120: 1.002987, 0.981253 avg loss, 0.000261 rate, 0.469049 seconds, 245760 images, 0.134607 hours left\n", - "Loaded: 0.000076 seconds\n", - "\n", - " (next mAP calculation at 5200 iterations) \n", - " Last accuracy mAP@0.5 = 88.94 %, best = 90.42 % \n", - " 5121: 1.005173, 0.983645 avg loss, 0.000261 rate, 0.481748 seconds, 245808 images, 0.134408 hours left\n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.418100), count: 12, class_loss = 5.025095, iou_loss = 1.085465, total_loss = 6.110560 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.638715), count: 12, class_loss = 5.771411, iou_loss = 4.106680, total_loss = 9.878091 \n", + " total_bbox = 318154, rewritten_bbox = 0.279424 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.494850), count: 17, class_loss = 7.823752, iou_loss = 1.945196, total_loss = 9.768949 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.661106), count: 18, class_loss = 8.389043, iou_loss = 4.375873, total_loss = 12.764915 \n", + " total_bbox = 318189, rewritten_bbox = 0.279394 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.493692), count: 10, class_loss = 4.384385, iou_loss = 1.297542, total_loss = 5.681927 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.612660), count: 11, class_loss = 5.500700, iou_loss = 2.329833, total_loss = 7.830533 \n", + " total_bbox = 318210, rewritten_bbox = 0.279375 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.409416), count: 19, class_loss = 6.973911, iou_loss = 1.371823, total_loss = 8.345734 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.535917), count: 24, class_loss = 11.081589, iou_loss = 6.034613, total_loss = 17.116201 \n", + " total_bbox = 318253, rewritten_bbox = 0.279337 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.457658), count: 15, class_loss = 6.073034, iou_loss = 1.482707, total_loss = 7.555741 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.591131), count: 16, class_loss = 7.947383, iou_loss = 5.183612, total_loss = 13.130995 \n", + " total_bbox = 318284, rewritten_bbox = 0.279310 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.417865), count: 23, class_loss = 8.660065, iou_loss = 2.258881, total_loss = 10.918945 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.539599), count: 32, class_loss = 15.039964, iou_loss = 7.816001, total_loss = 22.855965 \n", + " total_bbox = 318339, rewritten_bbox = 0.279890 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.433262), count: 17, class_loss = 7.169129, iou_loss = 1.395441, total_loss = 8.564570 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.480740), count: 19, class_loss = 9.919738, iou_loss = 3.950373, total_loss = 13.870111 \n", + " total_bbox = 318375, rewritten_bbox = 0.279859 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.406369), count: 18, class_loss = 7.831101, iou_loss = 1.607256, total_loss = 9.438357 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.519468), count: 19, class_loss = 9.190567, iou_loss = 5.037892, total_loss = 14.228459 \n", + " total_bbox = 318412, rewritten_bbox = 0.279826 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.473330), count: 18, class_loss = 7.937227, iou_loss = 1.862221, total_loss = 9.799448 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.538833), count: 21, class_loss = 10.866096, iou_loss = 3.920354, total_loss = 14.786449 \n", + " total_bbox = 318451, rewritten_bbox = 0.279792 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.405629), count: 19, class_loss = 7.285595, iou_loss = 1.649642, total_loss = 8.935237 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.597847), count: 26, class_loss = 12.651972, iou_loss = 13.082973, total_loss = 25.734945 \n", + " total_bbox = 318496, rewritten_bbox = 0.279752 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.284662), count: 14, class_loss = 7.491695, iou_loss = 0.430168, total_loss = 7.921863 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.480424), count: 20, class_loss = 11.292231, iou_loss = 5.158661, total_loss = 16.450891 \n", + " total_bbox = 318530, rewritten_bbox = 0.279722 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.476964), count: 13, class_loss = 6.291169, iou_loss = 1.091305, total_loss = 7.382474 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.499337), count: 18, class_loss = 9.545534, iou_loss = 8.039125, total_loss = 17.584660 \n", + " total_bbox = 318561, rewritten_bbox = 0.279695 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.435169), count: 20, class_loss = 7.041684, iou_loss = 2.533020, total_loss = 9.574704 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.541900), count: 25, class_loss = 11.882243, iou_loss = 7.114921, total_loss = 18.997164 \n", + " total_bbox = 318606, rewritten_bbox = 0.279656 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.427346), count: 22, class_loss = 9.979200, iou_loss = 2.227971, total_loss = 12.207171 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.530153), count: 28, class_loss = 15.210326, iou_loss = 6.883380, total_loss = 22.093706 \n", + " total_bbox = 318656, rewritten_bbox = 0.280239 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.437079), count: 19, class_loss = 7.799893, iou_loss = 1.722137, total_loss = 9.522031 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.574608), count: 19, class_loss = 9.276712, iou_loss = 4.257885, total_loss = 13.534597 \n", + " total_bbox = 318694, rewritten_bbox = 0.280206 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.442029), count: 10, class_loss = 4.793934, iou_loss = 1.756955, total_loss = 6.550889 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.510050), count: 16, class_loss = 9.001616, iou_loss = 4.999716, total_loss = 14.001331 \n", + " total_bbox = 318720, rewritten_bbox = 0.280183 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.410311), count: 31, class_loss = 12.542851, iou_loss = 2.918217, total_loss = 15.461068 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.522935), count: 35, class_loss = 18.291220, iou_loss = 6.059706, total_loss = 24.350925 \n", + " total_bbox = 318786, rewritten_bbox = 0.280439 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.467837), count: 16, class_loss = 6.314357, iou_loss = 1.998627, total_loss = 8.312984 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.545703), count: 19, class_loss = 9.058990, iou_loss = 4.258277, total_loss = 13.317267 \n", + " total_bbox = 318821, rewritten_bbox = 0.280408 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.476641), count: 12, class_loss = 4.623597, iou_loss = 1.431248, total_loss = 6.054845 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.558608), count: 14, class_loss = 6.969685, iou_loss = 3.343503, total_loss = 10.313188 \n", + " total_bbox = 318847, rewritten_bbox = 0.280385 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.402098), count: 18, class_loss = 7.459862, iou_loss = 2.150393, total_loss = 9.610254 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.524709), count: 16, class_loss = 6.612082, iou_loss = 3.170120, total_loss = 9.782202 \n", + " total_bbox = 318881, rewritten_bbox = 0.280355 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.469468), count: 22, class_loss = 5.821224, iou_loss = 2.452944, total_loss = 8.274168 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.641959), count: 22, class_loss = 7.237278, iou_loss = 5.204115, total_loss = 12.441394 \n", + " total_bbox = 318925, rewritten_bbox = 0.280317 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.455322), count: 11, class_loss = 3.953018, iou_loss = 1.291217, total_loss = 5.244236 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.576476), count: 16, class_loss = 7.130659, iou_loss = 7.069397, total_loss = 14.200056 \n", + " total_bbox = 318952, rewritten_bbox = 0.280293 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.449745), count: 19, class_loss = 7.870383, iou_loss = 1.514147, total_loss = 9.384530 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.479262), count: 19, class_loss = 9.830404, iou_loss = 3.729602, total_loss = 13.560006 \n", + " total_bbox = 318990, rewritten_bbox = 0.280260 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.356792), count: 14, class_loss = 6.441530, iou_loss = 0.726004, total_loss = 7.167534 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.562206), count: 17, class_loss = 8.932261, iou_loss = 5.374611, total_loss = 14.306872 \n", + " total_bbox = 319021, rewritten_bbox = 0.280232 % \n", + "\n", + " (next mAP calculation at 1000 iterations) \u001b[H\u001b[J341/6000: loss=8.4 hours left=1.2\u0007\n", + " 341: 8.438938, 8.314975 avg loss, 0.000035 rate, 0.771661 seconds, 16368 images, 1.155572 hours left\n", + "Loaded: 0.000036 seconds\n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.516854), count: 15, class_loss = 5.471293, iou_loss = 2.075405, total_loss = 7.546699 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.537830), count: 15, class_loss = 7.391423, iou_loss = 2.648599, total_loss = 10.040022 \n", + " total_bbox = 319051, rewritten_bbox = 0.280206 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.453058), count: 16, class_loss = 7.360967, iou_loss = 1.779011, total_loss = 9.139977 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.417664), count: 21, class_loss = 10.715974, iou_loss = 5.191889, total_loss = 15.907863 \n", + " total_bbox = 319088, rewritten_bbox = 0.280173 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.470307), count: 21, class_loss = 7.676344, iou_loss = 2.213518, total_loss = 9.889862 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.539909), count: 23, class_loss = 10.825910, iou_loss = 7.371564, total_loss = 18.197474 \n", + " total_bbox = 319132, rewritten_bbox = 0.280135 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.409272), count: 27, class_loss = 10.622747, iou_loss = 3.087590, total_loss = 13.710338 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.550844), count: 27, class_loss = 11.540356, iou_loss = 8.897274, total_loss = 20.437630 \n", + " total_bbox = 319186, rewritten_bbox = 0.280087 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.399965), count: 14, class_loss = 5.524794, iou_loss = 1.209813, total_loss = 6.734606 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.467605), count: 15, class_loss = 7.185753, iou_loss = 1.811454, total_loss = 8.997208 \n", + " total_bbox = 319215, rewritten_bbox = 0.280062 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.477246), count: 16, class_loss = 4.002905, iou_loss = 2.210533, total_loss = 6.213438 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.556590), count: 26, class_loss = 12.134049, iou_loss = 11.565749, total_loss = 23.699799 \n", + " total_bbox = 319257, rewritten_bbox = 0.280025 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.428677), count: 22, class_loss = 6.827607, iou_loss = 2.094429, total_loss = 8.922036 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.518086), count: 29, class_loss = 12.037724, iou_loss = 7.629367, total_loss = 19.667091 \n", + " total_bbox = 319308, rewritten_bbox = 0.280294 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.431882), count: 9, class_loss = 5.210921, iou_loss = 0.633904, total_loss = 5.844826 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.547752), count: 9, class_loss = 5.511511, iou_loss = 6.326577, total_loss = 11.838088 \n", + " total_bbox = 319326, rewritten_bbox = 0.280278 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.331541), count: 17, class_loss = 6.218834, iou_loss = 0.635834, total_loss = 6.854669 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.555788), count: 15, class_loss = 6.674385, iou_loss = 2.770524, total_loss = 9.444909 \n", + " total_bbox = 319358, rewritten_bbox = 0.280250 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.412989), count: 20, class_loss = 6.462624, iou_loss = 1.377372, total_loss = 7.839996 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.538998), count: 28, class_loss = 12.731982, iou_loss = 11.713641, total_loss = 24.445623 \n", + " total_bbox = 319406, rewritten_bbox = 0.280208 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.451771), count: 27, class_loss = 8.581336, iou_loss = 2.949727, total_loss = 11.531063 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.568231), count: 29, class_loss = 13.099793, iou_loss = 7.999145, total_loss = 21.098938 \n", + " total_bbox = 319462, rewritten_bbox = 0.280472 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.454060), count: 15, class_loss = 7.594698, iou_loss = 1.787502, total_loss = 9.382200 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.524903), count: 19, class_loss = 9.822149, iou_loss = 4.589382, total_loss = 14.411531 \n", + " total_bbox = 319496, rewritten_bbox = 0.280442 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.457915), count: 20, class_loss = 8.406081, iou_loss = 2.841048, total_loss = 11.247129 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.633936), count: 27, class_loss = 14.293135, iou_loss = 8.774118, total_loss = 23.067253 \n", + " total_bbox = 319543, rewritten_bbox = 0.280400 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.317187), count: 9, class_loss = 7.887272, iou_loss = 0.517642, total_loss = 8.404914 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.483756), count: 5, class_loss = 4.311318, iou_loss = 1.111555, total_loss = 5.422873 \n", + " total_bbox = 319557, rewritten_bbox = 0.280388 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.409101), count: 18, class_loss = 7.984631, iou_loss = 1.861362, total_loss = 9.845993 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.460371), count: 14, class_loss = 7.930843, iou_loss = 2.140055, total_loss = 10.070898 \n", + " total_bbox = 319589, rewritten_bbox = 0.280360 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.316756), count: 12, class_loss = 5.007554, iou_loss = 0.464192, total_loss = 5.471745 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.542390), count: 13, class_loss = 6.453686, iou_loss = 2.474071, total_loss = 8.927756 \n", + " total_bbox = 319614, rewritten_bbox = 0.280338 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.424890), count: 9, class_loss = 4.003855, iou_loss = 0.977701, total_loss = 4.981556 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.569029), count: 11, class_loss = 6.531213, iou_loss = 4.622766, total_loss = 11.153979 \n", + " total_bbox = 319634, rewritten_bbox = 0.280321 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.383079), count: 14, class_loss = 6.221249, iou_loss = 1.289258, total_loss = 7.510507 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.547389), count: 17, class_loss = 8.906189, iou_loss = 5.916308, total_loss = 14.822497 \n", + " total_bbox = 319665, rewritten_bbox = 0.280293 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.460677), count: 20, class_loss = 7.997806, iou_loss = 2.389940, total_loss = 10.387746 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.515989), count: 23, class_loss = 12.049444, iou_loss = 4.857182, total_loss = 16.906626 \n", + " total_bbox = 319708, rewritten_bbox = 0.280256 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.426829), count: 22, class_loss = 7.536170, iou_loss = 1.492935, total_loss = 9.029104 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.470955), count: 31, class_loss = 15.702139, iou_loss = 7.547966, total_loss = 23.250105 \n", + " total_bbox = 319761, rewritten_bbox = 0.280209 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.464913), count: 11, class_loss = 5.064573, iou_loss = 1.183941, total_loss = 6.248514 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.512624), count: 14, class_loss = 7.973669, iou_loss = 4.042061, total_loss = 12.015730 \n", + " total_bbox = 319786, rewritten_bbox = 0.280187 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.521236), count: 25, class_loss = 6.635361, iou_loss = 3.354001, total_loss = 9.989362 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.556053), count: 31, class_loss = 12.696482, iou_loss = 9.021454, total_loss = 21.717936 \n", + " total_bbox = 319842, rewritten_bbox = 0.280138 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.429303), count: 21, class_loss = 6.820412, iou_loss = 2.382996, total_loss = 9.203408 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.553668), count: 25, class_loss = 11.063626, iou_loss = 6.549098, total_loss = 17.612724 \n", + " total_bbox = 319888, rewritten_bbox = 0.280098 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.441017), count: 18, class_loss = 5.642857, iou_loss = 1.850355, total_loss = 7.493212 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.634564), count: 18, class_loss = 7.365120, iou_loss = 3.265226, total_loss = 10.630346 \n", + " total_bbox = 319924, rewritten_bbox = 0.280067 % \n", + "\n", + " (next mAP calculation at 1000 iterations) \u001b[H\u001b[J342/6000: loss=8.3 hours left=1.2\u0007\n", + " 342: 8.262135, 8.309690 avg loss, 0.000036 rate, 0.740836 seconds, 16416 images, 1.156147 hours left\n", + "Loaded: 0.000033 seconds\n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.429573), count: 20, class_loss = 6.011545, iou_loss = 1.834008, total_loss = 7.845553 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.590982), count: 27, class_loss = 11.009769, iou_loss = 8.522703, total_loss = 19.532473 \n", + " total_bbox = 319971, rewritten_bbox = 0.280025 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.391542), count: 17, class_loss = 6.270627, iou_loss = 1.153637, total_loss = 7.424264 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.587655), count: 17, class_loss = 6.341867, iou_loss = 8.738159, total_loss = 15.080027 \n", + " total_bbox = 320005, rewritten_bbox = 0.279996 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.451519), count: 14, class_loss = 5.480153, iou_loss = 1.517533, total_loss = 6.997686 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.533558), count: 30, class_loss = 15.350164, iou_loss = 14.270954, total_loss = 29.621119 \n", + " total_bbox = 320049, rewritten_bbox = 0.279957 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.434535), count: 20, class_loss = 7.421607, iou_loss = 2.253543, total_loss = 9.675150 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.571748), count: 29, class_loss = 15.297490, iou_loss = 10.015546, total_loss = 25.313036 \n", + " total_bbox = 320098, rewritten_bbox = 0.279914 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.385489), count: 17, class_loss = 8.430765, iou_loss = 2.101173, total_loss = 10.531939 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.510819), count: 24, class_loss = 12.984881, iou_loss = 9.292226, total_loss = 22.277107 \n", + " total_bbox = 320139, rewritten_bbox = 0.279878 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.544892), count: 17, class_loss = 6.003317, iou_loss = 2.231030, total_loss = 8.234346 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.584882), count: 16, class_loss = 7.406464, iou_loss = 3.998968, total_loss = 11.405432 \n", + " total_bbox = 320172, rewritten_bbox = 0.279850 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.411411), count: 20, class_loss = 5.892459, iou_loss = 1.604873, total_loss = 7.497332 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.598503), count: 23, class_loss = 8.167006, iou_loss = 6.677315, total_loss = 14.844321 \n", + " total_bbox = 320215, rewritten_bbox = 0.279812 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.383698), count: 14, class_loss = 5.777845, iou_loss = 1.103490, total_loss = 6.881335 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.541431), count: 16, class_loss = 6.863155, iou_loss = 4.387656, total_loss = 11.250812 \n", + " total_bbox = 320245, rewritten_bbox = 0.279786 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.460134), count: 19, class_loss = 6.028797, iou_loss = 2.295383, total_loss = 8.324181 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.550665), count: 20, class_loss = 8.709519, iou_loss = 3.516138, total_loss = 12.225657 \n", + " total_bbox = 320284, rewritten_bbox = 0.279752 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.438261), count: 18, class_loss = 6.149196, iou_loss = 2.007952, total_loss = 8.157147 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.557596), count: 23, class_loss = 8.960712, iou_loss = 5.936388, total_loss = 14.897100 \n", + " total_bbox = 320325, rewritten_bbox = 0.279716 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.372072), count: 18, class_loss = 5.956717, iou_loss = 1.383484, total_loss = 7.340201 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.605958), count: 24, class_loss = 10.250981, iou_loss = 8.287719, total_loss = 18.538700 \n", + " total_bbox = 320367, rewritten_bbox = 0.279679 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.479418), count: 18, class_loss = 5.051940, iou_loss = 2.140320, total_loss = 7.192260 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.587246), count: 21, class_loss = 9.843955, iou_loss = 4.521950, total_loss = 14.365905 \n", + " total_bbox = 320406, rewritten_bbox = 0.279645 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.487313), count: 18, class_loss = 7.616943, iou_loss = 2.235098, total_loss = 9.852041 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.546297), count: 15, class_loss = 6.794169, iou_loss = 2.678276, total_loss = 9.472445 \n", + " total_bbox = 320439, rewritten_bbox = 0.279616 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.417076), count: 25, class_loss = 9.950267, iou_loss = 2.016416, total_loss = 11.966682 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.552747), count: 32, class_loss = 14.300886, iou_loss = 7.929193, total_loss = 22.230080 \n", + " total_bbox = 320496, rewritten_bbox = 0.279567 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.472483), count: 11, class_loss = 3.255455, iou_loss = 1.264719, total_loss = 4.520174 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.575969), count: 15, class_loss = 7.141631, iou_loss = 5.039157, total_loss = 12.180788 \n", + " total_bbox = 320522, rewritten_bbox = 0.279544 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.493789), count: 20, class_loss = 6.380591, iou_loss = 2.542914, total_loss = 8.923505 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.571293), count: 30, class_loss = 15.229657, iou_loss = 7.890338, total_loss = 23.119995 \n", + " total_bbox = 320572, rewritten_bbox = 0.279500 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.399830), count: 15, class_loss = 7.174542, iou_loss = 1.606535, total_loss = 8.781077 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.469595), count: 15, class_loss = 7.458447, iou_loss = 4.112075, total_loss = 11.570522 \n", + " total_bbox = 320602, rewritten_bbox = 0.279474 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.379486), count: 20, class_loss = 5.290256, iou_loss = 1.080230, total_loss = 6.370486 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.551803), count: 20, class_loss = 7.870426, iou_loss = 3.853802, total_loss = 11.724228 \n", + " total_bbox = 320642, rewritten_bbox = 0.279439 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.512431), count: 19, class_loss = 6.604923, iou_loss = 3.427927, total_loss = 10.032850 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.592543), count: 29, class_loss = 13.812906, iou_loss = 10.434900, total_loss = 24.247807 \n", + " total_bbox = 320690, rewritten_bbox = 0.279398 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.465243), count: 6, class_loss = 3.564351, iou_loss = 0.776558, total_loss = 4.340909 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.546249), count: 9, class_loss = 5.840123, iou_loss = 1.962155, total_loss = 7.802279 \n", + " total_bbox = 320705, rewritten_bbox = 0.279384 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.383882), count: 15, class_loss = 6.336532, iou_loss = 1.144039, total_loss = 7.480570 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.520528), count: 17, class_loss = 8.238096, iou_loss = 3.636863, total_loss = 11.874959 \n", + " total_bbox = 320737, rewritten_bbox = 0.279357 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.417042), count: 9, class_loss = 3.796116, iou_loss = 0.869167, total_loss = 4.665283 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.610499), count: 10, class_loss = 4.333349, iou_loss = 3.004776, total_loss = 7.338126 \n", + " total_bbox = 320756, rewritten_bbox = 0.279340 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.418821), count: 17, class_loss = 9.712271, iou_loss = 1.372151, total_loss = 11.084422 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.522758), count: 17, class_loss = 8.742606, iou_loss = 3.313091, total_loss = 12.055697 \n", + " total_bbox = 320790, rewritten_bbox = 0.279310 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.444824), count: 15, class_loss = 4.852346, iou_loss = 1.802946, total_loss = 6.655293 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.533017), count: 22, class_loss = 9.953484, iou_loss = 7.209307, total_loss = 17.162790 \n", + " total_bbox = 320827, rewritten_bbox = 0.279278 % \n", + "\n", + " (next mAP calculation at 1000 iterations) \u001b[H\u001b[J343/6000: loss=7.9 hours left=1.2\u0007\n", + " 343: 7.932399, 8.271961 avg loss, 0.000036 rate, 0.791216 seconds, 16464 images, 1.156230 hours left\n", + "Loaded: 0.000032 seconds\n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.481946), count: 8, class_loss = 5.902424, iou_loss = 0.784862, total_loss = 6.687286 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.575675), count: 7, class_loss = 5.565530, iou_loss = 4.313935, total_loss = 9.879465 \n", + " total_bbox = 320842, rewritten_bbox = 0.279265 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.425680), count: 24, class_loss = 8.106196, iou_loss = 2.339057, total_loss = 10.445253 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.576734), count: 35, class_loss = 17.546694, iou_loss = 13.973520, total_loss = 31.520214 \n", + " total_bbox = 320901, rewritten_bbox = 0.279214 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.465878), count: 29, class_loss = 11.498530, iou_loss = 3.951751, total_loss = 15.450281 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.557476), count: 44, class_loss = 23.574966, iou_loss = 15.360985, total_loss = 38.935951 \n", + " total_bbox = 320974, rewritten_bbox = 0.279462 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.410905), count: 21, class_loss = 8.381550, iou_loss = 1.739953, total_loss = 10.121503 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.496911), count: 23, class_loss = 11.432465, iou_loss = 5.308968, total_loss = 16.741432 \n", + " total_bbox = 321018, rewritten_bbox = 0.279424 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.413839), count: 14, class_loss = 5.386850, iou_loss = 0.920330, total_loss = 6.307180 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.515419), count: 18, class_loss = 10.462611, iou_loss = 8.260295, total_loss = 18.722906 \n", + " total_bbox = 321050, rewritten_bbox = 0.279396 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.428359), count: 17, class_loss = 6.284240, iou_loss = 1.683417, total_loss = 7.967657 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.519853), count: 21, class_loss = 11.087040, iou_loss = 5.753450, total_loss = 16.840490 \n", + " total_bbox = 321088, rewritten_bbox = 0.279363 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.463798), count: 18, class_loss = 6.462222, iou_loss = 1.758888, total_loss = 8.221109 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.547209), count: 16, class_loss = 5.964282, iou_loss = 2.363041, total_loss = 8.327323 \n", + " total_bbox = 321122, rewritten_bbox = 0.279333 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.489184), count: 26, class_loss = 6.126101, iou_loss = 4.459772, total_loss = 10.585873 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.647160), count: 29, class_loss = 9.313014, iou_loss = 8.409625, total_loss = 17.722639 \n", + " total_bbox = 321177, rewritten_bbox = 0.279285 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.383501), count: 19, class_loss = 4.435544, iou_loss = 1.445369, total_loss = 5.880913 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.645767), count: 25, class_loss = 9.560225, iou_loss = 9.828154, total_loss = 19.388378 \n", + " total_bbox = 321221, rewritten_bbox = 0.279247 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.448086), count: 28, class_loss = 7.404411, iou_loss = 2.868953, total_loss = 10.273364 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.615820), count: 31, class_loss = 11.142837, iou_loss = 9.446174, total_loss = 20.589010 \n", + " total_bbox = 321280, rewritten_bbox = 0.279196 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.433416), count: 17, class_loss = 6.969817, iou_loss = 2.177639, total_loss = 9.147455 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.586148), count: 16, class_loss = 6.935633, iou_loss = 4.911320, total_loss = 11.846952 \n", + " total_bbox = 321313, rewritten_bbox = 0.279167 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.464332), count: 18, class_loss = 7.312419, iou_loss = 2.277237, total_loss = 9.589657 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.532535), count: 21, class_loss = 10.227616, iou_loss = 5.153264, total_loss = 15.380880 \n", + " total_bbox = 321352, rewritten_bbox = 0.279133 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.471105), count: 20, class_loss = 5.854151, iou_loss = 2.371884, total_loss = 8.226035 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.657586), count: 22, class_loss = 7.974832, iou_loss = 7.141879, total_loss = 15.116711 \n", + " total_bbox = 321394, rewritten_bbox = 0.279097 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.413588), count: 14, class_loss = 3.399382, iou_loss = 1.082247, total_loss = 4.481629 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.513296), count: 19, class_loss = 7.650103, iou_loss = 5.150005, total_loss = 12.800108 \n", + " total_bbox = 321427, rewritten_bbox = 0.279068 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.442352), count: 22, class_loss = 10.091614, iou_loss = 1.863391, total_loss = 11.955005 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.635321), count: 15, class_loss = 6.144421, iou_loss = 3.203784, total_loss = 9.348205 \n", + " total_bbox = 321464, rewritten_bbox = 0.279036 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.431409), count: 20, class_loss = 6.980402, iou_loss = 1.993567, total_loss = 8.973969 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.534199), count: 30, class_loss = 14.816817, iou_loss = 8.446229, total_loss = 23.263046 \n", + " total_bbox = 321514, rewritten_bbox = 0.278993 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.457925), count: 15, class_loss = 4.575668, iou_loss = 1.515091, total_loss = 6.090759 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.549818), count: 22, class_loss = 10.458944, iou_loss = 9.896126, total_loss = 20.355070 \n", + " total_bbox = 321551, rewritten_bbox = 0.278960 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.392549), count: 19, class_loss = 7.202432, iou_loss = 1.357658, total_loss = 8.560090 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.562967), count: 16, class_loss = 6.511309, iou_loss = 5.674606, total_loss = 12.185915 \n", + " total_bbox = 321586, rewritten_bbox = 0.278930 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.464134), count: 13, class_loss = 3.715358, iou_loss = 1.977828, total_loss = 5.693186 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.550297), count: 17, class_loss = 8.229822, iou_loss = 5.669258, total_loss = 13.899080 \n", + " total_bbox = 321616, rewritten_bbox = 0.278904 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.393466), count: 19, class_loss = 7.544855, iou_loss = 1.654405, total_loss = 9.199260 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.543158), count: 24, class_loss = 13.196308, iou_loss = 7.011017, total_loss = 20.207325 \n", + " total_bbox = 321659, rewritten_bbox = 0.278867 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.501504), count: 20, class_loss = 6.377593, iou_loss = 2.595829, total_loss = 8.973422 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.551980), count: 26, class_loss = 10.761334, iou_loss = 9.956269, total_loss = 20.717604 \n", + " total_bbox = 321705, rewritten_bbox = 0.278827 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.437029), count: 23, class_loss = 7.379816, iou_loss = 2.682629, total_loss = 10.062445 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.539315), count: 31, class_loss = 14.058641, iou_loss = 10.341839, total_loss = 24.400480 \n", + " total_bbox = 321759, rewritten_bbox = 0.279091 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.487147), count: 18, class_loss = 4.900909, iou_loss = 2.265206, total_loss = 7.166115 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.583526), count: 24, class_loss = 9.310232, iou_loss = 7.978092, total_loss = 17.288324 \n", + " total_bbox = 321801, rewritten_bbox = 0.279054 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.484035), count: 16, class_loss = 6.695099, iou_loss = 2.042406, total_loss = 8.737505 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.587516), count: 18, class_loss = 7.955315, iou_loss = 6.812843, total_loss = 14.768158 \n", + " total_bbox = 321835, rewritten_bbox = 0.279025 % \n", + "\n", + " (next mAP calculation at 1000 iterations) \u001b[H\u001b[J344/6000: loss=8.5 hours left=1.2\u0007\n", + " 344: 8.535369, 8.298302 avg loss, 0.000037 rate, 0.742740 seconds, 16512 images, 1.157102 hours left\n", "Loaded: 0.000034 seconds\n", - "\n", - " (next mAP calculation at 5200 iterations) \n", - " Last accuracy mAP@0.5 = 88.94 %, best = 90.42 % \n", - " 5122: 0.933342, 0.978614 avg loss, 0.000261 rate, 0.491237 seconds, 245856 images, 0.134240 hours left\n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.414346), count: 23, class_loss = 6.208545, iou_loss = 2.657116, total_loss = 8.865662 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.576946), count: 25, class_loss = 8.583148, iou_loss = 6.074068, total_loss = 14.657216 \n", + " total_bbox = 321883, rewritten_bbox = 0.278983 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.450827), count: 14, class_loss = 5.645041, iou_loss = 1.505252, total_loss = 7.150293 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.511287), count: 17, class_loss = 8.333118, iou_loss = 3.533163, total_loss = 11.866282 \n", + " total_bbox = 321914, rewritten_bbox = 0.278957 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.453180), count: 17, class_loss = 7.177160, iou_loss = 1.659401, total_loss = 8.836561 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.554719), count: 20, class_loss = 10.496559, iou_loss = 8.724308, total_loss = 19.220867 \n", + " total_bbox = 321951, rewritten_bbox = 0.278924 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.427829), count: 19, class_loss = 7.719002, iou_loss = 1.818538, total_loss = 9.537539 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.526775), count: 27, class_loss = 14.296758, iou_loss = 7.860690, total_loss = 22.157448 \n", + " total_bbox = 321997, rewritten_bbox = 0.278885 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.460054), count: 23, class_loss = 8.898108, iou_loss = 3.103288, total_loss = 12.001395 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.561109), count: 28, class_loss = 12.789179, iou_loss = 6.324148, total_loss = 19.113327 \n", + " total_bbox = 322048, rewritten_bbox = 0.278840 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.438648), count: 24, class_loss = 8.863805, iou_loss = 2.928532, total_loss = 11.792336 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.613036), count: 30, class_loss = 12.186903, iou_loss = 9.084837, total_loss = 21.271740 \n", + " total_bbox = 322102, rewritten_bbox = 0.278794 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.512017), count: 17, class_loss = 5.230885, iou_loss = 2.268691, total_loss = 7.499576 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.543731), count: 25, class_loss = 11.418791, iou_loss = 6.374144, total_loss = 17.792934 \n", + " total_bbox = 322144, rewritten_bbox = 0.278757 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.417506), count: 9, class_loss = 6.692153, iou_loss = 0.870008, total_loss = 7.562160 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.501763), count: 14, class_loss = 8.043897, iou_loss = 2.623285, total_loss = 10.667182 \n", + " total_bbox = 322167, rewritten_bbox = 0.278737 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.378665), count: 22, class_loss = 8.437467, iou_loss = 2.322151, total_loss = 10.759618 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.528257), count: 30, class_loss = 15.424101, iou_loss = 8.767025, total_loss = 24.191126 \n", + " total_bbox = 322219, rewritten_bbox = 0.278692 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.463751), count: 17, class_loss = 5.695618, iou_loss = 2.114807, total_loss = 7.810425 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.559485), count: 24, class_loss = 10.163255, iou_loss = 10.980340, total_loss = 21.143595 \n", + " total_bbox = 322260, rewritten_bbox = 0.278657 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.346501), count: 15, class_loss = 3.675598, iou_loss = 0.808976, total_loss = 4.484574 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.609033), count: 19, class_loss = 8.044817, iou_loss = 6.429115, total_loss = 14.473932 \n", + " total_bbox = 322294, rewritten_bbox = 0.278938 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.421987), count: 15, class_loss = 5.703938, iou_loss = 1.055517, total_loss = 6.759456 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.546613), count: 12, class_loss = 4.804595, iou_loss = 1.497348, total_loss = 6.301943 \n", + " total_bbox = 322321, rewritten_bbox = 0.278915 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.358173), count: 17, class_loss = 6.739273, iou_loss = 1.543067, total_loss = 8.282340 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.523596), count: 22, class_loss = 10.782691, iou_loss = 6.312600, total_loss = 17.095291 \n", + " total_bbox = 322360, rewritten_bbox = 0.279191 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.449159), count: 21, class_loss = 6.044242, iou_loss = 2.075190, total_loss = 8.119432 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.535272), count: 25, class_loss = 9.713704, iou_loss = 7.287513, total_loss = 17.001217 \n", + " total_bbox = 322406, rewritten_bbox = 0.279151 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.220823), count: 7, class_loss = 6.684637, iou_loss = 0.041732, total_loss = 6.726368 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.333365), count: 4, class_loss = 3.679211, iou_loss = 2.639954, total_loss = 6.319165 \n", + " total_bbox = 322417, rewritten_bbox = 0.279142 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.433593), count: 17, class_loss = 7.508606, iou_loss = 1.652452, total_loss = 9.161058 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.554027), count: 18, class_loss = 8.894477, iou_loss = 5.472131, total_loss = 14.366608 \n", + " total_bbox = 322452, rewritten_bbox = 0.279111 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.385951), count: 19, class_loss = 6.123954, iou_loss = 1.512867, total_loss = 7.636821 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.535028), count: 23, class_loss = 9.613607, iou_loss = 5.911305, total_loss = 15.524913 \n", + " total_bbox = 322494, rewritten_bbox = 0.279075 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.362117), count: 13, class_loss = 5.195108, iou_loss = 0.718694, total_loss = 5.913802 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.505341), count: 23, class_loss = 13.077161, iou_loss = 7.230683, total_loss = 20.307844 \n", + " total_bbox = 322530, rewritten_bbox = 0.279044 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.321863), count: 16, class_loss = 6.694809, iou_loss = 1.444000, total_loss = 8.138809 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.496904), count: 36, class_loss = 17.269133, iou_loss = 11.329693, total_loss = 28.598825 \n", + " total_bbox = 322582, rewritten_bbox = 0.279309 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.397051), count: 19, class_loss = 8.690396, iou_loss = 1.961514, total_loss = 10.651911 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.609869), count: 17, class_loss = 8.222467, iou_loss = 5.895595, total_loss = 14.118062 \n", + " total_bbox = 322618, rewritten_bbox = 0.279278 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.405867), count: 24, class_loss = 9.713327, iou_loss = 2.436110, total_loss = 12.149438 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.499909), count: 44, class_loss = 24.410500, iou_loss = 13.449451, total_loss = 37.859951 \n", + " total_bbox = 322686, rewritten_bbox = 0.279219 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.471200), count: 15, class_loss = 5.948309, iou_loss = 2.109257, total_loss = 8.057566 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.572494), count: 21, class_loss = 10.305003, iou_loss = 6.491380, total_loss = 16.796383 \n", + " total_bbox = 322722, rewritten_bbox = 0.279188 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.399409), count: 18, class_loss = 7.316369, iou_loss = 1.503648, total_loss = 8.820017 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.552156), count: 19, class_loss = 9.752657, iou_loss = 4.790803, total_loss = 14.543460 \n", + " total_bbox = 322759, rewritten_bbox = 0.279156 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.361004), count: 16, class_loss = 7.484944, iou_loss = 0.872337, total_loss = 8.357281 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.540328), count: 16, class_loss = 9.003390, iou_loss = 4.690737, total_loss = 13.694127 \n", + " total_bbox = 322791, rewritten_bbox = 0.279128 % \n", + "\n", + " (next mAP calculation at 1000 iterations) \u001b[H\u001b[J345/6000: loss=8.8 hours left=1.2\u0007\n", + " 345: 8.839332, 8.352405 avg loss, 0.000037 rate, 0.642534 seconds, 16560 images, 1.157201 hours left\n", + "Loaded: 0.000036 seconds\n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.320324), count: 9, class_loss = 7.540946, iou_loss = 0.796360, total_loss = 8.337305 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.342175), count: 5, class_loss = 4.220972, iou_loss = 0.298326, total_loss = 4.519298 \n", + " total_bbox = 322805, rewritten_bbox = 0.279116 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.381265), count: 12, class_loss = 6.315698, iou_loss = 0.588196, total_loss = 6.903894 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.544511), count: 12, class_loss = 7.715927, iou_loss = 7.799877, total_loss = 15.515803 \n", + " total_bbox = 322829, rewritten_bbox = 0.279095 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.403684), count: 26, class_loss = 7.124414, iou_loss = 2.501556, total_loss = 9.625971 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.573560), count: 30, class_loss = 11.703832, iou_loss = 8.651946, total_loss = 20.355778 \n", + " total_bbox = 322885, rewritten_bbox = 0.279047 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.401686), count: 16, class_loss = 7.366762, iou_loss = 1.023038, total_loss = 8.389800 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.622713), count: 16, class_loss = 7.263700, iou_loss = 3.463894, total_loss = 10.727594 \n", + " total_bbox = 322917, rewritten_bbox = 0.279019 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.442498), count: 19, class_loss = 5.390532, iou_loss = 1.981171, total_loss = 7.371702 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.606681), count: 23, class_loss = 9.897379, iou_loss = 7.182827, total_loss = 17.080206 \n", + " total_bbox = 322959, rewritten_bbox = 0.278983 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.498746), count: 25, class_loss = 7.343394, iou_loss = 3.811277, total_loss = 11.154671 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.611771), count: 27, class_loss = 10.062393, iou_loss = 9.962202, total_loss = 20.024595 \n", + " total_bbox = 323011, rewritten_bbox = 0.278938 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.457885), count: 24, class_loss = 8.587912, iou_loss = 3.142076, total_loss = 11.729987 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.550303), count: 27, class_loss = 12.379233, iou_loss = 5.440103, total_loss = 17.819336 \n", + " total_bbox = 323062, rewritten_bbox = 0.278894 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.504444), count: 14, class_loss = 5.882604, iou_loss = 2.577377, total_loss = 8.459981 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.558691), count: 19, class_loss = 9.987016, iou_loss = 7.391192, total_loss = 17.378208 \n", + " total_bbox = 323095, rewritten_bbox = 0.278865 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.408087), count: 15, class_loss = 5.786453, iou_loss = 1.673096, total_loss = 7.459549 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.494975), count: 17, class_loss = 8.131735, iou_loss = 3.427160, total_loss = 11.558895 \n", + " total_bbox = 323127, rewritten_bbox = 0.278838 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.398371), count: 16, class_loss = 6.091545, iou_loss = 0.899741, total_loss = 6.991286 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.594105), count: 19, class_loss = 7.932415, iou_loss = 4.897625, total_loss = 12.830040 \n", + " total_bbox = 323162, rewritten_bbox = 0.278808 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.384121), count: 10, class_loss = 6.166385, iou_loss = 0.605193, total_loss = 6.771577 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.525556), count: 24, class_loss = 12.514137, iou_loss = 8.930525, total_loss = 21.444662 \n", + " total_bbox = 323196, rewritten_bbox = 0.278778 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.402758), count: 21, class_loss = 8.298423, iou_loss = 2.019573, total_loss = 10.317996 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.539888), count: 27, class_loss = 12.841567, iou_loss = 8.751142, total_loss = 21.592709 \n", + " total_bbox = 323244, rewritten_bbox = 0.279356 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.389871), count: 11, class_loss = 6.642738, iou_loss = 0.889479, total_loss = 7.532217 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.505910), count: 15, class_loss = 9.038016, iou_loss = 3.514380, total_loss = 12.552397 \n", + " total_bbox = 323270, rewritten_bbox = 0.279333 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.513379), count: 13, class_loss = 5.043292, iou_loss = 1.844623, total_loss = 6.887915 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.533359), count: 20, class_loss = 9.698115, iou_loss = 7.780053, total_loss = 17.478168 \n", + " total_bbox = 323303, rewritten_bbox = 0.279305 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.420621), count: 22, class_loss = 6.235306, iou_loss = 1.737381, total_loss = 7.972687 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.584722), count: 29, class_loss = 13.344394, iou_loss = 12.920033, total_loss = 26.264427 \n", + " total_bbox = 323354, rewritten_bbox = 0.279260 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.441424), count: 13, class_loss = 3.692106, iou_loss = 1.293918, total_loss = 4.986024 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.547048), count: 20, class_loss = 8.590092, iou_loss = 7.720118, total_loss = 16.310209 \n", + " total_bbox = 323387, rewritten_bbox = 0.279232 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.380736), count: 13, class_loss = 3.490515, iou_loss = 0.864945, total_loss = 4.355460 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.527476), count: 20, class_loss = 8.866359, iou_loss = 9.270816, total_loss = 18.137175 \n", + " total_bbox = 323420, rewritten_bbox = 0.279204 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.525246), count: 22, class_loss = 5.481694, iou_loss = 3.643393, total_loss = 9.125087 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.604349), count: 26, class_loss = 8.773388, iou_loss = 11.892599, total_loss = 20.665987 \n", + " total_bbox = 323468, rewritten_bbox = 0.279162 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.452558), count: 16, class_loss = 6.613366, iou_loss = 1.659537, total_loss = 8.272903 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.500224), count: 20, class_loss = 11.214519, iou_loss = 5.465425, total_loss = 16.679943 \n", + " total_bbox = 323504, rewritten_bbox = 0.279131 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.511515), count: 19, class_loss = 6.616240, iou_loss = 2.837309, total_loss = 9.453549 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.557320), count: 23, class_loss = 9.841871, iou_loss = 8.690657, total_loss = 18.532528 \n", + " total_bbox = 323546, rewritten_bbox = 0.279095 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.492299), count: 11, class_loss = 5.743119, iou_loss = 1.128412, total_loss = 6.871531 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.569667), count: 14, class_loss = 6.965949, iou_loss = 6.623194, total_loss = 13.589143 \n", + " total_bbox = 323571, rewritten_bbox = 0.279073 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.467585), count: 15, class_loss = 5.264099, iou_loss = 2.218459, total_loss = 7.482558 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.507616), count: 20, class_loss = 9.964255, iou_loss = 4.623839, total_loss = 14.588095 \n", + " total_bbox = 323606, rewritten_bbox = 0.279043 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.451202), count: 13, class_loss = 4.254616, iou_loss = 1.662876, total_loss = 5.917491 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.546131), count: 20, class_loss = 9.027528, iou_loss = 6.862166, total_loss = 15.889694 \n", + " total_bbox = 323639, rewritten_bbox = 0.279015 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.427568), count: 18, class_loss = 7.624239, iou_loss = 1.743352, total_loss = 9.367592 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.506683), count: 20, class_loss = 10.534675, iou_loss = 5.626100, total_loss = 16.160774 \n", + " total_bbox = 323677, rewritten_bbox = 0.278982 % \n", + "\n", + " (next mAP calculation at 1000 iterations) \u001b[H\u001b[J346/6000: loss=7.9 hours left=1.2\u0007\n", + " 346: 7.915880, 8.308752 avg loss, 0.000037 rate, 0.648497 seconds, 16608 images, 1.155722 hours left\n", + "Loaded: 0.000032 seconds\n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.443146), count: 18, class_loss = 8.176867, iou_loss = 1.879444, total_loss = 10.056311 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.556309), count: 18, class_loss = 8.975634, iou_loss = 4.588155, total_loss = 13.563788 \n", + " total_bbox = 323713, rewritten_bbox = 0.278951 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.458192), count: 26, class_loss = 9.890878, iou_loss = 3.083231, total_loss = 12.974109 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.584682), count: 33, class_loss = 15.488365, iou_loss = 9.642727, total_loss = 25.131092 \n", + " total_bbox = 323772, rewritten_bbox = 0.278900 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.445838), count: 15, class_loss = 5.566091, iou_loss = 1.334415, total_loss = 6.900506 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.578870), count: 11, class_loss = 4.432971, iou_loss = 1.904186, total_loss = 6.337157 \n", + " total_bbox = 323798, rewritten_bbox = 0.278878 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.450051), count: 16, class_loss = 4.796530, iou_loss = 1.886062, total_loss = 6.682591 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.637577), count: 17, class_loss = 6.283409, iou_loss = 5.907808, total_loss = 12.191216 \n", + " total_bbox = 323831, rewritten_bbox = 0.278849 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.493192), count: 22, class_loss = 7.226089, iou_loss = 2.496152, total_loss = 9.722241 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.557976), count: 29, class_loss = 14.218401, iou_loss = 9.026178, total_loss = 23.244579 \n", + " total_bbox = 323882, rewritten_bbox = 0.278805 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.367414), count: 16, class_loss = 8.053612, iou_loss = 1.116485, total_loss = 9.170096 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.543295), count: 14, class_loss = 7.796519, iou_loss = 2.930506, total_loss = 10.727025 \n", + " total_bbox = 323912, rewritten_bbox = 0.278779 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.418324), count: 19, class_loss = 6.156544, iou_loss = 1.451175, total_loss = 7.607719 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.560459), count: 21, class_loss = 9.405274, iou_loss = 7.515798, total_loss = 16.921072 \n", + " total_bbox = 323952, rewritten_bbox = 0.278745 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.397740), count: 20, class_loss = 8.080831, iou_loss = 1.299624, total_loss = 9.380455 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.523720), count: 25, class_loss = 13.692183, iou_loss = 5.353539, total_loss = 19.045723 \n", + " total_bbox = 323997, rewritten_bbox = 0.278706 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.388879), count: 30, class_loss = 11.460678, iou_loss = 2.850949, total_loss = 14.311627 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.599524), count: 33, class_loss = 16.195843, iou_loss = 8.603666, total_loss = 24.799509 \n", + " total_bbox = 324060, rewritten_bbox = 0.279269 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.471431), count: 20, class_loss = 4.647079, iou_loss = 2.086579, total_loss = 6.733658 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.591166), count: 24, class_loss = 7.558528, iou_loss = 6.225223, total_loss = 13.783751 \n", + " total_bbox = 324104, rewritten_bbox = 0.279231 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.435036), count: 23, class_loss = 6.153010, iou_loss = 1.834706, total_loss = 7.987716 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.612193), count: 23, class_loss = 8.288847, iou_loss = 5.820546, total_loss = 14.109393 \n", + " total_bbox = 324150, rewritten_bbox = 0.279192 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.409871), count: 18, class_loss = 4.943158, iou_loss = 1.628515, total_loss = 6.571673 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.554525), count: 25, class_loss = 9.960010, iou_loss = 8.891515, total_loss = 18.851524 \n", + " total_bbox = 324193, rewritten_bbox = 0.279155 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.431852), count: 24, class_loss = 9.263026, iou_loss = 2.340480, total_loss = 11.603506 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.616922), count: 25, class_loss = 9.409463, iou_loss = 9.598929, total_loss = 19.008392 \n", + " total_bbox = 324242, rewritten_bbox = 0.279113 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.407969), count: 19, class_loss = 7.334696, iou_loss = 1.556766, total_loss = 8.891462 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.543242), count: 22, class_loss = 9.715837, iou_loss = 6.275982, total_loss = 15.991819 \n", + " total_bbox = 324283, rewritten_bbox = 0.279077 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.413935), count: 15, class_loss = 6.006588, iou_loss = 1.307787, total_loss = 7.314374 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.511981), count: 30, class_loss = 15.406973, iou_loss = 11.515104, total_loss = 26.922077 \n", + " total_bbox = 324328, rewritten_bbox = 0.279039 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.423005), count: 19, class_loss = 8.079182, iou_loss = 1.501149, total_loss = 9.580331 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.565918), count: 16, class_loss = 7.677555, iou_loss = 2.545171, total_loss = 10.222726 \n", + " total_bbox = 324363, rewritten_bbox = 0.279317 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.405225), count: 20, class_loss = 6.363004, iou_loss = 2.077490, total_loss = 8.440494 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.559195), count: 22, class_loss = 9.301255, iou_loss = 4.980730, total_loss = 14.281985 \n", + " total_bbox = 324405, rewritten_bbox = 0.279281 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.459498), count: 19, class_loss = 8.067649, iou_loss = 1.735409, total_loss = 9.803058 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.534680), count: 18, class_loss = 8.265887, iou_loss = 2.672665, total_loss = 10.938552 \n", + " total_bbox = 324442, rewritten_bbox = 0.279249 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.450618), count: 18, class_loss = 4.441853, iou_loss = 2.001817, total_loss = 6.443670 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.580053), count: 21, class_loss = 7.492146, iou_loss = 4.893521, total_loss = 12.385667 \n", + " total_bbox = 324481, rewritten_bbox = 0.279215 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.347385), count: 17, class_loss = 9.219444, iou_loss = 1.037894, total_loss = 10.257339 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.525628), count: 15, class_loss = 9.066701, iou_loss = 3.997684, total_loss = 13.064385 \n", + " total_bbox = 324513, rewritten_bbox = 0.279188 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.326134), count: 2, class_loss = 4.245708, iou_loss = 0.024391, total_loss = 4.270099 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.506661), count: 3, class_loss = 3.748526, iou_loss = 4.137313, total_loss = 7.885839 \n", + " total_bbox = 324518, rewritten_bbox = 0.279183 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.395654), count: 16, class_loss = 6.245275, iou_loss = 1.667346, total_loss = 7.912621 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.512887), count: 16, class_loss = 6.789721, iou_loss = 5.586300, total_loss = 12.376021 \n", + " total_bbox = 324550, rewritten_bbox = 0.279156 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.476337), count: 13, class_loss = 5.077363, iou_loss = 1.668507, total_loss = 6.745870 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.532752), count: 17, class_loss = 8.418946, iou_loss = 6.004848, total_loss = 14.423794 \n", + " total_bbox = 324580, rewritten_bbox = 0.279130 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.451842), count: 17, class_loss = 5.274285, iou_loss = 1.615918, total_loss = 6.890203 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.619858), count: 21, class_loss = 8.978202, iou_loss = 6.846457, total_loss = 15.824658 \n", + " total_bbox = 324618, rewritten_bbox = 0.279097 % \n", + "\n", + " (next mAP calculation at 1000 iterations) \u001b[H\u001b[J347/6000: loss=8.2 hours left=1.2\u0007\n", + " 347: 8.170581, 8.294935 avg loss, 0.000038 rate, 0.657754 seconds, 16656 images, 1.154351 hours left\n", + "Loaded: 0.000036 seconds\n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.474350), count: 19, class_loss = 6.193220, iou_loss = 2.213500, total_loss = 8.406720 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.558212), count: 27, class_loss = 12.840564, iou_loss = 10.501006, total_loss = 23.341570 \n", + " total_bbox = 324664, rewritten_bbox = 0.279058 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.458320), count: 23, class_loss = 10.922112, iou_loss = 2.627698, total_loss = 13.549809 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.499204), count: 24, class_loss = 13.174953, iou_loss = 7.627004, total_loss = 20.801956 \n", + " total_bbox = 324711, rewritten_bbox = 0.279017 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.391096), count: 25, class_loss = 10.115644, iou_loss = 1.895757, total_loss = 12.011401 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.478822), count: 32, class_loss = 16.675335, iou_loss = 6.139502, total_loss = 22.814837 \n", + " total_bbox = 324768, rewritten_bbox = 0.279276 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.407846), count: 13, class_loss = 3.827902, iou_loss = 1.068597, total_loss = 4.896498 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.604644), count: 16, class_loss = 6.548900, iou_loss = 6.384886, total_loss = 12.933785 \n", + " total_bbox = 324797, rewritten_bbox = 0.279251 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.411239), count: 12, class_loss = 5.142443, iou_loss = 0.768531, total_loss = 5.910974 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.472560), count: 16, class_loss = 8.143600, iou_loss = 6.792546, total_loss = 14.936147 \n", + " total_bbox = 324825, rewritten_bbox = 0.279227 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.416962), count: 15, class_loss = 5.553521, iou_loss = 1.542011, total_loss = 7.095532 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.540453), count: 13, class_loss = 5.625623, iou_loss = 3.826320, total_loss = 9.451942 \n", + " total_bbox = 324853, rewritten_bbox = 0.279203 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.452466), count: 22, class_loss = 6.114523, iou_loss = 3.000361, total_loss = 9.114884 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.619280), count: 25, class_loss = 9.057200, iou_loss = 9.334126, total_loss = 18.391327 \n", + " total_bbox = 324900, rewritten_bbox = 0.279163 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.395843), count: 19, class_loss = 7.094416, iou_loss = 1.555164, total_loss = 8.649580 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.557364), count: 19, class_loss = 8.797057, iou_loss = 5.705698, total_loss = 14.502755 \n", + " total_bbox = 324938, rewritten_bbox = 0.279130 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.420105), count: 17, class_loss = 5.488431, iou_loss = 1.372503, total_loss = 6.860935 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.529354), count: 23, class_loss = 11.571548, iou_loss = 6.417161, total_loss = 17.988708 \n", + " total_bbox = 324978, rewritten_bbox = 0.279096 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.477657), count: 16, class_loss = 3.715976, iou_loss = 1.673081, total_loss = 5.389058 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.586635), count: 16, class_loss = 6.646893, iou_loss = 3.221395, total_loss = 9.868287 \n", + " total_bbox = 325010, rewritten_bbox = 0.279068 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.413280), count: 19, class_loss = 7.418644, iou_loss = 2.544719, total_loss = 9.963364 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.574669), count: 20, class_loss = 8.068500, iou_loss = 6.736678, total_loss = 14.805178 \n", + " total_bbox = 325049, rewritten_bbox = 0.279035 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.404169), count: 15, class_loss = 6.130841, iou_loss = 0.969295, total_loss = 7.100135 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.504593), count: 16, class_loss = 6.942853, iou_loss = 4.715856, total_loss = 11.658709 \n", + " total_bbox = 325080, rewritten_bbox = 0.279008 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.431764), count: 18, class_loss = 6.915664, iou_loss = 1.973110, total_loss = 8.888774 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.550267), count: 23, class_loss = 11.690801, iou_loss = 8.319818, total_loss = 20.010618 \n", + " total_bbox = 325121, rewritten_bbox = 0.278973 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.447869), count: 12, class_loss = 3.610113, iou_loss = 1.145217, total_loss = 4.755330 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.514538), count: 13, class_loss = 5.216454, iou_loss = 2.096105, total_loss = 7.312559 \n", + " total_bbox = 325146, rewritten_bbox = 0.278952 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.484925), count: 17, class_loss = 5.683890, iou_loss = 2.130648, total_loss = 7.814538 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.512619), count: 20, class_loss = 10.282385, iou_loss = 3.814235, total_loss = 14.096620 \n", + " total_bbox = 325183, rewritten_bbox = 0.278920 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.486673), count: 22, class_loss = 6.314141, iou_loss = 2.138984, total_loss = 8.453125 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.541237), count: 30, class_loss = 13.302659, iou_loss = 8.757701, total_loss = 22.060360 \n", + " total_bbox = 325235, rewritten_bbox = 0.278875 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.418439), count: 15, class_loss = 5.790165, iou_loss = 1.078612, total_loss = 6.868777 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.529021), count: 20, class_loss = 10.660639, iou_loss = 8.094183, total_loss = 18.754822 \n", + " total_bbox = 325270, rewritten_bbox = 0.278845 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.428332), count: 19, class_loss = 6.831751, iou_loss = 1.915296, total_loss = 8.747047 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.553612), count: 25, class_loss = 11.516341, iou_loss = 7.296012, total_loss = 18.812353 \n", + " total_bbox = 325314, rewritten_bbox = 0.278808 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.490926), count: 11, class_loss = 5.558271, iou_loss = 1.192221, total_loss = 6.750493 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.567326), count: 15, class_loss = 8.063965, iou_loss = 4.111724, total_loss = 12.175689 \n", + " total_bbox = 325340, rewritten_bbox = 0.278785 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.412011), count: 19, class_loss = 5.105777, iou_loss = 1.528234, total_loss = 6.634011 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.520517), count: 25, class_loss = 10.442571, iou_loss = 8.771085, total_loss = 19.213655 \n", + " total_bbox = 325384, rewritten_bbox = 0.278748 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.430747), count: 19, class_loss = 6.165898, iou_loss = 1.580417, total_loss = 7.746315 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.558096), count: 24, class_loss = 11.583766, iou_loss = 6.934615, total_loss = 18.518381 \n", + " total_bbox = 325427, rewritten_bbox = 0.278711 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.470772), count: 19, class_loss = 6.767021, iou_loss = 3.917127, total_loss = 10.684148 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.531747), count: 25, class_loss = 11.172688, iou_loss = 6.782900, total_loss = 17.955587 \n", + " total_bbox = 325471, rewritten_bbox = 0.278673 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.462058), count: 11, class_loss = 4.266518, iou_loss = 1.174153, total_loss = 5.440670 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.591251), count: 22, class_loss = 12.010122, iou_loss = 7.248838, total_loss = 19.258961 \n", + " total_bbox = 325504, rewritten_bbox = 0.278952 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.458108), count: 18, class_loss = 5.434577, iou_loss = 1.756882, total_loss = 7.191459 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.611213), count: 19, class_loss = 8.413360, iou_loss = 5.262247, total_loss = 13.675607 \n", + " total_bbox = 325541, rewritten_bbox = 0.278920 % \n", + "\n", + " (next mAP calculation at 1000 iterations) \u001b[H\u001b[J348/6000: loss=8.0 hours left=1.2\u0007\n", + " 348: 8.030466, 8.268488 avg loss, 0.000038 rate, 0.651163 seconds, 16704 images, 1.153137 hours left\n", + "Loaded: 0.000038 seconds\n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.406254), count: 17, class_loss = 5.047743, iou_loss = 1.737891, total_loss = 6.785635 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.559205), count: 20, class_loss = 9.278149, iou_loss = 6.297055, total_loss = 15.575204 \n", + " total_bbox = 325578, rewritten_bbox = 0.278889 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.427449), count: 18, class_loss = 6.376348, iou_loss = 2.882857, total_loss = 9.259205 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.492957), count: 26, class_loss = 13.050551, iou_loss = 7.682445, total_loss = 20.732996 \n", + " total_bbox = 325622, rewritten_bbox = 0.278851 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.511506), count: 27, class_loss = 7.102428, iou_loss = 4.326784, total_loss = 11.429212 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.591820), count: 27, class_loss = 8.674890, iou_loss = 5.447310, total_loss = 14.122200 \n", + " total_bbox = 325676, rewritten_bbox = 0.278805 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.465902), count: 21, class_loss = 8.599879, iou_loss = 1.919699, total_loss = 10.519578 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.561912), count: 20, class_loss = 8.432589, iou_loss = 3.061051, total_loss = 11.493640 \n", + " total_bbox = 325717, rewritten_bbox = 0.278770 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.401850), count: 12, class_loss = 4.256237, iou_loss = 1.110629, total_loss = 5.366865 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.583195), count: 18, class_loss = 8.502862, iou_loss = 7.647870, total_loss = 16.150732 \n", + " total_bbox = 325747, rewritten_bbox = 0.278744 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.425824), count: 14, class_loss = 5.798584, iou_loss = 1.680772, total_loss = 7.479356 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.586795), count: 24, class_loss = 11.451051, iou_loss = 7.559789, total_loss = 19.010839 \n", + " total_bbox = 325785, rewritten_bbox = 0.278711 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.398180), count: 12, class_loss = 6.335184, iou_loss = 1.187010, total_loss = 7.522194 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.468832), count: 32, class_loss = 18.526016, iou_loss = 11.053537, total_loss = 29.579554 \n", + " total_bbox = 325829, rewritten_bbox = 0.278674 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.449422), count: 20, class_loss = 7.539998, iou_loss = 2.056756, total_loss = 9.596754 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.540134), count: 28, class_loss = 13.310412, iou_loss = 9.469020, total_loss = 22.779432 \n", + " total_bbox = 325877, rewritten_bbox = 0.278633 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.321435), count: 13, class_loss = 5.835709, iou_loss = 0.543437, total_loss = 6.379145 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.499098), count: 13, class_loss = 6.722955, iou_loss = 2.996712, total_loss = 9.719667 \n", + " total_bbox = 325903, rewritten_bbox = 0.278610 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.368775), count: 14, class_loss = 5.272640, iou_loss = 0.863397, total_loss = 6.136037 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.597538), count: 18, class_loss = 8.957712, iou_loss = 7.280102, total_loss = 16.237814 \n", + " total_bbox = 325935, rewritten_bbox = 0.278583 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.438699), count: 19, class_loss = 5.911352, iou_loss = 1.972224, total_loss = 7.883576 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.603406), count: 20, class_loss = 8.439353, iou_loss = 6.579581, total_loss = 15.018934 \n", + " total_bbox = 325974, rewritten_bbox = 0.278550 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.401938), count: 23, class_loss = 11.089133, iou_loss = 2.439736, total_loss = 13.528870 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.478293), count: 21, class_loss = 11.907671, iou_loss = 2.986562, total_loss = 14.894233 \n", + " total_bbox = 326018, rewritten_bbox = 0.278819 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.493465), count: 16, class_loss = 4.691947, iou_loss = 2.251590, total_loss = 6.943537 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.542633), count: 20, class_loss = 8.364327, iou_loss = 6.183108, total_loss = 14.547436 \n", + " total_bbox = 326054, rewritten_bbox = 0.278788 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.486270), count: 22, class_loss = 6.651027, iou_loss = 2.386973, total_loss = 9.038000 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.523041), count: 22, class_loss = 9.228261, iou_loss = 6.483913, total_loss = 15.712174 \n", + " total_bbox = 326098, rewritten_bbox = 0.279057 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.419489), count: 17, class_loss = 6.654537, iou_loss = 1.325717, total_loss = 7.980254 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.506385), count: 20, class_loss = 9.201250, iou_loss = 3.426344, total_loss = 12.627594 \n", + " total_bbox = 326135, rewritten_bbox = 0.279026 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.438671), count: 20, class_loss = 6.353096, iou_loss = 1.853982, total_loss = 8.207078 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.571953), count: 24, class_loss = 10.545650, iou_loss = 7.062278, total_loss = 17.607927 \n", + " total_bbox = 326179, rewritten_bbox = 0.278988 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.380889), count: 22, class_loss = 6.425394, iou_loss = 1.861708, total_loss = 8.287102 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.559379), count: 25, class_loss = 9.426747, iou_loss = 6.215872, total_loss = 15.642619 \n", + " total_bbox = 326226, rewritten_bbox = 0.278948 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.461763), count: 16, class_loss = 4.411998, iou_loss = 1.794627, total_loss = 6.206625 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.585000), count: 17, class_loss = 5.237264, iou_loss = 3.925029, total_loss = 9.162293 \n", + " total_bbox = 326259, rewritten_bbox = 0.278920 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.485712), count: 14, class_loss = 5.584911, iou_loss = 1.628741, total_loss = 7.213652 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.528335), count: 24, class_loss = 12.407866, iou_loss = 9.922938, total_loss = 22.330805 \n", + " total_bbox = 326297, rewritten_bbox = 0.279193 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.445331), count: 21, class_loss = 5.045988, iou_loss = 2.195878, total_loss = 7.241865 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.599235), count: 20, class_loss = 5.397781, iou_loss = 5.711927, total_loss = 11.109708 \n", + " total_bbox = 326338, rewritten_bbox = 0.279158 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.453893), count: 19, class_loss = 7.635382, iou_loss = 1.772740, total_loss = 9.408122 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.537495), count: 22, class_loss = 10.693839, iou_loss = 5.259101, total_loss = 15.952940 \n", + " total_bbox = 326379, rewritten_bbox = 0.279123 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.489738), count: 21, class_loss = 6.749145, iou_loss = 2.515110, total_loss = 9.264256 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.569154), count: 33, class_loss = 15.280999, iou_loss = 12.314605, total_loss = 27.595604 \n", + " total_bbox = 326433, rewritten_bbox = 0.279077 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.383775), count: 16, class_loss = 5.503027, iou_loss = 1.713145, total_loss = 7.216172 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.509823), count: 24, class_loss = 12.308597, iou_loss = 7.003303, total_loss = 19.311899 \n", + " total_bbox = 326473, rewritten_bbox = 0.279043 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.464973), count: 12, class_loss = 5.311182, iou_loss = 1.151681, total_loss = 6.462863 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.501985), count: 14, class_loss = 7.748344, iou_loss = 4.148551, total_loss = 11.896894 \n", + " total_bbox = 326499, rewritten_bbox = 0.279021 % \n", + "\n", + " (next mAP calculation at 1000 iterations) \u001b[H\u001b[J349/6000: loss=8.2 hours left=1.2\u0007\n", + " 349: 8.211142, 8.262753 avg loss, 0.000039 rate, 0.642312 seconds, 16752 images, 1.151829 hours left\n", + "Loaded: 0.000061 seconds\n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.480513), count: 26, class_loss = 8.141322, iou_loss = 3.175863, total_loss = 11.317185 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.483437), count: 32, class_loss = 14.295973, iou_loss = 7.158098, total_loss = 21.454071 \n", + " total_bbox = 326557, rewritten_bbox = 0.279277 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.396339), count: 20, class_loss = 6.719564, iou_loss = 1.560977, total_loss = 8.280541 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.531600), count: 27, class_loss = 12.405529, iou_loss = 6.723896, total_loss = 19.129425 \n", + " total_bbox = 326604, rewritten_bbox = 0.279237 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.438901), count: 17, class_loss = 8.909083, iou_loss = 1.580551, total_loss = 10.489635 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.528711), count: 14, class_loss = 7.019711, iou_loss = 1.837233, total_loss = 8.856944 \n", + " total_bbox = 326635, rewritten_bbox = 0.279211 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.356840), count: 18, class_loss = 7.105564, iou_loss = 1.082343, total_loss = 8.187906 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.564696), count: 19, class_loss = 6.669769, iou_loss = 5.059924, total_loss = 11.729693 \n", + " total_bbox = 326672, rewritten_bbox = 0.279179 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.450914), count: 27, class_loss = 8.775246, iou_loss = 3.057198, total_loss = 11.832443 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.539458), count: 28, class_loss = 12.729364, iou_loss = 5.486307, total_loss = 18.215672 \n", + " total_bbox = 326727, rewritten_bbox = 0.279132 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.435828), count: 16, class_loss = 5.036617, iou_loss = 1.042155, total_loss = 6.078772 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.485169), count: 18, class_loss = 8.303512, iou_loss = 3.742616, total_loss = 12.046127 \n", + " total_bbox = 326761, rewritten_bbox = 0.279715 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.496365), count: 15, class_loss = 6.884772, iou_loss = 1.887696, total_loss = 8.772469 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.507715), count: 18, class_loss = 10.376103, iou_loss = 4.158295, total_loss = 14.534398 \n", + " total_bbox = 326794, rewritten_bbox = 0.279687 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.482108), count: 13, class_loss = 4.978308, iou_loss = 3.564066, total_loss = 8.542374 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.574979), count: 16, class_loss = 7.677758, iou_loss = 4.793893, total_loss = 12.471651 \n", + " total_bbox = 326823, rewritten_bbox = 0.279662 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.514270), count: 17, class_loss = 4.707964, iou_loss = 1.853500, total_loss = 6.561464 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.592519), count: 21, class_loss = 8.470140, iou_loss = 6.339060, total_loss = 14.809199 \n", + " total_bbox = 326861, rewritten_bbox = 0.279936 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.436928), count: 17, class_loss = 7.475362, iou_loss = 2.123882, total_loss = 9.599244 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.479277), count: 21, class_loss = 10.472272, iou_loss = 4.330929, total_loss = 14.803201 \n", + " total_bbox = 326899, rewritten_bbox = 0.279903 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.476892), count: 8, class_loss = 4.270271, iou_loss = 0.815079, total_loss = 5.085350 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.545609), count: 13, class_loss = 7.347344, iou_loss = 6.616085, total_loss = 13.963429 \n", + " total_bbox = 326920, rewritten_bbox = 0.279885 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.562699), count: 8, class_loss = 4.661922, iou_loss = 1.255304, total_loss = 5.917226 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.528917), count: 12, class_loss = 6.498216, iou_loss = 3.941600, total_loss = 10.439816 \n", + " total_bbox = 326940, rewritten_bbox = 0.279868 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.535871), count: 14, class_loss = 5.349844, iou_loss = 2.642046, total_loss = 7.991890 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.592458), count: 25, class_loss = 11.882213, iou_loss = 8.289083, total_loss = 20.171295 \n", + " total_bbox = 326979, rewritten_bbox = 0.279834 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.452771), count: 19, class_loss = 5.524021, iou_loss = 1.930364, total_loss = 7.454384 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.628230), count: 22, class_loss = 6.855679, iou_loss = 5.784497, total_loss = 12.640176 \n", + " total_bbox = 327020, rewritten_bbox = 0.279799 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.353795), count: 13, class_loss = 3.983830, iou_loss = 0.857164, total_loss = 4.840994 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.503471), count: 17, class_loss = 8.098367, iou_loss = 5.872396, total_loss = 13.970763 \n", + " total_bbox = 327050, rewritten_bbox = 0.279774 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.421087), count: 22, class_loss = 6.156661, iou_loss = 2.210677, total_loss = 8.367337 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.555698), count: 25, class_loss = 11.227243, iou_loss = 6.094448, total_loss = 17.321692 \n", + " total_bbox = 327097, rewritten_bbox = 0.280039 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.448153), count: 19, class_loss = 6.218241, iou_loss = 1.768619, total_loss = 7.986860 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.568412), count: 33, class_loss = 14.683120, iou_loss = 10.013051, total_loss = 24.696171 \n", + " total_bbox = 327149, rewritten_bbox = 0.279995 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.431808), count: 18, class_loss = 5.524803, iou_loss = 1.755836, total_loss = 7.280640 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.594653), count: 17, class_loss = 5.831641, iou_loss = 3.522392, total_loss = 9.354033 \n", + " total_bbox = 327184, rewritten_bbox = 0.280270 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.466685), count: 23, class_loss = 5.810539, iou_loss = 2.906415, total_loss = 8.716954 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.603190), count: 29, class_loss = 10.315098, iou_loss = 8.015444, total_loss = 18.330542 \n", + " total_bbox = 327236, rewritten_bbox = 0.280226 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.455737), count: 21, class_loss = 7.103157, iou_loss = 3.078140, total_loss = 10.181297 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.563355), count: 23, class_loss = 9.236981, iou_loss = 7.017758, total_loss = 16.254740 \n", + " total_bbox = 327280, rewritten_bbox = 0.280188 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.453574), count: 18, class_loss = 5.015964, iou_loss = 1.853165, total_loss = 6.869129 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.556439), count: 21, class_loss = 9.148127, iou_loss = 5.712864, total_loss = 14.860991 \n", + " total_bbox = 327319, rewritten_bbox = 0.280155 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.425704), count: 19, class_loss = 5.586697, iou_loss = 1.808284, total_loss = 7.394981 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.567222), count: 27, class_loss = 10.856946, iou_loss = 8.472758, total_loss = 19.329704 \n", + " total_bbox = 327365, rewritten_bbox = 0.280115 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.453750), count: 6, class_loss = 6.480386, iou_loss = 0.724187, total_loss = 7.204573 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.533915), count: 6, class_loss = 5.729415, iou_loss = 2.233137, total_loss = 7.962552 \n", + " total_bbox = 327377, rewritten_bbox = 0.280105 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.403255), count: 24, class_loss = 9.386844, iou_loss = 2.376462, total_loss = 11.763306 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.519225), count: 31, class_loss = 16.394728, iou_loss = 8.202246, total_loss = 24.596973 \n", + " total_bbox = 327432, rewritten_bbox = 0.280058 % \n", + "\n", + " (next mAP calculation at 1000 iterations) \u001b[H\u001b[J350/6000: loss=8.0 hours left=1.2\u0007\n", + " 350: 7.982769, 8.234756 avg loss, 0.000039 rate, 0.637876 seconds, 16800 images, 1.150394 hours left\n", + "Loaded: 0.000033 seconds\n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.346861), count: 14, class_loss = 7.517950, iou_loss = 0.602789, total_loss = 8.120739 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.502802), count: 9, class_loss = 4.644675, iou_loss = 1.435424, total_loss = 6.080099 \n", + " total_bbox = 327455, rewritten_bbox = 0.280038 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.430917), count: 14, class_loss = 6.745326, iou_loss = 1.178022, total_loss = 7.923348 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.554860), count: 15, class_loss = 7.246151, iou_loss = 5.467398, total_loss = 12.713550 \n", + " total_bbox = 327484, rewritten_bbox = 0.280014 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.375025), count: 22, class_loss = 7.282537, iou_loss = 1.592555, total_loss = 8.875092 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.583171), count: 30, class_loss = 13.119741, iou_loss = 10.040176, total_loss = 23.159918 \n", + " total_bbox = 327536, rewritten_bbox = 0.279969 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.361481), count: 19, class_loss = 6.270880, iou_loss = 1.395135, total_loss = 7.666015 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.506031), count: 30, class_loss = 14.506199, iou_loss = 8.554302, total_loss = 23.060501 \n", + " total_bbox = 327585, rewritten_bbox = 0.280233 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.443436), count: 20, class_loss = 8.053679, iou_loss = 1.855646, total_loss = 9.909325 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.537103), count: 20, class_loss = 9.236651, iou_loss = 5.250755, total_loss = 14.487407 \n", + " total_bbox = 327625, rewritten_bbox = 0.280198 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.416310), count: 16, class_loss = 4.444129, iou_loss = 1.674157, total_loss = 6.118286 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.617348), count: 20, class_loss = 7.987985, iou_loss = 7.799409, total_loss = 15.787395 \n", + " total_bbox = 327661, rewritten_bbox = 0.280168 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.432389), count: 18, class_loss = 7.607335, iou_loss = 2.041505, total_loss = 9.648840 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.570332), count: 24, class_loss = 11.526376, iou_loss = 10.251943, total_loss = 21.778318 \n", + " total_bbox = 327703, rewritten_bbox = 0.280132 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.441755), count: 8, class_loss = 3.831773, iou_loss = 0.564365, total_loss = 4.396138 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.395004), count: 7, class_loss = 3.655411, iou_loss = 0.596798, total_loss = 4.252210 \n", + " total_bbox = 327718, rewritten_bbox = 0.280424 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.436459), count: 15, class_loss = 5.535649, iou_loss = 1.563811, total_loss = 7.099461 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.561480), count: 22, class_loss = 11.032800, iou_loss = 6.139024, total_loss = 17.171824 \n", + " total_bbox = 327755, rewritten_bbox = 0.280392 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.418291), count: 12, class_loss = 4.397696, iou_loss = 1.311829, total_loss = 5.709525 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.554657), count: 15, class_loss = 6.482470, iou_loss = 4.911336, total_loss = 11.393806 \n", + " total_bbox = 327781, rewritten_bbox = 0.280370 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.516475), count: 18, class_loss = 5.020394, iou_loss = 2.772345, total_loss = 7.792739 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.557742), count: 25, class_loss = 10.498353, iou_loss = 7.797700, total_loss = 18.296053 \n", + " total_bbox = 327824, rewritten_bbox = 0.280333 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.439893), count: 12, class_loss = 4.549348, iou_loss = 1.495377, total_loss = 6.044724 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.616746), count: 17, class_loss = 7.238683, iou_loss = 9.533773, total_loss = 16.772457 \n", + " total_bbox = 327853, rewritten_bbox = 0.280309 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.401408), count: 17, class_loss = 10.420027, iou_loss = 1.368913, total_loss = 11.788939 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.457214), count: 18, class_loss = 11.201659, iou_loss = 4.995891, total_loss = 16.197550 \n", + " total_bbox = 327888, rewritten_bbox = 0.280279 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.480043), count: 13, class_loss = 7.558676, iou_loss = 1.796202, total_loss = 9.354878 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.523164), count: 16, class_loss = 9.317702, iou_loss = 4.427287, total_loss = 13.744989 \n", + " total_bbox = 327917, rewritten_bbox = 0.280254 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.418303), count: 18, class_loss = 5.059522, iou_loss = 1.536934, total_loss = 6.596457 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.554818), count: 27, class_loss = 11.547657, iou_loss = 10.274403, total_loss = 21.822060 \n", + " total_bbox = 327962, rewritten_bbox = 0.280215 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.431497), count: 19, class_loss = 7.502321, iou_loss = 2.452926, total_loss = 9.955247 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.560757), count: 20, class_loss = 9.559841, iou_loss = 11.234531, total_loss = 20.794373 \n", + " total_bbox = 328001, rewritten_bbox = 0.280182 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.445671), count: 20, class_loss = 5.703801, iou_loss = 1.969959, total_loss = 7.673760 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.577071), count: 24, class_loss = 9.096013, iou_loss = 7.323747, total_loss = 16.419760 \n", + " total_bbox = 328045, rewritten_bbox = 0.280144 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.442997), count: 17, class_loss = 5.815410, iou_loss = 1.790970, total_loss = 7.606380 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.546681), count: 15, class_loss = 6.474421, iou_loss = 2.543181, total_loss = 9.017602 \n", + " total_bbox = 328077, rewritten_bbox = 0.280117 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.400536), count: 12, class_loss = 5.552597, iou_loss = 1.555991, total_loss = 7.108588 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.434686), count: 13, class_loss = 7.452338, iou_loss = 2.463827, total_loss = 9.916165 \n", + " total_bbox = 328102, rewritten_bbox = 0.280096 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.410426), count: 8, class_loss = 3.921090, iou_loss = 0.527418, total_loss = 4.448508 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.539259), count: 10, class_loss = 6.540647, iou_loss = 2.334064, total_loss = 8.874710 \n", + " total_bbox = 328120, rewritten_bbox = 0.280080 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.517427), count: 16, class_loss = 4.935315, iou_loss = 2.218568, total_loss = 7.153883 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.595655), count: 19, class_loss = 7.019742, iou_loss = 6.218832, total_loss = 13.238574 \n", + " total_bbox = 328155, rewritten_bbox = 0.280051 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.473467), count: 15, class_loss = 3.795220, iou_loss = 2.092897, total_loss = 5.888118 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.568331), count: 16, class_loss = 6.074621, iou_loss = 4.328627, total_loss = 10.403248 \n", + " total_bbox = 328186, rewritten_bbox = 0.280024 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.404068), count: 16, class_loss = 4.898465, iou_loss = 1.451385, total_loss = 6.349850 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.544090), count: 19, class_loss = 7.905392, iou_loss = 4.327727, total_loss = 12.233119 \n", + " total_bbox = 328221, rewritten_bbox = 0.279994 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.522762), count: 20, class_loss = 6.623682, iou_loss = 2.341302, total_loss = 8.964984 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.508621), count: 21, class_loss = 8.614660, iou_loss = 8.473162, total_loss = 17.087822 \n", + " total_bbox = 328262, rewritten_bbox = 0.279959 % \n", + "\n", + " (next mAP calculation at 1000 iterations) \u001b[H\u001b[J351/6000: loss=7.3 hours left=1.1\u0007\n", + " 351: 7.330935, 8.144374 avg loss, 0.000040 rate, 0.648718 seconds, 16848 images, 1.148903 hours left\n", + "Loaded: 0.000033 seconds\n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.366461), count: 14, class_loss = 5.295704, iou_loss = 1.016279, total_loss = 6.311983 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.546126), count: 21, class_loss = 10.179920, iou_loss = 11.921007, total_loss = 22.100927 \n", + " total_bbox = 328297, rewritten_bbox = 0.279929 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.470748), count: 20, class_loss = 8.501543, iou_loss = 2.105165, total_loss = 10.606709 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.601272), count: 20, class_loss = 8.621774, iou_loss = 6.008182, total_loss = 14.629955 \n", + " total_bbox = 328337, rewritten_bbox = 0.279895 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.395808), count: 21, class_loss = 6.228943, iou_loss = 1.611929, total_loss = 7.840872 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.538247), count: 23, class_loss = 10.351058, iou_loss = 4.136523, total_loss = 14.487581 \n", + " total_bbox = 328381, rewritten_bbox = 0.279858 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.441818), count: 16, class_loss = 5.152311, iou_loss = 1.571352, total_loss = 6.723663 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.616978), count: 15, class_loss = 5.402768, iou_loss = 3.764573, total_loss = 9.167341 \n", + " total_bbox = 328412, rewritten_bbox = 0.279831 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.440028), count: 18, class_loss = 3.502768, iou_loss = 2.124295, total_loss = 5.627063 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.585066), count: 22, class_loss = 7.147188, iou_loss = 11.309507, total_loss = 18.456696 \n", + " total_bbox = 328452, rewritten_bbox = 0.279797 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.438647), count: 25, class_loss = 9.090821, iou_loss = 2.962088, total_loss = 12.052909 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.483956), count: 25, class_loss = 10.940220, iou_loss = 5.322744, total_loss = 16.262964 \n", + " total_bbox = 328502, rewritten_bbox = 0.279755 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.414763), count: 17, class_loss = 5.938633, iou_loss = 1.858577, total_loss = 7.797211 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.566537), count: 27, class_loss = 11.866799, iou_loss = 9.713794, total_loss = 21.580593 \n", + " total_bbox = 328546, rewritten_bbox = 0.279717 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.501314), count: 16, class_loss = 3.683359, iou_loss = 2.538492, total_loss = 6.221851 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.606672), count: 24, class_loss = 10.191811, iou_loss = 10.714790, total_loss = 20.906601 \n", + " total_bbox = 328586, rewritten_bbox = 0.279683 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.432912), count: 19, class_loss = 6.671499, iou_loss = 2.270810, total_loss = 8.942309 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.572937), count: 23, class_loss = 10.709264, iou_loss = 6.103757, total_loss = 16.813021 \n", + " total_bbox = 328628, rewritten_bbox = 0.279647 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.434941), count: 19, class_loss = 5.651394, iou_loss = 1.801842, total_loss = 7.453237 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.539702), count: 22, class_loss = 9.511151, iou_loss = 6.606681, total_loss = 16.117832 \n", + " total_bbox = 328669, rewritten_bbox = 0.279613 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.516283), count: 17, class_loss = 5.968735, iou_loss = 1.882266, total_loss = 7.851000 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.567169), count: 23, class_loss = 12.486026, iou_loss = 9.272075, total_loss = 21.758101 \n", + " total_bbox = 328709, rewritten_bbox = 0.279579 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.394925), count: 15, class_loss = 5.389723, iou_loss = 1.396747, total_loss = 6.786470 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.578355), count: 17, class_loss = 8.369713, iou_loss = 3.878015, total_loss = 12.247727 \n", + " total_bbox = 328741, rewritten_bbox = 0.279551 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.470395), count: 9, class_loss = 5.565377, iou_loss = 1.042972, total_loss = 6.608348 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.536450), count: 17, class_loss = 10.062402, iou_loss = 5.183984, total_loss = 15.246386 \n", + " total_bbox = 328767, rewritten_bbox = 0.279529 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.450446), count: 23, class_loss = 6.528500, iou_loss = 2.215227, total_loss = 8.743727 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.555286), count: 27, class_loss = 12.229709, iou_loss = 7.072587, total_loss = 19.302296 \n", + " total_bbox = 328817, rewritten_bbox = 0.279487 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.462575), count: 15, class_loss = 4.601292, iou_loss = 2.323760, total_loss = 6.925051 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.483837), count: 21, class_loss = 9.669142, iou_loss = 6.823008, total_loss = 16.492149 \n", + " total_bbox = 328853, rewritten_bbox = 0.279456 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.496560), count: 16, class_loss = 7.286535, iou_loss = 1.883265, total_loss = 9.169800 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.608231), count: 18, class_loss = 10.197557, iou_loss = 6.520563, total_loss = 16.718121 \n", + " total_bbox = 328887, rewritten_bbox = 0.279427 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.457896), count: 12, class_loss = 5.338861, iou_loss = 1.413219, total_loss = 6.752081 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.546310), count: 31, class_loss = 16.003399, iou_loss = 11.149836, total_loss = 27.153234 \n", + " total_bbox = 328930, rewritten_bbox = 0.279391 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.514577), count: 14, class_loss = 5.105883, iou_loss = 2.431688, total_loss = 7.537571 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.553394), count: 16, class_loss = 7.442752, iou_loss = 4.492931, total_loss = 11.935683 \n", + " total_bbox = 328960, rewritten_bbox = 0.279365 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.391423), count: 17, class_loss = 6.247122, iou_loss = 1.555265, total_loss = 7.802387 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.559730), count: 21, class_loss = 9.194967, iou_loss = 7.007368, total_loss = 16.202335 \n", + " total_bbox = 328998, rewritten_bbox = 0.279333 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.417113), count: 16, class_loss = 5.303210, iou_loss = 1.285471, total_loss = 6.588681 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.549490), count: 23, class_loss = 11.350917, iou_loss = 4.717610, total_loss = 16.068527 \n", + " total_bbox = 329037, rewritten_bbox = 0.279300 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.383112), count: 26, class_loss = 10.388134, iou_loss = 2.302670, total_loss = 12.690804 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.576207), count: 27, class_loss = 12.477482, iou_loss = 5.308100, total_loss = 17.785582 \n", + " total_bbox = 329090, rewritten_bbox = 0.279863 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.435992), count: 22, class_loss = 6.299108, iou_loss = 1.931322, total_loss = 8.230430 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.600247), count: 24, class_loss = 9.300041, iou_loss = 8.095680, total_loss = 17.395721 \n", + " total_bbox = 329136, rewritten_bbox = 0.279824 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.457867), count: 19, class_loss = 5.421138, iou_loss = 1.936522, total_loss = 7.357659 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.571652), count: 19, class_loss = 7.057474, iou_loss = 4.028329, total_loss = 11.085803 \n", + " total_bbox = 329174, rewritten_bbox = 0.279791 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.497032), count: 17, class_loss = 3.753136, iou_loss = 2.195889, total_loss = 5.949025 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.565718), count: 20, class_loss = 6.804446, iou_loss = 4.642787, total_loss = 11.447233 \n", + " total_bbox = 329211, rewritten_bbox = 0.279760 % \n", + "\n", + " (next mAP calculation at 1000 iterations) \u001b[H\u001b[J352/6000: loss=7.9 hours left=1.1\u0007\n", + " 352: 7.944062, 8.124343 avg loss, 0.000040 rate, 0.647898 seconds, 16896 images, 1.147594 hours left\n", + "Loaded: 0.000034 seconds\n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.383591), count: 9, class_loss = 4.422794, iou_loss = 0.423049, total_loss = 4.845844 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.492598), count: 10, class_loss = 5.973050, iou_loss = 4.511525, total_loss = 10.484574 \n", + " total_bbox = 329230, rewritten_bbox = 0.279744 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.530321), count: 18, class_loss = 6.066102, iou_loss = 2.713950, total_loss = 8.780052 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.517550), count: 31, class_loss = 17.416557, iou_loss = 12.277012, total_loss = 29.693569 \n", + " total_bbox = 329279, rewritten_bbox = 0.279702 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.426017), count: 21, class_loss = 5.676052, iou_loss = 2.239140, total_loss = 7.915192 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.547660), count: 30, class_loss = 11.695892, iou_loss = 10.043024, total_loss = 21.738916 \n", + " total_bbox = 329330, rewritten_bbox = 0.279659 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.416174), count: 17, class_loss = 6.092206, iou_loss = 1.704649, total_loss = 7.796855 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.608254), count: 23, class_loss = 8.865972, iou_loss = 7.136477, total_loss = 16.002449 \n", + " total_bbox = 329370, rewritten_bbox = 0.279625 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.431210), count: 19, class_loss = 9.489427, iou_loss = 1.661997, total_loss = 11.151423 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.633608), count: 15, class_loss = 6.535313, iou_loss = 3.511691, total_loss = 10.047004 \n", + " total_bbox = 329404, rewritten_bbox = 0.279596 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.499644), count: 17, class_loss = 3.095203, iou_loss = 2.342511, total_loss = 5.437714 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.662133), count: 21, class_loss = 6.871017, iou_loss = 7.936659, total_loss = 14.807676 \n", + " total_bbox = 329442, rewritten_bbox = 0.279564 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.456309), count: 16, class_loss = 5.773058, iou_loss = 1.699638, total_loss = 7.472697 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.566554), count: 17, class_loss = 7.286630, iou_loss = 2.710925, total_loss = 9.997555 \n", + " total_bbox = 329475, rewritten_bbox = 0.279536 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.463643), count: 24, class_loss = 8.839866, iou_loss = 3.622867, total_loss = 12.462732 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.595405), count: 27, class_loss = 11.328492, iou_loss = 6.496266, total_loss = 17.824759 \n", + " total_bbox = 329526, rewritten_bbox = 0.280099 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.396059), count: 20, class_loss = 7.844320, iou_loss = 1.817595, total_loss = 9.661915 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.525349), count: 22, class_loss = 9.840822, iou_loss = 5.610904, total_loss = 15.451726 \n", + " total_bbox = 329568, rewritten_bbox = 0.280064 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.486536), count: 14, class_loss = 5.276421, iou_loss = 1.574265, total_loss = 6.850686 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.584305), count: 17, class_loss = 7.677819, iou_loss = 3.771349, total_loss = 11.449168 \n", + " total_bbox = 329599, rewritten_bbox = 0.280037 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.496860), count: 10, class_loss = 4.116171, iou_loss = 1.468249, total_loss = 5.584420 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.654098), count: 14, class_loss = 6.370829, iou_loss = 5.253485, total_loss = 11.624313 \n", + " total_bbox = 329623, rewritten_bbox = 0.280017 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.472665), count: 14, class_loss = 5.473411, iou_loss = 1.399574, total_loss = 6.872985 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.481374), count: 18, class_loss = 9.166650, iou_loss = 4.405375, total_loss = 13.572025 \n", + " total_bbox = 329655, rewritten_bbox = 0.279990 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.518927), count: 15, class_loss = 5.231944, iou_loss = 1.923234, total_loss = 7.155178 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.601544), count: 22, class_loss = 9.712931, iou_loss = 9.443960, total_loss = 19.156891 \n", + " total_bbox = 329692, rewritten_bbox = 0.279958 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.406652), count: 24, class_loss = 5.604994, iou_loss = 2.341062, total_loss = 7.946056 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.558520), count: 27, class_loss = 9.182555, iou_loss = 7.196231, total_loss = 16.378786 \n", + " total_bbox = 329743, rewritten_bbox = 0.280521 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.421938), count: 14, class_loss = 7.750731, iou_loss = 1.230521, total_loss = 8.981252 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.573978), count: 15, class_loss = 7.783636, iou_loss = 3.186050, total_loss = 10.969687 \n", + " total_bbox = 329772, rewritten_bbox = 0.280497 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.530122), count: 25, class_loss = 8.003744, iou_loss = 3.409698, total_loss = 11.413443 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.579922), count: 23, class_loss = 8.256776, iou_loss = 4.073583, total_loss = 12.330359 \n", + " total_bbox = 329820, rewritten_bbox = 0.280456 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.416856), count: 20, class_loss = 7.922534, iou_loss = 1.897510, total_loss = 9.820045 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.538444), count: 28, class_loss = 13.231784, iou_loss = 8.913342, total_loss = 22.145126 \n", + " total_bbox = 329868, rewritten_bbox = 0.280415 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.337813), count: 13, class_loss = 5.914291, iou_loss = 1.250149, total_loss = 7.164440 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.540951), count: 24, class_loss = 11.384753, iou_loss = 8.238933, total_loss = 19.623686 \n", + " total_bbox = 329905, rewritten_bbox = 0.280384 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.465366), count: 22, class_loss = 7.188748, iou_loss = 2.291331, total_loss = 9.480079 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.616673), count: 22, class_loss = 9.445438, iou_loss = 5.319805, total_loss = 14.765244 \n", + " total_bbox = 329949, rewritten_bbox = 0.280346 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.464979), count: 19, class_loss = 5.879088, iou_loss = 2.070425, total_loss = 7.949512 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.533640), count: 17, class_loss = 7.838954, iou_loss = 4.054062, total_loss = 11.893017 \n", + " total_bbox = 329985, rewritten_bbox = 0.280316 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.425403), count: 22, class_loss = 7.199040, iou_loss = 2.128006, total_loss = 9.327046 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.629834), count: 26, class_loss = 11.145605, iou_loss = 7.803003, total_loss = 18.948608 \n", + " total_bbox = 330033, rewritten_bbox = 0.280275 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.362658), count: 8, class_loss = 7.070386, iou_loss = 0.284392, total_loss = 7.354778 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.536641), count: 4, class_loss = 4.665377, iou_loss = 1.269566, total_loss = 5.934943 \n", + " total_bbox = 330045, rewritten_bbox = 0.280265 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.496313), count: 17, class_loss = 4.729329, iou_loss = 1.895054, total_loss = 6.624383 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.623900), count: 20, class_loss = 8.145410, iou_loss = 8.810088, total_loss = 16.955498 \n", + " total_bbox = 330081, rewritten_bbox = 0.280234 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.489080), count: 22, class_loss = 7.630185, iou_loss = 2.790176, total_loss = 10.420362 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.610457), count: 28, class_loss = 10.701173, iou_loss = 7.761365, total_loss = 18.462538 \n", + " total_bbox = 330131, rewritten_bbox = 0.280192 % \n", + "\n", + " (next mAP calculation at 1000 iterations) \u001b[H\u001b[J353/6000: loss=7.8 hours left=1.1\u0007\n", + " 353: 7.784004, 8.090309 avg loss, 0.000041 rate, 0.658659 seconds, 16944 images, 1.146283 hours left\n", + "Loaded: 0.000035 seconds\n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.402499), count: 11, class_loss = 3.877024, iou_loss = 0.983692, total_loss = 4.860716 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.519809), count: 20, class_loss = 9.167366, iou_loss = 5.962479, total_loss = 15.129845 \n", + " total_bbox = 330162, rewritten_bbox = 0.280165 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.455409), count: 16, class_loss = 5.379425, iou_loss = 1.988593, total_loss = 7.368018 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.543715), count: 22, class_loss = 9.820936, iou_loss = 5.275764, total_loss = 15.096700 \n", + " total_bbox = 330200, rewritten_bbox = 0.280133 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.419377), count: 22, class_loss = 9.812411, iou_loss = 2.434153, total_loss = 12.246564 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.559319), count: 41, class_loss = 21.373665, iou_loss = 18.689175, total_loss = 40.062840 \n", + " total_bbox = 330263, rewritten_bbox = 0.280080 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.385686), count: 18, class_loss = 7.396763, iou_loss = 1.482010, total_loss = 8.878773 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.476267), count: 19, class_loss = 9.890176, iou_loss = 4.047552, total_loss = 13.937728 \n", + " total_bbox = 330300, rewritten_bbox = 0.280048 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.441740), count: 21, class_loss = 8.004933, iou_loss = 2.614101, total_loss = 10.619035 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.528871), count: 24, class_loss = 10.858149, iou_loss = 5.201006, total_loss = 16.059155 \n", + " total_bbox = 330345, rewritten_bbox = 0.280010 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.459344), count: 18, class_loss = 5.345089, iou_loss = 1.907770, total_loss = 7.252859 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.539721), count: 18, class_loss = 6.405087, iou_loss = 2.802143, total_loss = 9.207231 \n", + " total_bbox = 330381, rewritten_bbox = 0.279980 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.452519), count: 21, class_loss = 8.290915, iou_loss = 2.345263, total_loss = 10.636178 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.522328), count: 26, class_loss = 13.796034, iou_loss = 4.564917, total_loss = 18.360950 \n", + " total_bbox = 330428, rewritten_bbox = 0.279940 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.491109), count: 20, class_loss = 4.798701, iou_loss = 1.964029, total_loss = 6.762730 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.613012), count: 25, class_loss = 8.826710, iou_loss = 9.246031, total_loss = 18.072741 \n", + " total_bbox = 330473, rewritten_bbox = 0.279902 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.425436), count: 16, class_loss = 3.621050, iou_loss = 1.107589, total_loss = 4.728639 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.696171), count: 15, class_loss = 4.298567, iou_loss = 4.417747, total_loss = 8.716314 \n", + " total_bbox = 330504, rewritten_bbox = 0.279876 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.470349), count: 16, class_loss = 5.945496, iou_loss = 1.653259, total_loss = 7.598755 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.499652), count: 18, class_loss = 8.225244, iou_loss = 4.606207, total_loss = 12.831450 \n", + " total_bbox = 330538, rewritten_bbox = 0.279847 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.493017), count: 8, class_loss = 4.117524, iou_loss = 0.923775, total_loss = 5.041299 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.588390), count: 7, class_loss = 3.640935, iou_loss = 1.467431, total_loss = 5.108366 \n", + " total_bbox = 330553, rewritten_bbox = 0.279834 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.468059), count: 21, class_loss = 7.237878, iou_loss = 2.140332, total_loss = 9.378210 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.592943), count: 25, class_loss = 12.029207, iou_loss = 7.933563, total_loss = 19.962770 \n", + " total_bbox = 330599, rewritten_bbox = 0.279795 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.360721), count: 11, class_loss = 5.336289, iou_loss = 0.718794, total_loss = 6.055084 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.568628), count: 10, class_loss = 5.006643, iou_loss = 2.713741, total_loss = 7.720384 \n", + " total_bbox = 330620, rewritten_bbox = 0.279777 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.501452), count: 17, class_loss = 5.870393, iou_loss = 2.383577, total_loss = 8.253970 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.611804), count: 19, class_loss = 8.550480, iou_loss = 8.048803, total_loss = 16.599283 \n", + " total_bbox = 330656, rewritten_bbox = 0.279747 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.462510), count: 23, class_loss = 6.480040, iou_loss = 3.099023, total_loss = 9.579063 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.631938), count: 27, class_loss = 10.525407, iou_loss = 12.175361, total_loss = 22.700768 \n", + " total_bbox = 330706, rewritten_bbox = 0.279705 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.407636), count: 20, class_loss = 5.749098, iou_loss = 2.156510, total_loss = 7.905608 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.566079), count: 25, class_loss = 10.712601, iou_loss = 7.853479, total_loss = 18.566080 \n", + " total_bbox = 330751, rewritten_bbox = 0.279667 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.363381), count: 9, class_loss = 6.246440, iou_loss = 0.510195, total_loss = 6.756635 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.556023), count: 22, class_loss = 12.635455, iou_loss = 8.479342, total_loss = 21.114798 \n", + " total_bbox = 330782, rewritten_bbox = 0.279640 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.462665), count: 9, class_loss = 3.502987, iou_loss = 0.853418, total_loss = 4.356405 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.476572), count: 13, class_loss = 6.219138, iou_loss = 3.142701, total_loss = 9.361838 \n", + " total_bbox = 330804, rewritten_bbox = 0.279622 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.477597), count: 22, class_loss = 5.874774, iou_loss = 2.448161, total_loss = 8.322935 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.557057), count: 23, class_loss = 9.528406, iou_loss = 4.419286, total_loss = 13.947692 \n", + " total_bbox = 330849, rewritten_bbox = 0.279584 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.496819), count: 15, class_loss = 3.855027, iou_loss = 2.322231, total_loss = 6.177258 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.527752), count: 22, class_loss = 10.746675, iou_loss = 11.228642, total_loss = 21.975317 \n", + " total_bbox = 330886, rewritten_bbox = 0.279552 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.405347), count: 21, class_loss = 9.781019, iou_loss = 1.315712, total_loss = 11.096731 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.642262), count: 18, class_loss = 7.154614, iou_loss = 5.974851, total_loss = 13.129465 \n", + " total_bbox = 330925, rewritten_bbox = 0.279520 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.446064), count: 25, class_loss = 8.633313, iou_loss = 2.920276, total_loss = 11.553589 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.541641), count: 28, class_loss = 13.315171, iou_loss = 8.331914, total_loss = 21.647085 \n", + " total_bbox = 330978, rewritten_bbox = 0.279475 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.494756), count: 20, class_loss = 8.732205, iou_loss = 2.288010, total_loss = 11.020215 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.540397), count: 23, class_loss = 10.700151, iou_loss = 4.803621, total_loss = 15.503773 \n", + " total_bbox = 331021, rewritten_bbox = 0.279438 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.493845), count: 25, class_loss = 8.379006, iou_loss = 3.535567, total_loss = 11.914574 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.563453), count: 28, class_loss = 12.816269, iou_loss = 5.021669, total_loss = 17.837938 \n", + " total_bbox = 331074, rewritten_bbox = 0.279394 % \n", + "\n", + " (next mAP calculation at 1000 iterations) \u001b[H\u001b[J354/6000: loss=8.1 hours left=1.1\u0007\n", + " 354: 8.111329, 8.092411 avg loss, 0.000041 rate, 0.671847 seconds, 16992 images, 1.145153 hours left\n", + "Loaded: 0.000037 seconds\n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.415390), count: 16, class_loss = 6.928318, iou_loss = 1.177341, total_loss = 8.105659 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.557739), count: 22, class_loss = 11.774285, iou_loss = 10.949811, total_loss = 22.724096 \n", + " total_bbox = 331112, rewritten_bbox = 0.279362 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.444408), count: 23, class_loss = 8.472350, iou_loss = 2.963688, total_loss = 11.436038 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.538620), count: 33, class_loss = 14.961607, iou_loss = 9.969357, total_loss = 24.930964 \n", + " total_bbox = 331168, rewritten_bbox = 0.279314 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.415039), count: 18, class_loss = 9.071613, iou_loss = 1.329936, total_loss = 10.401549 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.458153), count: 16, class_loss = 8.837420, iou_loss = 2.506306, total_loss = 11.343725 \n", + " total_bbox = 331202, rewritten_bbox = 0.279286 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.461399), count: 17, class_loss = 6.943164, iou_loss = 1.687328, total_loss = 8.630492 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.603196), count: 12, class_loss = 4.746924, iou_loss = 2.404677, total_loss = 7.151602 \n", + " total_bbox = 331231, rewritten_bbox = 0.279261 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.481566), count: 16, class_loss = 6.534403, iou_loss = 1.764989, total_loss = 8.299392 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.508276), count: 12, class_loss = 5.920293, iou_loss = 1.604842, total_loss = 7.525135 \n", + " total_bbox = 331259, rewritten_bbox = 0.279238 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.449514), count: 11, class_loss = 5.512593, iou_loss = 1.334152, total_loss = 6.846745 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.634314), count: 11, class_loss = 5.747502, iou_loss = 2.975500, total_loss = 8.723001 \n", + " total_bbox = 331281, rewritten_bbox = 0.279219 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.472710), count: 18, class_loss = 7.096838, iou_loss = 1.902847, total_loss = 8.999685 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.524653), count: 26, class_loss = 13.233967, iou_loss = 10.387865, total_loss = 23.621832 \n", + " total_bbox = 331325, rewritten_bbox = 0.279182 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.496377), count: 7, class_loss = 5.172474, iou_loss = 0.708279, total_loss = 5.880754 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.607866), count: 8, class_loss = 4.706368, iou_loss = 3.602385, total_loss = 8.308753 \n", + " total_bbox = 331340, rewritten_bbox = 0.279169 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.452622), count: 18, class_loss = 5.605878, iou_loss = 2.054492, total_loss = 7.660370 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.497131), count: 25, class_loss = 11.265925, iou_loss = 8.058475, total_loss = 19.324400 \n", + " total_bbox = 331383, rewritten_bbox = 0.279133 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.445145), count: 22, class_loss = 5.788579, iou_loss = 2.149119, total_loss = 7.937698 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.581482), count: 27, class_loss = 11.612170, iou_loss = 10.599725, total_loss = 22.211895 \n", + " total_bbox = 331432, rewritten_bbox = 0.279092 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.448193), count: 24, class_loss = 6.335137, iou_loss = 2.288028, total_loss = 8.623165 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.616754), count: 31, class_loss = 11.427835, iou_loss = 18.149273, total_loss = 29.577108 \n", + " total_bbox = 331487, rewritten_bbox = 0.279046 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.447012), count: 16, class_loss = 5.239155, iou_loss = 1.536219, total_loss = 6.775374 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.523935), count: 20, class_loss = 9.253616, iou_loss = 5.833972, total_loss = 15.087588 \n", + " total_bbox = 331523, rewritten_bbox = 0.279015 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.441612), count: 19, class_loss = 8.243316, iou_loss = 1.902406, total_loss = 10.145721 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.556147), count: 23, class_loss = 11.478387, iou_loss = 5.091512, total_loss = 16.569899 \n", + " total_bbox = 331565, rewritten_bbox = 0.278980 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.408216), count: 17, class_loss = 7.984410, iou_loss = 1.459679, total_loss = 9.444089 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.522912), count: 19, class_loss = 12.651180, iou_loss = 4.693459, total_loss = 17.344639 \n", + " total_bbox = 331601, rewritten_bbox = 0.278950 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.480419), count: 16, class_loss = 5.782964, iou_loss = 1.627853, total_loss = 7.410817 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.528040), count: 19, class_loss = 8.928606, iou_loss = 7.007976, total_loss = 15.936582 \n", + " total_bbox = 331636, rewritten_bbox = 0.278920 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.480463), count: 16, class_loss = 6.594688, iou_loss = 2.797038, total_loss = 9.391726 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.573898), count: 23, class_loss = 11.952319, iou_loss = 8.847268, total_loss = 20.799587 \n", + " total_bbox = 331675, rewritten_bbox = 0.278887 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.492777), count: 18, class_loss = 6.709760, iou_loss = 2.847010, total_loss = 9.556769 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.544347), count: 33, class_loss = 17.649221, iou_loss = 14.764040, total_loss = 32.413261 \n", + " total_bbox = 331726, rewritten_bbox = 0.278845 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.454238), count: 20, class_loss = 7.067052, iou_loss = 2.308201, total_loss = 9.375253 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.536487), count: 28, class_loss = 13.016429, iou_loss = 8.273879, total_loss = 21.290308 \n", + " total_bbox = 331774, rewritten_bbox = 0.279106 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.470381), count: 12, class_loss = 5.489288, iou_loss = 1.314727, total_loss = 6.804015 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.549343), count: 17, class_loss = 8.836215, iou_loss = 5.561997, total_loss = 14.398212 \n", + " total_bbox = 331803, rewritten_bbox = 0.279081 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.436732), count: 18, class_loss = 4.512146, iou_loss = 1.562362, total_loss = 6.074508 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.579625), count: 19, class_loss = 7.517809, iou_loss = 5.749874, total_loss = 13.267683 \n", + " total_bbox = 331840, rewritten_bbox = 0.279050 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.431674), count: 15, class_loss = 5.507995, iou_loss = 1.130320, total_loss = 6.638315 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.553693), count: 16, class_loss = 6.385467, iou_loss = 2.783982, total_loss = 9.169449 \n", + " total_bbox = 331871, rewritten_bbox = 0.279024 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.487091), count: 20, class_loss = 5.332541, iou_loss = 2.296631, total_loss = 7.629172 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.580179), count: 25, class_loss = 11.026875, iou_loss = 8.059281, total_loss = 19.086157 \n", + " total_bbox = 331916, rewritten_bbox = 0.279288 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.404338), count: 21, class_loss = 6.253829, iou_loss = 1.764727, total_loss = 8.018556 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.612902), count: 23, class_loss = 8.732999, iou_loss = 7.978335, total_loss = 16.711334 \n", + " total_bbox = 331960, rewritten_bbox = 0.279251 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.445919), count: 20, class_loss = 5.160237, iou_loss = 1.842121, total_loss = 7.002357 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.558321), count: 25, class_loss = 10.227953, iou_loss = 7.350334, total_loss = 17.578287 \n", + " total_bbox = 332005, rewritten_bbox = 0.279213 % \n", + "\n", + " (next mAP calculation at 1000 iterations) \u001b[H\u001b[J355/6000: loss=8.3 hours left=1.1\u0007\n", + " 355: 8.251306, 8.108300 avg loss, 0.000041 rate, 0.740998 seconds, 17040 images, 1.144239 hours left\n", + "Loaded: 0.000035 seconds\n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.441559), count: 19, class_loss = 6.861149, iou_loss = 1.551189, total_loss = 8.412338 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.556329), count: 19, class_loss = 6.532459, iou_loss = 4.798038, total_loss = 11.330497 \n", + " total_bbox = 332043, rewritten_bbox = 0.279181 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.355177), count: 24, class_loss = 8.022967, iou_loss = 1.575322, total_loss = 9.598289 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.511480), count: 24, class_loss = 8.574633, iou_loss = 5.602836, total_loss = 14.177468 \n", + " total_bbox = 332091, rewritten_bbox = 0.279140 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.397423), count: 16, class_loss = 4.913280, iou_loss = 0.933327, total_loss = 5.846607 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.511911), count: 17, class_loss = 7.565829, iou_loss = 7.338519, total_loss = 14.904347 \n", + " total_bbox = 332124, rewritten_bbox = 0.279414 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.497875), count: 17, class_loss = 4.771411, iou_loss = 2.110588, total_loss = 6.881999 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.557929), count: 24, class_loss = 11.050603, iou_loss = 10.509217, total_loss = 21.559820 \n", + " total_bbox = 332165, rewritten_bbox = 0.279379 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.430021), count: 16, class_loss = 7.338539, iou_loss = 1.609385, total_loss = 8.947925 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.531767), count: 28, class_loss = 14.921438, iou_loss = 7.749825, total_loss = 22.671263 \n", + " total_bbox = 332209, rewritten_bbox = 0.279342 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.436819), count: 20, class_loss = 5.654933, iou_loss = 2.684582, total_loss = 8.339515 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.527199), count: 32, class_loss = 15.455217, iou_loss = 10.640144, total_loss = 26.095362 \n", + " total_bbox = 332261, rewritten_bbox = 0.279299 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.448589), count: 10, class_loss = 5.201439, iou_loss = 1.177547, total_loss = 6.378987 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.654274), count: 15, class_loss = 7.103925, iou_loss = 5.467253, total_loss = 12.571178 \n", + " total_bbox = 332286, rewritten_bbox = 0.279278 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.429369), count: 17, class_loss = 3.806366, iou_loss = 1.510549, total_loss = 5.316915 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.607717), count: 22, class_loss = 8.999754, iou_loss = 6.312269, total_loss = 15.312023 \n", + " total_bbox = 332325, rewritten_bbox = 0.279245 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.375349), count: 12, class_loss = 4.927098, iou_loss = 0.879188, total_loss = 5.806286 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.663630), count: 17, class_loss = 8.155870, iou_loss = 9.246855, total_loss = 17.402725 \n", + " total_bbox = 332354, rewritten_bbox = 0.279220 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.341355), count: 10, class_loss = 3.674057, iou_loss = 0.454391, total_loss = 4.128448 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.577855), count: 14, class_loss = 6.946779, iou_loss = 4.268435, total_loss = 11.215214 \n", + " total_bbox = 332378, rewritten_bbox = 0.279200 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.413401), count: 24, class_loss = 8.750434, iou_loss = 2.156123, total_loss = 10.906557 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.480659), count: 26, class_loss = 11.232468, iou_loss = 4.313605, total_loss = 15.546073 \n", + " total_bbox = 332428, rewritten_bbox = 0.279158 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.443925), count: 19, class_loss = 7.983546, iou_loss = 1.927524, total_loss = 9.911070 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.632938), count: 20, class_loss = 9.272453, iou_loss = 6.993536, total_loss = 16.265989 \n", + " total_bbox = 332467, rewritten_bbox = 0.279125 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.503705), count: 21, class_loss = 7.018611, iou_loss = 2.847293, total_loss = 9.865904 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.546169), count: 23, class_loss = 8.961342, iou_loss = 5.750531, total_loss = 14.711873 \n", + " total_bbox = 332511, rewritten_bbox = 0.279088 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.466120), count: 14, class_loss = 4.631735, iou_loss = 1.076936, total_loss = 5.708671 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.529674), count: 18, class_loss = 8.808820, iou_loss = 6.183345, total_loss = 14.992165 \n", + " total_bbox = 332543, rewritten_bbox = 0.279062 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.478112), count: 23, class_loss = 6.456940, iou_loss = 3.515705, total_loss = 9.972645 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.538096), count: 25, class_loss = 8.677454, iou_loss = 4.511868, total_loss = 13.189322 \n", + " total_bbox = 332591, rewritten_bbox = 0.279021 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.479971), count: 23, class_loss = 8.198142, iou_loss = 3.134562, total_loss = 11.332704 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.529712), count: 26, class_loss = 13.039804, iou_loss = 7.100429, total_loss = 20.140232 \n", + " total_bbox = 332640, rewritten_bbox = 0.278980 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.420056), count: 22, class_loss = 7.703132, iou_loss = 1.928154, total_loss = 9.631286 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.559118), count: 24, class_loss = 10.483396, iou_loss = 7.714084, total_loss = 18.197479 \n", + " total_bbox = 332686, rewritten_bbox = 0.278942 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.392806), count: 7, class_loss = 5.173620, iou_loss = 0.568052, total_loss = 5.741672 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.578056), count: 25, class_loss = 14.472991, iou_loss = 10.938855, total_loss = 25.411846 \n", + " total_bbox = 332718, rewritten_bbox = 0.278915 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.461841), count: 18, class_loss = 6.277038, iou_loss = 2.818211, total_loss = 9.095248 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.586886), count: 20, class_loss = 8.753287, iou_loss = 7.927869, total_loss = 16.681156 \n", + " total_bbox = 332756, rewritten_bbox = 0.278883 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.453415), count: 17, class_loss = 5.306558, iou_loss = 2.151584, total_loss = 7.458142 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.560064), count: 22, class_loss = 9.897264, iou_loss = 11.029352, total_loss = 20.926617 \n", + " total_bbox = 332795, rewritten_bbox = 0.279752 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.505706), count: 20, class_loss = 7.250995, iou_loss = 2.663456, total_loss = 9.914452 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.591887), count: 21, class_loss = 8.376907, iou_loss = 4.399477, total_loss = 12.776384 \n", + " total_bbox = 332836, rewritten_bbox = 0.279717 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.370448), count: 16, class_loss = 5.072114, iou_loss = 0.684316, total_loss = 5.756430 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.569091), count: 14, class_loss = 4.835593, iou_loss = 3.005405, total_loss = 7.840998 \n", + " total_bbox = 332866, rewritten_bbox = 0.279692 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.445091), count: 17, class_loss = 4.568142, iou_loss = 2.871743, total_loss = 7.439886 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.473451), count: 22, class_loss = 9.185406, iou_loss = 5.695174, total_loss = 14.880580 \n", + " total_bbox = 332905, rewritten_bbox = 0.279659 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.402609), count: 10, class_loss = 6.339318, iou_loss = 0.752946, total_loss = 7.092264 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.551008), count: 14, class_loss = 8.000565, iou_loss = 4.216283, total_loss = 12.216847 \n", + " total_bbox = 332929, rewritten_bbox = 0.279639 % \n", + "\n", + " (next mAP calculation at 1000 iterations) \u001b[H\u001b[J356/6000: loss=7.8 hours left=1.1\u0007\n", + " 356: 7.834421, 8.080913 avg loss, 0.000042 rate, 0.809420 seconds, 17088 images, 1.144417 hours left\n", "Loaded: 0.000055 seconds\n", - "\n", - " (next mAP calculation at 5200 iterations) \n", - " Last accuracy mAP@0.5 = 88.94 %, best = 90.42 % \n", - " 5123: 0.904157, 0.971169 avg loss, 0.000261 rate, 0.469267 seconds, 245904 images, 0.134096 hours left\n", - "Loaded: 0.000069 seconds\n", - "\n", - " (next mAP calculation at 5200 iterations) \n", - " Last accuracy mAP@0.5 = 88.94 %, best = 90.42 % \n", - " 5124: 0.785967, 0.952648 avg loss, 0.000261 rate, 0.486575 seconds, 245952 images, 0.133899 hours left\n", - "Loaded: 0.000073 seconds\n", - "\n", - " (next mAP calculation at 5200 iterations) \n", - " Last accuracy mAP@0.5 = 88.94 %, best = 90.42 % \n", - " 5125: 1.303836, 0.987767 avg loss, 0.000261 rate, 0.466515 seconds, 246000 images, 0.133744 hours left\n", - "Loaded: 0.000088 seconds\n", - "\n", - " (next mAP calculation at 5200 iterations) \n", - " Last accuracy mAP@0.5 = 88.94 %, best = 90.42 % \n", - " 5126: 1.127400, 1.001730 avg loss, 0.000261 rate, 0.497910 seconds, 246048 images, 0.133540 hours left\n", - "Loaded: 0.000057 seconds\n", - "\n", - " (next mAP calculation at 5200 iterations) \n", - " Last accuracy mAP@0.5 = 88.94 %, best = 90.42 % \n", - " 5127: 0.989511, 1.000508 avg loss, 0.000261 rate, 0.488270 seconds, 246096 images, 0.133414 hours left\n", - "Loaded: 0.000129 seconds\n", - "\n", - " (next mAP calculation at 5200 iterations) \n", - " Last accuracy mAP@0.5 = 88.94 %, best = 90.42 % \n", - " 5128: 0.941180, 0.994576 avg loss, 0.000261 rate, 0.484873 seconds, 246144 images, 0.133264 hours left\n", - "Loaded: 0.000047 seconds\n", - "\n", - " (next mAP calculation at 5200 iterations) \n", - " Last accuracy mAP@0.5 = 88.94 %, best = 90.42 % \n", - " 5129: 0.930699, 0.988188 avg loss, 0.000261 rate, 0.495666 seconds, 246192 images, 0.133106 hours left\n", - "Loaded: 0.000042 seconds\n", - "\n", - " (next mAP calculation at 5200 iterations) \n", - " Last accuracy mAP@0.5 = 88.94 %, best = 90.42 % \n", - " 5130: 0.995253, 0.988894 avg loss, 0.000261 rate, 0.479260 seconds, 246240 images, 0.132975 hours left\n", - "Loaded: 0.000042 seconds\n", - "\n", - " (next mAP calculation at 5200 iterations) \n", - " Last accuracy mAP@0.5 = 88.94 %, best = 90.42 % \n", - " 5131: 1.287865, 1.018791 avg loss, 0.000261 rate, 0.511221 seconds, 246288 images, 0.132803 hours left\n", - "Loaded: 0.000045 seconds\n", - "\n", - " (next mAP calculation at 5200 iterations) \n", - " Last accuracy mAP@0.5 = 88.94 %, best = 90.42 % \n", - " 5132: 0.810719, 0.997984 avg loss, 0.000261 rate, 0.496208 seconds, 246336 images, 0.132709 hours left\n", - "Loaded: 0.000117 seconds\n", - "\n", - " (next mAP calculation at 5200 iterations) \n", - " Last accuracy mAP@0.5 = 88.94 %, best = 90.42 % \n", - " 5133: 1.018533, 1.000039 avg loss, 0.000261 rate, 0.486864 seconds, 246384 images, 0.132579 hours left\n", - "Loaded: 0.000059 seconds\n", - "\n", - " (next mAP calculation at 5200 iterations) \n", - " Last accuracy mAP@0.5 = 88.94 %, best = 90.42 % \n", - " 5134: 1.020755, 1.002111 avg loss, 0.000261 rate, 0.496107 seconds, 246432 images, 0.132426 hours left\n", - "Loaded: 0.000088 seconds\n", - "\n", - " (next mAP calculation at 5200 iterations) \n", - " Last accuracy mAP@0.5 = 88.94 %, best = 90.42 % \n", - " 5135: 0.716380, 0.973538 avg loss, 0.000261 rate, 0.480013 seconds, 246480 images, 0.132295 hours left\n", - "Loaded: 0.000082 seconds\n", - "\n", - " (next mAP calculation at 5200 iterations) \n", - " Last accuracy mAP@0.5 = 88.94 %, best = 90.42 % \n", - " 5136: 1.085028, 0.984687 avg loss, 0.000261 rate, 0.489771 seconds, 246528 images, 0.132126 hours left\n", - "Loaded: 0.000056 seconds\n", - "\n", - " (next mAP calculation at 5200 iterations) \n", - " Last accuracy mAP@0.5 = 88.94 %, best = 90.42 % \n", - " 5137: 0.894006, 0.975618 avg loss, 0.000261 rate, 0.489508 seconds, 246576 images, 0.131980 hours left\n", - "Loaded: 0.000058 seconds\n", - "\n", - " (next mAP calculation at 5200 iterations) \n", - " Last accuracy mAP@0.5 = 88.94 %, best = 90.42 % \n", - " 5138: 0.769341, 0.954991 avg loss, 0.000261 rate, 0.486744 seconds, 246624 images, 0.131834 hours left\n", - "Loaded: 0.000046 seconds\n", - "\n", - " (next mAP calculation at 5200 iterations) \n", - " Last accuracy mAP@0.5 = 88.94 %, best = 90.42 % \n", - " 5139: 0.930297, 0.952521 avg loss, 0.000261 rate, 0.485419 seconds, 246672 images, 0.131681 hours left\n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.470561), count: 13, class_loss = 5.594768, iou_loss = 1.423188, total_loss = 7.017955 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.609789), count: 15, class_loss = 6.211955, iou_loss = 3.777312, total_loss = 9.989266 \n", + " total_bbox = 332957, rewritten_bbox = 0.279616 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.359607), count: 17, class_loss = 6.762313, iou_loss = 0.889657, total_loss = 7.651970 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.516001), count: 26, class_loss = 12.211917, iou_loss = 9.512471, total_loss = 21.724388 \n", + " total_bbox = 333000, rewritten_bbox = 0.280180 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.476463), count: 12, class_loss = 5.306946, iou_loss = 1.040367, total_loss = 6.347313 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.509960), count: 18, class_loss = 10.156451, iou_loss = 5.941892, total_loss = 16.098343 \n", + " total_bbox = 333030, rewritten_bbox = 0.280155 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.453855), count: 21, class_loss = 6.983099, iou_loss = 1.970548, total_loss = 8.953647 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.648317), count: 20, class_loss = 6.452848, iou_loss = 6.392996, total_loss = 12.845844 \n", + " total_bbox = 333071, rewritten_bbox = 0.280120 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.502806), count: 25, class_loss = 9.256006, iou_loss = 3.139688, total_loss = 12.395694 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.584780), count: 29, class_loss = 13.521604, iou_loss = 10.868991, total_loss = 24.390594 \n", + " total_bbox = 333125, rewritten_bbox = 0.280075 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.499499), count: 20, class_loss = 5.388823, iou_loss = 2.444129, total_loss = 7.832952 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.632166), count: 22, class_loss = 7.581709, iou_loss = 7.486585, total_loss = 15.068295 \n", + " total_bbox = 333167, rewritten_bbox = 0.280040 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.410166), count: 17, class_loss = 5.936635, iou_loss = 1.231698, total_loss = 7.168333 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.579150), count: 21, class_loss = 9.263466, iou_loss = 6.048167, total_loss = 15.311633 \n", + " total_bbox = 333205, rewritten_bbox = 0.280008 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.406066), count: 15, class_loss = 5.459552, iou_loss = 1.239220, total_loss = 6.698772 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.546151), count: 20, class_loss = 9.262709, iou_loss = 5.716941, total_loss = 14.979650 \n", + " total_bbox = 333240, rewritten_bbox = 0.279978 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.479229), count: 16, class_loss = 3.862486, iou_loss = 2.321985, total_loss = 6.184471 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.589692), count: 17, class_loss = 6.146755, iou_loss = 6.407281, total_loss = 12.554036 \n", + " total_bbox = 333273, rewritten_bbox = 0.279951 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.430051), count: 11, class_loss = 5.553985, iou_loss = 1.789935, total_loss = 7.343920 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.588421), count: 11, class_loss = 5.048326, iou_loss = 2.492412, total_loss = 7.540738 \n", + " total_bbox = 333295, rewritten_bbox = 0.279932 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.501393), count: 15, class_loss = 4.372442, iou_loss = 2.078134, total_loss = 6.450576 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.508802), count: 20, class_loss = 8.767436, iou_loss = 6.395122, total_loss = 15.162558 \n", + " total_bbox = 333330, rewritten_bbox = 0.279903 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.436082), count: 15, class_loss = 4.399683, iou_loss = 1.681086, total_loss = 6.080769 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.504175), count: 31, class_loss = 16.970436, iou_loss = 7.724199, total_loss = 24.694635 \n", + " total_bbox = 333376, rewritten_bbox = 0.280164 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.468102), count: 21, class_loss = 5.183256, iou_loss = 2.469934, total_loss = 7.653190 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.582910), count: 29, class_loss = 12.120008, iou_loss = 8.050140, total_loss = 20.170149 \n", + " total_bbox = 333426, rewritten_bbox = 0.280122 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.494032), count: 24, class_loss = 6.171714, iou_loss = 2.711513, total_loss = 8.883227 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.586761), count: 28, class_loss = 11.173002, iou_loss = 6.881369, total_loss = 18.054371 \n", + " total_bbox = 333478, rewritten_bbox = 0.280378 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.400859), count: 14, class_loss = 6.171800, iou_loss = 1.058066, total_loss = 7.229867 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.558586), count: 21, class_loss = 11.980029, iou_loss = 7.651002, total_loss = 19.631031 \n", + " total_bbox = 333513, rewritten_bbox = 0.280349 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.426701), count: 14, class_loss = 3.278894, iou_loss = 1.086085, total_loss = 4.364979 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.526164), count: 19, class_loss = 8.999293, iou_loss = 6.617881, total_loss = 15.617174 \n", + " total_bbox = 333546, rewritten_bbox = 0.280321 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.462443), count: 11, class_loss = 5.551386, iou_loss = 1.122149, total_loss = 6.673535 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.632650), count: 13, class_loss = 7.313720, iou_loss = 4.566775, total_loss = 11.880495 \n", + " total_bbox = 333570, rewritten_bbox = 0.280301 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.448362), count: 19, class_loss = 5.752934, iou_loss = 1.663626, total_loss = 7.416561 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.598832), count: 26, class_loss = 11.235991, iou_loss = 11.420100, total_loss = 22.656092 \n", + " total_bbox = 333615, rewritten_bbox = 0.280263 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.426894), count: 28, class_loss = 8.717129, iou_loss = 2.410894, total_loss = 11.128023 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.512169), count: 31, class_loss = 12.920098, iou_loss = 6.768250, total_loss = 19.688349 \n", + " total_bbox = 333674, rewritten_bbox = 0.280214 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.459478), count: 15, class_loss = 3.730343, iou_loss = 1.679613, total_loss = 5.409956 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.597930), count: 21, class_loss = 7.768545, iou_loss = 6.921563, total_loss = 14.690107 \n", + " total_bbox = 333710, rewritten_bbox = 0.280183 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.506822), count: 20, class_loss = 9.353995, iou_loss = 2.180487, total_loss = 11.534482 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.507925), count: 21, class_loss = 11.327573, iou_loss = 4.157650, total_loss = 15.485223 \n", + " total_bbox = 333751, rewritten_bbox = 0.280149 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.447242), count: 23, class_loss = 7.092100, iou_loss = 2.261877, total_loss = 9.353977 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.532250), count: 31, class_loss = 14.735576, iou_loss = 14.762040, total_loss = 29.497616 \n", + " total_bbox = 333805, rewritten_bbox = 0.280403 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.370276), count: 11, class_loss = 5.998912, iou_loss = 0.754368, total_loss = 6.753280 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.579041), count: 17, class_loss = 10.108206, iou_loss = 7.365387, total_loss = 17.473593 \n", + " total_bbox = 333833, rewritten_bbox = 0.280380 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.461446), count: 17, class_loss = 6.246250, iou_loss = 2.234501, total_loss = 8.480751 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.595649), count: 21, class_loss = 10.451752, iou_loss = 5.952421, total_loss = 16.404173 \n", + " total_bbox = 333871, rewritten_bbox = 0.280348 % \n", + "\n", + " (next mAP calculation at 1000 iterations) \u001b[H\u001b[J357/6000: loss=8.0 hours left=1.1\u0007\n", + " 357: 8.014165, 8.074238 avg loss, 0.000042 rate, 0.766778 seconds, 17136 images, 1.145663 hours left\n", + "Loaded: 0.000039 seconds\n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.423359), count: 6, class_loss = 3.522063, iou_loss = 0.695352, total_loss = 4.217415 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.617941), count: 8, class_loss = 5.318421, iou_loss = 3.150579, total_loss = 8.469000 \n", + " total_bbox = 333885, rewritten_bbox = 0.280336 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.467870), count: 20, class_loss = 7.268484, iou_loss = 2.360703, total_loss = 9.629187 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.502535), count: 25, class_loss = 12.522446, iou_loss = 5.273729, total_loss = 17.796175 \n", + " total_bbox = 333930, rewritten_bbox = 0.280298 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.486013), count: 16, class_loss = 5.137148, iou_loss = 1.988688, total_loss = 7.125837 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.578013), count: 19, class_loss = 7.239031, iou_loss = 5.493639, total_loss = 12.732670 \n", + " total_bbox = 333965, rewritten_bbox = 0.280269 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.332005), count: 13, class_loss = 6.701163, iou_loss = 0.509788, total_loss = 7.210951 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.470643), count: 13, class_loss = 7.925317, iou_loss = 4.493809, total_loss = 12.419127 \n", + " total_bbox = 333991, rewritten_bbox = 0.280247 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.436441), count: 26, class_loss = 9.966212, iou_loss = 2.776819, total_loss = 12.743032 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.555953), count: 30, class_loss = 15.267408, iou_loss = 6.747559, total_loss = 22.014967 \n", + " total_bbox = 334047, rewritten_bbox = 0.280200 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.390977), count: 19, class_loss = 6.521780, iou_loss = 2.150046, total_loss = 8.671825 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.497455), count: 20, class_loss = 9.565971, iou_loss = 4.284467, total_loss = 13.850438 \n", + " total_bbox = 334086, rewritten_bbox = 0.280167 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.427948), count: 11, class_loss = 4.371774, iou_loss = 0.998233, total_loss = 5.370007 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.486585), count: 21, class_loss = 10.657200, iou_loss = 7.801964, total_loss = 18.459164 \n", + " total_bbox = 334118, rewritten_bbox = 0.280141 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.388386), count: 20, class_loss = 3.709957, iou_loss = 1.682257, total_loss = 5.392215 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.610768), count: 24, class_loss = 8.590036, iou_loss = 8.228079, total_loss = 16.818115 \n", + " total_bbox = 334162, rewritten_bbox = 0.280104 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.426398), count: 17, class_loss = 5.574945, iou_loss = 1.687252, total_loss = 7.262197 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.563943), count: 22, class_loss = 9.941039, iou_loss = 7.951875, total_loss = 17.892914 \n", + " total_bbox = 334201, rewritten_bbox = 0.280071 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.438482), count: 25, class_loss = 10.997319, iou_loss = 2.440939, total_loss = 13.438258 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.578217), count: 32, class_loss = 18.675644, iou_loss = 10.955742, total_loss = 29.631386 \n", + " total_bbox = 334258, rewritten_bbox = 0.280023 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.477887), count: 14, class_loss = 4.252906, iou_loss = 1.535880, total_loss = 5.788786 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.487287), count: 12, class_loss = 5.294803, iou_loss = 2.115014, total_loss = 7.409817 \n", + " total_bbox = 334284, rewritten_bbox = 0.280001 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.482228), count: 18, class_loss = 7.344711, iou_loss = 2.471539, total_loss = 9.816250 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.548602), count: 24, class_loss = 12.050920, iou_loss = 7.194551, total_loss = 19.245470 \n", + " total_bbox = 334326, rewritten_bbox = 0.279966 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.461166), count: 21, class_loss = 6.225681, iou_loss = 2.158678, total_loss = 8.384359 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.629773), count: 22, class_loss = 9.089984, iou_loss = 7.692977, total_loss = 16.782961 \n", + " total_bbox = 334369, rewritten_bbox = 0.279930 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.492314), count: 12, class_loss = 4.371485, iou_loss = 1.464504, total_loss = 5.835989 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.624893), count: 12, class_loss = 5.370458, iou_loss = 5.088273, total_loss = 10.458731 \n", + " total_bbox = 334393, rewritten_bbox = 0.279910 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.409118), count: 26, class_loss = 8.515651, iou_loss = 2.699866, total_loss = 11.215517 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.598298), count: 24, class_loss = 9.431491, iou_loss = 5.128249, total_loss = 14.559740 \n", + " total_bbox = 334443, rewritten_bbox = 0.279868 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.397315), count: 18, class_loss = 7.120134, iou_loss = 1.691115, total_loss = 8.811250 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.479757), count: 19, class_loss = 10.495107, iou_loss = 3.987509, total_loss = 14.482615 \n", + " total_bbox = 334480, rewritten_bbox = 0.279837 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.468030), count: 25, class_loss = 7.679741, iou_loss = 3.057941, total_loss = 10.737682 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.582855), count: 37, class_loss = 16.420284, iou_loss = 14.686581, total_loss = 31.106865 \n", + " total_bbox = 334542, rewritten_bbox = 0.280084 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.410038), count: 22, class_loss = 7.267867, iou_loss = 1.983747, total_loss = 9.251615 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.582261), count: 26, class_loss = 11.437543, iou_loss = 9.770774, total_loss = 21.208317 \n", + " total_bbox = 334590, rewritten_bbox = 0.280044 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.505460), count: 21, class_loss = 5.722773, iou_loss = 2.527268, total_loss = 8.250041 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.598170), count: 23, class_loss = 8.419076, iou_loss = 9.833093, total_loss = 18.252169 \n", + " total_bbox = 334634, rewritten_bbox = 0.280007 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.363656), count: 14, class_loss = 6.986431, iou_loss = 0.865248, total_loss = 7.851679 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.597993), count: 17, class_loss = 9.740130, iou_loss = 7.614217, total_loss = 17.354347 \n", + " total_bbox = 334665, rewritten_bbox = 0.279981 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.475085), count: 27, class_loss = 8.416609, iou_loss = 3.415034, total_loss = 11.831643 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.642475), count: 28, class_loss = 9.638048, iou_loss = 6.499895, total_loss = 16.137943 \n", + " total_bbox = 334720, rewritten_bbox = 0.279935 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.529646), count: 19, class_loss = 6.053110, iou_loss = 2.905558, total_loss = 8.958668 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.531708), count: 26, class_loss = 11.399673, iou_loss = 8.332874, total_loss = 19.732548 \n", + " total_bbox = 334765, rewritten_bbox = 0.279898 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.409060), count: 11, class_loss = 4.583769, iou_loss = 0.871594, total_loss = 5.455364 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.584530), count: 12, class_loss = 5.149150, iou_loss = 3.256820, total_loss = 8.405970 \n", + " total_bbox = 334788, rewritten_bbox = 0.279879 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.387660), count: 28, class_loss = 12.230718, iou_loss = 2.086351, total_loss = 14.317069 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.476691), count: 36, class_loss = 18.445856, iou_loss = 6.509939, total_loss = 24.955795 \n", + " total_bbox = 334852, rewritten_bbox = 0.280124 % \n", + "\n", + " (next mAP calculation at 1000 iterations) \u001b[H\u001b[J358/6000: loss=8.5 hours left=1.1\u0007\n", + " 358: 8.530635, 8.119878 avg loss, 0.000043 rate, 0.736023 seconds, 17184 images, 1.146227 hours left\n", + "Loaded: 0.000050 seconds\n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.498514), count: 22, class_loss = 6.201753, iou_loss = 2.605129, total_loss = 8.806882 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.572052), count: 24, class_loss = 8.842155, iou_loss = 4.700963, total_loss = 13.543118 \n", + " total_bbox = 334898, rewritten_bbox = 0.280085 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.439077), count: 21, class_loss = 6.373230, iou_loss = 3.003045, total_loss = 9.376275 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.561980), count: 33, class_loss = 13.748868, iou_loss = 12.561645, total_loss = 26.310513 \n", + " total_bbox = 334952, rewritten_bbox = 0.280637 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.368325), count: 20, class_loss = 8.477821, iou_loss = 1.250771, total_loss = 9.728592 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.534013), count: 19, class_loss = 8.224088, iou_loss = 5.702293, total_loss = 13.926381 \n", + " total_bbox = 334991, rewritten_bbox = 0.280605 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.482188), count: 22, class_loss = 7.104824, iou_loss = 2.263755, total_loss = 9.368579 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.541880), count: 27, class_loss = 12.657175, iou_loss = 6.319273, total_loss = 18.976448 \n", + " total_bbox = 335040, rewritten_bbox = 0.280564 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.429874), count: 16, class_loss = 6.101418, iou_loss = 1.428858, total_loss = 7.530276 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.539670), count: 21, class_loss = 10.047096, iou_loss = 6.117132, total_loss = 16.164228 \n", + " total_bbox = 335077, rewritten_bbox = 0.280533 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.426416), count: 12, class_loss = 3.913292, iou_loss = 1.123276, total_loss = 5.036568 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.587074), count: 15, class_loss = 6.903941, iou_loss = 6.358594, total_loss = 13.262535 \n", + " total_bbox = 335104, rewritten_bbox = 0.280510 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.460148), count: 25, class_loss = 8.119377, iou_loss = 2.941706, total_loss = 11.061083 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.618375), count: 23, class_loss = 8.457241, iou_loss = 5.431989, total_loss = 13.889230 \n", + " total_bbox = 335152, rewritten_bbox = 0.280470 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.501509), count: 15, class_loss = 5.374567, iou_loss = 1.736129, total_loss = 7.110696 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.590876), count: 20, class_loss = 8.944165, iou_loss = 11.195119, total_loss = 20.139284 \n", + " total_bbox = 335187, rewritten_bbox = 0.280440 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.377223), count: 16, class_loss = 5.650301, iou_loss = 1.303187, total_loss = 6.953489 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.550319), count: 20, class_loss = 7.917236, iou_loss = 5.664990, total_loss = 13.582226 \n", + " total_bbox = 335223, rewritten_bbox = 0.280410 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.439181), count: 21, class_loss = 7.678745, iou_loss = 2.274072, total_loss = 9.952817 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.575756), count: 22, class_loss = 9.046691, iou_loss = 5.643629, total_loss = 14.690320 \n", + " total_bbox = 335266, rewritten_bbox = 0.280374 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.440187), count: 32, class_loss = 11.556078, iou_loss = 3.027834, total_loss = 14.583912 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.582183), count: 36, class_loss = 14.414576, iou_loss = 8.516817, total_loss = 22.931393 \n", + " total_bbox = 335334, rewritten_bbox = 0.280318 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.369942), count: 18, class_loss = 8.396208, iou_loss = 1.394070, total_loss = 9.790277 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.522371), count: 17, class_loss = 9.160954, iou_loss = 7.627101, total_loss = 16.788055 \n", + " total_bbox = 335369, rewritten_bbox = 0.280288 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.399705), count: 17, class_loss = 4.964679, iou_loss = 1.292036, total_loss = 6.256714 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.507012), count: 21, class_loss = 9.079953, iou_loss = 3.283503, total_loss = 12.363456 \n", + " total_bbox = 335407, rewritten_bbox = 0.280257 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.397064), count: 26, class_loss = 9.841062, iou_loss = 2.063478, total_loss = 11.904539 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.587730), count: 30, class_loss = 14.323015, iou_loss = 9.085003, total_loss = 23.408018 \n", + " total_bbox = 335463, rewritten_bbox = 0.280210 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.463369), count: 18, class_loss = 5.881943, iou_loss = 2.268906, total_loss = 8.150849 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.535234), count: 24, class_loss = 10.835270, iou_loss = 7.810764, total_loss = 18.646034 \n", + " total_bbox = 335505, rewritten_bbox = 0.280175 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.446299), count: 19, class_loss = 5.876208, iou_loss = 2.283393, total_loss = 8.159601 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.467283), count: 25, class_loss = 11.997476, iou_loss = 7.199494, total_loss = 19.196970 \n", + " total_bbox = 335549, rewritten_bbox = 0.280138 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.470805), count: 21, class_loss = 4.926820, iou_loss = 2.658925, total_loss = 7.585744 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.585714), count: 21, class_loss = 6.130214, iou_loss = 4.590436, total_loss = 10.720650 \n", + " total_bbox = 335591, rewritten_bbox = 0.280103 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.385620), count: 26, class_loss = 8.261399, iou_loss = 2.425010, total_loss = 10.686409 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.582019), count: 32, class_loss = 13.210635, iou_loss = 10.534808, total_loss = 23.745443 \n", + " total_bbox = 335649, rewritten_bbox = 0.280352 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.402609), count: 25, class_loss = 6.602067, iou_loss = 2.436030, total_loss = 9.038097 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.533135), count: 26, class_loss = 9.838867, iou_loss = 5.049232, total_loss = 14.888099 \n", + " total_bbox = 335700, rewritten_bbox = 0.280608 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.507768), count: 23, class_loss = 6.586525, iou_loss = 3.122970, total_loss = 9.709495 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.578740), count: 27, class_loss = 10.710034, iou_loss = 8.172479, total_loss = 18.882513 \n", + " total_bbox = 335750, rewritten_bbox = 0.280566 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.506583), count: 7, class_loss = 4.765979, iou_loss = 0.670032, total_loss = 5.436011 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.524710), count: 7, class_loss = 4.225499, iou_loss = 3.331330, total_loss = 7.556829 \n", + " total_bbox = 335764, rewritten_bbox = 0.280554 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.402699), count: 14, class_loss = 5.228709, iou_loss = 1.729275, total_loss = 6.957984 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.594716), count: 19, class_loss = 7.915605, iou_loss = 5.012887, total_loss = 12.928492 \n", + " total_bbox = 335797, rewritten_bbox = 0.280527 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.423034), count: 18, class_loss = 6.220462, iou_loss = 1.663012, total_loss = 7.883474 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.551297), count: 21, class_loss = 10.371829, iou_loss = 9.879869, total_loss = 20.251698 \n", + " total_bbox = 335836, rewritten_bbox = 0.280792 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.397665), count: 15, class_loss = 5.358751, iou_loss = 1.082160, total_loss = 6.440911 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.579034), count: 15, class_loss = 6.910426, iou_loss = 2.579165, total_loss = 9.489591 \n", + " total_bbox = 335866, rewritten_bbox = 0.280767 % \n", + "\n", + " (next mAP calculation at 1000 iterations) \u001b[H\u001b[J359/6000: loss=8.2 hours left=1.1\u0007\n", + " 359: 8.212935, 8.129184 avg loss, 0.000043 rate, 0.760798 seconds, 17232 images, 1.146301 hours left\n", + "Loaded: 0.000035 seconds\n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.450645), count: 24, class_loss = 6.101132, iou_loss = 2.489317, total_loss = 8.590449 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.565966), count: 34, class_loss = 13.160014, iou_loss = 16.240730, total_loss = 29.400745 \n", + " total_bbox = 335924, rewritten_bbox = 0.280718 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.365472), count: 12, class_loss = 6.666512, iou_loss = 0.704924, total_loss = 7.371436 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.512733), count: 15, class_loss = 8.133621, iou_loss = 5.206289, total_loss = 13.339911 \n", + " total_bbox = 335951, rewritten_bbox = 0.280696 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.453035), count: 15, class_loss = 4.276555, iou_loss = 1.476248, total_loss = 5.752803 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.609781), count: 18, class_loss = 7.129558, iou_loss = 5.735753, total_loss = 12.865311 \n", + " total_bbox = 335984, rewritten_bbox = 0.280668 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.432244), count: 21, class_loss = 5.662420, iou_loss = 1.929038, total_loss = 7.591458 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.602535), count: 24, class_loss = 9.718863, iou_loss = 6.687897, total_loss = 16.406759 \n", + " total_bbox = 336029, rewritten_bbox = 0.280631 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.420151), count: 18, class_loss = 6.647085, iou_loss = 1.368526, total_loss = 8.015612 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.532122), count: 16, class_loss = 7.918415, iou_loss = 3.068112, total_loss = 10.986527 \n", + " total_bbox = 336063, rewritten_bbox = 0.280602 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.362577), count: 13, class_loss = 4.800039, iou_loss = 0.991220, total_loss = 5.791259 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.523039), count: 23, class_loss = 11.235232, iou_loss = 6.502311, total_loss = 17.737543 \n", + " total_bbox = 336099, rewritten_bbox = 0.280572 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.515809), count: 18, class_loss = 6.690886, iou_loss = 1.852240, total_loss = 8.543126 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.618342), count: 17, class_loss = 7.613950, iou_loss = 3.450621, total_loss = 11.064570 \n", + " total_bbox = 336134, rewritten_bbox = 0.280543 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.456523), count: 12, class_loss = 5.191212, iou_loss = 1.322423, total_loss = 6.513635 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.546934), count: 11, class_loss = 5.176802, iou_loss = 1.772833, total_loss = 6.949635 \n", + " total_bbox = 336157, rewritten_bbox = 0.280524 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.422339), count: 20, class_loss = 4.880017, iou_loss = 2.256694, total_loss = 7.136711 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.536070), count: 31, class_loss = 13.729061, iou_loss = 9.018869, total_loss = 22.747931 \n", + " total_bbox = 336208, rewritten_bbox = 0.280481 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.518027), count: 16, class_loss = 5.475662, iou_loss = 2.120218, total_loss = 7.595881 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.607191), count: 19, class_loss = 7.114692, iou_loss = 4.627111, total_loss = 11.741803 \n", + " total_bbox = 336243, rewritten_bbox = 0.280452 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.406175), count: 29, class_loss = 8.815900, iou_loss = 2.932012, total_loss = 11.747911 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.564108), count: 29, class_loss = 11.303435, iou_loss = 5.707211, total_loss = 17.010647 \n", + " total_bbox = 336301, rewritten_bbox = 0.280404 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.400983), count: 17, class_loss = 5.900666, iou_loss = 1.636146, total_loss = 7.536811 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.599097), count: 22, class_loss = 10.038218, iou_loss = 8.662498, total_loss = 18.700716 \n", + " total_bbox = 336340, rewritten_bbox = 0.280371 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.424555), count: 12, class_loss = 8.736525, iou_loss = 1.202871, total_loss = 9.939396 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.426496), count: 10, class_loss = 6.810235, iou_loss = 2.858751, total_loss = 9.668986 \n", + " total_bbox = 336362, rewritten_bbox = 0.280353 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.363167), count: 14, class_loss = 5.101818, iou_loss = 1.051555, total_loss = 6.153373 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.498956), count: 15, class_loss = 7.053668, iou_loss = 3.410197, total_loss = 10.463865 \n", + " total_bbox = 336391, rewritten_bbox = 0.280329 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.448855), count: 13, class_loss = 6.739531, iou_loss = 1.346522, total_loss = 8.086053 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.570293), count: 13, class_loss = 6.727736, iou_loss = 6.099587, total_loss = 12.827323 \n", + " total_bbox = 336417, rewritten_bbox = 0.280307 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.402641), count: 15, class_loss = 5.853453, iou_loss = 1.377728, total_loss = 7.231181 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.553604), count: 17, class_loss = 7.692557, iou_loss = 5.743456, total_loss = 13.436013 \n", + " total_bbox = 336449, rewritten_bbox = 0.280280 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.425852), count: 11, class_loss = 4.927377, iou_loss = 1.324591, total_loss = 6.251967 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.609129), count: 12, class_loss = 5.976136, iou_loss = 2.746454, total_loss = 8.722589 \n", + " total_bbox = 336472, rewritten_bbox = 0.280261 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.415891), count: 12, class_loss = 5.009161, iou_loss = 1.001126, total_loss = 6.010287 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.586454), count: 13, class_loss = 6.052244, iou_loss = 3.136776, total_loss = 9.189020 \n", + " total_bbox = 336497, rewritten_bbox = 0.280240 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.414039), count: 13, class_loss = 5.316524, iou_loss = 0.983781, total_loss = 6.300304 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.519792), count: 18, class_loss = 9.227369, iou_loss = 5.430353, total_loss = 14.657722 \n", + " total_bbox = 336528, rewritten_bbox = 0.280512 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.379161), count: 21, class_loss = 8.050724, iou_loss = 1.588024, total_loss = 9.638748 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.474859), count: 33, class_loss = 16.842951, iou_loss = 11.677288, total_loss = 28.520239 \n", + " total_bbox = 336582, rewritten_bbox = 0.280467 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.425503), count: 11, class_loss = 5.555952, iou_loss = 0.965075, total_loss = 6.521027 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.568618), count: 15, class_loss = 9.329757, iou_loss = 4.759052, total_loss = 14.088809 \n", + " total_bbox = 336608, rewritten_bbox = 0.280445 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.446046), count: 25, class_loss = 8.764412, iou_loss = 2.510420, total_loss = 11.274832 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.602677), count: 27, class_loss = 11.359618, iou_loss = 9.479465, total_loss = 20.839083 \n", + " total_bbox = 336660, rewritten_bbox = 0.280402 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.467178), count: 19, class_loss = 6.104461, iou_loss = 2.185467, total_loss = 8.289928 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.567324), count: 22, class_loss = 9.017133, iou_loss = 5.163960, total_loss = 14.181092 \n", + " total_bbox = 336701, rewritten_bbox = 0.280367 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.483044), count: 20, class_loss = 6.876450, iou_loss = 2.996611, total_loss = 9.873060 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.527469), count: 23, class_loss = 10.394645, iou_loss = 4.465571, total_loss = 14.860216 \n", + " total_bbox = 336744, rewritten_bbox = 0.280332 % \n", + "\n", + " (next mAP calculation at 1000 iterations) \u001b[H\u001b[J360/6000: loss=7.7 hours left=1.1\u0007\n", + " 360: 7.661533, 8.082418 avg loss, 0.000044 rate, 0.810732 seconds, 17280 images, 1.146760 hours left\n", + "Loaded: 0.000035 seconds\n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.467724), count: 27, class_loss = 8.348111, iou_loss = 2.904598, total_loss = 11.252709 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.572235), count: 29, class_loss = 12.597363, iou_loss = 7.769837, total_loss = 20.367201 \n", + " total_bbox = 336800, rewritten_bbox = 0.280285 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.408382), count: 15, class_loss = 6.300044, iou_loss = 1.051718, total_loss = 7.351761 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.524688), count: 18, class_loss = 10.208916, iou_loss = 7.526115, total_loss = 17.735031 \n", + " total_bbox = 336833, rewritten_bbox = 0.280258 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.378442), count: 24, class_loss = 6.696837, iou_loss = 1.687008, total_loss = 8.383845 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.541709), count: 30, class_loss = 14.504401, iou_loss = 7.914615, total_loss = 22.419016 \n", + " total_bbox = 336887, rewritten_bbox = 0.280213 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.426365), count: 21, class_loss = 8.593659, iou_loss = 2.764436, total_loss = 11.358095 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.556712), count: 34, class_loss = 16.076946, iou_loss = 10.111874, total_loss = 26.188820 \n", + " total_bbox = 336942, rewritten_bbox = 0.280167 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.450099), count: 32, class_loss = 11.981458, iou_loss = 3.896588, total_loss = 15.878046 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.572663), count: 42, class_loss = 20.242386, iou_loss = 12.271694, total_loss = 32.514080 \n", + " total_bbox = 337016, rewritten_bbox = 0.280402 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.496044), count: 14, class_loss = 5.015167, iou_loss = 1.422196, total_loss = 6.437363 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.610719), count: 20, class_loss = 9.181974, iou_loss = 6.568632, total_loss = 15.750607 \n", + " total_bbox = 337050, rewritten_bbox = 0.280374 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.424479), count: 16, class_loss = 6.200559, iou_loss = 1.664721, total_loss = 7.865280 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.586128), count: 21, class_loss = 9.573171, iou_loss = 5.827995, total_loss = 15.401166 \n", + " total_bbox = 337087, rewritten_bbox = 0.280343 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.457025), count: 19, class_loss = 7.854545, iou_loss = 2.064141, total_loss = 9.918686 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.606734), count: 20, class_loss = 8.406734, iou_loss = 4.816056, total_loss = 13.222790 \n", + " total_bbox = 337126, rewritten_bbox = 0.280311 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.469451), count: 23, class_loss = 7.347255, iou_loss = 2.771716, total_loss = 10.118971 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.583107), count: 34, class_loss = 13.766164, iou_loss = 11.761199, total_loss = 25.527363 \n", + " total_bbox = 337183, rewritten_bbox = 0.280263 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.461814), count: 14, class_loss = 3.488348, iou_loss = 1.478796, total_loss = 4.967144 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.583609), count: 20, class_loss = 7.794827, iou_loss = 7.435401, total_loss = 15.230228 \n", + " total_bbox = 337217, rewritten_bbox = 0.280235 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.461238), count: 14, class_loss = 5.564095, iou_loss = 1.838357, total_loss = 7.402452 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.521881), count: 16, class_loss = 7.982705, iou_loss = 8.530265, total_loss = 16.512970 \n", + " total_bbox = 337247, rewritten_bbox = 0.280210 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.492884), count: 20, class_loss = 6.746762, iou_loss = 2.222814, total_loss = 8.969576 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.584376), count: 27, class_loss = 11.262012, iou_loss = 8.908340, total_loss = 20.170353 \n", + " total_bbox = 337294, rewritten_bbox = 0.280171 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.399062), count: 8, class_loss = 4.163056, iou_loss = 0.670672, total_loss = 4.833728 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.565176), count: 8, class_loss = 4.053687, iou_loss = 2.408276, total_loss = 6.461963 \n", + " total_bbox = 337310, rewritten_bbox = 0.280158 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.428071), count: 16, class_loss = 5.211550, iou_loss = 1.704008, total_loss = 6.915558 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.594449), count: 22, class_loss = 9.437593, iou_loss = 8.534765, total_loss = 17.972359 \n", + " total_bbox = 337348, rewritten_bbox = 0.280126 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.456508), count: 12, class_loss = 5.223903, iou_loss = 1.075536, total_loss = 6.299438 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.612506), count: 12, class_loss = 7.687528, iou_loss = 4.950914, total_loss = 12.638442 \n", + " total_bbox = 337372, rewritten_bbox = 0.280106 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.411204), count: 21, class_loss = 8.083360, iou_loss = 2.053040, total_loss = 10.136399 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.578919), count: 24, class_loss = 10.396856, iou_loss = 7.660654, total_loss = 18.057510 \n", + " total_bbox = 337417, rewritten_bbox = 0.280069 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.447507), count: 23, class_loss = 8.547242, iou_loss = 1.938062, total_loss = 10.485304 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.561297), count: 18, class_loss = 6.272067, iou_loss = 2.626312, total_loss = 8.898378 \n", + " total_bbox = 337458, rewritten_bbox = 0.280035 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.439304), count: 18, class_loss = 7.690520, iou_loss = 1.689482, total_loss = 9.380002 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.587363), count: 22, class_loss = 11.614663, iou_loss = 5.788264, total_loss = 17.402927 \n", + " total_bbox = 337498, rewritten_bbox = 0.280002 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.533218), count: 22, class_loss = 6.379294, iou_loss = 3.189610, total_loss = 9.568904 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.657093), count: 25, class_loss = 10.392577, iou_loss = 10.311143, total_loss = 20.703720 \n", + " total_bbox = 337545, rewritten_bbox = 0.279963 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.404095), count: 23, class_loss = 9.495813, iou_loss = 1.885855, total_loss = 11.381668 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.606775), count: 23, class_loss = 9.980634, iou_loss = 6.134597, total_loss = 16.115231 \n", + " total_bbox = 337591, rewritten_bbox = 0.279925 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.375357), count: 26, class_loss = 10.490740, iou_loss = 1.779031, total_loss = 12.269771 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.577238), count: 28, class_loss = 13.623562, iou_loss = 8.717005, total_loss = 22.340567 \n", + " total_bbox = 337645, rewritten_bbox = 0.279880 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.448251), count: 20, class_loss = 7.430964, iou_loss = 2.205843, total_loss = 9.636807 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.613849), count: 19, class_loss = 7.713608, iou_loss = 4.564346, total_loss = 12.277954 \n", + " total_bbox = 337684, rewritten_bbox = 0.279847 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.515255), count: 23, class_loss = 7.766886, iou_loss = 3.433485, total_loss = 11.200371 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.602970), count: 26, class_loss = 12.315049, iou_loss = 8.456622, total_loss = 20.771671 \n", + " total_bbox = 337733, rewritten_bbox = 0.279807 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.429740), count: 18, class_loss = 5.719252, iou_loss = 1.631299, total_loss = 7.350551 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.560925), count: 26, class_loss = 10.893840, iou_loss = 8.737769, total_loss = 19.631609 \n", + " total_bbox = 337777, rewritten_bbox = 0.279770 % \n", + "\n", + " (next mAP calculation at 1000 iterations) \u001b[H\u001b[J361/6000: loss=8.9 hours left=1.1\u0007\n", + " 361: 8.898668, 8.164043 avg loss, 0.000044 rate, 0.815507 seconds, 17328 images, 1.147995 hours left\n", + "Loaded: 0.000048 seconds\n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.481768), count: 20, class_loss = 5.826968, iou_loss = 2.908800, total_loss = 8.735768 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.587386), count: 22, class_loss = 8.347191, iou_loss = 5.490734, total_loss = 13.837925 \n", + " total_bbox = 337819, rewritten_bbox = 0.279736 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.398524), count: 28, class_loss = 10.551957, iou_loss = 2.163538, total_loss = 12.715495 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.582074), count: 31, class_loss = 13.739255, iou_loss = 8.495543, total_loss = 22.234798 \n", + " total_bbox = 337878, rewritten_bbox = 0.279687 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.548692), count: 23, class_loss = 6.288149, iou_loss = 3.385659, total_loss = 9.673808 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.655087), count: 23, class_loss = 8.585215, iou_loss = 7.645767, total_loss = 16.230982 \n", + " total_bbox = 337924, rewritten_bbox = 0.279649 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.549270), count: 17, class_loss = 4.194887, iou_loss = 2.535745, total_loss = 6.730631 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.581819), count: 19, class_loss = 6.993675, iou_loss = 6.654417, total_loss = 13.648092 \n", + " total_bbox = 337960, rewritten_bbox = 0.279619 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.429495), count: 20, class_loss = 6.083333, iou_loss = 1.968499, total_loss = 8.051832 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.575929), count: 24, class_loss = 10.873433, iou_loss = 5.136413, total_loss = 16.009846 \n", + " total_bbox = 338004, rewritten_bbox = 0.279878 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.432500), count: 19, class_loss = 8.537516, iou_loss = 2.388158, total_loss = 10.925673 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.535707), count: 34, class_loss = 19.256084, iou_loss = 10.031528, total_loss = 29.287613 \n", + " total_bbox = 338057, rewritten_bbox = 0.279834 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.498898), count: 17, class_loss = 6.490539, iou_loss = 2.111959, total_loss = 8.602498 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.532601), count: 24, class_loss = 11.119904, iou_loss = 9.249411, total_loss = 20.369314 \n", + " total_bbox = 338098, rewritten_bbox = 0.279801 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.476026), count: 21, class_loss = 7.446620, iou_loss = 3.193724, total_loss = 10.640344 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.578949), count: 25, class_loss = 11.420600, iou_loss = 6.641547, total_loss = 18.062147 \n", + " total_bbox = 338144, rewritten_bbox = 0.279762 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.474737), count: 22, class_loss = 7.490637, iou_loss = 2.810186, total_loss = 10.300823 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.590951), count: 26, class_loss = 12.319322, iou_loss = 7.492217, total_loss = 19.811539 \n", + " total_bbox = 338192, rewritten_bbox = 0.279723 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.478016), count: 28, class_loss = 9.201811, iou_loss = 3.302767, total_loss = 12.504578 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.587211), count: 37, class_loss = 17.003483, iou_loss = 10.074545, total_loss = 27.078028 \n", + " total_bbox = 338257, rewritten_bbox = 0.279669 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.451110), count: 11, class_loss = 4.233058, iou_loss = 0.937198, total_loss = 5.170256 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.555086), count: 15, class_loss = 7.438504, iou_loss = 4.429229, total_loss = 11.867733 \n", + " total_bbox = 338283, rewritten_bbox = 0.279647 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.446147), count: 18, class_loss = 6.324784, iou_loss = 1.742699, total_loss = 8.067483 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.585445), count: 23, class_loss = 9.074380, iou_loss = 7.215646, total_loss = 16.290026 \n", + " total_bbox = 338324, rewritten_bbox = 0.279614 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.475823), count: 19, class_loss = 5.129830, iou_loss = 2.760509, total_loss = 7.890339 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.580868), count: 22, class_loss = 9.215736, iou_loss = 8.956535, total_loss = 18.172272 \n", + " total_bbox = 338365, rewritten_bbox = 0.279580 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.501855), count: 22, class_loss = 7.308633, iou_loss = 3.257160, total_loss = 10.565793 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.580163), count: 23, class_loss = 8.114339, iou_loss = 4.387101, total_loss = 12.501440 \n", + " total_bbox = 338410, rewritten_bbox = 0.279543 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.395450), count: 16, class_loss = 6.725709, iou_loss = 1.764789, total_loss = 8.490499 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.516630), count: 33, class_loss = 16.571974, iou_loss = 12.911659, total_loss = 29.483633 \n", + " total_bbox = 338459, rewritten_bbox = 0.279502 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.462182), count: 26, class_loss = 10.382508, iou_loss = 2.982258, total_loss = 13.364766 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.563906), count: 27, class_loss = 12.117809, iou_loss = 9.726517, total_loss = 21.844326 \n", + " total_bbox = 338512, rewritten_bbox = 0.279458 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.492077), count: 24, class_loss = 7.953497, iou_loss = 2.474890, total_loss = 10.428387 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.565270), count: 32, class_loss = 15.523396, iou_loss = 9.676119, total_loss = 25.199514 \n", + " total_bbox = 338568, rewritten_bbox = 0.279707 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.476251), count: 22, class_loss = 7.852344, iou_loss = 2.116560, total_loss = 9.968904 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.545306), count: 25, class_loss = 12.304693, iou_loss = 7.139883, total_loss = 19.444576 \n", + " total_bbox = 338615, rewritten_bbox = 0.279669 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.449626), count: 19, class_loss = 5.259513, iou_loss = 1.541218, total_loss = 6.800731 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.606147), count: 19, class_loss = 7.261823, iou_loss = 3.698079, total_loss = 10.959902 \n", + " total_bbox = 338653, rewritten_bbox = 0.279637 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.424690), count: 14, class_loss = 4.845804, iou_loss = 2.325637, total_loss = 7.171441 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.522474), count: 25, class_loss = 11.129977, iou_loss = 11.063949, total_loss = 22.193926 \n", + " total_bbox = 338692, rewritten_bbox = 0.279605 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.475027), count: 18, class_loss = 4.986448, iou_loss = 2.295079, total_loss = 7.281528 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.601590), count: 24, class_loss = 10.298499, iou_loss = 15.297233, total_loss = 25.595732 \n", + " total_bbox = 338734, rewritten_bbox = 0.279570 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.462610), count: 20, class_loss = 6.595213, iou_loss = 2.301929, total_loss = 8.897141 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.537249), count: 29, class_loss = 12.610485, iou_loss = 6.152054, total_loss = 18.762539 \n", + " total_bbox = 338783, rewritten_bbox = 0.279530 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.375253), count: 13, class_loss = 6.164671, iou_loss = 0.972230, total_loss = 7.136901 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.550500), count: 16, class_loss = 8.331287, iou_loss = 5.190713, total_loss = 13.522000 \n", + " total_bbox = 338812, rewritten_bbox = 0.279506 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.442423), count: 19, class_loss = 6.018648, iou_loss = 1.949520, total_loss = 7.968168 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.535078), count: 23, class_loss = 9.414438, iou_loss = 4.926582, total_loss = 14.341021 \n", + " total_bbox = 338854, rewritten_bbox = 0.279471 % \n", + "\n", + " (next mAP calculation at 1000 iterations) \u001b[H\u001b[J362/6000: loss=9.0 hours left=1.1\u0007\n", + " 362: 8.995255, 8.247165 avg loss, 0.000045 rate, 0.735343 seconds, 17376 images, 1.149290 hours left\n", + "Loaded: 0.000035 seconds\n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.409251), count: 17, class_loss = 5.180294, iou_loss = 1.572342, total_loss = 6.752636 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.551698), count: 33, class_loss = 16.795620, iou_loss = 11.974098, total_loss = 28.769718 \n", + " total_bbox = 338904, rewritten_bbox = 0.279725 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.526417), count: 22, class_loss = 7.199523, iou_loss = 3.016485, total_loss = 10.216008 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.546061), count: 29, class_loss = 14.710681, iou_loss = 6.952069, total_loss = 21.662750 \n", + " total_bbox = 338955, rewritten_bbox = 0.279978 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.530209), count: 16, class_loss = 6.506951, iou_loss = 2.213388, total_loss = 8.720339 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.550191), count: 20, class_loss = 10.553556, iou_loss = 8.656755, total_loss = 19.210312 \n", + " total_bbox = 338991, rewritten_bbox = 0.279948 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.435756), count: 25, class_loss = 5.956009, iou_loss = 2.880687, total_loss = 8.836696 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.546332), count: 32, class_loss = 11.750746, iou_loss = 11.215853, total_loss = 22.966599 \n", + " total_bbox = 339048, rewritten_bbox = 0.279901 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.447031), count: 18, class_loss = 6.081418, iou_loss = 2.180614, total_loss = 8.262032 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.632320), count: 20, class_loss = 7.824361, iou_loss = 6.848794, total_loss = 14.673155 \n", + " total_bbox = 339086, rewritten_bbox = 0.279870 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.482715), count: 9, class_loss = 5.520622, iou_loss = 1.078671, total_loss = 6.599294 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.611569), count: 10, class_loss = 5.920709, iou_loss = 3.340495, total_loss = 9.261204 \n", + " total_bbox = 339105, rewritten_bbox = 0.279854 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.451855), count: 23, class_loss = 8.506805, iou_loss = 2.424602, total_loss = 10.931407 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.568812), count: 22, class_loss = 8.738940, iou_loss = 4.958007, total_loss = 13.696947 \n", + " total_bbox = 339150, rewritten_bbox = 0.279817 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.480373), count: 12, class_loss = 5.745215, iou_loss = 1.568589, total_loss = 7.313805 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.539372), count: 20, class_loss = 9.664768, iou_loss = 6.045915, total_loss = 15.710683 \n", + " total_bbox = 339182, rewritten_bbox = 0.279791 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.363526), count: 21, class_loss = 7.251651, iou_loss = 1.708502, total_loss = 8.960153 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.535342), count: 27, class_loss = 11.443423, iou_loss = 8.093015, total_loss = 19.536438 \n", + " total_bbox = 339230, rewritten_bbox = 0.279751 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.433608), count: 12, class_loss = 5.663261, iou_loss = 1.080373, total_loss = 6.743635 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.519132), count: 14, class_loss = 8.271035, iou_loss = 3.124823, total_loss = 11.395858 \n", + " total_bbox = 339256, rewritten_bbox = 0.279730 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.440177), count: 22, class_loss = 8.157049, iou_loss = 2.194553, total_loss = 10.351603 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.530664), count: 28, class_loss = 14.079602, iou_loss = 6.252269, total_loss = 20.331871 \n", + " total_bbox = 339306, rewritten_bbox = 0.279689 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.361434), count: 21, class_loss = 9.503298, iou_loss = 2.036096, total_loss = 11.539393 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.493219), count: 25, class_loss = 14.121105, iou_loss = 5.403666, total_loss = 19.524771 \n", + " total_bbox = 339352, rewritten_bbox = 0.279651 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.508985), count: 19, class_loss = 8.112132, iou_loss = 2.625216, total_loss = 10.737349 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.649832), count: 18, class_loss = 8.383142, iou_loss = 4.850863, total_loss = 13.234006 \n", + " total_bbox = 339389, rewritten_bbox = 0.280209 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.389832), count: 25, class_loss = 10.129633, iou_loss = 1.860365, total_loss = 11.989998 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.583633), count: 36, class_loss = 18.725464, iou_loss = 12.368652, total_loss = 31.094116 \n", + " total_bbox = 339450, rewritten_bbox = 0.280159 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.436140), count: 20, class_loss = 5.806810, iou_loss = 1.965679, total_loss = 7.772489 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.540105), count: 31, class_loss = 13.398902, iou_loss = 10.161635, total_loss = 23.560537 \n", + " total_bbox = 339501, rewritten_bbox = 0.280117 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.438946), count: 25, class_loss = 8.326815, iou_loss = 2.864347, total_loss = 11.191162 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.547992), count: 32, class_loss = 14.582485, iou_loss = 7.967890, total_loss = 22.550375 \n", + " total_bbox = 339558, rewritten_bbox = 0.280070 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.477131), count: 19, class_loss = 5.860862, iou_loss = 2.533805, total_loss = 8.394667 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.568829), count: 21, class_loss = 7.147148, iou_loss = 5.124040, total_loss = 12.271188 \n", + " total_bbox = 339598, rewritten_bbox = 0.280037 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.448599), count: 16, class_loss = 5.615908, iou_loss = 1.661903, total_loss = 7.277811 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.508120), count: 18, class_loss = 7.490605, iou_loss = 3.489707, total_loss = 10.980311 \n", + " total_bbox = 339632, rewritten_bbox = 0.280009 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.517000), count: 17, class_loss = 5.982280, iou_loss = 2.025233, total_loss = 8.007513 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.571687), count: 23, class_loss = 10.533179, iou_loss = 7.391355, total_loss = 17.924534 \n", + " total_bbox = 339672, rewritten_bbox = 0.279976 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.491432), count: 22, class_loss = 6.386319, iou_loss = 2.857441, total_loss = 9.243760 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.559725), count: 26, class_loss = 10.741083, iou_loss = 6.543518, total_loss = 17.284601 \n", + " total_bbox = 339720, rewritten_bbox = 0.279936 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.565395), count: 19, class_loss = 3.326933, iou_loss = 2.632693, total_loss = 5.959627 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.593221), count: 24, class_loss = 8.391416, iou_loss = 10.787446, total_loss = 19.178862 \n", + " total_bbox = 339763, rewritten_bbox = 0.279901 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.518447), count: 19, class_loss = 4.839934, iou_loss = 2.752520, total_loss = 7.592454 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.524798), count: 21, class_loss = 7.659039, iou_loss = 4.370770, total_loss = 12.029808 \n", + " total_bbox = 339803, rewritten_bbox = 0.279868 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.510143), count: 17, class_loss = 5.529109, iou_loss = 2.583749, total_loss = 8.112858 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.539026), count: 22, class_loss = 9.391402, iou_loss = 5.759543, total_loss = 15.150946 \n", + " total_bbox = 339842, rewritten_bbox = 0.279836 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.438926), count: 10, class_loss = 6.543480, iou_loss = 1.050584, total_loss = 7.594065 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.488686), count: 14, class_loss = 8.404402, iou_loss = 5.239393, total_loss = 13.643795 \n", + " total_bbox = 339866, rewritten_bbox = 0.279816 % \n", + "\n", + " (next mAP calculation at 1000 iterations) \u001b[H\u001b[J363/6000: loss=8.7 hours left=1.1\u0007\n", + " 363: 8.693356, 8.291784 avg loss, 0.000045 rate, 0.655451 seconds, 17424 images, 1.149314 hours left\n", + "Loaded: 0.000031 seconds\n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.488709), count: 17, class_loss = 5.843737, iou_loss = 2.338802, total_loss = 8.182539 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.584996), count: 22, class_loss = 8.584301, iou_loss = 5.312776, total_loss = 13.897077 \n", + " total_bbox = 339905, rewritten_bbox = 0.279784 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.524782), count: 20, class_loss = 4.356970, iou_loss = 2.685202, total_loss = 7.042172 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.634262), count: 25, class_loss = 8.069425, iou_loss = 8.969073, total_loss = 17.038498 \n", + " total_bbox = 339950, rewritten_bbox = 0.279747 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.396812), count: 27, class_loss = 8.378712, iou_loss = 2.188169, total_loss = 10.566880 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.580869), count: 32, class_loss = 13.208334, iou_loss = 6.822008, total_loss = 20.030342 \n", + " total_bbox = 340009, rewritten_bbox = 0.279698 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.408527), count: 17, class_loss = 4.511765, iou_loss = 1.811837, total_loss = 6.323602 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.635834), count: 20, class_loss = 6.783490, iou_loss = 6.351604, total_loss = 13.135095 \n", + " total_bbox = 340046, rewritten_bbox = 0.279668 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.494441), count: 13, class_loss = 5.918427, iou_loss = 1.641028, total_loss = 7.559456 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.524713), count: 15, class_loss = 7.829064, iou_loss = 4.825735, total_loss = 12.654799 \n", + " total_bbox = 340074, rewritten_bbox = 0.279645 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.538273), count: 24, class_loss = 7.897126, iou_loss = 3.742631, total_loss = 11.639757 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.631043), count: 27, class_loss = 10.873433, iou_loss = 7.481273, total_loss = 18.354706 \n", + " total_bbox = 340125, rewritten_bbox = 0.279603 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.467406), count: 20, class_loss = 7.129449, iou_loss = 2.253150, total_loss = 9.382599 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.552075), count: 29, class_loss = 14.870473, iou_loss = 10.100671, total_loss = 24.971144 \n", + " total_bbox = 340174, rewritten_bbox = 0.280151 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.495217), count: 15, class_loss = 6.626050, iou_loss = 1.506156, total_loss = 8.132206 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.618058), count: 14, class_loss = 6.493167, iou_loss = 5.572397, total_loss = 12.065564 \n", + " total_bbox = 340203, rewritten_bbox = 0.280127 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.472479), count: 21, class_loss = 6.361264, iou_loss = 2.115653, total_loss = 8.476916 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.521856), count: 24, class_loss = 9.782525, iou_loss = 4.319910, total_loss = 14.102435 \n", + " total_bbox = 340248, rewritten_bbox = 0.280090 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.529470), count: 23, class_loss = 6.546700, iou_loss = 3.227560, total_loss = 9.774261 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.552542), count: 29, class_loss = 11.196468, iou_loss = 9.949251, total_loss = 21.145720 \n", + " total_bbox = 340300, rewritten_bbox = 0.280047 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.442833), count: 20, class_loss = 6.501526, iou_loss = 1.997463, total_loss = 8.498989 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.589515), count: 20, class_loss = 7.733986, iou_loss = 4.729720, total_loss = 12.463706 \n", + " total_bbox = 340340, rewritten_bbox = 0.280014 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.483145), count: 23, class_loss = 5.998663, iou_loss = 2.400469, total_loss = 8.399132 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.574486), count: 27, class_loss = 10.936603, iou_loss = 11.936984, total_loss = 22.873587 \n", + " total_bbox = 340390, rewritten_bbox = 0.279973 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.457326), count: 18, class_loss = 6.343772, iou_loss = 2.352839, total_loss = 8.696611 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.537514), count: 23, class_loss = 12.542212, iou_loss = 8.465023, total_loss = 21.007235 \n", + " total_bbox = 340431, rewritten_bbox = 0.279939 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.406761), count: 16, class_loss = 4.191201, iou_loss = 1.332159, total_loss = 5.523360 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.487782), count: 24, class_loss = 11.933820, iou_loss = 8.819367, total_loss = 20.753187 \n", + " total_bbox = 340471, rewritten_bbox = 0.280200 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.438732), count: 22, class_loss = 5.881961, iou_loss = 2.023218, total_loss = 7.905180 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.583120), count: 31, class_loss = 11.569357, iou_loss = 9.611612, total_loss = 21.180969 \n", + " total_bbox = 340524, rewritten_bbox = 0.280156 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.378664), count: 15, class_loss = 4.100565, iou_loss = 1.399484, total_loss = 5.500049 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.572487), count: 23, class_loss = 9.269082, iou_loss = 5.778527, total_loss = 15.047609 \n", + " total_bbox = 340562, rewritten_bbox = 0.280125 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.512360), count: 20, class_loss = 6.138496, iou_loss = 2.837974, total_loss = 8.976470 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.590456), count: 27, class_loss = 10.959223, iou_loss = 12.764879, total_loss = 23.724102 \n", + " total_bbox = 340609, rewritten_bbox = 0.280087 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.411564), count: 13, class_loss = 3.688109, iou_loss = 1.551918, total_loss = 5.240027 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.628466), count: 17, class_loss = 6.861247, iou_loss = 6.839881, total_loss = 13.701128 \n", + " total_bbox = 340639, rewritten_bbox = 0.280062 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.498171), count: 16, class_loss = 4.453166, iou_loss = 1.755828, total_loss = 6.208994 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.562399), count: 23, class_loss = 10.663799, iou_loss = 6.981750, total_loss = 17.645550 \n", + " total_bbox = 340678, rewritten_bbox = 0.280030 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.457628), count: 16, class_loss = 7.490374, iou_loss = 1.719351, total_loss = 9.209724 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.542576), count: 13, class_loss = 6.937530, iou_loss = 3.170982, total_loss = 10.108512 \n", + " total_bbox = 340707, rewritten_bbox = 0.280006 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.342200), count: 17, class_loss = 6.219184, iou_loss = 0.901973, total_loss = 7.121157 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.553587), count: 38, class_loss = 18.429043, iou_loss = 18.155926, total_loss = 36.584969 \n", + " total_bbox = 340762, rewritten_bbox = 0.279961 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.417229), count: 13, class_loss = 6.880476, iou_loss = 1.288960, total_loss = 8.169436 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.497193), count: 18, class_loss = 9.764247, iou_loss = 4.815679, total_loss = 14.579926 \n", + " total_bbox = 340793, rewritten_bbox = 0.279935 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.453625), count: 21, class_loss = 8.294016, iou_loss = 2.401404, total_loss = 10.695420 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.513081), count: 26, class_loss = 11.461710, iou_loss = 10.610825, total_loss = 22.072535 \n", + " total_bbox = 340840, rewritten_bbox = 0.279897 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.440271), count: 16, class_loss = 7.103616, iou_loss = 1.577572, total_loss = 8.681189 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.541159), count: 36, class_loss = 18.938253, iou_loss = 11.642183, total_loss = 30.580437 \n", + " total_bbox = 340892, rewritten_bbox = 0.280147 % \n", + "\n", + " (next mAP calculation at 1000 iterations) \u001b[H\u001b[J364/6000: loss=8.4 hours left=1.1\u0007\n", + " 364: 8.403462, 8.302952 avg loss, 0.000046 rate, 0.646927 seconds, 17472 images, 1.148085 hours left\n", + "Loaded: 0.000036 seconds\n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.482213), count: 19, class_loss = 3.791507, iou_loss = 2.410318, total_loss = 6.201826 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.630981), count: 17, class_loss = 4.049906, iou_loss = 3.456587, total_loss = 7.506493 \n", + " total_bbox = 340928, rewritten_bbox = 0.280118 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.454089), count: 9, class_loss = 5.850967, iou_loss = 0.736173, total_loss = 6.587140 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.524272), count: 16, class_loss = 10.698837, iou_loss = 6.605829, total_loss = 17.304667 \n", + " total_bbox = 340953, rewritten_bbox = 0.280097 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.460817), count: 15, class_loss = 6.463394, iou_loss = 1.657001, total_loss = 8.120395 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.624948), count: 16, class_loss = 7.453519, iou_loss = 5.164406, total_loss = 12.617925 \n", + " total_bbox = 340984, rewritten_bbox = 0.280072 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.456125), count: 17, class_loss = 5.561228, iou_loss = 2.048075, total_loss = 7.609303 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.499921), count: 27, class_loss = 12.472961, iou_loss = 12.954462, total_loss = 25.427423 \n", + " total_bbox = 341028, rewritten_bbox = 0.280036 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.475534), count: 22, class_loss = 6.147673, iou_loss = 2.979399, total_loss = 9.127071 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.492604), count: 33, class_loss = 14.285781, iou_loss = 8.694228, total_loss = 22.980009 \n", + " total_bbox = 341083, rewritten_bbox = 0.279990 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.464182), count: 17, class_loss = 8.838925, iou_loss = 1.644512, total_loss = 10.483438 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.535854), count: 17, class_loss = 9.936997, iou_loss = 5.761259, total_loss = 15.698256 \n", + " total_bbox = 341117, rewritten_bbox = 0.279963 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.499718), count: 16, class_loss = 7.042839, iou_loss = 1.850726, total_loss = 8.893565 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.495749), count: 16, class_loss = 8.351671, iou_loss = 4.135234, total_loss = 12.486905 \n", + " total_bbox = 341149, rewritten_bbox = 0.279936 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.565216), count: 12, class_loss = 6.183366, iou_loss = 1.844049, total_loss = 8.027415 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.544497), count: 22, class_loss = 13.270316, iou_loss = 5.861821, total_loss = 19.132137 \n", + " total_bbox = 341183, rewritten_bbox = 0.279908 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.414993), count: 15, class_loss = 5.020692, iou_loss = 1.622097, total_loss = 6.642788 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.577596), count: 22, class_loss = 9.411659, iou_loss = 7.966530, total_loss = 17.378189 \n", + " total_bbox = 341220, rewritten_bbox = 0.279878 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.515699), count: 15, class_loss = 4.658709, iou_loss = 1.858234, total_loss = 6.516943 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.624095), count: 15, class_loss = 5.932404, iou_loss = 3.598659, total_loss = 9.531062 \n", + " total_bbox = 341250, rewritten_bbox = 0.279853 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.463755), count: 19, class_loss = 5.997536, iou_loss = 1.860222, total_loss = 7.857759 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.559099), count: 22, class_loss = 10.504362, iou_loss = 6.773672, total_loss = 17.278034 \n", + " total_bbox = 341291, rewritten_bbox = 0.279820 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.471991), count: 10, class_loss = 6.927070, iou_loss = 0.873495, total_loss = 7.800565 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.646616), count: 10, class_loss = 6.311723, iou_loss = 2.128688, total_loss = 8.440412 \n", + " total_bbox = 341311, rewritten_bbox = 0.280096 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.476678), count: 10, class_loss = 4.529377, iou_loss = 1.100184, total_loss = 5.629561 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.557945), count: 12, class_loss = 6.097208, iou_loss = 3.379958, total_loss = 9.477166 \n", + " total_bbox = 341333, rewritten_bbox = 0.280078 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.482625), count: 24, class_loss = 7.586657, iou_loss = 2.690587, total_loss = 10.277244 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.581898), count: 26, class_loss = 10.415969, iou_loss = 7.426961, total_loss = 17.842930 \n", + " total_bbox = 341383, rewritten_bbox = 0.280037 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.475383), count: 17, class_loss = 5.455757, iou_loss = 1.881593, total_loss = 7.337349 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.555418), count: 20, class_loss = 9.764380, iou_loss = 4.916601, total_loss = 14.680981 \n", + " total_bbox = 341420, rewritten_bbox = 0.280007 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.402597), count: 11, class_loss = 4.387815, iou_loss = 0.968265, total_loss = 5.356081 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.582825), count: 15, class_loss = 6.871437, iou_loss = 7.730268, total_loss = 14.601705 \n", + " total_bbox = 341446, rewritten_bbox = 0.279986 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.449755), count: 19, class_loss = 5.919278, iou_loss = 2.328271, total_loss = 8.247549 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.543847), count: 19, class_loss = 7.693841, iou_loss = 5.685582, total_loss = 13.379423 \n", + " total_bbox = 341484, rewritten_bbox = 0.279955 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.467214), count: 15, class_loss = 6.975131, iou_loss = 1.974760, total_loss = 8.949891 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.522788), count: 30, class_loss = 15.989454, iou_loss = 13.481836, total_loss = 29.471291 \n", + " total_bbox = 341529, rewritten_bbox = 0.279918 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.503893), count: 22, class_loss = 5.756378, iou_loss = 3.038702, total_loss = 8.795079 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.585780), count: 25, class_loss = 8.582168, iou_loss = 6.030579, total_loss = 14.612746 \n", + " total_bbox = 341576, rewritten_bbox = 0.279879 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.477761), count: 20, class_loss = 5.282850, iou_loss = 3.204554, total_loss = 8.487404 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.641888), count: 22, class_loss = 6.992936, iou_loss = 5.796083, total_loss = 12.789020 \n", + " total_bbox = 341618, rewritten_bbox = 0.279845 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.533465), count: 12, class_loss = 4.687038, iou_loss = 1.989007, total_loss = 6.676044 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.593745), count: 18, class_loss = 8.258363, iou_loss = 5.406172, total_loss = 13.664535 \n", + " total_bbox = 341648, rewritten_bbox = 0.279820 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.462334), count: 16, class_loss = 4.973272, iou_loss = 1.831411, total_loss = 6.804684 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.536650), count: 16, class_loss = 6.523242, iou_loss = 2.861858, total_loss = 9.385100 \n", + " total_bbox = 341680, rewritten_bbox = 0.279794 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.460467), count: 13, class_loss = 3.599169, iou_loss = 1.396120, total_loss = 4.995289 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.518718), count: 18, class_loss = 8.104430, iou_loss = 6.774438, total_loss = 14.878868 \n", + " total_bbox = 341711, rewritten_bbox = 0.279769 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.442863), count: 11, class_loss = 5.124155, iou_loss = 1.099888, total_loss = 6.224042 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.590391), count: 16, class_loss = 9.162169, iou_loss = 7.394920, total_loss = 16.557089 \n", + " total_bbox = 341737, rewritten_bbox = 0.279747 % \n", + "\n", + " (next mAP calculation at 1000 iterations) \u001b[H\u001b[J365/6000: loss=7.4 hours left=1.1\u0007\n", + " 365: 7.389668, 8.211623 avg loss, 0.000046 rate, 0.646684 seconds, 17520 images, 1.146733 hours left\n", + "Loaded: 0.000032 seconds\n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.465571), count: 19, class_loss = 6.772573, iou_loss = 1.971736, total_loss = 8.744309 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.582521), count: 23, class_loss = 9.800915, iou_loss = 7.111914, total_loss = 16.912828 \n", + " total_bbox = 341779, rewritten_bbox = 0.279713 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.442338), count: 15, class_loss = 6.537367, iou_loss = 1.994159, total_loss = 8.531527 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.616472), count: 17, class_loss = 6.915518, iou_loss = 8.718279, total_loss = 15.633798 \n", + " total_bbox = 341811, rewritten_bbox = 0.279687 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.484321), count: 8, class_loss = 4.611229, iou_loss = 1.017414, total_loss = 5.628643 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.658089), count: 7, class_loss = 3.753675, iou_loss = 2.048415, total_loss = 5.802089 \n", + " total_bbox = 341826, rewritten_bbox = 0.279674 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.443791), count: 20, class_loss = 7.507996, iou_loss = 2.089051, total_loss = 9.597047 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.541557), count: 21, class_loss = 9.261709, iou_loss = 4.145219, total_loss = 13.406928 \n", + " total_bbox = 341867, rewritten_bbox = 0.279641 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.508025), count: 17, class_loss = 4.590303, iou_loss = 2.031699, total_loss = 6.622003 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.576400), count: 20, class_loss = 7.588984, iou_loss = 3.984888, total_loss = 11.573872 \n", + " total_bbox = 341904, rewritten_bbox = 0.279611 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.595878), count: 15, class_loss = 2.298333, iou_loss = 2.090590, total_loss = 4.388923 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.633070), count: 19, class_loss = 5.824057, iou_loss = 10.611891, total_loss = 16.435947 \n", + " total_bbox = 341938, rewritten_bbox = 0.279583 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.446560), count: 19, class_loss = 5.099435, iou_loss = 2.025033, total_loss = 7.124469 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.500735), count: 22, class_loss = 9.070232, iou_loss = 4.411249, total_loss = 13.481482 \n", + " total_bbox = 341979, rewritten_bbox = 0.279549 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.450735), count: 17, class_loss = 5.247243, iou_loss = 1.480928, total_loss = 6.728172 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.600323), count: 18, class_loss = 7.261392, iou_loss = 4.575512, total_loss = 11.836905 \n", + " total_bbox = 342014, rewritten_bbox = 0.279521 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.492854), count: 7, class_loss = 3.800431, iou_loss = 0.805805, total_loss = 4.606236 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.570305), count: 15, class_loss = 8.130991, iou_loss = 5.021012, total_loss = 13.152003 \n", + " total_bbox = 342036, rewritten_bbox = 0.279503 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.437747), count: 20, class_loss = 5.458719, iou_loss = 1.830684, total_loss = 7.289402 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.606602), count: 19, class_loss = 8.065358, iou_loss = 4.382530, total_loss = 12.447888 \n", + " total_bbox = 342075, rewritten_bbox = 0.279471 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.440563), count: 13, class_loss = 5.340586, iou_loss = 1.269145, total_loss = 6.609731 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.582074), count: 17, class_loss = 9.400295, iou_loss = 9.971619, total_loss = 19.371914 \n", + " total_bbox = 342105, rewritten_bbox = 0.279446 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.468009), count: 30, class_loss = 10.250541, iou_loss = 2.992637, total_loss = 13.243177 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.511534), count: 40, class_loss = 20.054600, iou_loss = 10.732544, total_loss = 30.787144 \n", + " total_bbox = 342175, rewritten_bbox = 0.279389 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.515967), count: 17, class_loss = 3.567335, iou_loss = 3.195761, total_loss = 6.763096 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.566963), count: 22, class_loss = 9.079916, iou_loss = 5.045064, total_loss = 14.124980 \n", + " total_bbox = 342214, rewritten_bbox = 0.279357 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.436931), count: 22, class_loss = 6.183509, iou_loss = 3.376744, total_loss = 9.560253 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.654354), count: 25, class_loss = 8.636369, iou_loss = 10.746806, total_loss = 19.383175 \n", + " total_bbox = 342261, rewritten_bbox = 0.279319 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.431050), count: 9, class_loss = 5.789537, iou_loss = 0.705969, total_loss = 6.495506 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.542885), count: 11, class_loss = 7.603430, iou_loss = 2.979364, total_loss = 10.582794 \n", + " total_bbox = 342281, rewritten_bbox = 0.279303 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.367455), count: 7, class_loss = 4.566446, iou_loss = 0.179687, total_loss = 4.746133 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.564712), count: 18, class_loss = 9.159374, iou_loss = 9.345724, total_loss = 18.505098 \n", + " total_bbox = 342306, rewritten_bbox = 0.279282 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.448649), count: 11, class_loss = 3.567349, iou_loss = 1.461361, total_loss = 5.028710 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.561732), count: 22, class_loss = 11.100143, iou_loss = 7.592453, total_loss = 18.692596 \n", + " total_bbox = 342339, rewritten_bbox = 0.279255 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.399211), count: 18, class_loss = 5.614064, iou_loss = 1.621234, total_loss = 7.235298 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.550468), count: 29, class_loss = 14.043113, iou_loss = 12.502973, total_loss = 26.546085 \n", + " total_bbox = 342386, rewritten_bbox = 0.279217 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.469271), count: 20, class_loss = 6.604783, iou_loss = 2.084258, total_loss = 8.689041 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.619878), count: 25, class_loss = 10.024877, iou_loss = 8.001939, total_loss = 18.026815 \n", + " total_bbox = 342431, rewritten_bbox = 0.279180 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.403575), count: 15, class_loss = 6.863561, iou_loss = 1.251134, total_loss = 8.114695 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.472005), count: 18, class_loss = 9.502591, iou_loss = 6.671226, total_loss = 16.173817 \n", + " total_bbox = 342464, rewritten_bbox = 0.279153 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.518880), count: 13, class_loss = 6.415401, iou_loss = 1.543338, total_loss = 7.958739 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.632652), count: 13, class_loss = 7.597373, iou_loss = 3.096824, total_loss = 10.694197 \n", + " total_bbox = 342490, rewritten_bbox = 0.279132 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.446859), count: 28, class_loss = 9.541533, iou_loss = 3.105604, total_loss = 12.647137 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.547892), count: 31, class_loss = 13.461204, iou_loss = 7.271703, total_loss = 20.732906 \n", + " total_bbox = 342549, rewritten_bbox = 0.279084 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.453844), count: 10, class_loss = 4.475191, iou_loss = 0.996195, total_loss = 5.471386 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.541120), count: 10, class_loss = 5.037457, iou_loss = 2.219371, total_loss = 7.256829 \n", + " total_bbox = 342569, rewritten_bbox = 0.279068 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.403306), count: 11, class_loss = 4.966314, iou_loss = 0.854281, total_loss = 5.820595 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.514904), count: 11, class_loss = 5.480652, iou_loss = 3.509866, total_loss = 8.990518 \n", + " total_bbox = 342591, rewritten_bbox = 0.279050 % \n", + "\n", + " (next mAP calculation at 1000 iterations) \u001b[H\u001b[J366/6000: loss=7.3 hours left=1.1\u0007\n", + " 366: 7.340392, 8.124500 avg loss, 0.000047 rate, 0.652027 seconds, 17568 images, 1.145388 hours left\n", + "Loaded: 0.000037 seconds\n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.439762), count: 19, class_loss = 4.220422, iou_loss = 1.782086, total_loss = 6.002508 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.612648), count: 22, class_loss = 7.116510, iou_loss = 7.281234, total_loss = 14.397744 \n", + " total_bbox = 342632, rewritten_bbox = 0.279017 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.509769), count: 13, class_loss = 4.067095, iou_loss = 1.569065, total_loss = 5.636160 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.608416), count: 15, class_loss = 6.180638, iou_loss = 4.930461, total_loss = 11.111099 \n", + " total_bbox = 342660, rewritten_bbox = 0.278994 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.481541), count: 20, class_loss = 6.373511, iou_loss = 2.602377, total_loss = 8.975888 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.603481), count: 24, class_loss = 9.520751, iou_loss = 7.593925, total_loss = 17.114676 \n", + " total_bbox = 342704, rewritten_bbox = 0.278958 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.465180), count: 10, class_loss = 3.702615, iou_loss = 1.081977, total_loss = 4.784593 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.610636), count: 13, class_loss = 5.410865, iou_loss = 4.505829, total_loss = 9.916695 \n", + " total_bbox = 342727, rewritten_bbox = 0.278939 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.453952), count: 20, class_loss = 5.557987, iou_loss = 2.291765, total_loss = 7.849751 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.557138), count: 23, class_loss = 8.027759, iou_loss = 8.607419, total_loss = 16.635178 \n", + " total_bbox = 342770, rewritten_bbox = 0.278904 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.468377), count: 15, class_loss = 7.671269, iou_loss = 1.359025, total_loss = 9.030293 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.502759), count: 22, class_loss = 13.913653, iou_loss = 11.846908, total_loss = 25.760561 \n", + " total_bbox = 342807, rewritten_bbox = 0.278874 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.545810), count: 27, class_loss = 9.154365, iou_loss = 3.857944, total_loss = 13.012308 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.538554), count: 34, class_loss = 17.121572, iou_loss = 9.738102, total_loss = 26.859674 \n", + " total_bbox = 342868, rewritten_bbox = 0.278825 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.437254), count: 18, class_loss = 8.957905, iou_loss = 1.782325, total_loss = 10.740230 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.488503), count: 19, class_loss = 10.429766, iou_loss = 4.310998, total_loss = 14.740764 \n", + " total_bbox = 342905, rewritten_bbox = 0.278794 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.481506), count: 19, class_loss = 7.738222, iou_loss = 2.080232, total_loss = 9.818454 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.576646), count: 23, class_loss = 10.861115, iou_loss = 9.404858, total_loss = 20.265972 \n", + " total_bbox = 342947, rewritten_bbox = 0.278760 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.450343), count: 22, class_loss = 6.555032, iou_loss = 2.123908, total_loss = 8.678940 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.559586), count: 23, class_loss = 8.961524, iou_loss = 6.094680, total_loss = 15.056204 \n", + " total_bbox = 342992, rewritten_bbox = 0.278724 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.495267), count: 23, class_loss = 8.359807, iou_loss = 2.997518, total_loss = 11.357325 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.496308), count: 26, class_loss = 13.710485, iou_loss = 5.751535, total_loss = 19.462021 \n", + " total_bbox = 343041, rewritten_bbox = 0.278975 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.425699), count: 8, class_loss = 5.168403, iou_loss = 0.697737, total_loss = 5.866139 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.529440), count: 8, class_loss = 4.777390, iou_loss = 1.765723, total_loss = 6.543113 \n", + " total_bbox = 343057, rewritten_bbox = 0.278962 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.420517), count: 19, class_loss = 6.547445, iou_loss = 1.860188, total_loss = 8.407633 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.548272), count: 25, class_loss = 12.043521, iou_loss = 8.361354, total_loss = 20.404875 \n", + " total_bbox = 343101, rewritten_bbox = 0.278927 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.429534), count: 20, class_loss = 5.439655, iou_loss = 1.905983, total_loss = 7.345638 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.584794), count: 23, class_loss = 9.351735, iou_loss = 11.284617, total_loss = 20.636353 \n", + " total_bbox = 343144, rewritten_bbox = 0.278892 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.463879), count: 18, class_loss = 7.920665, iou_loss = 1.897137, total_loss = 9.817802 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.587506), count: 19, class_loss = 9.355947, iou_loss = 6.814982, total_loss = 16.170929 \n", + " total_bbox = 343181, rewritten_bbox = 0.278862 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.489957), count: 19, class_loss = 7.984424, iou_loss = 2.014251, total_loss = 9.998674 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.561521), count: 18, class_loss = 7.902007, iou_loss = 4.587576, total_loss = 12.489583 \n", + " total_bbox = 343218, rewritten_bbox = 0.278832 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.447381), count: 17, class_loss = 5.963002, iou_loss = 1.329046, total_loss = 7.292048 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.624185), count: 17, class_loss = 7.414740, iou_loss = 4.731774, total_loss = 12.146514 \n", + " total_bbox = 343252, rewritten_bbox = 0.278804 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.440324), count: 24, class_loss = 9.280591, iou_loss = 2.997990, total_loss = 12.278581 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.554943), count: 32, class_loss = 15.121827, iou_loss = 9.607514, total_loss = 24.729342 \n", + " total_bbox = 343308, rewritten_bbox = 0.278758 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.366369), count: 21, class_loss = 8.627006, iou_loss = 2.050134, total_loss = 10.677139 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.595803), count: 20, class_loss = 8.125710, iou_loss = 10.964310, total_loss = 19.090019 \n", + " total_bbox = 343349, rewritten_bbox = 0.278725 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.451959), count: 12, class_loss = 4.771057, iou_loss = 1.128677, total_loss = 5.899734 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.617045), count: 16, class_loss = 8.400226, iou_loss = 7.044794, total_loss = 15.445020 \n", + " total_bbox = 343377, rewritten_bbox = 0.278702 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.375959), count: 19, class_loss = 7.952853, iou_loss = 1.123215, total_loss = 9.076068 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.479405), count: 17, class_loss = 7.721155, iou_loss = 2.755885, total_loss = 10.477040 \n", + " total_bbox = 343413, rewritten_bbox = 0.278673 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.461704), count: 26, class_loss = 9.801774, iou_loss = 4.034162, total_loss = 13.835936 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.560422), count: 33, class_loss = 15.183551, iou_loss = 9.194400, total_loss = 24.377951 \n", + " total_bbox = 343472, rewritten_bbox = 0.278625 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.437736), count: 17, class_loss = 6.516881, iou_loss = 1.648993, total_loss = 8.165874 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.572848), count: 21, class_loss = 10.095914, iou_loss = 6.920421, total_loss = 17.016335 \n", + " total_bbox = 343510, rewritten_bbox = 0.278595 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.478829), count: 20, class_loss = 5.666996, iou_loss = 2.146770, total_loss = 7.813766 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.616976), count: 26, class_loss = 9.444398, iou_loss = 7.065370, total_loss = 16.509768 \n", + " total_bbox = 343556, rewritten_bbox = 0.278557 % \n", + "\n", + " (next mAP calculation at 1000 iterations) \u001b[H\u001b[J367/6000: loss=8.4 hours left=1.1\u0007\n", + " 367: 8.354459, 8.147496 avg loss, 0.000047 rate, 0.651699 seconds, 17616 images, 1.144139 hours left\n", + "Loaded: 0.000048 seconds\n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.421845), count: 18, class_loss = 5.914371, iou_loss = 1.844935, total_loss = 7.759305 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.624463), count: 19, class_loss = 6.091451, iou_loss = 4.323452, total_loss = 10.414903 \n", + " total_bbox = 343593, rewritten_bbox = 0.278527 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.399073), count: 10, class_loss = 6.076719, iou_loss = 1.196238, total_loss = 7.272957 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.510945), count: 24, class_loss = 13.238466, iou_loss = 12.574108, total_loss = 25.812574 \n", + " total_bbox = 343627, rewritten_bbox = 0.278500 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.449378), count: 7, class_loss = 5.598098, iou_loss = 0.440786, total_loss = 6.038884 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.554870), count: 14, class_loss = 9.711499, iou_loss = 8.700976, total_loss = 18.412476 \n", + " total_bbox = 343648, rewritten_bbox = 0.278483 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.404739), count: 14, class_loss = 6.780219, iou_loss = 0.865280, total_loss = 7.645499 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.527860), count: 17, class_loss = 9.434420, iou_loss = 4.068471, total_loss = 13.502891 \n", + " total_bbox = 343679, rewritten_bbox = 0.278458 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.448300), count: 18, class_loss = 6.516915, iou_loss = 2.001219, total_loss = 8.518134 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.539303), count: 20, class_loss = 9.218584, iou_loss = 3.229323, total_loss = 12.447907 \n", + " total_bbox = 343717, rewritten_bbox = 0.278427 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.497260), count: 25, class_loss = 9.575391, iou_loss = 3.705847, total_loss = 13.281238 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.530625), count: 29, class_loss = 14.238689, iou_loss = 6.951399, total_loss = 21.190088 \n", + " total_bbox = 343771, rewritten_bbox = 0.278383 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.467683), count: 15, class_loss = 5.626097, iou_loss = 1.984694, total_loss = 7.610791 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.526169), count: 16, class_loss = 7.891444, iou_loss = 2.763242, total_loss = 10.654686 \n", + " total_bbox = 343802, rewritten_bbox = 0.278358 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.481659), count: 15, class_loss = 3.647331, iou_loss = 1.861123, total_loss = 5.508453 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.541472), count: 17, class_loss = 6.193366, iou_loss = 3.048566, total_loss = 9.241932 \n", + " total_bbox = 343834, rewritten_bbox = 0.278623 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.404780), count: 14, class_loss = 4.294535, iou_loss = 1.643548, total_loss = 5.938083 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.607334), count: 19, class_loss = 7.492346, iou_loss = 8.203258, total_loss = 15.695603 \n", + " total_bbox = 343867, rewritten_bbox = 0.278596 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.527088), count: 20, class_loss = 2.469473, iou_loss = 2.772911, total_loss = 5.242384 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.635143), count: 18, class_loss = 4.287132, iou_loss = 3.336802, total_loss = 7.623934 \n", + " total_bbox = 343905, rewritten_bbox = 0.278856 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.451787), count: 11, class_loss = 4.839099, iou_loss = 1.635803, total_loss = 6.474902 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.602581), count: 13, class_loss = 6.015769, iou_loss = 4.572039, total_loss = 10.587808 \n", + " total_bbox = 343929, rewritten_bbox = 0.278837 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.447770), count: 17, class_loss = 4.782706, iou_loss = 1.628191, total_loss = 6.410897 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.575703), count: 22, class_loss = 8.729028, iou_loss = 10.610793, total_loss = 19.339821 \n", + " total_bbox = 343968, rewritten_bbox = 0.278805 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.471820), count: 14, class_loss = 2.949026, iou_loss = 2.152250, total_loss = 5.101276 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.524107), count: 21, class_loss = 9.632202, iou_loss = 6.642128, total_loss = 16.274330 \n", + " total_bbox = 344003, rewritten_bbox = 0.278777 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.449697), count: 14, class_loss = 5.551536, iou_loss = 1.440619, total_loss = 6.992155 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.626574), count: 16, class_loss = 7.784628, iou_loss = 6.191719, total_loss = 13.976347 \n", + " total_bbox = 344033, rewritten_bbox = 0.278752 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.439049), count: 7, class_loss = 4.949738, iou_loss = 0.676430, total_loss = 5.626168 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.556517), count: 12, class_loss = 7.707268, iou_loss = 5.464573, total_loss = 13.171842 \n", + " total_bbox = 344052, rewritten_bbox = 0.278737 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.372066), count: 20, class_loss = 4.834976, iou_loss = 2.113453, total_loss = 6.948429 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.547290), count: 22, class_loss = 7.605050, iou_loss = 7.348926, total_loss = 14.953976 \n", + " total_bbox = 344094, rewritten_bbox = 0.278703 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.426312), count: 14, class_loss = 5.587124, iou_loss = 1.235145, total_loss = 6.822269 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.547298), count: 18, class_loss = 7.983208, iou_loss = 5.100036, total_loss = 13.083243 \n", + " total_bbox = 344126, rewritten_bbox = 0.278677 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.470696), count: 18, class_loss = 7.963481, iou_loss = 1.785432, total_loss = 9.748913 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.564236), count: 16, class_loss = 7.585903, iou_loss = 2.929964, total_loss = 10.515866 \n", + " total_bbox = 344160, rewritten_bbox = 0.278649 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.427738), count: 22, class_loss = 6.554580, iou_loss = 2.668386, total_loss = 9.222966 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.574048), count: 25, class_loss = 9.735507, iou_loss = 7.411853, total_loss = 17.147360 \n", + " total_bbox = 344207, rewritten_bbox = 0.278902 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.392036), count: 9, class_loss = 4.410114, iou_loss = 0.627359, total_loss = 5.037473 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.645532), count: 13, class_loss = 5.914141, iou_loss = 7.677809, total_loss = 13.591949 \n", + " total_bbox = 344229, rewritten_bbox = 0.278884 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.457720), count: 15, class_loss = 5.435310, iou_loss = 1.591321, total_loss = 7.026632 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.636024), count: 17, class_loss = 7.586742, iou_loss = 6.428292, total_loss = 14.015034 \n", + " total_bbox = 344261, rewritten_bbox = 0.278858 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.422622), count: 19, class_loss = 3.727125, iou_loss = 2.174428, total_loss = 5.901553 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.626629), count: 25, class_loss = 8.652060, iou_loss = 9.785891, total_loss = 18.437950 \n", + " total_bbox = 344305, rewritten_bbox = 0.278823 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.445453), count: 15, class_loss = 5.651150, iou_loss = 1.430141, total_loss = 7.081291 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.538935), count: 33, class_loss = 17.583555, iou_loss = 9.948328, total_loss = 27.531883 \n", + " total_bbox = 344353, rewritten_bbox = 0.278784 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.462640), count: 22, class_loss = 6.589426, iou_loss = 2.270269, total_loss = 8.859695 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.568953), count: 23, class_loss = 9.568679, iou_loss = 6.238065, total_loss = 15.806744 \n", + " total_bbox = 344398, rewritten_bbox = 0.278747 % \n", + "\n", + " (next mAP calculation at 1000 iterations) \u001b[H\u001b[J368/6000: loss=7.1 hours left=1.1\u0007\n", + " 368: 7.104847, 8.043231 avg loss, 0.000048 rate, 0.644820 seconds, 17664 images, 1.142896 hours left\n", + "Loaded: 0.000036 seconds\n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.500379), count: 17, class_loss = 6.081253, iou_loss = 2.385902, total_loss = 8.467155 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.589551), count: 18, class_loss = 8.109709, iou_loss = 5.158994, total_loss = 13.268703 \n", + " total_bbox = 344433, rewritten_bbox = 0.278719 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.428974), count: 18, class_loss = 7.153490, iou_loss = 1.716455, total_loss = 8.869946 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.493841), count: 41, class_loss = 22.568449, iou_loss = 15.829973, total_loss = 38.398422 \n", + " total_bbox = 344492, rewritten_bbox = 0.278671 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.440317), count: 16, class_loss = 3.912095, iou_loss = 2.025115, total_loss = 5.937210 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.637635), count: 16, class_loss = 5.446619, iou_loss = 4.723339, total_loss = 10.169958 \n", + " total_bbox = 344524, rewritten_bbox = 0.278645 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.477808), count: 17, class_loss = 4.758390, iou_loss = 1.553188, total_loss = 6.311578 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.629876), count: 20, class_loss = 7.454894, iou_loss = 6.941422, total_loss = 14.396317 \n", + " total_bbox = 344561, rewritten_bbox = 0.278615 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.445181), count: 18, class_loss = 5.035517, iou_loss = 1.877663, total_loss = 6.913180 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.584650), count: 20, class_loss = 7.622180, iou_loss = 5.911918, total_loss = 13.534099 \n", + " total_bbox = 344599, rewritten_bbox = 0.278585 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.529671), count: 20, class_loss = 5.020723, iou_loss = 3.014791, total_loss = 8.035514 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.604484), count: 28, class_loss = 12.667952, iou_loss = 14.537138, total_loss = 27.205090 \n", + " total_bbox = 344647, rewritten_bbox = 0.278546 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.438582), count: 18, class_loss = 6.816226, iou_loss = 1.525287, total_loss = 8.341513 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.603935), count: 17, class_loss = 6.930579, iou_loss = 3.665169, total_loss = 10.595748 \n", + " total_bbox = 344682, rewritten_bbox = 0.278518 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.422016), count: 23, class_loss = 8.306302, iou_loss = 2.389215, total_loss = 10.695518 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.531588), count: 35, class_loss = 15.726649, iou_loss = 11.273707, total_loss = 27.000357 \n", + " total_bbox = 344740, rewritten_bbox = 0.279051 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.488275), count: 21, class_loss = 5.997591, iou_loss = 2.854713, total_loss = 8.852304 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.623169), count: 23, class_loss = 7.715321, iou_loss = 5.942325, total_loss = 13.657645 \n", + " total_bbox = 344784, rewritten_bbox = 0.279015 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.445801), count: 25, class_loss = 6.397195, iou_loss = 3.258066, total_loss = 9.655261 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.606081), count: 26, class_loss = 8.290714, iou_loss = 5.983925, total_loss = 14.274639 \n", + " total_bbox = 344835, rewritten_bbox = 0.278974 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.498827), count: 16, class_loss = 5.373946, iou_loss = 1.933752, total_loss = 7.307698 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.589700), count: 29, class_loss = 13.310369, iou_loss = 11.349263, total_loss = 24.659632 \n", + " total_bbox = 344880, rewritten_bbox = 0.278938 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.476090), count: 21, class_loss = 3.696019, iou_loss = 2.787856, total_loss = 6.483875 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.597482), count: 25, class_loss = 8.909982, iou_loss = 6.031857, total_loss = 14.941839 \n", + " total_bbox = 344926, rewritten_bbox = 0.278900 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.483433), count: 17, class_loss = 4.950550, iou_loss = 1.645373, total_loss = 6.595922 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.616525), count: 21, class_loss = 7.377442, iou_loss = 7.272820, total_loss = 14.650262 \n", + " total_bbox = 344964, rewritten_bbox = 0.278870 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.534216), count: 14, class_loss = 5.261954, iou_loss = 1.647782, total_loss = 6.909736 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.618617), count: 16, class_loss = 7.305915, iou_loss = 5.800549, total_loss = 13.106464 \n", + " total_bbox = 344994, rewritten_bbox = 0.278845 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.429603), count: 18, class_loss = 6.182991, iou_loss = 1.958146, total_loss = 8.141137 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.593824), count: 20, class_loss = 8.370673, iou_loss = 4.691024, total_loss = 13.061697 \n", + " total_bbox = 345032, rewritten_bbox = 0.278815 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.379454), count: 11, class_loss = 3.489119, iou_loss = 0.917479, total_loss = 4.406598 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.587991), count: 25, class_loss = 10.625046, iou_loss = 10.288889, total_loss = 20.913935 \n", + " total_bbox = 345068, rewritten_bbox = 0.278786 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.529308), count: 18, class_loss = 5.046193, iou_loss = 2.452356, total_loss = 7.498549 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.665256), count: 20, class_loss = 6.862296, iou_loss = 5.796959, total_loss = 12.659255 \n", + " total_bbox = 345106, rewritten_bbox = 0.278755 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.382312), count: 12, class_loss = 5.992539, iou_loss = 0.862911, total_loss = 6.855451 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.560525), count: 25, class_loss = 13.960832, iou_loss = 9.734759, total_loss = 23.695591 \n", + " total_bbox = 345143, rewritten_bbox = 0.278725 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.493846), count: 16, class_loss = 5.377329, iou_loss = 1.507510, total_loss = 6.884839 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.587060), count: 21, class_loss = 10.400631, iou_loss = 6.642431, total_loss = 17.043062 \n", + " total_bbox = 345180, rewritten_bbox = 0.278695 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.476349), count: 17, class_loss = 4.650906, iou_loss = 1.999479, total_loss = 6.650385 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.600496), count: 22, class_loss = 8.006905, iou_loss = 8.747303, total_loss = 16.754208 \n", + " total_bbox = 345219, rewritten_bbox = 0.278664 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.553079), count: 23, class_loss = 3.452075, iou_loss = 3.874292, total_loss = 7.326367 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.616126), count: 27, class_loss = 7.382407, iou_loss = 7.406999, total_loss = 14.789406 \n", + " total_bbox = 345269, rewritten_bbox = 0.278623 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.488674), count: 21, class_loss = 6.023558, iou_loss = 2.442002, total_loss = 8.465560 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.497842), count: 30, class_loss = 14.400674, iou_loss = 23.193832, total_loss = 37.594505 \n", + " total_bbox = 345320, rewritten_bbox = 0.278872 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.394990), count: 15, class_loss = 4.120025, iou_loss = 1.346899, total_loss = 5.466924 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.589791), count: 22, class_loss = 7.754054, iou_loss = 6.536256, total_loss = 14.290310 \n", + " total_bbox = 345357, rewritten_bbox = 0.278842 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.455780), count: 17, class_loss = 6.193064, iou_loss = 1.853398, total_loss = 8.046462 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.579588), count: 18, class_loss = 7.937954, iou_loss = 3.508004, total_loss = 11.445958 \n", + " total_bbox = 345392, rewritten_bbox = 0.278814 % \n", + "\n", + " (next mAP calculation at 1000 iterations) \u001b[H\u001b[J369/6000: loss=7.6 hours left=1.1\u0007\n", + " 369: 7.608716, 7.999780 avg loss, 0.000048 rate, 0.638896 seconds, 17712 images, 1.141556 hours left\n", "Loaded: 0.000047 seconds\n", - "\n", - " (next mAP calculation at 5200 iterations) \n", - " Last accuracy mAP@0.5 = 88.94 %, best = 90.42 % \n", - " 5140: 0.771196, 0.934389 avg loss, 0.000261 rate, 0.485017 seconds, 246720 images, 0.131526 hours left\n", - "Loaded: 0.000071 seconds\n", - "\n", - " (next mAP calculation at 5200 iterations) \n", - " Last accuracy mAP@0.5 = 88.94 %, best = 90.42 % \n", - " 5141: 0.974063, 0.938356 avg loss, 0.000261 rate, 0.486213 seconds, 246768 images, 0.131369 hours left\n", - "Loaded: 0.000074 seconds\n", - "\n", - " (next mAP calculation at 5200 iterations) \n", - " Last accuracy mAP@0.5 = 88.94 %, best = 90.42 % \n", - " 5142: 1.156061, 0.960127 avg loss, 0.000261 rate, 0.489487 seconds, 246816 images, 0.131216 hours left\n", - "Loaded: 0.000150 seconds\n", - "\n", - " (next mAP calculation at 5200 iterations) \n", - " Last accuracy mAP@0.5 = 88.94 %, best = 90.42 % \n", - " 5143: 1.139606, 0.978075 avg loss, 0.000261 rate, 0.477222 seconds, 246864 images, 0.131070 hours left\n", - "Loaded: 0.000083 seconds\n", - "\n", - " (next mAP calculation at 5200 iterations) \n", - " Last accuracy mAP@0.5 = 88.94 %, best = 90.42 % \n", - " 5144: 0.926475, 0.972915 avg loss, 0.000261 rate, 0.474953 seconds, 246912 images, 0.130896 hours left\n", - "Loaded: 0.000043 seconds\n", - "\n", - " (next mAP calculation at 5200 iterations) \n", - " Last accuracy mAP@0.5 = 88.94 %, best = 90.42 % \n", - " 5145: 1.105458, 0.986169 avg loss, 0.000261 rate, 0.488254 seconds, 246960 images, 0.130717 hours left\n", - "Loaded: 0.000078 seconds\n", - "\n", - " (next mAP calculation at 5200 iterations) \n", - " Last accuracy mAP@0.5 = 88.94 %, best = 90.42 % \n", - " 5146: 1.062306, 0.993783 avg loss, 0.000261 rate, 0.468748 seconds, 247008 images, 0.130569 hours left\n", - "Loaded: 0.000058 seconds\n", - "\n", - " (next mAP calculation at 5200 iterations) \n", - " Last accuracy mAP@0.5 = 88.94 %, best = 90.42 % \n", - " 5147: 1.028015, 0.997206 avg loss, 0.000261 rate, 0.483885 seconds, 247056 images, 0.130376 hours left\n", - "Loaded: 0.000070 seconds\n", - "\n", - " (next mAP calculation at 5200 iterations) \n", - " Last accuracy mAP@0.5 = 88.94 %, best = 90.42 % \n", - " 5148: 0.820009, 0.979486 avg loss, 0.000261 rate, 0.491672 seconds, 247104 images, 0.130219 hours left\n", - "Loaded: 0.000060 seconds\n", - "\n", - " (next mAP calculation at 5200 iterations) \n", - " Last accuracy mAP@0.5 = 88.94 %, best = 90.42 % \n", - " 5149: 0.876697, 0.969207 avg loss, 0.000261 rate, 0.482073 seconds, 247152 images, 0.130081 hours left\n", - "Loaded: 0.000087 seconds\n", - "\n", - " (next mAP calculation at 5200 iterations) \n", - " Last accuracy mAP@0.5 = 88.94 %, best = 90.42 % \n", - " 5150: 0.941014, 0.966388 avg loss, 0.000261 rate, 0.495095 seconds, 247200 images, 0.129919 hours left\n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.495117), count: 16, class_loss = 7.267702, iou_loss = 2.314493, total_loss = 9.582194 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.607601), count: 18, class_loss = 8.484942, iou_loss = 7.450843, total_loss = 15.935785 \n", + " total_bbox = 345426, rewritten_bbox = 0.278786 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.421393), count: 19, class_loss = 8.084728, iou_loss = 1.076699, total_loss = 9.161427 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.519825), count: 21, class_loss = 10.411015, iou_loss = 3.818725, total_loss = 14.229739 \n", + " total_bbox = 345466, rewritten_bbox = 0.278754 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.357313), count: 14, class_loss = 8.002684, iou_loss = 0.739785, total_loss = 8.742469 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.536410), count: 9, class_loss = 4.706712, iou_loss = 1.923065, total_loss = 6.629777 \n", + " total_bbox = 345489, rewritten_bbox = 0.278735 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.403152), count: 22, class_loss = 6.976125, iou_loss = 1.356023, total_loss = 8.332148 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.595959), count: 22, class_loss = 9.097365, iou_loss = 4.786871, total_loss = 13.884236 \n", + " total_bbox = 345533, rewritten_bbox = 0.278700 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.521183), count: 15, class_loss = 5.538581, iou_loss = 1.782658, total_loss = 7.321239 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.583224), count: 21, class_loss = 9.061887, iou_loss = 6.472882, total_loss = 15.534769 \n", + " total_bbox = 345569, rewritten_bbox = 0.278671 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.524714), count: 21, class_loss = 6.193296, iou_loss = 2.687096, total_loss = 8.880392 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.609762), count: 24, class_loss = 9.749106, iou_loss = 5.088050, total_loss = 14.837156 \n", + " total_bbox = 345614, rewritten_bbox = 0.278635 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.468714), count: 15, class_loss = 4.637956, iou_loss = 1.487811, total_loss = 6.125767 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.601399), count: 18, class_loss = 8.017820, iou_loss = 7.174863, total_loss = 15.192683 \n", + " total_bbox = 345647, rewritten_bbox = 0.278608 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.478619), count: 15, class_loss = 7.703947, iou_loss = 1.109483, total_loss = 8.813430 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.552371), count: 18, class_loss = 9.927145, iou_loss = 6.596691, total_loss = 16.523836 \n", + " total_bbox = 345680, rewritten_bbox = 0.278581 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.462701), count: 12, class_loss = 6.595759, iou_loss = 1.239150, total_loss = 7.834909 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.547942), count: 10, class_loss = 5.119558, iou_loss = 1.664416, total_loss = 6.783974 \n", + " total_bbox = 345702, rewritten_bbox = 0.278564 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.416888), count: 21, class_loss = 9.841640, iou_loss = 1.805903, total_loss = 11.647544 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.524211), count: 20, class_loss = 8.833530, iou_loss = 4.438683, total_loss = 13.272213 \n", + " total_bbox = 345742, rewritten_bbox = 0.278531 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.463022), count: 10, class_loss = 3.898208, iou_loss = 0.971436, total_loss = 4.869644 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.527395), count: 10, class_loss = 5.084005, iou_loss = 3.834904, total_loss = 8.918909 \n", + " total_bbox = 345762, rewritten_bbox = 0.278515 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.472970), count: 28, class_loss = 8.195408, iou_loss = 2.895290, total_loss = 11.090698 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.555206), count: 30, class_loss = 11.512621, iou_loss = 8.014874, total_loss = 19.527494 \n", + " total_bbox = 345820, rewritten_bbox = 0.278469 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.450306), count: 19, class_loss = 4.596074, iou_loss = 1.545448, total_loss = 6.141522 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.584037), count: 24, class_loss = 9.740520, iou_loss = 8.937396, total_loss = 18.677916 \n", + " total_bbox = 345863, rewritten_bbox = 0.278434 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.458613), count: 19, class_loss = 5.321617, iou_loss = 1.697971, total_loss = 7.019588 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.647058), count: 19, class_loss = 7.538336, iou_loss = 4.469499, total_loss = 12.007834 \n", + " total_bbox = 345901, rewritten_bbox = 0.278403 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.503093), count: 19, class_loss = 4.655948, iou_loss = 3.719840, total_loss = 8.375788 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.622361), count: 26, class_loss = 10.979293, iou_loss = 9.045249, total_loss = 20.024542 \n", + " total_bbox = 345946, rewritten_bbox = 0.278367 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.332068), count: 11, class_loss = 6.237112, iou_loss = 0.718470, total_loss = 6.955581 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.572081), count: 13, class_loss = 7.592056, iou_loss = 4.817445, total_loss = 12.409501 \n", + " total_bbox = 345970, rewritten_bbox = 0.278348 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.512768), count: 11, class_loss = 3.456110, iou_loss = 1.580419, total_loss = 5.036530 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.561345), count: 11, class_loss = 4.769882, iou_loss = 1.852230, total_loss = 6.622112 \n", + " total_bbox = 345992, rewritten_bbox = 0.278619 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.470769), count: 23, class_loss = 8.883570, iou_loss = 2.845794, total_loss = 11.729363 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.569810), count: 25, class_loss = 11.368423, iou_loss = 7.165135, total_loss = 18.533558 \n", + " total_bbox = 346040, rewritten_bbox = 0.278581 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.475208), count: 19, class_loss = 4.326825, iou_loss = 2.619759, total_loss = 6.946584 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.536656), count: 21, class_loss = 6.841444, iou_loss = 4.148242, total_loss = 10.989686 \n", + " total_bbox = 346080, rewritten_bbox = 0.278548 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.477538), count: 21, class_loss = 6.438558, iou_loss = 2.407839, total_loss = 8.846396 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.588687), count: 22, class_loss = 8.887224, iou_loss = 6.693659, total_loss = 15.580883 \n", + " total_bbox = 346123, rewritten_bbox = 0.278514 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.475605), count: 20, class_loss = 4.231052, iou_loss = 2.202478, total_loss = 6.433530 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.611861), count: 28, class_loss = 11.287212, iou_loss = 12.614981, total_loss = 23.902193 \n", + " total_bbox = 346171, rewritten_bbox = 0.278475 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.540089), count: 12, class_loss = 6.139553, iou_loss = 1.473553, total_loss = 7.613105 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.562816), count: 20, class_loss = 11.634883, iou_loss = 7.574418, total_loss = 19.209301 \n", + " total_bbox = 346203, rewritten_bbox = 0.278449 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.364240), count: 22, class_loss = 7.358375, iou_loss = 1.332982, total_loss = 8.691357 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.537827), count: 30, class_loss = 13.893083, iou_loss = 8.153508, total_loss = 22.046591 \n", + " total_bbox = 346255, rewritten_bbox = 0.278408 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.433939), count: 19, class_loss = 6.975089, iou_loss = 1.844930, total_loss = 8.820019 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.521964), count: 32, class_loss = 16.359184, iou_loss = 6.844517, total_loss = 23.203701 \n", + " total_bbox = 346306, rewritten_bbox = 0.278367 % \n", + "\n", + " (next mAP calculation at 1000 iterations) \u001b[H\u001b[J370/6000: loss=7.8 hours left=1.1\u0007\n", + " 370: 7.776461, 7.977448 avg loss, 0.000049 rate, 0.651501 seconds, 17760 images, 1.140134 hours left\n", + "Loaded: 0.000038 seconds\n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.391439), count: 14, class_loss = 3.340173, iou_loss = 0.855689, total_loss = 4.195863 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.580618), count: 15, class_loss = 6.068086, iou_loss = 4.012597, total_loss = 10.080683 \n", + " total_bbox = 346335, rewritten_bbox = 0.278343 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.425328), count: 18, class_loss = 6.418578, iou_loss = 1.897233, total_loss = 8.315810 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.614075), count: 30, class_loss = 14.209088, iou_loss = 19.151371, total_loss = 33.360458 \n", + " total_bbox = 346383, rewritten_bbox = 0.278305 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.479058), count: 4, class_loss = 4.257988, iou_loss = 0.518311, total_loss = 4.776299 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.460766), count: 10, class_loss = 6.942754, iou_loss = 2.457653, total_loss = 9.400407 \n", + " total_bbox = 346397, rewritten_bbox = 0.278293 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.455362), count: 23, class_loss = 5.937489, iou_loss = 2.208344, total_loss = 8.145833 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.606140), count: 27, class_loss = 9.940290, iou_loss = 7.529509, total_loss = 17.469799 \n", + " total_bbox = 346447, rewritten_bbox = 0.278253 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.415856), count: 27, class_loss = 8.545038, iou_loss = 2.978493, total_loss = 11.523531 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.631777), count: 31, class_loss = 12.745439, iou_loss = 11.745013, total_loss = 24.490452 \n", + " total_bbox = 346505, rewritten_bbox = 0.278207 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.349309), count: 1, class_loss = 4.153604, iou_loss = 0.009041, total_loss = 4.162644 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.585115), count: 23, class_loss = 13.464539, iou_loss = 18.082380, total_loss = 31.546919 \n", + " total_bbox = 346529, rewritten_bbox = 0.278476 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.406648), count: 13, class_loss = 5.687693, iou_loss = 0.914772, total_loss = 6.602465 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.538304), count: 17, class_loss = 8.159014, iou_loss = 5.048090, total_loss = 13.207104 \n", + " total_bbox = 346559, rewritten_bbox = 0.278452 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.530699), count: 16, class_loss = 5.900111, iou_loss = 2.480945, total_loss = 8.381056 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.626155), count: 15, class_loss = 6.216736, iou_loss = 3.154788, total_loss = 9.371524 \n", + " total_bbox = 346590, rewritten_bbox = 0.278715 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.512248), count: 19, class_loss = 6.554644, iou_loss = 3.412266, total_loss = 9.966910 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.647399), count: 24, class_loss = 11.080444, iou_loss = 8.067699, total_loss = 19.148144 \n", + " total_bbox = 346633, rewritten_bbox = 0.278681 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.503734), count: 18, class_loss = 4.673363, iou_loss = 2.320095, total_loss = 6.993458 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.595313), count: 19, class_loss = 7.201817, iou_loss = 4.974225, total_loss = 12.176042 \n", + " total_bbox = 346670, rewritten_bbox = 0.278651 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.464990), count: 13, class_loss = 3.797912, iou_loss = 1.200790, total_loss = 4.998703 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.549695), count: 13, class_loss = 4.597542, iou_loss = 4.142020, total_loss = 8.739562 \n", + " total_bbox = 346696, rewritten_bbox = 0.278630 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.529047), count: 19, class_loss = 4.259892, iou_loss = 2.801228, total_loss = 7.061121 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.685701), count: 19, class_loss = 4.293832, iou_loss = 4.918185, total_loss = 9.212017 \n", + " total_bbox = 346734, rewritten_bbox = 0.278600 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.482693), count: 23, class_loss = 8.327048, iou_loss = 3.020754, total_loss = 11.347802 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.537736), count: 29, class_loss = 14.733521, iou_loss = 9.322004, total_loss = 24.055525 \n", + " total_bbox = 346786, rewritten_bbox = 0.278558 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.500487), count: 24, class_loss = 5.120213, iou_loss = 3.382921, total_loss = 8.503134 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.616683), count: 25, class_loss = 8.017126, iou_loss = 5.817232, total_loss = 13.834358 \n", + " total_bbox = 346835, rewritten_bbox = 0.278519 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.395485), count: 15, class_loss = 6.110845, iou_loss = 1.462814, total_loss = 7.573658 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.548432), count: 14, class_loss = 5.654840, iou_loss = 3.446151, total_loss = 9.100990 \n", + " total_bbox = 346864, rewritten_bbox = 0.278495 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.505261), count: 22, class_loss = 5.641437, iou_loss = 3.284719, total_loss = 8.926156 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.576046), count: 27, class_loss = 11.682139, iou_loss = 8.276277, total_loss = 19.958416 \n", + " total_bbox = 346913, rewritten_bbox = 0.278456 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.440336), count: 25, class_loss = 8.512146, iou_loss = 3.582747, total_loss = 12.094893 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.539477), count: 31, class_loss = 16.571749, iou_loss = 11.868441, total_loss = 28.440189 \n", + " total_bbox = 346969, rewritten_bbox = 0.278699 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.472615), count: 27, class_loss = 8.250067, iou_loss = 2.885948, total_loss = 11.136015 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.602362), count: 29, class_loss = 11.237529, iou_loss = 6.098302, total_loss = 17.335831 \n", + " total_bbox = 347025, rewritten_bbox = 0.278654 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.431154), count: 20, class_loss = 7.414244, iou_loss = 1.759091, total_loss = 9.173335 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.489974), count: 26, class_loss = 12.713622, iou_loss = 4.778628, total_loss = 17.492250 \n", + " total_bbox = 347071, rewritten_bbox = 0.278617 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.455365), count: 19, class_loss = 7.816600, iou_loss = 2.656397, total_loss = 10.472997 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.570254), count: 26, class_loss = 12.356156, iou_loss = 11.691293, total_loss = 24.047449 \n", + " total_bbox = 347116, rewritten_bbox = 0.278581 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.458556), count: 12, class_loss = 6.642891, iou_loss = 1.130516, total_loss = 7.773407 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.444050), count: 16, class_loss = 9.931692, iou_loss = 2.950933, total_loss = 12.882626 \n", + " total_bbox = 347144, rewritten_bbox = 0.278559 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.461852), count: 22, class_loss = 9.467799, iou_loss = 2.759056, total_loss = 12.226855 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.518585), count: 28, class_loss = 13.293533, iou_loss = 6.629290, total_loss = 19.922823 \n", + " total_bbox = 347194, rewritten_bbox = 0.278519 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.520396), count: 25, class_loss = 5.126544, iou_loss = 3.749940, total_loss = 8.876484 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.630559), count: 27, class_loss = 8.851468, iou_loss = 7.350461, total_loss = 16.201929 \n", + " total_bbox = 347246, rewritten_bbox = 0.278477 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.470832), count: 24, class_loss = 10.120355, iou_loss = 3.849408, total_loss = 13.969763 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.486439), count: 39, class_loss = 21.774021, iou_loss = 14.907204, total_loss = 36.681225 \n", + " total_bbox = 347309, rewritten_bbox = 0.278426 % \n", + "\n", + " (next mAP calculation at 1000 iterations) \u001b[H\u001b[J371/6000: loss=8.4 hours left=1.1\u0007\n", + " 371: 8.429744, 8.022677 avg loss, 0.000049 rate, 0.640306 seconds, 17808 images, 1.138923 hours left\n", + "Loaded: 0.000048 seconds\n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.412532), count: 4, class_loss = 4.164412, iou_loss = 0.272236, total_loss = 4.436647 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.455368), count: 4, class_loss = 3.753447, iou_loss = 0.676924, total_loss = 4.430371 \n", + " total_bbox = 347317, rewritten_bbox = 0.278420 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.384279), count: 21, class_loss = 8.454805, iou_loss = 1.372131, total_loss = 9.826937 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.549510), count: 23, class_loss = 10.293733, iou_loss = 7.672446, total_loss = 17.966179 \n", + " total_bbox = 347361, rewritten_bbox = 0.278385 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.446923), count: 18, class_loss = 5.586711, iou_loss = 2.091222, total_loss = 7.677933 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.593524), count: 19, class_loss = 6.750526, iou_loss = 4.357136, total_loss = 11.107662 \n", + " total_bbox = 347398, rewritten_bbox = 0.278355 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.460856), count: 20, class_loss = 9.021088, iou_loss = 2.044847, total_loss = 11.065934 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.591083), count: 30, class_loss = 15.783301, iou_loss = 11.712361, total_loss = 27.495663 \n", + " total_bbox = 347448, rewritten_bbox = 0.278315 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.448296), count: 14, class_loss = 4.204623, iou_loss = 1.356806, total_loss = 5.561429 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.654122), count: 16, class_loss = 6.450519, iou_loss = 6.456133, total_loss = 12.906651 \n", + " total_bbox = 347478, rewritten_bbox = 0.278291 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.372020), count: 19, class_loss = 7.619601, iou_loss = 1.327589, total_loss = 8.947190 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.523609), count: 22, class_loss = 11.076896, iou_loss = 6.813445, total_loss = 17.890341 \n", + " total_bbox = 347519, rewritten_bbox = 0.278258 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.389931), count: 20, class_loss = 7.461737, iou_loss = 1.350401, total_loss = 8.812139 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.641530), count: 20, class_loss = 8.017414, iou_loss = 5.387410, total_loss = 13.404824 \n", + " total_bbox = 347559, rewritten_bbox = 0.278226 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.467820), count: 20, class_loss = 7.034328, iou_loss = 2.994213, total_loss = 10.028541 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.556000), count: 27, class_loss = 12.600150, iou_loss = 10.370681, total_loss = 22.970831 \n", + " total_bbox = 347606, rewritten_bbox = 0.278189 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.400815), count: 14, class_loss = 5.121406, iou_loss = 1.299208, total_loss = 6.420614 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.530339), count: 22, class_loss = 10.881077, iou_loss = 9.682556, total_loss = 20.563633 \n", + " total_bbox = 347642, rewritten_bbox = 0.278160 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.433081), count: 14, class_loss = 5.571857, iou_loss = 1.340745, total_loss = 6.912603 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.579765), count: 17, class_loss = 8.073120, iou_loss = 7.467882, total_loss = 15.541002 \n", + " total_bbox = 347673, rewritten_bbox = 0.278135 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.490203), count: 13, class_loss = 3.580517, iou_loss = 1.959036, total_loss = 5.539553 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.622867), count: 13, class_loss = 5.004109, iou_loss = 8.134995, total_loss = 13.139104 \n", + " total_bbox = 347699, rewritten_bbox = 0.278114 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.549510), count: 12, class_loss = 4.818324, iou_loss = 1.751046, total_loss = 6.569370 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.655986), count: 12, class_loss = 4.948013, iou_loss = 3.062813, total_loss = 8.010826 \n", + " total_bbox = 347723, rewritten_bbox = 0.278095 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.400186), count: 17, class_loss = 7.271053, iou_loss = 2.276740, total_loss = 9.547793 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.523935), count: 23, class_loss = 11.088511, iou_loss = 7.564711, total_loss = 18.653221 \n", + " total_bbox = 347763, rewritten_bbox = 0.278063 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.448032), count: 21, class_loss = 9.013403, iou_loss = 2.328578, total_loss = 11.341981 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.528461), count: 23, class_loss = 11.933983, iou_loss = 7.297352, total_loss = 19.231335 \n", + " total_bbox = 347807, rewritten_bbox = 0.278028 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.479245), count: 14, class_loss = 4.200630, iou_loss = 2.310767, total_loss = 6.511397 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.576381), count: 25, class_loss = 11.136847, iou_loss = 9.675574, total_loss = 20.812422 \n", + " total_bbox = 347846, rewritten_bbox = 0.277997 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.517361), count: 19, class_loss = 8.393840, iou_loss = 2.878934, total_loss = 11.272774 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.573816), count: 31, class_loss = 14.944516, iou_loss = 12.120891, total_loss = 27.065407 \n", + " total_bbox = 347896, rewritten_bbox = 0.277957 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.432565), count: 20, class_loss = 6.127948, iou_loss = 1.867813, total_loss = 7.995760 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.600850), count: 26, class_loss = 12.264132, iou_loss = 7.093011, total_loss = 19.357143 \n", + " total_bbox = 347942, rewritten_bbox = 0.277920 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.435151), count: 18, class_loss = 5.937779, iou_loss = 1.398694, total_loss = 7.336473 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.571459), count: 18, class_loss = 7.626805, iou_loss = 4.057386, total_loss = 11.684191 \n", + " total_bbox = 347978, rewritten_bbox = 0.277891 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.506376), count: 19, class_loss = 5.313442, iou_loss = 2.221268, total_loss = 7.534710 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.627264), count: 17, class_loss = 5.764500, iou_loss = 3.172726, total_loss = 8.937226 \n", + " total_bbox = 348014, rewritten_bbox = 0.277862 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.490415), count: 18, class_loss = 5.700416, iou_loss = 1.852884, total_loss = 7.553300 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.589760), count: 22, class_loss = 9.191448, iou_loss = 8.133812, total_loss = 17.325260 \n", + " total_bbox = 348054, rewritten_bbox = 0.277830 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.508143), count: 17, class_loss = 6.503871, iou_loss = 1.911658, total_loss = 8.415529 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.618327), count: 23, class_loss = 11.845753, iou_loss = 14.485275, total_loss = 26.331028 \n", + " total_bbox = 348094, rewritten_bbox = 0.277799 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.465994), count: 17, class_loss = 5.683127, iou_loss = 2.461084, total_loss = 8.144212 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.549471), count: 18, class_loss = 7.568083, iou_loss = 3.840134, total_loss = 11.408217 \n", + " total_bbox = 348129, rewritten_bbox = 0.278345 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.473417), count: 14, class_loss = 7.765994, iou_loss = 2.377337, total_loss = 10.143331 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.694061), count: 13, class_loss = 7.377683, iou_loss = 7.434124, total_loss = 14.811808 \n", + " total_bbox = 348156, rewritten_bbox = 0.278324 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.497715), count: 19, class_loss = 5.778622, iou_loss = 2.751122, total_loss = 8.529744 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.592288), count: 23, class_loss = 8.212173, iou_loss = 5.570626, total_loss = 13.782800 \n", + " total_bbox = 348198, rewritten_bbox = 0.278290 % \n", + "\n", + " (next mAP calculation at 1000 iterations) \u001b[H\u001b[J372/6000: loss=7.8 hours left=1.1\u0007\n", + " 372: 7.785925, 7.999002 avg loss, 0.000050 rate, 0.643419 seconds, 17856 images, 1.137546 hours left\n", + "Loaded: 0.000048 seconds\n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.502672), count: 17, class_loss = 4.432705, iou_loss = 2.611900, total_loss = 7.044605 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.593409), count: 18, class_loss = 6.510058, iou_loss = 4.625063, total_loss = 11.135121 \n", + " total_bbox = 348233, rewritten_bbox = 0.278262 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.452397), count: 19, class_loss = 6.347674, iou_loss = 1.508231, total_loss = 7.855905 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.611250), count: 21, class_loss = 8.303515, iou_loss = 6.237486, total_loss = 14.541001 \n", + " total_bbox = 348273, rewritten_bbox = 0.278230 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.445009), count: 21, class_loss = 5.274365, iou_loss = 2.523172, total_loss = 7.797537 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.643957), count: 20, class_loss = 5.185308, iou_loss = 4.255465, total_loss = 9.440773 \n", + " total_bbox = 348314, rewritten_bbox = 0.278197 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.456018), count: 22, class_loss = 6.500464, iou_loss = 3.418628, total_loss = 9.919092 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.564735), count: 22, class_loss = 8.692002, iou_loss = 4.556891, total_loss = 13.248894 \n", + " total_bbox = 348358, rewritten_bbox = 0.278162 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.476455), count: 18, class_loss = 7.084600, iou_loss = 2.165041, total_loss = 9.249641 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.575576), count: 26, class_loss = 12.599982, iou_loss = 10.561477, total_loss = 23.161459 \n", + " total_bbox = 348402, rewritten_bbox = 0.278127 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.454752), count: 25, class_loss = 6.941397, iou_loss = 2.942943, total_loss = 9.884340 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.605851), count: 29, class_loss = 11.863253, iou_loss = 7.719990, total_loss = 19.583242 \n", + " total_bbox = 348456, rewritten_bbox = 0.278084 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.528589), count: 17, class_loss = 5.390550, iou_loss = 2.135231, total_loss = 7.525781 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.600790), count: 22, class_loss = 8.295538, iou_loss = 7.948521, total_loss = 16.244059 \n", + " total_bbox = 348495, rewritten_bbox = 0.278053 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.370088), count: 17, class_loss = 4.115375, iou_loss = 1.175349, total_loss = 5.290724 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.565522), count: 24, class_loss = 9.988162, iou_loss = 10.907609, total_loss = 20.895771 \n", + " total_bbox = 348536, rewritten_bbox = 0.278020 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.449121), count: 18, class_loss = 7.447522, iou_loss = 1.596697, total_loss = 9.044219 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.581143), count: 19, class_loss = 8.938688, iou_loss = 5.366495, total_loss = 14.305183 \n", + " total_bbox = 348573, rewritten_bbox = 0.277991 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.509008), count: 21, class_loss = 4.005301, iou_loss = 2.575107, total_loss = 6.580408 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.653800), count: 23, class_loss = 8.211176, iou_loss = 5.812506, total_loss = 14.023682 \n", + " total_bbox = 348617, rewritten_bbox = 0.277955 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.494746), count: 13, class_loss = 2.895452, iou_loss = 2.683723, total_loss = 5.579175 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.575902), count: 18, class_loss = 7.423291, iou_loss = 6.538218, total_loss = 13.961510 \n", + " total_bbox = 348648, rewritten_bbox = 0.277931 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.546920), count: 8, class_loss = 4.518488, iou_loss = 0.850032, total_loss = 5.368521 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.503770), count: 9, class_loss = 5.958572, iou_loss = 2.673100, total_loss = 8.631673 \n", + " total_bbox = 348665, rewritten_bbox = 0.277917 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.503119), count: 18, class_loss = 7.058439, iou_loss = 2.334476, total_loss = 9.392915 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.568168), count: 21, class_loss = 9.573079, iou_loss = 5.769466, total_loss = 15.342546 \n", + " total_bbox = 348704, rewritten_bbox = 0.277886 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.452482), count: 16, class_loss = 4.947801, iou_loss = 1.539928, total_loss = 6.487729 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.603608), count: 18, class_loss = 8.729251, iou_loss = 4.745230, total_loss = 13.474481 \n", + " total_bbox = 348738, rewritten_bbox = 0.277859 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.512471), count: 17, class_loss = 7.318972, iou_loss = 1.770621, total_loss = 9.089593 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.521102), count: 16, class_loss = 7.644293, iou_loss = 3.938399, total_loss = 11.582692 \n", + " total_bbox = 348771, rewritten_bbox = 0.277833 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.442248), count: 20, class_loss = 5.889097, iou_loss = 1.875931, total_loss = 7.765028 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.583207), count: 24, class_loss = 9.213108, iou_loss = 6.720410, total_loss = 15.933518 \n", + " total_bbox = 348815, rewritten_bbox = 0.277798 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.475241), count: 15, class_loss = 4.721083, iou_loss = 2.100611, total_loss = 6.821693 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.582154), count: 16, class_loss = 6.701472, iou_loss = 10.005650, total_loss = 16.707121 \n", + " total_bbox = 348846, rewritten_bbox = 0.277773 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.471317), count: 23, class_loss = 5.126293, iou_loss = 3.557793, total_loss = 8.684086 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.567301), count: 26, class_loss = 8.936162, iou_loss = 7.647168, total_loss = 16.583330 \n", + " total_bbox = 348895, rewritten_bbox = 0.278307 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.471008), count: 23, class_loss = 8.475147, iou_loss = 2.777765, total_loss = 11.252913 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.607422), count: 28, class_loss = 12.229576, iou_loss = 7.697481, total_loss = 19.927057 \n", + " total_bbox = 348946, rewritten_bbox = 0.278840 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.453730), count: 11, class_loss = 3.651641, iou_loss = 0.965465, total_loss = 4.617105 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.558982), count: 16, class_loss = 7.999707, iou_loss = 8.155143, total_loss = 16.154850 \n", + " total_bbox = 348973, rewritten_bbox = 0.278818 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.351529), count: 16, class_loss = 5.343820, iou_loss = 1.106702, total_loss = 6.450522 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.544695), count: 17, class_loss = 7.888214, iou_loss = 3.462072, total_loss = 11.350286 \n", + " total_bbox = 349006, rewritten_bbox = 0.279078 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.454695), count: 10, class_loss = 5.282228, iou_loss = 0.897977, total_loss = 6.180206 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.668714), count: 10, class_loss = 4.324025, iou_loss = 3.828632, total_loss = 8.152657 \n", + " total_bbox = 349026, rewritten_bbox = 0.279062 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.428979), count: 14, class_loss = 4.462109, iou_loss = 1.147390, total_loss = 5.609499 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.553067), count: 13, class_loss = 5.299782, iou_loss = 2.117221, total_loss = 7.417003 \n", + " total_bbox = 349053, rewritten_bbox = 0.279041 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.492136), count: 15, class_loss = 6.251575, iou_loss = 1.966864, total_loss = 8.218438 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.559340), count: 27, class_loss = 13.191049, iou_loss = 9.696675, total_loss = 22.887724 \n", + " total_bbox = 349095, rewritten_bbox = 0.279007 % \n", + "\n", + " (next mAP calculation at 1000 iterations) \u001b[H\u001b[J373/6000: loss=7.0 hours left=1.1\u0007\n", + " 373: 7.041245, 7.903226 avg loss, 0.000051 rate, 0.642852 seconds, 17904 images, 1.136230 hours left\n", + "Loaded: 0.000035 seconds\n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.536197), count: 14, class_loss = 5.617390, iou_loss = 1.849565, total_loss = 7.466955 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.614110), count: 17, class_loss = 8.200170, iou_loss = 5.870151, total_loss = 14.070320 \n", + " total_bbox = 349126, rewritten_bbox = 0.278982 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.514545), count: 18, class_loss = 4.600689, iou_loss = 2.915432, total_loss = 7.516121 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.608720), count: 24, class_loss = 11.123976, iou_loss = 10.887152, total_loss = 22.011127 \n", + " total_bbox = 349168, rewritten_bbox = 0.278949 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.454834), count: 17, class_loss = 4.710299, iou_loss = 1.846044, total_loss = 6.556343 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.604005), count: 19, class_loss = 7.290970, iou_loss = 4.295491, total_loss = 11.586461 \n", + " total_bbox = 349204, rewritten_bbox = 0.278920 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.446185), count: 18, class_loss = 5.380944, iou_loss = 1.597597, total_loss = 6.978541 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.634282), count: 23, class_loss = 8.762557, iou_loss = 10.431470, total_loss = 19.194027 \n", + " total_bbox = 349245, rewritten_bbox = 0.278887 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.481250), count: 14, class_loss = 3.565161, iou_loss = 1.642139, total_loss = 5.207300 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.609222), count: 20, class_loss = 8.066967, iou_loss = 10.211933, total_loss = 18.278900 \n", + " total_bbox = 349279, rewritten_bbox = 0.278860 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.497640), count: 14, class_loss = 4.172741, iou_loss = 1.352766, total_loss = 5.525507 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.630268), count: 20, class_loss = 10.002054, iou_loss = 7.627291, total_loss = 17.629345 \n", + " total_bbox = 349313, rewritten_bbox = 0.278833 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.465786), count: 22, class_loss = 9.574790, iou_loss = 1.973161, total_loss = 11.547951 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.521756), count: 23, class_loss = 11.806468, iou_loss = 7.401309, total_loss = 19.207777 \n", + " total_bbox = 349358, rewritten_bbox = 0.278797 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.479671), count: 13, class_loss = 6.135994, iou_loss = 1.935331, total_loss = 8.071325 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.552837), count: 13, class_loss = 7.047049, iou_loss = 3.241995, total_loss = 10.289044 \n", + " total_bbox = 349384, rewritten_bbox = 0.278776 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.434847), count: 12, class_loss = 5.276860, iou_loss = 0.848906, total_loss = 6.125765 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.516772), count: 12, class_loss = 5.815643, iou_loss = 3.217301, total_loss = 9.032945 \n", + " total_bbox = 349408, rewritten_bbox = 0.279043 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.454059), count: 13, class_loss = 3.800421, iou_loss = 1.494760, total_loss = 5.295180 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.538114), count: 16, class_loss = 7.511301, iou_loss = 4.461986, total_loss = 11.973287 \n", + " total_bbox = 349437, rewritten_bbox = 0.279020 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.488854), count: 6, class_loss = 3.589725, iou_loss = 0.822869, total_loss = 4.412594 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.554015), count: 6, class_loss = 4.356898, iou_loss = 1.585064, total_loss = 5.941962 \n", + " total_bbox = 349449, rewritten_bbox = 0.279011 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.479085), count: 17, class_loss = 6.544962, iou_loss = 1.633322, total_loss = 8.178284 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.621001), count: 14, class_loss = 5.450922, iou_loss = 4.263196, total_loss = 9.714118 \n", + " total_bbox = 349480, rewritten_bbox = 0.278986 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.523728), count: 23, class_loss = 7.499416, iou_loss = 2.581188, total_loss = 10.080604 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.588894), count: 26, class_loss = 12.305139, iou_loss = 8.132468, total_loss = 20.437607 \n", + " total_bbox = 349529, rewritten_bbox = 0.278947 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.500575), count: 19, class_loss = 8.951057, iou_loss = 1.789765, total_loss = 10.740823 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.551261), count: 18, class_loss = 8.733006, iou_loss = 4.380185, total_loss = 13.113192 \n", + " total_bbox = 349566, rewritten_bbox = 0.278917 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.371055), count: 15, class_loss = 6.926620, iou_loss = 1.031964, total_loss = 7.958583 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.470731), count: 17, class_loss = 8.350506, iou_loss = 3.970733, total_loss = 12.321239 \n", + " total_bbox = 349598, rewritten_bbox = 0.278892 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.475609), count: 19, class_loss = 7.701025, iou_loss = 2.537422, total_loss = 10.238447 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.553661), count: 27, class_loss = 13.488252, iou_loss = 8.221957, total_loss = 21.710209 \n", + " total_bbox = 349644, rewritten_bbox = 0.278855 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.407804), count: 13, class_loss = 4.864567, iou_loss = 1.143432, total_loss = 6.007999 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.572957), count: 19, class_loss = 10.353178, iou_loss = 14.526033, total_loss = 24.879211 \n", + " total_bbox = 349676, rewritten_bbox = 0.278830 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.460256), count: 18, class_loss = 5.237118, iou_loss = 1.924121, total_loss = 7.161240 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.582439), count: 21, class_loss = 8.018321, iou_loss = 6.059111, total_loss = 14.077432 \n", + " total_bbox = 349715, rewritten_bbox = 0.278798 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.502608), count: 12, class_loss = 5.771235, iou_loss = 1.596850, total_loss = 7.368084 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.602494), count: 16, class_loss = 8.811836, iou_loss = 5.191135, total_loss = 14.002972 \n", + " total_bbox = 349743, rewritten_bbox = 0.278776 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.500051), count: 20, class_loss = 7.059315, iou_loss = 2.350460, total_loss = 9.409775 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.624160), count: 20, class_loss = 9.325048, iou_loss = 4.399401, total_loss = 13.724449 \n", + " total_bbox = 349783, rewritten_bbox = 0.278744 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.467586), count: 19, class_loss = 5.714274, iou_loss = 2.735906, total_loss = 8.450180 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.578158), count: 20, class_loss = 8.418295, iou_loss = 4.745058, total_loss = 13.163353 \n", + " total_bbox = 349822, rewritten_bbox = 0.278713 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.481864), count: 21, class_loss = 8.004966, iou_loss = 2.264767, total_loss = 10.269732 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.588732), count: 23, class_loss = 9.936077, iou_loss = 6.927799, total_loss = 16.863876 \n", + " total_bbox = 349866, rewritten_bbox = 0.278678 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.427001), count: 8, class_loss = 4.811148, iou_loss = 0.978294, total_loss = 5.789442 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.622102), count: 11, class_loss = 5.015975, iou_loss = 4.154924, total_loss = 9.170898 \n", + " total_bbox = 349885, rewritten_bbox = 0.278663 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.395809), count: 9, class_loss = 3.395019, iou_loss = 0.765030, total_loss = 4.160049 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.553732), count: 12, class_loss = 7.336926, iou_loss = 5.618785, total_loss = 12.955711 \n", + " total_bbox = 349906, rewritten_bbox = 0.278646 % \n", + "\n", + " (next mAP calculation at 1000 iterations) \u001b[H\u001b[J374/6000: loss=7.2 hours left=1.1\u0007\n", + " 374: 7.192360, 7.832140 avg loss, 0.000051 rate, 0.653755 seconds, 17952 images, 1.134917 hours left\n", + "Loaded: 0.000032 seconds\n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.491112), count: 23, class_loss = 8.469039, iou_loss = 2.804145, total_loss = 11.273184 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.580615), count: 24, class_loss = 9.423724, iou_loss = 9.092982, total_loss = 18.516706 \n", + " total_bbox = 349953, rewritten_bbox = 0.278609 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.429665), count: 19, class_loss = 3.804343, iou_loss = 1.690015, total_loss = 5.494358 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.605927), count: 20, class_loss = 5.916810, iou_loss = 4.389540, total_loss = 10.306350 \n", + " total_bbox = 349992, rewritten_bbox = 0.278578 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.458815), count: 18, class_loss = 5.610539, iou_loss = 2.340119, total_loss = 7.950659 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.578806), count: 28, class_loss = 12.272367, iou_loss = 13.976018, total_loss = 26.248384 \n", + " total_bbox = 350038, rewritten_bbox = 0.278541 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.441795), count: 22, class_loss = 7.388006, iou_loss = 2.367154, total_loss = 9.755160 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.540099), count: 32, class_loss = 14.178256, iou_loss = 13.566745, total_loss = 27.745001 \n", + " total_bbox = 350092, rewritten_bbox = 0.278498 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.507681), count: 20, class_loss = 4.821126, iou_loss = 2.517627, total_loss = 7.338753 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.646520), count: 21, class_loss = 7.329745, iou_loss = 5.765563, total_loss = 13.095307 \n", + " total_bbox = 350133, rewritten_bbox = 0.278466 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.474277), count: 14, class_loss = 5.133939, iou_loss = 1.542963, total_loss = 6.676902 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.556670), count: 18, class_loss = 8.280438, iou_loss = 5.367609, total_loss = 13.648047 \n", + " total_bbox = 350165, rewritten_bbox = 0.278440 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.421878), count: 28, class_loss = 7.809551, iou_loss = 2.449044, total_loss = 10.258595 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.608336), count: 29, class_loss = 9.828816, iou_loss = 6.360494, total_loss = 16.189310 \n", + " total_bbox = 350222, rewritten_bbox = 0.278395 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.459569), count: 13, class_loss = 2.556157, iou_loss = 1.316223, total_loss = 3.872380 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.613049), count: 17, class_loss = 6.523592, iou_loss = 4.341642, total_loss = 10.865233 \n", + " total_bbox = 350252, rewritten_bbox = 0.278371 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.462701), count: 10, class_loss = 3.905268, iou_loss = 0.915446, total_loss = 4.820714 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.568023), count: 15, class_loss = 7.075801, iou_loss = 3.786763, total_loss = 10.862564 \n", + " total_bbox = 350277, rewritten_bbox = 0.278351 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.477619), count: 20, class_loss = 5.658047, iou_loss = 2.306679, total_loss = 7.964726 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.600996), count: 21, class_loss = 7.135764, iou_loss = 4.912325, total_loss = 12.048089 \n", + " total_bbox = 350318, rewritten_bbox = 0.278319 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.474406), count: 22, class_loss = 10.620446, iou_loss = 2.751118, total_loss = 13.371564 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.496584), count: 25, class_loss = 15.125737, iou_loss = 12.443734, total_loss = 27.569471 \n", + " total_bbox = 350365, rewritten_bbox = 0.278281 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.560451), count: 23, class_loss = 5.563665, iou_loss = 3.895085, total_loss = 9.458751 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.631981), count: 23, class_loss = 8.114291, iou_loss = 5.972225, total_loss = 14.086516 \n", + " total_bbox = 350411, rewritten_bbox = 0.278245 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.450138), count: 11, class_loss = 4.253326, iou_loss = 1.152018, total_loss = 5.405344 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.509767), count: 17, class_loss = 8.590315, iou_loss = 5.310061, total_loss = 13.900375 \n", + " total_bbox = 350439, rewritten_bbox = 0.278222 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.509307), count: 15, class_loss = 5.131511, iou_loss = 2.035041, total_loss = 7.166553 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.575063), count: 17, class_loss = 7.462647, iou_loss = 4.377392, total_loss = 11.840039 \n", + " total_bbox = 350471, rewritten_bbox = 0.278197 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.472516), count: 20, class_loss = 8.377332, iou_loss = 2.993453, total_loss = 11.370785 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.507693), count: 22, class_loss = 10.962905, iou_loss = 3.686079, total_loss = 14.648984 \n", + " total_bbox = 350513, rewritten_bbox = 0.278164 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.461184), count: 19, class_loss = 7.181067, iou_loss = 2.153152, total_loss = 9.334219 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.587147), count: 18, class_loss = 7.420830, iou_loss = 4.287823, total_loss = 11.708653 \n", + " total_bbox = 350550, rewritten_bbox = 0.278134 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.503103), count: 17, class_loss = 6.235344, iou_loss = 2.130265, total_loss = 8.365609 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.590039), count: 15, class_loss = 5.921358, iou_loss = 2.562451, total_loss = 8.483809 \n", + " total_bbox = 350582, rewritten_bbox = 0.278109 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.454577), count: 15, class_loss = 5.254799, iou_loss = 2.015023, total_loss = 7.269823 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.592517), count: 15, class_loss = 7.526459, iou_loss = 3.659367, total_loss = 11.185825 \n", + " total_bbox = 350612, rewritten_bbox = 0.278085 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.494984), count: 20, class_loss = 6.216069, iou_loss = 2.344575, total_loss = 8.560644 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.584001), count: 19, class_loss = 7.104575, iou_loss = 3.901145, total_loss = 11.005720 \n", + " total_bbox = 350651, rewritten_bbox = 0.278054 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.458164), count: 23, class_loss = 8.484964, iou_loss = 1.908211, total_loss = 10.393175 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.558092), count: 22, class_loss = 10.393184, iou_loss = 4.626491, total_loss = 15.019674 \n", + " total_bbox = 350696, rewritten_bbox = 0.278019 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.436652), count: 9, class_loss = 3.667184, iou_loss = 0.966360, total_loss = 4.633544 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.548920), count: 11, class_loss = 4.929019, iou_loss = 3.270721, total_loss = 8.199740 \n", + " total_bbox = 350716, rewritten_bbox = 0.278003 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.479242), count: 27, class_loss = 7.865985, iou_loss = 3.272320, total_loss = 11.138306 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.587166), count: 31, class_loss = 12.092106, iou_loss = 7.885593, total_loss = 19.977699 \n", + " total_bbox = 350774, rewritten_bbox = 0.277957 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.395010), count: 23, class_loss = 10.485566, iou_loss = 1.647612, total_loss = 12.133178 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.520349), count: 22, class_loss = 11.641388, iou_loss = 7.108183, total_loss = 18.749571 \n", + " total_bbox = 350819, rewritten_bbox = 0.278206 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.481808), count: 17, class_loss = 5.149252, iou_loss = 1.724444, total_loss = 6.873696 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.647340), count: 18, class_loss = 7.184919, iou_loss = 4.837822, total_loss = 12.022741 \n", + " total_bbox = 350854, rewritten_bbox = 0.278178 % \n", + "\n", + " (next mAP calculation at 1000 iterations) \u001b[H\u001b[J375/6000: loss=7.6 hours left=1.1\u0007\n", + " 375: 7.559986, 7.804924 avg loss, 0.000052 rate, 0.633388 seconds, 18000 images, 1.133785 hours left\n", + "Loaded: 0.000033 seconds\n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.508494), count: 19, class_loss = 6.009984, iou_loss = 2.183336, total_loss = 8.193319 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.590174), count: 20, class_loss = 8.935991, iou_loss = 4.901938, total_loss = 13.837930 \n", + " total_bbox = 350893, rewritten_bbox = 0.278147 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.438258), count: 20, class_loss = 8.259936, iou_loss = 2.173085, total_loss = 10.433022 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.538572), count: 26, class_loss = 13.675815, iou_loss = 6.908191, total_loss = 20.584005 \n", + " total_bbox = 350939, rewritten_bbox = 0.278111 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.407199), count: 20, class_loss = 6.819234, iou_loss = 2.292590, total_loss = 9.111824 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.533162), count: 21, class_loss = 9.904441, iou_loss = 5.392746, total_loss = 15.297187 \n", + " total_bbox = 350980, rewritten_bbox = 0.278079 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.451695), count: 11, class_loss = 4.712686, iou_loss = 0.907739, total_loss = 5.620425 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.605893), count: 15, class_loss = 7.679059, iou_loss = 5.873179, total_loss = 13.552238 \n", + " total_bbox = 351006, rewritten_bbox = 0.278058 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.472284), count: 21, class_loss = 6.600748, iou_loss = 2.127391, total_loss = 8.728139 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.585940), count: 22, class_loss = 8.879891, iou_loss = 5.466217, total_loss = 14.346108 \n", + " total_bbox = 351049, rewritten_bbox = 0.278024 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.539361), count: 17, class_loss = 4.921710, iou_loss = 2.079734, total_loss = 7.001444 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.604460), count: 16, class_loss = 5.623297, iou_loss = 3.672052, total_loss = 9.295349 \n", + " total_bbox = 351082, rewritten_bbox = 0.277998 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.507128), count: 21, class_loss = 6.991254, iou_loss = 3.350602, total_loss = 10.341856 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.602303), count: 23, class_loss = 10.468887, iou_loss = 6.642000, total_loss = 17.110888 \n", + " total_bbox = 351126, rewritten_bbox = 0.277963 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.459212), count: 15, class_loss = 5.845090, iou_loss = 2.213303, total_loss = 8.058393 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.513375), count: 32, class_loss = 15.621108, iou_loss = 10.352054, total_loss = 25.973162 \n", + " total_bbox = 351173, rewritten_bbox = 0.277926 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.494210), count: 19, class_loss = 5.002496, iou_loss = 2.818594, total_loss = 7.821090 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.623942), count: 20, class_loss = 7.666306, iou_loss = 4.404779, total_loss = 12.071086 \n", + " total_bbox = 351212, rewritten_bbox = 0.277895 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.393589), count: 17, class_loss = 7.230946, iou_loss = 1.549794, total_loss = 8.780740 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.557167), count: 19, class_loss = 10.369410, iou_loss = 6.167448, total_loss = 16.536858 \n", + " total_bbox = 351248, rewritten_bbox = 0.277866 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.508767), count: 17, class_loss = 4.644345, iou_loss = 2.559683, total_loss = 7.204028 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.609861), count: 17, class_loss = 6.011461, iou_loss = 4.431103, total_loss = 10.442564 \n", + " total_bbox = 351282, rewritten_bbox = 0.277839 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.458004), count: 12, class_loss = 3.737721, iou_loss = 0.956176, total_loss = 4.693896 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.564159), count: 17, class_loss = 8.027596, iou_loss = 4.501921, total_loss = 12.529517 \n", + " total_bbox = 351311, rewritten_bbox = 0.277817 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.530339), count: 10, class_loss = 4.165909, iou_loss = 1.267025, total_loss = 5.432934 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.588258), count: 9, class_loss = 4.990417, iou_loss = 2.498518, total_loss = 7.488936 \n", + " total_bbox = 351330, rewritten_bbox = 0.277801 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.468172), count: 23, class_loss = 7.845420, iou_loss = 2.355267, total_loss = 10.200687 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.550321), count: 24, class_loss = 10.290476, iou_loss = 5.884724, total_loss = 16.175200 \n", + " total_bbox = 351377, rewritten_bbox = 0.277764 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.446728), count: 23, class_loss = 9.192499, iou_loss = 2.736804, total_loss = 11.929303 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.530403), count: 22, class_loss = 9.992216, iou_loss = 4.437333, total_loss = 14.429549 \n", + " total_bbox = 351422, rewritten_bbox = 0.277729 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.459975), count: 21, class_loss = 6.879597, iou_loss = 2.117979, total_loss = 8.997576 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.604090), count: 21, class_loss = 8.323678, iou_loss = 5.010181, total_loss = 13.333859 \n", + " total_bbox = 351464, rewritten_bbox = 0.277696 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.502204), count: 7, class_loss = 3.760233, iou_loss = 0.384619, total_loss = 4.144852 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.426579), count: 7, class_loss = 5.445424, iou_loss = 1.114219, total_loss = 6.559643 \n", + " total_bbox = 351478, rewritten_bbox = 0.277685 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.432270), count: 11, class_loss = 4.407620, iou_loss = 1.225239, total_loss = 5.632859 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.534598), count: 11, class_loss = 6.008335, iou_loss = 2.934606, total_loss = 8.942941 \n", + " total_bbox = 351500, rewritten_bbox = 0.277667 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.537285), count: 3, class_loss = 2.872972, iou_loss = 0.450522, total_loss = 3.323494 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.576305), count: 12, class_loss = 8.144278, iou_loss = 10.638550, total_loss = 18.782827 \n", + " total_bbox = 351515, rewritten_bbox = 0.277655 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.464345), count: 26, class_loss = 8.718025, iou_loss = 2.952485, total_loss = 11.670510 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.581975), count: 33, class_loss = 14.474558, iou_loss = 8.557266, total_loss = 23.031824 \n", + " total_bbox = 351574, rewritten_bbox = 0.277609 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.480144), count: 14, class_loss = 7.041815, iou_loss = 1.899872, total_loss = 8.941687 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.517909), count: 15, class_loss = 8.580291, iou_loss = 5.508698, total_loss = 14.088989 \n", + " total_bbox = 351603, rewritten_bbox = 0.277586 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.518506), count: 22, class_loss = 5.540560, iou_loss = 3.697612, total_loss = 9.238173 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.560830), count: 31, class_loss = 13.243079, iou_loss = 10.445432, total_loss = 23.688511 \n", + " total_bbox = 351656, rewritten_bbox = 0.277544 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.407411), count: 26, class_loss = 7.112854, iou_loss = 2.198985, total_loss = 9.311839 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.588743), count: 33, class_loss = 13.460795, iou_loss = 13.536086, total_loss = 26.996881 \n", + " total_bbox = 351715, rewritten_bbox = 0.278350 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.519242), count: 19, class_loss = 6.038735, iou_loss = 2.486726, total_loss = 8.525461 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.568019), count: 23, class_loss = 10.114176, iou_loss = 5.233587, total_loss = 15.347763 \n", + " total_bbox = 351757, rewritten_bbox = 0.278317 % \n", + "\n", + " (next mAP calculation at 1000 iterations) \u001b[H\u001b[J376/6000: loss=7.7 hours left=1.1\u0007\n", + " 376: 7.731035, 7.797535 avg loss, 0.000052 rate, 0.642480 seconds, 18048 images, 1.132345 hours left\n", + "Loaded: 0.000037 seconds\n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.527292), count: 15, class_loss = 4.940131, iou_loss = 1.887170, total_loss = 6.827301 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.560129), count: 20, class_loss = 8.533183, iou_loss = 8.157847, total_loss = 16.691031 \n", + " total_bbox = 351792, rewritten_bbox = 0.278289 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.425328), count: 19, class_loss = 5.787487, iou_loss = 1.873326, total_loss = 7.660813 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.586500), count: 22, class_loss = 8.530700, iou_loss = 8.618312, total_loss = 17.149012 \n", + " total_bbox = 351833, rewritten_bbox = 0.278257 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.407107), count: 22, class_loss = 7.223380, iou_loss = 1.913271, total_loss = 9.136651 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.595088), count: 23, class_loss = 8.523329, iou_loss = 4.766666, total_loss = 13.289995 \n", + " total_bbox = 351878, rewritten_bbox = 0.278221 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.459515), count: 16, class_loss = 8.004554, iou_loss = 1.717496, total_loss = 9.722050 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.504940), count: 20, class_loss = 10.860215, iou_loss = 5.510341, total_loss = 16.370556 \n", + " total_bbox = 351914, rewritten_bbox = 0.278193 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.504274), count: 12, class_loss = 2.648545, iou_loss = 1.543204, total_loss = 4.191749 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.550662), count: 19, class_loss = 9.214194, iou_loss = 11.937211, total_loss = 21.151405 \n", + " total_bbox = 351945, rewritten_bbox = 0.278168 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.443937), count: 17, class_loss = 6.088100, iou_loss = 1.609435, total_loss = 7.697535 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.543339), count: 30, class_loss = 14.803266, iou_loss = 9.303065, total_loss = 24.106331 \n", + " total_bbox = 351992, rewritten_bbox = 0.278131 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.459642), count: 20, class_loss = 7.249407, iou_loss = 2.265535, total_loss = 9.514942 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.559590), count: 34, class_loss = 16.387135, iou_loss = 15.397100, total_loss = 31.784235 \n", + " total_bbox = 352046, rewritten_bbox = 0.278089 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.533312), count: 15, class_loss = 3.767868, iou_loss = 1.928958, total_loss = 5.696826 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.644082), count: 16, class_loss = 6.511998, iou_loss = 3.475589, total_loss = 9.987587 \n", + " total_bbox = 352077, rewritten_bbox = 0.278064 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.506884), count: 8, class_loss = 4.139836, iou_loss = 1.347449, total_loss = 5.487285 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.603044), count: 11, class_loss = 4.503120, iou_loss = 2.823580, total_loss = 7.326700 \n", + " total_bbox = 352096, rewritten_bbox = 0.278049 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.327623), count: 12, class_loss = 5.781557, iou_loss = 0.537233, total_loss = 6.318790 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.463838), count: 14, class_loss = 7.544876, iou_loss = 4.706012, total_loss = 12.250888 \n", + " total_bbox = 352122, rewritten_bbox = 0.278029 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.503526), count: 19, class_loss = 6.432171, iou_loss = 3.249288, total_loss = 9.681458 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.622685), count: 25, class_loss = 11.534063, iou_loss = 7.842419, total_loss = 19.376482 \n", + " total_bbox = 352166, rewritten_bbox = 0.277994 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.441099), count: 16, class_loss = 6.873048, iou_loss = 1.476573, total_loss = 8.349621 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.613978), count: 20, class_loss = 9.818791, iou_loss = 8.491920, total_loss = 18.310711 \n", + " total_bbox = 352202, rewritten_bbox = 0.277965 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.496405), count: 20, class_loss = 6.500987, iou_loss = 2.403520, total_loss = 8.904507 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.527879), count: 27, class_loss = 13.370942, iou_loss = 8.848643, total_loss = 22.219585 \n", + " total_bbox = 352249, rewritten_bbox = 0.278496 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.441798), count: 19, class_loss = 5.063154, iou_loss = 1.645192, total_loss = 6.708345 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.615914), count: 21, class_loss = 7.772745, iou_loss = 6.084279, total_loss = 13.857024 \n", + " total_bbox = 352289, rewritten_bbox = 0.278465 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.452486), count: 20, class_loss = 5.913968, iou_loss = 2.313793, total_loss = 8.227760 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.616113), count: 26, class_loss = 11.218923, iou_loss = 10.297652, total_loss = 21.516575 \n", + " total_bbox = 352335, rewritten_bbox = 0.278428 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.539080), count: 19, class_loss = 6.190833, iou_loss = 2.949908, total_loss = 9.140740 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.628904), count: 20, class_loss = 8.253534, iou_loss = 6.490479, total_loss = 14.744013 \n", + " total_bbox = 352374, rewritten_bbox = 0.278397 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.541345), count: 18, class_loss = 5.744100, iou_loss = 3.522330, total_loss = 9.266430 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.568093), count: 23, class_loss = 11.248961, iou_loss = 6.957114, total_loss = 18.206076 \n", + " total_bbox = 352415, rewritten_bbox = 0.278365 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.487483), count: 22, class_loss = 5.496068, iou_loss = 2.643536, total_loss = 8.139604 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.619548), count: 25, class_loss = 10.645529, iou_loss = 13.133638, total_loss = 23.779167 \n", + " total_bbox = 352462, rewritten_bbox = 0.278328 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.463828), count: 20, class_loss = 7.035063, iou_loss = 2.287955, total_loss = 9.323018 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.600067), count: 24, class_loss = 10.078215, iou_loss = 5.666721, total_loss = 15.744936 \n", + " total_bbox = 352506, rewritten_bbox = 0.278293 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.460149), count: 18, class_loss = 7.024141, iou_loss = 1.639927, total_loss = 8.664068 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.481329), count: 19, class_loss = 7.883278, iou_loss = 2.697118, total_loss = 10.580397 \n", + " total_bbox = 352543, rewritten_bbox = 0.278264 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.387442), count: 19, class_loss = 5.019905, iou_loss = 1.333939, total_loss = 6.353844 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.536525), count: 37, class_loss = 16.414019, iou_loss = 13.061432, total_loss = 29.475451 \n", + " total_bbox = 352599, rewritten_bbox = 0.278787 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.508379), count: 14, class_loss = 5.654321, iou_loss = 1.996609, total_loss = 7.650930 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.562535), count: 19, class_loss = 8.599157, iou_loss = 5.308791, total_loss = 13.907948 \n", + " total_bbox = 352632, rewritten_bbox = 0.278761 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.441005), count: 24, class_loss = 6.151590, iou_loss = 3.154472, total_loss = 9.306062 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.605952), count: 28, class_loss = 9.996387, iou_loss = 6.906964, total_loss = 16.903351 \n", + " total_bbox = 352684, rewritten_bbox = 0.278720 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.456581), count: 17, class_loss = 5.877045, iou_loss = 2.340155, total_loss = 8.217200 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.574205), count: 28, class_loss = 13.765358, iou_loss = 9.136955, total_loss = 22.902313 \n", + " total_bbox = 352729, rewritten_bbox = 0.278684 % \n", + "\n", + " (next mAP calculation at 1000 iterations) \u001b[H\u001b[J377/6000: loss=8.1 hours left=1.1\u0007\n", + " 377: 8.071336, 7.824915 avg loss, 0.000053 rate, 0.675290 seconds, 18096 images, 1.131059 hours left\n", + "Loaded: 0.000034 seconds\n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.408422), count: 15, class_loss = 6.250426, iou_loss = 1.337132, total_loss = 7.587558 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.567850), count: 12, class_loss = 5.033789, iou_loss = 2.261652, total_loss = 7.295441 \n", + " total_bbox = 352756, rewritten_bbox = 0.278663 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.511799), count: 17, class_loss = 3.609095, iou_loss = 2.204241, total_loss = 5.813336 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.634029), count: 18, class_loss = 5.043708, iou_loss = 5.479606, total_loss = 10.523314 \n", + " total_bbox = 352791, rewritten_bbox = 0.278635 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.416935), count: 16, class_loss = 5.551229, iou_loss = 1.313699, total_loss = 6.864928 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.588261), count: 15, class_loss = 6.676763, iou_loss = 2.457940, total_loss = 9.134703 \n", + " total_bbox = 352822, rewritten_bbox = 0.278611 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.512527), count: 20, class_loss = 6.424280, iou_loss = 3.444026, total_loss = 9.868306 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.575193), count: 22, class_loss = 9.473587, iou_loss = 4.583840, total_loss = 14.057427 \n", + " total_bbox = 352864, rewritten_bbox = 0.278578 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.520705), count: 7, class_loss = 4.184686, iou_loss = 0.817194, total_loss = 5.001880 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.530993), count: 12, class_loss = 6.859896, iou_loss = 6.268403, total_loss = 13.128299 \n", + " total_bbox = 352883, rewritten_bbox = 0.278563 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.608260), count: 14, class_loss = 3.753454, iou_loss = 2.641676, total_loss = 6.395130 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.627046), count: 19, class_loss = 8.004550, iou_loss = 8.462302, total_loss = 16.466852 \n", + " total_bbox = 352916, rewritten_bbox = 0.278537 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.488510), count: 24, class_loss = 9.255612, iou_loss = 2.574194, total_loss = 11.829806 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.540540), count: 20, class_loss = 7.483799, iou_loss = 3.875887, total_loss = 11.359686 \n", + " total_bbox = 352960, rewritten_bbox = 0.278502 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.375270), count: 10, class_loss = 5.143007, iou_loss = 0.586718, total_loss = 5.729725 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.499342), count: 9, class_loss = 5.101465, iou_loss = 1.513332, total_loss = 6.614797 \n", + " total_bbox = 352979, rewritten_bbox = 0.278487 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.454270), count: 17, class_loss = 6.843988, iou_loss = 1.926601, total_loss = 8.770590 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.608423), count: 29, class_loss = 13.748050, iou_loss = 15.482615, total_loss = 29.230665 \n", + " total_bbox = 353025, rewritten_bbox = 0.278451 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.508195), count: 16, class_loss = 5.287987, iou_loss = 2.090701, total_loss = 7.378688 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.520032), count: 35, class_loss = 18.064789, iou_loss = 16.081696, total_loss = 34.146484 \n", + " total_bbox = 353076, rewritten_bbox = 0.278410 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.454537), count: 19, class_loss = 8.480431, iou_loss = 2.275760, total_loss = 10.756190 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.541969), count: 27, class_loss = 13.472329, iou_loss = 8.491256, total_loss = 21.963585 \n", + " total_bbox = 353122, rewritten_bbox = 0.278374 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.482698), count: 17, class_loss = 5.061236, iou_loss = 1.824460, total_loss = 6.885696 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.534316), count: 19, class_loss = 7.526258, iou_loss = 5.005864, total_loss = 12.532122 \n", + " total_bbox = 353158, rewritten_bbox = 0.278346 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.553267), count: 17, class_loss = 5.366590, iou_loss = 3.146409, total_loss = 8.512999 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.590497), count: 20, class_loss = 8.674520, iou_loss = 5.298744, total_loss = 13.973264 \n", + " total_bbox = 353195, rewritten_bbox = 0.278316 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.485073), count: 14, class_loss = 6.618317, iou_loss = 2.009927, total_loss = 8.628243 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.615006), count: 16, class_loss = 7.472967, iou_loss = 3.339062, total_loss = 10.812029 \n", + " total_bbox = 353225, rewritten_bbox = 0.278293 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.499509), count: 20, class_loss = 6.878343, iou_loss = 2.515306, total_loss = 9.393649 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.579330), count: 21, class_loss = 8.756260, iou_loss = 4.850434, total_loss = 13.606694 \n", + " total_bbox = 353266, rewritten_bbox = 0.278261 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.403930), count: 14, class_loss = 6.049929, iou_loss = 1.353201, total_loss = 7.403130 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.536041), count: 16, class_loss = 8.310154, iou_loss = 6.359126, total_loss = 14.669280 \n", + " total_bbox = 353296, rewritten_bbox = 0.278237 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.414856), count: 10, class_loss = 3.557328, iou_loss = 0.718735, total_loss = 4.276063 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.600438), count: 11, class_loss = 6.881239, iou_loss = 7.222807, total_loss = 14.104046 \n", + " total_bbox = 353317, rewritten_bbox = 0.278220 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.559218), count: 26, class_loss = 7.194636, iou_loss = 4.032347, total_loss = 11.226983 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.634531), count: 29, class_loss = 11.089609, iou_loss = 10.676645, total_loss = 21.766254 \n", + " total_bbox = 353372, rewritten_bbox = 0.278177 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.554693), count: 17, class_loss = 2.486995, iou_loss = 3.251847, total_loss = 5.738842 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.633849), count: 17, class_loss = 5.931957, iou_loss = 4.229257, total_loss = 10.161214 \n", + " total_bbox = 353406, rewritten_bbox = 0.278150 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.448633), count: 21, class_loss = 5.465630, iou_loss = 2.561171, total_loss = 8.026801 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.583831), count: 31, class_loss = 12.051528, iou_loss = 13.139474, total_loss = 25.191002 \n", + " total_bbox = 353458, rewritten_bbox = 0.278109 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.457271), count: 13, class_loss = 3.842605, iou_loss = 1.315630, total_loss = 5.158235 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.546215), count: 23, class_loss = 11.938295, iou_loss = 13.368528, total_loss = 25.306824 \n", + " total_bbox = 353494, rewritten_bbox = 0.278081 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.504596), count: 17, class_loss = 4.333653, iou_loss = 2.138369, total_loss = 6.472023 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.595208), count: 21, class_loss = 7.807946, iou_loss = 9.431576, total_loss = 17.239521 \n", + " total_bbox = 353532, rewritten_bbox = 0.278051 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.468409), count: 16, class_loss = 5.262839, iou_loss = 1.641913, total_loss = 6.904753 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.565028), count: 20, class_loss = 8.897932, iou_loss = 7.063604, total_loss = 15.961536 \n", + " total_bbox = 353568, rewritten_bbox = 0.278023 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.455225), count: 16, class_loss = 4.478377, iou_loss = 1.478127, total_loss = 5.956505 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.662844), count: 18, class_loss = 6.660142, iou_loss = 6.329802, total_loss = 12.989944 \n", + " total_bbox = 353602, rewritten_bbox = 0.277996 % \n", + "\n", + " (next mAP calculation at 1000 iterations) \u001b[H\u001b[J378/6000: loss=7.1 hours left=1.1\u0007\n", + " 378: 7.148566, 7.757280 avg loss, 0.000053 rate, 0.788499 seconds, 18144 images, 1.130297 hours left\n", + "Loaded: 0.000031 seconds\n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.491917), count: 24, class_loss = 7.477649, iou_loss = 2.656799, total_loss = 10.134448 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.683881), count: 21, class_loss = 6.879277, iou_loss = 5.553527, total_loss = 12.432804 \n", + " total_bbox = 353647, rewritten_bbox = 0.277961 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.493410), count: 10, class_loss = 4.246496, iou_loss = 1.213809, total_loss = 5.460305 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.600951), count: 12, class_loss = 4.976261, iou_loss = 3.620182, total_loss = 8.596443 \n", + " total_bbox = 353669, rewritten_bbox = 0.277943 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.448902), count: 20, class_loss = 7.368999, iou_loss = 2.248036, total_loss = 9.617035 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.553288), count: 23, class_loss = 10.072572, iou_loss = 5.517015, total_loss = 15.589586 \n", + " total_bbox = 353712, rewritten_bbox = 0.277910 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.467395), count: 14, class_loss = 6.405347, iou_loss = 1.471584, total_loss = 7.876931 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.636519), count: 17, class_loss = 9.429445, iou_loss = 4.709602, total_loss = 14.139048 \n", + " total_bbox = 353743, rewritten_bbox = 0.277885 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.486435), count: 21, class_loss = 8.379654, iou_loss = 2.520802, total_loss = 10.900455 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.576529), count: 19, class_loss = 7.806540, iou_loss = 3.837605, total_loss = 11.644145 \n", + " total_bbox = 353783, rewritten_bbox = 0.277854 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.479833), count: 18, class_loss = 5.544841, iou_loss = 2.011170, total_loss = 7.556011 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.554384), count: 23, class_loss = 9.112346, iou_loss = 8.123477, total_loss = 17.235823 \n", + " total_bbox = 353824, rewritten_bbox = 0.277822 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.462699), count: 23, class_loss = 8.668084, iou_loss = 2.850044, total_loss = 11.518128 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.534182), count: 35, class_loss = 17.141361, iou_loss = 9.214500, total_loss = 26.355862 \n", + " total_bbox = 353882, rewritten_bbox = 0.277776 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.431966), count: 16, class_loss = 5.224643, iou_loss = 1.363037, total_loss = 6.587680 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.528402), count: 23, class_loss = 10.095924, iou_loss = 7.055593, total_loss = 17.151518 \n", + " total_bbox = 353921, rewritten_bbox = 0.277746 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.483227), count: 21, class_loss = 7.383726, iou_loss = 2.366595, total_loss = 9.750321 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.546581), count: 22, class_loss = 11.088288, iou_loss = 4.179766, total_loss = 15.268054 \n", + " total_bbox = 353964, rewritten_bbox = 0.277712 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.482229), count: 16, class_loss = 5.049596, iou_loss = 1.594776, total_loss = 6.644372 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.603199), count: 23, class_loss = 11.028387, iou_loss = 11.776701, total_loss = 22.805088 \n", + " total_bbox = 354003, rewritten_bbox = 0.277681 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.426565), count: 15, class_loss = 7.661703, iou_loss = 1.295288, total_loss = 8.956990 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.510572), count: 17, class_loss = 10.734041, iou_loss = 8.900587, total_loss = 19.634628 \n", + " total_bbox = 354035, rewritten_bbox = 0.277656 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.429098), count: 18, class_loss = 8.999764, iou_loss = 1.672404, total_loss = 10.672169 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.540091), count: 24, class_loss = 12.169458, iou_loss = 6.057188, total_loss = 18.226646 \n", + " total_bbox = 354077, rewritten_bbox = 0.277623 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.460021), count: 16, class_loss = 4.971593, iou_loss = 1.559303, total_loss = 6.530896 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.615016), count: 19, class_loss = 6.793809, iou_loss = 6.392596, total_loss = 13.186405 \n", + " total_bbox = 354112, rewritten_bbox = 0.277596 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.526613), count: 13, class_loss = 4.771505, iou_loss = 1.789733, total_loss = 6.561238 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.625880), count: 20, class_loss = 8.009580, iou_loss = 9.209012, total_loss = 17.218592 \n", + " total_bbox = 354145, rewritten_bbox = 0.277570 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.453303), count: 16, class_loss = 6.009435, iou_loss = 1.828687, total_loss = 7.838122 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.518745), count: 25, class_loss = 11.299352, iou_loss = 6.563436, total_loss = 17.862787 \n", + " total_bbox = 354186, rewritten_bbox = 0.277538 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.373019), count: 13, class_loss = 6.277291, iou_loss = 0.772278, total_loss = 7.049570 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.498304), count: 17, class_loss = 9.687531, iou_loss = 4.049276, total_loss = 13.736808 \n", + " total_bbox = 354216, rewritten_bbox = 0.277514 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.506125), count: 15, class_loss = 7.325671, iou_loss = 1.766460, total_loss = 9.092131 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.545941), count: 16, class_loss = 8.755635, iou_loss = 4.201715, total_loss = 12.957350 \n", + " total_bbox = 354247, rewritten_bbox = 0.277490 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.509072), count: 21, class_loss = 3.867041, iou_loss = 2.849254, total_loss = 6.716295 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.576506), count: 26, class_loss = 8.310831, iou_loss = 7.293009, total_loss = 15.603840 \n", + " total_bbox = 354294, rewritten_bbox = 0.277735 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.463490), count: 12, class_loss = 3.145818, iou_loss = 1.297673, total_loss = 4.443491 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.592987), count: 13, class_loss = 4.995368, iou_loss = 8.434365, total_loss = 13.429733 \n", + " total_bbox = 354319, rewritten_bbox = 0.277716 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.437484), count: 17, class_loss = 6.029882, iou_loss = 1.948104, total_loss = 7.977986 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.612782), count: 24, class_loss = 10.137344, iou_loss = 7.929350, total_loss = 18.066694 \n", + " total_bbox = 354360, rewritten_bbox = 0.277684 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.438108), count: 18, class_loss = 5.134098, iou_loss = 2.199984, total_loss = 7.334082 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.624832), count: 27, class_loss = 10.630991, iou_loss = 9.037746, total_loss = 19.668737 \n", + " total_bbox = 354405, rewritten_bbox = 0.277648 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.523018), count: 10, class_loss = 4.111108, iou_loss = 1.320513, total_loss = 5.431622 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.520085), count: 12, class_loss = 7.244537, iou_loss = 6.479250, total_loss = 13.723787 \n", + " total_bbox = 354427, rewritten_bbox = 0.277631 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.465084), count: 20, class_loss = 5.498857, iou_loss = 2.675979, total_loss = 8.174836 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.520783), count: 24, class_loss = 9.480213, iou_loss = 5.298943, total_loss = 14.779156 \n", + " total_bbox = 354471, rewritten_bbox = 0.277597 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.447098), count: 17, class_loss = 5.495436, iou_loss = 2.204350, total_loss = 7.699786 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.560470), count: 23, class_loss = 8.455173, iou_loss = 5.210246, total_loss = 13.665420 \n", + " total_bbox = 354511, rewritten_bbox = 0.277565 % \n", + "\n", + " (next mAP calculation at 1000 iterations) \u001b[H\u001b[J379/6000: loss=7.7 hours left=1.1\u0007\n", + " 379: 7.712336, 7.752786 avg loss, 0.000054 rate, 0.766328 seconds, 18192 images, 1.131308 hours left\n", + "Loaded: 0.000039 seconds\n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.431350), count: 15, class_loss = 6.589839, iou_loss = 1.342477, total_loss = 7.932317 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.608341), count: 15, class_loss = 6.729783, iou_loss = 5.626632, total_loss = 12.356415 \n", + " total_bbox = 354541, rewritten_bbox = 0.277542 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.483678), count: 24, class_loss = 7.770081, iou_loss = 3.102458, total_loss = 10.872539 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.589196), count: 22, class_loss = 6.518141, iou_loss = 4.022720, total_loss = 10.540861 \n", + " total_bbox = 354587, rewritten_bbox = 0.277506 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.430695), count: 8, class_loss = 4.037477, iou_loss = 0.581607, total_loss = 4.619084 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.611259), count: 9, class_loss = 5.723197, iou_loss = 5.668997, total_loss = 11.392195 \n", + " total_bbox = 354604, rewritten_bbox = 0.277493 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.453075), count: 24, class_loss = 8.557223, iou_loss = 2.912755, total_loss = 11.469978 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.545788), count: 25, class_loss = 10.621971, iou_loss = 5.887215, total_loss = 16.509186 \n", + " total_bbox = 354653, rewritten_bbox = 0.277454 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.469644), count: 20, class_loss = 5.373123, iou_loss = 2.522450, total_loss = 7.895573 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.581185), count: 22, class_loss = 9.247732, iou_loss = 4.850903, total_loss = 14.098635 \n", + " total_bbox = 354695, rewritten_bbox = 0.277421 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.500846), count: 22, class_loss = 6.441425, iou_loss = 2.885961, total_loss = 9.327386 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.592431), count: 28, class_loss = 11.809119, iou_loss = 7.234412, total_loss = 19.043531 \n", + " total_bbox = 354745, rewritten_bbox = 0.277382 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.457441), count: 11, class_loss = 5.295117, iou_loss = 1.053168, total_loss = 6.348286 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.609039), count: 15, class_loss = 7.680114, iou_loss = 5.931486, total_loss = 13.611600 \n", + " total_bbox = 354771, rewritten_bbox = 0.277362 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.443476), count: 17, class_loss = 9.218467, iou_loss = 1.513190, total_loss = 10.731657 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.467544), count: 18, class_loss = 9.853164, iou_loss = 4.307140, total_loss = 14.160304 \n", + " total_bbox = 354806, rewritten_bbox = 0.277335 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.462917), count: 14, class_loss = 6.388045, iou_loss = 1.192739, total_loss = 7.580783 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.562080), count: 16, class_loss = 8.838123, iou_loss = 11.448330, total_loss = 20.286453 \n", + " total_bbox = 354836, rewritten_bbox = 0.277311 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.465198), count: 20, class_loss = 6.812300, iou_loss = 1.914774, total_loss = 8.727075 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.518730), count: 25, class_loss = 12.629952, iou_loss = 5.580646, total_loss = 18.210598 \n", + " total_bbox = 354881, rewritten_bbox = 0.277276 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.525269), count: 15, class_loss = 5.977920, iou_loss = 2.157784, total_loss = 8.135704 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.557891), count: 16, class_loss = 8.355698, iou_loss = 8.196207, total_loss = 16.551905 \n", + " total_bbox = 354912, rewritten_bbox = 0.277252 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.495076), count: 14, class_loss = 4.024026, iou_loss = 2.049367, total_loss = 6.073394 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.561159), count: 17, class_loss = 7.112281, iou_loss = 3.419120, total_loss = 10.531401 \n", + " total_bbox = 354943, rewritten_bbox = 0.277228 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.476476), count: 19, class_loss = 7.392278, iou_loss = 2.031354, total_loss = 9.423632 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.558205), count: 31, class_loss = 14.487938, iou_loss = 11.213261, total_loss = 25.701199 \n", + " total_bbox = 354993, rewritten_bbox = 0.277189 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.472617), count: 23, class_loss = 6.824951, iou_loss = 2.493937, total_loss = 9.318889 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.621566), count: 24, class_loss = 8.538933, iou_loss = 6.439098, total_loss = 14.978031 \n", + " total_bbox = 355040, rewritten_bbox = 0.277152 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.444928), count: 20, class_loss = 7.422622, iou_loss = 1.938220, total_loss = 9.360842 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.613466), count: 20, class_loss = 8.300377, iou_loss = 5.281588, total_loss = 13.581964 \n", + " total_bbox = 355080, rewritten_bbox = 0.277402 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.425271), count: 10, class_loss = 6.116838, iou_loss = 0.695702, total_loss = 6.812540 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.650633), count: 8, class_loss = 4.686563, iou_loss = 5.409356, total_loss = 10.095920 \n", + " total_bbox = 355098, rewritten_bbox = 0.277388 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.462685), count: 6, class_loss = 3.609210, iou_loss = 0.711686, total_loss = 4.320896 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.518472), count: 7, class_loss = 5.072836, iou_loss = 3.209124, total_loss = 8.281960 \n", + " total_bbox = 355111, rewritten_bbox = 0.277941 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.475637), count: 27, class_loss = 9.002838, iou_loss = 3.779396, total_loss = 12.782234 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.651902), count: 32, class_loss = 12.850761, iou_loss = 13.994003, total_loss = 26.844765 \n", + " total_bbox = 355170, rewritten_bbox = 0.277895 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.493412), count: 24, class_loss = 8.574068, iou_loss = 3.186198, total_loss = 11.760266 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.532199), count: 34, class_loss = 16.422958, iou_loss = 9.585249, total_loss = 26.008207 \n", + " total_bbox = 355228, rewritten_bbox = 0.278413 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.481001), count: 17, class_loss = 5.038638, iou_loss = 1.915588, total_loss = 6.954226 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.598020), count: 22, class_loss = 9.116770, iou_loss = 7.772243, total_loss = 16.889013 \n", + " total_bbox = 355267, rewritten_bbox = 0.278382 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.441077), count: 17, class_loss = 6.111159, iou_loss = 2.167626, total_loss = 8.278785 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.589743), count: 20, class_loss = 9.227679, iou_loss = 6.551766, total_loss = 15.779446 \n", + " total_bbox = 355304, rewritten_bbox = 0.278353 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.417727), count: 13, class_loss = 4.992304, iou_loss = 1.568303, total_loss = 6.560607 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.544893), count: 16, class_loss = 6.662066, iou_loss = 4.351308, total_loss = 11.013374 \n", + " total_bbox = 355333, rewritten_bbox = 0.278330 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.523158), count: 18, class_loss = 5.951424, iou_loss = 2.464123, total_loss = 8.415546 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.610529), count: 21, class_loss = 8.096684, iou_loss = 7.188396, total_loss = 15.285080 \n", + " total_bbox = 355372, rewritten_bbox = 0.278300 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.473192), count: 16, class_loss = 7.628304, iou_loss = 1.398243, total_loss = 9.026547 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.541956), count: 15, class_loss = 7.618943, iou_loss = 3.103316, total_loss = 10.722260 \n", + " total_bbox = 355403, rewritten_bbox = 0.278276 % \n", + "\n", + " (next mAP calculation at 1000 iterations) \u001b[H\u001b[J380/6000: loss=7.8 hours left=1.1\u0007\n", + " 380: 7.753229, 7.752830 avg loss, 0.000054 rate, 0.776722 seconds, 18240 images, 1.131961 hours left\n", "Loaded: 0.000063 seconds\n", - "\n", - " (next mAP calculation at 5200 iterations) \n", - " Last accuracy mAP@0.5 = 88.94 %, best = 90.42 % \n", - " 5151: 0.964409, 0.966190 avg loss, 0.000261 rate, 0.482703 seconds, 247248 images, 0.129789 hours left\n", - "Loaded: 0.000072 seconds\n", - "\n", - " (next mAP calculation at 5200 iterations) \n", - " Last accuracy mAP@0.5 = 88.94 %, best = 90.42 % \n", - " 5152: 1.079019, 0.977473 avg loss, 0.000261 rate, 0.487854 seconds, 247296 images, 0.129630 hours left\n", - "Loaded: 0.000067 seconds\n", - "\n", - " (next mAP calculation at 5200 iterations) \n", - " Last accuracy mAP@0.5 = 88.94 %, best = 90.42 % \n", - " 5153: 1.136466, 0.993372 avg loss, 0.000261 rate, 0.488444 seconds, 247344 images, 0.129483 hours left\n", - "Loaded: 0.000059 seconds\n", - "\n", - " (next mAP calculation at 5200 iterations) \n", - " Last accuracy mAP@0.5 = 88.94 %, best = 90.42 % \n", - " 5154: 1.193605, 1.013396 avg loss, 0.000261 rate, 0.471442 seconds, 247392 images, 0.129338 hours left\n", - "Loaded: 0.000047 seconds\n", - "\n", - " (next mAP calculation at 5200 iterations) \n", - " Last accuracy mAP@0.5 = 88.94 %, best = 90.42 % \n", - " 5155: 0.990313, 1.011087 avg loss, 0.000261 rate, 0.496652 seconds, 247440 images, 0.129152 hours left\n", - "Loaded: 0.000093 seconds\n", - "\n", - " (next mAP calculation at 5200 iterations) \n", - " Last accuracy mAP@0.5 = 88.94 %, best = 90.42 % \n", - " 5156: 1.246905, 1.034669 avg loss, 0.000261 rate, 0.487053 seconds, 247488 images, 0.129027 hours left\n", - "Loaded: 0.000084 seconds\n", - "\n", - " (next mAP calculation at 5200 iterations) \n", - " Last accuracy mAP@0.5 = 88.94 %, best = 90.42 % \n", - " 5157: 0.905190, 1.021721 avg loss, 0.000261 rate, 0.509930 seconds, 247536 images, 0.128879 hours left\n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.520814), count: 16, class_loss = 6.923351, iou_loss = 2.172553, total_loss = 9.095903 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.608219), count: 19, class_loss = 8.978086, iou_loss = 5.190982, total_loss = 14.169068 \n", + " total_bbox = 355438, rewritten_bbox = 0.278248 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.454404), count: 16, class_loss = 7.140875, iou_loss = 1.498758, total_loss = 8.639633 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.593056), count: 14, class_loss = 7.233968, iou_loss = 2.549871, total_loss = 9.783839 \n", + " total_bbox = 355468, rewritten_bbox = 0.278225 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.477565), count: 22, class_loss = 7.481485, iou_loss = 2.321376, total_loss = 9.802861 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.603077), count: 25, class_loss = 10.007376, iou_loss = 6.844336, total_loss = 16.851711 \n", + " total_bbox = 355515, rewritten_bbox = 0.278188 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.520531), count: 25, class_loss = 9.568106, iou_loss = 3.207417, total_loss = 12.775523 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.590213), count: 27, class_loss = 12.154953, iou_loss = 7.492973, total_loss = 19.647926 \n", + " total_bbox = 355567, rewritten_bbox = 0.278147 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.419661), count: 15, class_loss = 4.735097, iou_loss = 1.166872, total_loss = 5.901968 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.538969), count: 15, class_loss = 6.578139, iou_loss = 2.584216, total_loss = 9.162354 \n", + " total_bbox = 355597, rewritten_bbox = 0.278124 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.439040), count: 14, class_loss = 4.026724, iou_loss = 1.705541, total_loss = 5.732265 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.599015), count: 17, class_loss = 6.556440, iou_loss = 4.368014, total_loss = 10.924455 \n", + " total_bbox = 355628, rewritten_bbox = 0.278100 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.505044), count: 18, class_loss = 6.459365, iou_loss = 2.172446, total_loss = 8.631811 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.631375), count: 21, class_loss = 8.243790, iou_loss = 6.600804, total_loss = 14.844594 \n", + " total_bbox = 355667, rewritten_bbox = 0.278069 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.448410), count: 18, class_loss = 6.461142, iou_loss = 1.726471, total_loss = 8.187613 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.613588), count: 19, class_loss = 7.316306, iou_loss = 5.759502, total_loss = 13.075808 \n", + " total_bbox = 355704, rewritten_bbox = 0.278040 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.461750), count: 16, class_loss = 5.562755, iou_loss = 1.315878, total_loss = 6.878633 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.552984), count: 18, class_loss = 7.666672, iou_loss = 3.410638, total_loss = 11.077311 \n", + " total_bbox = 355738, rewritten_bbox = 0.278014 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.518829), count: 22, class_loss = 4.609263, iou_loss = 2.762389, total_loss = 7.371653 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.660271), count: 23, class_loss = 6.696919, iou_loss = 8.118874, total_loss = 14.815792 \n", + " total_bbox = 355783, rewritten_bbox = 0.277978 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.511179), count: 24, class_loss = 7.187316, iou_loss = 3.401578, total_loss = 10.588894 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.623255), count: 29, class_loss = 14.550003, iou_loss = 7.901970, total_loss = 22.451973 \n", + " total_bbox = 355836, rewritten_bbox = 0.278218 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.381430), count: 8, class_loss = 3.697401, iou_loss = 0.529388, total_loss = 4.226789 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.586265), count: 22, class_loss = 10.202983, iou_loss = 9.074761, total_loss = 19.277744 \n", + " total_bbox = 355866, rewritten_bbox = 0.278195 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.492902), count: 24, class_loss = 8.083654, iou_loss = 2.932070, total_loss = 11.015724 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.605670), count: 25, class_loss = 10.618497, iou_loss = 5.569139, total_loss = 16.187635 \n", + " total_bbox = 355915, rewritten_bbox = 0.278156 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.492228), count: 16, class_loss = 4.429373, iou_loss = 1.647545, total_loss = 6.076919 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.629337), count: 18, class_loss = 5.504426, iou_loss = 4.925416, total_loss = 10.429842 \n", + " total_bbox = 355949, rewritten_bbox = 0.278130 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.396451), count: 15, class_loss = 6.643016, iou_loss = 0.930408, total_loss = 7.573423 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.445143), count: 19, class_loss = 10.599895, iou_loss = 4.440263, total_loss = 15.040157 \n", + " total_bbox = 355983, rewritten_bbox = 0.278103 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.520000), count: 20, class_loss = 5.871989, iou_loss = 2.422219, total_loss = 8.294208 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.591682), count: 20, class_loss = 7.708765, iou_loss = 3.599098, total_loss = 11.307863 \n", + " total_bbox = 356023, rewritten_bbox = 0.278072 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.470168), count: 15, class_loss = 4.565886, iou_loss = 1.170964, total_loss = 5.736850 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.605049), count: 15, class_loss = 5.371077, iou_loss = 4.236594, total_loss = 9.607671 \n", + " total_bbox = 356053, rewritten_bbox = 0.278048 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.481780), count: 13, class_loss = 4.094631, iou_loss = 1.554908, total_loss = 5.649539 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.609785), count: 11, class_loss = 4.212431, iou_loss = 2.538609, total_loss = 6.751040 \n", + " total_bbox = 356077, rewritten_bbox = 0.278030 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.548249), count: 19, class_loss = 4.092138, iou_loss = 2.930083, total_loss = 7.022221 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.605277), count: 20, class_loss = 6.916271, iou_loss = 4.800982, total_loss = 11.717253 \n", + " total_bbox = 356116, rewritten_bbox = 0.277999 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.502535), count: 19, class_loss = 7.397056, iou_loss = 1.822194, total_loss = 9.219250 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.544876), count: 19, class_loss = 8.720572, iou_loss = 5.025008, total_loss = 13.745580 \n", + " total_bbox = 356154, rewritten_bbox = 0.277970 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.482457), count: 20, class_loss = 4.752134, iou_loss = 2.055958, total_loss = 6.808093 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.619756), count: 24, class_loss = 8.730830, iou_loss = 9.263703, total_loss = 17.994534 \n", + " total_bbox = 356198, rewritten_bbox = 0.277935 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.525547), count: 19, class_loss = 5.552707, iou_loss = 2.872408, total_loss = 8.425116 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.595454), count: 22, class_loss = 9.141303, iou_loss = 11.193797, total_loss = 20.335100 \n", + " total_bbox = 356239, rewritten_bbox = 0.277903 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.545225), count: 22, class_loss = 6.175684, iou_loss = 3.181236, total_loss = 9.356920 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.604495), count: 24, class_loss = 9.079833, iou_loss = 8.045758, total_loss = 17.125591 \n", + " total_bbox = 356285, rewritten_bbox = 0.277867 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.453900), count: 17, class_loss = 6.396935, iou_loss = 1.786098, total_loss = 8.183032 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.532560), count: 22, class_loss = 10.735084, iou_loss = 5.178785, total_loss = 15.913869 \n", + " total_bbox = 356324, rewritten_bbox = 0.277837 % \n", + "\n", + " (next mAP calculation at 1000 iterations) \u001b[H\u001b[J381/6000: loss=7.2 hours left=1.1\u0007\n", + " 381: 7.212731, 7.698820 avg loss, 0.000055 rate, 0.704469 seconds, 18288 images, 1.132768 hours left\n", + "Loaded: 0.000035 seconds\n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.530492), count: 12, class_loss = 5.659876, iou_loss = 2.156915, total_loss = 7.816791 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.570959), count: 16, class_loss = 7.955340, iou_loss = 6.046120, total_loss = 14.001460 \n", + " total_bbox = 356352, rewritten_bbox = 0.277815 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.522258), count: 19, class_loss = 6.216865, iou_loss = 3.001914, total_loss = 9.218779 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.551152), count: 22, class_loss = 10.019204, iou_loss = 4.316607, total_loss = 14.335812 \n", + " total_bbox = 356393, rewritten_bbox = 0.277783 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.397124), count: 16, class_loss = 5.685469, iou_loss = 1.330752, total_loss = 7.016221 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.589496), count: 20, class_loss = 10.195443, iou_loss = 14.089412, total_loss = 24.284855 \n", + " total_bbox = 356429, rewritten_bbox = 0.277755 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.453648), count: 16, class_loss = 7.424736, iou_loss = 1.821253, total_loss = 9.245989 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.608951), count: 14, class_loss = 6.913303, iou_loss = 4.834571, total_loss = 11.747874 \n", + " total_bbox = 356459, rewritten_bbox = 0.277732 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.489427), count: 19, class_loss = 7.912122, iou_loss = 2.207439, total_loss = 10.119561 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.529470), count: 23, class_loss = 12.217770, iou_loss = 5.124941, total_loss = 17.342710 \n", + " total_bbox = 356501, rewritten_bbox = 0.277699 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.421059), count: 28, class_loss = 8.397942, iou_loss = 2.204180, total_loss = 10.602121 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.602564), count: 32, class_loss = 12.281707, iou_loss = 7.360272, total_loss = 19.641979 \n", + " total_bbox = 356561, rewritten_bbox = 0.277652 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.453785), count: 14, class_loss = 5.384175, iou_loss = 1.430969, total_loss = 6.815144 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.600122), count: 14, class_loss = 7.062776, iou_loss = 3.243448, total_loss = 10.306224 \n", + " total_bbox = 356589, rewritten_bbox = 0.277631 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.482067), count: 17, class_loss = 4.475678, iou_loss = 2.360803, total_loss = 6.836481 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.599409), count: 18, class_loss = 6.932622, iou_loss = 4.064122, total_loss = 10.996744 \n", + " total_bbox = 356624, rewritten_bbox = 0.277603 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.437366), count: 13, class_loss = 4.048997, iou_loss = 1.492217, total_loss = 5.541214 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.582859), count: 21, class_loss = 9.361067, iou_loss = 6.912117, total_loss = 16.273184 \n", + " total_bbox = 356658, rewritten_bbox = 0.277577 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.496899), count: 12, class_loss = 5.774879, iou_loss = 1.606342, total_loss = 7.381221 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.569503), count: 21, class_loss = 10.786763, iou_loss = 10.142488, total_loss = 20.929251 \n", + " total_bbox = 356691, rewritten_bbox = 0.277551 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.457868), count: 16, class_loss = 4.006228, iou_loss = 1.957678, total_loss = 5.963906 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.608250), count: 19, class_loss = 6.291944, iou_loss = 6.440839, total_loss = 12.732783 \n", + " total_bbox = 356726, rewritten_bbox = 0.277524 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.502971), count: 20, class_loss = 4.558913, iou_loss = 2.508558, total_loss = 7.067471 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.565427), count: 31, class_loss = 14.014905, iou_loss = 15.429118, total_loss = 29.444023 \n", + " total_bbox = 356777, rewritten_bbox = 0.277484 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.432913), count: 14, class_loss = 5.567305, iou_loss = 1.403087, total_loss = 6.970392 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.578511), count: 25, class_loss = 13.185096, iou_loss = 16.327915, total_loss = 29.513010 \n", + " total_bbox = 356816, rewritten_bbox = 0.277454 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.435929), count: 21, class_loss = 5.527415, iou_loss = 2.346536, total_loss = 7.873951 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.603488), count: 23, class_loss = 7.897718, iou_loss = 5.971500, total_loss = 13.869219 \n", + " total_bbox = 356860, rewritten_bbox = 0.277420 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.435618), count: 14, class_loss = 5.640955, iou_loss = 1.338275, total_loss = 6.979230 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.621073), count: 14, class_loss = 7.211391, iou_loss = 4.206190, total_loss = 11.417581 \n", + " total_bbox = 356888, rewritten_bbox = 0.277398 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.433572), count: 22, class_loss = 6.689054, iou_loss = 1.969747, total_loss = 8.658801 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.619864), count: 22, class_loss = 9.891079, iou_loss = 5.774600, total_loss = 15.665679 \n", + " total_bbox = 356932, rewritten_bbox = 0.277364 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.515135), count: 24, class_loss = 5.176894, iou_loss = 3.107544, total_loss = 8.284438 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.620099), count: 25, class_loss = 7.768599, iou_loss = 10.187309, total_loss = 17.955908 \n", + " total_bbox = 356981, rewritten_bbox = 0.277326 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.475675), count: 17, class_loss = 4.531069, iou_loss = 2.410934, total_loss = 6.942004 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.663807), count: 17, class_loss = 5.193796, iou_loss = 4.248357, total_loss = 9.442153 \n", + " total_bbox = 357015, rewritten_bbox = 0.277299 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.512048), count: 15, class_loss = 5.107509, iou_loss = 2.638804, total_loss = 7.746313 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.583929), count: 21, class_loss = 8.150504, iou_loss = 10.776303, total_loss = 18.926807 \n", + " total_bbox = 357051, rewritten_bbox = 0.277271 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.493660), count: 20, class_loss = 6.495823, iou_loss = 2.481541, total_loss = 8.977364 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.607474), count: 19, class_loss = 6.190447, iou_loss = 4.783776, total_loss = 10.974223 \n", + " total_bbox = 357090, rewritten_bbox = 0.277801 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.486564), count: 19, class_loss = 5.284340, iou_loss = 2.809368, total_loss = 8.093708 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.563742), count: 30, class_loss = 14.389176, iou_loss = 12.147248, total_loss = 26.536425 \n", + " total_bbox = 357139, rewritten_bbox = 0.277763 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.476673), count: 8, class_loss = 4.023102, iou_loss = 0.693485, total_loss = 4.716587 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.620143), count: 9, class_loss = 4.906421, iou_loss = 2.456913, total_loss = 7.363334 \n", + " total_bbox = 357156, rewritten_bbox = 0.277750 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.560119), count: 14, class_loss = 4.688393, iou_loss = 2.249230, total_loss = 6.937623 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.486633), count: 14, class_loss = 5.919339, iou_loss = 3.778270, total_loss = 9.697609 \n", + " total_bbox = 357184, rewritten_bbox = 0.277728 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.465458), count: 24, class_loss = 7.274955, iou_loss = 3.157649, total_loss = 10.432604 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.636142), count: 27, class_loss = 9.943310, iou_loss = 12.688910, total_loss = 22.632219 \n", + " total_bbox = 357235, rewritten_bbox = 0.277688 % \n", + "\n", + " (next mAP calculation at 1000 iterations) \u001b[H\u001b[J382/6000: loss=7.3 hours left=1.1\u0007\n", + " 382: 7.312876, 7.660226 avg loss, 0.000056 rate, 0.649078 seconds, 18336 images, 1.132437 hours left\n", + "Loaded: 0.000035 seconds\n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.446134), count: 20, class_loss = 4.238698, iou_loss = 1.740133, total_loss = 5.978831 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.548358), count: 30, class_loss = 11.118941, iou_loss = 15.039847, total_loss = 26.158789 \n", + " total_bbox = 357285, rewritten_bbox = 0.277649 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.472974), count: 15, class_loss = 6.374891, iou_loss = 1.540172, total_loss = 7.915063 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.606644), count: 19, class_loss = 7.957085, iou_loss = 6.372124, total_loss = 14.329209 \n", + " total_bbox = 357319, rewritten_bbox = 0.277623 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.479984), count: 24, class_loss = 7.906013, iou_loss = 2.514497, total_loss = 10.420509 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.574247), count: 27, class_loss = 11.042404, iou_loss = 9.796501, total_loss = 20.838905 \n", + " total_bbox = 357370, rewritten_bbox = 0.277583 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.451711), count: 11, class_loss = 5.258667, iou_loss = 1.052042, total_loss = 6.310709 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.630464), count: 14, class_loss = 7.024712, iou_loss = 4.907961, total_loss = 11.932673 \n", + " total_bbox = 357395, rewritten_bbox = 0.277564 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.459811), count: 21, class_loss = 7.819907, iou_loss = 2.330308, total_loss = 10.150215 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.544427), count: 26, class_loss = 11.686481, iou_loss = 6.985604, total_loss = 18.672085 \n", + " total_bbox = 357442, rewritten_bbox = 0.277528 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.489953), count: 18, class_loss = 5.966722, iou_loss = 2.191694, total_loss = 8.158417 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.596793), count: 19, class_loss = 7.897256, iou_loss = 4.775473, total_loss = 12.672729 \n", + " total_bbox = 357479, rewritten_bbox = 0.277499 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.438690), count: 9, class_loss = 2.806515, iou_loss = 0.799906, total_loss = 3.606420 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.561511), count: 11, class_loss = 4.747099, iou_loss = 5.908459, total_loss = 10.655558 \n", + " total_bbox = 357499, rewritten_bbox = 0.277483 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.444098), count: 21, class_loss = 7.156080, iou_loss = 1.889704, total_loss = 9.045784 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.643854), count: 17, class_loss = 6.041285, iou_loss = 8.283953, total_loss = 14.325238 \n", + " total_bbox = 357537, rewritten_bbox = 0.277454 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.476359), count: 21, class_loss = 6.313488, iou_loss = 3.190227, total_loss = 9.503716 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.600160), count: 23, class_loss = 9.571836, iou_loss = 7.364249, total_loss = 16.936085 \n", + " total_bbox = 357581, rewritten_bbox = 0.277420 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.493876), count: 20, class_loss = 7.060867, iou_loss = 2.765992, total_loss = 9.826859 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.639110), count: 25, class_loss = 10.568972, iou_loss = 8.758007, total_loss = 19.326979 \n", + " total_bbox = 357626, rewritten_bbox = 0.277385 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.434341), count: 22, class_loss = 13.242157, iou_loss = 1.740152, total_loss = 14.982309 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.595719), count: 15, class_loss = 8.643649, iou_loss = 6.507856, total_loss = 15.151505 \n", + " total_bbox = 357663, rewritten_bbox = 0.277636 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.490440), count: 19, class_loss = 5.855886, iou_loss = 2.866109, total_loss = 8.721995 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.638094), count: 23, class_loss = 7.834361, iou_loss = 10.037783, total_loss = 17.872143 \n", + " total_bbox = 357705, rewritten_bbox = 0.277603 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.506937), count: 17, class_loss = 4.317451, iou_loss = 2.316407, total_loss = 6.633858 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.608650), count: 22, class_loss = 9.821177, iou_loss = 9.230308, total_loss = 19.051485 \n", + " total_bbox = 357744, rewritten_bbox = 0.277573 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.391642), count: 15, class_loss = 8.402654, iou_loss = 0.990751, total_loss = 9.393405 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.510182), count: 11, class_loss = 6.408323, iou_loss = 1.945599, total_loss = 8.353922 \n", + " total_bbox = 357770, rewritten_bbox = 0.277553 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.569739), count: 23, class_loss = 4.219128, iou_loss = 3.893204, total_loss = 8.112332 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.620420), count: 25, class_loss = 7.107406, iou_loss = 5.711644, total_loss = 12.819050 \n", + " total_bbox = 357818, rewritten_bbox = 0.277795 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.418637), count: 13, class_loss = 6.193954, iou_loss = 0.754054, total_loss = 6.948007 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.548549), count: 16, class_loss = 8.038783, iou_loss = 8.250443, total_loss = 16.289227 \n", + " total_bbox = 357847, rewritten_bbox = 0.277772 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.455584), count: 4, class_loss = 3.133971, iou_loss = 0.381160, total_loss = 3.515131 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.645119), count: 5, class_loss = 3.341109, iou_loss = 2.396563, total_loss = 5.737671 \n", + " total_bbox = 357856, rewritten_bbox = 0.277765 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.454125), count: 16, class_loss = 4.291653, iou_loss = 1.872322, total_loss = 6.163975 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.549657), count: 27, class_loss = 12.422967, iou_loss = 8.282378, total_loss = 20.705345 \n", + " total_bbox = 357899, rewritten_bbox = 0.277732 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.502582), count: 24, class_loss = 6.149395, iou_loss = 3.209528, total_loss = 9.358923 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.612868), count: 26, class_loss = 8.326169, iou_loss = 12.062537, total_loss = 20.388706 \n", + " total_bbox = 357949, rewritten_bbox = 0.277693 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.540520), count: 11, class_loss = 4.275723, iou_loss = 1.461731, total_loss = 5.737455 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.629480), count: 13, class_loss = 7.178647, iou_loss = 4.478943, total_loss = 11.657590 \n", + " total_bbox = 357973, rewritten_bbox = 0.277675 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.578419), count: 17, class_loss = 5.531755, iou_loss = 2.434222, total_loss = 7.965978 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.606009), count: 17, class_loss = 6.645036, iou_loss = 4.603149, total_loss = 11.248185 \n", + " total_bbox = 358007, rewritten_bbox = 0.277648 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.443496), count: 15, class_loss = 4.099070, iou_loss = 1.062743, total_loss = 5.161813 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.685591), count: 14, class_loss = 4.826159, iou_loss = 3.434050, total_loss = 8.260209 \n", + " total_bbox = 358036, rewritten_bbox = 0.277626 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.490744), count: 18, class_loss = 6.220606, iou_loss = 1.904360, total_loss = 8.124966 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.607442), count: 23, class_loss = 10.886109, iou_loss = 8.267900, total_loss = 19.154009 \n", + " total_bbox = 358077, rewritten_bbox = 0.277594 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.541032), count: 21, class_loss = 8.133387, iou_loss = 2.651142, total_loss = 10.784529 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.608740), count: 17, class_loss = 7.734918, iou_loss = 3.108336, total_loss = 10.843254 \n", + " total_bbox = 358115, rewritten_bbox = 0.277564 % \n", + "\n", + " (next mAP calculation at 1000 iterations) \u001b[H\u001b[J383/6000: loss=7.1 hours left=1.1\u0007\n", + " 383: 7.137784, 7.607982 avg loss, 0.000056 rate, 0.660033 seconds, 18384 images, 1.131243 hours left\n", + "Loaded: 0.000030 seconds\n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.486013), count: 16, class_loss = 6.994440, iou_loss = 1.828916, total_loss = 8.823356 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.459870), count: 17, class_loss = 9.885242, iou_loss = 4.096690, total_loss = 13.981932 \n", + " total_bbox = 358148, rewritten_bbox = 0.277539 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.457970), count: 17, class_loss = 7.426476, iou_loss = 1.807945, total_loss = 9.234422 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.483996), count: 16, class_loss = 7.545739, iou_loss = 4.613663, total_loss = 12.159402 \n", + " total_bbox = 358181, rewritten_bbox = 0.277513 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.481611), count: 26, class_loss = 8.921884, iou_loss = 3.194024, total_loss = 12.115908 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.530285), count: 30, class_loss = 13.847459, iou_loss = 5.611484, total_loss = 19.458942 \n", + " total_bbox = 358237, rewritten_bbox = 0.277470 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.469189), count: 22, class_loss = 4.440164, iou_loss = 2.584102, total_loss = 7.024265 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.605713), count: 23, class_loss = 7.012929, iou_loss = 6.135529, total_loss = 13.148458 \n", + " total_bbox = 358282, rewritten_bbox = 0.277714 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.480446), count: 20, class_loss = 6.924849, iou_loss = 2.843162, total_loss = 9.768011 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.596936), count: 35, class_loss = 16.319353, iou_loss = 13.249336, total_loss = 29.568689 \n", + " total_bbox = 358337, rewritten_bbox = 0.277672 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.463903), count: 22, class_loss = 5.887609, iou_loss = 2.575383, total_loss = 8.462992 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.610879), count: 23, class_loss = 8.504878, iou_loss = 5.778168, total_loss = 14.283046 \n", + " total_bbox = 358382, rewritten_bbox = 0.277637 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.475232), count: 22, class_loss = 5.031438, iou_loss = 2.243203, total_loss = 7.274642 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.585621), count: 27, class_loss = 10.105346, iou_loss = 8.377135, total_loss = 18.482481 \n", + " total_bbox = 358431, rewritten_bbox = 0.277599 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.440600), count: 15, class_loss = 4.139171, iou_loss = 1.394514, total_loss = 5.533684 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.571025), count: 16, class_loss = 5.731028, iou_loss = 6.011370, total_loss = 11.742397 \n", + " total_bbox = 358462, rewritten_bbox = 0.277575 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.538333), count: 18, class_loss = 3.960311, iou_loss = 2.446066, total_loss = 6.406377 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.601742), count: 23, class_loss = 8.321124, iou_loss = 8.407317, total_loss = 16.728441 \n", + " total_bbox = 358503, rewritten_bbox = 0.277543 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.535615), count: 12, class_loss = 3.828696, iou_loss = 1.800952, total_loss = 5.629649 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.584425), count: 27, class_loss = 9.686568, iou_loss = 9.863116, total_loss = 19.549685 \n", + " total_bbox = 358542, rewritten_bbox = 0.277513 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.512722), count: 17, class_loss = 5.960059, iou_loss = 2.195878, total_loss = 8.155936 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.577408), count: 22, class_loss = 10.535011, iou_loss = 7.486847, total_loss = 18.021858 \n", + " total_bbox = 358581, rewritten_bbox = 0.277483 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.492180), count: 13, class_loss = 6.415332, iou_loss = 1.371476, total_loss = 7.786808 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.578752), count: 13, class_loss = 6.354991, iou_loss = 7.955159, total_loss = 14.310150 \n", + " total_bbox = 358607, rewritten_bbox = 0.277463 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.484293), count: 20, class_loss = 7.047320, iou_loss = 2.078225, total_loss = 9.125546 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.587942), count: 21, class_loss = 8.422884, iou_loss = 6.470055, total_loss = 14.892939 \n", + " total_bbox = 358648, rewritten_bbox = 0.277431 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.503801), count: 18, class_loss = 4.992044, iou_loss = 1.912585, total_loss = 6.904630 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.617656), count: 18, class_loss = 6.304055, iou_loss = 8.361011, total_loss = 14.665066 \n", + " total_bbox = 358684, rewritten_bbox = 0.277403 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.529575), count: 23, class_loss = 5.801240, iou_loss = 3.599032, total_loss = 9.400272 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.569198), count: 35, class_loss = 15.558316, iou_loss = 14.214469, total_loss = 29.772785 \n", + " total_bbox = 358742, rewritten_bbox = 0.277358 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.439716), count: 20, class_loss = 7.327194, iou_loss = 1.787074, total_loss = 9.114267 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.514955), count: 33, class_loss = 18.581615, iou_loss = 10.837564, total_loss = 29.419180 \n", + " total_bbox = 358795, rewritten_bbox = 0.277596 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.493318), count: 20, class_loss = 5.770624, iou_loss = 3.188169, total_loss = 8.958793 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.605312), count: 22, class_loss = 8.689502, iou_loss = 5.711607, total_loss = 14.401109 \n", + " total_bbox = 358837, rewritten_bbox = 0.277563 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.485170), count: 19, class_loss = 5.450248, iou_loss = 2.419806, total_loss = 7.870054 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.539034), count: 20, class_loss = 8.046356, iou_loss = 6.810369, total_loss = 14.856725 \n", + " total_bbox = 358876, rewritten_bbox = 0.277533 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.458718), count: 13, class_loss = 5.370710, iou_loss = 1.240098, total_loss = 6.610808 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.594739), count: 19, class_loss = 10.362840, iou_loss = 6.241689, total_loss = 16.604528 \n", + " total_bbox = 358908, rewritten_bbox = 0.277508 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.500274), count: 17, class_loss = 5.638268, iou_loss = 2.219097, total_loss = 7.857365 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.612264), count: 21, class_loss = 7.788570, iou_loss = 5.901096, total_loss = 13.689666 \n", + " total_bbox = 358946, rewritten_bbox = 0.277758 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.460109), count: 14, class_loss = 4.757344, iou_loss = 1.438727, total_loss = 6.196071 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.586241), count: 15, class_loss = 6.948071, iou_loss = 5.940340, total_loss = 12.888411 \n", + " total_bbox = 358975, rewritten_bbox = 0.277735 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.475671), count: 17, class_loss = 7.334263, iou_loss = 1.504964, total_loss = 8.839228 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.503335), count: 20, class_loss = 9.876949, iou_loss = 6.243540, total_loss = 16.120489 \n", + " total_bbox = 359012, rewritten_bbox = 0.277707 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.544057), count: 21, class_loss = 4.821287, iou_loss = 3.231391, total_loss = 8.052678 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.680150), count: 22, class_loss = 6.779098, iou_loss = 6.673643, total_loss = 13.452741 \n", + " total_bbox = 359055, rewritten_bbox = 0.277673 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.461773), count: 19, class_loss = 5.682383, iou_loss = 2.125900, total_loss = 7.808283 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.618637), count: 19, class_loss = 7.214472, iou_loss = 5.487881, total_loss = 12.702353 \n", + " total_bbox = 359093, rewritten_bbox = 0.277644 % \n", + "\n", + " (next mAP calculation at 1000 iterations) \u001b[H\u001b[J384/6000: loss=7.7 hours left=1.1\u0007\n", + " 384: 7.690286, 7.616212 avg loss, 0.000057 rate, 0.641098 seconds, 18432 images, 1.130229 hours left\n", + "Loaded: 0.000032 seconds\n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.506201), count: 24, class_loss = 8.501543, iou_loss = 2.819710, total_loss = 11.321253 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.592798), count: 26, class_loss = 11.131245, iou_loss = 5.955460, total_loss = 17.086704 \n", + " total_bbox = 359143, rewritten_bbox = 0.277605 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.467857), count: 15, class_loss = 5.586986, iou_loss = 1.309377, total_loss = 6.896363 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.496590), count: 28, class_loss = 15.202203, iou_loss = 9.502561, total_loss = 24.704763 \n", + " total_bbox = 359186, rewritten_bbox = 0.277572 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.472034), count: 14, class_loss = 3.505930, iou_loss = 1.523686, total_loss = 5.029617 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.671344), count: 14, class_loss = 3.995174, iou_loss = 3.601028, total_loss = 7.596202 \n", + " total_bbox = 359214, rewritten_bbox = 0.277550 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.476289), count: 11, class_loss = 3.981853, iou_loss = 1.139083, total_loss = 5.120935 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.561728), count: 13, class_loss = 5.708745, iou_loss = 3.765849, total_loss = 9.474594 \n", + " total_bbox = 359238, rewritten_bbox = 0.277532 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.501311), count: 10, class_loss = 1.942669, iou_loss = 1.511389, total_loss = 3.454057 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.551286), count: 17, class_loss = 6.595112, iou_loss = 6.956582, total_loss = 13.551694 \n", + " total_bbox = 359265, rewritten_bbox = 0.277511 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.493352), count: 15, class_loss = 6.880191, iou_loss = 1.474277, total_loss = 8.354467 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.514789), count: 21, class_loss = 10.103148, iou_loss = 6.967700, total_loss = 17.070848 \n", + " total_bbox = 359301, rewritten_bbox = 0.277483 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.476933), count: 21, class_loss = 6.293488, iou_loss = 3.029879, total_loss = 9.323366 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.516897), count: 30, class_loss = 12.216782, iou_loss = 9.372368, total_loss = 21.589149 \n", + " total_bbox = 359352, rewritten_bbox = 0.277444 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.477920), count: 11, class_loss = 4.684281, iou_loss = 1.242063, total_loss = 5.926344 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.643928), count: 10, class_loss = 5.124333, iou_loss = 2.101005, total_loss = 7.225338 \n", + " total_bbox = 359373, rewritten_bbox = 0.277428 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.466426), count: 10, class_loss = 3.298836, iou_loss = 0.933090, total_loss = 4.231926 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.565173), count: 14, class_loss = 6.817724, iou_loss = 9.475349, total_loss = 16.293074 \n", + " total_bbox = 359397, rewritten_bbox = 0.277409 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.461738), count: 21, class_loss = 7.147866, iou_loss = 2.291223, total_loss = 9.439089 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.574253), count: 24, class_loss = 10.967954, iou_loss = 11.229911, total_loss = 22.197865 \n", + " total_bbox = 359442, rewritten_bbox = 0.277374 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.466029), count: 20, class_loss = 6.603948, iou_loss = 1.933113, total_loss = 8.537061 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.596864), count: 24, class_loss = 9.954443, iou_loss = 6.420723, total_loss = 16.375166 \n", + " total_bbox = 359486, rewritten_bbox = 0.277340 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.522723), count: 17, class_loss = 6.000721, iou_loss = 2.395028, total_loss = 8.395749 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.624142), count: 18, class_loss = 6.718677, iou_loss = 3.576877, total_loss = 10.295554 \n", + " total_bbox = 359521, rewritten_bbox = 0.277313 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.490328), count: 16, class_loss = 6.747453, iou_loss = 2.401000, total_loss = 9.148453 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.523508), count: 30, class_loss = 14.335168, iou_loss = 9.272002, total_loss = 23.607170 \n", + " total_bbox = 359567, rewritten_bbox = 0.277278 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.443409), count: 25, class_loss = 10.937502, iou_loss = 2.308160, total_loss = 13.245662 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.579287), count: 30, class_loss = 15.165668, iou_loss = 12.638850, total_loss = 27.804518 \n", + " total_bbox = 359622, rewritten_bbox = 0.277236 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.402760), count: 13, class_loss = 6.557202, iou_loss = 0.977061, total_loss = 7.534263 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.609920), count: 11, class_loss = 5.282164, iou_loss = 2.570790, total_loss = 7.852954 \n", + " total_bbox = 359646, rewritten_bbox = 0.277217 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.452401), count: 21, class_loss = 7.605041, iou_loss = 2.357755, total_loss = 9.962795 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.550727), count: 31, class_loss = 15.569865, iou_loss = 9.177943, total_loss = 24.747808 \n", + " total_bbox = 359698, rewritten_bbox = 0.277177 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.541077), count: 15, class_loss = 4.847057, iou_loss = 2.172084, total_loss = 7.019142 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.570106), count: 22, class_loss = 9.425411, iou_loss = 8.591894, total_loss = 18.017305 \n", + " total_bbox = 359735, rewritten_bbox = 0.277148 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.425362), count: 31, class_loss = 12.817229, iou_loss = 3.766051, total_loss = 16.583281 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.516888), count: 40, class_loss = 20.452971, iou_loss = 11.742464, total_loss = 32.195435 \n", + " total_bbox = 359806, rewritten_bbox = 0.277094 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.452838), count: 16, class_loss = 3.353143, iou_loss = 1.441229, total_loss = 4.794372 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.641884), count: 14, class_loss = 1.911551, iou_loss = 3.330648, total_loss = 5.242199 \n", + " total_bbox = 359836, rewritten_bbox = 0.277071 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.478797), count: 13, class_loss = 6.796455, iou_loss = 1.429196, total_loss = 8.225652 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.570463), count: 13, class_loss = 6.319720, iou_loss = 4.864509, total_loss = 11.184229 \n", + " total_bbox = 359862, rewritten_bbox = 0.277051 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.490558), count: 27, class_loss = 8.562773, iou_loss = 4.239309, total_loss = 12.802082 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.566197), count: 32, class_loss = 13.513188, iou_loss = 6.871541, total_loss = 20.384729 \n", + " total_bbox = 359921, rewritten_bbox = 0.277005 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.477218), count: 25, class_loss = 7.149074, iou_loss = 2.908058, total_loss = 10.057132 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.567118), count: 30, class_loss = 11.851358, iou_loss = 8.615540, total_loss = 20.466898 \n", + " total_bbox = 359976, rewritten_bbox = 0.276963 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.567997), count: 17, class_loss = 5.433627, iou_loss = 2.271806, total_loss = 7.705433 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.635502), count: 21, class_loss = 7.608607, iou_loss = 7.094719, total_loss = 14.703326 \n", + " total_bbox = 360014, rewritten_bbox = 0.276934 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.453956), count: 20, class_loss = 5.985775, iou_loss = 2.664100, total_loss = 8.649876 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.563161), count: 23, class_loss = 10.095074, iou_loss = 7.102602, total_loss = 17.197676 \n", + " total_bbox = 360057, rewritten_bbox = 0.276901 % \n", + "\n", + " (next mAP calculation at 1000 iterations) \u001b[H\u001b[J385/6000: loss=8.1 hours left=1.1\u0007\n", + " 385: 8.085052, 7.663096 avg loss, 0.000057 rate, 0.645939 seconds, 18480 images, 1.128929 hours left\n", + "Loaded: 0.000031 seconds\n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.548168), count: 11, class_loss = 4.789026, iou_loss = 1.294872, total_loss = 6.083899 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.548702), count: 13, class_loss = 6.463749, iou_loss = 3.973818, total_loss = 10.437568 \n", + " total_bbox = 360081, rewritten_bbox = 0.276882 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.434037), count: 10, class_loss = 5.248397, iou_loss = 0.879824, total_loss = 6.128221 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.596663), count: 8, class_loss = 3.550843, iou_loss = 3.945815, total_loss = 7.496658 \n", + " total_bbox = 360099, rewritten_bbox = 0.276868 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.429385), count: 7, class_loss = 3.635870, iou_loss = 0.462744, total_loss = 4.098614 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.586655), count: 6, class_loss = 3.331732, iou_loss = 5.280429, total_loss = 8.612161 \n", + " total_bbox = 360112, rewritten_bbox = 0.276858 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.376867), count: 15, class_loss = 5.478017, iou_loss = 1.469536, total_loss = 6.947553 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.546402), count: 26, class_loss = 14.739604, iou_loss = 16.315163, total_loss = 31.054766 \n", + " total_bbox = 360153, rewritten_bbox = 0.276827 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.450173), count: 20, class_loss = 8.257208, iou_loss = 2.533213, total_loss = 10.790421 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.609008), count: 23, class_loss = 10.195387, iou_loss = 7.489130, total_loss = 17.684517 \n", + " total_bbox = 360196, rewritten_bbox = 0.276794 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.463655), count: 18, class_loss = 8.922931, iou_loss = 1.996912, total_loss = 10.919843 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.521522), count: 19, class_loss = 10.582037, iou_loss = 5.479181, total_loss = 16.061218 \n", + " total_bbox = 360233, rewritten_bbox = 0.276765 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.577152), count: 7, class_loss = 2.773311, iou_loss = 1.028577, total_loss = 3.801888 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.656196), count: 6, class_loss = 2.922845, iou_loss = 1.192166, total_loss = 4.115011 \n", + " total_bbox = 360246, rewritten_bbox = 0.276755 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.504960), count: 21, class_loss = 8.623268, iou_loss = 3.084488, total_loss = 11.707756 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.502807), count: 23, class_loss = 12.012647, iou_loss = 4.154822, total_loss = 16.167469 \n", + " total_bbox = 360290, rewritten_bbox = 0.276722 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.511583), count: 18, class_loss = 5.762510, iou_loss = 2.036001, total_loss = 7.798511 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.620707), count: 15, class_loss = 4.326226, iou_loss = 4.109904, total_loss = 8.436131 \n", + " total_bbox = 360323, rewritten_bbox = 0.276696 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.575044), count: 17, class_loss = 6.125529, iou_loss = 2.785442, total_loss = 8.910972 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.639929), count: 20, class_loss = 8.948368, iou_loss = 9.269409, total_loss = 18.217777 \n", + " total_bbox = 360360, rewritten_bbox = 0.276668 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.486349), count: 22, class_loss = 6.575331, iou_loss = 3.218884, total_loss = 9.794215 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.609150), count: 27, class_loss = 11.135222, iou_loss = 8.585240, total_loss = 19.720463 \n", + " total_bbox = 360409, rewritten_bbox = 0.276630 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.442889), count: 11, class_loss = 4.105042, iou_loss = 0.826305, total_loss = 4.931348 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.647876), count: 9, class_loss = 3.861161, iou_loss = 1.739112, total_loss = 5.600273 \n", + " total_bbox = 360429, rewritten_bbox = 0.276615 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.440455), count: 16, class_loss = 4.482662, iou_loss = 1.943136, total_loss = 6.425798 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.570806), count: 20, class_loss = 8.503284, iou_loss = 4.781177, total_loss = 13.284460 \n", + " total_bbox = 360465, rewritten_bbox = 0.276587 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.392027), count: 18, class_loss = 7.414008, iou_loss = 1.728302, total_loss = 9.142310 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.560771), count: 36, class_loss = 18.969563, iou_loss = 12.724030, total_loss = 31.693592 \n", + " total_bbox = 360519, rewritten_bbox = 0.276546 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.474100), count: 17, class_loss = 4.919191, iou_loss = 1.925917, total_loss = 6.845109 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.652404), count: 22, class_loss = 7.762160, iou_loss = 11.154293, total_loss = 18.916452 \n", + " total_bbox = 360558, rewritten_bbox = 0.276516 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.494516), count: 8, class_loss = 2.734411, iou_loss = 0.752146, total_loss = 3.486557 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.679886), count: 9, class_loss = 4.090634, iou_loss = 3.251011, total_loss = 7.341645 \n", + " total_bbox = 360575, rewritten_bbox = 0.276503 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.453956), count: 19, class_loss = 8.629715, iou_loss = 1.407060, total_loss = 10.036775 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.588961), count: 19, class_loss = 9.696551, iou_loss = 6.484836, total_loss = 16.181387 \n", + " total_bbox = 360613, rewritten_bbox = 0.276474 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.396922), count: 12, class_loss = 5.794717, iou_loss = 0.991829, total_loss = 6.786546 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.587980), count: 14, class_loss = 6.644860, iou_loss = 4.964566, total_loss = 11.609426 \n", + " total_bbox = 360639, rewritten_bbox = 0.276454 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.532968), count: 22, class_loss = 6.381818, iou_loss = 2.920788, total_loss = 9.302606 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.604974), count: 27, class_loss = 11.258191, iou_loss = 8.084680, total_loss = 19.342871 \n", + " total_bbox = 360688, rewritten_bbox = 0.276416 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.458188), count: 17, class_loss = 4.359035, iou_loss = 1.545304, total_loss = 5.904339 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.588330), count: 16, class_loss = 6.245556, iou_loss = 3.432362, total_loss = 9.677917 \n", + " total_bbox = 360721, rewritten_bbox = 0.276391 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.497229), count: 23, class_loss = 6.672703, iou_loss = 2.771988, total_loss = 9.444692 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.531371), count: 27, class_loss = 11.643678, iou_loss = 4.737933, total_loss = 16.381611 \n", + " total_bbox = 360771, rewritten_bbox = 0.276353 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.503705), count: 9, class_loss = 3.801462, iou_loss = 0.833035, total_loss = 4.634497 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.703069), count: 8, class_loss = 3.701133, iou_loss = 2.349195, total_loss = 6.050327 \n", + " total_bbox = 360788, rewritten_bbox = 0.276340 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.412186), count: 16, class_loss = 7.455248, iou_loss = 1.852876, total_loss = 9.308124 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.589560), count: 28, class_loss = 14.082887, iou_loss = 10.794086, total_loss = 24.876972 \n", + " total_bbox = 360832, rewritten_bbox = 0.276306 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.430077), count: 19, class_loss = 8.377257, iou_loss = 1.258911, total_loss = 9.636168 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.495398), count: 16, class_loss = 7.236156, iou_loss = 3.819397, total_loss = 11.055552 \n", + " total_bbox = 360867, rewritten_bbox = 0.276279 % \n", + "\n", + " (next mAP calculation at 1000 iterations) \u001b[H\u001b[J386/6000: loss=7.2 hours left=1.1\u0007\n", + " 386: 7.166871, 7.613473 avg loss, 0.000058 rate, 0.641470 seconds, 18528 images, 1.127715 hours left\n", + "Loaded: 0.000032 seconds\n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.381518), count: 14, class_loss = 5.557005, iou_loss = 0.746000, total_loss = 6.303005 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.493887), count: 15, class_loss = 7.458975, iou_loss = 7.500254, total_loss = 14.959229 \n", + " total_bbox = 360896, rewritten_bbox = 0.276257 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.578307), count: 18, class_loss = 5.162816, iou_loss = 3.115277, total_loss = 8.278092 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.582839), count: 24, class_loss = 10.423671, iou_loss = 10.072980, total_loss = 20.496651 \n", + " total_bbox = 360938, rewritten_bbox = 0.276225 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.613647), count: 11, class_loss = 3.716067, iou_loss = 2.305905, total_loss = 6.021973 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.607414), count: 14, class_loss = 6.369452, iou_loss = 4.004961, total_loss = 10.374413 \n", + " total_bbox = 360963, rewritten_bbox = 0.276206 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.490036), count: 21, class_loss = 6.404127, iou_loss = 2.729965, total_loss = 9.134091 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.616124), count: 27, class_loss = 11.226509, iou_loss = 12.810284, total_loss = 24.036793 \n", + " total_bbox = 361011, rewritten_bbox = 0.276446 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.527049), count: 16, class_loss = 4.086483, iou_loss = 3.077106, total_loss = 7.163589 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.577788), count: 28, class_loss = 13.253013, iou_loss = 10.870976, total_loss = 24.123989 \n", + " total_bbox = 361055, rewritten_bbox = 0.276412 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.471849), count: 17, class_loss = 3.155821, iou_loss = 1.800476, total_loss = 4.956296 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.565777), count: 23, class_loss = 8.830268, iou_loss = 6.091751, total_loss = 14.922019 \n", + " total_bbox = 361095, rewritten_bbox = 0.276382 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.450166), count: 10, class_loss = 4.691452, iou_loss = 1.217311, total_loss = 5.908763 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.641743), count: 18, class_loss = 10.371060, iou_loss = 9.640279, total_loss = 20.011339 \n", + " total_bbox = 361123, rewritten_bbox = 0.276360 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.542499), count: 14, class_loss = 4.675351, iou_loss = 1.747338, total_loss = 6.422689 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.560785), count: 15, class_loss = 6.378841, iou_loss = 5.617509, total_loss = 11.996350 \n", + " total_bbox = 361152, rewritten_bbox = 0.276338 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.507241), count: 19, class_loss = 7.717659, iou_loss = 2.159798, total_loss = 9.877458 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.536592), count: 24, class_loss = 12.503080, iou_loss = 4.371111, total_loss = 16.874191 \n", + " total_bbox = 361195, rewritten_bbox = 0.276305 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.517012), count: 25, class_loss = 9.589724, iou_loss = 4.307092, total_loss = 13.896815 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.563939), count: 32, class_loss = 15.873075, iou_loss = 12.939453, total_loss = 28.812529 \n", + " total_bbox = 361252, rewritten_bbox = 0.276261 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.466103), count: 14, class_loss = 4.777621, iou_loss = 1.474621, total_loss = 6.252243 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.605454), count: 23, class_loss = 10.134316, iou_loss = 8.963323, total_loss = 19.097639 \n", + " total_bbox = 361289, rewritten_bbox = 0.276233 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.514074), count: 21, class_loss = 6.001212, iou_loss = 3.223730, total_loss = 9.224942 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.613052), count: 25, class_loss = 9.600540, iou_loss = 10.076239, total_loss = 19.676779 \n", + " total_bbox = 361335, rewritten_bbox = 0.276198 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.505992), count: 20, class_loss = 4.513837, iou_loss = 2.622359, total_loss = 7.136197 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.628534), count: 23, class_loss = 9.457870, iou_loss = 6.476299, total_loss = 15.934170 \n", + " total_bbox = 361378, rewritten_bbox = 0.276165 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.506314), count: 8, class_loss = 4.451500, iou_loss = 1.073255, total_loss = 5.524755 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.568368), count: 14, class_loss = 8.945504, iou_loss = 5.768953, total_loss = 14.714458 \n", + " total_bbox = 361400, rewritten_bbox = 0.276148 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.499368), count: 21, class_loss = 6.902848, iou_loss = 3.348807, total_loss = 10.251655 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.603755), count: 24, class_loss = 9.304116, iou_loss = 6.274677, total_loss = 15.578794 \n", + " total_bbox = 361445, rewritten_bbox = 0.276114 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.492742), count: 19, class_loss = 7.889604, iou_loss = 2.221863, total_loss = 10.111466 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.589750), count: 22, class_loss = 9.555880, iou_loss = 5.357945, total_loss = 14.913825 \n", + " total_bbox = 361486, rewritten_bbox = 0.276083 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.515794), count: 14, class_loss = 5.056599, iou_loss = 1.905515, total_loss = 6.962114 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.644586), count: 12, class_loss = 5.407734, iou_loss = 2.488464, total_loss = 7.896199 \n", + " total_bbox = 361512, rewritten_bbox = 0.276063 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.452965), count: 20, class_loss = 5.782963, iou_loss = 2.027126, total_loss = 7.810089 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.591564), count: 28, class_loss = 12.319335, iou_loss = 13.108150, total_loss = 25.427485 \n", + " total_bbox = 361560, rewritten_bbox = 0.276579 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.469543), count: 24, class_loss = 8.191602, iou_loss = 2.787347, total_loss = 10.978949 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.606306), count: 26, class_loss = 10.093807, iou_loss = 5.963490, total_loss = 16.057297 \n", + " total_bbox = 361610, rewritten_bbox = 0.276541 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.565816), count: 13, class_loss = 3.837990, iou_loss = 1.371957, total_loss = 5.209946 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.588756), count: 12, class_loss = 4.690883, iou_loss = 2.376557, total_loss = 7.067440 \n", + " total_bbox = 361635, rewritten_bbox = 0.276522 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.407588), count: 23, class_loss = 10.188552, iou_loss = 1.979267, total_loss = 12.167819 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.556709), count: 25, class_loss = 11.472890, iou_loss = 5.889110, total_loss = 17.362000 \n", + " total_bbox = 361683, rewritten_bbox = 0.276485 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.538730), count: 27, class_loss = 5.960154, iou_loss = 3.526759, total_loss = 9.486913 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.668601), count: 28, class_loss = 8.193153, iou_loss = 7.143888, total_loss = 15.337041 \n", + " total_bbox = 361738, rewritten_bbox = 0.276443 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.461805), count: 10, class_loss = 4.882618, iou_loss = 1.257473, total_loss = 6.140091 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.541640), count: 12, class_loss = 6.369105, iou_loss = 5.655918, total_loss = 12.025023 \n", + " total_bbox = 361760, rewritten_bbox = 0.276426 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.549312), count: 20, class_loss = 6.421938, iou_loss = 3.229120, total_loss = 9.651058 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.625857), count: 27, class_loss = 11.034623, iou_loss = 12.388276, total_loss = 23.422899 \n", + " total_bbox = 361807, rewritten_bbox = 0.276390 % \n", + "\n", + " (next mAP calculation at 1000 iterations) \u001b[H\u001b[J387/6000: loss=7.7 hours left=1.1\u0007\n", + " 387: 7.700960, 7.622222 avg loss, 0.000059 rate, 0.648455 seconds, 18576 images, 1.126442 hours left\n", + "Loaded: 0.000056 seconds\n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.492172), count: 25, class_loss = 7.169165, iou_loss = 3.038922, total_loss = 10.208087 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.562470), count: 27, class_loss = 10.100052, iou_loss = 7.085453, total_loss = 17.185505 \n", + " total_bbox = 361859, rewritten_bbox = 0.276351 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.530497), count: 14, class_loss = 4.298277, iou_loss = 1.612284, total_loss = 5.910561 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.607494), count: 18, class_loss = 7.681818, iou_loss = 5.695134, total_loss = 13.376952 \n", + " total_bbox = 361891, rewritten_bbox = 0.276326 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.467778), count: 16, class_loss = 4.975329, iou_loss = 1.397058, total_loss = 6.372387 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.633652), count: 20, class_loss = 8.789880, iou_loss = 5.892408, total_loss = 14.682288 \n", + " total_bbox = 361927, rewritten_bbox = 0.276299 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.477066), count: 19, class_loss = 3.561126, iou_loss = 2.093398, total_loss = 5.654524 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.607038), count: 23, class_loss = 8.207517, iou_loss = 9.154546, total_loss = 17.362062 \n", + " total_bbox = 361969, rewritten_bbox = 0.276543 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.534169), count: 16, class_loss = 3.905146, iou_loss = 2.976062, total_loss = 6.881208 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.661286), count: 15, class_loss = 5.258482, iou_loss = 3.539976, total_loss = 8.798457 \n", + " total_bbox = 362000, rewritten_bbox = 0.276519 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.453164), count: 21, class_loss = 6.772317, iou_loss = 2.458248, total_loss = 9.230565 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.596067), count: 27, class_loss = 12.146705, iou_loss = 11.541675, total_loss = 23.688379 \n", + " total_bbox = 362048, rewritten_bbox = 0.276483 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.515531), count: 16, class_loss = 5.244002, iou_loss = 2.348940, total_loss = 7.592942 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.613463), count: 22, class_loss = 9.521168, iou_loss = 8.511337, total_loss = 18.032505 \n", + " total_bbox = 362086, rewritten_bbox = 0.276454 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.570151), count: 13, class_loss = 4.934945, iou_loss = 2.526915, total_loss = 7.461859 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.601098), count: 27, class_loss = 13.140455, iou_loss = 12.328005, total_loss = 25.468460 \n", + " total_bbox = 362125, rewritten_bbox = 0.276424 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.447860), count: 20, class_loss = 6.411424, iou_loss = 1.856470, total_loss = 8.267894 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.511369), count: 26, class_loss = 10.920875, iou_loss = 7.262088, total_loss = 18.182962 \n", + " total_bbox = 362171, rewritten_bbox = 0.276389 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.417457), count: 20, class_loss = 8.672292, iou_loss = 1.644459, total_loss = 10.316751 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.591551), count: 21, class_loss = 9.890210, iou_loss = 5.285207, total_loss = 15.175417 \n", + " total_bbox = 362212, rewritten_bbox = 0.276358 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.552589), count: 20, class_loss = 7.844537, iou_loss = 3.187781, total_loss = 11.032318 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.630626), count: 21, class_loss = 10.304350, iou_loss = 5.109361, total_loss = 15.413711 \n", + " total_bbox = 362253, rewritten_bbox = 0.276326 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.529879), count: 13, class_loss = 4.860357, iou_loss = 2.177443, total_loss = 7.037800 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.595896), count: 31, class_loss = 14.077479, iou_loss = 12.702811, total_loss = 26.780291 \n", + " total_bbox = 362297, rewritten_bbox = 0.276293 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.480223), count: 16, class_loss = 7.915984, iou_loss = 2.179245, total_loss = 10.095228 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.556085), count: 15, class_loss = 7.823282, iou_loss = 4.917219, total_loss = 12.740501 \n", + " total_bbox = 362328, rewritten_bbox = 0.276269 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.480145), count: 13, class_loss = 3.208193, iou_loss = 1.385546, total_loss = 4.593739 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.564267), count: 17, class_loss = 6.553721, iou_loss = 3.753126, total_loss = 10.306848 \n", + " total_bbox = 362358, rewritten_bbox = 0.276246 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.539169), count: 22, class_loss = 5.318541, iou_loss = 3.972073, total_loss = 9.290613 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.669247), count: 23, class_loss = 6.859632, iou_loss = 6.122671, total_loss = 12.982303 \n", + " total_bbox = 362403, rewritten_bbox = 0.276212 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.437819), count: 19, class_loss = 5.146071, iou_loss = 1.546700, total_loss = 6.692771 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.583180), count: 22, class_loss = 8.121519, iou_loss = 8.553631, total_loss = 16.675150 \n", + " total_bbox = 362444, rewritten_bbox = 0.276181 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.415226), count: 6, class_loss = 2.308981, iou_loss = 0.442546, total_loss = 2.751527 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.516967), count: 6, class_loss = 3.062952, iou_loss = 0.814606, total_loss = 3.877558 \n", + " total_bbox = 362456, rewritten_bbox = 0.276171 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.501471), count: 12, class_loss = 5.237318, iou_loss = 1.210462, total_loss = 6.447780 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.568583), count: 20, class_loss = 9.751355, iou_loss = 10.133777, total_loss = 19.885132 \n", + " total_bbox = 362488, rewritten_bbox = 0.276423 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.544628), count: 15, class_loss = 4.333725, iou_loss = 2.135713, total_loss = 6.469438 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.600430), count: 18, class_loss = 6.943360, iou_loss = 5.868307, total_loss = 12.811667 \n", + " total_bbox = 362521, rewritten_bbox = 0.276398 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.438703), count: 8, class_loss = 5.335214, iou_loss = 0.817528, total_loss = 6.152741 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.551550), count: 12, class_loss = 9.394914, iou_loss = 12.089326, total_loss = 21.484240 \n", + " total_bbox = 362541, rewritten_bbox = 0.276383 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.504211), count: 22, class_loss = 4.220388, iou_loss = 2.802191, total_loss = 7.022579 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.654018), count: 26, class_loss = 7.354189, iou_loss = 8.015488, total_loss = 15.369677 \n", + " total_bbox = 362589, rewritten_bbox = 0.276346 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.489482), count: 15, class_loss = 4.108953, iou_loss = 1.596037, total_loss = 5.704990 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.634979), count: 19, class_loss = 8.149544, iou_loss = 11.859806, total_loss = 20.009350 \n", + " total_bbox = 362623, rewritten_bbox = 0.276320 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.476656), count: 16, class_loss = 5.236016, iou_loss = 1.628228, total_loss = 6.864244 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.623871), count: 18, class_loss = 6.976550, iou_loss = 7.410920, total_loss = 14.387470 \n", + " total_bbox = 362657, rewritten_bbox = 0.276294 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.488637), count: 17, class_loss = 3.938018, iou_loss = 2.220692, total_loss = 6.158710 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.573054), count: 22, class_loss = 6.658643, iou_loss = 6.146839, total_loss = 12.805482 \n", + " total_bbox = 362696, rewritten_bbox = 0.276264 % \n", + "\n", + " (next mAP calculation at 1000 iterations) \u001b[H\u001b[J388/6000: loss=6.9 hours left=1.1\u0007\n", + " 388: 6.946077, 7.554607 avg loss, 0.000059 rate, 0.698505 seconds, 18624 images, 1.125289 hours left\n", + "Loaded: 0.000036 seconds\n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.471429), count: 17, class_loss = 4.841480, iou_loss = 1.329610, total_loss = 6.171091 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.539876), count: 17, class_loss = 7.969172, iou_loss = 2.660555, total_loss = 10.629726 \n", + " total_bbox = 362730, rewritten_bbox = 0.276239 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.513504), count: 16, class_loss = 6.376202, iou_loss = 1.940757, total_loss = 8.316959 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.612285), count: 17, class_loss = 7.109579, iou_loss = 6.094866, total_loss = 13.204445 \n", + " total_bbox = 362763, rewritten_bbox = 0.276213 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.466385), count: 26, class_loss = 6.967780, iou_loss = 2.658092, total_loss = 9.625873 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.624086), count: 29, class_loss = 10.564655, iou_loss = 10.396580, total_loss = 20.961235 \n", + " total_bbox = 362818, rewritten_bbox = 0.276172 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.509400), count: 17, class_loss = 3.634050, iou_loss = 2.177075, total_loss = 5.811125 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.622563), count: 22, class_loss = 7.977341, iou_loss = 7.611497, total_loss = 15.588838 \n", + " total_bbox = 362857, rewritten_bbox = 0.276142 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.486111), count: 18, class_loss = 5.960999, iou_loss = 1.927927, total_loss = 7.888926 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.607387), count: 27, class_loss = 11.562337, iou_loss = 16.082489, total_loss = 27.644827 \n", + " total_bbox = 362902, rewritten_bbox = 0.276108 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.537067), count: 24, class_loss = 7.554127, iou_loss = 4.246111, total_loss = 11.800239 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.562803), count: 34, class_loss = 14.379534, iou_loss = 13.577576, total_loss = 27.957109 \n", + " total_bbox = 362960, rewritten_bbox = 0.276339 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.523799), count: 19, class_loss = 4.758302, iou_loss = 2.784354, total_loss = 7.542656 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.638527), count: 22, class_loss = 8.138994, iou_loss = 6.563396, total_loss = 14.702390 \n", + " total_bbox = 363001, rewritten_bbox = 0.276308 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.409636), count: 19, class_loss = 5.504990, iou_loss = 2.252383, total_loss = 7.757373 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.565932), count: 24, class_loss = 8.628900, iou_loss = 6.077056, total_loss = 14.705956 \n", + " total_bbox = 363044, rewritten_bbox = 0.276275 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.495700), count: 24, class_loss = 5.419248, iou_loss = 3.582286, total_loss = 9.001534 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.629840), count: 31, class_loss = 10.932787, iou_loss = 10.877996, total_loss = 21.810783 \n", + " total_bbox = 363099, rewritten_bbox = 0.276509 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.420781), count: 20, class_loss = 5.697805, iou_loss = 1.651451, total_loss = 7.349257 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.610671), count: 27, class_loss = 10.838312, iou_loss = 10.973522, total_loss = 21.811834 \n", + " total_bbox = 363145, rewritten_bbox = 0.276474 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.552781), count: 10, class_loss = 3.245135, iou_loss = 1.754103, total_loss = 4.999238 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.564020), count: 16, class_loss = 6.298166, iou_loss = 4.698048, total_loss = 10.996214 \n", + " total_bbox = 363171, rewritten_bbox = 0.276454 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.507622), count: 18, class_loss = 4.721126, iou_loss = 2.173668, total_loss = 6.894794 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.597017), count: 21, class_loss = 6.576318, iou_loss = 5.758599, total_loss = 12.334917 \n", + " total_bbox = 363210, rewritten_bbox = 0.276699 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.503658), count: 28, class_loss = 9.327551, iou_loss = 3.618623, total_loss = 12.946174 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.573628), count: 33, class_loss = 15.099922, iou_loss = 11.451479, total_loss = 26.551401 \n", + " total_bbox = 363271, rewritten_bbox = 0.276653 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.398777), count: 15, class_loss = 6.216286, iou_loss = 1.065051, total_loss = 7.281337 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.600902), count: 15, class_loss = 7.566449, iou_loss = 4.442624, total_loss = 12.009073 \n", + " total_bbox = 363301, rewritten_bbox = 0.276630 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.482396), count: 14, class_loss = 7.381978, iou_loss = 1.237453, total_loss = 8.619431 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.593773), count: 13, class_loss = 6.171016, iou_loss = 3.037477, total_loss = 9.208492 \n", + " total_bbox = 363328, rewritten_bbox = 0.276610 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.499086), count: 14, class_loss = 4.023279, iou_loss = 2.230121, total_loss = 6.253400 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.651081), count: 13, class_loss = 4.815912, iou_loss = 3.045689, total_loss = 7.861601 \n", + " total_bbox = 363355, rewritten_bbox = 0.276589 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.501888), count: 22, class_loss = 6.084477, iou_loss = 3.910565, total_loss = 9.995043 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.618264), count: 20, class_loss = 4.958716, iou_loss = 4.829874, total_loss = 9.788589 \n", + " total_bbox = 363397, rewritten_bbox = 0.276557 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.482332), count: 21, class_loss = 9.042768, iou_loss = 2.586877, total_loss = 11.629645 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.564602), count: 31, class_loss = 15.194542, iou_loss = 12.967081, total_loss = 28.161623 \n", + " total_bbox = 363449, rewritten_bbox = 0.276517 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.418914), count: 20, class_loss = 9.104486, iou_loss = 2.054080, total_loss = 11.158566 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.583609), count: 19, class_loss = 7.792974, iou_loss = 4.328452, total_loss = 12.121427 \n", + " total_bbox = 363488, rewritten_bbox = 0.276488 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.454023), count: 20, class_loss = 6.303729, iou_loss = 1.989772, total_loss = 8.293501 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.631847), count: 21, class_loss = 7.751273, iou_loss = 6.146601, total_loss = 13.897874 \n", + " total_bbox = 363529, rewritten_bbox = 0.276457 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.517165), count: 29, class_loss = 8.804315, iou_loss = 4.444925, total_loss = 13.249240 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.613637), count: 33, class_loss = 13.258302, iou_loss = 11.451459, total_loss = 24.709761 \n", + " total_bbox = 363591, rewritten_bbox = 0.276409 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.539303), count: 22, class_loss = 5.798393, iou_loss = 3.814215, total_loss = 9.612608 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.602666), count: 27, class_loss = 9.522522, iou_loss = 9.997063, total_loss = 19.519585 \n", + " total_bbox = 363640, rewritten_bbox = 0.276372 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.539957), count: 21, class_loss = 5.955537, iou_loss = 3.161432, total_loss = 9.116969 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.612539), count: 27, class_loss = 10.339232, iou_loss = 12.012902, total_loss = 22.352135 \n", + " total_bbox = 363688, rewritten_bbox = 0.276336 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.561384), count: 16, class_loss = 3.763375, iou_loss = 2.873224, total_loss = 6.636598 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.633715), count: 23, class_loss = 8.243124, iou_loss = 8.763706, total_loss = 17.006830 \n", + " total_bbox = 363727, rewritten_bbox = 0.276306 % \n", + "\n", + " (next mAP calculation at 1000 iterations) \u001b[H\u001b[J389/6000: loss=7.7 hours left=1.1\u0007\n", + " 389: 7.686226, 7.567769 avg loss, 0.000060 rate, 0.723013 seconds, 18672 images, 1.124926 hours left\n", + "Loaded: 0.000034 seconds\n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.557418), count: 14, class_loss = 4.288060, iou_loss = 2.067367, total_loss = 6.355427 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.610757), count: 19, class_loss = 6.897900, iou_loss = 10.335348, total_loss = 17.233248 \n", + " total_bbox = 363760, rewritten_bbox = 0.276281 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.473041), count: 16, class_loss = 5.935250, iou_loss = 1.619494, total_loss = 7.554744 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.537523), count: 26, class_loss = 12.083089, iou_loss = 8.592387, total_loss = 20.675476 \n", + " total_bbox = 363802, rewritten_bbox = 0.276249 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.520283), count: 19, class_loss = 3.228308, iou_loss = 2.517468, total_loss = 5.745776 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.604561), count: 23, class_loss = 7.812291, iou_loss = 7.558248, total_loss = 15.370539 \n", + " total_bbox = 363844, rewritten_bbox = 0.276217 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.487728), count: 11, class_loss = 4.196987, iou_loss = 1.651651, total_loss = 5.848638 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.544138), count: 25, class_loss = 11.845767, iou_loss = 10.834010, total_loss = 22.679777 \n", + " total_bbox = 363880, rewritten_bbox = 0.276190 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.512982), count: 16, class_loss = 5.164297, iou_loss = 2.010884, total_loss = 7.175180 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.604485), count: 18, class_loss = 7.860504, iou_loss = 7.678364, total_loss = 15.538868 \n", + " total_bbox = 363914, rewritten_bbox = 0.276164 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.510373), count: 23, class_loss = 5.932487, iou_loss = 3.270477, total_loss = 9.202964 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.605714), count: 29, class_loss = 11.529572, iou_loss = 9.027606, total_loss = 20.557178 \n", + " total_bbox = 363966, rewritten_bbox = 0.276125 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.504091), count: 13, class_loss = 3.535117, iou_loss = 1.892105, total_loss = 5.427223 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.658478), count: 12, class_loss = 2.861868, iou_loss = 2.886457, total_loss = 5.748324 \n", + " total_bbox = 363991, rewritten_bbox = 0.276106 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.426330), count: 14, class_loss = 5.014781, iou_loss = 1.070720, total_loss = 6.085501 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.562887), count: 18, class_loss = 8.071561, iou_loss = 9.830888, total_loss = 17.902449 \n", + " total_bbox = 364023, rewritten_bbox = 0.276081 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.535081), count: 22, class_loss = 5.644863, iou_loss = 3.405172, total_loss = 9.050035 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.691168), count: 23, class_loss = 7.965487, iou_loss = 8.063662, total_loss = 16.029148 \n", + " total_bbox = 364068, rewritten_bbox = 0.276047 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.532120), count: 19, class_loss = 6.810983, iou_loss = 2.790640, total_loss = 9.601623 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.595174), count: 26, class_loss = 11.682564, iou_loss = 12.142162, total_loss = 23.824726 \n", + " total_bbox = 364113, rewritten_bbox = 0.276013 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.485288), count: 14, class_loss = 5.188013, iou_loss = 1.694011, total_loss = 6.882024 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.550808), count: 17, class_loss = 7.608353, iou_loss = 5.909941, total_loss = 13.518293 \n", + " total_bbox = 364144, rewritten_bbox = 0.275990 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.529200), count: 11, class_loss = 3.950657, iou_loss = 1.332378, total_loss = 5.283035 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.554035), count: 20, class_loss = 7.672782, iou_loss = 5.750564, total_loss = 13.423346 \n", + " total_bbox = 364175, rewritten_bbox = 0.275966 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.524356), count: 15, class_loss = 4.605216, iou_loss = 2.285977, total_loss = 6.891193 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.550267), count: 20, class_loss = 9.592969, iou_loss = 6.638576, total_loss = 16.231544 \n", + " total_bbox = 364210, rewritten_bbox = 0.275940 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.447913), count: 16, class_loss = 4.732453, iou_loss = 1.416034, total_loss = 6.148487 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.600735), count: 17, class_loss = 6.707181, iou_loss = 6.094068, total_loss = 12.801250 \n", + " total_bbox = 364243, rewritten_bbox = 0.275915 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.431214), count: 9, class_loss = 3.211633, iou_loss = 0.757426, total_loss = 3.969059 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.584501), count: 9, class_loss = 3.934453, iou_loss = 2.864794, total_loss = 6.799247 \n", + " total_bbox = 364261, rewritten_bbox = 0.275901 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.530485), count: 13, class_loss = 3.958451, iou_loss = 1.561268, total_loss = 5.519719 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.600030), count: 21, class_loss = 8.635073, iou_loss = 6.764435, total_loss = 15.399508 \n", + " total_bbox = 364295, rewritten_bbox = 0.275875 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.510942), count: 13, class_loss = 3.412912, iou_loss = 1.848732, total_loss = 5.261644 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.589685), count: 27, class_loss = 12.201741, iou_loss = 12.759057, total_loss = 24.960798 \n", + " total_bbox = 364335, rewritten_bbox = 0.275845 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.494609), count: 18, class_loss = 3.249388, iou_loss = 2.242131, total_loss = 5.491519 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.597547), count: 23, class_loss = 8.061626, iou_loss = 6.223481, total_loss = 14.285108 \n", + " total_bbox = 364376, rewritten_bbox = 0.275814 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.503082), count: 18, class_loss = 6.069255, iou_loss = 2.526381, total_loss = 8.595636 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.554464), count: 20, class_loss = 9.320424, iou_loss = 5.477598, total_loss = 14.798022 \n", + " total_bbox = 364414, rewritten_bbox = 0.275785 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.460921), count: 10, class_loss = 3.771947, iou_loss = 1.119176, total_loss = 4.891123 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.652945), count: 10, class_loss = 4.532957, iou_loss = 3.220883, total_loss = 7.753840 \n", + " total_bbox = 364434, rewritten_bbox = 0.275770 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.381227), count: 12, class_loss = 3.133312, iou_loss = 1.299226, total_loss = 4.432538 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.528253), count: 17, class_loss = 7.499730, iou_loss = 11.899175, total_loss = 19.398905 \n", + " total_bbox = 364463, rewritten_bbox = 0.275748 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.457720), count: 16, class_loss = 4.216728, iou_loss = 1.640232, total_loss = 5.856960 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.604479), count: 23, class_loss = 8.488596, iou_loss = 8.535295, total_loss = 17.023891 \n", + " total_bbox = 364502, rewritten_bbox = 0.275719 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.460548), count: 16, class_loss = 5.890925, iou_loss = 1.640146, total_loss = 7.531071 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.645648), count: 17, class_loss = 7.511800, iou_loss = 5.177284, total_loss = 12.689084 \n", + " total_bbox = 364535, rewritten_bbox = 0.275694 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.471172), count: 17, class_loss = 5.735415, iou_loss = 1.950146, total_loss = 7.685561 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.547288), count: 23, class_loss = 10.107976, iou_loss = 10.612786, total_loss = 20.720762 \n", + " total_bbox = 364575, rewritten_bbox = 0.275663 % \n", + "\n", + " (next mAP calculation at 1000 iterations) \u001b[H\u001b[J390/6000: loss=6.5 hours left=1.1\u0007\n", + " 390: 6.502842, 7.461277 avg loss, 0.000060 rate, 0.658112 seconds, 18720 images, 1.124946 hours left\n", "Loaded: 0.000040 seconds\n", - "\n", - " (next mAP calculation at 5200 iterations) \n", - " Last accuracy mAP@0.5 = 88.94 %, best = 90.42 % \n", - " 5158: 0.951706, 1.014720 avg loss, 0.000261 rate, 0.468942 seconds, 247584 images, 0.128784 hours left\n", - "Loaded: 0.000080 seconds\n", - "\n", - " (next mAP calculation at 5200 iterations) \n", - " Last accuracy mAP@0.5 = 88.94 %, best = 90.42 % \n", - " 5159: 0.727350, 0.985983 avg loss, 0.000261 rate, 0.494752 seconds, 247632 images, 0.128593 hours left\n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.398242), count: 9, class_loss = 4.847425, iou_loss = 0.546340, total_loss = 5.393766 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.555377), count: 11, class_loss = 6.449879, iou_loss = 2.789082, total_loss = 9.238961 \n", + " total_bbox = 364595, rewritten_bbox = 0.275648 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.494021), count: 26, class_loss = 6.616865, iou_loss = 3.298719, total_loss = 9.915584 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.624193), count: 28, class_loss = 10.684247, iou_loss = 11.835132, total_loss = 22.519379 \n", + " total_bbox = 364649, rewritten_bbox = 0.276156 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.402978), count: 22, class_loss = 8.152628, iou_loss = 1.921423, total_loss = 10.074051 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.530464), count: 24, class_loss = 10.674520, iou_loss = 3.608570, total_loss = 14.283090 \n", + " total_bbox = 364695, rewritten_bbox = 0.276121 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.475462), count: 21, class_loss = 7.062501, iou_loss = 2.021005, total_loss = 9.083506 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.560735), count: 21, class_loss = 9.903823, iou_loss = 5.215801, total_loss = 15.119624 \n", + " total_bbox = 364737, rewritten_bbox = 0.276089 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.376524), count: 18, class_loss = 4.429281, iou_loss = 1.327221, total_loss = 5.756502 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.545912), count: 25, class_loss = 10.356634, iou_loss = 8.747686, total_loss = 19.104321 \n", + " total_bbox = 364780, rewritten_bbox = 0.276057 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.497757), count: 22, class_loss = 9.165151, iou_loss = 3.113841, total_loss = 12.278992 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.602201), count: 19, class_loss = 9.517599, iou_loss = 3.766718, total_loss = 13.284317 \n", + " total_bbox = 364821, rewritten_bbox = 0.276026 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.479170), count: 24, class_loss = 7.378716, iou_loss = 2.929366, total_loss = 10.308082 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.572693), count: 36, class_loss = 17.082726, iou_loss = 22.314621, total_loss = 39.397346 \n", + " total_bbox = 364881, rewritten_bbox = 0.276254 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.523366), count: 14, class_loss = 6.391889, iou_loss = 1.609906, total_loss = 8.001795 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.607126), count: 18, class_loss = 8.801800, iou_loss = 6.531341, total_loss = 15.333140 \n", + " total_bbox = 364913, rewritten_bbox = 0.276230 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.390312), count: 14, class_loss = 5.543415, iou_loss = 0.742951, total_loss = 6.286366 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.577872), count: 16, class_loss = 7.037749, iou_loss = 4.633715, total_loss = 11.671464 \n", + " total_bbox = 364943, rewritten_bbox = 0.276208 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.514316), count: 15, class_loss = 6.946781, iou_loss = 2.153687, total_loss = 9.100468 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.637045), count: 16, class_loss = 8.122937, iou_loss = 4.104991, total_loss = 12.227928 \n", + " total_bbox = 364974, rewritten_bbox = 0.276184 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.450328), count: 20, class_loss = 7.846820, iou_loss = 2.336176, total_loss = 10.182997 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.550895), count: 23, class_loss = 10.956908, iou_loss = 7.444898, total_loss = 18.401806 \n", + " total_bbox = 365017, rewritten_bbox = 0.276152 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.478306), count: 7, class_loss = 3.417394, iou_loss = 0.673822, total_loss = 4.091216 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.654244), count: 15, class_loss = 6.254588, iou_loss = 6.627081, total_loss = 12.881669 \n", + " total_bbox = 365039, rewritten_bbox = 0.276135 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.490190), count: 16, class_loss = 7.116091, iou_loss = 1.951627, total_loss = 9.067719 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.622934), count: 17, class_loss = 6.489027, iou_loss = 6.202981, total_loss = 12.692008 \n", + " total_bbox = 365072, rewritten_bbox = 0.276110 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.481050), count: 11, class_loss = 4.456988, iou_loss = 1.596975, total_loss = 6.053963 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.553683), count: 12, class_loss = 5.540497, iou_loss = 3.621245, total_loss = 9.161742 \n", + " total_bbox = 365095, rewritten_bbox = 0.276366 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.476666), count: 18, class_loss = 5.803700, iou_loss = 2.580799, total_loss = 8.384500 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.657512), count: 23, class_loss = 8.803913, iou_loss = 7.729963, total_loss = 16.533876 \n", + " total_bbox = 365136, rewritten_bbox = 0.276335 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.458073), count: 17, class_loss = 6.541083, iou_loss = 1.936787, total_loss = 8.477870 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.582909), count: 18, class_loss = 8.195261, iou_loss = 5.944841, total_loss = 14.140102 \n", + " total_bbox = 365171, rewritten_bbox = 0.276309 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.542530), count: 16, class_loss = 4.066836, iou_loss = 2.277732, total_loss = 6.344568 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.620186), count: 17, class_loss = 6.847026, iou_loss = 8.774282, total_loss = 15.621308 \n", + " total_bbox = 365204, rewritten_bbox = 0.276284 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.425587), count: 27, class_loss = 9.047914, iou_loss = 3.125761, total_loss = 12.173675 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.552946), count: 32, class_loss = 14.708244, iou_loss = 8.756367, total_loss = 23.464611 \n", + " total_bbox = 365263, rewritten_bbox = 0.276513 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.446646), count: 14, class_loss = 4.742971, iou_loss = 1.051003, total_loss = 5.793974 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.591859), count: 13, class_loss = 5.688139, iou_loss = 5.944284, total_loss = 11.632423 \n", + " total_bbox = 365289, rewritten_bbox = 0.276493 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.493113), count: 18, class_loss = 7.695986, iou_loss = 2.380227, total_loss = 10.076213 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.595935), count: 24, class_loss = 11.558751, iou_loss = 9.189837, total_loss = 20.748589 \n", + " total_bbox = 365331, rewritten_bbox = 0.276462 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.427918), count: 10, class_loss = 5.614244, iou_loss = 0.959508, total_loss = 6.573753 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.664192), count: 13, class_loss = 7.216349, iou_loss = 5.896703, total_loss = 13.113052 \n", + " total_bbox = 365354, rewritten_bbox = 0.276444 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.448921), count: 20, class_loss = 5.807242, iou_loss = 2.031404, total_loss = 7.838646 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.610998), count: 23, class_loss = 8.414224, iou_loss = 5.280802, total_loss = 13.695025 \n", + " total_bbox = 365397, rewritten_bbox = 0.276412 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.495749), count: 15, class_loss = 4.542964, iou_loss = 2.149446, total_loss = 6.692410 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.522101), count: 20, class_loss = 10.027184, iou_loss = 7.874333, total_loss = 17.901518 \n", + " total_bbox = 365432, rewritten_bbox = 0.276385 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.458593), count: 25, class_loss = 10.532310, iou_loss = 2.794874, total_loss = 13.327185 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.581274), count: 34, class_loss = 17.607807, iou_loss = 10.876904, total_loss = 28.484711 \n", + " total_bbox = 365491, rewritten_bbox = 0.276341 % \n", + "\n", + " (next mAP calculation at 1000 iterations) \u001b[H\u001b[J391/6000: loss=7.9 hours left=1.1\u0007\n", + " 391: 7.947947, 7.509943 avg loss, 0.000061 rate, 0.656710 seconds, 18768 images, 1.123953 hours left\n", + "Loaded: 0.000039 seconds\n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.575374), count: 19, class_loss = 5.144963, iou_loss = 3.230167, total_loss = 8.375130 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.575771), count: 26, class_loss = 9.898949, iou_loss = 7.452650, total_loss = 17.351599 \n", + " total_bbox = 365536, rewritten_bbox = 0.276307 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.460294), count: 22, class_loss = 5.512454, iou_loss = 2.489725, total_loss = 8.002178 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.598206), count: 31, class_loss = 12.712653, iou_loss = 10.985074, total_loss = 23.697727 \n", + " total_bbox = 365589, rewritten_bbox = 0.276267 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.495156), count: 19, class_loss = 6.636808, iou_loss = 2.537681, total_loss = 9.174489 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.629658), count: 22, class_loss = 10.768161, iou_loss = 8.895226, total_loss = 19.663387 \n", + " total_bbox = 365630, rewritten_bbox = 0.276236 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.540547), count: 20, class_loss = 6.422340, iou_loss = 2.715393, total_loss = 9.137733 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.621500), count: 23, class_loss = 9.672946, iou_loss = 8.126876, total_loss = 17.799822 \n", + " total_bbox = 365673, rewritten_bbox = 0.276203 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.518418), count: 18, class_loss = 4.037622, iou_loss = 2.197697, total_loss = 6.235319 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.588440), count: 20, class_loss = 7.506664, iou_loss = 6.510258, total_loss = 14.016922 \n", + " total_bbox = 365711, rewritten_bbox = 0.276174 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.475851), count: 18, class_loss = 4.491590, iou_loss = 2.326334, total_loss = 6.817925 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.592141), count: 23, class_loss = 9.721582, iou_loss = 6.441347, total_loss = 16.162930 \n", + " total_bbox = 365752, rewritten_bbox = 0.276143 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.467068), count: 16, class_loss = 3.431630, iou_loss = 1.437266, total_loss = 4.868896 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.619675), count: 18, class_loss = 6.158963, iou_loss = 5.766353, total_loss = 11.925316 \n", + " total_bbox = 365786, rewritten_bbox = 0.276118 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.587055), count: 22, class_loss = 4.718900, iou_loss = 3.766357, total_loss = 8.485257 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.684251), count: 27, class_loss = 8.167077, iou_loss = 10.986451, total_loss = 19.153528 \n", + " total_bbox = 365835, rewritten_bbox = 0.276081 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.507710), count: 24, class_loss = 6.994989, iou_loss = 2.950892, total_loss = 9.945881 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.565235), count: 30, class_loss = 12.018309, iou_loss = 7.867813, total_loss = 19.886122 \n", + " total_bbox = 365889, rewritten_bbox = 0.276040 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.450725), count: 22, class_loss = 7.282933, iou_loss = 3.066527, total_loss = 10.349461 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.603658), count: 29, class_loss = 12.419920, iou_loss = 10.895483, total_loss = 23.315403 \n", + " total_bbox = 365940, rewritten_bbox = 0.276002 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.468918), count: 20, class_loss = 5.781338, iou_loss = 1.811706, total_loss = 7.593044 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.697327), count: 15, class_loss = 3.629656, iou_loss = 3.886235, total_loss = 7.515891 \n", + " total_bbox = 365975, rewritten_bbox = 0.275975 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.491168), count: 11, class_loss = 5.713499, iou_loss = 1.358729, total_loss = 7.072227 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.460690), count: 18, class_loss = 9.378301, iou_loss = 4.579782, total_loss = 13.958083 \n", + " total_bbox = 366004, rewritten_bbox = 0.275953 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.470752), count: 8, class_loss = 4.292770, iou_loss = 0.689023, total_loss = 4.981793 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.613479), count: 10, class_loss = 5.314808, iou_loss = 5.516499, total_loss = 10.831306 \n", + " total_bbox = 366022, rewritten_bbox = 0.275940 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.478563), count: 9, class_loss = 6.545919, iou_loss = 0.842595, total_loss = 7.388514 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.501763), count: 6, class_loss = 3.956158, iou_loss = 0.664850, total_loss = 4.621008 \n", + " total_bbox = 366037, rewritten_bbox = 0.275928 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.531539), count: 14, class_loss = 4.546765, iou_loss = 1.652269, total_loss = 6.199034 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.614586), count: 15, class_loss = 6.056130, iou_loss = 3.685301, total_loss = 9.741431 \n", + " total_bbox = 366066, rewritten_bbox = 0.275907 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.478192), count: 18, class_loss = 4.554699, iou_loss = 1.849148, total_loss = 6.403847 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.597453), count: 17, class_loss = 5.876154, iou_loss = 5.249502, total_loss = 11.125656 \n", + " total_bbox = 366101, rewritten_bbox = 0.275880 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.547310), count: 20, class_loss = 5.157834, iou_loss = 3.921252, total_loss = 9.079085 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.632594), count: 21, class_loss = 7.258520, iou_loss = 7.923687, total_loss = 15.182206 \n", + " total_bbox = 366142, rewritten_bbox = 0.275849 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.509659), count: 16, class_loss = 5.492746, iou_loss = 1.959980, total_loss = 7.452726 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.581134), count: 20, class_loss = 9.693169, iou_loss = 7.880493, total_loss = 17.573662 \n", + " total_bbox = 366178, rewritten_bbox = 0.275822 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.499737), count: 15, class_loss = 5.619738, iou_loss = 2.354939, total_loss = 7.974677 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.535414), count: 14, class_loss = 5.812376, iou_loss = 4.584992, total_loss = 10.397367 \n", + " total_bbox = 366207, rewritten_bbox = 0.275800 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.613533), count: 11, class_loss = 4.101647, iou_loss = 1.991556, total_loss = 6.093203 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.518374), count: 24, class_loss = 10.917310, iou_loss = 9.991170, total_loss = 20.908480 \n", + " total_bbox = 366242, rewritten_bbox = 0.275774 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.460472), count: 10, class_loss = 3.069873, iou_loss = 0.859326, total_loss = 3.929199 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.645990), count: 12, class_loss = 5.878461, iou_loss = 6.505084, total_loss = 12.383545 \n", + " total_bbox = 366264, rewritten_bbox = 0.275757 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.505688), count: 20, class_loss = 7.608027, iou_loss = 2.352729, total_loss = 9.960756 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.584317), count: 21, class_loss = 8.439106, iou_loss = 6.027330, total_loss = 14.466436 \n", + " total_bbox = 366305, rewritten_bbox = 0.275726 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.453030), count: 10, class_loss = 4.189745, iou_loss = 0.837712, total_loss = 5.027457 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.709625), count: 10, class_loss = 3.676115, iou_loss = 3.090223, total_loss = 6.766338 \n", + " total_bbox = 366325, rewritten_bbox = 0.275711 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.489184), count: 16, class_loss = 5.089904, iou_loss = 2.235470, total_loss = 7.325374 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.594011), count: 17, class_loss = 7.605145, iou_loss = 5.424618, total_loss = 13.029763 \n", + " total_bbox = 366358, rewritten_bbox = 0.275687 % \n", + "\n", + " (next mAP calculation at 1000 iterations) \u001b[H\u001b[J392/6000: loss=6.7 hours left=1.1\u0007\n", + " 392: 6.661041, 7.425053 avg loss, 0.000062 rate, 0.662739 seconds, 18816 images, 1.122946 hours left\n", + "Loaded: 0.000034 seconds\n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.474805), count: 19, class_loss = 5.964584, iou_loss = 1.879136, total_loss = 7.843719 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.625737), count: 17, class_loss = 6.321922, iou_loss = 5.044957, total_loss = 11.366879 \n", + " total_bbox = 366394, rewritten_bbox = 0.275660 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.479978), count: 21, class_loss = 5.780813, iou_loss = 2.235460, total_loss = 8.016273 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.566943), count: 25, class_loss = 10.863684, iou_loss = 5.662973, total_loss = 16.526657 \n", + " total_bbox = 366440, rewritten_bbox = 0.275625 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.477739), count: 15, class_loss = 5.168791, iou_loss = 2.099783, total_loss = 7.268574 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.626781), count: 18, class_loss = 7.016548, iou_loss = 5.578820, total_loss = 12.595367 \n", + " total_bbox = 366473, rewritten_bbox = 0.275600 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.481681), count: 23, class_loss = 6.244108, iou_loss = 2.944266, total_loss = 9.188374 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.611370), count: 26, class_loss = 10.350153, iou_loss = 6.840698, total_loss = 17.190851 \n", + " total_bbox = 366522, rewritten_bbox = 0.275836 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.479960), count: 19, class_loss = 7.679946, iou_loss = 2.085837, total_loss = 9.765783 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.606497), count: 19, class_loss = 9.205270, iou_loss = 5.538971, total_loss = 14.744241 \n", + " total_bbox = 366560, rewritten_bbox = 0.276080 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.533278), count: 11, class_loss = 4.831147, iou_loss = 1.377524, total_loss = 6.208671 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.654546), count: 13, class_loss = 7.175576, iou_loss = 4.198577, total_loss = 11.374153 \n", + " total_bbox = 366584, rewritten_bbox = 0.276062 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.482195), count: 15, class_loss = 3.526293, iou_loss = 1.843368, total_loss = 5.369661 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.552153), count: 24, class_loss = 8.797061, iou_loss = 10.750196, total_loss = 19.547256 \n", + " total_bbox = 366623, rewritten_bbox = 0.276033 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.469716), count: 22, class_loss = 7.681430, iou_loss = 2.176914, total_loss = 9.858344 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.666236), count: 20, class_loss = 8.316979, iou_loss = 4.831913, total_loss = 13.148892 \n", + " total_bbox = 366665, rewritten_bbox = 0.276001 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.435771), count: 15, class_loss = 5.146719, iou_loss = 1.737800, total_loss = 6.884518 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.487124), count: 16, class_loss = 7.916135, iou_loss = 4.162200, total_loss = 12.078336 \n", + " total_bbox = 366696, rewritten_bbox = 0.275978 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.481321), count: 19, class_loss = 5.324705, iou_loss = 2.942705, total_loss = 8.267409 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.620527), count: 23, class_loss = 7.850122, iou_loss = 8.525778, total_loss = 16.375900 \n", + " total_bbox = 366738, rewritten_bbox = 0.275946 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.519994), count: 12, class_loss = 4.184977, iou_loss = 1.654343, total_loss = 5.839320 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.604329), count: 19, class_loss = 9.857444, iou_loss = 15.903953, total_loss = 25.761396 \n", + " total_bbox = 366769, rewritten_bbox = 0.275923 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.490184), count: 22, class_loss = 5.976304, iou_loss = 2.457828, total_loss = 8.434132 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.630576), count: 28, class_loss = 10.686974, iou_loss = 9.844435, total_loss = 20.531408 \n", + " total_bbox = 366819, rewritten_bbox = 0.275885 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.569144), count: 12, class_loss = 3.880687, iou_loss = 2.121982, total_loss = 6.002668 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.634332), count: 24, class_loss = 10.518241, iou_loss = 13.376227, total_loss = 23.894468 \n", + " total_bbox = 366855, rewritten_bbox = 0.275858 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.482358), count: 7, class_loss = 3.802370, iou_loss = 0.600399, total_loss = 4.402770 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.555578), count: 14, class_loss = 7.857832, iou_loss = 4.861508, total_loss = 12.719340 \n", + " total_bbox = 366876, rewritten_bbox = 0.275843 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.554282), count: 15, class_loss = 4.718923, iou_loss = 2.860819, total_loss = 7.579742 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.580429), count: 19, class_loss = 8.397388, iou_loss = 6.099342, total_loss = 14.496731 \n", + " total_bbox = 366910, rewritten_bbox = 0.275817 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.473904), count: 16, class_loss = 6.333575, iou_loss = 1.722265, total_loss = 8.055840 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.542923), count: 22, class_loss = 11.268701, iou_loss = 6.733357, total_loss = 18.002058 \n", + " total_bbox = 366948, rewritten_bbox = 0.275788 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.404237), count: 24, class_loss = 11.681905, iou_loss = 1.494446, total_loss = 13.176351 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.495980), count: 18, class_loss = 10.396004, iou_loss = 14.525372, total_loss = 24.921375 \n", + " total_bbox = 366990, rewritten_bbox = 0.276029 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.550684), count: 19, class_loss = 4.458044, iou_loss = 2.591921, total_loss = 7.049964 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.695157), count: 20, class_loss = 6.823426, iou_loss = 6.515543, total_loss = 13.338969 \n", + " total_bbox = 367029, rewritten_bbox = 0.276000 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.468635), count: 22, class_loss = 6.525619, iou_loss = 2.390974, total_loss = 8.916593 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.595721), count: 29, class_loss = 12.172018, iou_loss = 9.144585, total_loss = 21.316603 \n", + " total_bbox = 367080, rewritten_bbox = 0.275962 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.413581), count: 9, class_loss = 7.319883, iou_loss = 0.576453, total_loss = 7.896336 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.461350), count: 9, class_loss = 6.974945, iou_loss = 2.337193, total_loss = 9.312138 \n", + " total_bbox = 367098, rewritten_bbox = 0.275948 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.521102), count: 21, class_loss = 7.621755, iou_loss = 3.335205, total_loss = 10.956960 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.549258), count: 27, class_loss = 12.600659, iou_loss = 10.371720, total_loss = 22.972380 \n", + " total_bbox = 367146, rewritten_bbox = 0.275912 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.487605), count: 20, class_loss = 6.608119, iou_loss = 3.002639, total_loss = 9.610758 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.583413), count: 25, class_loss = 9.163310, iou_loss = 7.631616, total_loss = 16.794926 \n", + " total_bbox = 367191, rewritten_bbox = 0.275878 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.505068), count: 20, class_loss = 7.522786, iou_loss = 2.422908, total_loss = 9.945694 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.585888), count: 26, class_loss = 12.313113, iou_loss = 7.507167, total_loss = 19.820280 \n", + " total_bbox = 367237, rewritten_bbox = 0.275844 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.516432), count: 17, class_loss = 3.531215, iou_loss = 2.342625, total_loss = 5.873840 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.606033), count: 21, class_loss = 6.419856, iou_loss = 8.150747, total_loss = 14.570603 \n", + " total_bbox = 367275, rewritten_bbox = 0.275815 % \n", + "\n", + " (next mAP calculation at 1000 iterations) \u001b[H\u001b[J393/6000: loss=7.5 hours left=1.1\u0007\n", + " 393: 7.532330, 7.435781 avg loss, 0.000062 rate, 0.651550 seconds, 18864 images, 1.122042 hours left\n", + "Loaded: 0.000033 seconds\n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.504649), count: 17, class_loss = 5.008757, iou_loss = 2.588721, total_loss = 7.597478 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.552832), count: 32, class_loss = 14.481802, iou_loss = 12.752115, total_loss = 27.233917 \n", + " total_bbox = 367324, rewritten_bbox = 0.275778 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.577257), count: 21, class_loss = 6.330217, iou_loss = 3.164096, total_loss = 9.494313 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.639880), count: 22, class_loss = 5.755357, iou_loss = 7.582767, total_loss = 13.338124 \n", + " total_bbox = 367367, rewritten_bbox = 0.275746 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.438174), count: 21, class_loss = 5.657061, iou_loss = 1.868628, total_loss = 7.525689 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.583121), count: 22, class_loss = 8.048754, iou_loss = 4.492061, total_loss = 12.540814 \n", + " total_bbox = 367410, rewritten_bbox = 0.275714 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.532338), count: 12, class_loss = 6.009342, iou_loss = 2.353205, total_loss = 8.362547 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.489154), count: 14, class_loss = 8.331840, iou_loss = 2.882532, total_loss = 11.214372 \n", + " total_bbox = 367436, rewritten_bbox = 0.275694 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.495916), count: 19, class_loss = 4.695147, iou_loss = 2.181555, total_loss = 6.876702 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.562411), count: 24, class_loss = 9.576896, iou_loss = 11.718020, total_loss = 21.294916 \n", + " total_bbox = 367479, rewritten_bbox = 0.275662 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.463854), count: 14, class_loss = 7.826736, iou_loss = 1.790290, total_loss = 9.617026 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.612845), count: 21, class_loss = 10.052761, iou_loss = 7.290443, total_loss = 17.343204 \n", + " total_bbox = 367514, rewritten_bbox = 0.275636 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.477250), count: 24, class_loss = 8.097676, iou_loss = 3.371914, total_loss = 11.469590 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.583359), count: 30, class_loss = 11.647850, iou_loss = 9.093149, total_loss = 20.740999 \n", + " total_bbox = 367568, rewritten_bbox = 0.275595 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.404682), count: 21, class_loss = 5.095336, iou_loss = 2.362194, total_loss = 7.457530 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.620742), count: 22, class_loss = 8.307804, iou_loss = 9.406591, total_loss = 17.714396 \n", + " total_bbox = 367611, rewritten_bbox = 0.275563 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.470010), count: 22, class_loss = 7.526062, iou_loss = 3.617632, total_loss = 11.143694 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.540625), count: 25, class_loss = 11.870800, iou_loss = 5.021719, total_loss = 16.892519 \n", + " total_bbox = 367658, rewritten_bbox = 0.275800 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.428943), count: 18, class_loss = 7.523121, iou_loss = 1.864126, total_loss = 9.387247 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.581956), count: 26, class_loss = 11.708702, iou_loss = 10.025915, total_loss = 21.734617 \n", + " total_bbox = 367702, rewritten_bbox = 0.275767 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.534475), count: 14, class_loss = 4.896418, iou_loss = 2.124720, total_loss = 7.021137 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.646977), count: 16, class_loss = 6.633889, iou_loss = 5.465560, total_loss = 12.099449 \n", + " total_bbox = 367732, rewritten_bbox = 0.275744 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.489645), count: 17, class_loss = 5.961460, iou_loss = 1.823660, total_loss = 7.785120 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.575055), count: 19, class_loss = 8.453747, iou_loss = 4.043006, total_loss = 12.496753 \n", + " total_bbox = 367768, rewritten_bbox = 0.275717 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.447797), count: 19, class_loss = 8.574245, iou_loss = 1.780468, total_loss = 10.354713 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.551446), count: 17, class_loss = 8.108887, iou_loss = 5.212541, total_loss = 13.321427 \n", + " total_bbox = 367804, rewritten_bbox = 0.275690 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.485464), count: 18, class_loss = 3.793658, iou_loss = 2.107231, total_loss = 5.900890 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.614337), count: 18, class_loss = 5.036267, iou_loss = 3.799426, total_loss = 8.835693 \n", + " total_bbox = 367840, rewritten_bbox = 0.275663 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.471027), count: 16, class_loss = 6.559683, iou_loss = 1.513317, total_loss = 8.073000 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.580065), count: 17, class_loss = 8.513565, iou_loss = 11.367311, total_loss = 19.880877 \n", + " total_bbox = 367873, rewritten_bbox = 0.275639 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.539298), count: 18, class_loss = 4.756021, iou_loss = 2.701433, total_loss = 7.457455 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.645150), count: 20, class_loss = 5.386386, iou_loss = 4.946486, total_loss = 10.332871 \n", + " total_bbox = 367911, rewritten_bbox = 0.275610 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.556929), count: 12, class_loss = 4.175628, iou_loss = 1.764361, total_loss = 5.939989 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.513475), count: 14, class_loss = 6.421393, iou_loss = 2.621791, total_loss = 9.043184 \n", + " total_bbox = 367937, rewritten_bbox = 0.275591 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.467856), count: 24, class_loss = 5.842545, iou_loss = 3.424479, total_loss = 9.267023 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.541189), count: 32, class_loss = 14.255944, iou_loss = 11.227563, total_loss = 25.483507 \n", + " total_bbox = 367993, rewritten_bbox = 0.275549 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.513061), count: 25, class_loss = 8.687403, iou_loss = 3.520866, total_loss = 12.208269 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.571978), count: 28, class_loss = 11.688914, iou_loss = 6.978190, total_loss = 18.667105 \n", + " total_bbox = 368046, rewritten_bbox = 0.275509 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.487970), count: 21, class_loss = 7.894747, iou_loss = 2.575949, total_loss = 10.470696 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.558554), count: 37, class_loss = 17.667686, iou_loss = 11.416021, total_loss = 29.083708 \n", + " total_bbox = 368104, rewritten_bbox = 0.275466 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.422196), count: 12, class_loss = 5.395585, iou_loss = 1.179932, total_loss = 6.575516 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.543290), count: 12, class_loss = 5.414820, iou_loss = 2.623623, total_loss = 8.038443 \n", + " total_bbox = 368128, rewritten_bbox = 0.275448 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.404262), count: 19, class_loss = 6.966029, iou_loss = 1.286023, total_loss = 8.252052 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.601319), count: 15, class_loss = 6.201687, iou_loss = 2.935854, total_loss = 9.137542 \n", + " total_bbox = 368162, rewritten_bbox = 0.275422 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.445269), count: 23, class_loss = 8.548125, iou_loss = 2.482300, total_loss = 11.030425 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.608814), count: 25, class_loss = 11.967520, iou_loss = 6.539547, total_loss = 18.507067 \n", + " total_bbox = 368210, rewritten_bbox = 0.275930 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.474015), count: 25, class_loss = 9.136553, iou_loss = 3.181130, total_loss = 12.317683 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.581030), count: 28, class_loss = 12.039310, iou_loss = 6.890488, total_loss = 18.929798 \n", + " total_bbox = 368263, rewritten_bbox = 0.275890 % \n", + "\n", + " (next mAP calculation at 1000 iterations) \u001b[H\u001b[J394/6000: loss=8.0 hours left=1.1\u0007\n", + " 394: 7.985832, 7.490786 avg loss, 0.000063 rate, 0.647699 seconds, 18912 images, 1.120970 hours left\n", + "Loaded: 0.000053 seconds\n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.480915), count: 19, class_loss = 5.134148, iou_loss = 1.932236, total_loss = 7.066384 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.590264), count: 17, class_loss = 6.260930, iou_loss = 2.602180, total_loss = 8.863111 \n", + " total_bbox = 368299, rewritten_bbox = 0.275863 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.469603), count: 21, class_loss = 7.719788, iou_loss = 2.375798, total_loss = 10.095586 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.584016), count: 20, class_loss = 9.383761, iou_loss = 6.283554, total_loss = 15.667315 \n", + " total_bbox = 368340, rewritten_bbox = 0.275832 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.545266), count: 16, class_loss = 7.152946, iou_loss = 2.118994, total_loss = 9.271940 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.659591), count: 13, class_loss = 5.545691, iou_loss = 3.792307, total_loss = 9.337997 \n", + " total_bbox = 368369, rewritten_bbox = 0.275810 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.425001), count: 16, class_loss = 5.448175, iou_loss = 1.254441, total_loss = 6.702616 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.622770), count: 19, class_loss = 7.258769, iou_loss = 6.318720, total_loss = 13.577489 \n", + " total_bbox = 368404, rewritten_bbox = 0.275784 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.538508), count: 21, class_loss = 7.669703, iou_loss = 3.262875, total_loss = 10.932578 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.501457), count: 20, class_loss = 8.333156, iou_loss = 4.349665, total_loss = 12.682820 \n", + " total_bbox = 368445, rewritten_bbox = 0.275753 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.539942), count: 18, class_loss = 4.101179, iou_loss = 2.381172, total_loss = 6.482351 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.642756), count: 22, class_loss = 7.757298, iou_loss = 9.142496, total_loss = 16.899794 \n", + " total_bbox = 368485, rewritten_bbox = 0.275724 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.447837), count: 17, class_loss = 7.635928, iou_loss = 2.025599, total_loss = 9.661528 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.562380), count: 23, class_loss = 11.096872, iou_loss = 7.749683, total_loss = 18.846556 \n", + " total_bbox = 368525, rewritten_bbox = 0.275965 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.518186), count: 16, class_loss = 5.031466, iou_loss = 2.552631, total_loss = 7.584096 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.571679), count: 26, class_loss = 12.281045, iou_loss = 11.721290, total_loss = 24.002335 \n", + " total_bbox = 368567, rewritten_bbox = 0.275934 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.560144), count: 25, class_loss = 5.382011, iou_loss = 4.394032, total_loss = 9.776044 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.640001), count: 28, class_loss = 7.691844, iou_loss = 8.792529, total_loss = 16.484373 \n", + " total_bbox = 368620, rewritten_bbox = 0.275894 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.514984), count: 19, class_loss = 4.914419, iou_loss = 2.521819, total_loss = 7.436238 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.548397), count: 22, class_loss = 8.529860, iou_loss = 5.665520, total_loss = 14.195380 \n", + " total_bbox = 368661, rewritten_bbox = 0.275863 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.521844), count: 17, class_loss = 5.003191, iou_loss = 2.429142, total_loss = 7.432333 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.617935), count: 23, class_loss = 9.872340, iou_loss = 9.899772, total_loss = 19.772112 \n", + " total_bbox = 368701, rewritten_bbox = 0.275833 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.506620), count: 18, class_loss = 4.623503, iou_loss = 2.782838, total_loss = 7.406342 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.625551), count: 22, class_loss = 7.409232, iou_loss = 9.780211, total_loss = 17.189444 \n", + " total_bbox = 368741, rewritten_bbox = 0.276346 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.485940), count: 16, class_loss = 6.534347, iou_loss = 1.541309, total_loss = 8.075656 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.570113), count: 13, class_loss = 6.465590, iou_loss = 2.637247, total_loss = 9.102838 \n", + " total_bbox = 368770, rewritten_bbox = 0.276324 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.473823), count: 13, class_loss = 4.575922, iou_loss = 2.085502, total_loss = 6.661424 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.542186), count: 16, class_loss = 7.174057, iou_loss = 2.868467, total_loss = 10.042524 \n", + " total_bbox = 368799, rewritten_bbox = 0.276302 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.455661), count: 18, class_loss = 5.840607, iou_loss = 1.692349, total_loss = 7.532957 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.585734), count: 21, class_loss = 8.743613, iou_loss = 6.275844, total_loss = 15.019457 \n", + " total_bbox = 368838, rewritten_bbox = 0.276273 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.452400), count: 27, class_loss = 6.779130, iou_loss = 3.183377, total_loss = 9.962506 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.600156), count: 25, class_loss = 7.968492, iou_loss = 5.684025, total_loss = 13.652517 \n", + " total_bbox = 368890, rewritten_bbox = 0.276234 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.508481), count: 13, class_loss = 4.226448, iou_loss = 1.791131, total_loss = 6.017579 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.558187), count: 18, class_loss = 7.553724, iou_loss = 5.403440, total_loss = 12.957165 \n", + " total_bbox = 368921, rewritten_bbox = 0.276211 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.552999), count: 18, class_loss = 4.522859, iou_loss = 2.280161, total_loss = 6.803020 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.580016), count: 21, class_loss = 7.467556, iou_loss = 7.336277, total_loss = 14.803833 \n", + " total_bbox = 368960, rewritten_bbox = 0.276182 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.487781), count: 15, class_loss = 4.371146, iou_loss = 1.746250, total_loss = 6.117396 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.532304), count: 22, class_loss = 9.509866, iou_loss = 7.584533, total_loss = 17.094398 \n", + " total_bbox = 368997, rewritten_bbox = 0.276425 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.451159), count: 11, class_loss = 4.176501, iou_loss = 1.150698, total_loss = 5.327199 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.605510), count: 16, class_loss = 6.623552, iou_loss = 5.082344, total_loss = 11.705896 \n", + " total_bbox = 369024, rewritten_bbox = 0.276405 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.506036), count: 20, class_loss = 6.695635, iou_loss = 2.438503, total_loss = 9.134138 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.654710), count: 23, class_loss = 9.200209, iou_loss = 8.272158, total_loss = 17.472366 \n", + " total_bbox = 369067, rewritten_bbox = 0.276373 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.509006), count: 22, class_loss = 8.116272, iou_loss = 2.744256, total_loss = 10.860528 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.573996), count: 27, class_loss = 12.159359, iou_loss = 8.889488, total_loss = 21.048847 \n", + " total_bbox = 369116, rewritten_bbox = 0.276336 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.498938), count: 21, class_loss = 6.058383, iou_loss = 3.049326, total_loss = 9.107709 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.583573), count: 29, class_loss = 10.914527, iou_loss = 10.580907, total_loss = 21.495434 \n", + " total_bbox = 369166, rewritten_bbox = 0.276298 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.473852), count: 24, class_loss = 5.958928, iou_loss = 3.139357, total_loss = 9.098285 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.597786), count: 34, class_loss = 15.745835, iou_loss = 12.763415, total_loss = 28.509251 \n", + " total_bbox = 369224, rewritten_bbox = 0.276255 % \n", + "\n", + " (next mAP calculation at 1000 iterations) \u001b[H\u001b[J395/6000: loss=7.3 hours left=1.1\u0007\n", + " 395: 7.278900, 7.469597 avg loss, 0.000064 rate, 0.634250 seconds, 18960 images, 1.119847 hours left\n", + "Loaded: 0.000034 seconds\n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.467539), count: 16, class_loss = 7.643976, iou_loss = 1.456142, total_loss = 9.100118 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.480719), count: 16, class_loss = 8.026896, iou_loss = 3.333052, total_loss = 11.359947 \n", + " total_bbox = 369256, rewritten_bbox = 0.276231 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.457258), count: 20, class_loss = 7.420681, iou_loss = 2.157233, total_loss = 9.577914 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.580418), count: 23, class_loss = 11.467735, iou_loss = 6.898258, total_loss = 18.365993 \n", + " total_bbox = 369299, rewritten_bbox = 0.276199 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.514715), count: 28, class_loss = 7.818267, iou_loss = 4.280899, total_loss = 12.099166 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.637862), count: 32, class_loss = 12.860563, iou_loss = 12.719112, total_loss = 25.579676 \n", + " total_bbox = 369359, rewritten_bbox = 0.276154 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.496521), count: 18, class_loss = 7.432545, iou_loss = 2.751647, total_loss = 10.184192 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.550076), count: 19, class_loss = 10.109601, iou_loss = 4.280818, total_loss = 14.390419 \n", + " total_bbox = 369396, rewritten_bbox = 0.276126 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.518019), count: 19, class_loss = 4.868774, iou_loss = 3.093259, total_loss = 7.962034 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.657278), count: 19, class_loss = 6.333986, iou_loss = 5.337533, total_loss = 11.671519 \n", + " total_bbox = 369434, rewritten_bbox = 0.276639 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.572511), count: 24, class_loss = 5.305538, iou_loss = 4.870339, total_loss = 10.175878 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.640817), count: 28, class_loss = 8.897449, iou_loss = 9.836199, total_loss = 18.733648 \n", + " total_bbox = 369486, rewritten_bbox = 0.276600 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.451089), count: 17, class_loss = 3.727664, iou_loss = 1.354189, total_loss = 5.081853 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.588794), count: 19, class_loss = 6.680944, iou_loss = 4.978264, total_loss = 11.659208 \n", + " total_bbox = 369522, rewritten_bbox = 0.276574 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.456644), count: 5, class_loss = 4.183647, iou_loss = 0.190779, total_loss = 4.374425 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.392787), count: 4, class_loss = 3.448116, iou_loss = 1.266433, total_loss = 4.714549 \n", + " total_bbox = 369531, rewritten_bbox = 0.276567 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.514117), count: 14, class_loss = 4.557037, iou_loss = 1.807410, total_loss = 6.364447 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.575115), count: 19, class_loss = 9.920815, iou_loss = 7.754953, total_loss = 17.675768 \n", + " total_bbox = 369564, rewritten_bbox = 0.276542 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.548752), count: 18, class_loss = 5.196229, iou_loss = 2.524736, total_loss = 7.720965 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.639103), count: 24, class_loss = 8.343225, iou_loss = 13.359571, total_loss = 21.702797 \n", + " total_bbox = 369606, rewritten_bbox = 0.276511 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.558471), count: 26, class_loss = 8.425121, iou_loss = 5.020949, total_loss = 13.446071 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.668617), count: 26, class_loss = 9.420361, iou_loss = 6.138140, total_loss = 15.558500 \n", + " total_bbox = 369658, rewritten_bbox = 0.276472 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.536786), count: 16, class_loss = 6.204137, iou_loss = 2.697224, total_loss = 8.901361 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.567280), count: 30, class_loss = 12.370876, iou_loss = 8.054922, total_loss = 20.425798 \n", + " total_bbox = 369704, rewritten_bbox = 0.276437 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.535648), count: 20, class_loss = 4.553940, iou_loss = 3.291577, total_loss = 7.845517 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.646755), count: 23, class_loss = 8.170477, iou_loss = 6.852485, total_loss = 15.022962 \n", + " total_bbox = 369747, rewritten_bbox = 0.276405 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.535137), count: 14, class_loss = 4.861198, iou_loss = 2.020820, total_loss = 6.882018 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.578729), count: 17, class_loss = 6.943709, iou_loss = 4.820422, total_loss = 11.764132 \n", + " total_bbox = 369778, rewritten_bbox = 0.276382 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.554357), count: 13, class_loss = 5.468889, iou_loss = 2.469767, total_loss = 7.938656 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.604793), count: 14, class_loss = 7.311213, iou_loss = 5.117007, total_loss = 12.428220 \n", + " total_bbox = 369805, rewritten_bbox = 0.276362 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.492050), count: 10, class_loss = 5.108216, iou_loss = 1.105076, total_loss = 6.213293 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.512141), count: 10, class_loss = 6.115551, iou_loss = 3.675492, total_loss = 9.791043 \n", + " total_bbox = 369825, rewritten_bbox = 0.276347 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.473006), count: 18, class_loss = 6.883090, iou_loss = 2.624093, total_loss = 9.507183 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.531317), count: 20, class_loss = 9.088118, iou_loss = 4.597871, total_loss = 13.685988 \n", + " total_bbox = 369863, rewritten_bbox = 0.276319 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.476392), count: 19, class_loss = 4.624789, iou_loss = 2.057355, total_loss = 6.682144 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.589332), count: 25, class_loss = 11.199364, iou_loss = 6.695562, total_loss = 17.894926 \n", + " total_bbox = 369907, rewritten_bbox = 0.276286 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.599474), count: 13, class_loss = 4.083938, iou_loss = 2.229589, total_loss = 6.313527 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.592526), count: 18, class_loss = 6.354168, iou_loss = 4.387609, total_loss = 10.741777 \n", + " total_bbox = 369938, rewritten_bbox = 0.276263 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.473386), count: 19, class_loss = 7.626811, iou_loss = 2.512364, total_loss = 10.139175 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.569624), count: 19, class_loss = 8.477733, iou_loss = 5.117645, total_loss = 13.595378 \n", + " total_bbox = 369976, rewritten_bbox = 0.276234 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.552831), count: 17, class_loss = 4.492152, iou_loss = 3.356309, total_loss = 7.848462 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.521292), count: 30, class_loss = 13.151978, iou_loss = 13.786141, total_loss = 26.938120 \n", + " total_bbox = 370023, rewritten_bbox = 0.276199 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.534189), count: 12, class_loss = 4.031380, iou_loss = 1.445173, total_loss = 5.476553 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.592187), count: 10, class_loss = 4.166703, iou_loss = 2.240202, total_loss = 6.406905 \n", + " total_bbox = 370045, rewritten_bbox = 0.276183 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.440763), count: 12, class_loss = 7.906378, iou_loss = 0.903513, total_loss = 8.809891 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.471780), count: 12, class_loss = 7.311166, iou_loss = 3.342154, total_loss = 10.653319 \n", + " total_bbox = 370069, rewritten_bbox = 0.276165 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.464770), count: 15, class_loss = 9.607470, iou_loss = 1.758961, total_loss = 11.366430 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.544432), count: 20, class_loss = 12.036100, iou_loss = 7.967939, total_loss = 20.004040 \n", + " total_bbox = 370104, rewritten_bbox = 0.276139 % \n", + "\n", + " (next mAP calculation at 1000 iterations) \u001b[H\u001b[J396/6000: loss=7.3 hours left=1.1\u0007\n", + " 396: 7.312713, 7.453908 avg loss, 0.000064 rate, 0.657568 seconds, 19008 images, 1.118524 hours left\n", + "Loaded: 0.000036 seconds\n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.444786), count: 15, class_loss = 7.842195, iou_loss = 1.281140, total_loss = 9.123335 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.407917), count: 11, class_loss = 7.766787, iou_loss = 1.355255, total_loss = 9.122042 \n", + " total_bbox = 370130, rewritten_bbox = 0.276119 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.494045), count: 19, class_loss = 5.089629, iou_loss = 1.954368, total_loss = 7.043997 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.566761), count: 22, class_loss = 9.512465, iou_loss = 8.736676, total_loss = 18.249142 \n", + " total_bbox = 370171, rewritten_bbox = 0.276089 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.421014), count: 19, class_loss = 8.198702, iou_loss = 1.572734, total_loss = 9.771436 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.555938), count: 21, class_loss = 10.459134, iou_loss = 9.335454, total_loss = 19.794588 \n", + " total_bbox = 370211, rewritten_bbox = 0.276059 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.436735), count: 27, class_loss = 9.812493, iou_loss = 3.088763, total_loss = 12.901257 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.571993), count: 50, class_loss = 26.224009, iou_loss = 20.067797, total_loss = 46.291805 \n", + " total_bbox = 370288, rewritten_bbox = 0.276001 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.470033), count: 7, class_loss = 3.316600, iou_loss = 0.629780, total_loss = 3.946380 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.541796), count: 8, class_loss = 4.807342, iou_loss = 1.394871, total_loss = 6.202213 \n", + " total_bbox = 370303, rewritten_bbox = 0.275990 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.479197), count: 18, class_loss = 5.082669, iou_loss = 2.072974, total_loss = 7.155643 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.647019), count: 16, class_loss = 5.367174, iou_loss = 3.304812, total_loss = 8.671986 \n", + " total_bbox = 370337, rewritten_bbox = 0.275965 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.448186), count: 6, class_loss = 5.264275, iou_loss = 0.205395, total_loss = 5.469670 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.392049), count: 3, class_loss = 3.272138, iou_loss = 0.550966, total_loss = 3.823105 \n", + " total_bbox = 370346, rewritten_bbox = 0.275958 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.465514), count: 11, class_loss = 4.349017, iou_loss = 1.094409, total_loss = 5.443427 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.621416), count: 17, class_loss = 6.285089, iou_loss = 6.379066, total_loss = 12.664155 \n", + " total_bbox = 370374, rewritten_bbox = 0.275937 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.520678), count: 15, class_loss = 7.364453, iou_loss = 2.109418, total_loss = 9.473871 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.639151), count: 20, class_loss = 9.081891, iou_loss = 7.632890, total_loss = 16.714781 \n", + " total_bbox = 370409, rewritten_bbox = 0.275911 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.484789), count: 19, class_loss = 5.320653, iou_loss = 2.774336, total_loss = 8.094990 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.544477), count: 26, class_loss = 11.807701, iou_loss = 10.245796, total_loss = 22.053497 \n", + " total_bbox = 370454, rewritten_bbox = 0.275878 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.497926), count: 20, class_loss = 9.088943, iou_loss = 1.936728, total_loss = 11.025671 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.460494), count: 22, class_loss = 11.297609, iou_loss = 4.393306, total_loss = 15.690915 \n", + " total_bbox = 370496, rewritten_bbox = 0.276116 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.536487), count: 14, class_loss = 5.148482, iou_loss = 1.717912, total_loss = 6.866394 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.647057), count: 14, class_loss = 6.509442, iou_loss = 8.787439, total_loss = 15.296881 \n", + " total_bbox = 370524, rewritten_bbox = 0.276095 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.434332), count: 12, class_loss = 6.226126, iou_loss = 1.334106, total_loss = 7.560232 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.519928), count: 14, class_loss = 7.306913, iou_loss = 6.917820, total_loss = 14.224733 \n", + " total_bbox = 370550, rewritten_bbox = 0.276076 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.499752), count: 16, class_loss = 5.521034, iou_loss = 2.101489, total_loss = 7.622523 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.580219), count: 16, class_loss = 6.054299, iou_loss = 3.487719, total_loss = 9.542018 \n", + " total_bbox = 370582, rewritten_bbox = 0.276052 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.511448), count: 21, class_loss = 6.486803, iou_loss = 2.852846, total_loss = 9.339648 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.520995), count: 34, class_loss = 16.668701, iou_loss = 11.820663, total_loss = 28.489365 \n", + " total_bbox = 370637, rewritten_bbox = 0.276011 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.458631), count: 20, class_loss = 6.962170, iou_loss = 2.119368, total_loss = 9.081538 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.634462), count: 19, class_loss = 7.724426, iou_loss = 4.265523, total_loss = 11.989949 \n", + " total_bbox = 370676, rewritten_bbox = 0.275982 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.488249), count: 11, class_loss = 6.391210, iou_loss = 1.392683, total_loss = 7.783892 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.522868), count: 12, class_loss = 7.592774, iou_loss = 2.866672, total_loss = 10.459446 \n", + " total_bbox = 370699, rewritten_bbox = 0.275965 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.439726), count: 16, class_loss = 6.256514, iou_loss = 2.224042, total_loss = 8.480556 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.554350), count: 17, class_loss = 8.663542, iou_loss = 4.542799, total_loss = 13.206341 \n", + " total_bbox = 370732, rewritten_bbox = 0.275941 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.461238), count: 12, class_loss = 4.697172, iou_loss = 1.151581, total_loss = 5.848752 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.606642), count: 7, class_loss = 3.392390, iou_loss = 1.856502, total_loss = 5.248892 \n", + " total_bbox = 370751, rewritten_bbox = 0.275926 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.505986), count: 21, class_loss = 4.965981, iou_loss = 3.264320, total_loss = 8.230302 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.652044), count: 26, class_loss = 7.692806, iou_loss = 8.997601, total_loss = 16.690407 \n", + " total_bbox = 370798, rewritten_bbox = 0.275891 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.477821), count: 13, class_loss = 3.776238, iou_loss = 1.380432, total_loss = 5.156670 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.629117), count: 23, class_loss = 9.518219, iou_loss = 11.811008, total_loss = 21.329227 \n", + " total_bbox = 370834, rewritten_bbox = 0.275865 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.511428), count: 22, class_loss = 7.249651, iou_loss = 2.879542, total_loss = 10.129193 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.577931), count: 32, class_loss = 14.116709, iou_loss = 10.443964, total_loss = 24.560673 \n", + " total_bbox = 370888, rewritten_bbox = 0.275825 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.487204), count: 18, class_loss = 7.180180, iou_loss = 1.950370, total_loss = 9.130549 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.517279), count: 20, class_loss = 9.431098, iou_loss = 4.504037, total_loss = 13.935135 \n", + " total_bbox = 370926, rewritten_bbox = 0.275796 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.548491), count: 19, class_loss = 4.171607, iou_loss = 2.825003, total_loss = 6.996610 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.613716), count: 22, class_loss = 6.653660, iou_loss = 6.695020, total_loss = 13.348680 \n", + " total_bbox = 370967, rewritten_bbox = 0.275766 % \n", + "\n", + " (next mAP calculation at 1000 iterations) \u001b[H\u001b[J397/6000: loss=7.6 hours left=1.1\u0007\n", + " 397: 7.578591, 7.466377 avg loss, 0.000065 rate, 0.746467 seconds, 19056 images, 1.117576 hours left\n", "Loaded: 0.000038 seconds\n", - "\n", - " (next mAP calculation at 5200 iterations) \n", - " Last accuracy mAP@0.5 = 88.94 %, best = 90.42 % \n", - " 5160: 1.135199, 1.000904 avg loss, 0.000261 rate, 0.501159 seconds, 247680 images, 0.128463 hours left\n", - "Loaded: 0.000040 seconds\n", - "\n", - " (next mAP calculation at 5200 iterations) \n", - " Last accuracy mAP@0.5 = 88.94 %, best = 90.42 % \n", - " 5161: 1.051725, 1.005986 avg loss, 0.000261 rate, 0.486300 seconds, 247728 images, 0.128348 hours left\n", - "Loaded: 0.000044 seconds\n", - "\n", - " (next mAP calculation at 5200 iterations) \n", - " Last accuracy mAP@0.5 = 88.94 %, best = 90.42 % \n", - " 5162: 0.751567, 0.980544 avg loss, 0.000261 rate, 0.473887 seconds, 247776 images, 0.128198 hours left\n", - "Loaded: 0.000087 seconds\n", - "\n", - " (next mAP calculation at 5200 iterations) \n", - " Last accuracy mAP@0.5 = 88.94 %, best = 90.42 % \n", - " 5163: 0.875731, 0.970063 avg loss, 0.000261 rate, 0.492850 seconds, 247824 images, 0.128019 hours left\n", - "Loaded: 0.000104 seconds\n", - "\n", - " (next mAP calculation at 5200 iterations) \n", - " Last accuracy mAP@0.5 = 88.94 %, best = 90.42 % \n", - " 5164: 0.776045, 0.950661 avg loss, 0.000261 rate, 0.475664 seconds, 247872 images, 0.127885 hours left\n", - "Loaded: 0.000074 seconds\n", - "\n", - " (next mAP calculation at 5200 iterations) \n", - " Last accuracy mAP@0.5 = 88.94 %, best = 90.42 % \n", - " 5165: 0.913106, 0.946906 avg loss, 0.000261 rate, 0.507495 seconds, 247920 images, 0.127711 hours left\n", - "Loaded: 0.000047 seconds\n", - "\n", - " (next mAP calculation at 5200 iterations) \n", - " Last accuracy mAP@0.5 = 88.94 %, best = 90.42 % \n", - " 5166: 0.866632, 0.938878 avg loss, 0.000261 rate, 0.472879 seconds, 247968 images, 0.127612 hours left\n", - "Loaded: 0.000044 seconds\n", - "\n", - " (next mAP calculation at 5200 iterations) \n", - " Last accuracy mAP@0.5 = 88.94 %, best = 90.42 % \n", - " 5167: 0.945055, 0.939496 avg loss, 0.000261 rate, 0.485901 seconds, 248016 images, 0.127431 hours left\n", - "Loaded: 0.000093 seconds\n", - "\n", - " (next mAP calculation at 5200 iterations) \n", - " Last accuracy mAP@0.5 = 88.94 %, best = 90.42 % \n", - " 5168: 1.119985, 0.957545 avg loss, 0.000261 rate, 0.492929 seconds, 248064 images, 0.127281 hours left\n", - "Loaded: 0.000044 seconds\n", - "\n", - " (next mAP calculation at 5200 iterations) \n", - " Last accuracy mAP@0.5 = 88.94 %, best = 90.42 % \n", - " 5169: 0.823945, 0.944185 avg loss, 0.000261 rate, 0.480514 seconds, 248112 images, 0.127148 hours left\n", - "Loaded: 0.000069 seconds\n", - "\n", - " (next mAP calculation at 5200 iterations) \n", - " Last accuracy mAP@0.5 = 88.94 %, best = 90.42 % \n", - " 5170: 1.235337, 0.973300 avg loss, 0.000261 rate, 0.478875 seconds, 248160 images, 0.126986 hours left\n", - "Loaded: 0.000047 seconds\n", - "\n", - " (next mAP calculation at 5200 iterations) \n", - " Last accuracy mAP@0.5 = 88.94 %, best = 90.42 % \n", - " 5171: 0.927619, 0.968732 avg loss, 0.000261 rate, 0.483822 seconds, 248208 images, 0.126820 hours left\n", - "Loaded: 0.000064 seconds\n", - "\n", - " (next mAP calculation at 5200 iterations) \n", - " Last accuracy mAP@0.5 = 88.94 %, best = 90.42 % \n", - " 5172: 0.963812, 0.968240 avg loss, 0.000261 rate, 0.481848 seconds, 248256 images, 0.126666 hours left\n", - "Loaded: 0.000087 seconds\n", - "\n", - " (next mAP calculation at 5200 iterations) \n", - " Last accuracy mAP@0.5 = 88.94 %, best = 90.42 % \n", - " 5173: 1.279314, 0.999347 avg loss, 0.000261 rate, 0.462632 seconds, 248304 images, 0.126508 hours left\n", - "Loaded: 0.000051 seconds\n", - "\n", - " (next mAP calculation at 5200 iterations) \n", - " Last accuracy mAP@0.5 = 88.94 %, best = 90.42 % \n", - " 5174: 1.145021, 1.013915 avg loss, 0.000261 rate, 0.485737 seconds, 248352 images, 0.126306 hours left\n", - "Loaded: 0.000095 seconds\n", - "\n", - " (next mAP calculation at 5200 iterations) \n", - " Last accuracy mAP@0.5 = 88.94 %, best = 90.42 % \n", - " 5175: 0.881298, 1.000653 avg loss, 0.000261 rate, 0.502395 seconds, 248400 images, 0.126157 hours left\n", - "Loaded: 0.000072 seconds\n", - "\n", - " (next mAP calculation at 5200 iterations) \n", - " Last accuracy mAP@0.5 = 88.94 %, best = 90.42 % \n", - " 5176: 0.554191, 0.956007 avg loss, 0.000261 rate, 0.484986 seconds, 248448 images, 0.126047 hours left\n", - "Loaded: 0.000128 seconds\n", - "\n", - " (next mAP calculation at 5200 iterations) \n", - " Last accuracy mAP@0.5 = 88.94 %, best = 90.42 % \n", - " 5177: 0.992550, 0.959661 avg loss, 0.000261 rate, 0.481059 seconds, 248496 images, 0.125897 hours left\n", - "Loaded: 0.000071 seconds\n", - "\n", - " (next mAP calculation at 5200 iterations) \n", - " Last accuracy mAP@0.5 = 88.94 %, best = 90.42 % \n", - " 5178: 0.710936, 0.934789 avg loss, 0.000261 rate, 0.484852 seconds, 248544 images, 0.125738 hours left\n", - "Loaded: 0.000077 seconds\n", - "\n", - " (next mAP calculation at 5200 iterations) \n", - " Last accuracy mAP@0.5 = 88.94 %, best = 90.42 % \n", - " 5179: 0.922260, 0.933536 avg loss, 0.000261 rate, 0.488756 seconds, 248592 images, 0.125588 hours left\n", - "Loaded: 0.000067 seconds\n", - "\n", - " (next mAP calculation at 5200 iterations) \n", - " Last accuracy mAP@0.5 = 88.94 %, best = 90.42 % \n", - " 5180: 0.916489, 0.931831 avg loss, 0.000261 rate, 0.495748 seconds, 248640 images, 0.125447 hours left\n", - "Loaded: 0.000044 seconds\n", - "\n", - " (next mAP calculation at 5200 iterations) \n", - " Last accuracy mAP@0.5 = 88.94 %, best = 90.42 % \n", - " 5181: 0.920343, 0.930682 avg loss, 0.000261 rate, 0.488366 seconds, 248688 images, 0.125322 hours left\n", - "Loaded: 0.000072 seconds\n", - "\n", - " (next mAP calculation at 5200 iterations) \n", - " Last accuracy mAP@0.5 = 88.94 %, best = 90.42 % \n", - " 5182: 1.007742, 0.938388 avg loss, 0.000261 rate, 0.489061 seconds, 248736 images, 0.125180 hours left\n", - "Loaded: 0.000050 seconds\n", - "\n", - " (next mAP calculation at 5200 iterations) \n", - " Last accuracy mAP@0.5 = 88.94 %, best = 90.42 % \n", - " 5183: 0.860321, 0.930582 avg loss, 0.000261 rate, 0.490656 seconds, 248784 images, 0.125040 hours left\n", - "Loaded: 0.000073 seconds\n", - "\n", - " (next mAP calculation at 5200 iterations) \n", - " Last accuracy mAP@0.5 = 88.94 %, best = 90.42 % \n", - " 5184: 0.917969, 0.929320 avg loss, 0.000261 rate, 0.496760 seconds, 248832 images, 0.124903 hours left\n", - "Loaded: 0.000045 seconds\n", - "\n", - " (next mAP calculation at 5200 iterations) \n", - " Last accuracy mAP@0.5 = 88.94 %, best = 90.42 % \n", - " 5185: 0.930397, 0.929428 avg loss, 0.000261 rate, 0.488469 seconds, 248880 images, 0.124780 hours left\n", - "Loaded: 0.000071 seconds\n", - "\n", - " (next mAP calculation at 5200 iterations) \n", - " Last accuracy mAP@0.5 = 88.94 %, best = 90.42 % \n", - " 5186: 1.034183, 0.939903 avg loss, 0.000261 rate, 0.500942 seconds, 248928 images, 0.124638 hours left\n", - "Loaded: 0.000071 seconds\n", - "\n", - " (next mAP calculation at 5200 iterations) \n", - " Last accuracy mAP@0.5 = 88.94 %, best = 90.42 % \n", - " 5187: 0.990696, 0.944983 avg loss, 0.000261 rate, 0.482435 seconds, 248976 images, 0.124525 hours left\n", - "Loaded: 0.000087 seconds\n", - "\n", - " (next mAP calculation at 5200 iterations) \n", - " Last accuracy mAP@0.5 = 88.94 %, best = 90.42 % \n", - " 5188: 1.015388, 0.952023 avg loss, 0.000261 rate, 0.480117 seconds, 249024 images, 0.124369 hours left\n", - "Loaded: 0.000052 seconds\n", - "\n", - " (next mAP calculation at 5200 iterations) \n", - " Last accuracy mAP@0.5 = 88.94 %, best = 90.42 % \n", - " 5189: 1.130135, 0.969834 avg loss, 0.000261 rate, 0.482858 seconds, 249072 images, 0.124209 hours left\n", - "Loaded: 0.000045 seconds\n", - "\n", - " (next mAP calculation at 5200 iterations) \n", - " Last accuracy mAP@0.5 = 88.94 %, best = 90.42 % \n", - " 5190: 0.955326, 0.968383 avg loss, 0.000261 rate, 0.498865 seconds, 249120 images, 0.124054 hours left\n", - "Loaded: 0.000074 seconds\n", - "\n", - " (next mAP calculation at 5200 iterations) \n", - " Last accuracy mAP@0.5 = 88.94 %, best = 90.42 % \n", - " 5191: 1.049460, 0.976491 avg loss, 0.000261 rate, 0.497613 seconds, 249168 images, 0.123937 hours left\n", - "Loaded: 0.000114 seconds\n", - "\n", - " (next mAP calculation at 5200 iterations) \n", - " Last accuracy mAP@0.5 = 88.94 %, best = 90.42 % \n", - " 5192: 0.729817, 0.951824 avg loss, 0.000261 rate, 0.495408 seconds, 249216 images, 0.123816 hours left\n", - "Loaded: 0.000067 seconds\n", - "\n", - " (next mAP calculation at 5200 iterations) \n", - " Last accuracy mAP@0.5 = 88.94 %, best = 90.42 % \n", - " 5193: 0.943535, 0.950995 avg loss, 0.000261 rate, 0.496152 seconds, 249264 images, 0.123690 hours left\n", - "Loaded: 0.000043 seconds\n", - "\n", - " (next mAP calculation at 5200 iterations) \n", - " Last accuracy mAP@0.5 = 88.94 %, best = 90.42 % \n", - " 5194: 1.063448, 0.962240 avg loss, 0.000261 rate, 0.474444 seconds, 249312 images, 0.123565 hours left\n", - "Loaded: 0.000096 seconds\n", - "\n", - " (next mAP calculation at 5200 iterations) \n", - " Last accuracy mAP@0.5 = 88.94 %, best = 90.42 % \n", - " 5195: 0.850955, 0.951112 avg loss, 0.000261 rate, 0.490443 seconds, 249360 images, 0.123392 hours left\n", - "Loaded: 0.000044 seconds\n", - "\n", - " (next mAP calculation at 5200 iterations) \n", - " Last accuracy mAP@0.5 = 88.94 %, best = 90.42 % \n", - " 5196: 0.971857, 0.953186 avg loss, 0.000261 rate, 0.487013 seconds, 249408 images, 0.123255 hours left\n", - "Loaded: 0.000037 seconds\n", - "\n", - " (next mAP calculation at 5200 iterations) \n", - " Last accuracy mAP@0.5 = 88.94 %, best = 90.42 % \n", - " 5197: 0.875462, 0.945414 avg loss, 0.000261 rate, 0.490239 seconds, 249456 images, 0.123110 hours left\n", - "Loaded: 0.000084 seconds\n", - "\n", - " (next mAP calculation at 5200 iterations) \n", - " Last accuracy mAP@0.5 = 88.94 %, best = 90.42 % \n", - " 5198: 1.194485, 0.970321 avg loss, 0.000261 rate, 0.485429 seconds, 249504 images, 0.122973 hours left\n", - "Loaded: 0.000071 seconds\n", - "\n", - " (next mAP calculation at 5200 iterations) \n", - " Last accuracy mAP@0.5 = 88.94 %, best = 90.42 % \n", - " 5199: 0.964161, 0.969705 avg loss, 0.000261 rate, 0.512576 seconds, 249552 images, 0.122824 hours left\n", - "Loaded: 0.000044 seconds\n", - "\n", - " (next mAP calculation at 5200 iterations) \n", - " Last accuracy mAP@0.5 = 88.94 %, best = 90.42 % \n", - " 5200: 0.758618, 0.948596 avg loss, 0.000261 rate, 0.478977 seconds, 249600 images, 0.122737 hours left\n", - "\n", - " calculation mAP (mean average precision)...\n", - "76\n", - " detections_count = 2509, unique_truth_count = 967 \n", - "class_id = 0, name = Platelets, ap = 86.79% \t (TP = 70, FP = 26) \n", - "class_id = 1, name = RBC, ap = 81.62% \t (TP = 713, FP = 516) \n", - "class_id = 2, name = WBC, ap = 98.96% \t (TP = 72, FP = 2) \n", - "\n", - " for conf_thresh = 0.25, precision = 0.61, recall = 0.88, F1-score = 0.72 \n", - " for conf_thresh = 0.25, TP = 855, FP = 544, FN = 112, average IoU = 51.07 % \n", - "\n", - " IoU threshold = 50 %, used Area-Under-Curve for each unique Recall \n", - " mean average precision (mAP@0.50) = 0.891246, or 89.12 % \n", - "Total Detection Time: 0 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@0.5) = 0.891246 \n", - "Saving weights to backup//custom-yolov4-tiny-detector_last.weights\n", - "Loaded: 0.000108 seconds\n", - "\n", - " (next mAP calculation at 5300 iterations) \n", - " Last accuracy mAP@0.5 = 89.12 %, best = 90.42 % \n", - " 5201: 0.908417, 0.944578 avg loss, 0.000261 rate, 0.519576 seconds, 249648 images, 0.123631 hours left\n", - "Loaded: 0.000044 seconds\n", - "\n", - " (next mAP calculation at 5300 iterations) \n", - " Last accuracy mAP@0.5 = 89.12 %, best = 90.42 % \n", - " 5202: 0.873007, 0.937421 avg loss, 0.000261 rate, 0.476936 seconds, 249696 images, 0.123548 hours left\n", - "Loaded: 0.000062 seconds\n", - "\n", - " (next mAP calculation at 5300 iterations) \n", - " Last accuracy mAP@0.5 = 89.12 %, best = 90.42 % \n", - " 5203: 1.089682, 0.952647 avg loss, 0.000261 rate, 0.505171 seconds, 249744 images, 0.123370 hours left\n", - "Loaded: 0.000083 seconds\n", - "\n", - " (next mAP calculation at 5300 iterations) \n", - " Last accuracy mAP@0.5 = 89.12 %, best = 90.42 % \n", - " 5204: 0.967475, 0.954130 avg loss, 0.000261 rate, 0.482018 seconds, 249792 images, 0.123255 hours left\n", - "Loaded: 0.000047 seconds\n", - "\n", - " (next mAP calculation at 5300 iterations) \n", - " Last accuracy mAP@0.5 = 89.12 %, best = 90.42 % \n", - " 5205: 0.811079, 0.939825 avg loss, 0.000261 rate, 0.475874 seconds, 249840 images, 0.123088 hours left\n", - "Loaded: 0.000044 seconds\n", - "\n", - " (next mAP calculation at 5300 iterations) \n", - " Last accuracy mAP@0.5 = 89.12 %, best = 90.42 % \n", - " 5206: 0.894742, 0.935317 avg loss, 0.000261 rate, 0.491703 seconds, 249888 images, 0.122908 hours left\n", - "Loaded: 0.000101 seconds\n", - "\n", - " (next mAP calculation at 5300 iterations) \n", - " Last accuracy mAP@0.5 = 89.12 %, best = 90.42 % \n", - " 5207: 0.892429, 0.931028 avg loss, 0.000261 rate, 0.479823 seconds, 249936 images, 0.122764 hours left\n", - "Loaded: 0.000060 seconds\n", - "\n", - " (next mAP calculation at 5300 iterations) \n", - " Last accuracy mAP@0.5 = 89.12 %, best = 90.42 % \n", - " 5208: 0.895260, 0.927451 avg loss, 0.000261 rate, 0.494538 seconds, 249984 images, 0.122593 hours left\n", - "Loaded: 0.000124 seconds\n", - "\n", - " (next mAP calculation at 5300 iterations) \n", - " Last accuracy mAP@0.5 = 89.12 %, best = 90.42 % \n", - " 5209: 0.971706, 0.931877 avg loss, 0.000261 rate, 0.498581 seconds, 250032 images, 0.122456 hours left\n", - "Loaded: 0.000088 seconds\n", - "\n", - " (next mAP calculation at 5300 iterations) \n", - " Last accuracy mAP@0.5 = 89.12 %, best = 90.42 % \n", - " 5210: 0.889942, 0.927683 avg loss, 0.000261 rate, 0.479194 seconds, 250080 images, 0.122327 hours left\n", - "Loaded: 0.000067 seconds\n", - "\n", - " (next mAP 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0.121053 hours left\n", - "Loaded: 0.000067 seconds\n", - "\n", - " (next mAP calculation at 5300 iterations) \n", - " Last accuracy mAP@0.5 = 89.12 %, best = 90.42 % \n", - " 5219: 1.036277, 0.961388 avg loss, 0.000261 rate, 0.477361 seconds, 250512 images, 0.120890 hours left\n", - "Loaded: 0.000040 seconds\n", - "\n", - " (next mAP calculation at 5300 iterations) \n", - " Last accuracy mAP@0.5 = 89.12 %, best = 90.42 % \n", - " 5220: 0.985322, 0.963781 avg loss, 0.000261 rate, 0.495742 seconds, 250560 images, 0.120717 hours left\n", - "Loaded: 0.000071 seconds\n", - "\n", - " (next mAP calculation at 5300 iterations) \n", - " Last accuracy mAP@0.5 = 89.12 %, best = 90.42 % \n", - " 5221: 0.865508, 0.953954 avg loss, 0.000261 rate, 0.472353 seconds, 250608 images, 0.120584 hours left\n", - "Loaded: 0.000066 seconds\n", - "\n", - " (next mAP calculation at 5300 iterations) \n", - " Last accuracy mAP@0.5 = 89.12 %, best = 90.42 % \n", - " 5222: 0.953237, 0.953882 avg loss, 0.000261 rate, 0.492656 seconds, 250656 images, 0.120401 hours left\n", - "Loaded: 0.000046 seconds\n", - "\n", - " (next mAP calculation at 5300 iterations) \n", - " Last accuracy mAP@0.5 = 89.12 %, best = 90.42 % \n", - " 5223: 0.912818, 0.949776 avg loss, 0.000261 rate, 0.466553 seconds, 250704 images, 0.120261 hours left\n", - "Loaded: 0.000077 seconds\n", - "\n", - " (next mAP calculation at 5300 iterations) \n", - " Last accuracy mAP@0.5 = 89.12 %, best = 90.42 % \n", - " 5224: 0.704002, 0.925198 avg loss, 0.000261 rate, 0.482151 seconds, 250752 images, 0.120066 hours left\n", - "Loaded: 0.000074 seconds\n", - "\n", - " (next mAP calculation at 5300 iterations) \n", - " Last accuracy mAP@0.5 = 89.12 %, best = 90.42 % \n", - " 5225: 0.745588, 0.907237 avg loss, 0.000261 rate, 0.486731 seconds, 250800 images, 0.119905 hours left\n", - "Loaded: 0.000051 seconds\n", - "\n", - " (next mAP calculation at 5300 iterations) \n", - " Last accuracy mAP@0.5 = 89.12 %, best = 90.42 % \n", - " 5226: 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89.12 %, best = 90.42 % \n", - " 5230: 1.121459, 0.931051 avg loss, 0.000261 rate, 0.509660 seconds, 251040 images, 0.119190 hours left\n", - "Loaded: 0.000069 seconds\n", - "\n", - " (next mAP calculation at 5300 iterations) \n", - " Last accuracy mAP@0.5 = 89.12 %, best = 90.42 % \n", - " 5231: 1.060458, 0.943991 avg loss, 0.000261 rate, 0.480741 seconds, 251088 images, 0.119089 hours left\n", - "Loaded: 0.000043 seconds\n", - "\n", - " (next mAP calculation at 5300 iterations) \n", - " Last accuracy mAP@0.5 = 89.12 %, best = 90.42 % \n", - " 5232: 1.048377, 0.954430 avg loss, 0.000261 rate, 0.485466 seconds, 251136 images, 0.118925 hours left\n", - "Loaded: 0.000043 seconds\n", - "\n", - " (next mAP calculation at 5300 iterations) \n", - " Last accuracy mAP@0.5 = 89.12 %, best = 90.42 % \n", - " 5233: 0.805402, 0.939527 avg loss, 0.000261 rate, 0.479884 seconds, 251184 images, 0.118771 hours left\n", - "Loaded: 0.000070 seconds\n", - "\n", - " (next mAP calculation at 5300 iterations) \n", - " Last accuracy mAP@0.5 = 89.12 %, best = 90.42 % \n", - " 5234: 1.013236, 0.946898 avg loss, 0.000261 rate, 0.493863 seconds, 251232 images, 0.118606 hours left\n", - "Loaded: 0.000052 seconds\n", - "\n", - " (next mAP calculation at 5300 iterations) \n", - " Last accuracy mAP@0.5 = 89.12 %, best = 90.42 % \n", - " 5235: 0.851582, 0.937366 avg loss, 0.000261 rate, 0.484223 seconds, 251280 images, 0.118471 hours left\n", - "Loaded: 0.000045 seconds\n", - "\n", - " (next mAP calculation at 5300 iterations) \n", - " Last accuracy mAP@0.5 = 89.12 %, best = 90.42 % \n", - " 5236: 0.722630, 0.915893 avg loss, 0.000261 rate, 0.481811 seconds, 251328 images, 0.118316 hours left\n", - "Loaded: 0.000094 seconds\n", - "\n", - " (next mAP calculation at 5300 iterations) \n", - " Last accuracy mAP@0.5 = 89.12 %, best = 90.42 % \n", - " 5237: 0.824458, 0.906749 avg loss, 0.000261 rate, 0.494323 seconds, 251376 images, 0.118155 hours left\n", - "Loaded: 0.000045 seconds\n", - "\n", - " (next mAP calculation at 5300 iterations) \n", - " Last accuracy mAP@0.5 = 89.12 %, best = 90.42 % \n", - " 5238: 0.955251, 0.911600 avg loss, 0.000261 rate, 0.491156 seconds, 251424 images, 0.118021 hours left\n", - "Loaded: 0.000061 seconds\n", - "\n", - " (next mAP calculation at 5300 iterations) \n", - " Last accuracy mAP@0.5 = 89.12 %, best = 90.42 % \n", - " 5239: 0.874435, 0.907883 avg loss, 0.000261 rate, 0.530431 seconds, 251472 images, 0.117881 hours left\n", - "Loaded: 0.000052 seconds\n", - "\n", - " (next mAP calculation at 5300 iterations) \n", - " Last accuracy mAP@0.5 = 89.12 %, best = 90.42 % \n", - " 5240: 0.959951, 0.913090 avg loss, 0.000261 rate, 0.489124 seconds, 251520 images, 0.117824 hours left\n", - "Loaded: 0.000057 seconds\n", - "\n", - " (next mAP calculation at 5300 iterations) \n", - " Last accuracy mAP@0.5 = 89.12 %, best = 90.42 % \n", - " 5241: 1.063514, 0.928132 avg loss, 0.000261 rate, 0.481621 seconds, 251568 images, 0.117678 hours left\n", - "Loaded: 0.000046 seconds\n", - "\n", - " (next mAP calculation at 5300 iterations) \n", - " Last accuracy mAP@0.5 = 89.12 %, best = 90.42 % \n", - " 5242: 0.762755, 0.911595 avg loss, 0.000261 rate, 0.498656 seconds, 251616 images, 0.117517 hours left\n", - "Loaded: 0.000047 seconds\n", - "\n", - " (next mAP calculation at 5300 iterations) \n", - " Last accuracy mAP@0.5 = 89.12 %, best = 90.42 % \n", - " 5243: 0.831850, 0.903620 avg loss, 0.000261 rate, 0.508669 seconds, 251664 images, 0.117392 hours left\n", - "Loaded: 0.000055 seconds\n", - "\n", - " (next mAP calculation at 5300 iterations) \n", - " Last accuracy mAP@0.5 = 89.12 %, best = 90.42 % \n", - " 5244: 0.904337, 0.903692 avg loss, 0.000261 rate, 0.475522 seconds, 251712 images, 0.117288 hours left\n", - "Loaded: 0.000041 seconds\n", - "\n", - " (next mAP calculation at 5300 iterations) \n", - " Last accuracy mAP@0.5 = 89.12 %, best = 90.42 % \n", - " 5245: 1.091087, 0.922431 avg loss, 0.000261 rate, 0.487721 seconds, 251760 images, 0.117113 hours left\n", - "Loaded: 0.000077 seconds\n", - "\n", - " (next mAP calculation at 5300 iterations) \n", - " Last accuracy mAP@0.5 = 89.12 %, best = 90.42 % \n", - " 5246: 1.054371, 0.935625 avg loss, 0.000261 rate, 0.483976 seconds, 251808 images, 0.116965 hours left\n", - "Loaded: 0.000058 seconds\n", - "\n", - " (next mAP calculation at 5300 iterations) \n", - " Last accuracy mAP@0.5 = 89.12 %, best = 90.42 % \n", - " 5247: 1.270585, 0.969121 avg loss, 0.000261 rate, 0.504650 seconds, 251856 images, 0.116810 hours left\n", - "Loaded: 0.000069 seconds\n", - "\n", - " (next mAP calculation at 5300 iterations) \n", - " Last accuracy mAP@0.5 = 89.12 %, best = 90.42 % \n", - " 5248: 0.999735, 0.972183 avg loss, 0.000261 rate, 0.483581 seconds, 251904 images, 0.116697 hours left\n", - "Loaded: 0.000080 seconds\n", - "\n", - " (next mAP calculation at 5300 iterations) \n", - " Last accuracy mAP@0.5 = 89.12 %, best = 90.42 % \n", - " 5249: 0.907796, 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Last accuracy mAP@0.5 = 89.12 %, best = 90.42 % \n", - " 5257: 0.964672, 0.982800 avg loss, 0.000261 rate, 0.475895 seconds, 252336 images, 0.115404 hours left\n", - "Loaded: 0.000047 seconds\n", - "\n", - " (next mAP calculation at 5300 iterations) \n", - " Last accuracy mAP@0.5 = 89.12 %, best = 90.42 % \n", - " 5258: 0.928262, 0.977346 avg loss, 0.000261 rate, 0.502388 seconds, 252384 images, 0.115232 hours left\n", - "Loaded: 0.000067 seconds\n", - "\n", - " (next mAP calculation at 5300 iterations) \n", - " Last accuracy mAP@0.5 = 89.12 %, best = 90.42 % \n", - " 5259: 0.790668, 0.958678 avg loss, 0.000261 rate, 0.502279 seconds, 252432 images, 0.115116 hours left\n", - "Loaded: 0.000045 seconds\n", - "\n", - " (next mAP calculation at 5300 iterations) \n", - " Last accuracy mAP@0.5 = 89.12 %, best = 90.42 % \n", - " 5260: 0.929402, 0.955750 avg loss, 0.000261 rate, 0.491169 seconds, 252480 images, 0.114999 hours left\n", - "Loaded: 0.000051 seconds\n", - "\n", - " (next mAP calculation at 5300 iterations) \n", - " Last accuracy mAP@0.5 = 89.12 %, best = 90.42 % \n", - " 5261: 1.017253, 0.961901 avg loss, 0.000261 rate, 0.495791 seconds, 252528 images, 0.114858 hours left\n", - "Loaded: 0.000065 seconds\n", - "\n", - " (next mAP calculation at 5300 iterations) \n", - " Last accuracy mAP@0.5 = 89.12 %, best = 90.42 % \n", - " 5262: 1.029256, 0.968636 avg loss, 0.000261 rate, 0.504695 seconds, 252576 images, 0.114728 hours left\n", - "Loaded: 0.000048 seconds\n", - "\n", - " (next mAP calculation at 5300 iterations) \n", - " Last accuracy mAP@0.5 = 89.12 %, best = 90.42 % \n", - " 5263: 0.820629, 0.953835 avg loss, 0.000261 rate, 0.480834 seconds, 252624 images, 0.114615 hours left\n", - "Loaded: 0.000046 seconds\n", - "\n", - " (next mAP calculation at 5300 iterations) \n", - " Last accuracy mAP@0.5 = 89.12 %, best = 90.42 % \n", - " 5264: 0.876413, 0.946093 avg loss, 0.000261 rate, 0.498577 seconds, 252672 images, 0.114453 hours left\n", - "Loaded: 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left\n", - "Loaded: 0.000096 seconds\n", - "\n", - " (next mAP calculation at 5300 iterations) \n", - " Last accuracy mAP@0.5 = 89.12 %, best = 90.42 % \n", - " 5292: 0.942834, 0.954809 avg loss, 0.000261 rate, 0.496388 seconds, 254016 images, 0.110416 hours left\n", - "Loaded: 0.000076 seconds\n", - "\n", - " (next mAP calculation at 5300 iterations) \n", - " Last accuracy mAP@0.5 = 89.12 %, best = 90.42 % \n", - " 5293: 0.969263, 0.956255 avg loss, 0.000261 rate, 0.489818 seconds, 254064 images, 0.110288 hours left\n", - "Loaded: 0.000073 seconds\n", - "\n", - " (next mAP calculation at 5300 iterations) \n", - " Last accuracy mAP@0.5 = 89.12 %, best = 90.42 % \n", - " 5294: 0.860850, 0.946714 avg loss, 0.000261 rate, 0.479524 seconds, 254112 images, 0.110147 hours left\n", - "Loaded: 0.000071 seconds\n", - "\n", - " (next mAP calculation at 5300 iterations) \n", - " Last accuracy mAP@0.5 = 89.12 %, best = 90.42 % \n", - " 5295: 1.210430, 0.973086 avg loss, 0.000261 rate, 0.513961 seconds, 254160 images, 0.109987 hours left\n", - "Loaded: 0.000070 seconds\n", - "\n", - " (next mAP calculation at 5300 iterations) \n", - " Last accuracy mAP@0.5 = 89.12 %, best = 90.42 % \n", - " 5296: 1.033265, 0.979104 avg loss, 0.000261 rate, 0.485298 seconds, 254208 images, 0.109893 hours left\n", - "Loaded: 0.000060 seconds\n", - "\n", - " (next mAP calculation at 5300 iterations) \n", - " Last accuracy mAP@0.5 = 89.12 %, best = 90.42 % \n", - " 5297: 0.968080, 0.978001 avg loss, 0.000261 rate, 0.483886 seconds, 254256 images, 0.109744 hours left\n", - "Loaded: 0.000044 seconds\n", - "\n", - " (next mAP calculation at 5300 iterations) \n", - " Last accuracy mAP@0.5 = 89.12 %, best = 90.42 % \n", - " 5298: 0.756618, 0.955863 avg loss, 0.000261 rate, 0.509409 seconds, 254304 images, 0.109591 hours left\n", - "Loaded: 0.000070 seconds\n", - "\n", - " (next mAP calculation at 5300 iterations) \n", - " Last accuracy mAP@0.5 = 89.12 %, best = 90.42 % \n", - " 5299: 1.025857, 0.962862 avg loss, 0.000261 rate, 0.480237 seconds, 254352 images, 0.109489 hours left\n", - "Loaded: 0.000045 seconds\n", - "\n", - " (next mAP calculation at 5300 iterations) \n", - " Last accuracy mAP@0.5 = 89.12 %, best = 90.42 % \n", - " 5300: 1.228496, 0.989426 avg loss, 0.000261 rate, 0.487787 seconds, 254400 images, 0.109329 hours left\n", - "\n", - " calculation mAP (mean average precision)...\n", - "76\n", - " detections_count = 2588, unique_truth_count = 967 \n", - "class_id = 0, name = Platelets, ap = 87.73% \t (TP = 70, FP = 26) \n", - "class_id = 1, name = RBC, ap = 81.95% \t (TP = 720, FP = 539) \n", - "class_id = 2, name = WBC, ap = 98.75% \t (TP = 72, FP = 2) \n", - "\n", - " for conf_thresh = 0.25, precision = 0.60, recall = 0.89, F1-score = 0.72 \n", - " for conf_thresh = 0.25, TP = 862, FP = 567, FN = 105, average IoU = 50.35 % \n", - "\n", - " IoU threshold = 50 %, used Area-Under-Curve for each unique Recall \n", - " mean average precision (mAP@0.50) = 0.894773, or 89.48 % \n", - "Total Detection Time: 1 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@0.5) = 0.894773 \n", - "Saving weights to backup//custom-yolov4-tiny-detector_last.weights\n", - "Loaded: 0.000060 seconds\n", - "\n", - " (next mAP calculation at 5400 iterations) \n", - " Last accuracy mAP@0.5 = 89.48 %, best = 90.42 % \n", - " 5301: 0.920001, 0.982483 avg loss, 0.000261 rate, 0.497339 seconds, 254448 images, 0.110139 hours left\n", - "Loaded: 0.000044 seconds\n", - "\n", - " (next mAP calculation at 5400 iterations) \n", - " Last accuracy mAP@0.5 = 89.48 %, best = 90.42 % \n", - " 5302: 1.080579, 0.992293 avg loss, 0.000261 rate, 0.493465 seconds, 254496 images, 0.110004 hours left\n", - "Loaded: 0.000045 seconds\n", - "\n", - " (next mAP calculation at 5400 iterations) \n", - " Last accuracy mAP@0.5 = 89.48 %, best = 90.42 % \n", - " 5303: 1.077393, 1.000803 avg loss, 0.000261 rate, 0.465883 seconds, 254544 images, 0.109860 hours left\n", - "Loaded: 0.000046 seconds\n", - "\n", - " (next mAP calculation at 5400 iterations) \n", - " Last accuracy mAP@0.5 = 89.48 %, best = 90.42 % \n", - " 5304: 1.031279, 1.003851 avg loss, 0.000261 rate, 0.500811 seconds, 254592 images, 0.109664 hours left\n", - "Loaded: 0.000060 seconds\n", - "\n", - " (next mAP calculation at 5400 iterations) \n", - " Last accuracy mAP@0.5 = 89.48 %, best = 90.42 % \n", - " 5305: 0.738082, 0.977274 avg loss, 0.000261 rate, 0.485285 seconds, 254640 images, 0.109536 hours left\n", - "Loaded: 0.000061 seconds\n", - "\n", - " (next mAP calculation at 5400 iterations) \n", - " Last accuracy mAP@0.5 = 89.48 %, best = 90.42 % \n", - " 5306: 0.904972, 0.970044 avg loss, 0.000261 rate, 0.502337 seconds, 254688 images, 0.109377 hours left\n", - "Loaded: 0.000073 seconds\n", - "\n", - " (next mAP calculation at 5400 iterations) \n", - " Last accuracy mAP@0.5 = 89.48 %, best = 90.42 % \n", - " 5307: 0.682099, 0.941249 avg loss, 0.000261 rate, 0.488810 seconds, 254736 images, 0.109252 hours left\n", - "Loaded: 0.000044 seconds\n", - "\n", - " (next mAP calculation at 5400 iterations) \n", - " Last accuracy mAP@0.5 = 89.48 %, best = 90.42 % \n", - " 5308: 1.006652, 0.947790 avg loss, 0.000261 rate, 0.485300 seconds, 254784 images, 0.109101 hours left\n", - "Loaded: 0.000067 seconds\n", - "\n", - " (next mAP calculation at 5400 iterations) \n", - " Last accuracy mAP@0.5 = 89.48 %, best = 90.42 % \n", - " 5309: 1.153088, 0.968319 avg loss, 0.000261 rate, 0.508227 seconds, 254832 images, 0.108943 hours left\n", - "Loaded: 0.000077 seconds\n", - "\n", - " (next mAP calculation at 5400 iterations) \n", - " Last accuracy mAP@0.5 = 89.48 %, best = 90.42 % \n", - " 5310: 0.925849, 0.964072 avg loss, 0.000261 rate, 0.481325 seconds, 254880 images, 0.108829 hours left\n", - "Loaded: 0.000083 seconds\n", - "\n", - " (next mAP calculation at 5400 iterations) \n", - " Last accuracy mAP@0.5 = 89.48 %, best = 90.42 % \n", - " 5311: 0.947951, 0.962460 avg loss, 0.000261 rate, 0.493240 seconds, 254928 images, 0.108663 hours left\n", - "Loaded: 0.000082 seconds\n", - "\n", - " (next mAP calculation at 5400 iterations) \n", - " Last accuracy mAP@0.5 = 89.48 %, best = 90.42 % \n", - " 5312: 1.104820, 0.976696 avg loss, 0.000261 rate, 0.508653 seconds, 254976 images, 0.108521 hours left\n", - "Loaded: 0.000065 seconds\n", - "\n", - " (next mAP calculation at 5400 iterations) \n", - " Last accuracy mAP@0.5 = 89.48 %, best = 90.42 % \n", - " 5313: 0.931239, 0.972151 avg loss, 0.000261 rate, 0.475033 seconds, 255024 images, 0.108408 hours left\n", - "Loaded: 0.000045 seconds\n", - "\n", - " (next mAP calculation at 5400 iterations) \n", - " Last accuracy mAP@0.5 = 89.48 %, best = 90.42 % \n", - " 5314: 0.878500, 0.962786 avg loss, 0.000261 rate, 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iterations) \n", - " Last accuracy mAP@0.5 = 89.48 %, best = 90.42 % \n", - " 5326: 1.374215, 1.061192 avg loss, 0.000261 rate, 0.493028 seconds, 255648 images, 0.106500 hours left\n", - "Loaded: 0.000069 seconds\n", - "\n", - " (next mAP calculation at 5400 iterations) \n", - " Last accuracy mAP@0.5 = 89.48 %, best = 90.42 % \n", - " 5327: 0.680678, 1.023141 avg loss, 0.000261 rate, 0.485588 seconds, 255696 images, 0.106358 hours left\n", - "Loaded: 0.000038 seconds\n", - "\n", - " (next mAP calculation at 5400 iterations) \n", - " Last accuracy mAP@0.5 = 89.48 %, best = 90.42 % \n", - " 5328: 0.781716, 0.998998 avg loss, 0.000261 rate, 0.481703 seconds, 255744 images, 0.106203 hours left\n", - "Loaded: 0.000065 seconds\n", - "\n", - " (next mAP calculation at 5400 iterations) \n", - " Last accuracy mAP@0.5 = 89.48 %, best = 90.42 % \n", - " 5329: 1.082426, 1.007341 avg loss, 0.000261 rate, 0.497272 seconds, 255792 images, 0.106040 hours left\n", - "Loaded: 0.000036 seconds\n", - 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left\n", - "Loaded: 0.000091 seconds\n", - "\n", - " (next mAP calculation at 5400 iterations) \n", - " Last accuracy mAP@0.5 = 89.48 %, best = 90.42 % \n", - " 5334: 0.728987, 0.979213 avg loss, 0.000261 rate, 0.493222 seconds, 256032 images, 0.105254 hours left\n", - "Loaded: 0.000070 seconds\n", - "\n", - " (next mAP calculation at 5400 iterations) \n", - " Last accuracy mAP@0.5 = 89.48 %, best = 90.42 % \n", - " 5335: 0.810543, 0.962346 avg loss, 0.000261 rate, 0.487281 seconds, 256080 images, 0.105114 hours left\n", - "Loaded: 0.000043 seconds\n", - "\n", - " (next mAP calculation at 5400 iterations) \n", - " Last accuracy mAP@0.5 = 89.48 %, best = 90.42 % \n", - " 5336: 1.085924, 0.974704 avg loss, 0.000261 rate, 0.476153 seconds, 256128 images, 0.104963 hours left\n", - "Loaded: 0.000071 seconds\n", - "\n", - " (next mAP calculation at 5400 iterations) \n", - " Last accuracy mAP@0.5 = 89.48 %, best = 90.42 % \n", - " 5337: 0.929022, 0.970136 avg loss, 0.000261 rate, 0.479328 seconds, 256176 images, 0.104792 hours left\n", - "Loaded: 0.000069 seconds\n", - "\n", - " (next mAP calculation at 5400 iterations) \n", - " Last accuracy mAP@0.5 = 89.48 %, best = 90.42 % \n", - " 5338: 0.640896, 0.937212 avg loss, 0.000261 rate, 0.511623 seconds, 256224 images, 0.104627 hours left\n", - "Loaded: 0.000057 seconds\n", - "\n", - " (next mAP calculation at 5400 iterations) \n", - " Last accuracy mAP@0.5 = 89.48 %, best = 90.42 % \n", - " 5339: 1.074562, 0.950947 avg loss, 0.000261 rate, 0.520762 seconds, 256272 images, 0.104522 hours left\n", - "Loaded: 0.000075 seconds\n", - "\n", - " (next mAP calculation at 5400 iterations) \n", - " Last accuracy mAP@0.5 = 89.48 %, best = 90.42 % \n", - " 5340: 0.911057, 0.946958 avg loss, 0.000261 rate, 0.477677 seconds, 256320 images, 0.104433 hours left\n", - "Loaded: 0.000042 seconds\n", - "\n", - " (next mAP calculation at 5400 iterations) \n", - " Last accuracy mAP@0.5 = 89.48 %, best = 90.42 % \n", - " 5341: 0.904882, 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Last accuracy mAP@0.5 = 89.48 %, best = 90.42 % \n", - " 5349: 1.107635, 0.960122 avg loss, 0.000261 rate, 0.491561 seconds, 256752 images, 0.103088 hours left\n", - "Loaded: 0.000084 seconds\n", - "\n", - " (next mAP calculation at 5400 iterations) \n", - " Last accuracy mAP@0.5 = 89.48 %, best = 90.42 % \n", - " 5350: 0.984932, 0.962603 avg loss, 0.000261 rate, 0.497427 seconds, 256800 images, 0.102946 hours left\n", - "Loaded: 0.000051 seconds\n", - "\n", - " (next mAP calculation at 5400 iterations) \n", - " Last accuracy mAP@0.5 = 89.48 %, best = 90.42 % \n", - " 5351: 0.862308, 0.952574 avg loss, 0.000261 rate, 0.479316 seconds, 256848 images, 0.102815 hours left\n", - "Loaded: 0.000073 seconds\n", - "\n", - " (next mAP calculation at 5400 iterations) \n", - " Last accuracy mAP@0.5 = 89.48 %, best = 90.42 % \n", - " 5352: 1.064935, 0.963810 avg loss, 0.000261 rate, 0.487328 seconds, 256896 images, 0.102651 hours left\n", - "Loaded: 0.000064 seconds\n", - "\n", - " (next mAP calculation at 5400 iterations) \n", - " Last accuracy mAP@0.5 = 89.48 %, best = 90.42 % \n", - " 5353: 0.993968, 0.966826 avg loss, 0.000261 rate, 0.465402 seconds, 256944 images, 0.102502 hours left\n", - "Loaded: 0.000068 seconds\n", - "\n", - " (next mAP calculation at 5400 iterations) \n", - " Last accuracy mAP@0.5 = 89.48 %, best = 90.42 % \n", - " 5354: 0.795878, 0.949731 avg loss, 0.000261 rate, 0.487391 seconds, 256992 images, 0.102313 hours left\n", - "Loaded: 0.000104 seconds\n", - "\n", - " (next mAP calculation at 5400 iterations) \n", - " Last accuracy mAP@0.5 = 89.48 %, best = 90.42 % \n", - " 5355: 0.992876, 0.954045 avg loss, 0.000261 rate, 0.482203 seconds, 257040 images, 0.102165 hours left\n", - "Loaded: 0.000048 seconds\n", - "\n", - " (next mAP calculation at 5400 iterations) \n", - " Last accuracy mAP@0.5 = 89.48 %, best = 90.42 % \n", - " 5356: 0.971564, 0.955797 avg loss, 0.000261 rate, 0.500533 seconds, 257088 images, 0.102007 hours left\n", - "Loaded: 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iterations) \n", - " Last accuracy mAP@0.5 = 89.48 %, best = 90.42 % \n", - " 5376: 0.896942, 0.931739 avg loss, 0.000261 rate, 0.479685 seconds, 258048 images, 0.099210 hours left\n", - "Loaded: 0.000071 seconds\n", - "\n", - " (next mAP calculation at 5400 iterations) \n", - " Last accuracy mAP@0.5 = 89.48 %, best = 90.42 % \n", - " 5377: 1.039498, 0.942515 avg loss, 0.000261 rate, 0.486628 seconds, 258096 images, 0.099050 hours left\n", - "Loaded: 0.000108 seconds\n", - "\n", - " (next mAP calculation at 5400 iterations) \n", - " Last accuracy mAP@0.5 = 89.48 %, best = 90.42 % \n", - " 5378: 1.013430, 0.949606 avg loss, 0.000261 rate, 0.497237 seconds, 258144 images, 0.098902 hours left\n", - "Loaded: 0.000071 seconds\n", - "\n", - " (next mAP calculation at 5400 iterations) \n", - " Last accuracy mAP@0.5 = 89.48 %, best = 90.42 % \n", - " 5379: 0.734856, 0.928131 avg loss, 0.000261 rate, 0.486459 seconds, 258192 images, 0.098772 hours left\n", - "Loaded: 0.000081 seconds\n", - 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left\n", - "Loaded: 0.000063 seconds\n", - "\n", - " (next mAP calculation at 5400 iterations) \n", - " Last accuracy mAP@0.5 = 89.48 %, best = 90.42 % \n", - " 5384: 1.004548, 0.900564 avg loss, 0.000261 rate, 0.496458 seconds, 258432 images, 0.098065 hours left\n", - "Loaded: 0.000069 seconds\n", - "\n", - " (next mAP calculation at 5400 iterations) \n", - " Last accuracy mAP@0.5 = 89.48 %, best = 90.42 % \n", - " 5385: 0.894384, 0.899946 avg loss, 0.000261 rate, 0.497651 seconds, 258480 images, 0.097934 hours left\n", - "Loaded: 0.000112 seconds\n", - "\n", - " (next mAP calculation at 5400 iterations) \n", - " Last accuracy mAP@0.5 = 89.48 %, best = 90.42 % \n", - " 5386: 0.859904, 0.895942 avg loss, 0.000261 rate, 0.488477 seconds, 258528 images, 0.097805 hours left\n", - "Loaded: 0.000046 seconds\n", - "\n", - " (next mAP calculation at 5400 iterations) \n", - " Last accuracy mAP@0.5 = 89.48 %, best = 90.42 % \n", - " 5387: 0.901652, 0.896513 avg loss, 0.000261 rate, 0.493710 seconds, 258576 images, 0.097661 hours left\n", - "Loaded: 0.000056 seconds\n", - "\n", - " (next mAP calculation at 5400 iterations) \n", - " Last accuracy mAP@0.5 = 89.48 %, best = 90.42 % \n", - " 5388: 0.946140, 0.901475 avg loss, 0.000261 rate, 0.501346 seconds, 258624 images, 0.097525 hours left\n", - "Loaded: 0.000076 seconds\n", - "\n", - " (next mAP calculation at 5400 iterations) \n", - " Last accuracy mAP@0.5 = 89.48 %, best = 90.42 % \n", - " 5389: 1.010161, 0.912344 avg loss, 0.000261 rate, 0.481084 seconds, 258672 images, 0.097402 hours left\n", - "Loaded: 0.000058 seconds\n", - "\n", - " (next mAP calculation at 5400 iterations) \n", - " Last accuracy mAP@0.5 = 89.48 %, best = 90.42 % \n", - " 5390: 0.934082, 0.914518 avg loss, 0.000261 rate, 0.496948 seconds, 258720 images, 0.097245 hours left\n", - "Loaded: 0.000071 seconds\n", - "\n", - " (next mAP calculation at 5400 iterations) \n", - " Last accuracy mAP@0.5 = 89.48 %, best = 90.42 % \n", - " 5391: 1.066677, 0.929734 avg loss, 0.000261 rate, 0.500456 seconds, 258768 images, 0.097114 hours left\n", - "Loaded: 0.000042 seconds\n", - "\n", - " (next mAP calculation at 5400 iterations) \n", - " Last accuracy mAP@0.5 = 89.48 %, best = 90.42 % \n", - " 5392: 0.937728, 0.930533 avg loss, 0.000261 rate, 0.490297 seconds, 258816 images, 0.096990 hours left\n", - "Loaded: 0.000059 seconds\n", - "\n", - " (next mAP calculation at 5400 iterations) \n", - " Last accuracy mAP@0.5 = 89.48 %, best = 90.42 % \n", - " 5393: 0.950983, 0.932578 avg loss, 0.000261 rate, 0.493954 seconds, 258864 images, 0.096848 hours left\n", - "Loaded: 0.000034 seconds\n", - "\n", - " (next mAP calculation at 5400 iterations) \n", - " Last accuracy mAP@0.5 = 89.48 %, best = 90.42 % \n", - " 5394: 0.877276, 0.927048 avg loss, 0.000261 rate, 0.484718 seconds, 258912 images, 0.096713 hours left\n", - "Loaded: 0.000067 seconds\n", - "\n", - " (next mAP calculation at 5400 iterations) \n", - " Last accuracy mAP@0.5 = 89.48 %, best = 90.42 % \n", - " 5395: 0.864099, 0.920753 avg loss, 0.000261 rate, 0.508849 seconds, 258960 images, 0.096562 hours left\n", - "Loaded: 0.000063 seconds\n", - "\n", - " (next mAP calculation at 5400 iterations) \n", - " Last accuracy mAP@0.5 = 89.48 %, best = 90.42 % \n", - " 5396: 1.062657, 0.934943 avg loss, 0.000261 rate, 0.485673 seconds, 259008 images, 0.096451 hours left\n", - "Loaded: 0.000126 seconds\n", - "\n", - " (next mAP calculation at 5400 iterations) \n", - " Last accuracy mAP@0.5 = 89.48 %, best = 90.42 % \n", - " 5397: 1.133444, 0.954793 avg loss, 0.000261 rate, 0.494869 seconds, 259056 images, 0.096302 hours left\n", - "Loaded: 0.000041 seconds\n", - "\n", - " (next mAP calculation at 5400 iterations) \n", - " Last accuracy mAP@0.5 = 89.48 %, best = 90.42 % \n", - " 5398: 0.813402, 0.940654 avg loss, 0.000261 rate, 0.475876 seconds, 259104 images, 0.096168 hours left\n", - "Loaded: 0.000043 seconds\n", - "\n", - " (next mAP calculation at 5400 iterations) \n", - " Last accuracy mAP@0.5 = 89.48 %, best = 90.42 % \n", - " 5399: 0.803323, 0.926921 avg loss, 0.000261 rate, 0.507681 seconds, 259152 images, 0.096002 hours left\n", - "Loaded: 0.000072 seconds\n", - "\n", - " (next mAP calculation at 5400 iterations) \n", - " Last accuracy mAP@0.5 = 89.48 %, best = 90.42 % \n", - " 5400: 0.750021, 0.909231 avg loss, 0.000026 rate, 0.488240 seconds, 259200 images, 0.095890 hours left\n", - "\n", - " calculation mAP (mean average precision)...\n", - "76\n", - " detections_count = 2502, unique_truth_count = 967 \n", - "class_id = 0, name = Platelets, ap = 87.13% \t (TP = 71, FP = 26) \n", - "class_id = 1, name = RBC, ap = 81.16% \t (TP = 710, FP = 495) \n", - "class_id = 2, name = WBC, ap = 98.90% \t (TP = 72, FP = 2) \n", - "\n", - " for conf_thresh = 0.25, precision = 0.62, recall = 0.88, F1-score = 0.73 \n", - " for conf_thresh = 0.25, TP = 853, FP = 523, FN = 114, average IoU = 51.76 % \n", - "\n", - " IoU threshold = 50 %, used Area-Under-Curve for each unique Recall \n", - " mean average precision (mAP@0.50) = 0.890607, or 89.06 % \n", - "Total Detection Time: 1 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@0.5) = 0.890607 \n", - "Saving weights to backup//custom-yolov4-tiny-detector_last.weights\n", - "Loaded: 0.000114 seconds\n", - "\n", - " (next mAP calculation at 5500 iterations) \n", - " Last accuracy mAP@0.5 = 89.06 %, best = 90.42 % \n", - " 5401: 0.923895, 0.910698 avg loss, 0.000026 rate, 0.480290 seconds, 259248 images, 0.096557 hours left\n", - "Loaded: 0.000066 seconds\n", - "\n", - " (next mAP calculation at 5500 iterations) \n", - " Last accuracy mAP@0.5 = 89.06 %, best = 90.42 % \n", - " 5402: 0.873834, 0.907011 avg loss, 0.000026 rate, 0.468662 seconds, 259296 images, 0.096391 hours left\n", - "Loaded: 0.000065 seconds\n", - "\n", - " (next mAP calculation at 5500 iterations) \n", - " Last accuracy mAP@0.5 = 89.06 %, best = 90.42 % \n", - " 5403: 0.760526, 0.892363 avg loss, 0.000026 rate, 0.500570 seconds, 259344 images, 0.096206 hours left\n", - "Loaded: 0.000092 seconds\n", - "\n", - " (next mAP calculation at 5500 iterations) \n", - " Last accuracy mAP@0.5 = 89.06 %, best = 90.42 % \n", - " 5404: 1.003425, 0.903469 avg loss, 0.000026 rate, 0.502531 seconds, 259392 images, 0.096074 hours left\n", - "Loaded: 0.000051 seconds\n", - "\n", - " (next mAP calculation at 5500 iterations) \n", - " Last accuracy mAP@0.5 = 89.06 %, best = 90.42 % \n", - " 5405: 0.835748, 0.896697 avg loss, 0.000026 rate, 0.492185 seconds, 259440 images, 0.095945 hours left\n", - "Loaded: 0.000044 seconds\n", - "\n", - " (next mAP calculation at 5500 iterations) \n", - " Last accuracy mAP@0.5 = 89.06 %, best = 90.42 % \n", - " 5406: 1.075180, 0.914545 avg loss, 0.000026 rate, 0.494762 seconds, 259488 images, 0.095800 hours left\n", - "Loaded: 0.000043 seconds\n", - "\n", - " (next mAP calculation at 5500 iterations) \n", - " Last accuracy mAP@0.5 = 89.06 %, best = 90.42 % \n", - " 5407: 0.772210, 0.900312 avg loss, 0.000026 rate, 0.497839 seconds, 259536 images, 0.095658 hours left\n", - "Loaded: 0.000066 seconds\n", - "\n", - " (next mAP calculation at 5500 iterations) \n", - " Last accuracy mAP@0.5 = 89.06 %, best = 90.42 % \n", - " 5408: 0.907787, 0.901059 avg loss, 0.000026 rate, 0.487047 seconds, 259584 images, 0.095522 hours left\n", - "Loaded: 0.000038 seconds\n", - "\n", - " (next mAP calculation at 5500 iterations) \n", - " Last accuracy mAP@0.5 = 89.06 %, best = 90.42 % \n", - " 5409: 0.913391, 0.902292 avg loss, 0.000026 rate, 0.501033 seconds, 259632 images, 0.095367 hours left\n", - "Loaded: 0.000077 seconds\n", - "\n", - " (next mAP calculation at 5500 iterations) \n", - " Last accuracy mAP@0.5 = 89.06 %, best = 90.42 % \n", - " 5410: 0.778563, 0.889919 avg loss, 0.000026 rate, 0.497207 seconds, 259680 images, 0.095236 hours left\n", - "Loaded: 0.000039 seconds\n", - "\n", - " (next mAP calculation at 5500 iterations) \n", - " Last accuracy mAP@0.5 = 89.06 %, best = 90.42 % \n", - " 5411: 0.956350, 0.896562 avg loss, 0.000026 rate, 0.484603 seconds, 259728 images, 0.095099 hours left\n", - "Loaded: 0.000076 seconds\n", - "\n", - " (next mAP calculation at 5500 iterations) \n", - " Last accuracy mAP@0.5 = 89.06 %, best = 90.42 % \n", - " 5412: 0.694386, 0.876345 avg loss, 0.000026 rate, 0.495338 seconds, 259776 images, 0.094941 hours left\n", - "Loaded: 0.000065 seconds\n", - "\n", - " (next mAP calculation at 5500 iterations) \n", - " Last accuracy mAP@0.5 = 89.06 %, best = 90.42 % \n", - " 5413: 0.914123, 0.880123 avg loss, 0.000026 rate, 0.475508 seconds, 259824 images, 0.094801 hours left\n", - "Loaded: 0.000046 seconds\n", - "\n", - " (next mAP calculation at 5500 iterations) \n", - " Last accuracy mAP@0.5 = 89.06 %, best = 90.42 % \n", - " 5414: 0.842250, 0.876335 avg loss, 0.000026 rate, 0.484951 seconds, 259872 images, 0.094628 hours left\n", - "Loaded: 0.000045 seconds\n", - "\n", - " (next mAP calculation at 5500 iterations) \n", - " Last accuracy mAP@0.5 = 89.06 %, best = 90.42 % \n", - " 5415: 0.818538, 0.870556 avg loss, 0.000026 rate, 0.494668 seconds, 259920 images, 0.094471 hours left\n", - "Loaded: 0.000062 seconds\n", - "\n", - " (next mAP calculation at 5500 iterations) \n", - " Last accuracy mAP@0.5 = 89.06 %, best = 90.42 % \n", - " 5416: 0.679915, 0.851492 avg loss, 0.000026 rate, 0.510312 seconds, 259968 images, 0.094331 hours left\n", - "Loaded: 0.000098 seconds\n", - "\n", - " (next mAP calculation at 5500 iterations) \n", - " Last accuracy mAP@0.5 = 89.06 %, best = 90.42 % \n", - " 5417: 1.109960, 0.877338 avg loss, 0.000026 rate, 0.487822 seconds, 260016 images, 0.094215 hours left\n", - "Loaded: 0.000061 seconds\n", - "\n", - " (next mAP calculation at 5500 iterations) \n", - " Last accuracy mAP@0.5 = 89.06 %, best = 90.42 % \n", - " 5418: 0.732933, 0.862898 avg loss, 0.000026 rate, 0.486863 seconds, 260064 images, 0.094063 hours left\n", - "Loaded: 0.000045 seconds\n", - "\n", - " (next mAP calculation at 5500 iterations) \n", - " Last accuracy mAP@0.5 = 89.06 %, best = 90.42 % \n", - " 5419: 0.941660, 0.870774 avg loss, 0.000026 rate, 0.496670 seconds, 260112 images, 0.093910 hours left\n", - "Loaded: 0.000058 seconds\n", - "\n", - " (next mAP calculation at 5500 iterations) \n", - " Last accuracy mAP@0.5 = 89.06 %, best = 90.42 % \n", - " 5420: 0.928120, 0.876509 avg loss, 0.000026 rate, 0.481962 seconds, 260160 images, 0.093772 hours left\n", - "Loaded: 0.000055 seconds\n", - "\n", - " (next mAP calculation at 5500 iterations) \n", - " Last accuracy mAP@0.5 = 89.06 %, best = 90.42 % \n", - " 5421: 1.049339, 0.893792 avg loss, 0.000026 rate, 0.500448 seconds, 260208 images, 0.093611 hours left\n", - "Loaded: 0.000044 seconds\n", - "\n", - " (next mAP calculation at 5500 iterations) \n", - " Last accuracy mAP@0.5 = 89.06 %, best = 90.42 % \n", - " 5422: 0.751781, 0.879591 avg loss, 0.000026 rate, 0.464464 seconds, 260256 images, 0.093480 hours left\n", - "Loaded: 0.000043 seconds\n", - "\n", - " (next mAP calculation at 5500 iterations) \n", - " Last accuracy mAP@0.5 = 89.06 %, best = 90.42 % \n", - " 5423: 0.823275, 0.873959 avg loss, 0.000026 rate, 0.481218 seconds, 260304 images, 0.093291 hours left\n", - "Loaded: 0.000067 seconds\n", - "\n", - " (next mAP calculation at 5500 iterations) \n", - " Last accuracy mAP@0.5 = 89.06 %, best = 90.42 % \n", - " 5424: 0.855633, 0.872126 avg loss, 0.000026 rate, 0.482004 seconds, 260352 images, 0.093130 hours left\n", - "Loaded: 0.000051 seconds\n", - "\n", - " (next mAP calculation at 5500 iterations) \n", - " Last accuracy mAP@0.5 = 89.06 %, best = 90.42 % \n", - " 5425: 1.116710, 0.896585 avg loss, 0.000026 rate, 0.487111 seconds, 260400 images, 0.092970 hours left\n", - "Loaded: 0.000061 seconds\n", - "\n", - " (next mAP calculation at 5500 iterations) \n", - " Last accuracy mAP@0.5 = 89.06 %, best = 90.42 % \n", - " 5426: 0.744801, 0.881406 avg loss, 0.000026 rate, 0.481429 seconds, 260448 images, 0.092818 hours left\n", - "Loaded: 0.000058 seconds\n", - "\n", - " (next mAP calculation at 5500 iterations) \n", - " Last accuracy mAP@0.5 = 89.06 %, best = 90.42 % \n", - " 5427: 1.027897, 0.896056 avg loss, 0.000026 rate, 0.484093 seconds, 260496 images, 0.092658 hours left\n", - "Loaded: 0.000047 seconds\n", - "\n", - " (next mAP calculation at 5500 iterations) \n", - " Last accuracy mAP@0.5 = 89.06 %, best = 90.42 % \n", - " 5428: 0.823999, 0.888850 avg loss, 0.000026 rate, 0.487092 seconds, 260544 images, 0.092502 hours left\n", - "Loaded: 0.000084 seconds\n", - "\n", - " (next mAP calculation at 5500 iterations) \n", - " Last accuracy mAP@0.5 = 89.06 %, best = 90.42 % \n", - " 5429: 0.904706, 0.890435 avg loss, 0.000026 rate, 0.482482 seconds, 260592 images, 0.092351 hours left\n", - "Loaded: 0.000045 seconds\n", - "\n", - " (next mAP calculation at 5500 iterations) \n", - " Last accuracy mAP@0.5 = 89.06 %, best = 90.42 % \n", - " 5430: 1.014515, 0.902843 avg loss, 0.000026 rate, 0.472735 seconds, 260640 images, 0.092193 hours left\n", - "Loaded: 0.000078 seconds\n", - "\n", - " (next mAP calculation at 5500 iterations) \n", - " Last accuracy mAP@0.5 = 89.06 %, best = 90.42 % \n", - " 5431: 1.096627, 0.922222 avg loss, 0.000026 rate, 0.506364 seconds, 260688 images, 0.092019 hours left\n", - "Loaded: 0.000047 seconds\n", - "\n", - " (next mAP calculation at 5500 iterations) \n", - " Last accuracy mAP@0.5 = 89.06 %, best = 90.42 % \n", - " 5432: 0.825935, 0.912593 avg loss, 0.000026 rate, 0.492156 seconds, 260736 images, 0.091900 hours left\n", - "Loaded: 0.000077 seconds\n", - "\n", - " (next mAP calculation at 5500 iterations) \n", - " Last accuracy mAP@0.5 = 89.06 %, best = 90.42 % \n", - " 5433: 0.748733, 0.896207 avg loss, 0.000026 rate, 0.481828 seconds, 260784 images, 0.091757 hours left\n", - "Loaded: 0.000079 seconds\n", - "\n", - " (next mAP calculation at 5500 iterations) \n", - " Last accuracy mAP@0.5 = 89.06 %, best = 90.42 % \n", - " 5434: 0.713254, 0.877912 avg loss, 0.000026 rate, 0.470569 seconds, 260832 images, 0.091599 hours left\n", - "Loaded: 0.000069 seconds\n", - "\n", - " (next mAP calculation at 5500 iterations) \n", - " Last accuracy mAP@0.5 = 89.06 %, best = 90.42 % \n", - " 5435: 0.964353, 0.886556 avg loss, 0.000026 rate, 0.492968 seconds, 260880 images, 0.091423 hours left\n", - "Loaded: 0.000068 seconds\n", - "\n", - " (next mAP calculation at 5500 iterations) \n", - " Last accuracy mAP@0.5 = 89.06 %, best = 90.42 % \n", - " 5436: 0.901908, 0.888091 avg loss, 0.000026 rate, 0.508586 seconds, 260928 images, 0.091282 hours left\n", - "Loaded: 0.000065 seconds\n", - "\n", - " (next mAP calculation at 5500 iterations) \n", - " Last accuracy mAP@0.5 = 89.06 %, best = 90.42 % \n", - " 5437: 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89.06 %, best = 90.42 % \n", - " 5441: 0.925457, 0.873409 avg loss, 0.000026 rate, 0.499415 seconds, 261168 images, 0.090557 hours left\n", - "Loaded: 0.000044 seconds\n", - "\n", - " (next mAP calculation at 5500 iterations) \n", - " Last accuracy mAP@0.5 = 89.06 %, best = 90.42 % \n", - " 5442: 0.738646, 0.859932 avg loss, 0.000026 rate, 0.492169 seconds, 261216 images, 0.090427 hours left\n", - "Loaded: 0.000045 seconds\n", - "\n", - " (next mAP calculation at 5500 iterations) \n", - " Last accuracy mAP@0.5 = 89.06 %, best = 90.42 % \n", - " 5443: 1.134009, 0.887340 avg loss, 0.000026 rate, 0.478716 seconds, 261264 images, 0.090286 hours left\n", - "Loaded: 0.000045 seconds\n", - "\n", - " (next mAP calculation at 5500 iterations) \n", - " Last accuracy mAP@0.5 = 89.06 %, best = 90.42 % \n", - " 5444: 0.986761, 0.897282 avg loss, 0.000026 rate, 0.486731 seconds, 261312 images, 0.090124 hours left\n", - "Loaded: 0.000045 seconds\n", - "\n", - " (next mAP calculation at 5500 iterations) \n", - " Last accuracy mAP@0.5 = 89.06 %, best = 90.42 % \n", - " 5445: 0.925133, 0.900067 avg loss, 0.000026 rate, 0.496242 seconds, 261360 images, 0.089975 hours left\n", - "Loaded: 0.000061 seconds\n", - "\n", - " (next mAP calculation at 5500 iterations) \n", - " Last accuracy mAP@0.5 = 89.06 %, best = 90.42 % \n", - " 5446: 0.647802, 0.874841 avg loss, 0.000026 rate, 0.493476 seconds, 261408 images, 0.089840 hours left\n", - "Loaded: 0.000060 seconds\n", - "\n", - " (next mAP calculation at 5500 iterations) \n", - " Last accuracy mAP@0.5 = 89.06 %, best = 90.42 % \n", - " 5447: 0.906761, 0.878033 avg loss, 0.000026 rate, 0.490834 seconds, 261456 images, 0.089701 hours left\n", - "Loaded: 0.000065 seconds\n", - "\n", - " (next mAP calculation at 5500 iterations) \n", - " Last accuracy mAP@0.5 = 89.06 %, best = 90.42 % \n", - " 5448: 1.005524, 0.890782 avg loss, 0.000026 rate, 0.513610 seconds, 261504 images, 0.089558 hours left\n", - "Loaded: 0.000071 seconds\n", - "\n", - " (next mAP calculation at 5500 iterations) \n", - " Last accuracy mAP@0.5 = 89.06 %, best = 90.42 % \n", - " 5449: 0.889615, 0.890665 avg loss, 0.000026 rate, 0.479325 seconds, 261552 images, 0.089450 hours left\n", - "Loaded: 0.000087 seconds\n", - "\n", - " (next mAP calculation at 5500 iterations) \n", - " Last accuracy mAP@0.5 = 89.06 %, best = 90.42 % \n", - " 5450: 0.829737, 0.884572 avg loss, 0.000026 rate, 0.478196 seconds, 261600 images, 0.089290 hours left\n", - "Loaded: 0.000049 seconds\n", - "\n", - " (next mAP calculation at 5500 iterations) \n", - " Last accuracy mAP@0.5 = 89.06 %, best = 90.42 % \n", - " 5451: 0.977470, 0.893862 avg loss, 0.000026 rate, 0.470768 seconds, 261648 images, 0.089127 hours left\n", - "Loaded: 0.000071 seconds\n", - "\n", - " (next mAP calculation at 5500 iterations) \n", - " Last accuracy mAP@0.5 = 89.06 %, best = 90.42 % \n", - " 5452: 0.792320, 0.883708 avg loss, 0.000026 rate, 0.495120 seconds, 261696 images, 0.088954 hours left\n", - "Loaded: 0.000042 seconds\n", - "\n", - " (next mAP calculation at 5500 iterations) \n", - " Last accuracy mAP@0.5 = 89.06 %, best = 90.42 % \n", - " 5453: 0.855164, 0.880853 avg loss, 0.000026 rate, 0.484408 seconds, 261744 images, 0.088818 hours left\n", - "Loaded: 0.000068 seconds\n", - "\n", - " (next mAP calculation at 5500 iterations) \n", - " Last accuracy mAP@0.5 = 89.06 %, best = 90.42 % \n", - " 5454: 0.931974, 0.885966 avg loss, 0.000026 rate, 0.492076 seconds, 261792 images, 0.088666 hours left\n", - "Loaded: 0.000064 seconds\n", - "\n", - " (next mAP calculation at 5500 iterations) \n", - " Last accuracy mAP@0.5 = 89.06 %, best = 90.42 % \n", - " 5455: 0.966738, 0.894043 avg loss, 0.000026 rate, 0.482144 seconds, 261840 images, 0.088526 hours left\n", - "Loaded: 0.000074 seconds\n", - "\n", - " (next mAP calculation at 5500 iterations) \n", - " Last accuracy mAP@0.5 = 89.06 %, best = 90.42 % \n", - " 5456: 0.915661, 0.896205 avg loss, 0.000026 rate, 0.481273 seconds, 261888 images, 0.088371 hours left\n", - "Loaded: 0.000086 seconds\n", - "\n", - " (next mAP calculation at 5500 iterations) \n", - " Last accuracy mAP@0.5 = 89.06 %, best = 90.42 % \n", - " 5457: 0.871978, 0.893782 avg loss, 0.000026 rate, 0.487990 seconds, 261936 images, 0.088215 hours left\n", - "Loaded: 0.000045 seconds\n", - "\n", - " (next mAP calculation at 5500 iterations) \n", - " Last accuracy mAP@0.5 = 89.06 %, best = 90.42 % \n", - " 5458: 1.166439, 0.921048 avg loss, 0.000026 rate, 0.475856 seconds, 261984 images, 0.088069 hours left\n", - "Loaded: 0.000045 seconds\n", - "\n", - " (next mAP calculation at 5500 iterations) \n", - " Last accuracy mAP@0.5 = 89.06 %, best = 90.42 % \n", - " 5459: 0.856737, 0.914617 avg loss, 0.000026 rate, 0.495807 seconds, 262032 images, 0.087904 hours left\n", - "Loaded: 0.000066 seconds\n", - "\n", - " (next mAP calculation at 5500 iterations) \n", - " Last accuracy mAP@0.5 = 89.06 %, best = 90.42 % \n", - " 5460: 0.954654, 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= 90.42 % \n", - " 5464: 0.933590, 0.893493 avg loss, 0.000026 rate, 0.481597 seconds, 262272 images, 0.087175 hours left\n", - "Loaded: 0.000048 seconds\n", - "\n", - " (next mAP calculation at 5500 iterations) \n", - " Last accuracy mAP@0.5 = 89.06 %, best = 90.42 % \n", - " 5465: 0.954541, 0.899598 avg loss, 0.000026 rate, 0.475872 seconds, 262320 images, 0.087021 hours left\n", - "Loaded: 0.000059 seconds\n", - "\n", - " (next mAP calculation at 5500 iterations) \n", - " Last accuracy mAP@0.5 = 89.06 %, best = 90.42 % \n", - " 5466: 0.814914, 0.891129 avg loss, 0.000026 rate, 0.487632 seconds, 262368 images, 0.086858 hours left\n", - "Loaded: 0.000051 seconds\n", - "\n", - " (next mAP calculation at 5500 iterations) \n", - " Last accuracy mAP@0.5 = 89.06 %, best = 90.42 % \n", - " 5467: 0.813692, 0.883386 avg loss, 0.000026 rate, 0.512036 seconds, 262416 images, 0.086713 hours left\n", - "Loaded: 0.000039 seconds\n", - "\n", - " (next mAP calculation at 5500 iterations) \n", - " Last accuracy mAP@0.5 = 89.06 %, best = 90.42 % \n", - " 5468: 1.009937, 0.896041 avg loss, 0.000026 rate, 0.483197 seconds, 262464 images, 0.086604 hours left\n", - "Loaded: 0.000065 seconds\n", - "\n", - " (next mAP calculation at 5500 iterations) \n", - " Last accuracy mAP@0.5 = 89.06 %, best = 90.42 % \n", - " 5469: 1.060062, 0.912443 avg loss, 0.000026 rate, 0.481565 seconds, 262512 images, 0.086452 hours left\n", - "Loaded: 0.000068 seconds\n", - "\n", - " (next mAP calculation at 5500 iterations) \n", - " Last accuracy mAP@0.5 = 89.06 %, best = 90.42 % \n", - " 5470: 0.770120, 0.898211 avg loss, 0.000026 rate, 0.500836 seconds, 262560 images, 0.086298 hours left\n", - "Loaded: 0.000070 seconds\n", - "\n", - " (next mAP calculation at 5500 iterations) \n", - " Last accuracy mAP@0.5 = 89.06 %, best = 90.42 % \n", - " 5471: 1.285236, 0.936913 avg loss, 0.000026 rate, 0.511393 seconds, 262608 images, 0.086172 hours left\n", - "Loaded: 0.000049 seconds\n", - "\n", - " (next mAP calculation at 5500 iterations) \n", - " Last accuracy mAP@0.5 = 89.06 %, best = 90.42 % \n", - " 5472: 0.921812, 0.935403 avg loss, 0.000026 rate, 0.484192 seconds, 262656 images, 0.086062 hours left\n", - "Loaded: 0.000048 seconds\n", - "\n", - " (next mAP calculation at 5500 iterations) \n", - " Last accuracy mAP@0.5 = 89.06 %, best = 90.42 % \n", - " 5473: 1.031257, 0.944989 avg loss, 0.000026 rate, 0.494394 seconds, 262704 images, 0.085912 hours left\n", - "Loaded: 0.000069 seconds\n", - "\n", - " (next mAP calculation at 5500 iterations) \n", - " Last accuracy mAP@0.5 = 89.06 %, best = 90.42 % \n", - " 5474: 0.793016, 0.929791 avg loss, 0.000026 rate, 0.482948 seconds, 262752 images, 0.085776 hours left\n", - "Loaded: 0.000053 seconds\n", - "\n", - " (next mAP calculation at 5500 iterations) \n", - " Last accuracy mAP@0.5 = 89.06 %, best = 90.42 % \n", - " 5475: 0.931519, 0.929964 avg loss, 0.000026 rate, 0.485432 seconds, 262800 images, 0.085624 hours left\n", - "Loaded: 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0.085056 hours left\n", - "Loaded: 0.000043 seconds\n", - "\n", - " (next mAP calculation at 5500 iterations) \n", - " Last accuracy mAP@0.5 = 89.06 %, best = 90.42 % \n", - " 5480: 0.955660, 0.949493 avg loss, 0.000026 rate, 0.484654 seconds, 263040 images, 0.084954 hours left\n", - "Loaded: 0.000055 seconds\n", - "\n", - " (next mAP calculation at 5500 iterations) \n", - " Last accuracy mAP@0.5 = 89.06 %, best = 90.42 % \n", - " 5481: 1.009956, 0.955540 avg loss, 0.000026 rate, 0.476891 seconds, 263088 images, 0.084804 hours left\n", - "Loaded: 0.000077 seconds\n", - "\n", - " (next mAP calculation at 5500 iterations) \n", - " Last accuracy mAP@0.5 = 89.06 %, best = 90.42 % \n", - " 5482: 0.720140, 0.932000 avg loss, 0.000026 rate, 0.495194 seconds, 263136 images, 0.084644 hours left\n", - "Loaded: 0.000063 seconds\n", - "\n", - " (next mAP calculation at 5500 iterations) \n", - " Last accuracy mAP@0.5 = 89.06 %, best = 90.42 % \n", - " 5483: 1.046174, 0.943417 avg loss, 0.000026 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89.06 %, best = 90.42 % \n", - " 5491: 0.776753, 0.906315 avg loss, 0.000026 rate, 0.483539 seconds, 263568 images, 0.083339 hours left\n", - "Loaded: 0.000065 seconds\n", - "\n", - " (next mAP calculation at 5500 iterations) \n", - " Last accuracy mAP@0.5 = 89.06 %, best = 90.42 % \n", - " 5492: 1.144926, 0.930176 avg loss, 0.000026 rate, 0.482676 seconds, 263616 images, 0.083190 hours left\n", - "Loaded: 0.000091 seconds\n", - "\n", - " (next mAP calculation at 5500 iterations) \n", - " Last accuracy mAP@0.5 = 89.06 %, best = 90.42 % \n", - " 5493: 0.961365, 0.933295 avg loss, 0.000026 rate, 0.485285 seconds, 263664 images, 0.083039 hours left\n", - "Loaded: 0.000054 seconds\n", - "\n", - " (next mAP calculation at 5500 iterations) \n", - " Last accuracy mAP@0.5 = 89.06 %, best = 90.42 % \n", - " 5494: 0.902577, 0.930223 avg loss, 0.000026 rate, 0.487679 seconds, 263712 images, 0.082892 hours left\n", - "Loaded: 0.000065 seconds\n", - "\n", - " (next mAP calculation at 5500 iterations) \n", - " Last accuracy mAP@0.5 = 89.06 %, best = 90.42 % \n", - " 5495: 0.940119, 0.931213 avg loss, 0.000026 rate, 0.497924 seconds, 263760 images, 0.082749 hours left\n", - "Loaded: 0.000040 seconds\n", - "\n", - " (next mAP calculation at 5500 iterations) \n", - " Last accuracy mAP@0.5 = 89.06 %, best = 90.42 % \n", - " 5496: 1.279555, 0.966047 avg loss, 0.000026 rate, 0.474896 seconds, 263808 images, 0.082620 hours left\n", - "Loaded: 0.000090 seconds\n", - "\n", - " (next mAP calculation at 5500 iterations) \n", - " Last accuracy mAP@0.5 = 89.06 %, best = 90.42 % \n", - " 5497: 1.138007, 0.983243 avg loss, 0.000026 rate, 0.512816 seconds, 263856 images, 0.082458 hours left\n", - "Loaded: 0.000059 seconds\n", - "\n", - " (next mAP calculation at 5500 iterations) \n", - " Last accuracy mAP@0.5 = 89.06 %, best = 90.42 % \n", - " 5498: 0.854104, 0.970329 avg loss, 0.000026 rate, 0.475170 seconds, 263904 images, 0.082351 hours left\n", - "Loaded: 0.000046 seconds\n", - "\n", - " (next mAP calculation at 5500 iterations) \n", - " Last accuracy mAP@0.5 = 89.06 %, best = 90.42 % \n", - " 5499: 0.851323, 0.958429 avg loss, 0.000026 rate, 0.480662 seconds, 263952 images, 0.082190 hours left\n", - "Loaded: 0.000054 seconds\n", - "\n", - " (next mAP calculation at 5500 iterations) \n", - " Last accuracy mAP@0.5 = 89.06 %, best = 90.42 % \n", - " 5500: 1.101081, 0.972694 avg loss, 0.000026 rate, 0.483327 seconds, 264000 images, 0.082037 hours left\n", - "\n", - " calculation mAP (mean average precision)...\n", - "76\n", - " detections_count = 2523, unique_truth_count = 967 \n", - "class_id = 0, name = Platelets, ap = 87.11% \t (TP = 70, FP = 26) \n", - "class_id = 1, name = RBC, ap = 80.98% \t (TP = 708, FP = 512) \n", - "class_id = 2, name = WBC, ap = 98.83% \t (TP = 72, FP = 2) \n", - "\n", - " for conf_thresh = 0.25, precision = 0.61, recall = 0.88, F1-score = 0.72 \n", - " for conf_thresh = 0.25, TP = 850, FP = 540, FN = 117, average IoU = 51.06 % \n", - "\n", - " IoU threshold = 50 %, used Area-Under-Curve for each unique Recall \n", - " mean average precision (mAP@0.50) = 0.889726, or 88.97 % \n", - "Total Detection Time: 1 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@0.5) = 0.889726 \n", - "Saving weights to backup//custom-yolov4-tiny-detector_last.weights\n", - "Loaded: 0.000140 seconds\n", - "\n", - " (next mAP calculation at 5600 iterations) \n", - " Last accuracy mAP@0.5 = 88.97 %, best = 90.42 % \n", - " 5501: 1.188533, 0.994278 avg loss, 0.000026 rate, 0.506381 seconds, 264048 images, 0.082556 hours left\n", - "Loaded: 0.000076 seconds\n", - "\n", - " (next mAP calculation at 5600 iterations) \n", - " Last accuracy mAP@0.5 = 88.97 %, best = 90.42 % \n", - " 5502: 1.177387, 1.012589 avg loss, 0.000026 rate, 0.483018 seconds, 264096 images, 0.082433 hours left\n", - "Loaded: 0.000068 seconds\n", - "\n", - " (next mAP calculation at 5600 iterations) \n", - " Last accuracy mAP@0.5 = 88.97 %, best = 90.42 % \n", - " 5503: 0.643911, 0.975721 avg loss, 0.000026 rate, 0.479591 seconds, 264144 images, 0.082277 hours left\n", - "Loaded: 0.000085 seconds\n", - "\n", - " (next mAP calculation at 5600 iterations) \n", - " Last accuracy mAP@0.5 = 88.97 %, best = 90.42 % \n", - " 5504: 0.853582, 0.963507 avg loss, 0.000026 rate, 0.491649 seconds, 264192 images, 0.082116 hours left\n", - "Loaded: 0.000047 seconds\n", - "\n", - " (next mAP calculation at 5600 iterations) \n", - " Last accuracy mAP@0.5 = 88.97 %, best = 90.42 % \n", - " 5505: 0.991546, 0.966311 avg loss, 0.000026 rate, 0.485714 seconds, 264240 images, 0.081973 hours left\n", - "Loaded: 0.000069 seconds\n", - "\n", - " (next mAP calculation at 5600 iterations) \n", - " Last accuracy mAP@0.5 = 88.97 %, best = 90.42 % \n", - " 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= 88.97 %, best = 90.42 % \n", - " 5510: 1.029232, 0.980853 avg loss, 0.000026 rate, 0.493734 seconds, 264480 images, 0.081238 hours left\n", - "Loaded: 0.000049 seconds\n", - "\n", - " (next mAP calculation at 5600 iterations) \n", - " Last accuracy mAP@0.5 = 88.97 %, best = 90.42 % \n", - " 5511: 0.889601, 0.971728 avg loss, 0.000026 rate, 0.481079 seconds, 264528 images, 0.081098 hours left\n", - "Loaded: 0.000065 seconds\n", - "\n", - " (next mAP calculation at 5600 iterations) \n", - " Last accuracy mAP@0.5 = 88.97 %, best = 90.42 % \n", - " 5512: 0.882217, 0.962777 avg loss, 0.000026 rate, 0.501763 seconds, 264576 images, 0.080941 hours left\n", - "Loaded: 0.000036 seconds\n", - "\n", - " (next mAP calculation at 5600 iterations) \n", - " Last accuracy mAP@0.5 = 88.97 %, best = 90.42 % \n", - " 5513: 0.742300, 0.940729 avg loss, 0.000026 rate, 0.469542 seconds, 264624 images, 0.080811 hours left\n", - "Loaded: 0.000050 seconds\n", - "\n", - " (next mAP calculation at 5600 iterations) \n", - " Last accuracy mAP@0.5 = 88.97 %, best = 90.42 % \n", - " 5514: 0.987637, 0.945420 avg loss, 0.000026 rate, 0.465290 seconds, 264672 images, 0.080639 hours left\n", - "Loaded: 0.000066 seconds\n", - "\n", - " (next mAP calculation at 5600 iterations) \n", - " Last accuracy mAP@0.5 = 88.97 %, best = 90.42 % \n", - " 5515: 0.902159, 0.941094 avg loss, 0.000026 rate, 0.479237 seconds, 264720 images, 0.080460 hours left\n", - "Loaded: 0.000044 seconds\n", - "\n", - " (next mAP calculation at 5600 iterations) \n", - " Last accuracy mAP@0.5 = 88.97 %, best = 90.42 % \n", - " 5516: 0.721238, 0.919108 avg loss, 0.000026 rate, 0.487240 seconds, 264768 images, 0.080302 hours left\n", - "Loaded: 0.000104 seconds\n", - "\n", - " (next mAP calculation at 5600 iterations) \n", - " Last accuracy mAP@0.5 = 88.97 %, best = 90.42 % \n", - " 5517: 1.037488, 0.930946 avg loss, 0.000026 rate, 0.495817 seconds, 264816 images, 0.080154 hours left\n", - "Loaded: 0.000044 seconds\n", - "\n", - " (next mAP calculation at 5600 iterations) \n", - " Last accuracy mAP@0.5 = 88.97 %, best = 90.42 % \n", - " 5518: 1.058002, 0.943652 avg loss, 0.000026 rate, 0.504561 seconds, 264864 images, 0.080017 hours left\n", - "Loaded: 0.000097 seconds\n", - "\n", - " (next mAP calculation at 5600 iterations) \n", - " Last accuracy mAP@0.5 = 88.97 %, best = 90.42 % \n", - " 5519: 1.168131, 0.966100 avg loss, 0.000026 rate, 0.482549 seconds, 264912 images, 0.079893 hours left\n", - "Loaded: 0.000044 seconds\n", - "\n", - " (next mAP calculation at 5600 iterations) \n", - " Last accuracy mAP@0.5 = 88.97 %, best = 90.42 % \n", - " 5520: 0.953644, 0.964854 avg loss, 0.000026 rate, 0.499805 seconds, 264960 images, 0.079739 hours left\n", - "Loaded: 0.000052 seconds\n", - "\n", - " (next mAP calculation at 5600 iterations) \n", - " Last accuracy mAP@0.5 = 88.97 %, best = 90.42 % \n", - " 5521: 1.297010, 0.998070 avg loss, 0.000026 rate, 0.484234 seconds, 265008 images, 0.079608 hours left\n", - "Loaded: 0.000084 seconds\n", - "\n", - " (next mAP calculation at 5600 iterations) \n", - " Last accuracy mAP@0.5 = 88.97 %, best = 90.42 % \n", - " 5522: 0.685204, 0.966783 avg loss, 0.000026 rate, 0.498175 seconds, 265056 images, 0.079456 hours left\n", - "Loaded: 0.000059 seconds\n", - "\n", - " (next mAP calculation at 5600 iterations) \n", - " Last accuracy mAP@0.5 = 88.97 %, best = 90.42 % \n", - " 5523: 0.723705, 0.942476 avg loss, 0.000026 rate, 0.482354 seconds, 265104 images, 0.079323 hours left\n", - "Loaded: 0.000042 seconds\n", - "\n", - " (next mAP calculation at 5600 iterations) \n", - " Last accuracy mAP@0.5 = 88.97 %, best = 90.42 % \n", - " 5524: 1.078168, 0.956045 avg loss, 0.000026 rate, 0.485540 seconds, 265152 images, 0.079169 hours left\n", - "Loaded: 0.000096 seconds\n", - "\n", - " (next mAP calculation at 5600 iterations) \n", - " Last accuracy mAP@0.5 = 88.97 %, best = 90.42 % \n", - " 5525: 0.980353, 0.958476 avg loss, 0.000026 rate, 0.493879 seconds, 265200 images, 0.079020 hours left\n", - "Loaded: 0.000069 seconds\n", - "\n", - " (next mAP calculation at 5600 iterations) \n", - " Last accuracy mAP@0.5 = 88.97 %, best = 90.42 % \n", - " 5526: 0.831604, 0.945788 avg loss, 0.000026 rate, 0.476869 seconds, 265248 images, 0.078881 hours left\n", - "Loaded: 0.000066 seconds\n", - "\n", - " (next mAP calculation at 5600 iterations) \n", - " Last accuracy mAP@0.5 = 88.97 %, best = 90.42 % \n", - " 5527: 0.952280, 0.946438 avg loss, 0.000026 rate, 0.490173 seconds, 265296 images, 0.078720 hours left\n", - "Loaded: 0.000041 seconds\n", - "\n", - " (next mAP calculation at 5600 iterations) \n", - " Last accuracy mAP@0.5 = 88.97 %, best = 90.42 % \n", - " 5528: 1.186873, 0.970481 avg loss, 0.000026 rate, 0.507027 seconds, 265344 images, 0.078577 hours left\n", - "Loaded: 0.000046 seconds\n", - "\n", - " (next mAP calculation at 5600 iterations) \n", - " Last accuracy mAP@0.5 = 88.97 %, best = 90.42 % \n", - " 5529: 0.859221, 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= 90.42 % \n", - " 5533: 0.929780, 0.930309 avg loss, 0.000026 rate, 0.505187 seconds, 265584 images, 0.077859 hours left\n", - "Loaded: 0.000057 seconds\n", - "\n", - " (next mAP calculation at 5600 iterations) \n", - " Last accuracy mAP@0.5 = 88.97 %, best = 90.42 % \n", - " 5534: 1.033740, 0.940652 avg loss, 0.000026 rate, 0.507792 seconds, 265632 images, 0.077736 hours left\n", - "Loaded: 0.000049 seconds\n", - "\n", - " (next mAP calculation at 5600 iterations) \n", - " Last accuracy mAP@0.5 = 88.97 %, best = 90.42 % \n", - " 5535: 0.972390, 0.943826 avg loss, 0.000026 rate, 0.483381 seconds, 265680 images, 0.077616 hours left\n", - "Loaded: 0.000060 seconds\n", - "\n", - " (next mAP calculation at 5600 iterations) \n", - " Last accuracy mAP@0.5 = 88.97 %, best = 90.42 % \n", - " 5536: 0.550614, 0.904505 avg loss, 0.000026 rate, 0.495732 seconds, 265728 images, 0.077464 hours left\n", - "Loaded: 0.000070 seconds\n", - "\n", - " (next mAP calculation at 5600 iterations) \n", - " Last accuracy mAP@0.5 = 88.97 %, best = 90.42 % \n", - " 5537: 1.075815, 0.921636 avg loss, 0.000026 rate, 0.495873 seconds, 265776 images, 0.077328 hours left\n", - "Loaded: 0.000084 seconds\n", - "\n", - " (next mAP calculation at 5600 iterations) \n", - " Last accuracy mAP@0.5 = 88.97 %, best = 90.42 % \n", - " 5538: 0.659755, 0.895448 avg loss, 0.000026 rate, 0.496189 seconds, 265824 images, 0.077193 hours left\n", - "Loaded: 0.000060 seconds\n", - "\n", - " (next mAP calculation at 5600 iterations) \n", - " Last accuracy mAP@0.5 = 88.97 %, best = 90.42 % \n", - " 5539: 0.836060, 0.889509 avg loss, 0.000026 rate, 0.470995 seconds, 265872 images, 0.077058 hours left\n", - "Loaded: 0.000056 seconds\n", - "\n", - " (next mAP calculation at 5600 iterations) \n", - " Last accuracy mAP@0.5 = 88.97 %, best = 90.42 % \n", - " 5540: 0.878211, 0.888379 avg loss, 0.000026 rate, 0.496899 seconds, 265920 images, 0.076890 hours left\n", - "Loaded: 0.000048 seconds\n", - "\n", - " (next mAP calculation at 5600 iterations) \n", - " Last accuracy mAP@0.5 = 88.97 %, best = 90.42 % \n", - " 5541: 1.102497, 0.909791 avg loss, 0.000026 rate, 0.485986 seconds, 265968 images, 0.076757 hours left\n", - "Loaded: 0.000049 seconds\n", - "\n", - " (next mAP calculation at 5600 iterations) \n", - " Last accuracy mAP@0.5 = 88.97 %, best = 90.42 % \n", - " 5542: 0.760542, 0.894866 avg loss, 0.000026 rate, 0.469539 seconds, 266016 images, 0.076609 hours left\n", - "Loaded: 0.000081 seconds\n", - "\n", - " (next mAP calculation at 5600 iterations) \n", - " Last accuracy mAP@0.5 = 88.97 %, best = 90.42 % \n", - " 5543: 1.002391, 0.905618 avg loss, 0.000026 rate, 0.495987 seconds, 266064 images, 0.076440 hours left\n", - "Loaded: 0.000045 seconds\n", - "\n", - " (next mAP calculation at 5600 iterations) \n", - " Last accuracy mAP@0.5 = 88.97 %, best = 90.42 % \n", - " 5544: 0.807407, 0.895797 avg loss, 0.000026 rate, 0.511458 seconds, 266112 images, 0.076305 hours left\n", - "Loaded: 0.000070 seconds\n", - "\n", - " (next mAP calculation at 5600 iterations) \n", - " Last accuracy mAP@0.5 = 88.97 %, best = 90.42 % \n", - " 5545: 0.962396, 0.902457 avg loss, 0.000026 rate, 0.475793 seconds, 266160 images, 0.076190 hours left\n", - "Loaded: 0.000067 seconds\n", - "\n", - " (next mAP calculation at 5600 iterations) \n", - " Last accuracy mAP@0.5 = 88.97 %, best = 90.42 % \n", - " 5546: 1.035359, 0.915747 avg loss, 0.000026 rate, 0.500536 seconds, 266208 images, 0.076030 hours left\n", - "Loaded: 0.000075 seconds\n", - "\n", - " (next mAP calculation at 5600 iterations) \n", - " Last accuracy mAP@0.5 = 88.97 %, best = 90.42 % \n", - " 5547: 0.938321, 0.918005 avg loss, 0.000026 rate, 0.470561 seconds, 266256 images, 0.075901 hours left\n", - "Loaded: 0.000068 seconds\n", - "\n", - " (next mAP calculation at 5600 iterations) \n", - " Last accuracy mAP@0.5 = 88.97 %, best = 90.42 % \n", - " 5548: 0.938306, 0.920035 avg loss, 0.000026 rate, 0.492315 seconds, 266304 images, 0.075734 hours left\n", - "Loaded: 0.000071 seconds\n", - "\n", - " (next mAP calculation at 5600 iterations) \n", - " Last accuracy mAP@0.5 = 88.97 %, best = 90.42 % \n", - " 5549: 0.901031, 0.918135 avg loss, 0.000026 rate, 0.499346 seconds, 266352 images, 0.075595 hours left\n", - "Loaded: 0.000067 seconds\n", - "\n", - " (next mAP calculation at 5600 iterations) \n", - " Last accuracy mAP@0.5 = 88.97 %, best = 90.42 % \n", - " 5550: 0.876096, 0.913931 avg loss, 0.000026 rate, 0.471410 seconds, 266400 images, 0.075465 hours left\n", - "Loaded: 0.000049 seconds\n", - "\n", - " (next mAP calculation at 5600 iterations) \n", - " Last accuracy mAP@0.5 = 88.97 %, best = 90.42 % \n", - " 5551: 0.837645, 0.906302 avg loss, 0.000026 rate, 0.485272 seconds, 266448 images, 0.075299 hours left\n", - "Loaded: 0.000043 seconds\n", - "\n", - " (next mAP calculation at 5600 iterations) \n", - " Last accuracy mAP@0.5 = 88.97 %, best = 90.42 % \n", - " 5552: 0.942026, 0.909874 avg loss, 0.000026 rate, 0.501606 seconds, 266496 images, 0.075152 hours left\n", - "Loaded: 0.000046 seconds\n", - "\n", - " (next mAP calculation at 5600 iterations) \n", - " Last accuracy mAP@0.5 = 88.97 %, best = 90.42 % \n", - " 5553: 1.146833, 0.933570 avg loss, 0.000026 rate, 0.513769 seconds, 266544 images, 0.075024 hours left\n", - "Loaded: 0.000055 seconds\n", - "\n", - " (next mAP calculation at 5600 iterations) \n", - " Last accuracy mAP@0.5 = 88.97 %, best = 90.42 % \n", - " 5554: 1.002627, 0.940476 avg loss, 0.000026 rate, 0.478118 seconds, 266592 images, 0.074912 hours left\n", - "Loaded: 0.000096 seconds\n", - "\n", - " (next mAP calculation at 5600 iterations) \n", - " Last accuracy mAP@0.5 = 88.97 %, best = 90.42 % \n", - " 5555: 1.043765, 0.950805 avg loss, 0.000026 rate, 0.480763 seconds, 266640 images, 0.074755 hours left\n", - "Loaded: 0.000057 seconds\n", - "\n", - " (next mAP calculation at 5600 iterations) \n", - " Last accuracy mAP@0.5 = 88.97 %, best = 90.42 % \n", - " 5556: 0.820122, 0.937737 avg loss, 0.000026 rate, 0.466621 seconds, 266688 images, 0.074602 hours left\n", - "Loaded: 0.000044 seconds\n", - "\n", - " (next mAP calculation at 5600 iterations) \n", - " Last accuracy mAP@0.5 = 88.97 %, best = 90.42 % \n", - " 5557: 0.659334, 0.909896 avg loss, 0.000026 rate, 0.480664 seconds, 266736 images, 0.074432 hours left\n", - "Loaded: 0.000045 seconds\n", - "\n", - " (next mAP calculation at 5600 iterations) \n", - " Last accuracy mAP@0.5 = 88.97 %, best = 90.42 % \n", - " 5558: 0.941695, 0.913076 avg loss, 0.000026 rate, 0.475566 seconds, 266784 images, 0.074279 hours left\n", - "Loaded: 0.000045 seconds\n", - "\n", - " (next mAP calculation at 5600 iterations) \n", - " Last accuracy mAP@0.5 = 88.97 %, best = 90.42 % \n", - " 5559: 0.756233, 0.897392 avg loss, 0.000026 rate, 0.486009 seconds, 266832 images, 0.074120 hours left\n", - "Loaded: 0.000044 seconds\n", - "\n", - " (next mAP calculation at 5600 iterations) \n", - " Last accuracy mAP@0.5 = 88.97 %, best = 90.42 % \n", - " 5560: 1.117720, 0.919425 avg loss, 0.000026 rate, 0.485573 seconds, 266880 images, 0.073975 hours left\n", - "Loaded: 0.000044 seconds\n", - "\n", - " (next mAP calculation at 5600 iterations) \n", - " Last accuracy mAP@0.5 = 88.97 %, best = 90.42 % \n", - " 5561: 0.949972, 0.922479 avg loss, 0.000026 rate, 0.497091 seconds, 266928 images, 0.073828 hours left\n", - "Loaded: 0.000047 seconds\n", - "\n", - " (next mAP calculation at 5600 iterations) \n", - " Last accuracy mAP@0.5 = 88.97 %, best = 90.42 % \n", - " 5562: 0.746684, 0.904900 avg loss, 0.000026 rate, 0.479063 seconds, 266976 images, 0.073696 hours left\n", - "Loaded: 0.000064 seconds\n", - "\n", - " (next mAP calculation at 5600 iterations) \n", - " Last accuracy mAP@0.5 = 88.97 %, best = 90.42 % \n", - " 5563: 0.751116, 0.889521 avg loss, 0.000026 rate, 0.499725 seconds, 267024 images, 0.073542 hours left\n", - "Loaded: 0.000066 seconds\n", - "\n", - " (next mAP calculation at 5600 iterations) \n", - " Last accuracy mAP@0.5 = 88.97 %, best = 90.42 % \n", - " 5564: 0.923706, 0.892940 avg loss, 0.000026 rate, 0.479312 seconds, 267072 images, 0.073414 hours left\n", - "Loaded: 0.000058 seconds\n", - "\n", - " (next mAP calculation at 5600 iterations) \n", - " Last accuracy mAP@0.5 = 88.97 %, best = 90.42 % \n", - " 5565: 1.354481, 0.939094 avg loss, 0.000026 rate, 0.489643 seconds, 267120 images, 0.073260 hours left\n", - "Loaded: 0.000046 seconds\n", - "\n", - " (next mAP calculation at 5600 iterations) \n", - " Last accuracy mAP@0.5 = 88.97 %, best = 90.42 % \n", - " 5566: 1.074749, 0.952659 avg loss, 0.000026 rate, 0.497140 seconds, 267168 images, 0.073119 hours left\n", - "Loaded: 0.000057 seconds\n", - "\n", - " (next mAP calculation at 5600 iterations) \n", - " Last accuracy mAP@0.5 = 88.97 %, best = 90.42 % \n", - " 5567: 0.912794, 0.948673 avg loss, 0.000026 rate, 0.488349 seconds, 267216 images, 0.072987 hours left\n", - "Loaded: 0.000097 seconds\n", - "\n", - " (next mAP calculation at 5600 iterations) \n", - " Last accuracy mAP@0.5 = 88.97 %, best = 90.42 % \n", - " 5568: 1.020677, 0.955873 avg loss, 0.000026 rate, 0.492766 seconds, 267264 images, 0.072845 hours left\n", - "Loaded: 0.000054 seconds\n", - "\n", - " (next mAP calculation at 5600 iterations) \n", - " Last accuracy mAP@0.5 = 88.97 %, best = 90.42 % \n", - " 5569: 1.134046, 0.973691 avg loss, 0.000026 rate, 0.470899 seconds, 267312 images, 0.072708 hours left\n", - "Loaded: 0.000072 seconds\n", - "\n", - " (next mAP calculation at 5600 iterations) \n", - " Last accuracy mAP@0.5 = 88.97 %, best = 90.42 % \n", - " 5570: 1.319796, 1.008301 avg loss, 0.000026 rate, 0.483766 seconds, 267360 images, 0.072545 hours left\n", - "Loaded: 0.000062 seconds\n", - "\n", - " (next mAP calculation at 5600 iterations) \n", - " Last accuracy mAP@0.5 = 88.97 %, best = 90.42 % \n", - " 5571: 0.930564, 1.000527 avg loss, 0.000026 rate, 0.494744 seconds, 267408 images, 0.072397 hours left\n", - "Loaded: 0.000048 seconds\n", - "\n", - " (next mAP calculation at 5600 iterations) \n", - " Last accuracy mAP@0.5 = 88.97 %, best = 90.42 % \n", - " 5572: 0.966115, 0.997086 avg loss, 0.000026 rate, 0.485528 seconds, 267456 images, 0.072263 hours left\n", - "Loaded: 0.000046 seconds\n", - "\n", - " (next mAP calculation at 5600 iterations) \n", - " Last accuracy mAP@0.5 = 88.97 %, best = 90.42 % \n", - " 5573: 1.038137, 1.001191 avg loss, 0.000026 rate, 0.484999 seconds, 267504 images, 0.072118 hours left\n", - "Loaded: 0.000054 seconds\n", - "\n", - " (next mAP calculation at 5600 iterations) \n", - " Last accuracy mAP@0.5 = 88.97 %, best = 90.42 % \n", - " 5574: 0.784589, 0.979531 avg loss, 0.000026 rate, 0.492888 seconds, 267552 images, 0.071972 hours left\n", - "Loaded: 0.000047 seconds\n", - "\n", - " (next mAP calculation at 5600 iterations) \n", - " Last accuracy mAP@0.5 = 88.97 %, best = 90.42 % \n", - " 5575: 0.831988, 0.964777 avg loss, 0.000026 rate, 0.499659 seconds, 267600 images, 0.071835 hours left\n", - "Loaded: 0.000051 seconds\n", - "\n", - " (next mAP calculation at 5600 iterations) \n", - " Last accuracy mAP@0.5 = 88.97 %, best = 90.42 % \n", - " 5576: 0.755169, 0.943816 avg loss, 0.000026 rate, 0.490190 seconds, 267648 images, 0.071707 hours left\n", - "Loaded: 0.000049 seconds\n", - "\n", - " (next mAP calculation at 5600 iterations) \n", - " Last accuracy mAP@0.5 = 88.97 %, best = 90.42 % \n", - " 5577: 0.928458, 0.942280 avg loss, 0.000026 rate, 0.496794 seconds, 267696 images, 0.071567 hours left\n", - "Loaded: 0.000058 seconds\n", - "\n", - " (next mAP calculation at 5600 iterations) \n", - " Last accuracy mAP@0.5 = 88.97 %, best = 90.42 % \n", - " 5578: 1.062182, 0.954270 avg loss, 0.000026 rate, 0.491865 seconds, 267744 images, 0.071435 hours left\n", - "Loaded: 0.000039 seconds\n", - "\n", - " (next mAP calculation at 5600 iterations) \n", - " Last accuracy mAP@0.5 = 88.97 %, best = 90.42 % \n", - " 5579: 0.801562, 0.939000 avg loss, 0.000026 rate, 0.494927 seconds, 267792 images, 0.071298 hours left\n", - "Loaded: 0.000065 seconds\n", - "\n", - " (next mAP calculation at 5600 iterations) \n", - " Last accuracy mAP@0.5 = 88.97 %, best = 90.42 % \n", - " 5580: 1.002644, 0.945364 avg loss, 0.000026 rate, 0.498765 seconds, 267840 images, 0.071164 hours left\n", - "Loaded: 0.000060 seconds\n", - "\n", - " (next mAP calculation at 5600 iterations) \n", - " Last accuracy mAP@0.5 = 88.97 %, best = 90.42 % \n", - " 5581: 0.989801, 0.949808 avg loss, 0.000026 rate, 0.470041 seconds, 267888 images, 0.071034 hours left\n", - "Loaded: 0.000052 seconds\n", - "\n", - " (next mAP calculation at 5600 iterations) \n", - " Last accuracy mAP@0.5 = 88.97 %, best = 90.42 % \n", - " 5582: 0.976160, 0.952443 avg loss, 0.000026 rate, 0.486800 seconds, 267936 images, 0.070871 hours left\n", - "Loaded: 0.000066 seconds\n", - "\n", - " (next mAP calculation at 5600 iterations) \n", - " Last accuracy mAP@0.5 = 88.97 %, best = 90.42 % \n", - " 5583: 0.878099, 0.945009 avg loss, 0.000026 rate, 0.481448 seconds, 267984 images, 0.070727 hours left\n", - "Loaded: 0.000068 seconds\n", - "\n", - " (next mAP calculation at 5600 iterations) \n", - " Last accuracy mAP@0.5 = 88.97 %, best = 90.42 % \n", - " 5584: 0.818371, 0.932345 avg loss, 0.000026 rate, 0.483524 seconds, 268032 images, 0.070578 hours left\n", - "Loaded: 0.000074 seconds\n", - "\n", - " (next mAP calculation at 5600 iterations) \n", - " Last accuracy mAP@0.5 = 88.97 %, best = 90.42 % \n", - " 5585: 1.131126, 0.952223 avg loss, 0.000026 rate, 0.489293 seconds, 268080 images, 0.070431 hours left\n", - "Loaded: 0.000072 seconds\n", - "\n", - " (next mAP calculation at 5600 iterations) \n", - " Last accuracy mAP@0.5 = 88.97 %, best = 90.42 % \n", - " 5586: 0.791143, 0.936115 avg loss, 0.000026 rate, 0.492420 seconds, 268128 images, 0.070291 hours left\n", - "Loaded: 0.000069 seconds\n", - "\n", - " (next mAP calculation at 5600 iterations) \n", - " Last accuracy mAP@0.5 = 88.97 %, best = 90.42 % \n", - " 5587: 1.040417, 0.946545 avg loss, 0.000026 rate, 0.467574 seconds, 268176 images, 0.070154 hours left\n", - "Loaded: 0.000070 seconds\n", - "\n", - " (next mAP calculation at 5600 iterations) \n", - " Last accuracy mAP@0.5 = 88.97 %, best = 90.42 % \n", - " 5588: 0.955049, 0.947396 avg loss, 0.000026 rate, 0.468435 seconds, 268224 images, 0.069989 hours left\n", - "Loaded: 0.000068 seconds\n", - "\n", - " (next mAP calculation at 5600 iterations) \n", - " Last accuracy mAP@0.5 = 88.97 %, best = 90.42 % \n", - " 5589: 1.018310, 0.954487 avg loss, 0.000026 rate, 0.478509 seconds, 268272 images, 0.069826 hours left\n", - "Loaded: 0.000066 seconds\n", - "\n", - " (next mAP calculation at 5600 iterations) \n", - " Last accuracy mAP@0.5 = 88.97 %, best = 90.42 % \n", - " 5590: 1.278743, 0.986913 avg loss, 0.000026 rate, 0.494366 seconds, 268320 images, 0.069674 hours left\n", - "Loaded: 0.000055 seconds\n", - "\n", - " (next mAP calculation at 5600 iterations) \n", - " Last accuracy mAP@0.5 = 88.97 %, best = 90.42 % \n", - " 5591: 0.969189, 0.985140 avg loss, 0.000026 rate, 0.503934 seconds, 268368 images, 0.069540 hours left\n", - "Loaded: 0.000045 seconds\n", - "\n", - " (next mAP calculation at 5600 iterations) \n", - " Last accuracy mAP@0.5 = 88.97 %, best = 90.42 % \n", - " 5592: 0.834079, 0.970034 avg loss, 0.000026 rate, 0.495286 seconds, 268416 images, 0.069417 hours left\n", - "Loaded: 0.000045 seconds\n", - "\n", - " (next mAP calculation at 5600 iterations) \n", - " Last accuracy mAP@0.5 = 88.97 %, best = 90.42 % \n", - " 5593: 1.051476, 0.978178 avg loss, 0.000026 rate, 0.500078 seconds, 268464 images, 0.069284 hours left\n", - "Loaded: 0.000067 seconds\n", - "\n", - " (next mAP calculation at 5600 iterations) \n", - " Last accuracy mAP@0.5 = 88.97 %, best = 90.42 % \n", - " 5594: 0.802678, 0.960628 avg loss, 0.000026 rate, 0.470423 seconds, 268512 images, 0.069157 hours left\n", - "Loaded: 0.000070 seconds\n", - "\n", - " (next mAP calculation at 5600 iterations) \n", - " Last accuracy mAP@0.5 = 88.97 %, best = 90.42 % \n", - " 5595: 0.724583, 0.937024 avg loss, 0.000026 rate, 0.511537 seconds, 268560 images, 0.068996 hours left\n", - "Loaded: 0.000041 seconds\n", - "\n", - " (next mAP calculation at 5600 iterations) \n", - " Last accuracy mAP@0.5 = 88.97 %, best = 90.42 % \n", - " 5596: 0.902475, 0.933569 avg loss, 0.000026 rate, 0.485779 seconds, 268608 images, 0.068882 hours left\n", - "Loaded: 0.000047 seconds\n", - "\n", - " (next mAP calculation at 5600 iterations) \n", - " Last accuracy mAP@0.5 = 88.97 %, best = 90.42 % \n", - " 5597: 0.974997, 0.937712 avg loss, 0.000026 rate, 0.487741 seconds, 268656 images, 0.068738 hours left\n", - "Loaded: 0.000036 seconds\n", - "\n", - " (next mAP calculation at 5600 iterations) \n", - " Last accuracy mAP@0.5 = 88.97 %, best = 90.42 % \n", - " 5598: 0.866076, 0.930548 avg loss, 0.000026 rate, 0.499940 seconds, 268704 images, 0.068597 hours left\n", - "Loaded: 0.000045 seconds\n", - "\n", - " (next mAP calculation at 5600 iterations) \n", - " Last accuracy mAP@0.5 = 88.97 %, best = 90.42 % \n", - " 5599: 1.078137, 0.945307 avg loss, 0.000026 rate, 0.492656 seconds, 268752 images, 0.068469 hours left\n", - "Loaded: 0.000072 seconds\n", - "\n", - " (next mAP calculation at 5600 iterations) \n", - " Last accuracy mAP@0.5 = 88.97 %, best = 90.42 % \n", - " 5600: 0.860378, 0.936814 avg loss, 0.000026 rate, 0.504459 seconds, 268800 images, 0.068333 hours left\n", - "\n", - " calculation mAP (mean average precision)...\n", - "76\n", - " detections_count = 2524, unique_truth_count = 967 \n", - "class_id = 0, name = Platelets, ap = 87.08% \t (TP = 71, FP = 26) \n", - "class_id = 1, name = RBC, ap = 81.19% \t (TP = 708, FP = 512) \n", - "class_id = 2, name = WBC, ap = 98.93% \t (TP = 72, FP = 2) \n", - "\n", - " for conf_thresh = 0.25, precision = 0.61, recall = 0.88, F1-score = 0.72 \n", - " for conf_thresh = 0.25, TP = 851, FP = 540, FN = 116, average IoU = 51.12 % \n", - "\n", - " IoU threshold = 50 %, used Area-Under-Curve for each unique Recall \n", - " mean average precision (mAP@0.50) = 0.890700, or 89.07 % \n", - "Total Detection Time: 0 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@0.5) = 0.890700 \n", - "Saving weights to backup//custom-yolov4-tiny-detector_last.weights\n", - "Loaded: 0.000144 seconds\n", - "\n", - " (next mAP calculation at 5700 iterations) \n", - " Last accuracy mAP@0.5 = 89.07 %, best = 90.42 % \n", - " 5601: 0.725591, 0.915692 avg loss, 0.000026 rate, 0.481595 seconds, 268848 images, 0.068756 hours left\n", - "Loaded: 0.000079 seconds\n", - "\n", - " (next mAP calculation at 5700 iterations) \n", - " Last accuracy mAP@0.5 = 89.07 %, best = 90.42 % \n", - " 5602: 0.997891, 0.923912 avg loss, 0.000026 rate, 0.473944 seconds, 268896 images, 0.068602 hours left\n", - "Loaded: 0.000084 seconds\n", - "\n", - " (next mAP calculation at 5700 iterations) \n", - " Last accuracy mAP@0.5 = 89.07 %, best = 90.42 % \n", - " 5603: 0.994338, 0.930954 avg loss, 0.000026 rate, 0.486314 seconds, 268944 images, 0.068440 hours left\n", - "Loaded: 0.000069 seconds\n", - "\n", - " (next mAP calculation at 5700 iterations) \n", - " Last accuracy mAP@0.5 = 89.07 %, best = 90.42 % \n", - " 5604: 0.937784, 0.931637 avg loss, 0.000026 rate, 0.486772 seconds, 268992 images, 0.068292 hours left\n", - "Loaded: 0.000048 seconds\n", - "\n", - " (next mAP calculation at 5700 iterations) \n", - " Last accuracy mAP@0.5 = 89.07 %, best = 90.42 % \n", - " 5605: 1.105417, 0.949015 avg loss, 0.000026 rate, 0.513415 seconds, 269040 images, 0.068145 hours left\n", - "Loaded: 0.000046 seconds\n", - "\n", - " (next mAP calculation at 5700 iterations) \n", - " Last accuracy mAP@0.5 = 89.07 %, best = 90.42 % \n", - " 5606: 0.814852, 0.935599 avg loss, 0.000026 rate, 0.469448 seconds, 269088 images, 0.068027 hours left\n", - "Loaded: 0.000054 seconds\n", - "\n", - " (next mAP calculation at 5700 iterations) \n", - " Last accuracy mAP@0.5 = 89.07 %, best = 90.42 % \n", - " 5607: 0.970072, 0.939046 avg loss, 0.000026 rate, 0.480871 seconds, 269136 images, 0.067861 hours left\n", - "Loaded: 0.000076 seconds\n", - "\n", - " (next mAP calculation at 5700 iterations) \n", - " Last accuracy mAP@0.5 = 89.07 %, best = 90.42 % \n", - " 5608: 0.851392, 0.930281 avg loss, 0.000026 rate, 0.479970 seconds, 269184 images, 0.067707 hours left\n", - "Loaded: 0.000062 seconds\n", - "\n", - " (next mAP calculation at 5700 iterations) \n", - " Last accuracy mAP@0.5 = 89.07 %, best = 90.42 % \n", - " 5609: 1.000481, 0.937301 avg loss, 0.000026 rate, 0.483093 seconds, 269232 images, 0.067553 hours left\n", - "Loaded: 0.000047 seconds\n", - "\n", - " (next mAP calculation at 5700 iterations) \n", - " Last accuracy mAP@0.5 = 89.07 %, best = 90.42 % \n", - " 5610: 1.231331, 0.966704 avg loss, 0.000026 rate, 0.495067 seconds, 269280 images, 0.067402 hours left\n", - "Loaded: 0.000038 seconds\n", - "\n", - " (next mAP calculation at 5700 iterations) \n", - " Last accuracy mAP@0.5 = 89.07 %, best = 90.42 % \n", - " 5611: 0.868635, 0.956897 avg loss, 0.000026 rate, 0.496394 seconds, 269328 images, 0.067264 hours left\n", - "Loaded: 0.000057 seconds\n", - "\n", - " (next mAP calculation at 5700 iterations) \n", - " Last accuracy mAP@0.5 = 89.07 %, best = 90.42 % \n", - " 5612: 0.986582, 0.959865 avg loss, 0.000026 rate, 0.490131 seconds, 269376 images, 0.067128 hours left\n", - "Loaded: 0.000071 seconds\n", - "\n", - " (next mAP calculation at 5700 iterations) \n", - " Last accuracy mAP@0.5 = 89.07 %, best = 90.42 % \n", - " 5613: 0.845154, 0.948394 avg loss, 0.000026 rate, 0.471100 seconds, 269424 images, 0.066985 hours left\n", - "Loaded: 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0.066411 hours left\n", - "Loaded: 0.000047 seconds\n", - "\n", - " (next mAP calculation at 5700 iterations) \n", - " Last accuracy mAP@0.5 = 89.07 %, best = 90.42 % \n", - " 5618: 1.134497, 0.948440 avg loss, 0.000026 rate, 0.470575 seconds, 269664 images, 0.066251 hours left\n", - "Loaded: 0.000099 seconds\n", - "\n", - " (next mAP calculation at 5700 iterations) \n", - " Last accuracy mAP@0.5 = 89.07 %, best = 90.42 % \n", - " 5619: 1.016959, 0.955292 avg loss, 0.000026 rate, 0.493924 seconds, 269712 images, 0.066088 hours left\n", - "Loaded: 0.000123 seconds\n", - "\n", - " (next mAP calculation at 5700 iterations) \n", - " Last accuracy mAP@0.5 = 89.07 %, best = 90.42 % \n", - " 5620: 0.974028, 0.957166 avg loss, 0.000026 rate, 0.485536 seconds, 269760 images, 0.065950 hours left\n", - "Loaded: 0.000087 seconds\n", - "\n", - " (next mAP calculation at 5700 iterations) \n", - " Last accuracy mAP@0.5 = 89.07 %, best = 90.42 % \n", - " 5621: 1.044483, 0.965898 avg loss, 0.000026 rate, 0.493457 seconds, 269808 images, 0.065803 hours left\n", - "Loaded: 0.000045 seconds\n", - "\n", - " (next mAP calculation at 5700 iterations) \n", - " Last accuracy mAP@0.5 = 89.07 %, best = 90.42 % \n", - " 5622: 0.880595, 0.957367 avg loss, 0.000026 rate, 0.499045 seconds, 269856 images, 0.065665 hours left\n", - "Loaded: 0.000084 seconds\n", - "\n", - " (next mAP calculation at 5700 iterations) \n", - " Last accuracy mAP@0.5 = 89.07 %, best = 90.42 % \n", - " 5623: 0.968640, 0.958495 avg loss, 0.000026 rate, 0.500763 seconds, 269904 images, 0.065532 hours left\n", - "Loaded: 0.000060 seconds\n", - "\n", - " (next mAP calculation at 5700 iterations) \n", - " Last accuracy mAP@0.5 = 89.07 %, best = 90.42 % \n", - " 5624: 0.957837, 0.958429 avg loss, 0.000026 rate, 0.504944 seconds, 269952 images, 0.065402 hours left\n", - "Loaded: 0.000084 seconds\n", - "\n", - " (next mAP calculation at 5700 iterations) \n", - " Last accuracy mAP@0.5 = 89.07 %, best = 90.42 % \n", - " 5625: 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89.07 %, best = 90.42 % \n", - " 5629: 0.653891, 0.903808 avg loss, 0.000026 rate, 0.491756 seconds, 270192 images, 0.064724 hours left\n", - "Loaded: 0.000070 seconds\n", - "\n", - " (next mAP calculation at 5700 iterations) \n", - " Last accuracy mAP@0.5 = 89.07 %, best = 90.42 % \n", - " 5630: 0.972405, 0.910668 avg loss, 0.000026 rate, 0.490410 seconds, 270240 images, 0.064584 hours left\n", - "Loaded: 0.000126 seconds\n", - "\n", - " (next mAP calculation at 5700 iterations) \n", - " Last accuracy mAP@0.5 = 89.07 %, best = 90.42 % \n", - " 5631: 0.870548, 0.906656 avg loss, 0.000026 rate, 0.482590 seconds, 270288 images, 0.064442 hours left\n", - "Loaded: 0.000077 seconds\n", - "\n", - " (next mAP calculation at 5700 iterations) \n", - " Last accuracy mAP@0.5 = 89.07 %, best = 90.42 % \n", - " 5632: 0.993440, 0.915334 avg loss, 0.000026 rate, 0.496082 seconds, 270336 images, 0.064292 hours left\n", - "Loaded: 0.000071 seconds\n", - "\n", - " (next mAP calculation at 5700 iterations) \n", - " Last accuracy mAP@0.5 = 89.07 %, best = 90.42 % \n", - " 5633: 1.078450, 0.931646 avg loss, 0.000026 rate, 0.494537 seconds, 270384 images, 0.064157 hours left\n", - "Loaded: 0.000067 seconds\n", - "\n", - " (next mAP calculation at 5700 iterations) \n", - " Last accuracy mAP@0.5 = 89.07 %, best = 90.42 % \n", - " 5634: 0.742692, 0.912750 avg loss, 0.000026 rate, 0.482063 seconds, 270432 images, 0.064019 hours left\n", - "Loaded: 0.000078 seconds\n", - "\n", - " (next mAP calculation at 5700 iterations) \n", - " Last accuracy mAP@0.5 = 89.07 %, best = 90.42 % \n", - " 5635: 0.748747, 0.896350 avg loss, 0.000026 rate, 0.469033 seconds, 270480 images, 0.063869 hours left\n", - "Loaded: 0.000066 seconds\n", - "\n", - " (next mAP calculation at 5700 iterations) \n", - " Last accuracy mAP@0.5 = 89.07 %, best = 90.42 % \n", - " 5636: 0.983067, 0.905022 avg loss, 0.000026 rate, 0.495837 seconds, 270528 images, 0.063706 hours left\n", - "Loaded: 0.000107 seconds\n", - "\n", - " (next mAP calculation at 5700 iterations) \n", - " Last accuracy mAP@0.5 = 89.07 %, best = 90.42 % \n", - " 5637: 0.778791, 0.892399 avg loss, 0.000026 rate, 0.476478 seconds, 270576 images, 0.063571 hours left\n", - "Loaded: 0.000058 seconds\n", - "\n", - " (next mAP calculation at 5700 iterations) \n", - " Last accuracy mAP@0.5 = 89.07 %, best = 90.42 % \n", - " 5638: 1.166660, 0.919825 avg loss, 0.000026 rate, 0.501561 seconds, 270624 images, 0.063416 hours left\n", - "Loaded: 0.000044 seconds\n", - "\n", - " (next mAP calculation at 5700 iterations) \n", - " Last accuracy mAP@0.5 = 89.07 %, best = 90.42 % \n", - " 5639: 0.980974, 0.925940 avg loss, 0.000026 rate, 0.504104 seconds, 270672 images, 0.063286 hours left\n", - "Loaded: 0.000059 seconds\n", - "\n", - " (next mAP calculation at 5700 iterations) \n", - " Last accuracy mAP@0.5 = 89.07 %, best = 90.42 % \n", - " 5640: 1.145777, 0.947923 avg loss, 0.000026 rate, 0.489121 seconds, 270720 images, 0.063159 hours left\n", - "Loaded: 0.000047 seconds\n", - "\n", - " (next mAP calculation at 5700 iterations) \n", - " Last accuracy mAP@0.5 = 89.07 %, best = 90.42 % \n", - " 5641: 0.922132, 0.945344 avg loss, 0.000026 rate, 0.490781 seconds, 270768 images, 0.063016 hours left\n", - "Loaded: 0.000054 seconds\n", - "\n", - " (next mAP calculation at 5700 iterations) \n", - " Last accuracy mAP@0.5 = 89.07 %, best = 90.42 % \n", - " 5642: 1.189513, 0.969761 avg loss, 0.000026 rate, 0.486185 seconds, 270816 images, 0.062875 hours left\n", - "Loaded: 0.000074 seconds\n", - "\n", - " (next mAP calculation at 5700 iterations) \n", - " Last accuracy mAP@0.5 = 89.07 %, best = 90.42 % \n", - " 5643: 1.166584, 0.989443 avg loss, 0.000026 rate, 0.486893 seconds, 270864 images, 0.062730 hours left\n", - "Loaded: 0.000052 seconds\n", - "\n", - " (next mAP calculation at 5700 iterations) \n", - " Last accuracy mAP@0.5 = 89.07 %, best = 90.42 % \n", - " 5644: 0.686146, 0.959114 avg loss, 0.000026 rate, 0.472157 seconds, 270912 images, 0.062586 hours left\n", - "Loaded: 0.000081 seconds\n", - "\n", - " (next mAP calculation at 5700 iterations) \n", - " Last accuracy mAP@0.5 = 89.07 %, best = 90.42 % \n", - " 5645: 0.989812, 0.962183 avg loss, 0.000026 rate, 0.491336 seconds, 270960 images, 0.062427 hours left\n", - "Loaded: 0.000078 seconds\n", - "\n", - " (next mAP calculation at 5700 iterations) \n", - " Last accuracy mAP@0.5 = 89.07 %, best = 90.42 % \n", - " 5646: 0.881893, 0.954154 avg loss, 0.000026 rate, 0.492542 seconds, 271008 images, 0.062287 hours left\n", - "Loaded: 0.000037 seconds\n", - "\n", - " (next mAP calculation at 5700 iterations) \n", - " Last accuracy mAP@0.5 = 89.07 %, best = 90.42 % \n", - " 5647: 0.949358, 0.953675 avg loss, 0.000026 rate, 0.499263 seconds, 271056 images, 0.062149 hours left\n", - "Loaded: 0.000049 seconds\n", - "\n", - " (next mAP calculation at 5700 iterations) \n", - " Last accuracy mAP@0.5 = 89.07 %, best = 90.42 % \n", - " 5648: 0.937227, 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Last accuracy mAP@0.5 = 89.07 %, best = 90.42 % \n", - " 5656: 0.868806, 0.914908 avg loss, 0.000026 rate, 0.488310 seconds, 271488 images, 0.060930 hours left\n", - "Loaded: 0.000059 seconds\n", - "\n", - " (next mAP calculation at 5700 iterations) \n", - " Last accuracy mAP@0.5 = 89.07 %, best = 90.42 % \n", - " 5657: 0.768782, 0.900295 avg loss, 0.000026 rate, 0.485215 seconds, 271536 images, 0.060787 hours left\n", - "Loaded: 0.000047 seconds\n", - "\n", - " (next mAP calculation at 5700 iterations) \n", - " Last accuracy mAP@0.5 = 89.07 %, best = 90.42 % \n", - " 5658: 0.901613, 0.900427 avg loss, 0.000026 rate, 0.495455 seconds, 271584 images, 0.060642 hours left\n", - "Loaded: 0.000091 seconds\n", - "\n", - " (next mAP calculation at 5700 iterations) \n", - " Last accuracy mAP@0.5 = 89.07 %, best = 90.42 % \n", - " 5659: 1.143611, 0.924746 avg loss, 0.000026 rate, 0.473651 seconds, 271632 images, 0.060506 hours left\n", - "Loaded: 0.000068 seconds\n", - "\n", - " (next mAP calculation at 5700 iterations) \n", - " Last accuracy mAP@0.5 = 89.07 %, best = 90.42 % \n", - " 5660: 0.711436, 0.903415 avg loss, 0.000026 rate, 0.499967 seconds, 271680 images, 0.060350 hours left\n", - "Loaded: 0.000085 seconds\n", - "\n", - " (next mAP calculation at 5700 iterations) \n", - " Last accuracy mAP@0.5 = 89.07 %, best = 90.42 % \n", - " 5661: 0.912635, 0.904337 avg loss, 0.000026 rate, 0.514300 seconds, 271728 images, 0.060219 hours left\n", - "Loaded: 0.000069 seconds\n", - "\n", - " (next mAP calculation at 5700 iterations) \n", - " Last accuracy mAP@0.5 = 89.07 %, best = 90.42 % \n", - " 5662: 0.853766, 0.899280 avg loss, 0.000026 rate, 0.497504 seconds, 271776 images, 0.060101 hours left\n", - "Loaded: 0.000070 seconds\n", - "\n", - " (next mAP calculation at 5700 iterations) \n", - " Last accuracy mAP@0.5 = 89.07 %, best = 90.42 % \n", - " 5663: 0.912671, 0.900619 avg loss, 0.000026 rate, 0.496302 seconds, 271824 images, 0.059967 hours left\n", - "Loaded: 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0.059413 hours left\n", - "Loaded: 0.000043 seconds\n", - "\n", - " (next mAP calculation at 5700 iterations) \n", - " Last accuracy mAP@0.5 = 89.07 %, best = 90.42 % \n", - " 5668: 0.888983, 0.895878 avg loss, 0.000026 rate, 0.485323 seconds, 272064 images, 0.059272 hours left\n", - "Loaded: 0.000056 seconds\n", - "\n", - " (next mAP calculation at 5700 iterations) \n", - " Last accuracy mAP@0.5 = 89.07 %, best = 90.42 % \n", - " 5669: 1.029356, 0.909225 avg loss, 0.000026 rate, 0.480875 seconds, 272112 images, 0.059127 hours left\n", - "Loaded: 0.000045 seconds\n", - "\n", - " (next mAP calculation at 5700 iterations) \n", - " Last accuracy mAP@0.5 = 89.07 %, best = 90.42 % \n", - " 5670: 1.044945, 0.922797 avg loss, 0.000026 rate, 0.491642 seconds, 272160 images, 0.058978 hours left\n", - "Loaded: 0.000050 seconds\n", - "\n", - " (next mAP calculation at 5700 iterations) \n", - " Last accuracy mAP@0.5 = 89.07 %, best = 90.42 % \n", - " 5671: 0.862887, 0.916806 avg loss, 0.000026 rate, 0.496488 seconds, 272208 images, 0.058839 hours left\n", - "Loaded: 0.000045 seconds\n", - "\n", - " (next mAP calculation at 5700 iterations) \n", - " Last accuracy mAP@0.5 = 89.07 %, best = 90.42 % \n", - " 5672: 1.082562, 0.933382 avg loss, 0.000026 rate, 0.467676 seconds, 272256 images, 0.058704 hours left\n", - "Loaded: 0.000071 seconds\n", - "\n", - " (next mAP calculation at 5700 iterations) \n", - " Last accuracy mAP@0.5 = 89.07 %, best = 90.42 % \n", - " 5673: 1.090892, 0.949133 avg loss, 0.000026 rate, 0.485535 seconds, 272304 images, 0.058543 hours left\n", - "Loaded: 0.000076 seconds\n", - "\n", - " (next mAP calculation at 5700 iterations) \n", - " Last accuracy mAP@0.5 = 89.07 %, best = 90.42 % \n", - " 5674: 1.150342, 0.969254 avg loss, 0.000026 rate, 0.499336 seconds, 272352 images, 0.058399 hours left\n", - "Loaded: 0.000087 seconds\n", - "\n", - " (next mAP calculation at 5700 iterations) \n", - " Last accuracy mAP@0.5 = 89.07 %, best = 90.42 % \n", - " 5675: 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89.07 %, best = 90.42 % \n", - " 5679: 0.908188, 0.977904 avg loss, 0.000026 rate, 0.505709 seconds, 272592 images, 0.057704 hours left\n", - "Loaded: 0.000071 seconds\n", - "\n", - " (next mAP calculation at 5700 iterations) \n", - " Last accuracy mAP@0.5 = 89.07 %, best = 90.42 % \n", - " 5680: 1.042414, 0.984355 avg loss, 0.000026 rate, 0.492621 seconds, 272640 images, 0.057578 hours left\n", - "Loaded: 0.000068 seconds\n", - "\n", - " (next mAP calculation at 5700 iterations) \n", - " Last accuracy mAP@0.5 = 89.07 %, best = 90.42 % \n", - " 5681: 0.698322, 0.955751 avg loss, 0.000026 rate, 0.487316 seconds, 272688 images, 0.057440 hours left\n", - "Loaded: 0.000074 seconds\n", - "\n", - " (next mAP calculation at 5700 iterations) \n", - " Last accuracy mAP@0.5 = 89.07 %, best = 90.42 % \n", - " 5682: 1.121013, 0.972278 avg loss, 0.000026 rate, 0.497637 seconds, 272736 images, 0.057297 hours left\n", - "Loaded: 0.000076 seconds\n", - "\n", - " (next mAP calculation at 5700 iterations) \n", - " Last accuracy mAP@0.5 = 89.07 %, best = 90.42 % \n", - " 5683: 0.923013, 0.967351 avg loss, 0.000026 rate, 0.477428 seconds, 272784 images, 0.057164 hours left\n", - "Loaded: 0.000050 seconds\n", - "\n", - " (next mAP calculation at 5700 iterations) \n", - " Last accuracy mAP@0.5 = 89.07 %, best = 90.42 % \n", - " 5684: 0.802220, 0.950838 avg loss, 0.000026 rate, 0.467654 seconds, 272832 images, 0.057013 hours left\n", - "Loaded: 0.000046 seconds\n", - "\n", - " (next mAP calculation at 5700 iterations) \n", - " Last accuracy mAP@0.5 = 89.07 %, best = 90.42 % \n", - " 5685: 0.762341, 0.931988 avg loss, 0.000026 rate, 0.488325 seconds, 272880 images, 0.056853 hours left\n", - "Loaded: 0.000059 seconds\n", - "\n", - " (next mAP calculation at 5700 iterations) \n", - " Last accuracy mAP@0.5 = 89.07 %, best = 90.42 % \n", - " 5686: 0.741703, 0.912960 avg loss, 0.000026 rate, 0.484096 seconds, 272928 images, 0.056712 hours left\n", - "Loaded: 0.000095 seconds\n", - "\n", - " (next mAP calculation at 5700 iterations) \n", - " Last accuracy mAP@0.5 = 89.07 %, best = 90.42 % \n", - " 5687: 0.893176, 0.910981 avg loss, 0.000026 rate, 0.484211 seconds, 272976 images, 0.056567 hours left\n", - "Loaded: 0.000041 seconds\n", - "\n", - " (next mAP calculation at 5700 iterations) \n", - " Last accuracy mAP@0.5 = 89.07 %, best = 90.42 % \n", - " 5688: 0.811702, 0.901053 avg loss, 0.000026 rate, 0.479231 seconds, 273024 images, 0.056423 hours left\n", - "Loaded: 0.000046 seconds\n", - "\n", - " (next mAP calculation at 5700 iterations) \n", - " Last accuracy mAP@0.5 = 89.07 %, best = 90.42 % \n", - " 5689: 1.159381, 0.926886 avg loss, 0.000026 rate, 0.488534 seconds, 273072 images, 0.056274 hours left\n", - "Loaded: 0.000042 seconds\n", - "\n", - " (next mAP calculation at 5700 iterations) \n", - " Last accuracy mAP@0.5 = 89.07 %, best = 90.42 % \n", - " 5690: 1.086784, 0.942876 avg loss, 0.000026 rate, 0.481289 seconds, 273120 images, 0.056133 hours left\n", - "Loaded: 0.000054 seconds\n", - "\n", - " (next mAP calculation at 5700 iterations) \n", - " Last accuracy mAP@0.5 = 89.07 %, best = 90.42 % \n", - " 5691: 1.175164, 0.966105 avg loss, 0.000026 rate, 0.491500 seconds, 273168 images, 0.055986 hours left\n", - "Loaded: 0.000042 seconds\n", - "\n", - " (next mAP calculation at 5700 iterations) \n", - " Last accuracy mAP@0.5 = 89.07 %, best = 90.42 % \n", - " 5692: 1.216146, 0.991109 avg loss, 0.000026 rate, 0.488813 seconds, 273216 images, 0.055848 hours left\n", - "Loaded: 0.000062 seconds\n", - "\n", - " (next mAP calculation at 5700 iterations) \n", - " Last accuracy mAP@0.5 = 89.07 %, best = 90.42 % \n", - " 5693: 0.756580, 0.967656 avg loss, 0.000026 rate, 0.473852 seconds, 273264 images, 0.055708 hours left\n", - "Loaded: 0.000062 seconds\n", - "\n", - " (next mAP calculation at 5700 iterations) \n", - " Last accuracy mAP@0.5 = 89.07 %, best = 90.42 % \n", - " 5694: 0.882678, 0.959158 avg loss, 0.000026 rate, 0.479010 seconds, 273312 images, 0.055555 hours left\n", - "Loaded: 0.000045 seconds\n", - "\n", - " (next mAP calculation at 5700 iterations) \n", - " Last accuracy mAP@0.5 = 89.07 %, best = 90.42 % \n", - " 5695: 1.006314, 0.963874 avg loss, 0.000026 rate, 0.484524 seconds, 273360 images, 0.055407 hours left\n", - "Loaded: 0.000038 seconds\n", - "\n", - " (next mAP calculation at 5700 iterations) \n", - " Last accuracy mAP@0.5 = 89.07 %, best = 90.42 % \n", - " 5696: 0.982173, 0.965704 avg loss, 0.000026 rate, 0.503845 seconds, 273408 images, 0.055263 hours left\n", - "Loaded: 0.000044 seconds\n", - "\n", - " (next mAP calculation at 5700 iterations) \n", - " Last accuracy mAP@0.5 = 89.07 %, best = 90.42 % \n", - " 5697: 0.980415, 0.967175 avg loss, 0.000026 rate, 0.476209 seconds, 273456 images, 0.055136 hours left\n", - "Loaded: 0.000066 seconds\n", - "\n", - " (next mAP calculation at 5700 iterations) \n", - " Last accuracy mAP@0.5 = 89.07 %, best = 90.42 % \n", - " 5698: 0.909924, 0.961450 avg loss, 0.000026 rate, 0.493596 seconds, 273504 images, 0.054986 hours left\n", - "Loaded: 0.000045 seconds\n", - "\n", - " (next mAP calculation at 5700 iterations) \n", - " Last accuracy mAP@0.5 = 89.07 %, best = 90.42 % \n", - " 5699: 0.763143, 0.941619 avg loss, 0.000026 rate, 0.477947 seconds, 273552 images, 0.054850 hours left\n", - "Loaded: 0.000072 seconds\n", - "\n", - " (next mAP calculation at 5700 iterations) \n", - " Last accuracy mAP@0.5 = 89.07 %, best = 90.42 % \n", - " 5700: 0.950355, 0.942493 avg loss, 0.000026 rate, 0.500714 seconds, 273600 images, 0.054701 hours left\n", - "\n", - " calculation mAP (mean average precision)...\n", - "76\n", - " detections_count = 2515, unique_truth_count = 967 \n", - "class_id = 0, name = Platelets, ap = 85.98% \t (TP = 71, FP = 26) \n", - "class_id = 1, name = RBC, ap = 81.35% \t (TP = 712, FP = 512) \n", - "class_id = 2, name = WBC, ap = 98.93% \t (TP = 72, FP = 2) \n", - "\n", - " for conf_thresh = 0.25, precision = 0.61, recall = 0.88, F1-score = 0.72 \n", - " for conf_thresh = 0.25, TP = 855, FP = 540, FN = 112, average IoU = 51.21 % \n", - "\n", - " IoU threshold = 50 %, used Area-Under-Curve for each unique Recall \n", - " mean average precision (mAP@0.50) = 0.887545, or 88.75 % \n", - "Total Detection Time: 0 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@0.5) = 0.887545 \n", - "Saving weights to backup//custom-yolov4-tiny-detector_last.weights\n", - "Loaded: 0.000137 seconds\n", - "\n", - " (next mAP calculation at 5800 iterations) \n", - " Last accuracy mAP@0.5 = 88.75 %, best = 90.42 % \n", - " 5701: 0.801666, 0.928410 avg loss, 0.000026 rate, 0.473421 seconds, 273648 images, 0.054977 hours left\n", - "Loaded: 0.000063 seconds\n", - "\n", - " (next mAP calculation at 5800 iterations) \n", - " Last accuracy mAP@0.5 = 88.75 %, best = 90.42 % \n", - " 5702: 0.827977, 0.918367 avg loss, 0.000026 rate, 0.493489 seconds, 273696 images, 0.054821 hours left\n", - "Loaded: 0.000045 seconds\n", - "\n", - " (next mAP calculation at 5800 iterations) \n", - " Last accuracy mAP@0.5 = 88.75 %, best = 90.42 % \n", - " 5703: 1.025004, 0.929031 avg loss, 0.000026 rate, 0.494430 seconds, 273744 images, 0.054681 hours left\n", - "Loaded: 0.000044 seconds\n", - "\n", - " (next mAP calculation at 5800 iterations) \n", - " Last accuracy mAP@0.5 = 88.75 %, best = 90.42 % \n", - " 5704: 0.714536, 0.907581 avg loss, 0.000026 rate, 0.481592 seconds, 273792 images, 0.054542 hours left\n", - "Loaded: 0.000046 seconds\n", - "\n", - " (next mAP calculation at 5800 iterations) \n", - " Last accuracy mAP@0.5 = 88.75 %, best = 90.42 % \n", - " 5705: 0.973619, 0.914185 avg loss, 0.000026 rate, 0.484898 seconds, 273840 images, 0.054393 hours left\n", - "Loaded: 0.000086 seconds\n", - "\n", - " (next mAP calculation at 5800 iterations) \n", - " Last accuracy mAP@0.5 = 88.75 %, best = 90.42 % \n", - " 5706: 0.951672, 0.917934 avg loss, 0.000026 rate, 0.500619 seconds, 273888 images, 0.054246 hours left\n", - "Loaded: 0.000042 seconds\n", - "\n", - " (next mAP calculation at 5800 iterations) \n", - " Last accuracy mAP@0.5 = 88.75 %, best = 90.42 % \n", - " 5707: 0.732356, 0.899376 avg loss, 0.000026 rate, 0.493911 seconds, 273936 images, 0.054113 hours left\n", - "Loaded: 0.000065 seconds\n", - "\n", - " (next mAP calculation at 5800 iterations) \n", - " Last accuracy mAP@0.5 = 88.75 %, best = 90.42 % \n", - " 5708: 1.025861, 0.912024 avg loss, 0.000026 rate, 0.498382 seconds, 273984 images, 0.053974 hours left\n", - "Loaded: 0.000049 seconds\n", - "\n", - " (next mAP calculation at 5800 iterations) \n", - " Last accuracy mAP@0.5 = 88.75 %, best = 90.42 % \n", - " 5709: 0.780238, 0.898846 avg loss, 0.000026 rate, 0.486795 seconds, 274032 images, 0.053838 hours left\n", - "Loaded: 0.000070 seconds\n", - "\n", - " (next mAP calculation at 5800 iterations) \n", - " Last accuracy mAP@0.5 = 88.75 %, best = 90.42 % \n", - " 5710: 0.974265, 0.906388 avg loss, 0.000026 rate, 0.481598 seconds, 274080 images, 0.053693 hours left\n", - "Loaded: 0.000068 seconds\n", - "\n", - " (next mAP calculation at 5800 iterations) \n", - " Last accuracy mAP@0.5 = 88.75 %, best = 90.42 % \n", - " 5711: 1.388047, 0.954554 avg loss, 0.000026 rate, 0.496719 seconds, 274128 images, 0.053544 hours left\n", - "Loaded: 0.000072 seconds\n", - "\n", - " (next mAP calculation at 5800 iterations) \n", - " Last accuracy mAP@0.5 = 88.75 %, best = 90.42 % \n", - " 5712: 1.031398, 0.962238 avg loss, 0.000026 rate, 0.484243 seconds, 274176 images, 0.053408 hours left\n", - "Loaded: 0.000043 seconds\n", - "\n", - " (next mAP calculation at 5800 iterations) \n", - " Last accuracy mAP@0.5 = 88.75 %, best = 90.42 % \n", - " 5713: 1.036134, 0.969628 avg loss, 0.000026 rate, 0.501942 seconds, 274224 images, 0.053261 hours left\n", - "Loaded: 0.000044 seconds\n", - "\n", - " (next mAP calculation at 5800 iterations) \n", - " Last accuracy mAP@0.5 = 88.75 %, best = 90.42 % \n", - " 5714: 0.921407, 0.964806 avg loss, 0.000026 rate, 0.498824 seconds, 274272 images, 0.053129 hours left\n", - "Loaded: 0.000057 seconds\n", - "\n", - " (next mAP calculation at 5800 iterations) \n", - " Last accuracy mAP@0.5 = 88.75 %, best = 90.42 % \n", - " 5715: 0.980641, 0.966389 avg loss, 0.000026 rate, 0.480579 seconds, 274320 images, 0.052994 hours left\n", - "Loaded: 0.000069 seconds\n", - "\n", - " (next mAP calculation at 5800 iterations) \n", - " Last accuracy mAP@0.5 = 88.75 %, best = 90.42 % \n", - " 5716: 0.955853, 0.965335 avg loss, 0.000026 rate, 0.483063 seconds, 274368 images, 0.052844 hours left\n", - "Loaded: 0.000077 seconds\n", - "\n", - " (next mAP calculation at 5800 iterations) \n", - " Last accuracy mAP@0.5 = 88.75 %, best = 90.42 % \n", - " 5717: 0.799713, 0.948773 avg loss, 0.000026 rate, 0.495742 seconds, 274416 images, 0.052697 hours left\n", - "Loaded: 0.000083 seconds\n", - "\n", - " (next mAP calculation at 5800 iterations) \n", - " Last accuracy mAP@0.5 = 88.75 %, best = 90.42 % \n", - " 5718: 0.888731, 0.942769 avg loss, 0.000026 rate, 0.474890 seconds, 274464 images, 0.052560 hours left\n", - "Loaded: 0.000052 seconds\n", - "\n", - " (next mAP calculation at 5800 iterations) \n", - " Last accuracy mAP@0.5 = 88.75 %, best = 90.42 % \n", - " 5719: 0.927388, 0.941231 avg loss, 0.000026 rate, 0.477720 seconds, 274512 images, 0.052406 hours left\n", - "Loaded: 0.000067 seconds\n", - "\n", - " (next mAP calculation at 5800 iterations) \n", - " Last accuracy mAP@0.5 = 88.75 %, best = 90.42 % \n", - " 5720: 0.769302, 0.924038 avg loss, 0.000026 rate, 0.483335 seconds, 274560 images, 0.052255 hours left\n", - "Loaded: 0.000071 seconds\n", - "\n", - " (next mAP calculation at 5800 iterations) \n", - " Last accuracy mAP@0.5 = 88.75 %, best = 90.42 % \n", - " 5721: 0.931984, 0.924833 avg loss, 0.000026 rate, 0.494675 seconds, 274608 images, 0.052109 hours left\n", - "Loaded: 0.000048 seconds\n", - "\n", - " (next mAP calculation at 5800 iterations) \n", - " Last accuracy mAP@0.5 = 88.75 %, best = 90.42 % \n", - " 5722: 0.875040, 0.919853 avg loss, 0.000026 rate, 0.482066 seconds, 274656 images, 0.051971 hours left\n", - "Loaded: 0.000071 seconds\n", - "\n", - " (next mAP calculation at 5800 iterations) \n", - " Last accuracy mAP@0.5 = 88.75 %, best = 90.42 % \n", - " 5723: 0.716268, 0.899495 avg loss, 0.000026 rate, 0.477360 seconds, 274704 images, 0.051824 hours left\n", - "Loaded: 0.000047 seconds\n", - "\n", - " (next mAP calculation at 5800 iterations) \n", - " Last accuracy mAP@0.5 = 88.75 %, best = 90.42 % \n", - " 5724: 0.816209, 0.891166 avg loss, 0.000026 rate, 0.478691 seconds, 274752 images, 0.051673 hours left\n", - "Loaded: 0.000045 seconds\n", - "\n", - " (next mAP calculation at 5800 iterations) \n", - " Last accuracy mAP@0.5 = 88.75 %, best = 90.42 % \n", - " 5725: 0.693533, 0.871403 avg loss, 0.000026 rate, 0.472104 seconds, 274800 images, 0.051523 hours left\n", - "Loaded: 0.000050 seconds\n", - "\n", - " (next mAP calculation at 5800 iterations) \n", - " Last accuracy mAP@0.5 = 88.75 %, best = 90.42 % \n", - " 5726: 1.054299, 0.889692 avg loss, 0.000026 rate, 0.482566 seconds, 274848 images, 0.051369 hours left\n", - "Loaded: 0.000046 seconds\n", - "\n", - " (next mAP calculation at 5800 iterations) \n", - " Last accuracy mAP@0.5 = 88.75 %, best = 90.42 % \n", - " 5727: 0.905779, 0.891301 avg loss, 0.000026 rate, 0.492285 seconds, 274896 images, 0.051222 hours left\n", - "Loaded: 0.000044 seconds\n", - "\n", - " (next mAP calculation at 5800 iterations) \n", - " Last accuracy mAP@0.5 = 88.75 %, best = 90.42 % \n", - " 5728: 0.866285, 0.888800 avg loss, 0.000026 rate, 0.473445 seconds, 274944 images, 0.051083 hours left\n", - "Loaded: 0.000048 seconds\n", - "\n", - " (next mAP calculation at 5800 iterations) \n", - " Last accuracy mAP@0.5 = 88.75 %, best = 90.42 % \n", - " 5729: 0.717894, 0.871709 avg loss, 0.000026 rate, 0.486552 seconds, 274992 images, 0.050930 hours left\n", - "Loaded: 0.000073 seconds\n", - "\n", - " (next mAP calculation at 5800 iterations) \n", - " Last accuracy mAP@0.5 = 88.75 %, best = 90.42 % \n", - " 5730: 1.070120, 0.891550 avg loss, 0.000026 rate, 0.494486 seconds, 275040 images, 0.050787 hours left\n", - "Loaded: 0.000067 seconds\n", - "\n", - " (next mAP calculation at 5800 iterations) \n", - " Last accuracy mAP@0.5 = 88.75 %, best = 90.42 % \n", - " 5731: 0.780596, 0.880455 avg loss, 0.000026 rate, 0.484462 seconds, 275088 images, 0.050650 hours left\n", - "Loaded: 0.000046 seconds\n", - "\n", - " (next mAP calculation at 5800 iterations) \n", - " Last accuracy mAP@0.5 = 88.75 %, best = 90.42 % \n", - " 5732: 0.945074, 0.886917 avg loss, 0.000026 rate, 0.507837 seconds, 275136 images, 0.050506 hours left\n", - "Loaded: 0.000048 seconds\n", - "\n", - " (next mAP calculation at 5800 iterations) \n", - " Last accuracy mAP@0.5 = 88.75 %, best = 90.42 % \n", - " 5733: 0.870484, 0.885273 avg loss, 0.000026 rate, 0.481559 seconds, 275184 images, 0.050379 hours left\n", - "Loaded: 0.000070 seconds\n", - "\n", - " (next mAP calculation at 5800 iterations) \n", - " Last accuracy mAP@0.5 = 88.75 %, best = 90.42 % \n", - " 5734: 0.895006, 0.886247 avg loss, 0.000026 rate, 0.503033 seconds, 275232 images, 0.050232 hours left\n", - "Loaded: 0.000053 seconds\n", - "\n", - " (next mAP calculation at 5800 iterations) \n", - " Last accuracy mAP@0.5 = 88.75 %, best = 90.42 % \n", - " 5735: 1.038966, 0.901519 avg loss, 0.000026 rate, 0.498184 seconds, 275280 images, 0.050102 hours left\n", - "Loaded: 0.000083 seconds\n", - "\n", - " (next mAP calculation at 5800 iterations) \n", - " Last accuracy mAP@0.5 = 88.75 %, best = 90.42 % \n", - " 5736: 1.026869, 0.914054 avg loss, 0.000026 rate, 0.488192 seconds, 275328 images, 0.049968 hours left\n", - "Loaded: 0.000072 seconds\n", - "\n", - " (next mAP calculation at 5800 iterations) \n", - " Last accuracy mAP@0.5 = 88.75 %, best = 90.42 % \n", - " 5737: 1.225220, 0.945170 avg loss, 0.000026 rate, 0.486634 seconds, 275376 images, 0.049826 hours left\n", - "Loaded: 0.000060 seconds\n", - "\n", - " (next mAP calculation at 5800 iterations) \n", - " Last accuracy mAP@0.5 = 88.75 %, best = 90.42 % \n", - " 5738: 0.897715, 0.940425 avg loss, 0.000026 rate, 0.474236 seconds, 275424 images, 0.049683 hours left\n", - "Loaded: 0.000077 seconds\n", - "\n", - " (next mAP calculation at 5800 iterations) \n", - " Last accuracy mAP@0.5 = 88.75 %, best = 90.42 % \n", - " 5739: 1.040220, 0.950404 avg loss, 0.000026 rate, 0.493659 seconds, 275472 images, 0.049532 hours left\n", - "Loaded: 0.000043 seconds\n", - "\n", - " (next mAP calculation at 5800 iterations) \n", - " Last accuracy mAP@0.5 = 88.75 %, best = 90.42 % \n", - " 5740: 1.056317, 0.960995 avg loss, 0.000026 rate, 0.498381 seconds, 275520 images, 0.049394 hours left\n", - "Loaded: 0.000041 seconds\n", - "\n", - " (next mAP calculation at 5800 iterations) \n", - " Last accuracy mAP@0.5 = 88.75 %, best = 90.42 % \n", - " 5741: 1.208393, 0.985735 avg loss, 0.000026 rate, 0.508966 seconds, 275568 images, 0.049260 hours left\n", - "Loaded: 0.000039 seconds\n", - "\n", - " (next mAP calculation at 5800 iterations) \n", - " Last accuracy mAP@0.5 = 88.75 %, best = 90.42 % \n", - " 5742: 0.866423, 0.973804 avg loss, 0.000026 rate, 0.501625 seconds, 275616 images, 0.049134 hours left\n", - "Loaded: 0.000044 seconds\n", - "\n", - " (next mAP calculation at 5800 iterations) \n", - " Last accuracy mAP@0.5 = 88.75 %, best = 90.42 % \n", - " 5743: 1.098970, 0.986320 avg loss, 0.000026 rate, 0.479179 seconds, 275664 images, 0.049002 hours left\n", - "Loaded: 0.000041 seconds\n", - "\n", - " (next mAP calculation at 5800 iterations) \n", - " Last accuracy mAP@0.5 = 88.75 %, best = 90.42 % \n", - " 5744: 0.910566, 0.978745 avg loss, 0.000026 rate, 0.500402 seconds, 275712 images, 0.048854 hours left\n", - "Loaded: 0.000073 seconds\n", - "\n", - " (next mAP calculation at 5800 iterations) \n", - " Last accuracy mAP@0.5 = 88.75 %, best = 90.42 % \n", - " 5745: 0.857729, 0.966644 avg loss, 0.000026 rate, 0.492254 seconds, 275760 images, 0.048722 hours left\n", - "Loaded: 0.000056 seconds\n", - "\n", - " (next mAP calculation at 5800 iterations) \n", - " Last accuracy mAP@0.5 = 88.75 %, best = 90.42 % \n", - " 5746: 1.019607, 0.971940 avg loss, 0.000026 rate, 0.493201 seconds, 275808 images, 0.048583 hours left\n", - "Loaded: 0.000051 seconds\n", - "\n", - " (next mAP calculation at 5800 iterations) \n", - " Last accuracy mAP@0.5 = 88.75 %, best = 90.42 % \n", - " 5747: 0.867873, 0.961533 avg loss, 0.000026 rate, 0.483006 seconds, 275856 images, 0.048445 hours left\n", - "Loaded: 0.000042 seconds\n", - "\n", - " (next mAP calculation at 5800 iterations) \n", - " Last accuracy mAP@0.5 = 88.75 %, best = 90.42 % \n", - " 5748: 0.909856, 0.956365 avg loss, 0.000026 rate, 0.488925 seconds, 275904 images, 0.048300 hours left\n", - "Loaded: 0.000043 seconds\n", - "\n", - " (next mAP calculation at 5800 iterations) \n", - " Last accuracy mAP@0.5 = 88.75 %, best = 90.42 % \n", - " 5749: 1.012872, 0.962016 avg loss, 0.000026 rate, 0.485162 seconds, 275952 images, 0.048160 hours left\n", - "Loaded: 0.000061 seconds\n", - "\n", - " (next mAP calculation at 5800 iterations) \n", - " Last accuracy mAP@0.5 = 88.75 %, best = 90.42 % \n", - " 5750: 0.871035, 0.952918 avg loss, 0.000026 rate, 0.487694 seconds, 276000 images, 0.048016 hours left\n", - "Loaded: 0.000140 seconds\n", - "\n", - " (next mAP calculation at 5800 iterations) \n", - " Last accuracy mAP@0.5 = 88.75 %, best = 90.42 % \n", - " 5751: 0.994871, 0.957113 avg loss, 0.000026 rate, 0.494390 seconds, 276048 images, 0.047875 hours left\n", - "Loaded: 0.000072 seconds\n", - "\n", - " (next mAP calculation at 5800 iterations) \n", - " Last accuracy mAP@0.5 = 88.75 %, best = 90.42 % \n", - " 5752: 0.906456, 0.952048 avg loss, 0.000026 rate, 0.493688 seconds, 276096 images, 0.047738 hours left\n", - "Loaded: 0.000069 seconds\n", - "\n", - " (next mAP calculation at 5800 iterations) \n", - " Last accuracy mAP@0.5 = 88.75 %, best = 90.42 % \n", - " 5753: 0.886491, 0.945492 avg loss, 0.000026 rate, 0.512045 seconds, 276144 images, 0.047601 hours left\n", - "Loaded: 0.000046 seconds\n", - "\n", - " (next mAP calculation at 5800 iterations) \n", - " Last accuracy mAP@0.5 = 88.75 %, best = 90.42 % \n", - " 5754: 0.879174, 0.938860 avg loss, 0.000026 rate, 0.486817 seconds, 276192 images, 0.047476 hours left\n", - "Loaded: 0.000060 seconds\n", - "\n", - " (next mAP calculation at 5800 iterations) \n", - " Last accuracy mAP@0.5 = 88.75 %, best = 90.42 % \n", - " 5755: 0.740577, 0.919032 avg loss, 0.000026 rate, 0.494628 seconds, 276240 images, 0.047334 hours left\n", - "Loaded: 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0.046752 hours left\n", - "Loaded: 0.000039 seconds\n", - "\n", - " (next mAP calculation at 5800 iterations) \n", - " Last accuracy mAP@0.5 = 88.75 %, best = 90.42 % \n", - " 5760: 1.177541, 0.940475 avg loss, 0.000026 rate, 0.481347 seconds, 276480 images, 0.046612 hours left\n", - "Loaded: 0.000060 seconds\n", - "\n", - " (next mAP calculation at 5800 iterations) \n", - " Last accuracy mAP@0.5 = 88.75 %, best = 90.42 % \n", - " 5761: 1.058373, 0.952265 avg loss, 0.000026 rate, 0.488850 seconds, 276528 images, 0.046467 hours left\n", - "Loaded: 0.000039 seconds\n", - "\n", - " (next mAP calculation at 5800 iterations) \n", - " Last accuracy mAP@0.5 = 88.75 %, best = 90.42 % \n", - " 5762: 0.690877, 0.926126 avg loss, 0.000026 rate, 0.477103 seconds, 276576 images, 0.046327 hours left\n", - "Loaded: 0.000045 seconds\n", - "\n", - " (next mAP calculation at 5800 iterations) \n", - " Last accuracy mAP@0.5 = 88.75 %, best = 90.42 % \n", - " 5763: 0.753110, 0.908824 avg loss, 0.000026 rate, 0.489695 seconds, 276624 images, 0.046179 hours left\n", - "Loaded: 0.000046 seconds\n", - "\n", - " (next mAP calculation at 5800 iterations) \n", - " Last accuracy mAP@0.5 = 88.75 %, best = 90.42 % \n", - " 5764: 0.930119, 0.910954 avg loss, 0.000026 rate, 0.487930 seconds, 276672 images, 0.046040 hours left\n", - "Loaded: 0.000060 seconds\n", - "\n", - " (next mAP calculation at 5800 iterations) \n", - " Last accuracy mAP@0.5 = 88.75 %, best = 90.42 % \n", - " 5765: 0.979981, 0.917857 avg loss, 0.000026 rate, 0.496169 seconds, 276720 images, 0.045899 hours left\n", - "Loaded: 0.000046 seconds\n", - "\n", - " (next mAP calculation at 5800 iterations) \n", - " Last accuracy mAP@0.5 = 88.75 %, best = 90.42 % \n", - " 5766: 1.182025, 0.944273 avg loss, 0.000026 rate, 0.486899 seconds, 276768 images, 0.045764 hours left\n", - "Loaded: 0.000072 seconds\n", - "\n", - " (next mAP calculation at 5800 iterations) \n", - " Last accuracy mAP@0.5 = 88.75 %, best = 90.42 % \n", - " 5767: 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88.75 %, best = 90.42 % \n", - " 5771: 1.004868, 0.935123 avg loss, 0.000026 rate, 0.481234 seconds, 277008 images, 0.045064 hours left\n", - "Loaded: 0.000090 seconds\n", - "\n", - " (next mAP calculation at 5800 iterations) \n", - " Last accuracy mAP@0.5 = 88.75 %, best = 90.42 % \n", - " 5772: 0.845810, 0.926192 avg loss, 0.000026 rate, 0.479115 seconds, 277056 images, 0.044920 hours left\n", - "Loaded: 0.000106 seconds\n", - "\n", - " (next mAP calculation at 5800 iterations) \n", - " Last accuracy mAP@0.5 = 88.75 %, best = 90.42 % \n", - " 5773: 0.915799, 0.925152 avg loss, 0.000026 rate, 0.509400 seconds, 277104 images, 0.044774 hours left\n", - "Loaded: 0.000046 seconds\n", - "\n", - " (next mAP calculation at 5800 iterations) \n", - " Last accuracy mAP@0.5 = 88.75 %, best = 90.42 % \n", - " 5774: 0.907962, 0.923433 avg loss, 0.000026 rate, 0.466654 seconds, 277152 images, 0.044648 hours left\n", - "Loaded: 0.000043 seconds\n", - "\n", - " (next mAP calculation at 5800 iterations) \n", - " Last accuracy mAP@0.5 = 88.75 %, best = 90.42 % \n", - " 5775: 1.277524, 0.958842 avg loss, 0.000026 rate, 0.502443 seconds, 277200 images, 0.044494 hours left\n", - "Loaded: 0.000070 seconds\n", - "\n", - " (next mAP calculation at 5800 iterations) \n", - " Last accuracy mAP@0.5 = 88.75 %, best = 90.42 % \n", - " 5776: 0.920106, 0.954969 avg loss, 0.000026 rate, 0.491683 seconds, 277248 images, 0.044363 hours left\n", - "Loaded: 0.000048 seconds\n", - "\n", - " (next mAP calculation at 5800 iterations) \n", - " Last accuracy mAP@0.5 = 88.75 %, best = 90.42 % \n", - " 5777: 1.005574, 0.960029 avg loss, 0.000026 rate, 0.473540 seconds, 277296 images, 0.044226 hours left\n", - "Loaded: 0.000067 seconds\n", - "\n", - " (next mAP calculation at 5800 iterations) \n", - " Last accuracy mAP@0.5 = 88.75 %, best = 90.42 % \n", - " 5778: 0.919188, 0.955945 avg loss, 0.000026 rate, 0.491600 seconds, 277344 images, 0.044077 hours left\n", - "Loaded: 0.000072 seconds\n", - "\n", - " (next mAP calculation at 5800 iterations) \n", - " Last accuracy mAP@0.5 = 88.75 %, best = 90.42 % \n", - " 5779: 0.829008, 0.943251 avg loss, 0.000026 rate, 0.485205 seconds, 277392 images, 0.043939 hours left\n", - "Loaded: 0.000043 seconds\n", - "\n", - " (next mAP calculation at 5800 iterations) \n", - " Last accuracy mAP@0.5 = 88.75 %, best = 90.42 % \n", - " 5780: 0.907504, 0.939677 avg loss, 0.000026 rate, 0.484308 seconds, 277440 images, 0.043798 hours left\n", - "Loaded: 0.000044 seconds\n", - "\n", - " (next mAP calculation at 5800 iterations) \n", - " Last accuracy mAP@0.5 = 88.75 %, best = 90.42 % \n", - " 5781: 1.120541, 0.957763 avg loss, 0.000026 rate, 0.525600 seconds, 277488 images, 0.043656 hours left\n", - "Loaded: 0.000046 seconds\n", - "\n", - " (next mAP calculation at 5800 iterations) \n", - " Last accuracy mAP@0.5 = 88.75 %, best = 90.42 % \n", - " 5782: 0.786779, 0.940665 avg loss, 0.000026 rate, 0.486588 seconds, 277536 images, 0.043539 hours left\n", - "Loaded: 0.000071 seconds\n", - "\n", - " (next mAP calculation at 5800 iterations) \n", - " Last accuracy mAP@0.5 = 88.75 %, best = 90.42 % \n", - " 5783: 1.094959, 0.956094 avg loss, 0.000026 rate, 0.492681 seconds, 277584 images, 0.043398 hours left\n", - "Loaded: 0.000086 seconds\n", - "\n", - " (next mAP calculation at 5800 iterations) \n", - " Last accuracy mAP@0.5 = 88.75 %, best = 90.42 % \n", - " 5784: 1.101321, 0.970617 avg loss, 0.000026 rate, 0.495196 seconds, 277632 images, 0.043261 hours left\n", - "Loaded: 0.000046 seconds\n", - "\n", - " (next mAP calculation at 5800 iterations) \n", - " Last accuracy mAP@0.5 = 88.75 %, best = 90.42 % \n", - " 5785: 0.891549, 0.962710 avg loss, 0.000026 rate, 0.478898 seconds, 277680 images, 0.043126 hours left\n", - "Loaded: 0.000047 seconds\n", - "\n", - " (next mAP calculation at 5800 iterations) \n", - " Last accuracy mAP@0.5 = 88.75 %, best = 90.42 % \n", - " 5786: 0.960445, 0.962484 avg loss, 0.000026 rate, 0.481948 seconds, 277728 images, 0.042981 hours left\n", - "Loaded: 0.000048 seconds\n", - "\n", - " (next mAP calculation at 5800 iterations) \n", - " Last accuracy mAP@0.5 = 88.75 %, best = 90.42 % \n", - " 5787: 0.845359, 0.950771 avg loss, 0.000026 rate, 0.503416 seconds, 277776 images, 0.042837 hours left\n", - "Loaded: 0.000057 seconds\n", - "\n", - " (next mAP calculation at 5800 iterations) \n", - " Last accuracy mAP@0.5 = 88.75 %, best = 90.42 % \n", - " 5788: 0.903706, 0.946065 avg loss, 0.000026 rate, 0.503136 seconds, 277824 images, 0.042707 hours left\n", - "Loaded: 0.000042 seconds\n", - "\n", - " (next mAP calculation at 5800 iterations) \n", - " Last accuracy mAP@0.5 = 88.75 %, best = 90.42 % \n", - " 5789: 0.979928, 0.949451 avg loss, 0.000026 rate, 0.481828 seconds, 277872 images, 0.042576 hours left\n", - "Loaded: 0.000065 seconds\n", - "\n", - " (next mAP calculation at 5800 iterations) \n", - " Last accuracy mAP@0.5 = 88.75 %, best = 90.42 % \n", - " 5790: 1.090395, 0.963545 avg loss, 0.000026 rate, 0.481769 seconds, 277920 images, 0.042433 hours left\n", - "Loaded: 0.000048 seconds\n", - "\n", - " (next mAP calculation at 5800 iterations) \n", - " Last accuracy mAP@0.5 = 88.75 %, best = 90.42 % \n", - " 5791: 0.947626, 0.961953 avg loss, 0.000026 rate, 0.488344 seconds, 277968 images, 0.042290 hours left\n", - "Loaded: 0.000044 seconds\n", - "\n", - " (next mAP calculation at 5800 iterations) \n", - " Last accuracy mAP@0.5 = 88.75 %, best = 90.42 % \n", - " 5792: 0.975811, 0.963339 avg loss, 0.000026 rate, 0.494738 seconds, 278016 images, 0.042150 hours left\n", - "Loaded: 0.000047 seconds\n", - "\n", - " (next mAP calculation at 5800 iterations) \n", - " Last accuracy mAP@0.5 = 88.75 %, best = 90.42 % \n", - " 5793: 0.826903, 0.949695 avg loss, 0.000026 rate, 0.491445 seconds, 278064 images, 0.042015 hours left\n", - "Loaded: 0.000052 seconds\n", - "\n", - " (next mAP calculation at 5800 iterations) \n", - " Last accuracy mAP@0.5 = 88.75 %, best = 90.42 % \n", - " 5794: 0.657940, 0.920520 avg loss, 0.000026 rate, 0.473104 seconds, 278112 images, 0.041877 hours left\n", - "Loaded: 0.000068 seconds\n", - "\n", - " (next mAP calculation at 5800 iterations) \n", - " Last accuracy mAP@0.5 = 88.75 %, best = 90.42 % \n", - " 5795: 1.152517, 0.943720 avg loss, 0.000026 rate, 0.498397 seconds, 278160 images, 0.041729 hours left\n", - "Loaded: 0.000094 seconds\n", - "\n", - " (next mAP calculation at 5800 iterations) \n", - " Last accuracy mAP@0.5 = 88.75 %, best = 90.42 % \n", - " 5796: 1.009420, 0.950290 avg loss, 0.000026 rate, 0.497167 seconds, 278208 images, 0.041596 hours left\n", - "Loaded: 0.000079 seconds\n", - "\n", - " (next mAP calculation at 5800 iterations) \n", - " Last accuracy mAP@0.5 = 88.75 %, best = 90.42 % \n", - " 5797: 1.147086, 0.969969 avg loss, 0.000026 rate, 0.492600 seconds, 278256 images, 0.041462 hours left\n", - "Loaded: 0.000069 seconds\n", - "\n", - " (next mAP calculation at 5800 iterations) \n", - " Last accuracy mAP@0.5 = 88.75 %, best = 90.42 % \n", - " 5798: 0.782165, 0.951189 avg loss, 0.000026 rate, 0.479034 seconds, 278304 images, 0.041325 hours left\n", - "Loaded: 0.000066 seconds\n", - "\n", - " (next mAP calculation at 5800 iterations) \n", - " Last accuracy mAP@0.5 = 88.75 %, best = 90.42 % \n", - " 5799: 0.760846, 0.932154 avg loss, 0.000026 rate, 0.481424 seconds, 278352 images, 0.041180 hours left\n", - "Loaded: 0.000073 seconds\n", - "\n", - " (next mAP calculation at 5800 iterations) \n", - " Last accuracy mAP@0.5 = 88.75 %, best = 90.42 % \n", - " 5800: 0.881621, 0.927101 avg loss, 0.000026 rate, 0.497634 seconds, 278400 images, 0.041037 hours left\n", - "\n", - " calculation mAP (mean average precision)...\n", - "76\n", - " detections_count = 2510, unique_truth_count = 967 \n", - "class_id = 0, name = Platelets, ap = 86.06% \t (TP = 71, FP = 26) \n", - "class_id = 1, name = RBC, ap = 81.52% \t (TP = 710, FP = 523) \n", - "class_id = 2, name = WBC, ap = 98.90% \t (TP = 72, FP = 2) \n", - "\n", - " for conf_thresh = 0.25, precision = 0.61, recall = 0.88, F1-score = 0.72 \n", - " for conf_thresh = 0.25, TP = 853, FP = 551, FN = 114, average IoU = 50.78 % \n", - "\n", - " IoU threshold = 50 %, used Area-Under-Curve for each unique Recall \n", - " mean average precision (mAP@0.50) = 0.888272, or 88.83 % \n", - "Total Detection Time: 1 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@0.5) = 0.888272 \n", - "Saving weights to backup//custom-yolov4-tiny-detector_last.weights\n", - "Loaded: 0.000064 seconds\n", - "\n", - " (next mAP calculation at 5900 iterations) \n", - " Last accuracy mAP@0.5 = 88.83 %, best = 90.42 % \n", - " 5801: 0.846435, 0.919035 avg loss, 0.000026 rate, 0.479170 seconds, 278448 images, 0.041171 hours left\n", - "Loaded: 0.000045 seconds\n", - "\n", - " (next mAP calculation at 5900 iterations) \n", - " Last accuracy mAP@0.5 = 88.83 %, best = 90.42 % \n", - " 5802: 0.709129, 0.898044 avg loss, 0.000026 rate, 0.487100 seconds, 278496 images, 0.041024 hours left\n", - "Loaded: 0.000046 seconds\n", - "\n", - " (next mAP calculation at 5900 iterations) \n", - " Last accuracy mAP@0.5 = 88.83 %, best = 90.42 % \n", - " 5803: 1.004815, 0.908721 avg loss, 0.000026 rate, 0.483048 seconds, 278544 images, 0.040882 hours left\n", - "Loaded: 0.000045 seconds\n", - "\n", - " (next mAP calculation at 5900 iterations) \n", - " Last accuracy mAP@0.5 = 88.83 %, best = 90.42 % \n", - " 5804: 1.077257, 0.925575 avg loss, 0.000026 rate, 0.485027 seconds, 278592 images, 0.040737 hours left\n", - "Loaded: 0.000067 seconds\n", - "\n", - " (next mAP calculation at 5900 iterations) \n", - " Last accuracy mAP@0.5 = 88.83 %, best = 90.42 % \n", - " 5805: 0.825727, 0.915590 avg loss, 0.000026 rate, 0.484403 seconds, 278640 images, 0.040594 hours left\n", - "Loaded: 0.000070 seconds\n", - "\n", - " (next mAP calculation at 5900 iterations) \n", - " Last accuracy mAP@0.5 = 88.83 %, best = 90.42 % \n", - " 5806: 0.870287, 0.911059 avg loss, 0.000026 rate, 0.495367 seconds, 278688 images, 0.040451 hours left\n", - "Loaded: 0.000047 seconds\n", - "\n", - " (next mAP calculation at 5900 iterations) \n", - " Last accuracy mAP@0.5 = 88.83 %, best = 90.42 % \n", - " 5807: 1.165337, 0.936487 avg loss, 0.000026 rate, 0.493426 seconds, 278736 images, 0.040313 hours left\n", - "Loaded: 0.000084 seconds\n", - "\n", - " (next mAP calculation at 5900 iterations) \n", - " Last accuracy mAP@0.5 = 88.83 %, best = 90.42 % \n", - " 5808: 1.090006, 0.951839 avg loss, 0.000026 rate, 0.492759 seconds, 278784 images, 0.040174 hours left\n", - "Loaded: 0.000044 seconds\n", - "\n", - " (next mAP calculation at 5900 iterations) \n", - " Last accuracy mAP@0.5 = 88.83 %, best = 90.42 % \n", - " 5809: 0.781956, 0.934851 avg loss, 0.000026 rate, 0.477690 seconds, 278832 images, 0.040036 hours left\n", - "Loaded: 0.000080 seconds\n", - "\n", - " (next mAP calculation at 5900 iterations) \n", - " Last accuracy mAP@0.5 = 88.83 %, best = 90.42 % \n", - " 5810: 1.111707, 0.952536 avg loss, 0.000026 rate, 0.470671 seconds, 278880 images, 0.039889 hours left\n", - "Loaded: 0.000062 seconds\n", - "\n", - " (next mAP calculation at 5900 iterations) \n", - " Last accuracy mAP@0.5 = 88.83 %, best = 90.42 % \n", - " 5811: 0.753140, 0.932597 avg loss, 0.000026 rate, 0.484310 seconds, 278928 images, 0.039738 hours left\n", - "Loaded: 0.000079 seconds\n", - "\n", - " (next mAP calculation at 5900 iterations) \n", - " Last accuracy mAP@0.5 = 88.83 %, best = 90.42 % \n", - " 5812: 1.117411, 0.951078 avg loss, 0.000026 rate, 0.489341 seconds, 278976 images, 0.039595 hours left\n", - "Loaded: 0.000043 seconds\n", - "\n", - " (next mAP calculation at 5900 iterations) \n", - " Last accuracy mAP@0.5 = 88.83 %, best = 90.42 % \n", - " 5813: 0.812848, 0.937255 avg loss, 0.000026 rate, 0.490699 seconds, 279024 images, 0.039455 hours left\n", - "Loaded: 0.000048 seconds\n", - "\n", - " (next mAP calculation at 5900 iterations) \n", - " Last accuracy mAP@0.5 = 88.83 %, best = 90.42 % \n", - " 5814: 0.733324, 0.916862 avg loss, 0.000026 rate, 0.471178 seconds, 279072 images, 0.039315 hours left\n", - "Loaded: 0.000037 seconds\n", - "\n", - " (next mAP calculation at 5900 iterations) \n", - " Last accuracy mAP@0.5 = 88.83 %, best = 90.42 % \n", - " 5815: 1.110317, 0.936208 avg loss, 0.000026 rate, 0.482699 seconds, 279120 images, 0.039166 hours left\n", - "Loaded: 0.000045 seconds\n", - "\n", - " (next mAP calculation at 5900 iterations) \n", - " Last accuracy mAP@0.5 = 88.83 %, best = 90.42 % \n", - " 5816: 1.097986, 0.952385 avg loss, 0.000026 rate, 0.493512 seconds, 279168 images, 0.039022 hours left\n", - "Loaded: 0.000049 seconds\n", - "\n", - " (next mAP calculation at 5900 iterations) \n", - " Last accuracy mAP@0.5 = 88.83 %, best = 90.42 % \n", - " 5817: 1.013504, 0.958497 avg loss, 0.000026 rate, 0.485856 seconds, 279216 images, 0.038884 hours left\n", - "Loaded: 0.000064 seconds\n", - "\n", - " (next mAP calculation at 5900 iterations) \n", - " Last accuracy mAP@0.5 = 88.83 %, best = 90.42 % \n", - " 5818: 0.924184, 0.955066 avg loss, 0.000026 rate, 0.478081 seconds, 279264 images, 0.038742 hours left\n", - "Loaded: 0.000074 seconds\n", - "\n", - " (next mAP calculation at 5900 iterations) \n", - " Last accuracy mAP@0.5 = 88.83 %, best = 90.42 % \n", - " 5819: 0.792792, 0.938839 avg loss, 0.000026 rate, 0.467958 seconds, 279312 images, 0.038596 hours left\n", - "Loaded: 0.000063 seconds\n", - "\n", - " (next mAP calculation at 5900 iterations) \n", - " Last accuracy mAP@0.5 = 88.83 %, best = 90.42 % \n", - " 5820: 0.945913, 0.939546 avg loss, 0.000026 rate, 0.491899 seconds, 279360 images, 0.038446 hours left\n", - "Loaded: 0.000071 seconds\n", - "\n", - " (next mAP calculation at 5900 iterations) \n", - " Last accuracy mAP@0.5 = 88.83 %, best = 90.42 % \n", - " 5821: 0.856345, 0.931226 avg loss, 0.000026 rate, 0.511651 seconds, 279408 images, 0.038307 hours left\n", - "Loaded: 0.000077 seconds\n", - "\n", - " (next mAP calculation at 5900 iterations) \n", - " Last accuracy mAP@0.5 = 88.83 %, best = 90.42 % \n", - " 5822: 0.720249, 0.910128 avg loss, 0.000026 rate, 0.498009 seconds, 279456 images, 0.038179 hours left\n", - "Loaded: 0.000047 seconds\n", - "\n", - " (next mAP calculation at 5900 iterations) \n", - " Last accuracy mAP@0.5 = 88.83 %, best = 90.42 % \n", - " 5823: 0.811675, 0.900283 avg loss, 0.000026 rate, 0.465388 seconds, 279504 images, 0.038043 hours left\n", - "Loaded: 0.000067 seconds\n", - "\n", - " (next mAP calculation at 5900 iterations) \n", - " Last accuracy mAP@0.5 = 88.83 %, best = 90.42 % \n", - " 5824: 0.936574, 0.903912 avg loss, 0.000026 rate, 0.485316 seconds, 279552 images, 0.037892 hours left\n", - "Loaded: 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0.037335 hours left\n", - "Loaded: 0.000070 seconds\n", - "\n", - " (next mAP calculation at 5900 iterations) \n", - " Last accuracy mAP@0.5 = 88.83 %, best = 90.42 % \n", - " 5829: 1.155109, 0.920753 avg loss, 0.000026 rate, 0.488662 seconds, 279792 images, 0.037191 hours left\n", - "Loaded: 0.000043 seconds\n", - "\n", - " (next mAP calculation at 5900 iterations) \n", - " Last accuracy mAP@0.5 = 88.83 %, best = 90.42 % \n", - " 5830: 0.739882, 0.902666 avg loss, 0.000026 rate, 0.469905 seconds, 279840 images, 0.037051 hours left\n", - "Loaded: 0.000048 seconds\n", - "\n", - " (next mAP calculation at 5900 iterations) \n", - " Last accuracy mAP@0.5 = 88.83 %, best = 90.42 % \n", - " 5831: 0.896281, 0.902028 avg loss, 0.000026 rate, 0.492940 seconds, 279888 images, 0.036903 hours left\n", - "Loaded: 0.000110 seconds\n", - "\n", - " (next mAP calculation at 5900 iterations) \n", - " Last accuracy mAP@0.5 = 88.83 %, best = 90.42 % \n", - " 5832: 0.847984, 0.896623 avg loss, 0.000026 rate, 0.485804 seconds, 279936 images, 0.036765 hours left\n", - "Loaded: 0.000085 seconds\n", - "\n", - " (next mAP calculation at 5900 iterations) \n", - " Last accuracy mAP@0.5 = 88.83 %, best = 90.42 % \n", - " 5833: 0.897686, 0.896730 avg loss, 0.000026 rate, 0.496814 seconds, 279984 images, 0.036624 hours left\n", - "Loaded: 0.000068 seconds\n", - "\n", - " (next mAP calculation at 5900 iterations) \n", - " Last accuracy mAP@0.5 = 88.83 %, best = 90.42 % \n", - " 5834: 0.986707, 0.905727 avg loss, 0.000026 rate, 0.479714 seconds, 280032 images, 0.036488 hours left\n", - "Loaded: 0.000078 seconds\n", - "\n", - " (next mAP calculation at 5900 iterations) \n", - " Last accuracy mAP@0.5 = 88.83 %, best = 90.42 % \n", - " 5835: 1.158939, 0.931048 avg loss, 0.000026 rate, 0.485526 seconds, 280080 images, 0.036345 hours left\n", - "Loaded: 0.000065 seconds\n", - "\n", - " (next mAP calculation at 5900 iterations) \n", - " Last accuracy mAP@0.5 = 88.83 %, best = 90.42 % \n", - " 5836: 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88.83 %, best = 90.42 % \n", - " 5840: 0.990611, 0.915470 avg loss, 0.000026 rate, 0.483250 seconds, 280320 images, 0.035646 hours left\n", - "Loaded: 0.000072 seconds\n", - "\n", - " (next mAP calculation at 5900 iterations) \n", - " Last accuracy mAP@0.5 = 88.83 %, best = 90.42 % \n", - " 5841: 1.189703, 0.942893 avg loss, 0.000026 rate, 0.490621 seconds, 280368 images, 0.035504 hours left\n", - "Loaded: 0.000038 seconds\n", - "\n", - " (next mAP calculation at 5900 iterations) \n", - " Last accuracy mAP@0.5 = 88.83 %, best = 90.42 % \n", - " 5842: 0.903337, 0.938938 avg loss, 0.000026 rate, 0.477477 seconds, 280416 images, 0.035366 hours left\n", - "Loaded: 0.000068 seconds\n", - "\n", - " (next mAP calculation at 5900 iterations) \n", - " Last accuracy mAP@0.5 = 88.83 %, best = 90.42 % \n", - " 5843: 0.963110, 0.941355 avg loss, 0.000026 rate, 0.482316 seconds, 280464 images, 0.035222 hours left\n", - "Loaded: 0.000145 seconds\n", - "\n", - " (next mAP calculation at 5900 iterations) \n", - " Last accuracy mAP@0.5 = 88.83 %, best = 90.42 % \n", - " 5844: 1.012731, 0.948493 avg loss, 0.000026 rate, 0.487317 seconds, 280512 images, 0.035080 hours left\n", - "Loaded: 0.000079 seconds\n", - "\n", - " (next mAP calculation at 5900 iterations) \n", - " Last accuracy mAP@0.5 = 88.83 %, best = 90.42 % \n", - " 5845: 0.847853, 0.938429 avg loss, 0.000026 rate, 0.471563 seconds, 280560 images, 0.034940 hours left\n", - "Loaded: 0.000081 seconds\n", - "\n", - " (next mAP calculation at 5900 iterations) \n", - " Last accuracy mAP@0.5 = 88.83 %, best = 90.42 % \n", - " 5846: 0.681070, 0.912693 avg loss, 0.000026 rate, 0.495734 seconds, 280608 images, 0.034794 hours left\n", - "Loaded: 0.000044 seconds\n", - "\n", - " (next mAP calculation at 5900 iterations) \n", - " Last accuracy mAP@0.5 = 88.83 %, best = 90.42 % \n", - " 5847: 0.874310, 0.908855 avg loss, 0.000026 rate, 0.468171 seconds, 280656 images, 0.034658 hours left\n", - "Loaded: 0.000048 seconds\n", - "\n", - " (next mAP calculation at 5900 iterations) \n", - " Last accuracy mAP@0.5 = 88.83 %, best = 90.42 % \n", - " 5848: 0.961392, 0.914108 avg loss, 0.000026 rate, 0.489290 seconds, 280704 images, 0.034511 hours left\n", - "Loaded: 0.000076 seconds\n", - "\n", - " (next mAP calculation at 5900 iterations) \n", - " Last accuracy mAP@0.5 = 88.83 %, best = 90.42 % \n", - " 5849: 0.724687, 0.895166 avg loss, 0.000026 rate, 0.478645 seconds, 280752 images, 0.034372 hours left\n", - "Loaded: 0.000045 seconds\n", - "\n", - " (next mAP calculation at 5900 iterations) \n", - " Last accuracy mAP@0.5 = 88.83 %, best = 90.42 % \n", - " 5850: 0.732669, 0.878917 avg loss, 0.000026 rate, 0.489210 seconds, 280800 images, 0.034229 hours left\n", - "Loaded: 0.000074 seconds\n", - "\n", - " (next mAP calculation at 5900 iterations) \n", - " Last accuracy mAP@0.5 = 88.83 %, best = 90.42 % \n", - " 5851: 0.676094, 0.858634 avg loss, 0.000026 rate, 0.496241 seconds, 280848 images, 0.034091 hours left\n", - "Loaded: 0.000089 seconds\n", - "\n", - " (next mAP calculation at 5900 iterations) \n", - " Last accuracy mAP@0.5 = 88.83 %, best = 90.42 % \n", - " 5852: 0.836573, 0.856428 avg loss, 0.000026 rate, 0.487513 seconds, 280896 images, 0.033955 hours left\n", - "Loaded: 0.000068 seconds\n", - "\n", - " (next mAP calculation at 5900 iterations) \n", - " Last accuracy mAP@0.5 = 88.83 %, best = 90.42 % \n", - " 5853: 1.054900, 0.876275 avg loss, 0.000026 rate, 0.499086 seconds, 280944 images, 0.033816 hours left\n", - "Loaded: 0.000068 seconds\n", - "\n", - " (next mAP calculation at 5900 iterations) \n", - " Last accuracy mAP@0.5 = 88.83 %, best = 90.42 % \n", - " 5854: 1.040690, 0.892717 avg loss, 0.000026 rate, 0.473158 seconds, 280992 images, 0.033682 hours left\n", - "Loaded: 0.000042 seconds\n", - "\n", - " (next mAP calculation at 5900 iterations) \n", - " Last accuracy mAP@0.5 = 88.83 %, best = 90.42 % \n", - " 5855: 0.918755, 0.895321 avg loss, 0.000026 rate, 0.477407 seconds, 281040 images, 0.033537 hours left\n", - "Loaded: 0.000055 seconds\n", - "\n", - " (next mAP calculation at 5900 iterations) \n", - " Last accuracy mAP@0.5 = 88.83 %, best = 90.42 % \n", - " 5856: 0.744851, 0.880274 avg loss, 0.000026 rate, 0.481035 seconds, 281088 images, 0.033394 hours left\n", - "Loaded: 0.000060 seconds\n", - "\n", - " (next mAP calculation at 5900 iterations) \n", - " Last accuracy mAP@0.5 = 88.83 %, best = 90.42 % \n", - " 5857: 0.971124, 0.889359 avg loss, 0.000026 rate, 0.472599 seconds, 281136 images, 0.033252 hours left\n", - "Loaded: 0.000077 seconds\n", - "\n", - " (next mAP calculation at 5900 iterations) \n", - " Last accuracy mAP@0.5 = 88.83 %, best = 90.42 % \n", - " 5858: 0.889252, 0.889348 avg loss, 0.000026 rate, 0.492510 seconds, 281184 images, 0.033108 hours left\n", - "Loaded: 0.000045 seconds\n", - "\n", - " (next mAP calculation at 5900 iterations) \n", - " Last accuracy mAP@0.5 = 88.83 %, best = 90.42 % \n", - " 5859: 1.083614, 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= 90.42 % \n", - " 5863: 1.033247, 0.934994 avg loss, 0.000026 rate, 0.495848 seconds, 281424 images, 0.032420 hours left\n", - "Loaded: 0.000104 seconds\n", - "\n", - " (next mAP calculation at 5900 iterations) \n", - " Last accuracy mAP@0.5 = 88.83 %, best = 90.42 % \n", - " 5864: 0.993705, 0.940865 avg loss, 0.000026 rate, 0.468059 seconds, 281472 images, 0.032285 hours left\n", - "Loaded: 0.000047 seconds\n", - "\n", - " (next mAP calculation at 5900 iterations) \n", - " Last accuracy mAP@0.5 = 88.83 %, best = 90.42 % \n", - " 5865: 1.020223, 0.948801 avg loss, 0.000026 rate, 0.493688 seconds, 281520 images, 0.032139 hours left\n", - "Loaded: 0.000046 seconds\n", - "\n", - " (next mAP calculation at 5900 iterations) \n", - " Last accuracy mAP@0.5 = 88.83 %, best = 90.42 % \n", - " 5866: 0.919938, 0.945915 avg loss, 0.000026 rate, 0.482889 seconds, 281568 images, 0.032002 hours left\n", - "Loaded: 0.000047 seconds\n", - "\n", - " (next mAP calculation at 5900 iterations) \n", - " Last accuracy mAP@0.5 = 88.83 %, best = 90.42 % \n", - " 5867: 0.642554, 0.915579 avg loss, 0.000026 rate, 0.476714 seconds, 281616 images, 0.031862 hours left\n", - "Loaded: 0.000068 seconds\n", - "\n", - " (next mAP calculation at 5900 iterations) \n", - " Last accuracy mAP@0.5 = 88.83 %, best = 90.42 % \n", - " 5868: 0.900301, 0.914051 avg loss, 0.000026 rate, 0.481222 seconds, 281664 images, 0.031720 hours left\n", - "Loaded: 0.000076 seconds\n", - "\n", - " (next mAP calculation at 5900 iterations) \n", - " Last accuracy mAP@0.5 = 88.83 %, best = 90.42 % \n", - " 5869: 0.776900, 0.900336 avg loss, 0.000026 rate, 0.489601 seconds, 281712 images, 0.031579 hours left\n", - "Loaded: 0.000059 seconds\n", - "\n", - " (next mAP calculation at 5900 iterations) \n", - " Last accuracy mAP@0.5 = 88.83 %, best = 90.42 % \n", - " 5870: 0.917585, 0.902061 avg loss, 0.000026 rate, 0.490949 seconds, 281760 images, 0.031441 hours left\n", - "Loaded: 0.000047 seconds\n", - "\n", - " (next mAP calculation at 5900 iterations) \n", - " Last accuracy mAP@0.5 = 88.83 %, best = 90.42 % \n", - " 5871: 0.922207, 0.904075 avg loss, 0.000026 rate, 0.482477 seconds, 281808 images, 0.031304 hours left\n", - "Loaded: 0.000061 seconds\n", - "\n", - " (next mAP calculation at 5900 iterations) \n", - " Last accuracy mAP@0.5 = 88.83 %, best = 90.42 % \n", - " 5872: 0.856210, 0.899289 avg loss, 0.000026 rate, 0.485618 seconds, 281856 images, 0.031164 hours left\n", - "Loaded: 0.000049 seconds\n", - "\n", - " (next mAP calculation at 5900 iterations) \n", - " Last accuracy mAP@0.5 = 88.83 %, best = 90.42 % \n", - " 5873: 0.810835, 0.890443 avg loss, 0.000026 rate, 0.490097 seconds, 281904 images, 0.031025 hours left\n", - "Loaded: 0.000046 seconds\n", - "\n", - " (next mAP calculation at 5900 iterations) \n", - " Last accuracy mAP@0.5 = 88.83 %, best = 90.42 % \n", - " 5874: 0.955181, 0.896917 avg loss, 0.000026 rate, 0.480384 seconds, 281952 images, 0.030888 hours left\n", - "Loaded: 0.000082 seconds\n", - "\n", - " (next mAP calculation at 5900 iterations) \n", - " Last accuracy mAP@0.5 = 88.83 %, best = 90.42 % \n", - " 5875: 0.677758, 0.875001 avg loss, 0.000026 rate, 0.507267 seconds, 282000 images, 0.030747 hours left\n", - "Loaded: 0.000050 seconds\n", - "\n", - " (next mAP calculation at 5900 iterations) \n", - " Last accuracy mAP@0.5 = 88.83 %, best = 90.42 % \n", - " 5876: 1.077376, 0.895239 avg loss, 0.000026 rate, 0.484311 seconds, 282048 images, 0.030616 hours left\n", - "Loaded: 0.000048 seconds\n", - "\n", - " (next mAP calculation at 5900 iterations) \n", - " Last accuracy mAP@0.5 = 88.83 %, best = 90.42 % \n", - " 5877: 0.883107, 0.894026 avg loss, 0.000026 rate, 0.495147 seconds, 282096 images, 0.030476 hours left\n", - "Loaded: 0.000059 seconds\n", - "\n", - " (next mAP calculation at 5900 iterations) \n", - " Last accuracy mAP@0.5 = 88.83 %, best = 90.42 % \n", - " 5878: 0.817036, 0.886327 avg loss, 0.000026 rate, 0.485353 seconds, 282144 images, 0.030341 hours left\n", - "Loaded: 0.000043 seconds\n", - "\n", - " (next mAP calculation at 5900 iterations) \n", - " Last accuracy mAP@0.5 = 88.83 %, best = 90.42 % \n", - " 5879: 1.031122, 0.900806 avg loss, 0.000026 rate, 0.495572 seconds, 282192 images, 0.030202 hours left\n", - "Loaded: 0.000073 seconds\n", - "\n", - " (next mAP calculation at 5900 iterations) \n", - " Last accuracy mAP@0.5 = 88.83 %, best = 90.42 % \n", - " 5880: 0.735274, 0.884253 avg loss, 0.000026 rate, 0.499685 seconds, 282240 images, 0.030067 hours left\n", - "Loaded: 0.000049 seconds\n", - "\n", - " (next mAP calculation at 5900 iterations) \n", - " Last accuracy mAP@0.5 = 88.83 %, best = 90.42 % \n", - " 5881: 1.073298, 0.903157 avg loss, 0.000026 rate, 0.478531 seconds, 282288 images, 0.029932 hours left\n", - "Loaded: 0.000045 seconds\n", - "\n", - " (next mAP calculation at 5900 iterations) \n", - " Last accuracy mAP@0.5 = 88.83 %, best = 90.42 % \n", - " 5882: 0.876813, 0.900523 avg loss, 0.000026 rate, 0.480360 seconds, 282336 images, 0.029791 hours left\n", - "Loaded: 0.000045 seconds\n", - "\n", - " (next mAP calculation at 5900 iterations) \n", - " Last accuracy mAP@0.5 = 88.83 %, best = 90.42 % \n", - " 5883: 1.163494, 0.926820 avg loss, 0.000026 rate, 0.507663 seconds, 282384 images, 0.029651 hours left\n", - "Loaded: 0.000068 seconds\n", - "\n", - " (next mAP calculation at 5900 iterations) \n", - " Last accuracy mAP@0.5 = 88.83 %, best = 90.42 % \n", - " 5884: 0.888209, 0.922959 avg loss, 0.000026 rate, 0.479766 seconds, 282432 images, 0.029519 hours left\n", - "Loaded: 0.000068 seconds\n", - "\n", - " (next mAP calculation at 5900 iterations) \n", - " Last accuracy mAP@0.5 = 88.83 %, best = 90.42 % \n", - " 5885: 0.801350, 0.910798 avg loss, 0.000026 rate, 0.478093 seconds, 282480 images, 0.029379 hours left\n", - "Loaded: 0.000081 seconds\n", - "\n", - " (next mAP calculation at 5900 iterations) \n", - " Last accuracy mAP@0.5 = 88.83 %, best = 90.42 % \n", - " 5886: 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88.83 %, best = 90.42 % \n", - " 5890: 1.055080, 0.948415 avg loss, 0.000026 rate, 0.477132 seconds, 282720 images, 0.028680 hours left\n", - "Loaded: 0.000055 seconds\n", - "\n", - " (next mAP calculation at 5900 iterations) \n", - " Last accuracy mAP@0.5 = 88.83 %, best = 90.42 % \n", - " 5891: 0.996136, 0.953187 avg loss, 0.000026 rate, 0.505288 seconds, 282768 images, 0.028539 hours left\n", - "Loaded: 0.000052 seconds\n", - "\n", - " (next mAP calculation at 5900 iterations) \n", - " Last accuracy mAP@0.5 = 88.83 %, best = 90.42 % \n", - " 5892: 0.888948, 0.946763 avg loss, 0.000026 rate, 0.496912 seconds, 282816 images, 0.028407 hours left\n", - "Loaded: 0.000047 seconds\n", - "\n", - " (next mAP calculation at 5900 iterations) \n", - " Last accuracy mAP@0.5 = 88.83 %, best = 90.42 % \n", - " 5893: 0.708736, 0.922960 avg loss, 0.000026 rate, 0.484947 seconds, 282864 images, 0.028272 hours left\n", - "Loaded: 0.000063 seconds\n", - "\n", - " (next mAP calculation at 5900 iterations) \n", - " Last accuracy mAP@0.5 = 88.83 %, best = 90.42 % \n", - " 5894: 0.911076, 0.921772 avg loss, 0.000026 rate, 0.476989 seconds, 282912 images, 0.028133 hours left\n", - "Loaded: 0.000068 seconds\n", - "\n", - " (next mAP calculation at 5900 iterations) \n", - " Last accuracy mAP@0.5 = 88.83 %, best = 90.42 % \n", - " 5895: 1.033267, 0.932922 avg loss, 0.000026 rate, 0.486030 seconds, 282960 images, 0.027992 hours left\n", - "Loaded: 0.000045 seconds\n", - "\n", - " (next mAP calculation at 5900 iterations) \n", - " Last accuracy mAP@0.5 = 88.83 %, best = 90.42 % \n", - " 5896: 0.910717, 0.930701 avg loss, 0.000026 rate, 0.491064 seconds, 283008 images, 0.027854 hours left\n", - "Loaded: 0.000044 seconds\n", - "\n", - " (next mAP calculation at 5900 iterations) \n", - " Last accuracy mAP@0.5 = 88.83 %, best = 90.42 % \n", - " 5897: 0.835700, 0.921201 avg loss, 0.000026 rate, 0.483570 seconds, 283056 images, 0.027717 hours left\n", - "Loaded: 0.000063 seconds\n", - "\n", - " (next mAP calculation at 5900 iterations) \n", - " Last accuracy mAP@0.5 = 88.83 %, best = 90.42 % \n", - " 5898: 0.810475, 0.910128 avg loss, 0.000026 rate, 0.481784 seconds, 283104 images, 0.027579 hours left\n", - "Loaded: 0.000043 seconds\n", - "\n", - " (next mAP calculation at 5900 iterations) \n", - " Last accuracy mAP@0.5 = 88.83 %, best = 90.42 % \n", - " 5899: 0.925806, 0.911696 avg loss, 0.000026 rate, 0.494542 seconds, 283152 images, 0.027439 hours left\n", - "Loaded: 0.000043 seconds\n", - "\n", - " (next mAP calculation at 5900 iterations) \n", - " Last accuracy mAP@0.5 = 88.83 %, best = 90.42 % \n", - " 5900: 0.975781, 0.918105 avg loss, 0.000026 rate, 0.492626 seconds, 283200 images, 0.027304 hours left\n", - "\n", - " calculation mAP (mean average precision)...\n", - "76\n", - " detections_count = 2531, unique_truth_count = 967 \n", - "class_id = 0, name = Platelets, ap = 86.80% \t (TP = 71, FP = 26) \n", - "class_id = 1, name = RBC, ap = 81.29% \t (TP = 712, FP = 517) \n", - "class_id = 2, name = WBC, ap = 98.84% \t (TP = 72, FP = 2) \n", - "\n", - " for conf_thresh = 0.25, precision = 0.61, recall = 0.88, F1-score = 0.72 \n", - " for conf_thresh = 0.25, TP = 855, FP = 545, FN = 112, average IoU = 51.05 % \n", - "\n", - " IoU threshold = 50 %, used Area-Under-Curve for each unique Recall \n", - " mean average precision (mAP@0.50) = 0.889780, or 88.98 % \n", - "Total Detection Time: 0 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@0.5) = 0.889780 \n", - "Saving weights to backup//custom-yolov4-tiny-detector_last.weights\n", - "Loaded: 0.000100 seconds\n", - "\n", - " (next mAP calculation at 6000 iterations) \n", - " Last accuracy mAP@0.5 = 88.98 %, best = 90.42 % \n", - " 5901: 0.972632, 0.923557 avg loss, 0.000026 rate, 0.496017 seconds, 283248 images, 0.027306 hours left\n", - "Loaded: 0.000066 seconds\n", - "\n", - " (next mAP calculation at 6000 iterations) \n", - " Last accuracy mAP@0.5 = 88.98 %, best = 90.42 % \n", - " 5902: 0.906230, 0.921825 avg loss, 0.000026 rate, 0.497716 seconds, 283296 images, 0.027169 hours left\n", - "Loaded: 0.000060 seconds\n", - "\n", - " (next mAP calculation at 6000 iterations) \n", - " Last accuracy mAP@0.5 = 88.98 %, best = 90.42 % \n", - " 5903: 0.987824, 0.928425 avg loss, 0.000026 rate, 0.493194 seconds, 283344 images, 0.027033 hours left\n", - "Loaded: 0.000072 seconds\n", - "\n", - " (next mAP calculation at 6000 iterations) \n", - " Last accuracy mAP@0.5 = 88.98 %, best = 90.42 % \n", - " 5904: 0.778424, 0.913424 avg loss, 0.000026 rate, 0.490813 seconds, 283392 images, 0.026896 hours left\n", - "Loaded: 0.000044 seconds\n", - "\n", - " (next mAP calculation at 6000 iterations) \n", - " Last accuracy mAP@0.5 = 88.98 %, best = 90.42 % \n", - " 5905: 0.919859, 0.914068 avg loss, 0.000026 rate, 0.474322 seconds, 283440 images, 0.026758 hours left\n", - "Loaded: 0.000056 seconds\n", - "\n", - " (next mAP calculation at 6000 iterations) \n", - " Last accuracy mAP@0.5 = 88.98 %, best = 90.42 % \n", - " 5906: 1.000699, 0.922731 avg loss, 0.000026 rate, 0.480092 seconds, 283488 images, 0.026615 hours left\n", - "Loaded: 0.000037 seconds\n", - "\n", - " (next mAP calculation at 6000 iterations) \n", - " Last accuracy mAP@0.5 = 88.98 %, best = 90.42 % \n", - " 5907: 1.181344, 0.948592 avg loss, 0.000026 rate, 0.483239 seconds, 283536 images, 0.026475 hours left\n", - "Loaded: 0.000047 seconds\n", - "\n", - " (next mAP calculation at 6000 iterations) \n", - " Last accuracy mAP@0.5 = 88.98 %, best = 90.42 % \n", - " 5908: 0.960706, 0.949804 avg loss, 0.000026 rate, 0.474897 seconds, 283584 images, 0.026335 hours left\n", - "Loaded: 0.000070 seconds\n", - "\n", - " (next mAP calculation at 6000 iterations) \n", - " Last accuracy mAP@0.5 = 88.98 %, best = 90.42 % \n", - " 5909: 0.655206, 0.920344 avg loss, 0.000026 rate, 0.494344 seconds, 283632 images, 0.026193 hours left\n", - "Loaded: 0.000068 seconds\n", - "\n", - " (next mAP calculation at 6000 iterations) \n", - " Last accuracy mAP@0.5 = 88.98 %, best = 90.42 % \n", - " 5910: 0.882963, 0.916606 avg loss, 0.000026 rate, 0.488441 seconds, 283680 images, 0.026056 hours left\n", - "Loaded: 0.000078 seconds\n", - "\n", - " (next mAP calculation at 6000 iterations) \n", - " Last accuracy mAP@0.5 = 88.98 %, best = 90.42 % \n", - " 5911: 1.084405, 0.933386 avg loss, 0.000026 rate, 0.498064 seconds, 283728 images, 0.025917 hours left\n", - "Loaded: 0.000048 seconds\n", - "\n", - " (next mAP calculation at 6000 iterations) \n", - " Last accuracy mAP@0.5 = 88.98 %, best = 90.42 % \n", - " 5912: 1.117030, 0.951750 avg loss, 0.000026 rate, 0.480969 seconds, 283776 images, 0.025781 hours left\n", - "Loaded: 0.000065 seconds\n", - "\n", - " (next mAP calculation at 6000 iterations) \n", - " Last accuracy mAP@0.5 = 88.98 %, best = 90.42 % \n", - " 5913: 0.866571, 0.943232 avg loss, 0.000026 rate, 0.495428 seconds, 283824 images, 0.025641 hours left\n", - "Loaded: 0.000048 seconds\n", - "\n", - " (next mAP calculation at 6000 iterations) \n", - " Last accuracy mAP@0.5 = 88.98 %, best = 90.42 % \n", - " 5914: 0.906679, 0.939577 avg loss, 0.000026 rate, 0.481255 seconds, 283872 images, 0.025504 hours left\n", - "Loaded: 0.000063 seconds\n", - "\n", - " (next mAP calculation at 6000 iterations) \n", - " Last accuracy mAP@0.5 = 88.98 %, best = 90.42 % \n", - " 5915: 1.015618, 0.947181 avg loss, 0.000026 rate, 0.477097 seconds, 283920 images, 0.025364 hours left\n", - "Loaded: 0.000046 seconds\n", - "\n", - " (next mAP calculation at 6000 iterations) \n", - " Last accuracy mAP@0.5 = 88.98 %, best = 90.42 % \n", - " 5916: 1.261594, 0.978622 avg loss, 0.000026 rate, 0.499884 seconds, 283968 images, 0.025223 hours left\n", - "Loaded: 0.000036 seconds\n", - "\n", - " (next mAP calculation at 6000 iterations) \n", - " Last accuracy mAP@0.5 = 88.98 %, best = 90.42 % \n", - " 5917: 1.179786, 0.998739 avg loss, 0.000026 rate, 0.480024 seconds, 284016 images, 0.025088 hours left\n", - "Loaded: 0.000043 seconds\n", - "\n", - " (next mAP calculation at 6000 iterations) \n", - " Last accuracy mAP@0.5 = 88.98 %, best = 90.42 % \n", - " 5918: 0.840213, 0.982886 avg loss, 0.000026 rate, 0.494303 seconds, 284064 images, 0.024948 hours left\n", - "Loaded: 0.000046 seconds\n", - "\n", - " (next mAP calculation at 6000 iterations) \n", - " Last accuracy mAP@0.5 = 88.98 %, best = 90.42 % \n", - " 5919: 0.890632, 0.973661 avg loss, 0.000026 rate, 0.499236 seconds, 284112 images, 0.024811 hours left\n", - "Loaded: 0.000071 seconds\n", - "\n", - " (next mAP calculation at 6000 iterations) \n", - " Last accuracy mAP@0.5 = 88.98 %, best = 90.42 % \n", - " 5920: 0.755693, 0.951864 avg loss, 0.000026 rate, 0.464649 seconds, 284160 images, 0.024675 hours left\n", - "Loaded: 0.000070 seconds\n", - "\n", - " (next mAP calculation at 6000 iterations) \n", - " Last accuracy mAP@0.5 = 88.98 %, best = 90.42 % \n", - " 5921: 0.780280, 0.934706 avg loss, 0.000026 rate, 0.487971 seconds, 284208 images, 0.024532 hours left\n", - "Loaded: 0.000044 seconds\n", - "\n", - " (next mAP calculation at 6000 iterations) \n", - " Last accuracy mAP@0.5 = 88.98 %, best = 90.42 % \n", - " 5922: 0.736934, 0.914928 avg loss, 0.000026 rate, 0.477878 seconds, 284256 images, 0.024393 hours left\n", - "Loaded: 0.000046 seconds\n", - "\n", - " (next mAP calculation at 6000 iterations) \n", - " Last accuracy mAP@0.5 = 88.98 %, best = 90.42 % \n", - " 5923: 1.010771, 0.924513 avg loss, 0.000026 rate, 0.488753 seconds, 284304 images, 0.024253 hours left\n", - "Loaded: 0.000071 seconds\n", - "\n", - " (next mAP calculation at 6000 iterations) \n", - " Last accuracy mAP@0.5 = 88.98 %, best = 90.42 % \n", - " 5924: 0.925440, 0.924605 avg loss, 0.000026 rate, 0.478246 seconds, 284352 images, 0.024115 hours left\n", - "Loaded: 0.000052 seconds\n", - "\n", - " (next mAP calculation at 6000 iterations) \n", - " Last accuracy mAP@0.5 = 88.98 %, best = 90.42 % \n", - " 5925: 0.994804, 0.931625 avg loss, 0.000026 rate, 0.491075 seconds, 284400 images, 0.023975 hours left\n", - "Loaded: 0.000068 seconds\n", - "\n", - " (next mAP calculation at 6000 iterations) \n", - " Last accuracy mAP@0.5 = 88.98 %, best = 90.42 % \n", - " 5926: 0.845117, 0.922975 avg loss, 0.000026 rate, 0.497327 seconds, 284448 images, 0.023837 hours left\n", - "Loaded: 0.000045 seconds\n", - "\n", - " (next mAP calculation at 6000 iterations) \n", - " Last accuracy mAP@0.5 = 88.98 %, best = 90.42 % \n", - " 5927: 0.975392, 0.928216 avg loss, 0.000026 rate, 0.483956 seconds, 284496 images, 0.023701 hours left\n", - "Loaded: 0.000082 seconds\n", - "\n", - " (next mAP calculation at 6000 iterations) \n", - " Last accuracy mAP@0.5 = 88.98 %, best = 90.42 % \n", - " 5928: 0.923556, 0.927750 avg loss, 0.000026 rate, 0.490110 seconds, 284544 images, 0.023562 hours left\n", - "Loaded: 0.000063 seconds\n", - "\n", - " (next mAP calculation at 6000 iterations) \n", - " Last accuracy mAP@0.5 = 88.98 %, best = 90.42 % \n", - " 5929: 1.046902, 0.939665 avg loss, 0.000026 rate, 0.497295 seconds, 284592 images, 0.023425 hours left\n", - "Loaded: 0.000074 seconds\n", - "\n", - " (next mAP calculation at 6000 iterations) \n", - " Last accuracy mAP@0.5 = 88.98 %, best = 90.42 % \n", - " 5930: 0.817327, 0.927432 avg loss, 0.000026 rate, 0.474054 seconds, 284640 images, 0.023289 hours left\n", - "Loaded: 0.000065 seconds\n", - "\n", - " (next mAP calculation at 6000 iterations) \n", - " Last accuracy mAP@0.5 = 88.98 %, best = 90.42 % \n", - " 5931: 1.021830, 0.936871 avg loss, 0.000026 rate, 0.504383 seconds, 284688 images, 0.023148 hours left\n", - "Loaded: 0.000046 seconds\n", - "\n", - " (next mAP calculation at 6000 iterations) \n", - " Last accuracy mAP@0.5 = 88.98 %, best = 90.42 % \n", - " 5932: 0.910899, 0.934274 avg loss, 0.000026 rate, 0.474399 seconds, 284736 images, 0.023013 hours left\n", - "Loaded: 0.000051 seconds\n", - "\n", - " (next mAP calculation at 6000 iterations) \n", - " Last accuracy mAP@0.5 = 88.98 %, best = 90.42 % \n", - " 5933: 0.773756, 0.918222 avg loss, 0.000026 rate, 0.495465 seconds, 284784 images, 0.022873 hours left\n", - "Loaded: 0.000067 seconds\n", - "\n", - " (next mAP calculation at 6000 iterations) \n", - " Last accuracy mAP@0.5 = 88.98 %, best = 90.42 % \n", - " 5934: 0.974935, 0.923894 avg loss, 0.000026 rate, 0.495303 seconds, 284832 images, 0.022736 hours left\n", - "Loaded: 0.000044 seconds\n", - "\n", - " (next mAP calculation at 6000 iterations) \n", - " Last accuracy mAP@0.5 = 88.98 %, best = 90.42 % \n", - " 5935: 0.721011, 0.903605 avg loss, 0.000026 rate, 0.487452 seconds, 284880 images, 0.022600 hours left\n", - "Loaded: 0.000110 seconds\n", - "\n", - " (next mAP calculation at 6000 iterations) \n", - " Last accuracy mAP@0.5 = 88.98 %, best = 90.42 % \n", - " 5936: 1.114903, 0.924735 avg loss, 0.000026 rate, 0.479058 seconds, 284928 images, 0.022462 hours left\n", - "Loaded: 0.000115 seconds\n", - "\n", - " (next mAP calculation at 6000 iterations) \n", - " Last accuracy mAP@0.5 = 88.98 %, best = 90.42 % \n", - " 5937: 0.987063, 0.930968 avg loss, 0.000026 rate, 0.491292 seconds, 284976 images, 0.022322 hours left\n", - "Loaded: 0.000069 seconds\n", - "\n", - " (next mAP calculation at 6000 iterations) \n", - " Last accuracy mAP@0.5 = 88.98 %, best = 90.42 % \n", - " 5938: 1.014386, 0.939310 avg loss, 0.000026 rate, 0.480527 seconds, 285024 images, 0.022185 hours left\n", - "Loaded: 0.000044 seconds\n", - "\n", - " (next mAP calculation at 6000 iterations) \n", - " Last accuracy mAP@0.5 = 88.98 %, best = 90.42 % \n", - " 5939: 0.793513, 0.924730 avg loss, 0.000026 rate, 0.469594 seconds, 285072 images, 0.022046 hours left\n", - "Loaded: 0.000044 seconds\n", - "\n", - " (next mAP calculation at 6000 iterations) \n", - " Last accuracy mAP@0.5 = 88.98 %, best = 90.42 % \n", - " 5940: 0.860711, 0.918328 avg loss, 0.000026 rate, 0.491665 seconds, 285120 images, 0.021905 hours left\n", - "Loaded: 0.000054 seconds\n", - "\n", - " (next mAP calculation at 6000 iterations) \n", - " Last accuracy mAP@0.5 = 88.98 %, best = 90.42 % \n", - " 5941: 0.868734, 0.913369 avg loss, 0.000026 rate, 0.484432 seconds, 285168 images, 0.021768 hours left\n", - "Loaded: 0.000097 seconds\n", - "\n", - " (next mAP calculation at 6000 iterations) \n", - " Last accuracy mAP@0.5 = 88.98 %, best = 90.42 % \n", - " 5942: 0.971346, 0.919167 avg loss, 0.000026 rate, 0.499691 seconds, 285216 images, 0.021630 hours left\n", - "Loaded: 0.000060 seconds\n", - "\n", - " (next mAP calculation at 6000 iterations) \n", - " Last accuracy mAP@0.5 = 88.98 %, best = 90.42 % \n", - " 5943: 1.021245, 0.929374 avg loss, 0.000026 rate, 0.480234 seconds, 285264 images, 0.021494 hours left\n", - "Loaded: 0.000069 seconds\n", - "\n", - " (next mAP calculation at 6000 iterations) \n", - " Last accuracy mAP@0.5 = 88.98 %, best = 90.42 % \n", - " 5944: 1.094327, 0.945870 avg loss, 0.000026 rate, 0.484219 seconds, 285312 images, 0.021355 hours left\n", - "Loaded: 0.000044 seconds\n", - "\n", - " (next mAP calculation at 6000 iterations) \n", - " Last accuracy mAP@0.5 = 88.98 %, best = 90.42 % \n", - " 5945: 1.127341, 0.964017 avg loss, 0.000026 rate, 0.465849 seconds, 285360 images, 0.021217 hours left\n", - "Loaded: 0.000045 seconds\n", - "\n", - " (next mAP calculation at 6000 iterations) \n", - " Last accuracy mAP@0.5 = 88.98 %, best = 90.42 % \n", - " 5946: 0.902561, 0.957871 avg loss, 0.000026 rate, 0.495986 seconds, 285408 images, 0.021076 hours left\n", - "Loaded: 0.000043 seconds\n", - "\n", - " (next mAP calculation at 6000 iterations) \n", - " Last accuracy mAP@0.5 = 88.98 %, best = 90.42 % \n", - " 5947: 0.846773, 0.946761 avg loss, 0.000026 rate, 0.473189 seconds, 285456 images, 0.020939 hours left\n", - "Loaded: 0.000080 seconds\n", - "\n", - " (next mAP calculation at 6000 iterations) \n", - " Last accuracy mAP@0.5 = 88.98 %, best = 90.42 % \n", - " 5948: 1.336267, 0.985712 avg loss, 0.000026 rate, 0.495449 seconds, 285504 images, 0.020800 hours left\n", - "Loaded: 0.000047 seconds\n", - "\n", - " (next mAP calculation at 6000 iterations) \n", - " Last accuracy mAP@0.5 = 88.98 %, best = 90.42 % \n", - " 5949: 0.864271, 0.973568 avg loss, 0.000026 rate, 0.480692 seconds, 285552 images, 0.020663 hours left\n", - "Loaded: 0.000070 seconds\n", - "\n", - " (next mAP calculation at 6000 iterations) \n", - " Last accuracy mAP@0.5 = 88.98 %, best = 90.42 % \n", - " 5950: 0.949807, 0.971192 avg loss, 0.000026 rate, 0.497020 seconds, 285600 images, 0.020525 hours left\n", - "Loaded: 0.000069 seconds\n", - "\n", - " (next mAP calculation at 6000 iterations) \n", - " Last accuracy mAP@0.5 = 88.98 %, best = 90.42 % \n", - " 5951: 0.755345, 0.949607 avg loss, 0.000026 rate, 0.503586 seconds, 285648 images, 0.020389 hours left\n", - "Loaded: 0.000042 seconds\n", - "\n", - " (next mAP calculation at 6000 iterations) \n", - " Last accuracy mAP@0.5 = 88.98 %, best = 90.42 % \n", - " 5952: 0.819600, 0.936606 avg loss, 0.000026 rate, 0.485421 seconds, 285696 images, 0.020253 hours left\n", - "Loaded: 0.000055 seconds\n", - "\n", - " (next mAP calculation at 6000 iterations) \n", - " Last accuracy mAP@0.5 = 88.98 %, best = 90.42 % \n", - " 5953: 0.771450, 0.920091 avg loss, 0.000026 rate, 0.482365 seconds, 285744 images, 0.020115 hours left\n", - "Loaded: 0.000069 seconds\n", - "\n", - " (next mAP calculation at 6000 iterations) \n", - " Last accuracy mAP@0.5 = 88.98 %, best = 90.42 % \n", - " 5954: 0.818887, 0.909970 avg loss, 0.000026 rate, 0.505258 seconds, 285792 images, 0.019977 hours left\n", - "Loaded: 0.000070 seconds\n", - "\n", - " (next mAP calculation at 6000 iterations) \n", - " Last accuracy mAP@0.5 = 88.98 %, best = 90.42 % \n", - " 5955: 0.926378, 0.911611 avg loss, 0.000026 rate, 0.478927 seconds, 285840 images, 0.019842 hours left\n", - "Loaded: 0.000089 seconds\n", - "\n", - " (next mAP calculation at 6000 iterations) \n", - " Last accuracy mAP@0.5 = 88.98 %, best = 90.42 % \n", - " 5956: 0.783512, 0.898801 avg loss, 0.000026 rate, 0.486060 seconds, 285888 images, 0.019703 hours left\n", - "Loaded: 0.000081 seconds\n", - "\n", - " (next mAP calculation at 6000 iterations) \n", - " Last accuracy mAP@0.5 = 88.98 %, best = 90.42 % \n", - " 5957: 0.842092, 0.893130 avg loss, 0.000026 rate, 0.504373 seconds, 285936 images, 0.019566 hours left\n", - "Loaded: 0.000043 seconds\n", - "\n", - " (next mAP calculation at 6000 iterations) \n", - " Last accuracy mAP@0.5 = 88.98 %, best = 90.42 % \n", - " 5958: 0.917312, 0.895548 avg loss, 0.000026 rate, 0.480980 seconds, 285984 images, 0.019430 hours left\n", - "Loaded: 0.000057 seconds\n", - "\n", - " (next mAP calculation at 6000 iterations) \n", - " Last accuracy mAP@0.5 = 88.98 %, best = 90.42 % \n", - " 5959: 0.981042, 0.904098 avg loss, 0.000026 rate, 0.503062 seconds, 286032 images, 0.019292 hours left\n", - "Loaded: 0.000051 seconds\n", - "\n", - " (next mAP calculation at 6000 iterations) \n", - " Last accuracy mAP@0.5 = 88.98 %, best = 90.42 % \n", - " 5960: 1.094139, 0.923102 avg loss, 0.000026 rate, 0.471931 seconds, 286080 images, 0.019157 hours left\n", - "Loaded: 0.000041 seconds\n", - "\n", - " (next mAP calculation at 6000 iterations) \n", - " Last accuracy mAP@0.5 = 88.98 %, best = 90.42 % \n", - " 5961: 0.858146, 0.916606 avg loss, 0.000026 rate, 0.476335 seconds, 286128 images, 0.019018 hours left\n", - "Loaded: 0.000078 seconds\n", - "\n", - " (next mAP calculation at 6000 iterations) \n", - " Last accuracy mAP@0.5 = 88.98 %, best = 90.42 % \n", - " 5962: 0.934088, 0.918354 avg loss, 0.000026 rate, 0.492024 seconds, 286176 images, 0.018879 hours left\n", - "Loaded: 0.000047 seconds\n", - "\n", - " (next mAP calculation at 6000 iterations) \n", - " Last accuracy mAP@0.5 = 88.98 %, best = 90.42 % \n", - " 5963: 0.862233, 0.912742 avg loss, 0.000026 rate, 0.471274 seconds, 286224 images, 0.018742 hours left\n", - "Loaded: 0.000043 seconds\n", - "\n", - " (next mAP calculation at 6000 iterations) \n", - " Last accuracy mAP@0.5 = 88.98 %, best = 90.42 % \n", - " 5964: 1.083052, 0.929773 avg loss, 0.000026 rate, 0.491165 seconds, 286272 images, 0.018603 hours left\n", - "Loaded: 0.000062 seconds\n", - "\n", - " (next mAP calculation at 6000 iterations) \n", - " Last accuracy mAP@0.5 = 88.98 %, best = 90.42 % \n", - " 5965: 0.926541, 0.929450 avg loss, 0.000026 rate, 0.467960 seconds, 286320 images, 0.018466 hours left\n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.469162), count: 13, class_loss = 6.065203, iou_loss = 1.411787, total_loss = 7.476990 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.684121), count: 13, class_loss = 6.087313, iou_loss = 5.322125, total_loss = 11.409438 \n", + " total_bbox = 370993, rewritten_bbox = 0.275746 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.488573), count: 17, class_loss = 6.553284, iou_loss = 2.012979, total_loss = 8.566262 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.585433), count: 20, class_loss = 10.083186, iou_loss = 6.383883, total_loss = 16.467070 \n", + " total_bbox = 371030, rewritten_bbox = 0.275719 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.531812), count: 21, class_loss = 6.598020, iou_loss = 3.339979, total_loss = 9.937999 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.614121), count: 26, class_loss = 10.369010, iou_loss = 10.107116, total_loss = 20.476126 \n", + " total_bbox = 371077, rewritten_bbox = 0.275684 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.494102), count: 17, class_loss = 3.244553, iou_loss = 1.738898, total_loss = 4.983450 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.655453), count: 21, class_loss = 6.229777, iou_loss = 9.796105, total_loss = 16.025883 \n", + " total_bbox = 371115, rewritten_bbox = 0.275656 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.438066), count: 17, class_loss = 4.722527, iou_loss = 1.426784, total_loss = 6.149310 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.586669), count: 23, class_loss = 9.504436, iou_loss = 7.616655, total_loss = 17.121092 \n", + " total_bbox = 371155, rewritten_bbox = 0.275626 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.535429), count: 21, class_loss = 6.597773, iou_loss = 2.565174, total_loss = 9.162947 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.661538), count: 23, class_loss = 8.962573, iou_loss = 12.634517, total_loss = 21.597090 \n", + " total_bbox = 371199, rewritten_bbox = 0.275593 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.445762), count: 23, class_loss = 7.619739, iou_loss = 2.150432, total_loss = 9.770171 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.538389), count: 26, class_loss = 11.982765, iou_loss = 6.170212, total_loss = 18.152977 \n", + " total_bbox = 371248, rewritten_bbox = 0.275557 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.426750), count: 23, class_loss = 6.090426, iou_loss = 2.421130, total_loss = 8.511556 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.634742), count: 30, class_loss = 10.554075, iou_loss = 10.766962, total_loss = 21.321037 \n", + " total_bbox = 371301, rewritten_bbox = 0.275518 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.483718), count: 24, class_loss = 7.796178, iou_loss = 2.737895, total_loss = 10.534073 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.492265), count: 28, class_loss = 13.582156, iou_loss = 7.104203, total_loss = 20.686359 \n", + " total_bbox = 371353, rewritten_bbox = 0.275748 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.540617), count: 9, class_loss = 4.242021, iou_loss = 1.426708, total_loss = 5.668729 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.582071), count: 26, class_loss = 12.452854, iou_loss = 13.136887, total_loss = 25.589741 \n", + " total_bbox = 371388, rewritten_bbox = 0.275722 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.587910), count: 18, class_loss = 5.022865, iou_loss = 2.940217, total_loss = 7.963082 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.640350), count: 21, class_loss = 7.399966, iou_loss = 7.631638, total_loss = 15.031604 \n", + " total_bbox = 371427, rewritten_bbox = 0.275693 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.530161), count: 17, class_loss = 6.060696, iou_loss = 3.088552, total_loss = 9.149248 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.524109), count: 24, class_loss = 10.743611, iou_loss = 7.562221, total_loss = 18.305832 \n", + " total_bbox = 371468, rewritten_bbox = 0.275663 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.452263), count: 15, class_loss = 6.911786, iou_loss = 1.331030, total_loss = 8.242816 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.593680), count: 17, class_loss = 8.610661, iou_loss = 3.663764, total_loss = 12.274425 \n", + " total_bbox = 371500, rewritten_bbox = 0.275639 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.531265), count: 18, class_loss = 5.207372, iou_loss = 2.621984, total_loss = 7.829357 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.617874), count: 21, class_loss = 8.109542, iou_loss = 5.328286, total_loss = 13.437828 \n", + " total_bbox = 371539, rewritten_bbox = 0.275610 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.433032), count: 16, class_loss = 6.158632, iou_loss = 1.622746, total_loss = 7.781378 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.565989), count: 20, class_loss = 8.831061, iou_loss = 5.058238, total_loss = 13.889299 \n", + " total_bbox = 371575, rewritten_bbox = 0.275584 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.521867), count: 24, class_loss = 6.912712, iou_loss = 3.797264, total_loss = 10.709976 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.636490), count: 29, class_loss = 10.237191, iou_loss = 9.814048, total_loss = 20.051239 \n", + " total_bbox = 371628, rewritten_bbox = 0.275544 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.455342), count: 26, class_loss = 5.969084, iou_loss = 3.046538, total_loss = 9.015622 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.629035), count: 31, class_loss = 9.182788, iou_loss = 13.368501, total_loss = 22.551289 \n", + " total_bbox = 371685, rewritten_bbox = 0.275502 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.572885), count: 21, class_loss = 5.174490, iou_loss = 3.655139, total_loss = 8.829629 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.610997), count: 29, class_loss = 11.039721, iou_loss = 7.933730, total_loss = 18.973452 \n", + " total_bbox = 371735, rewritten_bbox = 0.275465 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.594761), count: 18, class_loss = 4.085841, iou_loss = 3.287416, total_loss = 7.373257 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.644549), count: 18, class_loss = 4.797151, iou_loss = 4.530812, total_loss = 9.327963 \n", + " total_bbox = 371771, rewritten_bbox = 0.275438 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.484806), count: 25, class_loss = 8.301497, iou_loss = 3.610868, total_loss = 11.912365 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.595044), count: 34, class_loss = 14.035541, iou_loss = 9.670072, total_loss = 23.705612 \n", + " total_bbox = 371830, rewritten_bbox = 0.275395 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.554354), count: 16, class_loss = 7.279384, iou_loss = 2.546600, total_loss = 9.825984 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.690239), count: 16, class_loss = 6.733253, iou_loss = 4.691247, total_loss = 11.424500 \n", + " total_bbox = 371862, rewritten_bbox = 0.275371 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.531914), count: 15, class_loss = 6.137108, iou_loss = 1.771874, total_loss = 7.908982 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.600128), count: 15, class_loss = 7.075287, iou_loss = 5.071067, total_loss = 12.146355 \n", + " total_bbox = 371892, rewritten_bbox = 0.275349 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.397059), count: 13, class_loss = 6.359405, iou_loss = 0.924370, total_loss = 7.283775 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.564231), count: 17, class_loss = 8.026945, iou_loss = 3.788525, total_loss = 11.815470 \n", + " total_bbox = 371922, rewritten_bbox = 0.275327 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.477055), count: 14, class_loss = 5.349140, iou_loss = 1.754313, total_loss = 7.103453 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.575251), count: 16, class_loss = 7.424096, iou_loss = 4.319422, total_loss = 11.743518 \n", + " total_bbox = 371952, rewritten_bbox = 0.275304 % \n", + "\n", + " (next mAP calculation at 1000 iterations) \u001b[H\u001b[J398/6000: loss=7.7 hours left=1.1\u0007\n", + " 398: 7.651398, 7.484879 avg loss, 0.000065 rate, 0.750195 seconds, 19104 images, 1.118019 hours left\n", + "Loaded: 0.000034 seconds\n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.473354), count: 21, class_loss = 5.207738, iou_loss = 2.063472, total_loss = 7.271210 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.662890), count: 25, class_loss = 8.795587, iou_loss = 8.114524, total_loss = 16.910110 \n", + " total_bbox = 371998, rewritten_bbox = 0.275270 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.494000), count: 18, class_loss = 7.208392, iou_loss = 2.055735, total_loss = 9.264127 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.593160), count: 16, class_loss = 8.026224, iou_loss = 5.628531, total_loss = 13.654755 \n", + " total_bbox = 372032, rewritten_bbox = 0.275245 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.495708), count: 16, class_loss = 5.174249, iou_loss = 1.968632, total_loss = 7.142881 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.590525), count: 21, class_loss = 8.678920, iou_loss = 8.513722, total_loss = 17.192642 \n", + " total_bbox = 372069, rewritten_bbox = 0.275755 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.492703), count: 23, class_loss = 5.154799, iou_loss = 3.008955, total_loss = 8.163754 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.603102), count: 25, class_loss = 9.042860, iou_loss = 5.755855, total_loss = 14.798715 \n", + " total_bbox = 372117, rewritten_bbox = 0.275988 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.541710), count: 16, class_loss = 3.486969, iou_loss = 2.370948, total_loss = 5.857917 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.645382), count: 20, class_loss = 6.664936, iou_loss = 10.646950, total_loss = 17.311886 \n", + " total_bbox = 372153, rewritten_bbox = 0.275962 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.531498), count: 16, class_loss = 5.661767, iou_loss = 2.800250, total_loss = 8.462017 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.585349), count: 22, class_loss = 8.943737, iou_loss = 8.769112, total_loss = 17.712849 \n", + " total_bbox = 372191, rewritten_bbox = 0.275934 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.524386), count: 19, class_loss = 6.902728, iou_loss = 2.764070, total_loss = 9.666798 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.648517), count: 19, class_loss = 8.112662, iou_loss = 4.517889, total_loss = 12.630551 \n", + " total_bbox = 372229, rewritten_bbox = 0.275905 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.469815), count: 8, class_loss = 4.693348, iou_loss = 0.614130, total_loss = 5.307479 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.486424), count: 10, class_loss = 6.448539, iou_loss = 3.966131, total_loss = 10.414670 \n", + " total_bbox = 372247, rewritten_bbox = 0.275892 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.477578), count: 13, class_loss = 3.825405, iou_loss = 1.698350, total_loss = 5.523756 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.559667), count: 11, class_loss = 4.291705, iou_loss = 2.122342, total_loss = 6.414046 \n", + " total_bbox = 372271, rewritten_bbox = 0.275874 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.438275), count: 17, class_loss = 6.717511, iou_loss = 2.031573, total_loss = 8.749084 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.545733), count: 31, class_loss = 14.904186, iou_loss = 12.439472, total_loss = 27.343658 \n", + " total_bbox = 372319, rewritten_bbox = 0.275839 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.561164), count: 24, class_loss = 6.078788, iou_loss = 3.748953, total_loss = 9.827741 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.672409), count: 25, class_loss = 9.099940, iou_loss = 9.332536, total_loss = 18.432476 \n", + " total_bbox = 372368, rewritten_bbox = 0.275802 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.548793), count: 22, class_loss = 8.446062, iou_loss = 3.876491, total_loss = 12.322553 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.596935), count: 29, class_loss = 12.516430, iou_loss = 11.329716, total_loss = 23.846146 \n", + " total_bbox = 372419, rewritten_bbox = 0.275765 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.489043), count: 13, class_loss = 4.113298, iou_loss = 1.629378, total_loss = 5.742676 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.641488), count: 18, class_loss = 6.854071, iou_loss = 7.224624, total_loss = 14.078694 \n", + " total_bbox = 372450, rewritten_bbox = 0.275742 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.472910), count: 19, class_loss = 4.939617, iou_loss = 2.014669, total_loss = 6.954286 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.630611), count: 21, class_loss = 7.791577, iou_loss = 5.875219, total_loss = 13.666796 \n", + " total_bbox = 372490, rewritten_bbox = 0.275712 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.521212), count: 6, class_loss = 5.304023, iou_loss = 0.876660, total_loss = 6.180683 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.595658), count: 7, class_loss = 5.939950, iou_loss = 3.138597, total_loss = 9.078547 \n", + " total_bbox = 372503, rewritten_bbox = 0.275702 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.409294), count: 15, class_loss = 6.480047, iou_loss = 1.229637, total_loss = 7.709683 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.623570), count: 20, class_loss = 10.258334, iou_loss = 10.370305, total_loss = 20.628639 \n", + " total_bbox = 372538, rewritten_bbox = 0.275677 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.589575), count: 20, class_loss = 5.023309, iou_loss = 3.213328, total_loss = 8.236637 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.612920), count: 21, class_loss = 7.784465, iou_loss = 7.784626, total_loss = 15.569091 \n", + " total_bbox = 372579, rewritten_bbox = 0.275646 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.503875), count: 23, class_loss = 7.951889, iou_loss = 3.219354, total_loss = 11.171243 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.555450), count: 24, class_loss = 9.279219, iou_loss = 7.458931, total_loss = 16.738150 \n", + " total_bbox = 372626, rewritten_bbox = 0.275611 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.405676), count: 17, class_loss = 6.329235, iou_loss = 1.303531, total_loss = 7.632765 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.552741), count: 31, class_loss = 15.045679, iou_loss = 11.021318, total_loss = 26.066998 \n", + " total_bbox = 372674, rewritten_bbox = 0.275576 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.503294), count: 22, class_loss = 6.872525, iou_loss = 2.429116, total_loss = 9.301641 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.587002), count: 20, class_loss = 6.444860, iou_loss = 5.604589, total_loss = 12.049449 \n", + " total_bbox = 372716, rewritten_bbox = 0.275545 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.505969), count: 7, class_loss = 4.088282, iou_loss = 1.122713, total_loss = 5.210995 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.531687), count: 12, class_loss = 7.846586, iou_loss = 2.917114, total_loss = 10.763700 \n", + " total_bbox = 372735, rewritten_bbox = 0.275531 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.499637), count: 17, class_loss = 4.689699, iou_loss = 1.962688, total_loss = 6.652388 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.644611), count: 17, class_loss = 5.865869, iou_loss = 5.207066, total_loss = 11.072934 \n", + " total_bbox = 372769, rewritten_bbox = 0.275506 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.517372), count: 20, class_loss = 5.462151, iou_loss = 2.849238, total_loss = 8.311389 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.644721), count: 26, class_loss = 10.925939, iou_loss = 10.719491, total_loss = 21.645430 \n", + " total_bbox = 372815, rewritten_bbox = 0.276008 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.494013), count: 17, class_loss = 4.431605, iou_loss = 2.294715, total_loss = 6.726321 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.650366), count: 22, class_loss = 8.449574, iou_loss = 8.122703, total_loss = 16.572277 \n", + " total_bbox = 372854, rewritten_bbox = 0.275979 % \n", + "\n", + " (next mAP calculation at 1000 iterations) \u001b[H\u001b[J399/6000: loss=7.1 hours left=1.1\u0007\n", + " 399: 7.146052, 7.450996 avg loss, 0.000066 rate, 0.783360 seconds, 19152 images, 1.118513 hours left\n", "Loaded: 0.000046 seconds\n", - "\n", - " (next mAP calculation at 6000 iterations) \n", - " Last accuracy mAP@0.5 = 88.98 %, best = 90.42 % \n", - " 5966: 0.956565, 0.932162 avg loss, 0.000026 rate, 0.492197 seconds, 286368 images, 0.018327 hours left\n", - "Loaded: 0.000080 seconds\n", - "\n", - " (next mAP calculation at 6000 iterations) \n", - " Last accuracy mAP@0.5 = 88.98 %, best = 90.42 % \n", - " 5967: 1.015172, 0.940463 avg loss, 0.000026 rate, 0.487134 seconds, 286416 images, 0.018190 hours left\n", - "Loaded: 0.000049 seconds\n", - "\n", - " (next mAP calculation at 6000 iterations) \n", - " Last accuracy mAP@0.5 = 88.98 %, best = 90.42 % \n", - " 5968: 0.793624, 0.925779 avg loss, 0.000026 rate, 0.504714 seconds, 286464 images, 0.018053 hours left\n", - "Loaded: 0.000045 seconds\n", - "\n", - " (next mAP calculation at 6000 iterations) \n", - " Last accuracy mAP@0.5 = 88.98 %, best = 90.42 % \n", - " 5969: 0.836916, 0.916892 avg loss, 0.000026 rate, 0.499607 seconds, 286512 images, 0.017917 hours left\n", - "Loaded: 0.000048 seconds\n", - "\n", - " (next mAP calculation at 6000 iterations) \n", - " Last accuracy mAP@0.5 = 88.98 %, best = 90.42 % \n", - " 5970: 0.870735, 0.912277 avg loss, 0.000026 rate, 0.482338 seconds, 286560 images, 0.017781 hours left\n", - "Loaded: 0.000062 seconds\n", - "\n", - " (next mAP calculation at 6000 iterations) \n", - " Last accuracy mAP@0.5 = 88.98 %, best = 90.42 % \n", - " 5971: 0.940368, 0.915086 avg loss, 0.000026 rate, 0.505836 seconds, 286608 images, 0.017644 hours left\n", - "Loaded: 0.000078 seconds\n", - "\n", - " (next mAP calculation at 6000 iterations) \n", - " Last accuracy mAP@0.5 = 88.98 %, best = 90.42 % \n", - " 5972: 1.220101, 0.945587 avg loss, 0.000026 rate, 0.476241 seconds, 286656 images, 0.017508 hours left\n", - "Loaded: 0.000069 seconds\n", - "\n", - " (next mAP calculation at 6000 iterations) \n", - " Last accuracy mAP@0.5 = 88.98 %, best = 90.42 % \n", - " 5973: 0.847721, 0.935801 avg loss, 0.000026 rate, 0.496018 seconds, 286704 images, 0.017370 hours left\n", - "Loaded: 0.000075 seconds\n", - "\n", - " (next mAP calculation at 6000 iterations) \n", - " Last accuracy mAP@0.5 = 88.98 %, best = 90.42 % \n", - " 5974: 0.769416, 0.919162 avg loss, 0.000026 rate, 0.468260 seconds, 286752 images, 0.017233 hours left\n", - "Loaded: 0.000069 seconds\n", - "\n", - " (next mAP calculation at 6000 iterations) \n", - " Last accuracy mAP@0.5 = 88.98 %, best = 90.42 % \n", - " 5975: 0.829086, 0.910155 avg loss, 0.000026 rate, 0.477360 seconds, 286800 images, 0.017095 hours left\n", - "Loaded: 0.000048 seconds\n", - "\n", - " (next mAP calculation at 6000 iterations) \n", - " Last accuracy mAP@0.5 = 88.98 %, best = 90.42 % \n", - " 5976: 1.161853, 0.935324 avg loss, 0.000026 rate, 0.491628 seconds, 286848 images, 0.016957 hours left\n", - "Loaded: 0.000056 seconds\n", - "\n", - " (next mAP calculation at 6000 iterations) \n", - " Last accuracy mAP@0.5 = 88.98 %, best = 90.42 % \n", - " 5977: 0.964563, 0.938248 avg loss, 0.000026 rate, 0.479339 seconds, 286896 images, 0.016820 hours left\n", - "Loaded: 0.000045 seconds\n", - "\n", - " (next mAP calculation at 6000 iterations) \n", - " Last accuracy mAP@0.5 = 88.98 %, best = 90.42 % \n", - " 5978: 0.871823, 0.931606 avg loss, 0.000026 rate, 0.487363 seconds, 286944 images, 0.016683 hours left\n", - "Loaded: 0.000068 seconds\n", - "\n", - " (next mAP calculation at 6000 iterations) \n", - " Last accuracy mAP@0.5 = 88.98 %, best = 90.42 % \n", - " 5979: 1.147648, 0.953210 avg loss, 0.000026 rate, 0.494487 seconds, 286992 images, 0.016546 hours left\n", - "Loaded: 0.000071 seconds\n", - "\n", - " (next mAP calculation at 6000 iterations) \n", - " Last accuracy mAP@0.5 = 88.98 %, best = 90.42 % \n", - " 5980: 0.788226, 0.936711 avg loss, 0.000026 rate, 0.493090 seconds, 287040 images, 0.016409 hours left\n", - "Loaded: 0.000045 seconds\n", - "\n", - " (next mAP calculation at 6000 iterations) \n", - " Last accuracy mAP@0.5 = 88.98 %, best = 90.42 % \n", - " 5981: 1.080134, 0.951054 avg loss, 0.000026 rate, 0.482469 seconds, 287088 images, 0.016272 hours left\n", - "Loaded: 0.000051 seconds\n", - "\n", - " (next mAP calculation at 6000 iterations) \n", - " Last accuracy mAP@0.5 = 88.98 %, best = 90.42 % \n", - " 5982: 0.866927, 0.942641 avg loss, 0.000026 rate, 0.486474 seconds, 287136 images, 0.016135 hours left\n", - "Loaded: 0.000100 seconds\n", - "\n", - " (next mAP calculation at 6000 iterations) \n", - " Last accuracy mAP@0.5 = 88.98 %, best = 90.42 % \n", - " 5983: 1.040231, 0.952400 avg loss, 0.000026 rate, 0.484195 seconds, 287184 images, 0.015998 hours left\n", - "Loaded: 0.000057 seconds\n", - "\n", - " (next mAP calculation at 6000 iterations) \n", - " Last accuracy mAP@0.5 = 88.98 %, best = 90.42 % \n", - " 5984: 0.841459, 0.941306 avg loss, 0.000026 rate, 0.518683 seconds, 287232 images, 0.015861 hours left\n", - "Loaded: 0.000047 seconds\n", - "\n", - " (next mAP calculation at 6000 iterations) \n", - " Last accuracy mAP@0.5 = 88.98 %, best = 90.42 % \n", - " 5985: 0.808218, 0.927997 avg loss, 0.000026 rate, 0.483076 seconds, 287280 images, 0.015725 hours left\n", - "Loaded: 0.000071 seconds\n", - "\n", - " (next mAP calculation at 6000 iterations) \n", - " Last accuracy mAP@0.5 = 88.98 %, best = 90.42 % \n", - " 5986: 0.963113, 0.931509 avg loss, 0.000026 rate, 0.493413 seconds, 287328 images, 0.015588 hours left\n", - "Loaded: 0.000047 seconds\n", - "\n", - " (next mAP calculation at 6000 iterations) \n", - " Last accuracy mAP@0.5 = 88.98 %, best = 90.42 % \n", - " 5987: 0.953240, 0.933682 avg loss, 0.000026 rate, 0.481142 seconds, 287376 images, 0.015452 hours left\n", - "Loaded: 0.000052 seconds\n", - "\n", - " (next mAP calculation at 6000 iterations) \n", - " Last accuracy mAP@0.5 = 88.98 %, best = 90.42 % \n", - " 5988: 0.813974, 0.921711 avg loss, 0.000026 rate, 0.479858 seconds, 287424 images, 0.015315 hours left\n", - "Loaded: 0.000049 seconds\n", - "\n", - " (next mAP calculation at 6000 iterations) \n", - " Last accuracy mAP@0.5 = 88.98 %, best = 90.42 % \n", - " 5989: 0.723228, 0.901863 avg loss, 0.000026 rate, 0.473832 seconds, 287472 images, 0.015177 hours left\n", - "Loaded: 0.000069 seconds\n", - "\n", - " (next mAP calculation at 6000 iterations) \n", - " Last accuracy mAP@0.5 = 88.98 %, best = 90.42 % \n", - " 5990: 1.080459, 0.919722 avg loss, 0.000026 rate, 0.498030 seconds, 287520 images, 0.015040 hours left\n", - "Loaded: 0.000047 seconds\n", - "\n", - " (next mAP calculation at 6000 iterations) \n", - " Last accuracy mAP@0.5 = 88.98 %, best = 90.42 % \n", - " 5991: 0.850863, 0.912836 avg loss, 0.000026 rate, 0.480565 seconds, 287568 images, 0.014904 hours left\n", - "Loaded: 0.000054 seconds\n", - "\n", - " (next mAP calculation at 6000 iterations) \n", - " Last accuracy mAP@0.5 = 88.98 %, best = 90.42 % \n", - " 5992: 0.782527, 0.899806 avg loss, 0.000026 rate, 0.477671 seconds, 287616 images, 0.014766 hours left\n", - "Loaded: 0.000059 seconds\n", - "\n", - " (next mAP calculation at 6000 iterations) \n", - " Last accuracy mAP@0.5 = 88.98 %, best = 90.42 % \n", - " 5993: 0.881334, 0.897958 avg loss, 0.000026 rate, 0.470998 seconds, 287664 images, 0.014629 hours left\n", - "Loaded: 0.000070 seconds\n", - "\n", - " (next mAP calculation at 6000 iterations) \n", - " Last accuracy mAP@0.5 = 88.98 %, best = 90.42 % \n", - " 5994: 0.946147, 0.902777 avg loss, 0.000026 rate, 0.540351 seconds, 287712 images, 0.014492 hours left\n", - "Loaded: 0.000060 seconds\n", - "\n", - " (next mAP calculation at 6000 iterations) \n", - " Last accuracy mAP@0.5 = 88.98 %, best = 90.42 % \n", - " 5995: 1.050235, 0.917523 avg loss, 0.000026 rate, 0.469654 seconds, 287760 images, 0.014356 hours left\n", - "Loaded: 0.000098 seconds\n", - "\n", - " (next mAP calculation at 6000 iterations) \n", - " Last accuracy mAP@0.5 = 88.98 %, best = 90.42 % \n", - " 5996: 0.951975, 0.920968 avg loss, 0.000026 rate, 0.499298 seconds, 287808 images, 0.014219 hours left\n", - "Loaded: 0.000059 seconds\n", - "\n", - " (next mAP calculation at 6000 iterations) \n", - " Last accuracy mAP@0.5 = 88.98 %, best = 90.42 % \n", - " 5997: 0.784732, 0.907345 avg loss, 0.000026 rate, 0.470262 seconds, 287856 images, 0.014083 hours left\n", - "Loaded: 0.000070 seconds\n", - "\n", - " (next mAP calculation at 6000 iterations) \n", - " Last accuracy mAP@0.5 = 88.98 %, best = 90.42 % \n", - " 5998: 1.040399, 0.920650 avg loss, 0.000026 rate, 0.498382 seconds, 287904 images, 0.013946 hours left\n", - "Loaded: 0.000055 seconds\n", - "\n", - " (next mAP calculation at 6000 iterations) \n", - " Last accuracy mAP@0.5 = 88.98 %, best = 90.42 % \n", - " 5999: 0.675468, 0.896132 avg loss, 0.000026 rate, 0.493363 seconds, 287952 images, 0.013809 hours left\n", - "Loaded: 0.000041 seconds\n", - "\n", - " (next mAP calculation at 6000 iterations) \n", - " Last accuracy mAP@0.5 = 88.98 %, best = 90.42 % \n", - " 6000: 0.657798, 0.872298 avg loss, 0.000026 rate, 0.483990 seconds, 288000 images, 0.013672 hours left\n", - "\n", - " calculation mAP (mean average precision)...\n", - "76\n", - " detections_count = 2533, unique_truth_count = 967 \n", - "class_id = 0, name = Platelets, ap = 86.90% \t (TP = 71, FP = 26) \n", - "class_id = 1, name = RBC, ap = 81.40% \t (TP = 712, FP = 509) \n", - "class_id = 2, name = WBC, ap = 98.99% \t (TP = 72, FP = 2) \n", - "\n", - " for conf_thresh = 0.25, precision = 0.61, recall = 0.88, F1-score = 0.72 \n", - " for conf_thresh = 0.25, TP = 855, FP = 537, FN = 112, average IoU = 51.32 % \n", - "\n", - " IoU threshold = 50 %, used Area-Under-Curve for each unique Recall \n", - " mean average precision (mAP@0.50) = 0.890953, or 89.10 % \n", - "Total Detection Time: 1 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@0.5) = 0.890953 \n", - "Saving weights to backup//custom-yolov4-tiny-detector_6000.weights\n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.499920), count: 27, class_loss = 9.137179, iou_loss = 3.887519, total_loss = 13.024698 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.573454), count: 35, class_loss = 14.350032, iou_loss = 14.043290, total_loss = 28.393322 \n", + " total_bbox = 372916, rewritten_bbox = 0.275933 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.517508), count: 23, class_loss = 6.348663, iou_loss = 3.203525, total_loss = 9.552188 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.619112), count: 30, class_loss = 9.845634, iou_loss = 8.741395, total_loss = 18.587029 \n", + " total_bbox = 372969, rewritten_bbox = 0.275894 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.499318), count: 19, class_loss = 5.766174, iou_loss = 2.394316, total_loss = 8.160490 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.598510), count: 26, class_loss = 11.857681, iou_loss = 11.943012, total_loss = 23.800694 \n", + " total_bbox = 373014, rewritten_bbox = 0.275861 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.415183), count: 23, class_loss = 7.412679, iou_loss = 2.815677, total_loss = 10.228355 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.583562), count: 32, class_loss = 14.690178, iou_loss = 12.333775, total_loss = 27.023952 \n", + " total_bbox = 373069, rewritten_bbox = 0.275820 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.469322), count: 13, class_loss = 7.294211, iou_loss = 1.480227, total_loss = 8.774438 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.566243), count: 16, class_loss = 8.809134, iou_loss = 4.527233, total_loss = 13.336367 \n", + " total_bbox = 373098, rewritten_bbox = 0.275799 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.476448), count: 15, class_loss = 4.929755, iou_loss = 1.669495, total_loss = 6.599250 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.635040), count: 14, class_loss = 4.956690, iou_loss = 3.450903, total_loss = 8.407594 \n", + " total_bbox = 373127, rewritten_bbox = 0.275777 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.479988), count: 12, class_loss = 4.920645, iou_loss = 1.891218, total_loss = 6.811863 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.524209), count: 14, class_loss = 7.569894, iou_loss = 6.525930, total_loss = 14.095824 \n", + " total_bbox = 373153, rewritten_bbox = 0.275758 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.473995), count: 24, class_loss = 7.344461, iou_loss = 2.673979, total_loss = 10.018440 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.592268), count: 28, class_loss = 13.320445, iou_loss = 17.229290, total_loss = 30.549736 \n", + " total_bbox = 373205, rewritten_bbox = 0.275720 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.439526), count: 18, class_loss = 6.215680, iou_loss = 1.443773, total_loss = 7.659453 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.597263), count: 18, class_loss = 8.620672, iou_loss = 4.114342, total_loss = 12.735014 \n", + " total_bbox = 373241, rewritten_bbox = 0.275693 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.474633), count: 20, class_loss = 6.798123, iou_loss = 2.358240, total_loss = 9.156363 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.666398), count: 20, class_loss = 7.186039, iou_loss = 4.814649, total_loss = 12.000688 \n", + " total_bbox = 373281, rewritten_bbox = 0.275664 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.528874), count: 17, class_loss = 4.233257, iou_loss = 2.143095, total_loss = 6.376352 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.653038), count: 20, class_loss = 7.010528, iou_loss = 7.073713, total_loss = 14.084241 \n", + " total_bbox = 373318, rewritten_bbox = 0.275636 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.531517), count: 7, class_loss = 4.556407, iou_loss = 1.091929, total_loss = 5.648337 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.568817), count: 23, class_loss = 11.856699, iou_loss = 8.843271, total_loss = 20.699970 \n", + " total_bbox = 373348, rewritten_bbox = 0.275614 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.436493), count: 18, class_loss = 7.854220, iou_loss = 1.532940, total_loss = 9.387160 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.551949), count: 15, class_loss = 7.001256, iou_loss = 6.526940, total_loss = 13.528195 \n", + " total_bbox = 373381, rewritten_bbox = 0.275590 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.522300), count: 21, class_loss = 5.423413, iou_loss = 2.940324, total_loss = 8.363737 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.607701), count: 19, class_loss = 6.599991, iou_loss = 3.442567, total_loss = 10.042559 \n", + " total_bbox = 373421, rewritten_bbox = 0.275560 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.481979), count: 9, class_loss = 5.959516, iou_loss = 1.060193, total_loss = 7.019709 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.596364), count: 8, class_loss = 5.463278, iou_loss = 1.826497, total_loss = 7.289775 \n", + " total_bbox = 373438, rewritten_bbox = 0.275548 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.370854), count: 18, class_loss = 8.623770, iou_loss = 1.228634, total_loss = 9.852404 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.579819), count: 19, class_loss = 9.656682, iou_loss = 9.509299, total_loss = 19.165981 \n", + " total_bbox = 373475, rewritten_bbox = 0.275520 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.457508), count: 24, class_loss = 6.710534, iou_loss = 2.812816, total_loss = 9.523350 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.624817), count: 28, class_loss = 10.602268, iou_loss = 8.390409, total_loss = 18.992678 \n", + " total_bbox = 373527, rewritten_bbox = 0.275482 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.491168), count: 19, class_loss = 6.709451, iou_loss = 2.142819, total_loss = 8.852270 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.625809), count: 27, class_loss = 11.487013, iou_loss = 11.192692, total_loss = 22.679705 \n", + " total_bbox = 373573, rewritten_bbox = 0.275448 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.478316), count: 29, class_loss = 9.591375, iou_loss = 3.496295, total_loss = 13.087670 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.536935), count: 38, class_loss = 15.912371, iou_loss = 20.913675, total_loss = 36.826046 \n", + " total_bbox = 373640, rewritten_bbox = 0.275666 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.524437), count: 26, class_loss = 9.084963, iou_loss = 4.132389, total_loss = 13.217352 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.582342), count: 30, class_loss = 14.572938, iou_loss = 7.658286, total_loss = 22.231224 \n", + " total_bbox = 373696, rewritten_bbox = 0.276160 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.496968), count: 15, class_loss = 5.404045, iou_loss = 1.851205, total_loss = 7.255250 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.549814), count: 19, class_loss = 7.628057, iou_loss = 6.623061, total_loss = 14.251118 \n", + " total_bbox = 373730, rewritten_bbox = 0.276135 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.449468), count: 14, class_loss = 6.661106, iou_loss = 1.051313, total_loss = 7.712420 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.546684), count: 11, class_loss = 5.271183, iou_loss = 7.336906, total_loss = 12.608088 \n", + " total_bbox = 373754, rewritten_bbox = 0.276117 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.488114), count: 17, class_loss = 6.007130, iou_loss = 2.296955, total_loss = 8.304085 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.575777), count: 19, class_loss = 8.824822, iou_loss = 4.074102, total_loss = 12.898925 \n", + " total_bbox = 373790, rewritten_bbox = 0.276091 % \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 30 Avg (IOU: 0.458620), count: 14, class_loss = 4.266111, iou_loss = 1.470414, total_loss = 5.736525 \n", + "v3 (iou loss, Normalizer: (iou: 0.07, obj: 1.00, cls: 1.00) Region 37 Avg (IOU: 0.626565), count: 16, class_loss = 6.191249, iou_loss = 5.344123, total_loss = 11.535373 \n", + " total_bbox = 373820, rewritten_bbox = 0.276069 % \n", + "\n", + " (next mAP calculation at 1000 iterations) \u001b[H\u001b[J400/6000: loss=8.1 hours left=1.1\u0007\n", + " 400: 8.069167, 7.512814 avg loss, 0.000067 rate, 0.711544 seconds, 19200 images, 1.119517 hours left\n", "Saving weights to backup//custom-yolov4-tiny-detector_last.weights\n", - "Saving weights to backup//custom-yolov4-tiny-detector_final.weights\n" - ], - "name": "stdout" + "Loaded: 0.000082 seconds\n" + ] } ] }, @@ -7562,4 +6934,4 @@ ] } ] -} \ No newline at end of file +}