redet.ipynb

{
  "nbformat": 4,
  "nbformat_minor": 0,
  "metadata": {
    "accelerator": "GPU",
    "colab": {
      "name": "redet.ipynb",
      "provenance": [],
      "collapsed_sections": [
        "Yw669oToe48J",
        "zu855d3Fp8mg",
        "hYurbclbqDrY",
        "X_EkOnCPppQW",
        "RBKUcvKwI4Hu",
        "pT6DVa5zptwp",
        "qYiy71Ny-_jS",
        "1pvq6acOhYLh",
        "6orwO2Vuo9JY",
        "e8IWPL1OxRTs"
      ],
      "authorship_tag": "ABX9TyMT8IXaXdzxGN9yiIK1oO5Q",
      "include_colab_link": true
    },
    "kernelspec": {
      "display_name": "Python 3",
      "name": "python3"
    },
    "language_info": {
      "name": "python"
    }
  },
  "cells": [
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "view-in-github",
        "colab_type": "text"
      },
      "source": [
        "<a href=\"https://colab.research.google.com/github/mmoghadam11/ReDet/blob/master/redet.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "my_dkIJk2Zxp",
        "outputId": "16534263-dc3b-4942-d721-a73fbfec8735"
      },
      "source": [
        "from google.colab import drive\n",
        "drive.mount('/content/drive')"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "Mounted at /content/drive\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "k_0jJz2z2vSD",
        "outputId": "dfcc1aca-b88d-4952-c313-08155249c7c1"
      },
      "source": [
        "#باشد tesla t4 باید\n",
        "#اگر نبود در بخش ران تایم - منیج سشن - ترمینت شود و از اول کار شروع شود\n",
        "!nvidia-smi"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "Mon Aug 30 10:52:35 2021       \n",
            "+-----------------------------------------------------------------------------+\n",
            "| NVIDIA-SMI 470.57.02    Driver Version: 460.32.03    CUDA Version: 11.2     |\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 T4            Off  | 00000000:00:04.0 Off |                    0 |\n",
            "| N/A   34C    P8     9W /  70W |      0MiB / 15109MiB |      0%      Default |\n",
            "|                               |                      |                  N/A |\n",
            "+-------------------------------+----------------------+----------------------+\n",
            "                                                                               \n",
            "+-----------------------------------------------------------------------------+\n",
            "| Processes:                                                                  |\n",
            "|  GPU   GI   CI        PID   Type   Process name                  GPU Memory |\n",
            "|        ID   ID                                                   Usage      |\n",
            "|=============================================================================|\n",
            "|  No running processes found                                                 |\n",
            "+-----------------------------------------------------------------------------+\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "Yw669oToe48J"
      },
      "source": [
        "# pytorch نصب"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "wP7Oo2gzpf3s",
        "outputId": "4a045c63-1f5e-4095-9111-da1ec160cedb"
      },
      "source": [
        "# !pip install torch=1.3.1 torchvision cudatoolkit=10.0 \n",
        "!pip install torch==1.1.0 torchvision==0.3.0"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "Collecting torch==1.1.0\n",
            "  Downloading torch-1.1.0-cp37-cp37m-manylinux1_x86_64.whl (676.9 MB)\n",
            "\u001b[K     |████████████████████████████████| 676.9 MB 3.8 kB/s \n",
            "\u001b[?25hCollecting torchvision==0.3.0\n",
            "  Downloading torchvision-0.3.0-cp37-cp37m-manylinux1_x86_64.whl (2.6 MB)\n",
            "\u001b[K     |████████████████████████████████| 2.6 MB 57.8 MB/s \n",
            "\u001b[?25hRequirement already satisfied: numpy in /usr/local/lib/python3.7/dist-packages (from torch==1.1.0) (1.19.5)\n",
            "Requirement already satisfied: pillow>=4.1.1 in /usr/local/lib/python3.7/dist-packages (from torchvision==0.3.0) (7.1.2)\n",
            "Requirement already satisfied: six in /usr/local/lib/python3.7/dist-packages (from torchvision==0.3.0) (1.15.0)\n",
            "Installing collected packages: torch, torchvision\n",
            "  Attempting uninstall: torch\n",
            "    Found existing installation: torch 1.9.0+cu102\n",
            "    Uninstalling torch-1.9.0+cu102:\n",
            "      Successfully uninstalled torch-1.9.0+cu102\n",
            "  Attempting uninstall: torchvision\n",
            "    Found existing installation: torchvision 0.10.0+cu102\n",
            "    Uninstalling torchvision-0.10.0+cu102:\n",
            "      Successfully uninstalled torchvision-0.10.0+cu102\n",
            "\u001b[31mERROR: pip's dependency resolver does not currently take into account all the packages that are installed. This behaviour is the source of the following dependency conflicts.\n",
            "torchtext 0.10.0 requires torch==1.9.0, but you have torch 1.1.0 which is incompatible.\u001b[0m\n",
            "Successfully installed torch-1.1.0 torchvision-0.3.0\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "zu855d3Fp8mg"
      },
      "source": [
        "# نصب ریپازیتوری"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "xW88lC3Aqs9S",
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "outputId": "5ad081c7-6a3a-4450-94c9-f5e319e3fd87"
      },
      "source": [
        "# !git clone https://github.com/dingjiansw101/AerialDetection.git\n",
        "# !git clone https://github.com/csuhan/ReDet.git\n",
        "!git clone https://github.com/mmoghadam11/ReDet.git"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "Cloning into 'ReDet'...\n",
            "remote: Enumerating objects: 857, done.\u001b[K\n",
            "remote: Counting objects: 100% (176/176), done.\u001b[K\n",
            "remote: Compressing objects: 100% (38/38), done.\u001b[K\n",
            "remote: Total 857 (delta 151), reused 138 (delta 138), pack-reused 681\u001b[K\n",
            "Receiving objects: 100% (857/857), 5.43 MiB | 19.56 MiB/s, done.\n",
            "Resolving deltas: 100% (327/327), done.\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "pnNs-A6grLzS",
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "outputId": "29d9f363-11ee-40f3-cbf5-d6bb24eb5ce9"
      },
      "source": [
        "%cd /content/ReDet\n",
        "! chmod +rx ./compile.sh\n",
        "!./compile.sh"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "/content/ReDet\n",
            "Building roi align op...\n",
            "running build_ext\n",
            "building 'roi_align_cuda' extension\n",
            "creating build\n",
            "creating build/temp.linux-x86_64-3.7\n",
            "creating build/temp.linux-x86_64-3.7/src\n",
            "x86_64-linux-gnu-gcc -pthread -Wno-unused-result -Wsign-compare -DNDEBUG -g -fwrapv -O2 -Wall -g -fdebug-prefix-map=/build/python3.7-LSlbJj/python3.7-3.7.11=. -fstack-protector-strong -Wformat -Werror=format-security -g -fdebug-prefix-map=/build/python3.7-LSlbJj/python3.7-3.7.11=. -fstack-protector-strong -Wformat -Werror=format-security -Wdate-time -D_FORTIFY_SOURCE=2 -fPIC -I/usr/local/lib/python3.7/dist-packages/torch/include -I/usr/local/lib/python3.7/dist-packages/torch/include/torch/csrc/api/include -I/usr/local/lib/python3.7/dist-packages/torch/include/TH -I/usr/local/lib/python3.7/dist-packages/torch/include/THC -I/usr/local/cuda/include -I/usr/include/python3.7m -c src/roi_align_cuda.cpp -o build/temp.linux-x86_64-3.7/src/roi_align_cuda.o -DTORCH_API_INCLUDE_EXTENSION_H -DTORCH_EXTENSION_NAME=roi_align_cuda -D_GLIBCXX_USE_CXX11_ABI=0 -std=c++11\n",
            "/usr/local/cuda/bin/nvcc -I/usr/local/lib/python3.7/dist-packages/torch/include -I/usr/local/lib/python3.7/dist-packages/torch/include/torch/csrc/api/include -I/usr/local/lib/python3.7/dist-packages/torch/include/TH -I/usr/local/lib/python3.7/dist-packages/torch/include/THC -I/usr/local/cuda/include -I/usr/include/python3.7m -c src/roi_align_kernel.cu -o build/temp.linux-x86_64-3.7/src/roi_align_kernel.o -D__CUDA_NO_HALF_OPERATORS__ -D__CUDA_NO_HALF_CONVERSIONS__ -D__CUDA_NO_HALF2_OPERATORS__ --compiler-options '-fPIC' -DTORCH_API_INCLUDE_EXTENSION_H -DTORCH_EXTENSION_NAME=roi_align_cuda -D_GLIBCXX_USE_CXX11_ABI=0 -std=c++11\n",
            "/usr/local/lib/python3.7/dist-packages/torch/include/ATen/cuda/NumericLimits.cuh(83): warning: calling a constexpr __host__ function(\"from_bits\") from a __host__ __device__ function(\"lowest\") is not allowed. The experimental flag '--expt-relaxed-constexpr' can be used to allow this.\n",
            "\n",
            "/usr/local/lib/python3.7/dist-packages/torch/include/ATen/cuda/NumericLimits.cuh(84): warning: calling a constexpr __host__ function(\"from_bits\") from a __host__ __device__ function(\"max\") is not allowed. The experimental flag '--expt-relaxed-constexpr' can be used to allow this.\n",
            "\n",
            "/usr/local/lib/python3.7/dist-packages/torch/include/ATen/cuda/NumericLimits.cuh(85): warning: calling a constexpr __host__ function(\"from_bits\") from a __host__ __device__ function(\"lower_bound\") is not allowed. The experimental flag '--expt-relaxed-constexpr' can be used to allow this.\n",
            "\n",
            "/usr/local/lib/python3.7/dist-packages/torch/include/ATen/cuda/NumericLimits.cuh(86): warning: calling a constexpr __host__ function(\"from_bits\") from a __host__ __device__ function(\"upper_bound\") is not allowed. The experimental flag '--expt-relaxed-constexpr' can be used to allow this.\n",
            "\n",
            "\u001b[01m\u001b[Ksrc/roi_align_kernel.cu:\u001b[m\u001b[K In lambda function:\n",
            "\u001b[01m\u001b[Ksrc/roi_align_kernel.cu:133:126:\u001b[m\u001b[K \u001b[01;35m\u001b[Kwarning: \u001b[m\u001b[K‘\u001b[01m\u001b[Kc10::ScalarType detail::scalar_type(const at::DeprecatedTypeProperties&)\u001b[m\u001b[K’ is deprecated [\u001b[01;35m\u001b[K-Wdeprecated-declarations\u001b[m\u001b[K]\n",
            "   AT_DISPATCH_FLOATING_TYPES_AND_HALF(\n",
            "                                                                                                                              \u001b[01;35m\u001b[K^\u001b[m\u001b[K\n",
            "\u001b[01m\u001b[K/usr/local/lib/python3.7/dist-packages/torch/include/ATen/Dispatch.h:47:1:\u001b[m\u001b[K \u001b[01;36m\u001b[Knote: \u001b[m\u001b[Kdeclared here\n",
            " \u001b[01;36m\u001b[Kinline at::\u001b[m\u001b[KScalarType scalar_type(const at::DeprecatedTypeProperties &t) {\n",
            " \u001b[01;36m\u001b[K^~~~~~~~~~~\u001b[m\u001b[K\n",
            "\u001b[01m\u001b[Ksrc/roi_align_kernel.cu:\u001b[m\u001b[K In lambda function:\n",
            "\u001b[01m\u001b[Ksrc/roi_align_kernel.cu:276:126:\u001b[m\u001b[K \u001b[01;35m\u001b[Kwarning: \u001b[m\u001b[K‘\u001b[01m\u001b[Kc10::ScalarType detail::scalar_type(const at::DeprecatedTypeProperties&)\u001b[m\u001b[K’ is deprecated [\u001b[01;35m\u001b[K-Wdeprecated-declarations\u001b[m\u001b[K]\n",
            "   AT_DISPATCH_FLOATING_TYPES_AND_HALF(\n",
            "                                                                                                                              \u001b[01;35m\u001b[K^\u001b[m\u001b[K\n",
            "\u001b[01m\u001b[K/usr/local/lib/python3.7/dist-packages/torch/include/ATen/Dispatch.h:47:1:\u001b[m\u001b[K \u001b[01;36m\u001b[Knote: \u001b[m\u001b[Kdeclared here\n",
            " \u001b[01;36m\u001b[Kinline at::\u001b[m\u001b[KScalarType scalar_type(const at::DeprecatedTypeProperties &t) {\n",
            " \u001b[01;36m\u001b[K^~~~~~~~~~~\u001b[m\u001b[K\n",
            "creating build/lib.linux-x86_64-3.7\n",
            "x86_64-linux-gnu-g++ -pthread -shared -Wl,-O1 -Wl,-Bsymbolic-functions -Wl,-Bsymbolic-functions -Wl,-z,relro -Wl,-Bsymbolic-functions -Wl,-z,relro -g -fdebug-prefix-map=/build/python3.7-LSlbJj/python3.7-3.7.11=. -fstack-protector-strong -Wformat -Werror=format-security -Wdate-time -D_FORTIFY_SOURCE=2 build/temp.linux-x86_64-3.7/src/roi_align_cuda.o build/temp.linux-x86_64-3.7/src/roi_align_kernel.o -L/usr/local/cuda/lib64 -lcudart -o build/lib.linux-x86_64-3.7/roi_align_cuda.cpython-37m-x86_64-linux-gnu.so\n",
            "copying build/lib.linux-x86_64-3.7/roi_align_cuda.cpython-37m-x86_64-linux-gnu.so -> \n",
            "Building roi pool op...\n",
            "running build_ext\n",
            "building 'roi_pool_cuda' extension\n",
            "creating build\n",
            "creating build/temp.linux-x86_64-3.7\n",
            "creating build/temp.linux-x86_64-3.7/src\n",
            "x86_64-linux-gnu-gcc -pthread -Wno-unused-result -Wsign-compare -DNDEBUG -g -fwrapv -O2 -Wall -g -fdebug-prefix-map=/build/python3.7-LSlbJj/python3.7-3.7.11=. -fstack-protector-strong -Wformat -Werror=format-security -g -fdebug-prefix-map=/build/python3.7-LSlbJj/python3.7-3.7.11=. -fstack-protector-strong -Wformat -Werror=format-security -Wdate-time -D_FORTIFY_SOURCE=2 -fPIC -I/usr/local/lib/python3.7/dist-packages/torch/include -I/usr/local/lib/python3.7/dist-packages/torch/include/torch/csrc/api/include -I/usr/local/lib/python3.7/dist-packages/torch/include/TH -I/usr/local/lib/python3.7/dist-packages/torch/include/THC -I/usr/local/cuda/include -I/usr/include/python3.7m -c src/roi_pool_cuda.cpp -o build/temp.linux-x86_64-3.7/src/roi_pool_cuda.o -DTORCH_API_INCLUDE_EXTENSION_H -DTORCH_EXTENSION_NAME=roi_pool_cuda -D_GLIBCXX_USE_CXX11_ABI=0 -std=c++11\n",
            "/usr/local/cuda/bin/nvcc -I/usr/local/lib/python3.7/dist-packages/torch/include -I/usr/local/lib/python3.7/dist-packages/torch/include/torch/csrc/api/include -I/usr/local/lib/python3.7/dist-packages/torch/include/TH -I/usr/local/lib/python3.7/dist-packages/torch/include/THC -I/usr/local/cuda/include -I/usr/include/python3.7m -c src/roi_pool_kernel.cu -o build/temp.linux-x86_64-3.7/src/roi_pool_kernel.o -D__CUDA_NO_HALF_OPERATORS__ -D__CUDA_NO_HALF_CONVERSIONS__ -D__CUDA_NO_HALF2_OPERATORS__ --compiler-options '-fPIC' -DTORCH_API_INCLUDE_EXTENSION_H -DTORCH_EXTENSION_NAME=roi_pool_cuda -D_GLIBCXX_USE_CXX11_ABI=0 -std=c++11\n",
            "/usr/local/lib/python3.7/dist-packages/torch/include/ATen/cuda/NumericLimits.cuh(83): warning: calling a constexpr __host__ function(\"from_bits\") from a __host__ __device__ function(\"lowest\") is not allowed. The experimental flag '--expt-relaxed-constexpr' can be used to allow this.\n",
            "\n",
            "/usr/local/lib/python3.7/dist-packages/torch/include/ATen/cuda/NumericLimits.cuh(84): warning: calling a constexpr __host__ function(\"from_bits\") from a __host__ __device__ function(\"max\") is not allowed. The experimental flag '--expt-relaxed-constexpr' can be used to allow this.\n",
            "\n",
            "/usr/local/lib/python3.7/dist-packages/torch/include/ATen/cuda/NumericLimits.cuh(85): warning: calling a constexpr __host__ function(\"from_bits\") from a __host__ __device__ function(\"lower_bound\") is not allowed. The experimental flag '--expt-relaxed-constexpr' can be used to allow this.\n",
            "\n",
            "/usr/local/lib/python3.7/dist-packages/torch/include/ATen/cuda/NumericLimits.cuh(86): warning: calling a constexpr __host__ function(\"from_bits\") from a __host__ __device__ function(\"upper_bound\") is not allowed. The experimental flag '--expt-relaxed-constexpr' can be used to allow this.\n",
            "\n",
            "\u001b[01m\u001b[Ksrc/roi_pool_kernel.cu:\u001b[m\u001b[K In lambda function:\n",
            "\u001b[01m\u001b[Ksrc/roi_pool_kernel.cu:88:126:\u001b[m\u001b[K \u001b[01;35m\u001b[Kwarning: \u001b[m\u001b[K‘\u001b[01m\u001b[Kc10::ScalarType detail::scalar_type(const at::DeprecatedTypeProperties&)\u001b[m\u001b[K’ is deprecated [\u001b[01;35m\u001b[K-Wdeprecated-declarations\u001b[m\u001b[K]\n",
            "   AT_DISPATCH_FLOATING_TYPES_AND_HALF(\n",
            "                                                                                                                              \u001b[01;35m\u001b[K^\u001b[m\u001b[K\n",
            "\u001b[01m\u001b[K/usr/local/lib/python3.7/dist-packages/torch/include/ATen/Dispatch.h:47:1:\u001b[m\u001b[K \u001b[01;36m\u001b[Knote: \u001b[m\u001b[Kdeclared here\n",
            " \u001b[01;36m\u001b[Kinline at::\u001b[m\u001b[KScalarType scalar_type(const at::DeprecatedTypeProperties &t) {\n",
            " \u001b[01;36m\u001b[K^~~~~~~~~~~\u001b[m\u001b[K\n",
            "\u001b[01m\u001b[Ksrc/roi_pool_kernel.cu:\u001b[m\u001b[K In lambda function:\n",
            "\u001b[01m\u001b[Ksrc/roi_pool_kernel.cu:136:126:\u001b[m\u001b[K \u001b[01;35m\u001b[Kwarning: \u001b[m\u001b[K‘\u001b[01m\u001b[Kc10::ScalarType detail::scalar_type(const at::DeprecatedTypeProperties&)\u001b[m\u001b[K’ is deprecated [\u001b[01;35m\u001b[K-Wdeprecated-declarations\u001b[m\u001b[K]\n",
            "   AT_DISPATCH_FLOATING_TYPES_AND_HALF(\n",
            "                                                                                                                              \u001b[01;35m\u001b[K^\u001b[m\u001b[K\n",
            "\u001b[01m\u001b[K/usr/local/lib/python3.7/dist-packages/torch/include/ATen/Dispatch.h:47:1:\u001b[m\u001b[K \u001b[01;36m\u001b[Knote: \u001b[m\u001b[Kdeclared here\n",
            " \u001b[01;36m\u001b[Kinline at::\u001b[m\u001b[KScalarType scalar_type(const at::DeprecatedTypeProperties &t) {\n",
            " \u001b[01;36m\u001b[K^~~~~~~~~~~\u001b[m\u001b[K\n",
            "creating build/lib.linux-x86_64-3.7\n",
            "x86_64-linux-gnu-g++ -pthread -shared -Wl,-O1 -Wl,-Bsymbolic-functions -Wl,-Bsymbolic-functions -Wl,-z,relro -Wl,-Bsymbolic-functions -Wl,-z,relro -g -fdebug-prefix-map=/build/python3.7-LSlbJj/python3.7-3.7.11=. -fstack-protector-strong -Wformat -Werror=format-security -Wdate-time -D_FORTIFY_SOURCE=2 build/temp.linux-x86_64-3.7/src/roi_pool_cuda.o build/temp.linux-x86_64-3.7/src/roi_pool_kernel.o -L/usr/local/cuda/lib64 -lcudart -o build/lib.linux-x86_64-3.7/roi_pool_cuda.cpython-37m-x86_64-linux-gnu.so\n",
            "copying build/lib.linux-x86_64-3.7/roi_pool_cuda.cpython-37m-x86_64-linux-gnu.so -> \n",
            "Building roi align rotated op...\n",
            "running build_ext\n",
            "building 'roi_align_rotated_cuda' extension\n",
            "creating build\n",
            "creating build/temp.linux-x86_64-3.7\n",
            "creating build/temp.linux-x86_64-3.7/src\n",
            "x86_64-linux-gnu-gcc -pthread -Wno-unused-result -Wsign-compare -DNDEBUG -g -fwrapv -O2 -Wall -g -fdebug-prefix-map=/build/python3.7-LSlbJj/python3.7-3.7.11=. -fstack-protector-strong -Wformat -Werror=format-security -g -fdebug-prefix-map=/build/python3.7-LSlbJj/python3.7-3.7.11=. -fstack-protector-strong -Wformat -Werror=format-security -Wdate-time -D_FORTIFY_SOURCE=2 -fPIC -I/usr/local/lib/python3.7/dist-packages/torch/include -I/usr/local/lib/python3.7/dist-packages/torch/include/torch/csrc/api/include -I/usr/local/lib/python3.7/dist-packages/torch/include/TH -I/usr/local/lib/python3.7/dist-packages/torch/include/THC -I/usr/local/cuda/include -I/usr/include/python3.7m -c src/roi_align_rotated_cuda.cpp -o build/temp.linux-x86_64-3.7/src/roi_align_rotated_cuda.o -DTORCH_API_INCLUDE_EXTENSION_H -DTORCH_EXTENSION_NAME=roi_align_rotated_cuda -D_GLIBCXX_USE_CXX11_ABI=0 -std=c++11\n",
            "/usr/local/cuda/bin/nvcc -I/usr/local/lib/python3.7/dist-packages/torch/include -I/usr/local/lib/python3.7/dist-packages/torch/include/torch/csrc/api/include -I/usr/local/lib/python3.7/dist-packages/torch/include/TH -I/usr/local/lib/python3.7/dist-packages/torch/include/THC -I/usr/local/cuda/include -I/usr/include/python3.7m -c src/roi_align_rotated_kernel.cu -o build/temp.linux-x86_64-3.7/src/roi_align_rotated_kernel.o -D__CUDA_NO_HALF_OPERATORS__ -D__CUDA_NO_HALF_CONVERSIONS__ -D__CUDA_NO_HALF2_OPERATORS__ --compiler-options '-fPIC' -DTORCH_API_INCLUDE_EXTENSION_H -DTORCH_EXTENSION_NAME=roi_align_rotated_cuda -D_GLIBCXX_USE_CXX11_ABI=0 -std=c++11\n",
            "/usr/local/lib/python3.7/dist-packages/torch/include/ATen/cuda/NumericLimits.cuh(83): warning: calling a constexpr __host__ function(\"from_bits\") from a __host__ __device__ function(\"lowest\") is not allowed. The experimental flag '--expt-relaxed-constexpr' can be used to allow this.\n",
            "\n",
            "/usr/local/lib/python3.7/dist-packages/torch/include/ATen/cuda/NumericLimits.cuh(84): warning: calling a constexpr __host__ function(\"from_bits\") from a __host__ __device__ function(\"max\") is not allowed. The experimental flag '--expt-relaxed-constexpr' can be used to allow this.\n",
            "\n",
            "/usr/local/lib/python3.7/dist-packages/torch/include/ATen/cuda/NumericLimits.cuh(85): warning: calling a constexpr __host__ function(\"from_bits\") from a __host__ __device__ function(\"lower_bound\") is not allowed. The experimental flag '--expt-relaxed-constexpr' can be used to allow this.\n",
            "\n",
            "/usr/local/lib/python3.7/dist-packages/torch/include/ATen/cuda/NumericLimits.cuh(86): warning: calling a constexpr __host__ function(\"from_bits\") from a __host__ __device__ function(\"upper_bound\") is not allowed. The experimental flag '--expt-relaxed-constexpr' can be used to allow this.\n",
            "\n",
            "\u001b[01m\u001b[Ksrc/roi_align_rotated_kernel.cu:\u001b[m\u001b[K In lambda function:\n",
            "\u001b[01m\u001b[Ksrc/roi_align_rotated_kernel.cu:149:126:\u001b[m\u001b[K \u001b[01;35m\u001b[Kwarning: \u001b[m\u001b[K‘\u001b[01m\u001b[Kc10::ScalarType detail::scalar_type(const at::DeprecatedTypeProperties&)\u001b[m\u001b[K’ is deprecated [\u001b[01;35m\u001b[K-Wdeprecated-declarations\u001b[m\u001b[K]\n",
            "     AT_DISPATCH_FLOATING_TYPES_AND_HALF(\n",
            "                                                                                                                              \u001b[01;35m\u001b[K^\u001b[m\u001b[K\n",
            "\u001b[01m\u001b[K/usr/local/lib/python3.7/dist-packages/torch/include/ATen/Dispatch.h:47:1:\u001b[m\u001b[K \u001b[01;36m\u001b[Knote: \u001b[m\u001b[Kdeclared here\n",
            " \u001b[01;36m\u001b[Kinline at::\u001b[m\u001b[KScalarType scalar_type(const at::DeprecatedTypeProperties &t) {\n",
            " \u001b[01;36m\u001b[K^~~~~~~~~~~\u001b[m\u001b[K\n",
            "\u001b[01m\u001b[Ksrc/roi_align_rotated_kernel.cu:\u001b[m\u001b[K In lambda function:\n",
            "\u001b[01m\u001b[Ksrc/roi_align_rotated_kernel.cu:324:126:\u001b[m\u001b[K \u001b[01;35m\u001b[Kwarning: \u001b[m\u001b[K‘\u001b[01m\u001b[Kc10::ScalarType detail::scalar_type(const at::DeprecatedTypeProperties&)\u001b[m\u001b[K’ is deprecated [\u001b[01;35m\u001b[K-Wdeprecated-declarations\u001b[m\u001b[K]\n",
            "         AT_DISPATCH_FLOATING_TYPES_AND_HALF(\n",
            "                                                                                                                              \u001b[01;35m\u001b[K^\u001b[m\u001b[K\n",
            "\u001b[01m\u001b[K/usr/local/lib/python3.7/dist-packages/torch/include/ATen/Dispatch.h:47:1:\u001b[m\u001b[K \u001b[01;36m\u001b[Knote: \u001b[m\u001b[Kdeclared here\n",
            " \u001b[01;36m\u001b[Kinline at::\u001b[m\u001b[KScalarType scalar_type(const at::DeprecatedTypeProperties &t) {\n",
            " \u001b[01;36m\u001b[K^~~~~~~~~~~\u001b[m\u001b[K\n",
            "creating build/lib.linux-x86_64-3.7\n",
            "x86_64-linux-gnu-g++ -pthread -shared -Wl,-O1 -Wl,-Bsymbolic-functions -Wl,-Bsymbolic-functions -Wl,-z,relro -Wl,-Bsymbolic-functions -Wl,-z,relro -g -fdebug-prefix-map=/build/python3.7-LSlbJj/python3.7-3.7.11=. -fstack-protector-strong -Wformat -Werror=format-security -Wdate-time -D_FORTIFY_SOURCE=2 build/temp.linux-x86_64-3.7/src/roi_align_rotated_cuda.o build/temp.linux-x86_64-3.7/src/roi_align_rotated_kernel.o -L/usr/local/cuda/lib64 -lcudart -o build/lib.linux-x86_64-3.7/roi_align_rotated_cuda.cpython-37m-x86_64-linux-gnu.so\n",
            "copying build/lib.linux-x86_64-3.7/roi_align_rotated_cuda.cpython-37m-x86_64-linux-gnu.so -> \n",
            "Building riroi align op...\n",
            "running build_ext\n",
            "building 'riroi_align_cuda' extension\n",
            "creating build\n",
            "creating build/temp.linux-x86_64-3.7\n",
            "creating build/temp.linux-x86_64-3.7/src\n",
            "x86_64-linux-gnu-gcc -pthread -Wno-unused-result -Wsign-compare -DNDEBUG -g -fwrapv -O2 -Wall -g -fdebug-prefix-map=/build/python3.7-LSlbJj/python3.7-3.7.11=. -fstack-protector-strong -Wformat -Werror=format-security -g -fdebug-prefix-map=/build/python3.7-LSlbJj/python3.7-3.7.11=. -fstack-protector-strong -Wformat -Werror=format-security -Wdate-time -D_FORTIFY_SOURCE=2 -fPIC -I/usr/local/lib/python3.7/dist-packages/torch/include -I/usr/local/lib/python3.7/dist-packages/torch/include/torch/csrc/api/include -I/usr/local/lib/python3.7/dist-packages/torch/include/TH -I/usr/local/lib/python3.7/dist-packages/torch/include/THC -I/usr/local/cuda/include -I/usr/include/python3.7m -c src/riroi_align_cuda.cpp -o build/temp.linux-x86_64-3.7/src/riroi_align_cuda.o -DTORCH_API_INCLUDE_EXTENSION_H -DTORCH_EXTENSION_NAME=riroi_align_cuda -D_GLIBCXX_USE_CXX11_ABI=0 -std=c++11\n",
            "/usr/local/cuda/bin/nvcc -I/usr/local/lib/python3.7/dist-packages/torch/include -I/usr/local/lib/python3.7/dist-packages/torch/include/torch/csrc/api/include -I/usr/local/lib/python3.7/dist-packages/torch/include/TH -I/usr/local/lib/python3.7/dist-packages/torch/include/THC -I/usr/local/cuda/include -I/usr/include/python3.7m -c src/riroi_align_kernel.cu -o build/temp.linux-x86_64-3.7/src/riroi_align_kernel.o -D__CUDA_NO_HALF_OPERATORS__ -D__CUDA_NO_HALF_CONVERSIONS__ -D__CUDA_NO_HALF2_OPERATORS__ --compiler-options '-fPIC' -DTORCH_API_INCLUDE_EXTENSION_H -DTORCH_EXTENSION_NAME=riroi_align_cuda -D_GLIBCXX_USE_CXX11_ABI=0 -std=c++11\n",
            "/usr/local/lib/python3.7/dist-packages/torch/include/ATen/cuda/NumericLimits.cuh(83): warning: calling a constexpr __host__ function(\"from_bits\") from a __host__ __device__ function(\"lowest\") is not allowed. The experimental flag '--expt-relaxed-constexpr' can be used to allow this.\n",
            "\n",
            "/usr/local/lib/python3.7/dist-packages/torch/include/ATen/cuda/NumericLimits.cuh(84): warning: calling a constexpr __host__ function(\"from_bits\") from a __host__ __device__ function(\"max\") is not allowed. The experimental flag '--expt-relaxed-constexpr' can be used to allow this.\n",
            "\n",
            "/usr/local/lib/python3.7/dist-packages/torch/include/ATen/cuda/NumericLimits.cuh(85): warning: calling a constexpr __host__ function(\"from_bits\") from a __host__ __device__ function(\"lower_bound\") is not allowed. The experimental flag '--expt-relaxed-constexpr' can be used to allow this.\n",
            "\n",
            "/usr/local/lib/python3.7/dist-packages/torch/include/ATen/cuda/NumericLimits.cuh(86): warning: calling a constexpr __host__ function(\"from_bits\") from a __host__ __device__ function(\"upper_bound\") is not allowed. The experimental flag '--expt-relaxed-constexpr' can be used to allow this.\n",
            "\n",
            "\u001b[01m\u001b[Ksrc/riroi_align_kernel.cu:\u001b[m\u001b[K In lambda function:\n",
            "\u001b[01m\u001b[Ksrc/riroi_align_kernel.cu:172:126:\u001b[m\u001b[K \u001b[01;35m\u001b[Kwarning: \u001b[m\u001b[K‘\u001b[01m\u001b[Kc10::ScalarType detail::scalar_type(const at::DeprecatedTypeProperties&)\u001b[m\u001b[K’ is deprecated [\u001b[01;35m\u001b[K-Wdeprecated-declarations\u001b[m\u001b[K]\n",
            "     AT_DISPATCH_FLOATING_TYPES_AND_HALF(\n",
            "                                                                                                                              \u001b[01;35m\u001b[K^\u001b[m\u001b[K\n",
            "\u001b[01m\u001b[K/usr/local/lib/python3.7/dist-packages/torch/include/ATen/Dispatch.h:47:1:\u001b[m\u001b[K \u001b[01;36m\u001b[Knote: \u001b[m\u001b[Kdeclared here\n",
            " \u001b[01;36m\u001b[Kinline at::\u001b[m\u001b[KScalarType scalar_type(const at::DeprecatedTypeProperties &t) {\n",
            " \u001b[01;36m\u001b[K^~~~~~~~~~~\u001b[m\u001b[K\n",
            "\u001b[01m\u001b[Ksrc/riroi_align_kernel.cu:\u001b[m\u001b[K In lambda function:\n",
            "\u001b[01m\u001b[Ksrc/riroi_align_kernel.cu:373:126:\u001b[m\u001b[K \u001b[01;35m\u001b[Kwarning: \u001b[m\u001b[K‘\u001b[01m\u001b[Kc10::ScalarType detail::scalar_type(const at::DeprecatedTypeProperties&)\u001b[m\u001b[K’ is deprecated [\u001b[01;35m\u001b[K-Wdeprecated-declarations\u001b[m\u001b[K]\n",
            "         AT_DISPATCH_FLOATING_TYPES_AND_HALF(\n",
            "                                                                                                                              \u001b[01;35m\u001b[K^\u001b[m\u001b[K\n",
            "\u001b[01m\u001b[K/usr/local/lib/python3.7/dist-packages/torch/include/ATen/Dispatch.h:47:1:\u001b[m\u001b[K \u001b[01;36m\u001b[Knote: \u001b[m\u001b[Kdeclared here\n",
            " \u001b[01;36m\u001b[Kinline at::\u001b[m\u001b[KScalarType scalar_type(const at::DeprecatedTypeProperties &t) {\n",
            " \u001b[01;36m\u001b[K^~~~~~~~~~~\u001b[m\u001b[K\n",
            "creating build/lib.linux-x86_64-3.7\n",
            "x86_64-linux-gnu-g++ -pthread -shared -Wl,-O1 -Wl,-Bsymbolic-functions -Wl,-Bsymbolic-functions -Wl,-z,relro -Wl,-Bsymbolic-functions -Wl,-z,relro -g -fdebug-prefix-map=/build/python3.7-LSlbJj/python3.7-3.7.11=. -fstack-protector-strong -Wformat -Werror=format-security -Wdate-time -D_FORTIFY_SOURCE=2 build/temp.linux-x86_64-3.7/src/riroi_align_cuda.o build/temp.linux-x86_64-3.7/src/riroi_align_kernel.o -L/usr/local/cuda/lib64 -lcudart -o build/lib.linux-x86_64-3.7/riroi_align_cuda.cpython-37m-x86_64-linux-gnu.so\n",
            "copying build/lib.linux-x86_64-3.7/riroi_align_cuda.cpython-37m-x86_64-linux-gnu.so -> \n",
            "Building ps roi align rotated op...\n",
            "running build_ext\n",
            "building 'psroi_align_rotated_cuda' extension\n",
            "creating build\n",
            "creating build/temp.linux-x86_64-3.7\n",
            "creating build/temp.linux-x86_64-3.7/src\n",
            "x86_64-linux-gnu-gcc -pthread -Wno-unused-result -Wsign-compare -DNDEBUG -g -fwrapv -O2 -Wall -g -fdebug-prefix-map=/build/python3.7-LSlbJj/python3.7-3.7.11=. -fstack-protector-strong -Wformat -Werror=format-security -g -fdebug-prefix-map=/build/python3.7-LSlbJj/python3.7-3.7.11=. -fstack-protector-strong -Wformat -Werror=format-security -Wdate-time -D_FORTIFY_SOURCE=2 -fPIC -I/usr/local/lib/python3.7/dist-packages/torch/include -I/usr/local/lib/python3.7/dist-packages/torch/include/torch/csrc/api/include -I/usr/local/lib/python3.7/dist-packages/torch/include/TH -I/usr/local/lib/python3.7/dist-packages/torch/include/THC -I/usr/local/cuda/include -I/usr/include/python3.7m -c src/psroi_align_rotated_cuda.cpp -o build/temp.linux-x86_64-3.7/src/psroi_align_rotated_cuda.o -DTORCH_API_INCLUDE_EXTENSION_H -DTORCH_EXTENSION_NAME=psroi_align_rotated_cuda -D_GLIBCXX_USE_CXX11_ABI=0 -std=c++11\n",
            "/usr/local/cuda/bin/nvcc -I/usr/local/lib/python3.7/dist-packages/torch/include -I/usr/local/lib/python3.7/dist-packages/torch/include/torch/csrc/api/include -I/usr/local/lib/python3.7/dist-packages/torch/include/TH -I/usr/local/lib/python3.7/dist-packages/torch/include/THC -I/usr/local/cuda/include -I/usr/include/python3.7m -c src/psroi_align_rotated_kernel.cu -o build/temp.linux-x86_64-3.7/src/psroi_align_rotated_kernel.o -D__CUDA_NO_HALF_OPERATORS__ -D__CUDA_NO_HALF_CONVERSIONS__ -D__CUDA_NO_HALF2_OPERATORS__ --compiler-options '-fPIC' -DTORCH_API_INCLUDE_EXTENSION_H -DTORCH_EXTENSION_NAME=psroi_align_rotated_cuda -D_GLIBCXX_USE_CXX11_ABI=0 -std=c++11\n",
            "/usr/local/lib/python3.7/dist-packages/torch/include/ATen/cuda/NumericLimits.cuh(83): warning: calling a constexpr __host__ function(\"from_bits\") from a __host__ __device__ function(\"lowest\") is not allowed. The experimental flag '--expt-relaxed-constexpr' can be used to allow this.\n",
            "\n",
            "/usr/local/lib/python3.7/dist-packages/torch/include/ATen/cuda/NumericLimits.cuh(84): warning: calling a constexpr __host__ function(\"from_bits\") from a __host__ __device__ function(\"max\") is not allowed. The experimental flag '--expt-relaxed-constexpr' can be used to allow this.\n",
            "\n",
            "/usr/local/lib/python3.7/dist-packages/torch/include/ATen/cuda/NumericLimits.cuh(85): warning: calling a constexpr __host__ function(\"from_bits\") from a __host__ __device__ function(\"lower_bound\") is not allowed. The experimental flag '--expt-relaxed-constexpr' can be used to allow this.\n",
            "\n",
            "/usr/local/lib/python3.7/dist-packages/torch/include/ATen/cuda/NumericLimits.cuh(86): warning: calling a constexpr __host__ function(\"from_bits\") from a __host__ __device__ function(\"upper_bound\") is not allowed. The experimental flag '--expt-relaxed-constexpr' can be used to allow this.\n",
            "\n",
            "\u001b[01m\u001b[Ksrc/psroi_align_rotated_kernel.cu:\u001b[m\u001b[K In lambda function:\n",
            "\u001b[01m\u001b[Ksrc/psroi_align_rotated_kernel.cu:187:126:\u001b[m\u001b[K \u001b[01;35m\u001b[Kwarning: \u001b[m\u001b[K‘\u001b[01m\u001b[Kc10::ScalarType detail::scalar_type(const at::DeprecatedTypeProperties&)\u001b[m\u001b[K’ is deprecated [\u001b[01;35m\u001b[K-Wdeprecated-declarations\u001b[m\u001b[K]\n",
            "     AT_DISPATCH_FLOATING_TYPES_AND_HALF(\n",
            "                                                                                                                              \u001b[01;35m\u001b[K^\u001b[m\u001b[K\n",
            "\u001b[01m\u001b[K/usr/local/lib/python3.7/dist-packages/torch/include/ATen/Dispatch.h:47:1:\u001b[m\u001b[K \u001b[01;36m\u001b[Knote: \u001b[m\u001b[Kdeclared here\n",
            " \u001b[01;36m\u001b[Kinline at::\u001b[m\u001b[KScalarType scalar_type(const at::DeprecatedTypeProperties &t) {\n",
            " \u001b[01;36m\u001b[K^~~~~~~~~~~\u001b[m\u001b[K\n",
            "\u001b[01m\u001b[Ksrc/psroi_align_rotated_kernel.cu:\u001b[m\u001b[K In lambda function:\n",
            "\u001b[01m\u001b[Ksrc/psroi_align_rotated_kernel.cu:416:126:\u001b[m\u001b[K \u001b[01;35m\u001b[Kwarning: \u001b[m\u001b[K‘\u001b[01m\u001b[Kc10::ScalarType detail::scalar_type(const at::DeprecatedTypeProperties&)\u001b[m\u001b[K’ is deprecated [\u001b[01;35m\u001b[K-Wdeprecated-declarations\u001b[m\u001b[K]\n",
            "         AT_DISPATCH_FLOATING_TYPES_AND_HALF(\n",
            "                                                                                                                              \u001b[01;35m\u001b[K^\u001b[m\u001b[K\n",
            "\u001b[01m\u001b[K/usr/local/lib/python3.7/dist-packages/torch/include/ATen/Dispatch.h:47:1:\u001b[m\u001b[K \u001b[01;36m\u001b[Knote: \u001b[m\u001b[Kdeclared here\n",
            " \u001b[01;36m\u001b[Kinline at::\u001b[m\u001b[KScalarType scalar_type(const at::DeprecatedTypeProperties &t) {\n",
            " \u001b[01;36m\u001b[K^~~~~~~~~~~\u001b[m\u001b[K\n",
            "creating build/lib.linux-x86_64-3.7\n",
            "x86_64-linux-gnu-g++ -pthread -shared -Wl,-O1 -Wl,-Bsymbolic-functions -Wl,-Bsymbolic-functions -Wl,-z,relro -Wl,-Bsymbolic-functions -Wl,-z,relro -g -fdebug-prefix-map=/build/python3.7-LSlbJj/python3.7-3.7.11=. -fstack-protector-strong -Wformat -Werror=format-security -Wdate-time -D_FORTIFY_SOURCE=2 build/temp.linux-x86_64-3.7/src/psroi_align_rotated_cuda.o build/temp.linux-x86_64-3.7/src/psroi_align_rotated_kernel.o -L/usr/local/cuda/lib64 -lcudart -o build/lib.linux-x86_64-3.7/psroi_align_rotated_cuda.cpython-37m-x86_64-linux-gnu.so\n",
            "copying build/lib.linux-x86_64-3.7/psroi_align_rotated_cuda.cpython-37m-x86_64-linux-gnu.so -> \n",
            "Building nms op...\n",
            "Compiling src/soft_nms_cpu.pyx because it changed.\n",
            "[1/1] Cythonizing src/soft_nms_cpu.pyx\n",
            "running build_ext\n",
            "building 'soft_nms_cpu' extension\n",
            "creating build\n",
            "creating build/temp.linux-x86_64-3.7\n",
            "creating build/temp.linux-x86_64-3.7/src\n",
            "x86_64-linux-gnu-gcc -pthread -Wno-unused-result -Wsign-compare -DNDEBUG -g -fwrapv -O2 -Wall -g -fdebug-prefix-map=/build/python3.7-LSlbJj/python3.7-3.7.11=. -fstack-protector-strong -Wformat -Werror=format-security -g -fdebug-prefix-map=/build/python3.7-LSlbJj/python3.7-3.7.11=. -fstack-protector-strong -Wformat -Werror=format-security -Wdate-time -D_FORTIFY_SOURCE=2 -fPIC -I/usr/local/lib/python3.7/dist-packages/numpy/core/include -I/usr/include/python3.7m -c src/soft_nms_cpu.cpp -o build/temp.linux-x86_64-3.7/src/soft_nms_cpu.o -Wno-unused-function -Wno-write-strings\n",
            "In file included from \u001b[01m\u001b[K/usr/local/lib/python3.7/dist-packages/numpy/core/include/numpy/ndarraytypes.h:1822:0\u001b[m\u001b[K,\n",
            "                 from \u001b[01m\u001b[K/usr/local/lib/python3.7/dist-packages/numpy/core/include/numpy/ndarrayobject.h:12\u001b[m\u001b[K,\n",
            "                 from \u001b[01m\u001b[K/usr/local/lib/python3.7/dist-packages/numpy/core/include/numpy/arrayobject.h:4\u001b[m\u001b[K,\n",
            "                 from \u001b[01m\u001b[Ksrc/soft_nms_cpu.cpp:665\u001b[m\u001b[K:\n",
            "\u001b[01m\u001b[K/usr/local/lib/python3.7/dist-packages/numpy/core/include/numpy/npy_1_7_deprecated_api.h:17:2:\u001b[m\u001b[K \u001b[01;35m\u001b[Kwarning: \u001b[m\u001b[K#warning \"Using deprecated NumPy API, disable it with \" \"#define NPY_NO_DEPRECATED_API NPY_1_7_API_VERSION\" [\u001b[01;35m\u001b[K-Wcpp\u001b[m\u001b[K]\n",
            " #\u001b[01;35m\u001b[Kwarning\u001b[m\u001b[K \"Using deprecated NumPy API, disable it with \" \\\n",
            "  \u001b[01;35m\u001b[K^~~~~~~\u001b[m\u001b[K\n",
            "\u001b[01m\u001b[Ksrc/soft_nms_cpu.cpp:\u001b[m\u001b[K In function ‘\u001b[01m\u001b[KPyObject* __pyx_pf_12soft_nms_cpu_soft_nms_cpu(PyObject*, PyArrayObject*, float, unsigned int, float, float)\u001b[m\u001b[K’:\n",
            "\u001b[01m\u001b[Ksrc/soft_nms_cpu.cpp:2482:34:\u001b[m\u001b[K \u001b[01;35m\u001b[Kwarning: \u001b[m\u001b[Kcomparison between signed and unsigned integer expressions [\u001b[01;35m\u001b[K-Wsign-compare\u001b[m\u001b[K]\n",
            "       __pyx_t_10 = ((\u001b[01;35m\u001b[K__pyx_v_pos < __pyx_v_N\u001b[m\u001b[K) != 0);\n",
            "                      \u001b[01;35m\u001b[K~~~~~~~~~~~~^~~~~~~~~~~\u001b[m\u001b[K\n",
            "\u001b[01m\u001b[Ksrc/soft_nms_cpu.cpp:2993:34:\u001b[m\u001b[K \u001b[01;35m\u001b[Kwarning: \u001b[m\u001b[Kcomparison between signed and unsigned integer expressions [\u001b[01;35m\u001b[K-Wsign-compare\u001b[m\u001b[K]\n",
            "       __pyx_t_10 = ((\u001b[01;35m\u001b[K__pyx_v_pos < __pyx_v_N\u001b[m\u001b[K) != 0);\n",
            "                      \u001b[01;35m\u001b[K~~~~~~~~~~~~^~~~~~~~~~~\u001b[m\u001b[K\n",
            "x86_64-linux-gnu-g++ -pthread -shared -Wl,-O1 -Wl,-Bsymbolic-functions -Wl,-Bsymbolic-functions -Wl,-z,relro -Wl,-Bsymbolic-functions -Wl,-z,relro -g -fdebug-prefix-map=/build/python3.7-LSlbJj/python3.7-3.7.11=. -fstack-protector-strong -Wformat -Werror=format-security -Wdate-time -D_FORTIFY_SOURCE=2 build/temp.linux-x86_64-3.7/src/soft_nms_cpu.o -o /content/ReDet/mmdet/ops/nms/soft_nms_cpu.cpython-37m-x86_64-linux-gnu.so\n",
            "running build_ext\n",
            "building 'nms_cuda' extension\n",
            "x86_64-linux-gnu-gcc -pthread -Wno-unused-result -Wsign-compare -DNDEBUG -g -fwrapv -O2 -Wall -g -fdebug-prefix-map=/build/python3.7-LSlbJj/python3.7-3.7.11=. -fstack-protector-strong -Wformat -Werror=format-security -g -fdebug-prefix-map=/build/python3.7-LSlbJj/python3.7-3.7.11=. -fstack-protector-strong -Wformat -Werror=format-security -Wdate-time -D_FORTIFY_SOURCE=2 -fPIC -I/usr/local/lib/python3.7/dist-packages/torch/include -I/usr/local/lib/python3.7/dist-packages/torch/include/torch/csrc/api/include -I/usr/local/lib/python3.7/dist-packages/torch/include/TH -I/usr/local/lib/python3.7/dist-packages/torch/include/THC -I/usr/local/cuda/include -I/usr/include/python3.7m -c src/nms_cuda.cpp -o build/temp.linux-x86_64-3.7/src/nms_cuda.o -DTORCH_API_INCLUDE_EXTENSION_H -DTORCH_EXTENSION_NAME=nms_cuda -D_GLIBCXX_USE_CXX11_ABI=0 -std=c++11\n",
            "/usr/local/cuda/bin/nvcc -I/usr/local/lib/python3.7/dist-packages/torch/include -I/usr/local/lib/python3.7/dist-packages/torch/include/torch/csrc/api/include -I/usr/local/lib/python3.7/dist-packages/torch/include/TH -I/usr/local/lib/python3.7/dist-packages/torch/include/THC -I/usr/local/cuda/include -I/usr/include/python3.7m -c src/nms_kernel.cu -o build/temp.linux-x86_64-3.7/src/nms_kernel.o -D__CUDA_NO_HALF_OPERATORS__ -D__CUDA_NO_HALF_CONVERSIONS__ -D__CUDA_NO_HALF2_OPERATORS__ --compiler-options '-fPIC' -DTORCH_API_INCLUDE_EXTENSION_H -DTORCH_EXTENSION_NAME=nms_cuda -D_GLIBCXX_USE_CXX11_ABI=0 -std=c++11\n",
            "creating build/lib.linux-x86_64-3.7\n",
            "x86_64-linux-gnu-g++ -pthread -shared -Wl,-O1 -Wl,-Bsymbolic-functions -Wl,-Bsymbolic-functions -Wl,-z,relro -Wl,-Bsymbolic-functions -Wl,-z,relro -g -fdebug-prefix-map=/build/python3.7-LSlbJj/python3.7-3.7.11=. -fstack-protector-strong -Wformat -Werror=format-security -Wdate-time -D_FORTIFY_SOURCE=2 build/temp.linux-x86_64-3.7/src/nms_cuda.o build/temp.linux-x86_64-3.7/src/nms_kernel.o -L/usr/local/cuda/lib64 -lcudart -o build/lib.linux-x86_64-3.7/nms_cuda.cpython-37m-x86_64-linux-gnu.so\n",
            "building 'nms_cpu' extension\n",
            "x86_64-linux-gnu-gcc -pthread -Wno-unused-result -Wsign-compare -DNDEBUG -g -fwrapv -O2 -Wall -g -fdebug-prefix-map=/build/python3.7-LSlbJj/python3.7-3.7.11=. -fstack-protector-strong -Wformat -Werror=format-security -g -fdebug-prefix-map=/build/python3.7-LSlbJj/python3.7-3.7.11=. -fstack-protector-strong -Wformat -Werror=format-security -Wdate-time -D_FORTIFY_SOURCE=2 -fPIC -I/usr/local/lib/python3.7/dist-packages/torch/include -I/usr/local/lib/python3.7/dist-packages/torch/include/torch/csrc/api/include -I/usr/local/lib/python3.7/dist-packages/torch/include/TH -I/usr/local/lib/python3.7/dist-packages/torch/include/THC -I/usr/local/cuda/include -I/usr/include/python3.7m -c src/nms_cpu.cpp -o build/temp.linux-x86_64-3.7/src/nms_cpu.o -DTORCH_API_INCLUDE_EXTENSION_H -DTORCH_EXTENSION_NAME=nms_cpu -D_GLIBCXX_USE_CXX11_ABI=0 -std=c++11\n",
            "In file included from \u001b[01m\u001b[K/usr/local/lib/python3.7/dist-packages/torch/include/ATen/ATen.h:9:0\u001b[m\u001b[K,\n",
            "                 from \u001b[01m\u001b[K/usr/local/lib/python3.7/dist-packages/torch/include/torch/csrc/api/include/torch/types.h:3\u001b[m\u001b[K,\n",
            "                 from \u001b[01m\u001b[K/usr/local/lib/python3.7/dist-packages/torch/include/torch/csrc/api/include/torch/data/dataloader_options.h:4\u001b[m\u001b[K,\n",
            "                 from \u001b[01m\u001b[K/usr/local/lib/python3.7/dist-packages/torch/include/torch/csrc/api/include/torch/data/dataloader/base.h:3\u001b[m\u001b[K,\n",
            "                 from \u001b[01m\u001b[K/usr/local/lib/python3.7/dist-packages/torch/include/torch/csrc/api/include/torch/data/dataloader/stateful.h:3\u001b[m\u001b[K,\n",
            "                 from \u001b[01m\u001b[K/usr/local/lib/python3.7/dist-packages/torch/include/torch/csrc/api/include/torch/data/dataloader.h:3\u001b[m\u001b[K,\n",
            "                 from \u001b[01m\u001b[K/usr/local/lib/python3.7/dist-packages/torch/include/torch/csrc/api/include/torch/data.h:3\u001b[m\u001b[K,\n",
            "                 from \u001b[01m\u001b[K/usr/local/lib/python3.7/dist-packages/torch/include/torch/csrc/api/include/torch/all.h:4\u001b[m\u001b[K,\n",
            "                 from \u001b[01m\u001b[K/usr/local/lib/python3.7/dist-packages/torch/include/torch/extension.h:4\u001b[m\u001b[K,\n",
            "                 from \u001b[01m\u001b[Ksrc/nms_cpu.cpp:2\u001b[m\u001b[K:\n",
            "\u001b[01m\u001b[Ksrc/nms_cpu.cpp:\u001b[m\u001b[K In lambda function:\n",
            "\u001b[01m\u001b[K/usr/local/lib/python3.7/dist-packages/torch/include/ATen/Dispatch.h:71:52:\u001b[m\u001b[K \u001b[01;35m\u001b[Kwarning: \u001b[m\u001b[K‘\u001b[01m\u001b[Kc10::ScalarType detail::scalar_type(const at::DeprecatedTypeProperties&)\u001b[m\u001b[K’ is deprecated [\u001b[01;35m\u001b[K-Wdeprecated-declarations\u001b[m\u001b[K]\n",
            "     at::ScalarType _st = ::detail::scalar_type(TYPE\u001b[01;35m\u001b[K)\u001b[m\u001b[K;                        \\\n",
            "                                                    \u001b[01;35m\u001b[K^\u001b[m\u001b[K\n",
            "\u001b[01m\u001b[Ksrc/nms_cpu.cpp:63:3:\u001b[m\u001b[K \u001b[01;36m\u001b[Knote: \u001b[m\u001b[Kin expansion of macro ‘\u001b[01m\u001b[KAT_DISPATCH_FLOATING_TYPES\u001b[m\u001b[K’\n",
            "   \u001b[01;36m\u001b[KAT_DISPATCH_FLOATING_TYPES\u001b[m\u001b[K(dets.type(), \"nms\", [&] {\n",
            "   \u001b[01;36m\u001b[K^~~~~~~~~~~~~~~~~~~~~~~~~~\u001b[m\u001b[K\n",
            "\u001b[01m\u001b[K/usr/local/lib/python3.7/dist-packages/torch/include/ATen/Dispatch.h:47:23:\u001b[m\u001b[K \u001b[01;36m\u001b[Knote: \u001b[m\u001b[Kdeclared here\n",
            " inline at::ScalarType \u001b[01;36m\u001b[Kscalar_type\u001b[m\u001b[K(const at::DeprecatedTypeProperties &t) {\n",
            "                       \u001b[01;36m\u001b[K^~~~~~~~~~~\u001b[m\u001b[K\n",
            "x86_64-linux-gnu-g++ -pthread -shared -Wl,-O1 -Wl,-Bsymbolic-functions -Wl,-Bsymbolic-functions -Wl,-z,relro -Wl,-Bsymbolic-functions -Wl,-z,relro -g -fdebug-prefix-map=/build/python3.7-LSlbJj/python3.7-3.7.11=. -fstack-protector-strong -Wformat -Werror=format-security -Wdate-time -D_FORTIFY_SOURCE=2 build/temp.linux-x86_64-3.7/src/nms_cpu.o -L/usr/local/cuda/lib64 -lcudart -o build/lib.linux-x86_64-3.7/nms_cpu.cpython-37m-x86_64-linux-gnu.so\n",
            "copying build/lib.linux-x86_64-3.7/nms_cuda.cpython-37m-x86_64-linux-gnu.so -> \n",
            "copying build/lib.linux-x86_64-3.7/nms_cpu.cpython-37m-x86_64-linux-gnu.so -> \n",
            "Building dcn...\n",
            "running build_ext\n",
            "building 'deform_conv_cuda' extension\n",
            "creating build\n",
            "creating build/temp.linux-x86_64-3.7\n",
            "creating build/temp.linux-x86_64-3.7/src\n",
            "x86_64-linux-gnu-gcc -pthread -Wno-unused-result -Wsign-compare -DNDEBUG -g -fwrapv -O2 -Wall -g -fdebug-prefix-map=/build/python3.7-LSlbJj/python3.7-3.7.11=. -fstack-protector-strong -Wformat -Werror=format-security -g -fdebug-prefix-map=/build/python3.7-LSlbJj/python3.7-3.7.11=. -fstack-protector-strong -Wformat -Werror=format-security -Wdate-time -D_FORTIFY_SOURCE=2 -fPIC -I/usr/local/lib/python3.7/dist-packages/torch/include -I/usr/local/lib/python3.7/dist-packages/torch/include/torch/csrc/api/include -I/usr/local/lib/python3.7/dist-packages/torch/include/TH -I/usr/local/lib/python3.7/dist-packages/torch/include/THC -I/usr/local/cuda/include -I/usr/include/python3.7m -c src/deform_conv_cuda.cpp -o build/temp.linux-x86_64-3.7/src/deform_conv_cuda.o -DTORCH_API_INCLUDE_EXTENSION_H -DTORCH_EXTENSION_NAME=deform_conv_cuda -D_GLIBCXX_USE_CXX11_ABI=0 -std=c++11\n",
            "/usr/local/cuda/bin/nvcc -I/usr/local/lib/python3.7/dist-packages/torch/include -I/usr/local/lib/python3.7/dist-packages/torch/include/torch/csrc/api/include -I/usr/local/lib/python3.7/dist-packages/torch/include/TH -I/usr/local/lib/python3.7/dist-packages/torch/include/THC -I/usr/local/cuda/include -I/usr/include/python3.7m -c src/deform_conv_cuda_kernel.cu -o build/temp.linux-x86_64-3.7/src/deform_conv_cuda_kernel.o -D__CUDA_NO_HALF_OPERATORS__ -D__CUDA_NO_HALF_CONVERSIONS__ -D__CUDA_NO_HALF2_OPERATORS__ --compiler-options '-fPIC' -DTORCH_API_INCLUDE_EXTENSION_H -DTORCH_EXTENSION_NAME=deform_conv_cuda -D_GLIBCXX_USE_CXX11_ABI=0 -std=c++11\n",
            "/usr/local/lib/python3.7/dist-packages/torch/include/ATen/cuda/NumericLimits.cuh(83): warning: calling a constexpr __host__ function(\"from_bits\") from a __host__ __device__ function(\"lowest\") is not allowed. The experimental flag '--expt-relaxed-constexpr' can be used to allow this.\n",
            "\n",
            "/usr/local/lib/python3.7/dist-packages/torch/include/ATen/cuda/NumericLimits.cuh(84): warning: calling a constexpr __host__ function(\"from_bits\") from a __host__ __device__ function(\"max\") is not allowed. The experimental flag '--expt-relaxed-constexpr' can be used to allow this.\n",
            "\n",
            "/usr/local/lib/python3.7/dist-packages/torch/include/ATen/cuda/NumericLimits.cuh(85): warning: calling a constexpr __host__ function(\"from_bits\") from a __host__ __device__ function(\"lower_bound\") is not allowed. The experimental flag '--expt-relaxed-constexpr' can be used to allow this.\n",
            "\n",
            "/usr/local/lib/python3.7/dist-packages/torch/include/ATen/cuda/NumericLimits.cuh(86): warning: calling a constexpr __host__ function(\"from_bits\") from a __host__ __device__ function(\"upper_bound\") is not allowed. The experimental flag '--expt-relaxed-constexpr' can be used to allow this.\n",
            "\n",
            "\u001b[01m\u001b[Ksrc/deform_conv_cuda_kernel.cu:\u001b[m\u001b[K In lambda function:\n",
            "\u001b[01m\u001b[Ksrc/deform_conv_cuda_kernel.cu:258:124:\u001b[m\u001b[K \u001b[01;35m\u001b[Kwarning: \u001b[m\u001b[K‘\u001b[01m\u001b[Kc10::ScalarType detail::scalar_type(const at::DeprecatedTypeProperties&)\u001b[m\u001b[K’ is deprecated [\u001b[01;35m\u001b[K-Wdeprecated-declarations\u001b[m\u001b[K]\n",
            "   AT_DISPATCH_FLOATING_TYPES_AND_HALF(\n",
            "                                                                                                                            \u001b[01;35m\u001b[K^\u001b[m\u001b[K\n",
            "\u001b[01m\u001b[K/usr/local/lib/python3.7/dist-packages/torch/include/ATen/Dispatch.h:47:1:\u001b[m\u001b[K \u001b[01;36m\u001b[Knote: \u001b[m\u001b[Kdeclared here\n",
            " \u001b[01;36m\u001b[Kinline at::\u001b[m\u001b[KScalarType scalar_type(const at::DeprecatedTypeProperties &t) {\n",
            " \u001b[01;36m\u001b[K^~~~~~~~~~~\u001b[m\u001b[K\n",
            "\u001b[01m\u001b[Ksrc/deform_conv_cuda_kernel.cu:\u001b[m\u001b[K In lambda function:\n",
            "\u001b[01m\u001b[Ksrc/deform_conv_cuda_kernel.cu:352:126:\u001b[m\u001b[K \u001b[01;35m\u001b[Kwarning: \u001b[m\u001b[K‘\u001b[01m\u001b[Kc10::ScalarType detail::scalar_type(const at::DeprecatedTypeProperties&)\u001b[m\u001b[K’ is deprecated [\u001b[01;35m\u001b[K-Wdeprecated-declarations\u001b[m\u001b[K]\n",
            "   AT_DISPATCH_FLOATING_TYPES_AND_HALF(\n",
            "                                                                                                                              \u001b[01;35m\u001b[K^\u001b[m\u001b[K\n",
            "\u001b[01m\u001b[K/usr/local/lib/python3.7/dist-packages/torch/include/ATen/Dispatch.h:47:1:\u001b[m\u001b[K \u001b[01;36m\u001b[Knote: \u001b[m\u001b[Kdeclared here\n",
            " \u001b[01;36m\u001b[Kinline at::\u001b[m\u001b[KScalarType scalar_type(const at::DeprecatedTypeProperties &t) {\n",
            " \u001b[01;36m\u001b[K^~~~~~~~~~~\u001b[m\u001b[K\n",
            "\u001b[01m\u001b[Ksrc/deform_conv_cuda_kernel.cu:\u001b[m\u001b[K In lambda function:\n",
            "\u001b[01m\u001b[Ksrc/deform_conv_cuda_kernel.cu:450:126:\u001b[m\u001b[K \u001b[01;35m\u001b[Kwarning: \u001b[m\u001b[K‘\u001b[01m\u001b[Kc10::ScalarType detail::scalar_type(const at::DeprecatedTypeProperties&)\u001b[m\u001b[K’ is deprecated [\u001b[01;35m\u001b[K-Wdeprecated-declarations\u001b[m\u001b[K]\n",
            "   AT_DISPATCH_FLOATING_TYPES_AND_HALF(\n",
            "                                                                                                                              \u001b[01;35m\u001b[K^\u001b[m\u001b[K\n",
            "\u001b[01m\u001b[K/usr/local/lib/python3.7/dist-packages/torch/include/ATen/Dispatch.h:47:1:\u001b[m\u001b[K \u001b[01;36m\u001b[Knote: \u001b[m\u001b[Kdeclared here\n",
            " \u001b[01;36m\u001b[Kinline at::\u001b[m\u001b[KScalarType scalar_type(const at::DeprecatedTypeProperties &t) {\n",
            " \u001b[01;36m\u001b[K^~~~~~~~~~~\u001b[m\u001b[K\n",
            "\u001b[01m\u001b[Ksrc/deform_conv_cuda_kernel.cu:\u001b[m\u001b[K In lambda function:\n",
            "\u001b[01m\u001b[Ksrc/deform_conv_cuda_kernel.cu:780:124:\u001b[m\u001b[K \u001b[01;35m\u001b[Kwarning: \u001b[m\u001b[K‘\u001b[01m\u001b[Kc10::ScalarType detail::scalar_type(const at::DeprecatedTypeProperties&)\u001b[m\u001b[K’ is deprecated [\u001b[01;35m\u001b[K-Wdeprecated-declarations\u001b[m\u001b[K]\n",
            "   AT_DISPATCH_FLOATING_TYPES_AND_HALF(\n",
            "                                                                                                                            \u001b[01;35m\u001b[K^\u001b[m\u001b[K\n",
            "\u001b[01m\u001b[K/usr/local/lib/python3.7/dist-packages/torch/include/ATen/Dispatch.h:47:1:\u001b[m\u001b[K \u001b[01;36m\u001b[Knote: \u001b[m\u001b[Kdeclared here\n",
            " \u001b[01;36m\u001b[Kinline at::\u001b[m\u001b[KScalarType scalar_type(const at::DeprecatedTypeProperties &t) {\n",
            " \u001b[01;36m\u001b[K^~~~~~~~~~~\u001b[m\u001b[K\n",
            "\u001b[01m\u001b[Ksrc/deform_conv_cuda_kernel.cu:\u001b[m\u001b[K In lambda function:\n",
            "\u001b[01m\u001b[Ksrc/deform_conv_cuda_kernel.cu:812:126:\u001b[m\u001b[K \u001b[01;35m\u001b[Kwarning: \u001b[m\u001b[K‘\u001b[01m\u001b[Kc10::ScalarType detail::scalar_type(const at::DeprecatedTypeProperties&)\u001b[m\u001b[K’ is deprecated [\u001b[01;35m\u001b[K-Wdeprecated-declarations\u001b[m\u001b[K]\n",
            "   AT_DISPATCH_FLOATING_TYPES_AND_HALF(\n",
            "                                                                                                                              \u001b[01;35m\u001b[K^\u001b[m\u001b[K\n",
            "\u001b[01m\u001b[K/usr/local/lib/python3.7/dist-packages/torch/include/ATen/Dispatch.h:47:1:\u001b[m\u001b[K \u001b[01;36m\u001b[Knote: \u001b[m\u001b[Kdeclared here\n",
            " \u001b[01;36m\u001b[Kinline at::\u001b[m\u001b[KScalarType scalar_type(const at::DeprecatedTypeProperties &t) {\n",
            " \u001b[01;36m\u001b[K^~~~~~~~~~~\u001b[m\u001b[K\n",
            "\u001b[01m\u001b[Ksrc/deform_conv_cuda_kernel.cu:\u001b[m\u001b[K In lambda function:\n",
            "\u001b[01m\u001b[Ksrc/deform_conv_cuda_kernel.cu:845:126:\u001b[m\u001b[K \u001b[01;35m\u001b[Kwarning: \u001b[m\u001b[K‘\u001b[01m\u001b[Kc10::ScalarType detail::scalar_type(const at::DeprecatedTypeProperties&)\u001b[m\u001b[K’ is deprecated [\u001b[01;35m\u001b[K-Wdeprecated-declarations\u001b[m\u001b[K]\n",
            "   AT_DISPATCH_FLOATING_TYPES_AND_HALF(\n",
            "                                                                                                                              \u001b[01;35m\u001b[K^\u001b[m\u001b[K\n",
            "\u001b[01m\u001b[K/usr/local/lib/python3.7/dist-packages/torch/include/ATen/Dispatch.h:47:1:\u001b[m\u001b[K \u001b[01;36m\u001b[Knote: \u001b[m\u001b[Kdeclared here\n",
            " \u001b[01;36m\u001b[Kinline at::\u001b[m\u001b[KScalarType scalar_type(const at::DeprecatedTypeProperties &t) {\n",
            " \u001b[01;36m\u001b[K^~~~~~~~~~~\u001b[m\u001b[K\n",
            "creating build/lib.linux-x86_64-3.7\n",
            "x86_64-linux-gnu-g++ -pthread -shared -Wl,-O1 -Wl,-Bsymbolic-functions -Wl,-Bsymbolic-functions -Wl,-z,relro -Wl,-Bsymbolic-functions -Wl,-z,relro -g -fdebug-prefix-map=/build/python3.7-LSlbJj/python3.7-3.7.11=. -fstack-protector-strong -Wformat -Werror=format-security -Wdate-time -D_FORTIFY_SOURCE=2 build/temp.linux-x86_64-3.7/src/deform_conv_cuda.o build/temp.linux-x86_64-3.7/src/deform_conv_cuda_kernel.o -L/usr/local/cuda/lib64 -lcudart -o build/lib.linux-x86_64-3.7/deform_conv_cuda.cpython-37m-x86_64-linux-gnu.so\n",
            "building 'deform_pool_cuda' extension\n",
            "x86_64-linux-gnu-gcc -pthread -Wno-unused-result -Wsign-compare -DNDEBUG -g -fwrapv -O2 -Wall -g -fdebug-prefix-map=/build/python3.7-LSlbJj/python3.7-3.7.11=. -fstack-protector-strong -Wformat -Werror=format-security -g -fdebug-prefix-map=/build/python3.7-LSlbJj/python3.7-3.7.11=. -fstack-protector-strong -Wformat -Werror=format-security -Wdate-time -D_FORTIFY_SOURCE=2 -fPIC -I/usr/local/lib/python3.7/dist-packages/torch/include -I/usr/local/lib/python3.7/dist-packages/torch/include/torch/csrc/api/include -I/usr/local/lib/python3.7/dist-packages/torch/include/TH -I/usr/local/lib/python3.7/dist-packages/torch/include/THC -I/usr/local/cuda/include -I/usr/include/python3.7m -c src/deform_pool_cuda.cpp -o build/temp.linux-x86_64-3.7/src/deform_pool_cuda.o -DTORCH_API_INCLUDE_EXTENSION_H -DTORCH_EXTENSION_NAME=deform_pool_cuda -D_GLIBCXX_USE_CXX11_ABI=0 -std=c++11\n",
            "/usr/local/cuda/bin/nvcc -I/usr/local/lib/python3.7/dist-packages/torch/include -I/usr/local/lib/python3.7/dist-packages/torch/include/torch/csrc/api/include -I/usr/local/lib/python3.7/dist-packages/torch/include/TH -I/usr/local/lib/python3.7/dist-packages/torch/include/THC -I/usr/local/cuda/include -I/usr/include/python3.7m -c src/deform_pool_cuda_kernel.cu -o build/temp.linux-x86_64-3.7/src/deform_pool_cuda_kernel.o -D__CUDA_NO_HALF_OPERATORS__ -D__CUDA_NO_HALF_CONVERSIONS__ -D__CUDA_NO_HALF2_OPERATORS__ --compiler-options '-fPIC' -DTORCH_API_INCLUDE_EXTENSION_H -DTORCH_EXTENSION_NAME=deform_pool_cuda -D_GLIBCXX_USE_CXX11_ABI=0 -std=c++11\n",
            "/usr/local/lib/python3.7/dist-packages/torch/include/ATen/cuda/NumericLimits.cuh(83): warning: calling a constexpr __host__ function(\"from_bits\") from a __host__ __device__ function(\"lowest\") is not allowed. The experimental flag '--expt-relaxed-constexpr' can be used to allow this.\n",
            "\n",
            "/usr/local/lib/python3.7/dist-packages/torch/include/ATen/cuda/NumericLimits.cuh(84): warning: calling a constexpr __host__ function(\"from_bits\") from a __host__ __device__ function(\"max\") is not allowed. The experimental flag '--expt-relaxed-constexpr' can be used to allow this.\n",
            "\n",
            "/usr/local/lib/python3.7/dist-packages/torch/include/ATen/cuda/NumericLimits.cuh(85): warning: calling a constexpr __host__ function(\"from_bits\") from a __host__ __device__ function(\"lower_bound\") is not allowed. The experimental flag '--expt-relaxed-constexpr' can be used to allow this.\n",
            "\n",
            "/usr/local/lib/python3.7/dist-packages/torch/include/ATen/cuda/NumericLimits.cuh(86): warning: calling a constexpr __host__ function(\"from_bits\") from a __host__ __device__ function(\"upper_bound\") is not allowed. The experimental flag '--expt-relaxed-constexpr' can be used to allow this.\n",
            "\n",
            "\u001b[01m\u001b[Ksrc/deform_pool_cuda_kernel.cu:\u001b[m\u001b[K In lambda function:\n",
            "\u001b[01m\u001b[Ksrc/deform_pool_cuda_kernel.cu:291:118:\u001b[m\u001b[K \u001b[01;35m\u001b[Kwarning: \u001b[m\u001b[K‘\u001b[01m\u001b[Kc10::ScalarType detail::scalar_type(const at::DeprecatedTypeProperties&)\u001b[m\u001b[K’ is deprecated [\u001b[01;35m\u001b[K-Wdeprecated-declarations\u001b[m\u001b[K]\n",
            "   AT_DISPATCH_FLOATING_TYPES_AND_HALF(\n",
            "                                                                                                                      \u001b[01;35m\u001b[K^\u001b[m\u001b[K\n",
            "\u001b[01m\u001b[K/usr/local/lib/python3.7/dist-packages/torch/include/ATen/Dispatch.h:47:1:\u001b[m\u001b[K \u001b[01;36m\u001b[Knote: \u001b[m\u001b[Kdeclared here\n",
            " \u001b[01;36m\u001b[Kinline at::\u001b[m\u001b[KScalarType scalar_type(const at::DeprecatedTypeProperties &t) {\n",
            " \u001b[01;36m\u001b[K^~~~~~~~~~~\u001b[m\u001b[K\n",
            "\u001b[01m\u001b[Ksrc/deform_pool_cuda_kernel.cu:\u001b[m\u001b[K In lambda function:\n",
            "\u001b[01m\u001b[Ksrc/deform_pool_cuda_kernel.cu:342:126:\u001b[m\u001b[K \u001b[01;35m\u001b[Kwarning: \u001b[m\u001b[K‘\u001b[01m\u001b[Kc10::ScalarType detail::scalar_type(const at::DeprecatedTypeProperties&)\u001b[m\u001b[K’ is deprecated [\u001b[01;35m\u001b[K-Wdeprecated-declarations\u001b[m\u001b[K]\n",
            "   AT_DISPATCH_FLOATING_TYPES_AND_HALF(\n",
            "                                                                                                                              \u001b[01;35m\u001b[K^\u001b[m\u001b[K\n",
            "\u001b[01m\u001b[K/usr/local/lib/python3.7/dist-packages/torch/include/ATen/Dispatch.h:47:1:\u001b[m\u001b[K \u001b[01;36m\u001b[Knote: \u001b[m\u001b[Kdeclared here\n",
            " \u001b[01;36m\u001b[Kinline at::\u001b[m\u001b[KScalarType scalar_type(const at::DeprecatedTypeProperties &t) {\n",
            " \u001b[01;36m\u001b[K^~~~~~~~~~~\u001b[m\u001b[K\n",
            "x86_64-linux-gnu-g++ -pthread -shared -Wl,-O1 -Wl,-Bsymbolic-functions -Wl,-Bsymbolic-functions -Wl,-z,relro -Wl,-Bsymbolic-functions -Wl,-z,relro -g -fdebug-prefix-map=/build/python3.7-LSlbJj/python3.7-3.7.11=. -fstack-protector-strong -Wformat -Werror=format-security -Wdate-time -D_FORTIFY_SOURCE=2 build/temp.linux-x86_64-3.7/src/deform_pool_cuda.o build/temp.linux-x86_64-3.7/src/deform_pool_cuda_kernel.o -L/usr/local/cuda/lib64 -lcudart -o build/lib.linux-x86_64-3.7/deform_pool_cuda.cpython-37m-x86_64-linux-gnu.so\n",
            "copying build/lib.linux-x86_64-3.7/deform_conv_cuda.cpython-37m-x86_64-linux-gnu.so -> \n",
            "copying build/lib.linux-x86_64-3.7/deform_pool_cuda.cpython-37m-x86_64-linux-gnu.so -> \n",
            "Building sigmoid focal loss op...\n",
            "running build_ext\n",
            "building 'sigmoid_focal_loss_cuda' extension\n",
            "creating build\n",
            "creating build/temp.linux-x86_64-3.7\n",
            "creating build/temp.linux-x86_64-3.7/src\n",
            "x86_64-linux-gnu-gcc -pthread -Wno-unused-result -Wsign-compare -DNDEBUG -g -fwrapv -O2 -Wall -g -fdebug-prefix-map=/build/python3.7-LSlbJj/python3.7-3.7.11=. -fstack-protector-strong -Wformat -Werror=format-security -g -fdebug-prefix-map=/build/python3.7-LSlbJj/python3.7-3.7.11=. -fstack-protector-strong -Wformat -Werror=format-security -Wdate-time -D_FORTIFY_SOURCE=2 -fPIC -I/usr/local/lib/python3.7/dist-packages/torch/include -I/usr/local/lib/python3.7/dist-packages/torch/include/torch/csrc/api/include -I/usr/local/lib/python3.7/dist-packages/torch/include/TH -I/usr/local/lib/python3.7/dist-packages/torch/include/THC -I/usr/local/cuda/include -I/usr/include/python3.7m -c src/sigmoid_focal_loss.cpp -o build/temp.linux-x86_64-3.7/src/sigmoid_focal_loss.o -DTORCH_API_INCLUDE_EXTENSION_H -DTORCH_EXTENSION_NAME=sigmoid_focal_loss_cuda -D_GLIBCXX_USE_CXX11_ABI=0 -std=c++11\n",
            "\u001b[01m\u001b[Ksrc/sigmoid_focal_loss.cpp:\u001b[m\u001b[K In function ‘\u001b[01m\u001b[Kat::Tensor SigmoidFocalLoss_forward(const at::Tensor&, const at::Tensor&, int, float, float)\u001b[m\u001b[K’:\n",
            "\u001b[01m\u001b[Ksrc/sigmoid_focal_loss.cpp:25:1:\u001b[m\u001b[K \u001b[01;35m\u001b[Kwarning: \u001b[m\u001b[Kcontrol reaches end of non-void function [\u001b[01;35m\u001b[K-Wreturn-type\u001b[m\u001b[K]\n",
            " \u001b[01;35m\u001b[K}\u001b[m\u001b[K\n",
            " \u001b[01;35m\u001b[K^\u001b[m\u001b[K\n",
            "\u001b[01m\u001b[Ksrc/sigmoid_focal_loss.cpp:\u001b[m\u001b[K In function ‘\u001b[01m\u001b[Kat::Tensor SigmoidFocalLoss_backward(const at::Tensor&, const at::Tensor&, const at::Tensor&, int, float, float)\u001b[m\u001b[K’:\n",
            "\u001b[01m\u001b[Ksrc/sigmoid_focal_loss.cpp:36:1:\u001b[m\u001b[K \u001b[01;35m\u001b[Kwarning: \u001b[m\u001b[Kcontrol reaches end of non-void function [\u001b[01;35m\u001b[K-Wreturn-type\u001b[m\u001b[K]\n",
            " \u001b[01;35m\u001b[K}\u001b[m\u001b[K\n",
            " \u001b[01;35m\u001b[K^\u001b[m\u001b[K\n",
            "/usr/local/cuda/bin/nvcc -I/usr/local/lib/python3.7/dist-packages/torch/include -I/usr/local/lib/python3.7/dist-packages/torch/include/torch/csrc/api/include -I/usr/local/lib/python3.7/dist-packages/torch/include/TH -I/usr/local/lib/python3.7/dist-packages/torch/include/THC -I/usr/local/cuda/include -I/usr/include/python3.7m -c src/sigmoid_focal_loss_cuda.cu -o build/temp.linux-x86_64-3.7/src/sigmoid_focal_loss_cuda.o -D__CUDA_NO_HALF_OPERATORS__ -D__CUDA_NO_HALF_CONVERSIONS__ -D__CUDA_NO_HALF2_OPERATORS__ --compiler-options '-fPIC' -DTORCH_API_INCLUDE_EXTENSION_H -DTORCH_EXTENSION_NAME=sigmoid_focal_loss_cuda -D_GLIBCXX_USE_CXX11_ABI=0 -std=c++11\n",
            "/usr/local/lib/python3.7/dist-packages/torch/include/ATen/cuda/NumericLimits.cuh(83): warning: calling a constexpr __host__ function(\"from_bits\") from a __host__ __device__ function(\"lowest\") is not allowed. The experimental flag '--expt-relaxed-constexpr' can be used to allow this.\n",
            "\n",
            "/usr/local/lib/python3.7/dist-packages/torch/include/ATen/cuda/NumericLimits.cuh(84): warning: calling a constexpr __host__ function(\"from_bits\") from a __host__ __device__ function(\"max\") is not allowed. The experimental flag '--expt-relaxed-constexpr' can be used to allow this.\n",
            "\n",
            "/usr/local/lib/python3.7/dist-packages/torch/include/ATen/cuda/NumericLimits.cuh(85): warning: calling a constexpr __host__ function(\"from_bits\") from a __host__ __device__ function(\"lower_bound\") is not allowed. The experimental flag '--expt-relaxed-constexpr' can be used to allow this.\n",
            "\n",
            "/usr/local/lib/python3.7/dist-packages/torch/include/ATen/cuda/NumericLimits.cuh(86): warning: calling a constexpr __host__ function(\"from_bits\") from a __host__ __device__ function(\"upper_bound\") is not allowed. The experimental flag '--expt-relaxed-constexpr' can be used to allow this.\n",
            "\n",
            "\u001b[01m\u001b[Ksrc/sigmoid_focal_loss_cuda.cu:\u001b[m\u001b[K In lambda function:\n",
            "\u001b[01m\u001b[Ksrc/sigmoid_focal_loss_cuda.cu:120:122:\u001b[m\u001b[K \u001b[01;35m\u001b[Kwarning: \u001b[m\u001b[K‘\u001b[01m\u001b[Kc10::ScalarType detail::scalar_type(const at::DeprecatedTypeProperties&)\u001b[m\u001b[K’ is deprecated [\u001b[01;35m\u001b[K-Wdeprecated-declarations\u001b[m\u001b[K]\n",
            "   AT_DISPATCH_FLOATING_TYPES_AND_HALF(\n",
            "                                                                                                                          \u001b[01;35m\u001b[K^\u001b[m\u001b[K\n",
            "\u001b[01m\u001b[K/usr/local/lib/python3.7/dist-packages/torch/include/ATen/Dispatch.h:47:1:\u001b[m\u001b[K \u001b[01;36m\u001b[Knote: \u001b[m\u001b[Kdeclared here\n",
            " \u001b[01;36m\u001b[Kinline at::\u001b[m\u001b[KScalarType scalar_type(const at::DeprecatedTypeProperties &t) {\n",
            " \u001b[01;36m\u001b[K^~~~~~~~~~~\u001b[m\u001b[K\n",
            "\u001b[01m\u001b[Ksrc/sigmoid_focal_loss_cuda.cu:\u001b[m\u001b[K In lambda function:\n",
            "\u001b[01m\u001b[Ksrc/sigmoid_focal_loss_cuda.cu:158:122:\u001b[m\u001b[K \u001b[01;35m\u001b[Kwarning: \u001b[m\u001b[K‘\u001b[01m\u001b[Kc10::ScalarType detail::scalar_type(const at::DeprecatedTypeProperties&)\u001b[m\u001b[K’ is deprecated [\u001b[01;35m\u001b[K-Wdeprecated-declarations\u001b[m\u001b[K]\n",
            "   AT_DISPATCH_FLOATING_TYPES_AND_HALF(\n",
            "                                                                                                                          \u001b[01;35m\u001b[K^\u001b[m\u001b[K\n",
            "\u001b[01m\u001b[K/usr/local/lib/python3.7/dist-packages/torch/include/ATen/Dispatch.h:47:1:\u001b[m\u001b[K \u001b[01;36m\u001b[Knote: \u001b[m\u001b[Kdeclared here\n",
            " \u001b[01;36m\u001b[Kinline at::\u001b[m\u001b[KScalarType scalar_type(const at::DeprecatedTypeProperties &t) {\n",
            " \u001b[01;36m\u001b[K^~~~~~~~~~~\u001b[m\u001b[K\n",
            "creating build/lib.linux-x86_64-3.7\n",
            "x86_64-linux-gnu-g++ -pthread -shared -Wl,-O1 -Wl,-Bsymbolic-functions -Wl,-Bsymbolic-functions -Wl,-z,relro -Wl,-Bsymbolic-functions -Wl,-z,relro -g -fdebug-prefix-map=/build/python3.7-LSlbJj/python3.7-3.7.11=. -fstack-protector-strong -Wformat -Werror=format-security -Wdate-time -D_FORTIFY_SOURCE=2 build/temp.linux-x86_64-3.7/src/sigmoid_focal_loss.o build/temp.linux-x86_64-3.7/src/sigmoid_focal_loss_cuda.o -L/usr/local/cuda/lib64 -lcudart -o build/lib.linux-x86_64-3.7/sigmoid_focal_loss_cuda.cpython-37m-x86_64-linux-gnu.so\n",
            "copying build/lib.linux-x86_64-3.7/sigmoid_focal_loss_cuda.cpython-37m-x86_64-linux-gnu.so -> \n",
            "Building masked conv op...\n",
            "running build_ext\n",
            "building 'masked_conv2d_cuda' extension\n",
            "creating build\n",
            "creating build/temp.linux-x86_64-3.7\n",
            "creating build/temp.linux-x86_64-3.7/src\n",
            "x86_64-linux-gnu-gcc -pthread -Wno-unused-result -Wsign-compare -DNDEBUG -g -fwrapv -O2 -Wall -g -fdebug-prefix-map=/build/python3.7-LSlbJj/python3.7-3.7.11=. -fstack-protector-strong -Wformat -Werror=format-security -g -fdebug-prefix-map=/build/python3.7-LSlbJj/python3.7-3.7.11=. -fstack-protector-strong -Wformat -Werror=format-security -Wdate-time -D_FORTIFY_SOURCE=2 -fPIC -I/usr/local/lib/python3.7/dist-packages/torch/include -I/usr/local/lib/python3.7/dist-packages/torch/include/torch/csrc/api/include -I/usr/local/lib/python3.7/dist-packages/torch/include/TH -I/usr/local/lib/python3.7/dist-packages/torch/include/THC -I/usr/local/cuda/include -I/usr/include/python3.7m -c src/masked_conv2d_cuda.cpp -o build/temp.linux-x86_64-3.7/src/masked_conv2d_cuda.o -DTORCH_API_INCLUDE_EXTENSION_H -DTORCH_EXTENSION_NAME=masked_conv2d_cuda -D_GLIBCXX_USE_CXX11_ABI=0 -std=c++11\n",
            "/usr/local/cuda/bin/nvcc -I/usr/local/lib/python3.7/dist-packages/torch/include -I/usr/local/lib/python3.7/dist-packages/torch/include/torch/csrc/api/include -I/usr/local/lib/python3.7/dist-packages/torch/include/TH -I/usr/local/lib/python3.7/dist-packages/torch/include/THC -I/usr/local/cuda/include -I/usr/include/python3.7m -c src/masked_conv2d_kernel.cu -o build/temp.linux-x86_64-3.7/src/masked_conv2d_kernel.o -D__CUDA_NO_HALF_OPERATORS__ -D__CUDA_NO_HALF_CONVERSIONS__ -D__CUDA_NO_HALF2_OPERATORS__ --compiler-options '-fPIC' -DTORCH_API_INCLUDE_EXTENSION_H -DTORCH_EXTENSION_NAME=masked_conv2d_cuda -D_GLIBCXX_USE_CXX11_ABI=0 -std=c++11\n",
            "/usr/local/lib/python3.7/dist-packages/torch/include/ATen/cuda/NumericLimits.cuh(83): warning: calling a constexpr __host__ function(\"from_bits\") from a __host__ __device__ function(\"lowest\") is not allowed. The experimental flag '--expt-relaxed-constexpr' can be used to allow this.\n",
            "\n",
            "/usr/local/lib/python3.7/dist-packages/torch/include/ATen/cuda/NumericLimits.cuh(84): warning: calling a constexpr __host__ function(\"from_bits\") from a __host__ __device__ function(\"max\") is not allowed. The experimental flag '--expt-relaxed-constexpr' can be used to allow this.\n",
            "\n",
            "/usr/local/lib/python3.7/dist-packages/torch/include/ATen/cuda/NumericLimits.cuh(85): warning: calling a constexpr __host__ function(\"from_bits\") from a __host__ __device__ function(\"lower_bound\") is not allowed. The experimental flag '--expt-relaxed-constexpr' can be used to allow this.\n",
            "\n",
            "/usr/local/lib/python3.7/dist-packages/torch/include/ATen/cuda/NumericLimits.cuh(86): warning: calling a constexpr __host__ function(\"from_bits\") from a __host__ __device__ function(\"upper_bound\") is not allowed. The experimental flag '--expt-relaxed-constexpr' can be used to allow this.\n",
            "\n",
            "\u001b[01m\u001b[Ksrc/masked_conv2d_kernel.cu:\u001b[m\u001b[K In lambda function:\n",
            "\u001b[01m\u001b[Ksrc/masked_conv2d_kernel.cu:59:132:\u001b[m\u001b[K \u001b[01;35m\u001b[Kwarning: \u001b[m\u001b[K‘\u001b[01m\u001b[Kc10::ScalarType detail::scalar_type(const at::DeprecatedTypeProperties&)\u001b[m\u001b[K’ is deprecated [\u001b[01;35m\u001b[K-Wdeprecated-declarations\u001b[m\u001b[K]\n",
            "   AT_DISPATCH_FLOATING_TYPES_AND_HALF(\n",
            "                                                                                                                                    \u001b[01;35m\u001b[K^\u001b[m\u001b[K\n",
            "\u001b[01m\u001b[K/usr/local/lib/python3.7/dist-packages/torch/include/ATen/Dispatch.h:47:1:\u001b[m\u001b[K \u001b[01;36m\u001b[Knote: \u001b[m\u001b[Kdeclared here\n",
            " \u001b[01;36m\u001b[Kinline at::\u001b[m\u001b[KScalarType scalar_type(const at::DeprecatedTypeProperties &t) {\n",
            " \u001b[01;36m\u001b[K^~~~~~~~~~~\u001b[m\u001b[K\n",
            "\u001b[01m\u001b[Ksrc/masked_conv2d_kernel.cu:\u001b[m\u001b[K In lambda function:\n",
            "\u001b[01m\u001b[Ksrc/masked_conv2d_kernel.cu:99:132:\u001b[m\u001b[K \u001b[01;35m\u001b[Kwarning: \u001b[m\u001b[K‘\u001b[01m\u001b[Kc10::ScalarType detail::scalar_type(const at::DeprecatedTypeProperties&)\u001b[m\u001b[K’ is deprecated [\u001b[01;35m\u001b[K-Wdeprecated-declarations\u001b[m\u001b[K]\n",
            "   AT_DISPATCH_FLOATING_TYPES_AND_HALF(\n",
            "                                                                                                                                    \u001b[01;35m\u001b[K^\u001b[m\u001b[K\n",
            "\u001b[01m\u001b[K/usr/local/lib/python3.7/dist-packages/torch/include/ATen/Dispatch.h:47:1:\u001b[m\u001b[K \u001b[01;36m\u001b[Knote: \u001b[m\u001b[Kdeclared here\n",
            " \u001b[01;36m\u001b[Kinline at::\u001b[m\u001b[KScalarType scalar_type(const at::DeprecatedTypeProperties &t) {\n",
            " \u001b[01;36m\u001b[K^~~~~~~~~~~\u001b[m\u001b[K\n",
            "creating build/lib.linux-x86_64-3.7\n",
            "x86_64-linux-gnu-g++ -pthread -shared -Wl,-O1 -Wl,-Bsymbolic-functions -Wl,-Bsymbolic-functions -Wl,-z,relro -Wl,-Bsymbolic-functions -Wl,-z,relro -g -fdebug-prefix-map=/build/python3.7-LSlbJj/python3.7-3.7.11=. -fstack-protector-strong -Wformat -Werror=format-security -Wdate-time -D_FORTIFY_SOURCE=2 build/temp.linux-x86_64-3.7/src/masked_conv2d_cuda.o build/temp.linux-x86_64-3.7/src/masked_conv2d_kernel.o -L/usr/local/cuda/lib64 -lcudart -o build/lib.linux-x86_64-3.7/masked_conv2d_cuda.cpython-37m-x86_64-linux-gnu.so\n",
            "copying build/lib.linux-x86_64-3.7/masked_conv2d_cuda.cpython-37m-x86_64-linux-gnu.so -> \n",
            "Building poly_nms op...\n",
            "running build_ext\n",
            "building 'poly_nms_cuda' extension\n",
            "creating build\n",
            "creating build/temp.linux-x86_64-3.7\n",
            "creating build/temp.linux-x86_64-3.7/src\n",
            "x86_64-linux-gnu-gcc -pthread -Wno-unused-result -Wsign-compare -DNDEBUG -g -fwrapv -O2 -Wall -g -fdebug-prefix-map=/build/python3.7-LSlbJj/python3.7-3.7.11=. -fstack-protector-strong -Wformat -Werror=format-security -g -fdebug-prefix-map=/build/python3.7-LSlbJj/python3.7-3.7.11=. -fstack-protector-strong -Wformat -Werror=format-security -Wdate-time -D_FORTIFY_SOURCE=2 -fPIC -I/usr/local/lib/python3.7/dist-packages/torch/include -I/usr/local/lib/python3.7/dist-packages/torch/include/torch/csrc/api/include -I/usr/local/lib/python3.7/dist-packages/torch/include/TH -I/usr/local/lib/python3.7/dist-packages/torch/include/THC -I/usr/local/cuda/include -I/usr/include/python3.7m -c src/poly_nms_cuda.cpp -o build/temp.linux-x86_64-3.7/src/poly_nms_cuda.o -DTORCH_API_INCLUDE_EXTENSION_H -DTORCH_EXTENSION_NAME=poly_nms_cuda -D_GLIBCXX_USE_CXX11_ABI=0 -std=c++11\n",
            "/usr/local/cuda/bin/nvcc -I/usr/local/lib/python3.7/dist-packages/torch/include -I/usr/local/lib/python3.7/dist-packages/torch/include/torch/csrc/api/include -I/usr/local/lib/python3.7/dist-packages/torch/include/TH -I/usr/local/lib/python3.7/dist-packages/torch/include/THC -I/usr/local/cuda/include -I/usr/include/python3.7m -c src/poly_nms_kernel.cu -o build/temp.linux-x86_64-3.7/src/poly_nms_kernel.o -D__CUDA_NO_HALF_OPERATORS__ -D__CUDA_NO_HALF_CONVERSIONS__ -D__CUDA_NO_HALF2_OPERATORS__ --compiler-options '-fPIC' -DTORCH_API_INCLUDE_EXTENSION_H -DTORCH_EXTENSION_NAME=poly_nms_cuda -D_GLIBCXX_USE_CXX11_ABI=0 -std=c++11\n",
            "creating build/lib.linux-x86_64-3.7\n",
            "x86_64-linux-gnu-g++ -pthread -shared -Wl,-O1 -Wl,-Bsymbolic-functions -Wl,-Bsymbolic-functions -Wl,-z,relro -Wl,-Bsymbolic-functions -Wl,-z,relro -g -fdebug-prefix-map=/build/python3.7-LSlbJj/python3.7-3.7.11=. -fstack-protector-strong -Wformat -Werror=format-security -Wdate-time -D_FORTIFY_SOURCE=2 build/temp.linux-x86_64-3.7/src/poly_nms_cuda.o build/temp.linux-x86_64-3.7/src/poly_nms_kernel.o -L/usr/local/cuda/lib64 -lcudart -o build/lib.linux-x86_64-3.7/poly_nms_cuda.cpython-37m-x86_64-linux-gnu.so\n",
            "copying build/lib.linux-x86_64-3.7/poly_nms_cuda.cpython-37m-x86_64-linux-gnu.so -> \n",
            "Building cpu_nms...\n",
            "running build_ext\n",
            "skipping 'bbox.c' Cython extension (up-to-date)\n",
            "building 'bbox' extension\n",
            "creating build\n",
            "creating build/temp.linux-x86_64-3.7\n",
            "x86_64-linux-gnu-gcc -pthread -Wno-unused-result -Wsign-compare -DNDEBUG -g -fwrapv -O2 -Wall -g -fdebug-prefix-map=/build/python3.7-LSlbJj/python3.7-3.7.11=. -fstack-protector-strong -Wformat -Werror=format-security -g -fdebug-prefix-map=/build/python3.7-LSlbJj/python3.7-3.7.11=. -fstack-protector-strong -Wformat -Werror=format-security -Wdate-time -D_FORTIFY_SOURCE=2 -fPIC -I/usr/local/lib/python3.7/dist-packages/numpy/core/include -I/usr/include/python3.7m -c bbox.c -o build/temp.linux-x86_64-3.7/bbox.o -Wno-cpp -Wno-unused-function\n",
            "x86_64-linux-gnu-gcc -pthread -shared -Wl,-O1 -Wl,-Bsymbolic-functions -Wl,-Bsymbolic-functions -Wl,-z,relro -Wl,-Bsymbolic-functions -Wl,-z,relro -g -fdebug-prefix-map=/build/python3.7-LSlbJj/python3.7-3.7.11=. -fstack-protector-strong -Wformat -Werror=format-security -Wdate-time -D_FORTIFY_SOURCE=2 build/temp.linux-x86_64-3.7/bbox.o -o /content/ReDet/mmdet/core/bbox/bbox.cpython-37m-x86_64-linux-gnu.so\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "ULAHXBESugF4",
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "outputId": "14664a92-d775-406f-84b0-affc2a6e7d17"
      },
      "source": [
        "!python setup.py develop\n",
        "# !pip install -e ."
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "running develop\n",
            "running egg_info\n",
            "creating mmdet.egg-info\n",
            "writing mmdet.egg-info/PKG-INFO\n",
            "writing dependency_links to mmdet.egg-info/dependency_links.txt\n",
            "writing requirements to mmdet.egg-info/requires.txt\n",
            "writing top-level names to mmdet.egg-info/top_level.txt\n",
            "writing manifest file 'mmdet.egg-info/SOURCES.txt'\n",
            "adding license file 'LICENSE'\n",
            "writing manifest file 'mmdet.egg-info/SOURCES.txt'\n",
            "running build_ext\n",
            "Creating /usr/local/lib/python3.7/dist-packages/mmdet.egg-link (link to .)\n",
            "Adding mmdet 0.6.0+0b9addf to easy-install.pth file\n",
            "\n",
            "Installed /content/ReDet\n",
            "Processing dependencies for mmdet==0.6.0+0b9addf\n",
            "Searching for e2cnn\n",
            "Reading https://pypi.org/simple/e2cnn/\n",
            "Downloading https://files.pythonhosted.org/packages/c7/8d/722bc9fdecf8474da375d8e98a11e18f3cc6c843a0abcc171a8a3fb4db47/e2cnn-0.1.9-py3-none-any.whl#sha256=56aadd0dcc4799d748f5ac6ccedb08dbe76d8e68d06444453139024b9a725549\n",
            "Best match: e2cnn 0.1.9\n",
            "Processing e2cnn-0.1.9-py3-none-any.whl\n",
            "Installing e2cnn-0.1.9-py3-none-any.whl to /usr/local/lib/python3.7/dist-packages\n",
            "Adding e2cnn 0.1.9 to easy-install.pth file\n",
            "\n",
            "Installed /usr/local/lib/python3.7/dist-packages/e2cnn-0.1.9-py3.7.egg\n",
            "Searching for terminaltables\n",
            "Reading https://pypi.org/simple/terminaltables/\n",
            "Downloading https://files.pythonhosted.org/packages/9b/c4/4a21174f32f8a7e1104798c445dacdc1d4df86f2f26722767034e4de4bff/terminaltables-3.1.0.tar.gz#sha256=f3eb0eb92e3833972ac36796293ca0906e998dc3be91fbe1f8615b331b853b81\n",
            "Best match: terminaltables 3.1.0\n",
            "Processing terminaltables-3.1.0.tar.gz\n",
            "Writing /tmp/easy_install-jbmejbgr/terminaltables-3.1.0/setup.cfg\n",
            "Running terminaltables-3.1.0/setup.py -q bdist_egg --dist-dir /tmp/easy_install-jbmejbgr/terminaltables-3.1.0/egg-dist-tmp-1t_gj0p_\n",
            "Moving terminaltables-3.1.0-py3.7.egg to /usr/local/lib/python3.7/dist-packages\n",
            "Adding terminaltables 3.1.0 to easy-install.pth file\n",
            "\n",
            "Installed /usr/local/lib/python3.7/dist-packages/terminaltables-3.1.0-py3.7.egg\n",
            "Searching for pillow==6.2.2\n",
            "Reading https://pypi.org/simple/pillow/\n",
            "Downloading https://files.pythonhosted.org/packages/c3/3f/03375124676ab49ca6e6917c0f1f663afb8354d5d24e12f4fe4587a39ae2/Pillow-6.2.2-cp37-cp37m-manylinux1_x86_64.whl#sha256=c424d35a5259be559b64490d0fd9e03fba81f1ce8e5b66e0a59de97547351d80\n",
            "Best match: Pillow 6.2.2\n",
            "Processing Pillow-6.2.2-cp37-cp37m-manylinux1_x86_64.whl\n",
            "Installing Pillow-6.2.2-cp37-cp37m-manylinux1_x86_64.whl to /usr/local/lib/python3.7/dist-packages\n",
            "Adding Pillow 6.2.2 to easy-install.pth file\n",
            "\n",
            "Installed /usr/local/lib/python3.7/dist-packages/Pillow-6.2.2-py3.7-linux-x86_64.egg\n",
            "Searching for mmcv==0.2.13\n",
            "Reading https://pypi.org/simple/mmcv/\n",
            "Downloading https://files.pythonhosted.org/packages/86/98/2db09740465707361f363f8644c71c98d0d9fe28c1f2e5821f8c5a4ee5ba/mmcv-0.2.13.tar.gz#sha256=edd7b221641333e01c2ad4301a1b80ee0f69166e0666fd2aca6b9898c995a197\n",
            "Best match: mmcv 0.2.13\n",
            "Processing mmcv-0.2.13.tar.gz\n",
            "Writing /tmp/easy_install-427m0q0j/mmcv-0.2.13/setup.cfg\n",
            "Running mmcv-0.2.13/setup.py -q bdist_egg --dist-dir /tmp/easy_install-427m0q0j/mmcv-0.2.13/egg-dist-tmp-kx5fl9ve\n",
            "/usr/local/lib/python3.7/dist-packages/Cython/Compiler/Main.py:369: FutureWarning: Cython directive 'language_level' not set, using 2 for now (Py2). This will change in a later release! File: /tmp/easy_install-427m0q0j/mmcv-0.2.13/mmcv/video/optflow_warp/flow_warp_module.pyx\n",
            "  tree = Parsing.p_module(s, pxd, full_module_name)\n",
            "In file included from \u001b[01m\u001b[K/usr/local/lib/python3.7/dist-packages/numpy/core/include/numpy/ndarraytypes.h:1822:0\u001b[m\u001b[K,\n",
            "                 from \u001b[01m\u001b[K/usr/local/lib/python3.7/dist-packages/numpy/core/include/numpy/ndarrayobject.h:12\u001b[m\u001b[K,\n",
            "                 from \u001b[01m\u001b[K/usr/local/lib/python3.7/dist-packages/numpy/core/include/numpy/arrayobject.h:4\u001b[m\u001b[K,\n",
            "                 from \u001b[01m\u001b[K./mmcv/video/optflow_warp/flow_warp_module.cpp:634\u001b[m\u001b[K:\n",
            "\u001b[01m\u001b[K/usr/local/lib/python3.7/dist-packages/numpy/core/include/numpy/npy_1_7_deprecated_api.h:17:2:\u001b[m\u001b[K \u001b[01;35m\u001b[Kwarning: \u001b[m\u001b[K#warning \"Using deprecated NumPy API, disable it with \" \"#define NPY_NO_DEPRECATED_API NPY_1_7_API_VERSION\" [\u001b[01;35m\u001b[K-Wcpp\u001b[m\u001b[K]\n",
            " #\u001b[01;35m\u001b[Kwarning\u001b[m\u001b[K \"Using deprecated NumPy API, disable it with \" \\\n",
            "  \u001b[01;35m\u001b[K^~~~~~~\u001b[m\u001b[K\n",
            "creating /usr/local/lib/python3.7/dist-packages/mmcv-0.2.13-py3.7-linux-x86_64.egg\n",
            "Extracting mmcv-0.2.13-py3.7-linux-x86_64.egg to /usr/local/lib/python3.7/dist-packages\n",
            "Adding mmcv 0.2.13 to easy-install.pth file\n",
            "\n",
            "Installed /usr/local/lib/python3.7/dist-packages/mmcv-0.2.13-py3.7-linux-x86_64.egg\n",
            "Searching for addict\n",
            "Reading https://pypi.org/simple/addict/\n",
            "Downloading https://files.pythonhosted.org/packages/6a/00/b08f23b7d7e1e14ce01419a467b583edbb93c6cdb8654e54a9cc579cd61f/addict-2.4.0-py3-none-any.whl#sha256=249bb56bbfd3cdc2a004ea0ff4c2b6ddc84d53bc2194761636eb314d5cfa5dfc\n",
            "Best match: addict 2.4.0\n",
            "Processing addict-2.4.0-py3-none-any.whl\n",
            "Installing addict-2.4.0-py3-none-any.whl to /usr/local/lib/python3.7/dist-packages\n",
            "Adding addict 2.4.0 to easy-install.pth file\n",
            "\n",
            "Installed /usr/local/lib/python3.7/dist-packages/addict-2.4.0-py3.7.egg\n",
            "Searching for pycocotools==2.0.2\n",
            "Best match: pycocotools 2.0.2\n",
            "Adding pycocotools 2.0.2 to easy-install.pth file\n",
            "\n",
            "Using /usr/local/lib/python3.7/dist-packages\n",
            "Searching for six==1.15.0\n",
            "Best match: six 1.15.0\n",
            "Adding six 1.15.0 to easy-install.pth file\n",
            "\n",
            "Using /usr/local/lib/python3.7/dist-packages\n",
            "Searching for matplotlib==3.2.2\n",
            "Best match: matplotlib 3.2.2\n",
            "Adding matplotlib 3.2.2 to easy-install.pth file\n",
            "\n",
            "Using /usr/local/lib/python3.7/dist-packages\n",
            "Searching for tqdm==4.62.0\n",
            "Best match: tqdm 4.62.0\n",
            "Adding tqdm 4.62.0 to easy-install.pth file\n",
            "Installing tqdm script to /usr/local/bin\n",
            "\n",
            "Using /usr/local/lib/python3.7/dist-packages\n",
            "Searching for Shapely==1.7.1\n",
            "Best match: Shapely 1.7.1\n",
            "Adding Shapely 1.7.1 to easy-install.pth file\n",
            "\n",
            "Using /usr/local/lib/python3.7/dist-packages\n",
            "Searching for numpy==1.19.5\n",
            "Best match: numpy 1.19.5\n",
            "Adding numpy 1.19.5 to easy-install.pth file\n",
            "Installing f2py script to /usr/local/bin\n",
            "Installing f2py3 script to /usr/local/bin\n",
            "Installing f2py3.7 script to /usr/local/bin\n",
            "\n",
            "Using /usr/local/lib/python3.7/dist-packages\n",
            "Searching for torch==1.1.0\n",
            "Best match: torch 1.1.0\n",
            "Adding torch 1.1.0 to easy-install.pth file\n",
            "Installing convert-caffe2-to-onnx script to /usr/local/bin\n",
            "Installing convert-onnx-to-caffe2 script to /usr/local/bin\n",
            "\n",
            "Using /usr/local/lib/python3.7/dist-packages\n",
            "Searching for scipy==1.4.1\n",
            "Best match: scipy 1.4.1\n",
            "Adding scipy 1.4.1 to easy-install.pth file\n",
            "\n",
            "Using /usr/local/lib/python3.7/dist-packages\n",
            "Searching for setuptools==57.4.0\n",
            "Best match: setuptools 57.4.0\n",
            "Adding setuptools 57.4.0 to easy-install.pth file\n",
            "\n",
            "Using /usr/local/lib/python3.7/dist-packages\n",
            "Searching for Cython==0.29.24\n",
            "Best match: Cython 0.29.24\n",
            "Adding Cython 0.29.24 to easy-install.pth file\n",
            "Installing cygdb script to /usr/local/bin\n",
            "Installing cython script to /usr/local/bin\n",
            "Installing cythonize script to /usr/local/bin\n",
            "\n",
            "Using /usr/local/lib/python3.7/dist-packages\n",
            "Searching for python-dateutil==2.8.2\n",
            "Best match: python-dateutil 2.8.2\n",
            "Adding python-dateutil 2.8.2 to easy-install.pth file\n",
            "\n",
            "Using /usr/local/lib/python3.7/dist-packages\n",
            "Searching for cycler==0.10.0\n",
            "Best match: cycler 0.10.0\n",
            "Adding cycler 0.10.0 to easy-install.pth file\n",
            "\n",
            "Using /usr/local/lib/python3.7/dist-packages\n",
            "Searching for pyparsing==2.4.7\n",
            "Best match: pyparsing 2.4.7\n",
            "Adding pyparsing 2.4.7 to easy-install.pth file\n",
            "\n",
            "Using /usr/local/lib/python3.7/dist-packages\n",
            "Searching for kiwisolver==1.3.1\n",
            "Best match: kiwisolver 1.3.1\n",
            "Adding kiwisolver 1.3.1 to easy-install.pth file\n",
            "\n",
            "Using /usr/local/lib/python3.7/dist-packages\n",
            "Searching for opencv-python==4.1.2.30\n",
            "Best match: opencv-python 4.1.2.30\n",
            "Adding opencv-python 4.1.2.30 to easy-install.pth file\n",
            "\n",
            "Using /usr/local/lib/python3.7/dist-packages\n",
            "Searching for requests==2.23.0\n",
            "Best match: requests 2.23.0\n",
            "Adding requests 2.23.0 to easy-install.pth file\n",
            "\n",
            "Using /usr/local/lib/python3.7/dist-packages\n",
            "Searching for PyYAML==3.13\n",
            "Best match: PyYAML 3.13\n",
            "Adding PyYAML 3.13 to easy-install.pth file\n",
            "\n",
            "Using /usr/local/lib/python3.7/dist-packages\n",
            "Searching for urllib3==1.24.3\n",
            "Best match: urllib3 1.24.3\n",
            "Adding urllib3 1.24.3 to easy-install.pth file\n",
            "\n",
            "Using /usr/local/lib/python3.7/dist-packages\n",
            "Searching for chardet==3.0.4\n",
            "Best match: chardet 3.0.4\n",
            "Adding chardet 3.0.4 to easy-install.pth file\n",
            "Installing chardetect script to /usr/local/bin\n",
            "\n",
            "Using /usr/local/lib/python3.7/dist-packages\n",
            "Searching for certifi==2021.5.30\n",
            "Best match: certifi 2021.5.30\n",
            "Adding certifi 2021.5.30 to easy-install.pth file\n",
            "\n",
            "Using /usr/local/lib/python3.7/dist-packages\n",
            "Searching for idna==2.10\n",
            "Best match: idna 2.10\n",
            "Adding idna 2.10 to easy-install.pth file\n",
            "\n",
            "Using /usr/local/lib/python3.7/dist-packages\n",
            "Finished processing dependencies for mmdet==0.6.0+0b9addf\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "hYurbclbqDrY"
      },
      "source": [
        "# نصب DOTA_devkit"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "WmL2sGYEupcz",
        "outputId": "915bdad8-15c5-4a94-fa47-9ade0c2eff6a"
      },
      "source": [
        "! apt-get install swig\n",
        "%cd /content/ReDet/DOTA_devkit\n",
        "!swig -c++ -python polyiou.i\n",
        "!python setup.py build_ext --inplace"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "Reading package lists... Done\n",
            "Building dependency tree       \n",
            "Reading state information... Done\n",
            "The following package was automatically installed and is no longer required:\n",
            "  libnvidia-common-460\n",
            "Use 'apt autoremove' to remove it.\n",
            "The following additional packages will be installed:\n",
            "  swig3.0\n",
            "Suggested packages:\n",
            "  swig-doc swig-examples swig3.0-examples swig3.0-doc\n",
            "The following NEW packages will be installed:\n",
            "  swig swig3.0\n",
            "0 upgraded, 2 newly installed, 0 to remove and 40 not upgraded.\n",
            "Need to get 1,100 kB of archives.\n",
            "After this operation, 5,822 kB of additional disk space will be used.\n",
            "Get:1 http://archive.ubuntu.com/ubuntu bionic/universe amd64 swig3.0 amd64 3.0.12-1 [1,094 kB]\n",
            "Get:2 http://archive.ubuntu.com/ubuntu bionic/universe amd64 swig amd64 3.0.12-1 [6,460 B]\n",
            "Fetched 1,100 kB in 1s (800 kB/s)\n",
            "Selecting previously unselected package swig3.0.\n",
            "(Reading database ... 148489 files and directories currently installed.)\n",
            "Preparing to unpack .../swig3.0_3.0.12-1_amd64.deb ...\n",
            "Unpacking swig3.0 (3.0.12-1) ...\n",
            "Selecting previously unselected package swig.\n",
            "Preparing to unpack .../swig_3.0.12-1_amd64.deb ...\n",
            "Unpacking swig (3.0.12-1) ...\n",
            "Setting up swig3.0 (3.0.12-1) ...\n",
            "Setting up swig (3.0.12-1) ...\n",
            "Processing triggers for man-db (2.8.3-2ubuntu0.1) ...\n",
            "/content/ReDet/DOTA_devkit\n",
            "running build_ext\n",
            "building '_polyiou' extension\n",
            "creating build\n",
            "creating build/temp.linux-x86_64-3.7\n",
            "x86_64-linux-gnu-gcc -pthread -Wno-unused-result -Wsign-compare -DNDEBUG -g -fwrapv -O2 -Wall -g -fdebug-prefix-map=/build/python3.7-LSlbJj/python3.7-3.7.11=. -fstack-protector-strong -Wformat -Werror=format-security -g -fdebug-prefix-map=/build/python3.7-LSlbJj/python3.7-3.7.11=. -fstack-protector-strong -Wformat -Werror=format-security -Wdate-time -D_FORTIFY_SOURCE=2 -fPIC -I/usr/include/python3.7m -c polyiou_wrap.cxx -o build/temp.linux-x86_64-3.7/polyiou_wrap.o\n",
            "x86_64-linux-gnu-gcc -pthread -Wno-unused-result -Wsign-compare -DNDEBUG -g -fwrapv -O2 -Wall -g -fdebug-prefix-map=/build/python3.7-LSlbJj/python3.7-3.7.11=. -fstack-protector-strong -Wformat -Werror=format-security -g -fdebug-prefix-map=/build/python3.7-LSlbJj/python3.7-3.7.11=. -fstack-protector-strong -Wformat -Werror=format-security -Wdate-time -D_FORTIFY_SOURCE=2 -fPIC -I/usr/include/python3.7m -c polyiou.cpp -o build/temp.linux-x86_64-3.7/polyiou.o\n",
            "\u001b[01m\u001b[Kpolyiou.cpp:\u001b[m\u001b[K In function ‘\u001b[01m\u001b[Kdouble intersectArea(Point, Point, Point, Point)\u001b[m\u001b[K’:\n",
            "\u001b[01m\u001b[Kpolyiou.cpp:88:5:\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(s1*s2==-1) res=-res;return res;\n",
            "     \u001b[01;35m\u001b[K^~\u001b[m\u001b[K\n",
            "\u001b[01m\u001b[Kpolyiou.cpp:88:28:\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(s1*s2==-1) res=-res;\u001b[01;36m\u001b[Kreturn\u001b[m\u001b[K res;\n",
            "                            \u001b[01;36m\u001b[K^~~~~~\u001b[m\u001b[K\n",
            "x86_64-linux-gnu-g++ -pthread -shared -Wl,-O1 -Wl,-Bsymbolic-functions -Wl,-Bsymbolic-functions -Wl,-z,relro -Wl,-Bsymbolic-functions -Wl,-z,relro -g -fdebug-prefix-map=/build/python3.7-LSlbJj/python3.7-3.7.11=. -fstack-protector-strong -Wformat -Werror=format-security -Wdate-time -D_FORTIFY_SOURCE=2 build/temp.linux-x86_64-3.7/polyiou_wrap.o build/temp.linux-x86_64-3.7/polyiou.o -o /content/ReDet/DOTA_devkit/_polyiou.cpython-37m-x86_64-linux-gnu.so\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "Wklxzgvdv4f7"
      },
      "source": [
        "# حال وقت آن است که تصاویری با اندازه ۱۰۲۴*۱۰۲۴ بسازیم و حجم نهیی آن بیش از ۳۵ گیگ خواهد بود"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "On2vRTOXtYhE"
      },
      "source": [
        "برای تولید تصاویر بریده شده‌ی ۱۰۲۴×۱۰۲۴ از فایل زیر استفاده می‌کنیم\n",
        "\n",
        "--srcpath مکان تصاویر اصلی\n",
        "\n",
        "--dstpath مکان تصاویر خروجی\n",
        "\n",
        "**نکته : در صورت داشتن تصاویر بریده شده اجرای کد زیر نیاز نیست**"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "f4SeBT4utzEk"
      },
      "source": [
        "#آماده سازی dota_1024\n",
        "# %cd /content/ReDet\n",
        "# %run DOTA_devkit/prepare_dota1.py --srcpath /content/drive/Shareddrives/mahdiyar_SBU/data/dota --dstpath /content/drive/Shareddrives/mahdiyar_SBU/data/dota1024new"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "NByL_MeIs9lU"
      },
      "source": [
        "پس از تولید تصاویر ۱۰۲۴×۱۰۲۴ آن‌ها را به ریپازیتوری پروژه **لینک** می‌کنیم"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "2k2kF835wffg"
      },
      "source": [
        "#برای مدیریت حافظ از سیمبلیک لینک کمک گرفتم\n",
        "!mkdir '/content/ReDet/data'\n",
        "# !mkdir '/content/AerialDetection/data/dota1_1024'\n",
        "!ln -s  /content/drive/Shareddrives/mahdiyar_SBU/data/dota1_1024 /content/ReDet/data\n",
        "!ln -s  /content/drive/Shareddrives/mahdiyar_SBU/data/dota1024new /content/ReDet/data\n",
        "!ln -s  /content/drive/Shareddrives/mahdiyar_SBU/data/dota_redet /content/ReDet/data\n",
        "!ln -s  /content/drive/Shareddrives/mahdiyar_SBU/data/HRSC2016 /content/ReDet/data\n",
        "!ln -s /content/drive/Shareddrives/mahdiyar_SBU/data/dota /content/ReDet/data\n",
        "\n",
        "# !ln -s /content/drive/MyDrive/++ /content/AerialDetection/data/dota1_1024/test1024\n",
        "# !ln -s /content/drive/MyDrive/4++/trainval1024 /content/AerialDetection/data/dota1_1024/trainval1024\n",
        "\n",
        "# !unlink /content/AerialDetection/data/dota1_1024/trainval1024\n",
        "!ln -s /content/drive/MyDrive/4++/work_dirs /content/ReDet\n"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "7oG5TnqTplI_"
      },
      "source": [
        "# بررسی حافظه"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "LEbzqqOJY7Qk",
        "outputId": "5a7d7bad-9026-4a3f-e7c9-0c56de4a84ec"
      },
      "source": [
        "#ممکن است بار اول بعد از ۲ دقیقه خطا دهد. اگر خطا داد دوباره همین دستور اجرا شود (بار دوم خطا نمیدهد)\n",
        "import os\n",
        "\n",
        "# print(len(os.listdir(os.path.join('/content/ReDet/data/dota1_1024/test1024/images'))))\n",
        "print(len(os.listdir(os.path.join('/content/ReDet/data/dota1024new/test1024/images'))))"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "10833\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "49gzH6svQfIr",
        "outputId": "3beda6f7-1c72-4130-dd08-fb6dd4d4fbf8"
      },
      "source": [
        "#میتوان فولدر را چک کرد(اختیاری)\n",
        "!du -c /content/AerialDetection/data/dota1_1024"
      ],
      "execution_count": null,
      "outputs": [
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "4\t/content/AerialDetection/data/dota1_1024\n",
            "4\ttotal\n"
          ]
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "X_EkOnCPppQW"
      },
      "source": [
        "# نصب mmcv"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "YOeH-8AKAPeZ",
        "outputId": "2d238efc-f1f8-45d5-eb4f-5451e447d8b7"
      },
      "source": [
        "%cd /content/ReDet\n",
        "!pip install mmcv==0.2.13 #<=0.2.14\n",
        "# !pip install mmcv==0.4.3\n",
        "# !pip install mmcv==1.3.9"
      ],
      "execution_count": null,
      "outputs": [
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "/content/ReDet\n",
            "Requirement already satisfied: mmcv==0.2.13 in /usr/local/lib/python3.7/dist-packages/mmcv-0.2.13-py3.7-linux-x86_64.egg (0.2.13)\n",
            "Requirement already satisfied: numpy>=1.11.1 in /usr/local/lib/python3.7/dist-packages (from mmcv==0.2.13) (1.19.5)\n",
            "Requirement already satisfied: pyyaml in /usr/local/lib/python3.7/dist-packages (from mmcv==0.2.13) (3.13)\n",
            "Requirement already satisfied: six in /usr/local/lib/python3.7/dist-packages (from mmcv==0.2.13) (1.15.0)\n",
            "Requirement already satisfied: addict in /usr/local/lib/python3.7/dist-packages/addict-2.4.0-py3.7.egg (from mmcv==0.2.13) (2.4.0)\n",
            "Requirement already satisfied: requests in /usr/local/lib/python3.7/dist-packages (from mmcv==0.2.13) (2.23.0)\n",
            "Requirement already satisfied: opencv-python in /usr/local/lib/python3.7/dist-packages (from mmcv==0.2.13) (4.1.2.30)\n",
            "Requirement already satisfied: Cython in /usr/local/lib/python3.7/dist-packages (from mmcv==0.2.13) (0.29.24)\n",
            "Requirement already satisfied: certifi>=2017.4.17 in /usr/local/lib/python3.7/dist-packages (from requests->mmcv==0.2.13) (2021.5.30)\n",
            "Requirement already satisfied: urllib3!=1.25.0,!=1.25.1,<1.26,>=1.21.1 in /usr/local/lib/python3.7/dist-packages (from requests->mmcv==0.2.13) (1.24.3)\n",
            "Requirement already satisfied: chardet<4,>=3.0.2 in /usr/local/lib/python3.7/dist-packages (from requests->mmcv==0.2.13) (3.0.4)\n",
            "Requirement already satisfied: idna<3,>=2.5 in /usr/local/lib/python3.7/dist-packages (from requests->mmcv==0.2.13) (2.10)\n"
          ]
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "JeFqZPhZ_s46"
      },
      "source": [
        "# **configs**"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "fFW928ngO45q"
      },
      "source": [
        "نکته ی بسیار مهم در کانفیگ مدل ها تایین زمان ثبت چکپوینت هنگام آموزش، مکان دیتاست می‌باشد"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "gyqMbxerkgVg"
      },
      "source": [
        "redet config"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "4VPI6CdQ_emr",
        "outputId": "6d5b580c-19b3-41b9-d6d4-99f0e00929f6"
      },
      "source": [
        "# %pycat /content/CG-Net/configs/DOTA/faster_rcnn_RoITrans_r101_fpn_baseline.py\n",
        "%%writefile /content/ReDet/configs/ReDet/ReDet_re50_refpn_1x_dota1.py \n",
        "############باید مکان دیتاست و اسم آن در فایل کانفیگ به روز شود در بالای خط دستور تغیر یک خط علامت # گزاشته ام\n",
        "\n",
        "# model settings\n",
        "model = dict(\n",
        "    type='ReDet',\n",
        "    ############################################################################################################\n",
        "    # pretrained='work_dirs/ReResNet_pretrain/re_resnet50_c8_batch256-12933bc2.pth',\n",
        "    pretrained='/content/ReDet/work_dirs/ReResNet_pretrain/re_resnet50_c8_batch256-25b16846.pth',\n",
        "    ############################################################################################################\n",
        "    backbone=dict(\n",
        "        type='ReResNet',\n",
        "        depth=50,\n",
        "        num_stages=4,\n",
        "        out_indices=(0, 1, 2, 3),\n",
        "        frozen_stages=1,\n",
        "        style='pytorch'),\n",
        "    neck=dict(\n",
        "        type='ReFPN',\n",
        "        in_channels=[256, 512, 1024, 2048],\n",
        "        out_channels=256,\n",
        "        num_outs=5),\n",
        "    rpn_head=dict(\n",
        "        type='RPNHead',\n",
        "        in_channels=256,\n",
        "        feat_channels=256,\n",
        "        anchor_scales=[8],\n",
        "        anchor_ratios=[0.5, 1.0, 2.0],\n",
        "        anchor_strides=[4, 8, 16, 32, 64],\n",
        "        target_means=[.0, .0, .0, .0],\n",
        "        target_stds=[1.0, 1.0, 1.0, 1.0],\n",
        "        loss_cls=dict(\n",
        "            type='CrossEntropyLoss', use_sigmoid=True, loss_weight=1.0),\n",
        "        loss_bbox=dict(type='SmoothL1Loss', beta=1.0 / 9.0, loss_weight=1.0)),\n",
        "    bbox_roi_extractor=dict(\n",
        "        type='SingleRoIExtractor',\n",
        "        roi_layer=dict(type='RoIAlign', out_size=7, sample_num=2),\n",
        "        out_channels=256,\n",
        "        featmap_strides=[4, 8, 16, 32]),\n",
        "    bbox_head=dict(\n",
        "        type='SharedFCBBoxHeadRbbox',\n",
        "        num_fcs=2,\n",
        "        in_channels=256,\n",
        "        fc_out_channels=1024,\n",
        "        roi_feat_size=7,\n",
        "        num_classes=16,\n",
        "        target_means=[0., 0., 0., 0., 0.],\n",
        "        target_stds=[0.1, 0.1, 0.2, 0.2, 0.1],\n",
        "        reg_class_agnostic=True,\n",
        "        with_module=False,\n",
        "        loss_cls=dict(\n",
        "            type='CrossEntropyLoss', use_sigmoid=False, loss_weight=1.0),\n",
        "        loss_bbox=dict(type='SmoothL1Loss', beta=1.0, loss_weight=1.0)),\n",
        "    rbbox_roi_extractor=dict(\n",
        "        type='RboxSingleRoIExtractor',\n",
        "        roi_layer=dict(type='RiRoIAlign', out_size=7, sample_num=2),\n",
        "        out_channels=256,\n",
        "        featmap_strides=[4, 8, 16, 32]),\n",
        "    rbbox_head = dict(\n",
        "        type='SharedFCBBoxHeadRbbox',\n",
        "        num_fcs=2,\n",
        "        in_channels=256,\n",
        "        fc_out_channels=1024,\n",
        "        roi_feat_size=7,\n",
        "        num_classes=16,\n",
        "        target_means=[0., 0., 0., 0., 0.],\n",
        "        target_stds=[0.05, 0.05, 0.1, 0.1, 0.05],\n",
        "        reg_class_agnostic=False,\n",
        "        loss_cls=dict(\n",
        "            type='CrossEntropyLoss', use_sigmoid=False, loss_weight=1.0),\n",
        "        loss_bbox=dict(type='SmoothL1Loss', beta=1.0, loss_weight=1.0))\n",
        "    )\n",
        "# model training and testing settings\n",
        "train_cfg = dict(\n",
        "    rpn=dict(\n",
        "        assigner=dict(\n",
        "            type='MaxIoUAssignerCy',\n",
        "            pos_iou_thr=0.7,\n",
        "            neg_iou_thr=0.3,\n",
        "            min_pos_iou=0.3,\n",
        "            ignore_iof_thr=-1),\n",
        "        sampler=dict(\n",
        "            type='RandomSampler',\n",
        "            num=256,\n",
        "            pos_fraction=0.5,\n",
        "            neg_pos_ub=-1,\n",
        "            add_gt_as_proposals=False),\n",
        "        allowed_border=0,\n",
        "        pos_weight=-1,\n",
        "        debug=False),\n",
        "    rpn_proposal=dict(\n",
        "        nms_across_levels=False,\n",
        "        nms_pre=2000,\n",
        "        nms_post=2000,\n",
        "        max_num=2000,\n",
        "        nms_thr=0.7,\n",
        "        min_bbox_size=0),\n",
        "    rcnn=[\n",
        "        dict(\n",
        "            assigner=dict(\n",
        "                type='MaxIoUAssignerCy',\n",
        "                pos_iou_thr=0.5,\n",
        "                neg_iou_thr=0.5,\n",
        "                min_pos_iou=0.5,\n",
        "                ignore_iof_thr=-1),\n",
        "            sampler=dict(\n",
        "                type='RandomSampler',\n",
        "                num=512,\n",
        "                pos_fraction=0.25,\n",
        "                neg_pos_ub=-1,\n",
        "                add_gt_as_proposals=True),\n",
        "            pos_weight=-1,\n",
        "            debug=False),\n",
        "        dict(\n",
        "            assigner=dict(\n",
        "                type='MaxIoUAssignerRbbox',\n",
        "                pos_iou_thr=0.5,\n",
        "                neg_iou_thr=0.5,\n",
        "                min_pos_iou=0.5,\n",
        "                ignore_iof_thr=-1),\n",
        "            sampler=dict(\n",
        "                type='RandomRbboxSampler',\n",
        "                num=512,\n",
        "                pos_fraction=0.25,\n",
        "                neg_pos_ub=-1,\n",
        "                add_gt_as_proposals=True),\n",
        "            pos_weight=-1,\n",
        "            debug=False)\n",
        "    ])\n",
        "test_cfg = dict(\n",
        "    rpn=dict(\n",
        "        # TODO: test nms 2000\n",
        "        nms_across_levels=False,\n",
        "        nms_pre=2000,\n",
        "        nms_post=2000,\n",
        "        max_num=2000,\n",
        "        nms_thr=0.7,\n",
        "        min_bbox_size=0),\n",
        "    rcnn=dict(\n",
        "        score_thr = 0.05, nms = dict(type='py_cpu_nms_poly_fast', iou_thr=0.1), max_per_img = 2000)\n",
        ")\n",
        "# dataset settings\n",
        "dataset_type = 'DOTADataset'\n",
        "########################################################################################################################\n",
        "# data_root = '/content/ReDet/data/dota1_1024/'\n",
        "# data_root = '/content/ReDet/data/dota_redet/'\n",
        "data_root = '/content/ReDet/data/dota1024new/'\n",
        "########################################################################################################################\n",
        "img_norm_cfg = dict(\n",
        "    mean=[123.675, 116.28, 103.53], std=[58.395, 57.12, 57.375], to_rgb=True)\n",
        "data = dict(\n",
        "    imgs_per_gpu=2,\n",
        "    workers_per_gpu=2,\n",
        "    train=dict(\n",
        "        type=dataset_type,\n",
        "        ####################################################################################\n",
        "        ann_file=data_root + 'trainval1024/DOTA_trainval1024.json',\n",
        "        img_prefix=data_root + 'trainval1024/images',\n",
        "        img_scale=(1024, 1024),\n",
        "        img_norm_cfg=img_norm_cfg,\n",
        "        size_divisor=32,\n",
        "        flip_ratio=0.5,\n",
        "        with_mask=True,\n",
        "        with_crowd=True,\n",
        "        with_label=True),\n",
        "    val=dict(\n",
        "        type=dataset_type,\n",
        "        ann_file=data_root + 'trainval1024/DOTA_trainval1024.json',\n",
        "        img_prefix=data_root + 'trainval1024/images',\n",
        "        img_scale=(1024, 1024),\n",
        "        img_norm_cfg=img_norm_cfg,\n",
        "        size_divisor=32,\n",
        "        flip_ratio=0,\n",
        "        with_mask=True,\n",
        "        with_crowd=True,\n",
        "        with_label=True),\n",
        "    test=dict(\n",
        "        type=dataset_type,\n",
        "        #############################################################################################\n",
        "        ann_file=data_root + 'test1024/DOTA_test1024.json',\n",
        "        # ann_file=data_root + 'val1024/DOTA_val1024.json',\n",
        "        img_prefix=data_root + 'test1024/images',\n",
        "        # img_prefix=data_root + 'val1024/images',\n",
        "        img_scale=(1024, 1024),\n",
        "        img_norm_cfg=img_norm_cfg,\n",
        "        size_divisor=32,\n",
        "        flip_ratio=0,\n",
        "        with_mask=False,\n",
        "        with_label=False,\n",
        "        test_mode=True))\n",
        "        ####################################################################################\n",
        "# optimizer\n",
        "optimizer = dict(type='SGD', lr=0.01, momentum=0.9, weight_decay=0.0001)\n",
        "optimizer_config = dict(grad_clip=dict(max_norm=35, norm_type=2))\n",
        "# learning policy\n",
        "lr_config = dict(\n",
        "    policy='step',\n",
        "    warmup='linear',\n",
        "    warmup_iters=500,\n",
        "    warmup_ratio=1.0 / 3,\n",
        "    step=[8, 11])\n",
        "checkpoint_config = dict(interval=12)\n",
        "# yapf:disable\n",
        "log_config = dict(\n",
        "    interval=50,\n",
        "    hooks=[\n",
        "        dict(type='TextLoggerHook'),\n",
        "        ####################################################################################\n",
        "        dict(type='TensorboardLoggerHook')\n",
        "    ])\n",
        "# yapf:enable\n",
        "# runtime settings\n",
        "total_epochs = 12\n",
        "dist_params = dict(backend='nccl')\n",
        "log_level = 'INFO'\n",
        "work_dir = './work_dirs/ReDet_re50_refpn_1x_dota1'\n",
        "load_from = None\n",
        "resume_from = None\n",
        "workflow = [('train', 1)]\n",
        "\n",
        "############################################################################################\n",
        "# map: 0.7625466854468368\n",
        "# classaps:  [88.78856374 82.64427543 53.97022743 73.99912889 78.12618094 84.05574561\n",
        "# 88.03844621 90.88860051 87.78155929 85.75268025 61.76308434 60.39378975\n",
        "# 75.9600904  68.06737265 63.59028274]"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "Overwriting /content/ReDet/configs/ReDet/ReDet_re50_refpn_1x_dota1.py\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "cc2NZ3vs9ZBd"
      },
      "source": [
        "**HRSC2016** ReDet"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "IAQ8eguG9YKP",
        "outputId": "507487ca-a4f8-4030-fc9a-5e9f9c2b6163"
      },
      "source": [
        "%%writefile /content/ReDet/configs/ReDet/ReDet_re50_refpn_3x_hrsc2016.py\n",
        "\n",
        "# model settings\n",
        "model = dict(\n",
        "    type='ReDet',\n",
        "    pretrained='/content/ReDet/work_dirs/ReResNet_pretrain/re_resnet50_c8_batch256-25b16846.pth',\n",
        "    backbone=dict(\n",
        "        type='ReResNet',\n",
        "        depth=50,\n",
        "        num_stages=4,\n",
        "        out_indices=(0, 1, 2, 3),\n",
        "        frozen_stages=1,\n",
        "        style='pytorch'),\n",
        "    neck=dict(\n",
        "        type='ReFPN',\n",
        "        in_channels=[256, 512, 1024, 2048],\n",
        "        out_channels=256,\n",
        "        num_outs=5),\n",
        "    rpn_head=dict(\n",
        "        type='RPNHead',\n",
        "        in_channels=256,\n",
        "        feat_channels=256,\n",
        "        anchor_scales=[8],\n",
        "        anchor_ratios=[0.5, 1.0, 2.0],\n",
        "        anchor_strides=[4, 8, 16, 32, 64],\n",
        "        target_means=[.0, .0, .0, .0],\n",
        "        target_stds=[1.0, 1.0, 1.0, 1.0],\n",
        "        loss_cls=dict(\n",
        "            type='CrossEntropyLoss', use_sigmoid=True, loss_weight=1.0),\n",
        "        loss_bbox=dict(type='SmoothL1Loss', beta=1.0 / 9.0, loss_weight=1.0)),\n",
        "    bbox_roi_extractor=dict(\n",
        "        type='SingleRoIExtractor',\n",
        "        roi_layer=dict(type='RoIAlign', out_size=7, sample_num=2),\n",
        "        out_channels=256,\n",
        "        featmap_strides=[4, 8, 16, 32]),\n",
        "    bbox_head=dict(\n",
        "        type='SharedFCBBoxHeadRbbox',\n",
        "        num_fcs=2,\n",
        "        in_channels=256,\n",
        "        fc_out_channels=1024,\n",
        "        roi_feat_size=7,\n",
        "        num_classes=2,\n",
        "        target_means=[0., 0., 0., 0., 0.],\n",
        "        target_stds=[0.1, 0.1, 0.2, 0.2, 0.1],\n",
        "        reg_class_agnostic=True,\n",
        "        with_module=False,\n",
        "        loss_cls=dict(\n",
        "            type='CrossEntropyLoss', use_sigmoid=False, loss_weight=1.0),\n",
        "        loss_bbox=dict(type='SmoothL1Loss', beta=1.0, loss_weight=1.0)),\n",
        "    rbbox_roi_extractor=dict(\n",
        "        type='RboxSingleRoIExtractor',\n",
        "        roi_layer=dict(type='RiRoIAlign', out_size=7, sample_num=2),\n",
        "        out_channels=256,\n",
        "        featmap_strides=[4, 8, 16, 32]),\n",
        "    rbbox_head = dict(\n",
        "        type='SharedFCBBoxHeadRbbox',\n",
        "        num_fcs=2,\n",
        "        in_channels=256,\n",
        "        fc_out_channels=1024,\n",
        "        roi_feat_size=7,\n",
        "        num_classes=2,\n",
        "        target_means=[0., 0., 0., 0., 0.],\n",
        "        target_stds=[0.05, 0.05, 0.1, 0.1, 0.05],\n",
        "        reg_class_agnostic=False,\n",
        "        loss_cls=dict(\n",
        "            type='CrossEntropyLoss', use_sigmoid=False, loss_weight=1.0),\n",
        "        loss_bbox=dict(type='SmoothL1Loss', beta=1.0, loss_weight=1.0))\n",
        "    )\n",
        "# model training and testing settings\n",
        "train_cfg = dict(\n",
        "    rpn=dict(\n",
        "        assigner=dict(\n",
        "            type='MaxIoUAssignerCy',\n",
        "            pos_iou_thr=0.7,\n",
        "            neg_iou_thr=0.3,\n",
        "            min_pos_iou=0.3,\n",
        "            ignore_iof_thr=-1),\n",
        "        sampler=dict(\n",
        "            type='RandomSampler',\n",
        "            num=256,\n",
        "            pos_fraction=0.5,\n",
        "            neg_pos_ub=-1,\n",
        "            add_gt_as_proposals=False),\n",
        "        allowed_border=0,\n",
        "        pos_weight=-1,\n",
        "        debug=False),\n",
        "    rpn_proposal=dict(\n",
        "        nms_across_levels=False,\n",
        "        nms_pre=2000,\n",
        "        nms_post=2000,\n",
        "        max_num=2000,\n",
        "        nms_thr=0.7,\n",
        "        min_bbox_size=0),\n",
        "    rcnn=[\n",
        "        dict(\n",
        "            assigner=dict(\n",
        "                type='MaxIoUAssignerCy',\n",
        "                pos_iou_thr=0.5,\n",
        "                neg_iou_thr=0.5,\n",
        "                min_pos_iou=0.5,\n",
        "                ignore_iof_thr=-1),\n",
        "            sampler=dict(\n",
        "                type='RandomSampler',\n",
        "                num=512,\n",
        "                pos_fraction=0.25,\n",
        "                neg_pos_ub=-1,\n",
        "                add_gt_as_proposals=True),\n",
        "            pos_weight=-1,\n",
        "            debug=False),\n",
        "        dict(\n",
        "            assigner=dict(\n",
        "                type='MaxIoUAssignerRbbox',\n",
        "                pos_iou_thr=0.5,\n",
        "                neg_iou_thr=0.5,\n",
        "                min_pos_iou=0.5,\n",
        "                ignore_iof_thr=-1),\n",
        "            sampler=dict(\n",
        "                type='RandomRbboxSampler',\n",
        "                num=512,\n",
        "                pos_fraction=0.25,\n",
        "                neg_pos_ub=-1,\n",
        "                add_gt_as_proposals=True),\n",
        "            pos_weight=-1,\n",
        "            debug=False)\n",
        "    ])\n",
        "test_cfg = dict(\n",
        "    rpn=dict(\n",
        "        # TODO: test nms 2000\n",
        "        nms_across_levels=False,\n",
        "        nms_pre=2000,\n",
        "        nms_post=2000,\n",
        "        max_num=2000,\n",
        "        nms_thr=0.7,\n",
        "        min_bbox_size=0),\n",
        "    rcnn=dict(\n",
        "        score_thr = 0.05, nms = dict(type='py_cpu_nms_poly_fast', iou_thr=0.1), max_per_img = 2000)\n",
        ")\n",
        "# dataset settings\n",
        "dataset_type = 'HRSCL1Dataset'\n",
        "###################################################################################\n",
        "data_root = '/content/ReDet/data/HRSC2016/'########################################\n",
        "###################################################################################\n",
        "img_norm_cfg = dict(\n",
        "    mean=[123.675, 116.28, 103.53], std=[58.395, 57.12, 57.375], to_rgb=True)\n",
        "data = dict(\n",
        "    imgs_per_gpu=2,\n",
        "    workers_per_gpu=2,\n",
        "    train=dict(\n",
        "        type=dataset_type,\n",
        "        ann_file=data_root + 'Train/HRSC_L1_train.json',\n",
        "        img_prefix=data_root + 'Train/images/',\n",
        "        img_scale=(800, 512),\n",
        "        img_norm_cfg=img_norm_cfg,\n",
        "        size_divisor=32,\n",
        "        flip_ratio=0.5,\n",
        "        with_mask=True,\n",
        "        with_crowd=True,\n",
        "        with_label=True),\n",
        "    val=dict(\n",
        "        type=dataset_type,\n",
        "        ann_file=data_root + 'Test/HRSC_L1_test.json',\n",
        "        img_prefix=data_root + 'Test/images/',\n",
        "        img_scale=(800, 512),\n",
        "        img_norm_cfg=img_norm_cfg,\n",
        "        size_divisor=32,\n",
        "        flip_ratio=0,\n",
        "        with_mask=True,\n",
        "        with_crowd=True,\n",
        "        with_label=True),\n",
        "    test=dict(\n",
        "        type=dataset_type,\n",
        "        ann_file=data_root + 'Test/HRSC_L1_test.json',\n",
        "        img_prefix=data_root + 'Test/images/',\n",
        "        img_scale=(800, 512),\n",
        "        img_norm_cfg=img_norm_cfg,\n",
        "        size_divisor=32,\n",
        "        flip_ratio=0,\n",
        "        with_mask=False,\n",
        "        with_label=False,\n",
        "        test_mode=True))\n",
        "# optimizer\n",
        "optimizer = dict(type='SGD', lr=0.01, momentum=0.9, weight_decay=0.0001)\n",
        "optimizer_config = dict(grad_clip=dict(max_norm=35, norm_type=2))\n",
        "# learning policy\n",
        "lr_config = dict(\n",
        "    policy='step',\n",
        "    warmup='linear',\n",
        "    warmup_iters=500,\n",
        "    warmup_ratio=1.0 / 3,\n",
        "    step=[24, 33])\n",
        "checkpoint_config = dict(interval=1)\n",
        "# yapf:disable\n",
        "log_config = dict(\n",
        "    interval=1,\n",
        "    hooks=[\n",
        "        dict(type='TextLoggerHook'),\n",
        "        dict(type='TensorboardLoggerHook')\n",
        "    ])\n",
        "# yapf:enable\n",
        "# runtime settings\n",
        "total_epochs = 36\n",
        "dist_params = dict(backend='nccl')\n",
        "log_level = 'INFO'\n",
        "work_dir = '/content/ReDet/work_dirs/ReDet_re50_refpn_3x_hrsc2016'\n",
        "load_from = None\n",
        "resume_from = None\n",
        "workflow = [('train', 1)]\n",
        "\n",
        "# VOC2007 metrics\n",
        "# AP50: 90.46     AP75: 89.46      mAP: 70.41"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "Overwriting /content/ReDet/configs/ReDet/ReDet_re50_refpn_3x_hrsc2016.py\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "JR_FFp_-kmqJ"
      },
      "source": [
        "faster_rcnn_RoITrans_r50_fpn_1x_dota config"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "yxmi-iv7ksJx",
        "outputId": "bb99cefd-35c7-425b-e1d0-0baaa7f207c2"
      },
      "source": [
        "# %pycat /content/ReDet/configs/DOTA/faster_rcnn_RoITrans_r50_fpn_1x_dota.py\n",
        "%%writefile /content/ReDet/configs/DOTA/faster_rcnn_RoITrans_r50_fpn_1x_dota.py\n",
        "##########این کانفیگ از ریپازیتوری اصلی کپی شده\n",
        "\n",
        "# model settings\n",
        "model = dict(\n",
        "    type='RoITransformer',\n",
        "    pretrained='modelzoo://resnet50',\n",
        "    backbone=dict(\n",
        "        type='ResNet',\n",
        "        depth=50,\n",
        "        num_stages=4,\n",
        "        out_indices=(0, 1, 2, 3),\n",
        "        frozen_stages=1,\n",
        "        style='pytorch'),\n",
        "    neck=dict(\n",
        "        type='FPN',\n",
        "        in_channels=[256, 512, 1024, 2048],\n",
        "        out_channels=256,\n",
        "        num_outs=5),\n",
        "    rpn_head=dict(\n",
        "        type='RPNHead',\n",
        "        in_channels=256,\n",
        "        feat_channels=256,\n",
        "        anchor_scales=[8],\n",
        "        anchor_ratios=[0.5, 1.0, 2.0],\n",
        "        anchor_strides=[4, 8, 16, 32, 64],\n",
        "        target_means=[.0, .0, .0, .0],\n",
        "        target_stds=[1.0, 1.0, 1.0, 1.0],\n",
        "        loss_cls=dict(\n",
        "            type='CrossEntropyLoss', use_sigmoid=True, loss_weight=1.0),\n",
        "        loss_bbox=dict(type='SmoothL1Loss', beta=1.0 / 9.0, loss_weight=1.0)),\n",
        "    bbox_roi_extractor=dict(\n",
        "        type='SingleRoIExtractor',\n",
        "        roi_layer=dict(type='RoIAlign', out_size=7, sample_num=2),\n",
        "        out_channels=256,\n",
        "        featmap_strides=[4, 8, 16, 32]),\n",
        "    bbox_head=dict(\n",
        "        type='SharedFCBBoxHeadRbbox',\n",
        "        num_fcs=2,\n",
        "        in_channels=256,\n",
        "        fc_out_channels=1024,\n",
        "        roi_feat_size=7,\n",
        "        num_classes=16,\n",
        "        target_means=[0., 0., 0., 0., 0.],\n",
        "        target_stds=[0.1, 0.1, 0.2, 0.2, 0.1],\n",
        "        reg_class_agnostic=True,\n",
        "        with_module=False,\n",
        "        loss_cls=dict(\n",
        "            type='CrossEntropyLoss', use_sigmoid=False, loss_weight=1.0),\n",
        "        loss_bbox=dict(type='SmoothL1Loss', beta=1.0, loss_weight=1.0)),\n",
        "    rbbox_roi_extractor=dict(\n",
        "        type='RboxSingleRoIExtractor',\n",
        "        roi_layer=dict(type='RoIAlignRotated', out_size=7, sample_num=2),\n",
        "        out_channels=256,\n",
        "        featmap_strides=[4, 8, 16, 32]),\n",
        "    rbbox_head = dict(\n",
        "        type='SharedFCBBoxHeadRbbox',\n",
        "        num_fcs=2,\n",
        "        in_channels=256,\n",
        "        fc_out_channels=1024,\n",
        "        roi_feat_size=7,\n",
        "        num_classes=16,\n",
        "        target_means=[0., 0., 0., 0., 0.],\n",
        "        target_stds=[0.05, 0.05, 0.1, 0.1, 0.05],\n",
        "        reg_class_agnostic=False,\n",
        "        loss_cls=dict(\n",
        "            type='CrossEntropyLoss', use_sigmoid=False, loss_weight=1.0),\n",
        "        loss_bbox=dict(type='SmoothL1Loss', beta=1.0, loss_weight=1.0))\n",
        "    )\n",
        "# model training and testing settings\n",
        "train_cfg = dict(\n",
        "    rpn=dict(\n",
        "        assigner=dict(\n",
        "            type='MaxIoUAssignerCy',\n",
        "            pos_iou_thr=0.7,\n",
        "            neg_iou_thr=0.3,\n",
        "            min_pos_iou=0.3,\n",
        "            ignore_iof_thr=-1),\n",
        "        sampler=dict(\n",
        "            type='RandomSampler',\n",
        "            num=256,\n",
        "            pos_fraction=0.5,\n",
        "            neg_pos_ub=-1,\n",
        "            add_gt_as_proposals=False),\n",
        "        allowed_border=0,\n",
        "        pos_weight=-1,\n",
        "        debug=False),\n",
        "    rpn_proposal=dict(\n",
        "        nms_across_levels=False,\n",
        "        nms_pre=2000,\n",
        "        nms_post=2000,\n",
        "        max_num=2000,\n",
        "        nms_thr=0.7,\n",
        "        min_bbox_size=0),\n",
        "    rcnn=[\n",
        "        dict(\n",
        "            assigner=dict(\n",
        "                type='MaxIoUAssignerCy',\n",
        "                pos_iou_thr=0.5,\n",
        "                neg_iou_thr=0.5,\n",
        "                min_pos_iou=0.5,\n",
        "                ignore_iof_thr=-1),\n",
        "            sampler=dict(\n",
        "                type='RandomSampler',\n",
        "                num=512,\n",
        "                pos_fraction=0.25,\n",
        "                neg_pos_ub=-1,\n",
        "                add_gt_as_proposals=True),\n",
        "            pos_weight=-1,\n",
        "            debug=False),\n",
        "        dict(\n",
        "            assigner=dict(\n",
        "                type='MaxIoUAssignerRbbox',\n",
        "                pos_iou_thr=0.5,\n",
        "                neg_iou_thr=0.5,\n",
        "                min_pos_iou=0.5,\n",
        "                ignore_iof_thr=-1),\n",
        "            sampler=dict(\n",
        "                type='RandomRbboxSampler',\n",
        "                num=512,\n",
        "                pos_fraction=0.25,\n",
        "                neg_pos_ub=-1,\n",
        "                add_gt_as_proposals=True),\n",
        "            pos_weight=-1,\n",
        "            debug=False)\n",
        "    ])\n",
        "test_cfg = dict(\n",
        "    rpn=dict(\n",
        "        # TODO: test nms 2000\n",
        "        nms_across_levels=False,\n",
        "        nms_pre=2000,\n",
        "        nms_post=2000,\n",
        "        max_num=2000,\n",
        "        nms_thr=0.7,\n",
        "        min_bbox_size=0),\n",
        "    rcnn=dict(\n",
        "        # score_thr=0.05, nms=dict(type='py_cpu_nms_poly_fast', iou_thr=0.1), max_per_img=1000)\n",
        "        score_thr = 0.05, nms = dict(type='py_cpu_nms_poly_fast', iou_thr=0.1), max_per_img = 2000)\n",
        "        # score_thr = 0.001, nms = dict(type='pesudo_nms_poly', iou_thr=0.9), max_per_img = 2000)\n",
        "        # score_thr = 0.001, nms = dict(type='py_cpu_nms_poly_fast', iou_thr=0.1), max_per_img = 2000)\n",
        "\n",
        "# soft-nms is also supported for rcnn testing\n",
        "    # e.g., nms=dict(type='soft_nms', iou_thr=0.5, min_score=0.05)\n",
        ")\n",
        "# dataset settings\n",
        "dataset_type = 'DOTADataset'\n",
        "######################################################################################################################\n",
        "# data_root = '/content/ReDet/data/dota1_1024/'\n",
        "# data_root = '/content/ReDet/data/dota_redet/'\n",
        "data_root = '/content/ReDet/data/dota1024new/'\n",
        "######################################################################################################################\n",
        "img_norm_cfg = dict(\n",
        "    mean=[123.675, 116.28, 103.53], std=[58.395, 57.12, 57.375], to_rgb=True)\n",
        "data = dict(\n",
        "    imgs_per_gpu=2,\n",
        "    workers_per_gpu=2,\n",
        "    train=dict(\n",
        "        type=dataset_type,\n",
        "        ann_file=data_root + 'trainval1024/DOTA_trainval1024.json',\n",
        "        img_prefix=data_root + 'trainval1024/images/',\n",
        "        img_scale=(1024, 1024),\n",
        "        img_norm_cfg=img_norm_cfg,\n",
        "        size_divisor=32,\n",
        "        flip_ratio=0.5,\n",
        "        with_mask=True,\n",
        "        with_crowd=True,\n",
        "        with_label=True),\n",
        "    val=dict(\n",
        "        type=dataset_type,\n",
        "        ann_file=data_root + 'trainval1024/DOTA_trainval1024.json',\n",
        "        img_prefix=data_root + 'trainval1024/images',\n",
        "        img_scale=(1024, 1024),\n",
        "        img_norm_cfg=img_norm_cfg,\n",
        "        size_divisor=32,\n",
        "        flip_ratio=0,\n",
        "        with_mask=True,\n",
        "        with_crowd=True,\n",
        "        with_label=True),\n",
        "    test=dict(\n",
        "        type=dataset_type,\n",
        "        #############################################################################################\n",
        "        ann_file=data_root + 'test1024/DOTA_test1024.json',\n",
        "        # ann_file=data_root + 'val1024/DOTA_val1024.json',\n",
        "        img_prefix=data_root + 'test1024/images',\n",
        "        # img_prefix=data_root + 'val1024/images',\n",
        "        # ann_file=data_root + 'test1024_ms/DOTA_test1024_ms.json',\n",
        "        # img_prefix=data_root + 'test1024_ms/images',\n",
        "        img_scale=(1024, 1024),\n",
        "        img_norm_cfg=img_norm_cfg,\n",
        "        size_divisor=32,\n",
        "        flip_ratio=0,\n",
        "        with_mask=False,\n",
        "        with_label=False,\n",
        "        test_mode=True))\n",
        "# optimizer\n",
        "optimizer = dict(type='SGD', lr=0.01, momentum=0.9, weight_decay=0.0001)\n",
        "optimizer_config = dict(grad_clip=dict(max_norm=35, norm_type=2))\n",
        "# learning policy\n",
        "lr_config = dict(\n",
        "    policy='step',\n",
        "    warmup='linear',\n",
        "    warmup_iters=500,\n",
        "    warmup_ratio=1.0 / 3,\n",
        "    step=[8, 11])\n",
        "checkpoint_config = dict(interval=1)\n",
        "# yapf:disable\n",
        "log_config = dict(\n",
        "    interval=50,\n",
        "    hooks=[\n",
        "        dict(type='TextLoggerHook'),\n",
        "        # dict(type='TensorboardLoggerHook')\n",
        "    ])\n",
        "# yapf:enable\n",
        "# runtime settings\n",
        "total_epochs = 12\n",
        "dist_params = dict(backend='nccl')\n",
        "log_level = 'INFO'\n",
        "work_dir = './work_dirs/faster_rcnn_RoITrans_r50_fpn_1x_dota'\n",
        "load_from = None\n",
        "resume_from = None\n",
        "workflow = [('train', 1)]"
      ],
      "execution_count": 18,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Overwriting /content/ReDet/configs/DOTA/faster_rcnn_RoITrans_r50_fpn_1x_dota.py\n"
          ]
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "IvXb_kMfnSau"
      },
      "source": [
        "faster_rcnn_obb_r50_fpn_1x_dota config"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "_HIXmti_nBtI",
        "outputId": "9bbe591f-2900-44c2-ce89-069459fb0bd1"
      },
      "source": [
        "# %pycat /content/ReDet/configs/DOTA/faster_rcnn_obb_r50_fpn_1x_dota.py\n",
        "%%writefile /content/ReDet/configs/DOTA/faster_rcnn_obb_r50_fpn_1x_dota.py\n",
        "##########این کانفیگ از ریپازیتوری اصلی کپی شده\n",
        "\n",
        "\n",
        "\n",
        "# model settings\n",
        "model = dict(\n",
        "    type='FasterRCNNOBB',\n",
        "    pretrained='modelzoo://resnet50',\n",
        "    backbone=dict(\n",
        "        type='ResNet',\n",
        "        depth=50,\n",
        "        num_stages=4,\n",
        "        out_indices=(0, 1, 2, 3),\n",
        "        frozen_stages=1,\n",
        "        style='pytorch'),\n",
        "    neck=dict(\n",
        "        type='FPN',\n",
        "        in_channels=[256, 512, 1024, 2048],\n",
        "        out_channels=256,\n",
        "        num_outs=5),\n",
        "    rpn_head=dict(\n",
        "        type='RPNHead',\n",
        "        in_channels=256,\n",
        "        feat_channels=256,\n",
        "        anchor_scales=[8],\n",
        "        anchor_ratios=[0.5, 1.0, 2.0],\n",
        "        anchor_strides=[4, 8, 16, 32, 64],\n",
        "        target_means=[.0, .0, .0, .0],\n",
        "        target_stds=[1.0, 1.0, 1.0, 1.0],\n",
        "        loss_cls=dict(\n",
        "            type='CrossEntropyLoss', use_sigmoid=True, loss_weight=1.0),\n",
        "        loss_bbox=dict(type='SmoothL1Loss', beta=1.0 / 9.0, loss_weight=1.0)),\n",
        "    bbox_roi_extractor=dict(\n",
        "        type='SingleRoIExtractor',\n",
        "        roi_layer=dict(type='RoIAlign', out_size=7, sample_num=2),\n",
        "        out_channels=256,\n",
        "        featmap_strides=[4, 8, 16, 32]),\n",
        "    bbox_head=dict(\n",
        "        type='SharedFCBBoxHeadRbbox',\n",
        "        num_fcs=2,\n",
        "        in_channels=256,\n",
        "        fc_out_channels=1024,\n",
        "        roi_feat_size=7,\n",
        "        num_classes=16,\n",
        "        target_means=[0., 0., 0., 0., 0.],\n",
        "        target_stds=[0.1, 0.1, 0.2, 0.2, 0.1],\n",
        "        reg_class_agnostic=False,\n",
        "        with_module=False,\n",
        "        hbb_trans='hbbpolyobb',\n",
        "        loss_cls=dict(\n",
        "            type='CrossEntropyLoss', use_sigmoid=False, loss_weight=1.0),\n",
        "        loss_bbox=dict(type='SmoothL1Loss', beta=1.0, loss_weight=1.0)))\n",
        "# model training and testing settings\n",
        "train_cfg = dict(\n",
        "    rpn=dict(\n",
        "        assigner=dict(\n",
        "            type='MaxIoUAssignerCy',\n",
        "            pos_iou_thr=0.7,\n",
        "            neg_iou_thr=0.3,\n",
        "            min_pos_iou=0.3,\n",
        "            ignore_iof_thr=-1),\n",
        "        sampler=dict(\n",
        "            type='RandomSampler',\n",
        "            num=256,\n",
        "            pos_fraction=0.5,\n",
        "            neg_pos_ub=-1,\n",
        "            add_gt_as_proposals=False),\n",
        "        allowed_border=0,\n",
        "        pos_weight=-1,\n",
        "        debug=False),\n",
        "    rpn_proposal=dict(\n",
        "        nms_across_levels=False,\n",
        "        nms_pre=2000,\n",
        "        nms_post=2000,\n",
        "        max_num=2000,\n",
        "        nms_thr=0.7,\n",
        "        min_bbox_size=0),\n",
        "    rcnn=dict(\n",
        "        assigner=dict(\n",
        "            type='MaxIoUAssignerCy',\n",
        "            pos_iou_thr=0.5,\n",
        "            neg_iou_thr=0.5,\n",
        "            min_pos_iou=0.5,\n",
        "            ignore_iof_thr=-1),\n",
        "        sampler=dict(\n",
        "            type='RandomSampler',\n",
        "            num=512,\n",
        "            pos_fraction=0.25,\n",
        "            neg_pos_ub=-1,\n",
        "            add_gt_as_proposals=True),\n",
        "        pos_weight=-1,\n",
        "        debug=False))\n",
        "test_cfg = dict(\n",
        "    rpn=dict(\n",
        "        nms_across_levels=False,\n",
        "        nms_pre=2000,\n",
        "        nms_post=2000,\n",
        "        max_num=2000,\n",
        "        nms_thr=0.7,\n",
        "        min_bbox_size=0),\n",
        "    rcnn=dict(\n",
        "        # score_thr=0.05, nms=dict(type='py_cpu_nms_poly_fast', iou_thr=0.1), max_per_img=1000)\n",
        "    score_thr = 0.05, nms = dict(type='py_cpu_nms_poly_fast', iou_thr=0.1), max_per_img = 2000)\n",
        "# soft-nms is also supported for rcnn testing\n",
        "    # e.g., nms=dict(type='soft_nms', iou_thr=0.5, min_score=0.05)\n",
        ")\n",
        "# dataset settings\n",
        "dataset_type = 'DOTADataset'\n",
        "#################################################################################################################\n",
        "# data_root = '/content/ReDet/data/dota1_1024/'\n",
        "# data_root = '/content/ReDet/data/dota_redet/'\n",
        "data_root = '/content/ReDet/data/dota1024new/'\n",
        "#################################################################################################################\n",
        "img_norm_cfg = dict(\n",
        "    mean=[123.675, 116.28, 103.53], std=[58.395, 57.12, 57.375], to_rgb=True)\n",
        "data = dict(\n",
        "    imgs_per_gpu=2,\n",
        "    workers_per_gpu=2,\n",
        "    train=dict(\n",
        "        type=dataset_type,\n",
        "        ann_file=data_root + 'trainval1024/DOTA_trainval1024.json',\n",
        "        img_prefix=data_root + 'trainval1024/images/',\n",
        "        img_scale=(1024, 1024),\n",
        "        img_norm_cfg=img_norm_cfg,\n",
        "        size_divisor=32,\n",
        "        flip_ratio=0.5,\n",
        "        with_mask=True,\n",
        "        with_crowd=True,\n",
        "        with_label=True),\n",
        "    val=dict(\n",
        "        type=dataset_type,\n",
        "        ann_file=data_root + 'trainval1024/DOTA_trainval1024.json',\n",
        "        img_prefix=data_root + 'trainval1024/images',\n",
        "        img_scale=(1024, 1024),\n",
        "        img_norm_cfg=img_norm_cfg,\n",
        "        size_divisor=32,\n",
        "        flip_ratio=0,\n",
        "        with_mask=True,\n",
        "        with_crowd=True,\n",
        "        with_label=True),\n",
        "    test=dict(\n",
        "        type=dataset_type,\n",
        "        #############################################################################################\n",
        "        ann_file=data_root + 'test1024/DOTA_test1024.json',\n",
        "        # ann_file=data_root + 'val1024/DOTA_val1024.json',\n",
        "        img_prefix=data_root + 'test1024/images',\n",
        "        # img_prefix=data_root + 'val1024/images',\n",
        "        img_scale=(1024, 1024),\n",
        "        img_norm_cfg=img_norm_cfg,\n",
        "        size_divisor=32,\n",
        "        flip_ratio=0,\n",
        "        with_mask=False,\n",
        "        with_label=False,\n",
        "        test_mode=True))\n",
        "# optimizer\n",
        "optimizer = dict(type='SGD', lr=0.01, momentum=0.9, weight_decay=0.0001)\n",
        "optimizer_config = dict(grad_clip=dict(max_norm=35, norm_type=2))\n",
        "# learning policy\n",
        "lr_config = dict(\n",
        "    policy='step',\n",
        "    warmup='linear',\n",
        "    warmup_iters=500,\n",
        "    warmup_ratio=1.0 / 3,\n",
        "    step=[8, 11])\n",
        "checkpoint_config = dict(interval=1)\n",
        "# yapf:disable\n",
        "log_config = dict(\n",
        "    interval=1,\n",
        "    hooks=[\n",
        "        dict(type='TextLoggerHook'),\n",
        "        dict(type='TensorboardLoggerHook')\n",
        "    ])\n",
        "# yapf:enable\n",
        "# runtime settings\n",
        "total_epochs = 12\n",
        "dist_params = dict(backend='nccl')\n",
        "log_level = 'INFO'\n",
        "work_dir = './work_dirs/faster_rcnn_obb_r50_fpn_1x_dota'\n",
        "load_from = None\n",
        "resume_from = None\n",
        "workflow = [('train', 1)]"
      ],
      "execution_count": 17,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Overwriting /content/ReDet/configs/DOTA/faster_rcnn_obb_r50_fpn_1x_dota.py\n"
          ]
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "RBKUcvKwI4Hu"
      },
      "source": [
        "# tools/test.py"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 373
        },
        "id": "KGoGBBAYI3JK",
        "outputId": "3066f24e-daaf-422b-c98f-47084e1a9287"
      },
      "source": [
        "\n",
        "import argparse\n",
        "import os.path as osp\n",
        "import shutil\n",
        "import tempfile\n",
        "\n",
        "import mmcv\n",
        "import torch\n",
        "import torch.distributed as dist\n",
        "from mmcv.runner import load_checkpoint, get_dist_info\n",
        "from mmcv.parallel import MMDataParallel, MMDistributedDataParallel\n",
        "\n",
        "from mmdet.apis import init_dist\n",
        "from mmdet.core import results2json, coco_eval\n",
        "from mmdet.datasets import build_dataloader, get_dataset\n",
        "from mmdet.models import build_detector\n",
        "import time\n",
        "\n",
        "def get_time_str():\n",
        "    return time.strftime('%Y%m%d_%H%M%S', time.localtime())\n",
        "\n",
        "def single_gpu_test(model, data_loader, show=False, log_dir=None):\n",
        "    model.eval()\n",
        "    results = []\n",
        "    dataset = data_loader.dataset\n",
        "    if log_dir != None:\n",
        "        filename = 'inference{}.log'.format(get_time_str())\n",
        "        log_file = osp.join(log_dir, filename)\n",
        "        f = open(log_file, 'w')\n",
        "        prog_bar = mmcv.ProgressBar(len(dataset), file=f)\n",
        "    else:\n",
        "        prog_bar = mmcv.ProgressBar(len(dataset))\n",
        "    for i, data in enumerate(data_loader):\n",
        "        with torch.no_grad():\n",
        "            result = model(return_loss=False, rescale=not show, **data)\n",
        "        results.append(result)\n",
        "\n",
        "        if show:\n",
        "            model.module.show_result(data, result, dataset.img_norm_cfg)\n",
        "\n",
        "        batch_size = data['img'][0].size(0)\n",
        "        for _ in range(batch_size):\n",
        "            prog_bar.update()\n",
        "\n",
        "    return results\n",
        "\n",
        "\n",
        "def multi_gpu_test(model, data_loader, tmpdir=None):\n",
        "    model.eval()\n",
        "    results = []\n",
        "    dataset = data_loader.dataset\n",
        "    rank, world_size = get_dist_info()\n",
        "    if rank == 0:\n",
        "        prog_bar = mmcv.ProgressBar(len(dataset))\n",
        "    for i, data in enumerate(data_loader):\n",
        "        with torch.no_grad():\n",
        "            result = model(return_loss=False, rescale=True, **data)\n",
        "        results.append(result)\n",
        "\n",
        "        if rank == 0:\n",
        "            batch_size = data['img'][0].size(0)\n",
        "            for _ in range(batch_size * world_size):\n",
        "                prog_bar.update()\n",
        "\n",
        "    # collect results from all ranks\n",
        "    results = collect_results(results, len(dataset), tmpdir)\n",
        "\n",
        "    return results\n",
        "\n",
        "\n",
        "def collect_results(result_part, size, tmpdir=None):\n",
        "    rank, world_size = get_dist_info()\n",
        "    # create a tmp dir if it is not specified\n",
        "    if tmpdir is None:\n",
        "        MAX_LEN = 512\n",
        "        # 32 is whitespace\n",
        "        dir_tensor = torch.full((MAX_LEN, ),\n",
        "                                32,\n",
        "                                dtype=torch.uint8,\n",
        "                                device='cuda')\n",
        "        if rank == 0:\n",
        "            tmpdir = tempfile.mkdtemp()\n",
        "            tmpdir = torch.tensor(\n",
        "                bytearray(tmpdir.encode()), dtype=torch.uint8, device='cuda')\n",
        "            dir_tensor[:len(tmpdir)] = tmpdir\n",
        "        dist.broadcast(dir_tensor, 0)\n",
        "        tmpdir = dir_tensor.cpu().numpy().tobytes().decode().rstrip()\n",
        "    else:\n",
        "        mmcv.mkdir_or_exist(tmpdir)\n",
        "    # dump the part result to the dir\n",
        "    mmcv.dump(result_part, osp.join(tmpdir, 'part_{}.pkl'.format(rank)))\n",
        "    dist.barrier()\n",
        "    # collect all parts\n",
        "    if rank != 0:\n",
        "        return None\n",
        "    else:\n",
        "        # load results of all parts from tmp dir\n",
        "        part_list = []\n",
        "        for i in range(world_size):\n",
        "            part_file = osp.join(tmpdir, 'part_{}.pkl'.format(i))\n",
        "            part_list.append(mmcv.load(part_file))\n",
        "        # sort the results\n",
        "        ordered_results = []\n",
        "        for res in zip(*part_list):\n",
        "            ordered_results.extend(list(res))\n",
        "        # the dataloader may pad some samples\n",
        "        ordered_results = ordered_results[:size]\n",
        "        # remove tmp dir\n",
        "        shutil.rmtree(tmpdir)\n",
        "        return ordered_results\n",
        "\n",
        "\n",
        "def parse_args():\n",
        "    parser = argparse.ArgumentParser(description='MMDet test detector')\n",
        "    parser.add_argument('config', help='test config file path')\n",
        "    parser.add_argument('checkpoint', help='checkpoint file')\n",
        "    parser.add_argument('--out', help='output result file')\n",
        "    parser.add_argument(\n",
        "        '--eval',\n",
        "        type=str,\n",
        "        nargs='+',\n",
        "        choices=['proposal', 'proposal_fast', 'bbox', 'segm', 'keypoints'],\n",
        "        help='eval types')\n",
        "    parser.add_argument('--show', action='store_true', help='show results')\n",
        "    parser.add_argument('--tmpdir', help='tmp dir for writing some results')\n",
        "    parser.add_argument('--log_dir', help='log the inference speed')\n",
        "    parser.add_argument(\n",
        "        '--launcher',\n",
        "        choices=['none', 'pytorch', 'slurm', 'mpi'],\n",
        "        default='none',\n",
        "        help='job launcher')\n",
        "    parser.add_argument('--local_rank', type=int, default=0)\n",
        "    args = parser.parse_args()\n",
        "    return args\n",
        "\n",
        "\n",
        "def main():\n",
        "    args = parse_args()\n",
        "\n",
        "    if args.out is not None and not args.out.endswith(('.pkl', '.pickle')):\n",
        "        raise ValueError('The output file must be a pkl file.')\n",
        "\n",
        "    cfg = mmcv.Config.fromfile(args.config)\n",
        "    # set cudnn_benchmark\n",
        "    if cfg.get('cudnn_benchmark', False):\n",
        "        torch.backends.cudnn.benchmark = True\n",
        "    cfg.model.pretrained = None\n",
        "    cfg.data.test.test_mode = True\n",
        "\n",
        "    # init distributed env first, since logger depends on the dist info.\n",
        "    if args.launcher == 'none':\n",
        "        distributed = False\n",
        "    else:\n",
        "        distributed = True\n",
        "        init_dist(args.launcher, **cfg.dist_params)\n",
        "\n",
        "    # build the dataloader\n",
        "    # TODO: support multiple images per gpu (only minor changes are needed)\n",
        "    dataset = get_dataset(cfg.data.test)\n",
        "    data_loader = build_dataloader(\n",
        "        dataset,\n",
        "        imgs_per_gpu=1,\n",
        "        workers_per_gpu=cfg.data.workers_per_gpu,\n",
        "        dist=distributed,\n",
        "        shuffle=False)\n",
        "\n",
        "    # build the model and load checkpoint\n",
        "    model = build_detector(cfg.model, train_cfg=None, test_cfg=cfg.test_cfg)\n",
        "    checkpoint = load_checkpoint(model, args.checkpoint, map_location='cpu')\n",
        "    # old versions did not save class info in checkpoints, this walkaround is\n",
        "    # for backward compatibility\n",
        "    if 'CLASSES' in checkpoint['meta']:\n",
        "        model.CLASSES = checkpoint['meta']['CLASSES']\n",
        "    else:\n",
        "        model.CLASSES = dataset.CLASSES\n",
        "\n",
        "    if not distributed:\n",
        "        model = MMDataParallel(model, device_ids=[0])\n",
        "        outputs = single_gpu_test(model, data_loader, args.show, args.log_dir)\n",
        "    else:\n",
        "        model = MMDistributedDataParallel(model.cuda())\n",
        "        outputs = multi_gpu_test(model, data_loader, args.tmpdir)\n",
        "\n",
        "    rank, _ = get_dist_info()\n",
        "    if args.out and rank == 0:\n",
        "        print('\\nwriting results to {}'.format(args.out))\n",
        "        mmcv.dump(outputs, args.out)\n",
        "        eval_types = args.eval\n",
        "        if eval_types:\n",
        "            print('Starting evaluate {}'.format(' and '.join(eval_types)))\n",
        "            if eval_types == ['proposal_fast']:\n",
        "                result_file = args.out\n",
        "                coco_eval(result_file, eval_types, dataset.coco)\n",
        "            else:\n",
        "                if not isinstance(outputs[0], dict):\n",
        "                    result_file = args.out + '.json'\n",
        "                    results2json(dataset, outputs, result_file)\n",
        "                    coco_eval(result_file, eval_types, dataset.coco)\n",
        "                else:\n",
        "                    for name in outputs[0]:\n",
        "                        print('\\nEvaluating {}'.format(name))\n",
        "                        outputs_ = [out[name] for out in outputs]\n",
        "                        result_file = args.out + '.{}.json'.format(name)\n",
        "                        results2json(dataset, outputs_, result_file)\n",
        "                        coco_eval(result_file, eval_types, dataset.coco)\n",
        "\n",
        "\n",
        "if __name__ == '__main__':\n",
        "    main()\n"
      ],
      "execution_count": null,
      "outputs": [
        {
          "ename": "ModuleNotFoundError",
          "evalue": "ignored",
          "output_type": "error",
          "traceback": [
            "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
            "\u001b[0;31mModuleNotFoundError\u001b[0m                       Traceback (most recent call last)",
            "\u001b[0;32m<ipython-input-12-edcf53f1bdb1>\u001b[0m in \u001b[0;36m<module>\u001b[0;34m()\u001b[0m\n\u001b[1;32m      4\u001b[0m \u001b[0;32mimport\u001b[0m \u001b[0mtempfile\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m      5\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m----> 6\u001b[0;31m \u001b[0;32mimport\u001b[0m \u001b[0mmmcv\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m      7\u001b[0m \u001b[0;32mimport\u001b[0m \u001b[0mtorch\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m      8\u001b[0m \u001b[0;32mimport\u001b[0m \u001b[0mtorch\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mdistributed\u001b[0m \u001b[0;32mas\u001b[0m \u001b[0mdist\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
            "\u001b[0;31mModuleNotFoundError\u001b[0m: No module named 'mmcv'",
            "",
            "\u001b[0;31m---------------------------------------------------------------------------\u001b[0;32m\nNOTE: If your import is failing due to a missing package, you can\nmanually install dependencies using either !pip or !apt.\n\nTo view examples of installing some common dependencies, click the\n\"Open Examples\" button below.\n\u001b[0;31m---------------------------------------------------------------------------\u001b[0m\n"
          ]
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "pT6DVa5zptwp"
      },
      "source": [
        "# آموزش شبکه"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "qc9KlcGVRbSA",
        "outputId": "fe2c1580-bbfc-4530-d490-b9fe7f44f15c"
      },
      "source": [
        "!python tools/train.py /content/AerialDetection/configs/DOTA/faster_rcnn_obb_r50_fpn_1x_dota.py --resume_from /content/AerialDetection/work_dirs/faster_rcnn_obb_r50_fpn_1x_dota/epoch_11.pth"
      ],
      "execution_count": null,
      "outputs": [
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "2021-07-26 16:52:03,055 - INFO - Distributed training: False\n",
            "2021-07-26 16:52:03,475 - INFO - load model from: modelzoo://resnet50\n",
            "/usr/local/lib/python3.7/dist-packages/mmcv/runner/checkpoint.py:145: UserWarning: The URL scheme of \"modelzoo://\" is deprecated, please use \"torchvision://\" instead\n",
            "  warnings.warn('The URL scheme of \"modelzoo://\" is deprecated, please '\n",
            "Downloading: \"https://download.pytorch.org/models/resnet50-19c8e357.pth\" to /root/.cache/torch/checkpoints/resnet50-19c8e357.pth\n",
            "100% 102502400/102502400 [00:00<00:00, 124710824.68it/s]\n",
            "2021-07-26 16:52:04,672 - WARNING - The model and loaded state dict do not match exactly\n",
            "\n",
            "unexpected key in source state_dict: fc.weight, fc.bias\n",
            "\n",
            "loading annotations into memory...\n",
            "Done (t=2.99s)\n",
            "creating index...\n",
            "index created!\n",
            "2021-07-26 16:52:13,376 - INFO - load checkpoint from /content/AerialDetection/work_dirs/faster_rcnn_obb_r50_fpn_1x_dota/epoch_11.pth\n",
            "2021-07-26 16:52:18,657 - INFO - resumed epoch 11, iter 74569\n",
            "2021-07-26 16:52:18,660 - INFO - Start running, host: root@7b63d77060d2, work_dir: /content/AerialDetection/work_dirs/faster_rcnn_obb_r50_fpn_1x_dota\n",
            "2021-07-26 16:52:18,661 - INFO - workflow: [('train', 1)], max: 12 epochs\n",
            "THCudaCheck FAIL file=/pytorch/aten/src/THC/THCGeneral.cpp line=383 error=11 : invalid argument\n",
            "2021-07-26 16:53:18,087 - INFO - Epoch [12][50/6779]\tlr: 0.00010, eta: 2:13:16, time: 1.188, data_time: 0.195, memory: 3701, loss_rpn_cls: 0.0112, loss_rpn_bbox: 0.0154, rbbox_loss_cls: 0.0943, rbbox_acc: 96.3125, rbbox_loss_bbox: 0.1548, loss: 0.2756\n",
            "2021-07-26 16:54:05,772 - INFO - Epoch [12][100/6779]\tlr: 0.00010, eta: 1:59:13, time: 0.954, data_time: 0.078, memory: 3701, loss_rpn_cls: 0.0076, loss_rpn_bbox: 0.0118, rbbox_loss_cls: 0.0816, rbbox_acc: 96.9141, rbbox_loss_bbox: 0.1007, loss: 0.2018\n",
            "2021-07-26 16:54:54,656 - INFO - Epoch [12][150/6779]\tlr: 0.00010, eta: 1:54:53, time: 0.978, data_time: 0.068, memory: 3701, loss_rpn_cls: 0.0114, loss_rpn_bbox: 0.0171, rbbox_loss_cls: 0.1139, rbbox_acc: 95.6582, rbbox_loss_bbox: 0.1421, loss: 0.2845\n",
            "2021-07-26 16:55:43,358 - INFO - Epoch [12][200/6779]\tlr: 0.00010, eta: 1:52:13, time: 0.974, data_time: 0.072, memory: 3701, loss_rpn_cls: 0.0075, loss_rpn_bbox: 0.0132, rbbox_loss_cls: 0.0820, rbbox_acc: 96.7188, rbbox_loss_bbox: 0.1265, loss: 0.2292\n",
            "2021-07-26 16:56:31,767 - INFO - Epoch [12][250/6779]\tlr: 0.00010, eta: 1:50:09, time: 0.968, data_time: 0.070, memory: 3701, loss_rpn_cls: 0.0118, loss_rpn_bbox: 0.0161, rbbox_loss_cls: 0.0939, rbbox_acc: 96.4590, rbbox_loss_bbox: 0.1369, loss: 0.2587\n",
            "2021-07-26 16:57:24,467 - INFO - Epoch [12][300/6779]\tlr: 0.00010, eta: 1:50:04, time: 1.054, data_time: 0.089, memory: 3701, loss_rpn_cls: 0.0115, loss_rpn_bbox: 0.0215, rbbox_loss_cls: 0.1079, rbbox_acc: 95.8398, rbbox_loss_bbox: 0.1534, loss: 0.2944\n",
            "2021-07-26 16:58:16,904 - INFO - Epoch [12][350/6779]\tlr: 0.00010, eta: 1:49:40, time: 1.049, data_time: 0.123, memory: 3701, loss_rpn_cls: 0.0108, loss_rpn_bbox: 0.0182, rbbox_loss_cls: 0.0927, rbbox_acc: 96.5332, rbbox_loss_bbox: 0.1316, loss: 0.2532\n",
            "2021-07-26 16:59:07,581 - INFO - Epoch [12][400/6779]\tlr: 0.00010, eta: 1:48:41, time: 1.014, data_time: 0.087, memory: 3701, loss_rpn_cls: 0.0090, loss_rpn_bbox: 0.0176, rbbox_loss_cls: 0.0971, rbbox_acc: 96.1953, rbbox_loss_bbox: 0.1277, loss: 0.2515\n",
            "2021-07-26 17:00:04,691 - INFO - Epoch [12][450/6779]\tlr: 0.00010, eta: 1:49:14, time: 1.142, data_time: 0.179, memory: 3851, loss_rpn_cls: 0.0091, loss_rpn_bbox: 0.0174, rbbox_loss_cls: 0.0917, rbbox_acc: 96.3984, rbbox_loss_bbox: 0.1555, loss: 0.2737\n",
            "2021-07-26 17:00:54,558 - INFO - Epoch [12][500/6779]\tlr: 0.00010, eta: 1:47:58, time: 0.997, data_time: 0.087, memory: 3851, loss_rpn_cls: 0.0081, loss_rpn_bbox: 0.0137, rbbox_loss_cls: 0.0876, rbbox_acc: 96.7441, rbbox_loss_bbox: 0.1240, loss: 0.2334\n",
            "2021-07-26 17:01:54,477 - INFO - Epoch [12][550/6779]\tlr: 0.00010, eta: 1:48:41, time: 1.198, data_time: 0.201, memory: 3851, loss_rpn_cls: 0.0112, loss_rpn_bbox: 0.0155, rbbox_loss_cls: 0.0925, rbbox_acc: 96.4727, rbbox_loss_bbox: 0.1444, loss: 0.2635\n",
            "2021-07-26 17:02:45,037 - INFO - Epoch [12][600/6779]\tlr: 0.00010, eta: 1:47:30, time: 1.011, data_time: 0.092, memory: 3851, loss_rpn_cls: 0.0115, loss_rpn_bbox: 0.0172, rbbox_loss_cls: 0.0996, rbbox_acc: 96.0527, rbbox_loss_bbox: 0.1410, loss: 0.2693\n",
            "2021-07-26 17:03:38,023 - INFO - Epoch [12][650/6779]\tlr: 0.00010, eta: 1:46:45, time: 1.060, data_time: 0.127, memory: 3851, loss_rpn_cls: 0.0102, loss_rpn_bbox: 0.0176, rbbox_loss_cls: 0.0857, rbbox_acc: 96.5938, rbbox_loss_bbox: 0.1486, loss: 0.2622\n",
            "2021-07-26 17:04:34,395 - INFO - Epoch [12][700/6779]\tlr: 0.00010, eta: 1:46:29, time: 1.128, data_time: 0.144, memory: 3851, loss_rpn_cls: 0.0115, loss_rpn_bbox: 0.0170, rbbox_loss_cls: 0.0926, rbbox_acc: 96.2383, rbbox_loss_bbox: 0.1282, loss: 0.2493\n",
            "2021-07-26 17:05:24,169 - INFO - Epoch [12][750/6779]\tlr: 0.00010, eta: 1:45:14, time: 0.995, data_time: 0.086, memory: 3851, loss_rpn_cls: 0.0103, loss_rpn_bbox: 0.0167, rbbox_loss_cls: 0.0970, rbbox_acc: 96.1895, rbbox_loss_bbox: 0.1563, loss: 0.2803\n",
            "2021-07-26 17:06:16,066 - INFO - Epoch [12][800/6779]\tlr: 0.00010, eta: 1:44:18, time: 1.038, data_time: 0.102, memory: 3851, loss_rpn_cls: 0.0116, loss_rpn_bbox: 0.0159, rbbox_loss_cls: 0.0934, rbbox_acc: 96.2773, rbbox_loss_bbox: 0.1372, loss: 0.2581\n",
            "2021-07-26 17:07:11,751 - INFO - Epoch [12][850/6779]\tlr: 0.00010, eta: 1:43:49, time: 1.114, data_time: 0.152, memory: 3851, loss_rpn_cls: 0.0098, loss_rpn_bbox: 0.0162, rbbox_loss_cls: 0.0865, rbbox_acc: 96.5645, rbbox_loss_bbox: 0.1238, loss: 0.2364\n",
            "2021-07-26 17:08:08,708 - INFO - Epoch [12][900/6779]\tlr: 0.00010, eta: 1:43:25, time: 1.139, data_time: 0.165, memory: 3851, loss_rpn_cls: 0.0104, loss_rpn_bbox: 0.0163, rbbox_loss_cls: 0.0932, rbbox_acc: 96.3379, rbbox_loss_bbox: 0.1316, loss: 0.2515\n",
            "2021-07-26 17:09:04,779 - INFO - Epoch [12][950/6779]\tlr: 0.00010, eta: 1:42:53, time: 1.121, data_time: 0.130, memory: 3851, loss_rpn_cls: 0.0158, loss_rpn_bbox: 0.0170, rbbox_loss_cls: 0.1148, rbbox_acc: 95.7559, rbbox_loss_bbox: 0.1252, loss: 0.2729\n",
            "2021-07-26 17:09:53,638 - INFO - Epoch [12][1000/6779]\tlr: 0.00010, eta: 1:41:36, time: 0.977, data_time: 0.080, memory: 3851, loss_rpn_cls: 0.0080, loss_rpn_bbox: 0.0160, rbbox_loss_cls: 0.0918, rbbox_acc: 96.4023, rbbox_loss_bbox: 0.1071, loss: 0.2229\n",
            "2021-07-26 17:10:49,303 - INFO - Epoch [12][1050/6779]\tlr: 0.00010, eta: 1:40:59, time: 1.113, data_time: 0.159, memory: 3851, loss_rpn_cls: 0.0104, loss_rpn_bbox: 0.0156, rbbox_loss_cls: 0.0928, rbbox_acc: 96.3691, rbbox_loss_bbox: 0.1137, loss: 0.2325\n",
            "2021-07-26 17:11:50,082 - INFO - Epoch [12][1100/6779]\tlr: 0.00010, eta: 1:40:47, time: 1.216, data_time: 0.212, memory: 3851, loss_rpn_cls: 0.0131, loss_rpn_bbox: 0.0203, rbbox_loss_cls: 0.1111, rbbox_acc: 95.6016, rbbox_loss_bbox: 0.1449, loss: 0.2894\n",
            "2021-07-26 17:12:46,825 - INFO - Epoch [12][1150/6779]\tlr: 0.00010, eta: 1:40:11, time: 1.135, data_time: 0.175, memory: 3851, loss_rpn_cls: 0.0131, loss_rpn_bbox: 0.0168, rbbox_loss_cls: 0.1006, rbbox_acc: 96.1191, rbbox_loss_bbox: 0.1204, loss: 0.2509\n",
            "2021-07-26 17:13:42,049 - INFO - Epoch [12][1200/6779]\tlr: 0.00010, eta: 1:39:26, time: 1.105, data_time: 0.154, memory: 3851, loss_rpn_cls: 0.0118, loss_rpn_bbox: 0.0156, rbbox_loss_cls: 0.1035, rbbox_acc: 95.9316, rbbox_loss_bbox: 0.1447, loss: 0.2756\n",
            "2021-07-26 17:14:38,956 - INFO - Epoch [12][1250/6779]\tlr: 0.00010, eta: 1:38:48, time: 1.138, data_time: 0.210, memory: 3867, loss_rpn_cls: 0.0125, loss_rpn_bbox: 0.0173, rbbox_loss_cls: 0.0887, rbbox_acc: 96.5645, rbbox_loss_bbox: 0.1268, loss: 0.2453\n",
            "2021-07-26 17:15:30,588 - INFO - Epoch [12][1300/6779]\tlr: 0.00010, eta: 1:37:46, time: 1.033, data_time: 0.097, memory: 3867, loss_rpn_cls: 0.0127, loss_rpn_bbox: 0.0199, rbbox_loss_cls: 0.1077, rbbox_acc: 95.7090, rbbox_loss_bbox: 0.1527, loss: 0.2930\n",
            "2021-07-26 17:16:24,227 - INFO - Epoch [12][1350/6779]\tlr: 0.00010, eta: 1:36:53, time: 1.073, data_time: 0.116, memory: 3867, loss_rpn_cls: 0.0090, loss_rpn_bbox: 0.0171, rbbox_loss_cls: 0.0973, rbbox_acc: 96.1602, rbbox_loss_bbox: 0.1438, loss: 0.2671\n",
            "2021-07-26 17:17:18,218 - INFO - Epoch [12][1400/6779]\tlr: 0.00010, eta: 1:36:01, time: 1.080, data_time: 0.142, memory: 3867, loss_rpn_cls: 0.0105, loss_rpn_bbox: 0.0151, rbbox_loss_cls: 0.0944, rbbox_acc: 96.2266, rbbox_loss_bbox: 0.1491, loss: 0.2691\n",
            "2021-07-26 17:18:08,125 - INFO - Epoch [12][1450/6779]\tlr: 0.00010, eta: 1:34:54, time: 0.998, data_time: 0.099, memory: 3867, loss_rpn_cls: 0.0067, loss_rpn_bbox: 0.0149, rbbox_loss_cls: 0.0859, rbbox_acc: 96.6230, rbbox_loss_bbox: 0.1216, loss: 0.2291\n",
            "2021-07-26 17:19:01,904 - INFO - Epoch [12][1500/6779]\tlr: 0.00010, eta: 1:34:02, time: 1.076, data_time: 0.127, memory: 3867, loss_rpn_cls: 0.0134, loss_rpn_bbox: 0.0187, rbbox_loss_cls: 0.1063, rbbox_acc: 95.6738, rbbox_loss_bbox: 0.1385, loss: 0.2768\n",
            "2021-07-26 17:19:58,218 - INFO - Epoch [12][1550/6779]\tlr: 0.00010, eta: 1:33:18, time: 1.126, data_time: 0.143, memory: 3867, loss_rpn_cls: 0.0100, loss_rpn_bbox: 0.0174, rbbox_loss_cls: 0.1057, rbbox_acc: 95.8730, rbbox_loss_bbox: 0.1740, loss: 0.3071\n",
            "2021-07-26 17:20:54,207 - INFO - Epoch [12][1600/6779]\tlr: 0.00010, eta: 1:32:32, time: 1.120, data_time: 0.173, memory: 3867, loss_rpn_cls: 0.0083, loss_rpn_bbox: 0.0145, rbbox_loss_cls: 0.0852, rbbox_acc: 96.6680, rbbox_loss_bbox: 0.1104, loss: 0.2183\n",
            "2021-07-26 17:21:54,043 - INFO - Epoch [12][1650/6779]\tlr: 0.00010, eta: 1:31:58, time: 1.197, data_time: 0.235, memory: 3867, loss_rpn_cls: 0.0091, loss_rpn_bbox: 0.0164, rbbox_loss_cls: 0.0819, rbbox_acc: 96.7129, rbbox_loss_bbox: 0.1430, loss: 0.2503\n",
            "2021-07-26 17:22:50,219 - INFO - Epoch [12][1700/6779]\tlr: 0.00010, eta: 1:31:11, time: 1.124, data_time: 0.129, memory: 3867, loss_rpn_cls: 0.0107, loss_rpn_bbox: 0.0208, rbbox_loss_cls: 0.1017, rbbox_acc: 95.9297, rbbox_loss_bbox: 0.1399, loss: 0.2732\n",
            "2021-07-26 17:23:45,352 - INFO - Epoch [12][1750/6779]\tlr: 0.00010, eta: 1:30:21, time: 1.102, data_time: 0.133, memory: 3867, loss_rpn_cls: 0.0138, loss_rpn_bbox: 0.0180, rbbox_loss_cls: 0.1026, rbbox_acc: 96.1562, rbbox_loss_bbox: 0.1414, loss: 0.2757\n",
            "2021-07-26 17:24:36,130 - INFO - Epoch [12][1800/6779]\tlr: 0.00010, eta: 1:29:19, time: 1.016, data_time: 0.079, memory: 3867, loss_rpn_cls: 0.0121, loss_rpn_bbox: 0.0195, rbbox_loss_cls: 0.1029, rbbox_acc: 95.8008, rbbox_loss_bbox: 0.1509, loss: 0.2854\n",
            "2021-07-26 17:25:29,176 - INFO - Epoch [12][1850/6779]\tlr: 0.00010, eta: 1:28:23, time: 1.061, data_time: 0.138, memory: 3867, loss_rpn_cls: 0.0112, loss_rpn_bbox: 0.0176, rbbox_loss_cls: 0.0931, rbbox_acc: 96.3184, rbbox_loss_bbox: 0.1108, loss: 0.2327\n",
            "2021-07-26 17:26:25,152 - INFO - Epoch [12][1900/6779]\tlr: 0.00010, eta: 1:27:35, time: 1.119, data_time: 0.163, memory: 3867, loss_rpn_cls: 0.0098, loss_rpn_bbox: 0.0155, rbbox_loss_cls: 0.0903, rbbox_acc: 96.4199, rbbox_loss_bbox: 0.1372, loss: 0.2529\n",
            "2021-07-26 17:27:22,865 - INFO - Epoch [12][1950/6779]\tlr: 0.00010, eta: 1:26:50, time: 1.154, data_time: 0.128, memory: 3867, loss_rpn_cls: 0.0112, loss_rpn_bbox: 0.0227, rbbox_loss_cls: 0.0982, rbbox_acc: 96.1406, rbbox_loss_bbox: 0.1685, loss: 0.3006\n",
            "2021-07-26 17:28:15,155 - INFO - Epoch [12][2000/6779]\tlr: 0.00010, eta: 1:25:52, time: 1.046, data_time: 0.099, memory: 3867, loss_rpn_cls: 0.0097, loss_rpn_bbox: 0.0193, rbbox_loss_cls: 0.1013, rbbox_acc: 95.9102, rbbox_loss_bbox: 0.1602, loss: 0.2905\n",
            "tcmalloc: large alloc 1172406272 bytes == 0x563e2a1b4000 @  0x7fd40a441001 0x7fd407fbf54f 0x7fd40800fb58 0x7fd408013b17 0x7fd4080b2203 0x563d7d90b338 0x7fd3a6810b3e 0x7fd3a6811752 0x563d7d9ca010 0x563d7d9c9da0 0x563d7da3dbb3 0x563d7d9cb65a 0x563d7da39b0e 0x563d7da38c35 0x563d7d9cb73a 0x563d7da39d67 0x563d7d9cb65a 0x563d7da39b0e 0x563d7da38c35 0x563d7d9ca51e 0x563d7db3b539 0x563d7d9ca2bf 0x563d7da374c1 0x563d7dab198c 0x563d7da3f40c 0x563d7da38c35 0x563d7d9cb73a 0x563d7da3a93b 0x563d7da38c35 0x563d7d9cb73a 0x563d7da3a93b\n",
            "2021-07-26 17:29:18,704 - INFO - Epoch [12][2050/6779]\tlr: 0.00010, eta: 1:25:21, time: 1.271, data_time: 0.300, memory: 4067, loss_rpn_cls: 0.0121, loss_rpn_bbox: 0.0195, rbbox_loss_cls: 0.0987, rbbox_acc: 96.1055, rbbox_loss_bbox: 0.1488, loss: 0.2790\n",
            "2021-07-26 17:30:15,026 - INFO - Epoch [12][2100/6779]\tlr: 0.00010, eta: 1:24:31, time: 1.126, data_time: 0.181, memory: 4067, loss_rpn_cls: 0.0094, loss_rpn_bbox: 0.0171, rbbox_loss_cls: 0.0846, rbbox_acc: 96.6699, rbbox_loss_bbox: 0.1246, loss: 0.2356\n",
            "2021-07-26 17:31:08,794 - INFO - Epoch [12][2150/6779]\tlr: 0.00010, eta: 1:23:36, time: 1.075, data_time: 0.101, memory: 4067, loss_rpn_cls: 0.0105, loss_rpn_bbox: 0.0175, rbbox_loss_cls: 0.0978, rbbox_acc: 96.0273, rbbox_loss_bbox: 0.1211, loss: 0.2469\n",
            "2021-07-26 17:32:03,184 - INFO - Epoch [12][2200/6779]\tlr: 0.00010, eta: 1:22:42, time: 1.088, data_time: 0.123, memory: 4067, loss_rpn_cls: 0.0096, loss_rpn_bbox: 0.0151, rbbox_loss_cls: 0.0939, rbbox_acc: 96.2715, rbbox_loss_bbox: 0.1505, loss: 0.2691\n",
            "2021-07-26 17:33:01,066 - INFO - Epoch [12][2250/6779]\tlr: 0.00010, eta: 1:21:56, time: 1.158, data_time: 0.177, memory: 4067, loss_rpn_cls: 0.0116, loss_rpn_bbox: 0.0157, rbbox_loss_cls: 0.0915, rbbox_acc: 96.3945, rbbox_loss_bbox: 0.1402, loss: 0.2590\n",
            "2021-07-26 17:34:06,289 - INFO - Epoch [12][2300/6779]\tlr: 0.00010, eta: 1:21:23, time: 1.304, data_time: 0.325, memory: 4082, loss_rpn_cls: 0.0108, loss_rpn_bbox: 0.0145, rbbox_loss_cls: 0.0875, rbbox_acc: 96.7188, rbbox_loss_bbox: 0.1315, loss: 0.2442\n",
            "2021-07-26 17:35:01,929 - INFO - Epoch [12][2350/6779]\tlr: 0.00010, eta: 1:20:30, time: 1.113, data_time: 0.120, memory: 4082, loss_rpn_cls: 0.0125, loss_rpn_bbox: 0.0171, rbbox_loss_cls: 0.0947, rbbox_acc: 96.2207, rbbox_loss_bbox: 0.1248, loss: 0.2491\n",
            "2021-07-26 17:35:58,726 - INFO - Epoch [12][2400/6779]\tlr: 0.00010, eta: 1:19:40, time: 1.136, data_time: 0.175, memory: 4082, loss_rpn_cls: 0.0079, loss_rpn_bbox: 0.0150, rbbox_loss_cls: 0.0858, rbbox_acc: 96.5703, rbbox_loss_bbox: 0.1341, loss: 0.2428\n",
            "2021-07-26 17:36:57,143 - INFO - Epoch [12][2450/6779]\tlr: 0.00010, eta: 1:18:52, time: 1.168, data_time: 0.205, memory: 4082, loss_rpn_cls: 0.0117, loss_rpn_bbox: 0.0187, rbbox_loss_cls: 0.0992, rbbox_acc: 96.0781, rbbox_loss_bbox: 0.1517, loss: 0.2812\n",
            "2021-07-26 17:37:47,976 - INFO - Epoch [12][2500/6779]\tlr: 0.00010, eta: 1:17:51, time: 1.017, data_time: 0.113, memory: 4082, loss_rpn_cls: 0.0125, loss_rpn_bbox: 0.0171, rbbox_loss_cls: 0.0912, rbbox_acc: 96.4980, rbbox_loss_bbox: 0.1150, loss: 0.2357\n",
            "2021-07-26 17:38:43,914 - INFO - Epoch [12][2550/6779]\tlr: 0.00010, eta: 1:16:59, time: 1.119, data_time: 0.144, memory: 4082, loss_rpn_cls: 0.0104, loss_rpn_bbox: 0.0168, rbbox_loss_cls: 0.0909, rbbox_acc: 96.3320, rbbox_loss_bbox: 0.1190, loss: 0.2371\n",
            "2021-07-26 17:39:35,358 - INFO - Epoch [12][2600/6779]\tlr: 0.00010, eta: 1:15:59, time: 1.029, data_time: 0.116, memory: 4082, loss_rpn_cls: 0.0079, loss_rpn_bbox: 0.0128, rbbox_loss_cls: 0.0797, rbbox_acc: 96.8691, rbbox_loss_bbox: 0.1019, loss: 0.2023\n",
            "2021-07-26 17:40:30,055 - INFO - Epoch [12][2650/6779]\tlr: 0.00010, eta: 1:15:05, time: 1.094, data_time: 0.117, memory: 4082, loss_rpn_cls: 0.0084, loss_rpn_bbox: 0.0177, rbbox_loss_cls: 0.0967, rbbox_acc: 96.1680, rbbox_loss_bbox: 0.1362, loss: 0.2590\n",
            "2021-07-26 17:41:20,960 - INFO - Epoch [12][2700/6779]\tlr: 0.00010, eta: 1:14:04, time: 1.018, data_time: 0.084, memory: 4082, loss_rpn_cls: 0.0076, loss_rpn_bbox: 0.0127, rbbox_loss_cls: 0.0966, rbbox_acc: 96.3398, rbbox_loss_bbox: 0.1261, loss: 0.2430\n",
            "2021-07-26 17:42:16,044 - INFO - Epoch [12][2750/6779]\tlr: 0.00010, eta: 1:13:11, time: 1.102, data_time: 0.128, memory: 4082, loss_rpn_cls: 0.0112, loss_rpn_bbox: 0.0177, rbbox_loss_cls: 0.1029, rbbox_acc: 96.0195, rbbox_loss_bbox: 0.1285, loss: 0.2603\n",
            "2021-07-26 17:43:12,249 - INFO - Epoch [12][2800/6779]\tlr: 0.00010, eta: 1:12:19, time: 1.124, data_time: 0.115, memory: 4082, loss_rpn_cls: 0.0147, loss_rpn_bbox: 0.0197, rbbox_loss_cls: 0.1129, rbbox_acc: 95.5156, rbbox_loss_bbox: 0.1363, loss: 0.2835\n",
            "2021-07-26 17:44:13,329 - INFO - Epoch [12][2850/6779]\tlr: 0.00010, eta: 1:11:33, time: 1.222, data_time: 0.242, memory: 4082, loss_rpn_cls: 0.0107, loss_rpn_bbox: 0.0177, rbbox_loss_cls: 0.0939, rbbox_acc: 96.4570, rbbox_loss_bbox: 0.1241, loss: 0.2465\n",
            "2021-07-26 17:45:05,642 - INFO - Epoch [12][2900/6779]\tlr: 0.00010, eta: 1:10:36, time: 1.046, data_time: 0.100, memory: 4082, loss_rpn_cls: 0.0096, loss_rpn_bbox: 0.0185, rbbox_loss_cls: 0.0958, rbbox_acc: 96.2461, rbbox_loss_bbox: 0.1681, loss: 0.2920\n",
            "2021-07-26 17:46:06,235 - INFO - Epoch [12][2950/6779]\tlr: 0.00010, eta: 1:09:49, time: 1.212, data_time: 0.205, memory: 4082, loss_rpn_cls: 0.0118, loss_rpn_bbox: 0.0190, rbbox_loss_cls: 0.0960, rbbox_acc: 96.2305, rbbox_loss_bbox: 0.1351, loss: 0.2618\n",
            "2021-07-26 17:47:00,317 - INFO - Epoch [12][3000/6779]\tlr: 0.00010, eta: 1:08:53, time: 1.082, data_time: 0.121, memory: 4082, loss_rpn_cls: 0.0118, loss_rpn_bbox: 0.0174, rbbox_loss_cls: 0.1065, rbbox_acc: 95.7793, rbbox_loss_bbox: 0.1167, loss: 0.2522\n",
            "2021-07-26 17:47:55,448 - INFO - Epoch [12][3050/6779]\tlr: 0.00010, eta: 1:07:59, time: 1.103, data_time: 0.118, memory: 4082, loss_rpn_cls: 0.0129, loss_rpn_bbox: 0.0168, rbbox_loss_cls: 0.1016, rbbox_acc: 95.9219, rbbox_loss_bbox: 0.1290, loss: 0.2602\n",
            "2021-07-26 17:48:48,785 - INFO - Epoch [12][3100/6779]\tlr: 0.00010, eta: 1:07:03, time: 1.067, data_time: 0.114, memory: 4082, loss_rpn_cls: 0.0122, loss_rpn_bbox: 0.0168, rbbox_loss_cls: 0.0965, rbbox_acc: 96.2812, rbbox_loss_bbox: 0.1277, loss: 0.2532\n",
            "2021-07-26 17:49:47,465 - INFO - Epoch [12][3150/6779]\tlr: 0.00010, eta: 1:06:13, time: 1.174, data_time: 0.215, memory: 4082, loss_rpn_cls: 0.0095, loss_rpn_bbox: 0.0149, rbbox_loss_cls: 0.0847, rbbox_acc: 96.7695, rbbox_loss_bbox: 0.1287, loss: 0.2378\n",
            "tcmalloc: large alloc 1280540672 bytes == 0x563e2a0b2000 @  0x7fd40a441001 0x7fd407fbf54f 0x7fd40800fb58 0x7fd408013b17 0x7fd4080b2203 0x563d7d90b338 0x7fd3a6810b3e 0x7fd3a6811752 0x563d7d9ca010 0x563d7d9c9da0 0x563d7da3dbb3 0x563d7d9cb65a 0x563d7da39b0e 0x563d7da38c35 0x563d7d9cb73a 0x563d7da39d67 0x563d7d9cb65a 0x563d7da39b0e 0x563d7da38c35 0x563d7d9ca51e 0x563d7db3b539 0x563d7d9ca2bf 0x563d7da374c1 0x563d7dab1a2a 0x563d7da3f40c 0x563d7da38c35 0x563d7d9cb73a 0x563d7da3a93b 0x563d7da38c35 0x563d7d9cb73a 0x563d7da3a93b\n",
            "2021-07-26 17:50:54,444 - INFO - Epoch [12][3200/6779]\tlr: 0.00010, eta: 1:05:32, time: 1.340, data_time: 0.337, memory: 4182, loss_rpn_cls: 0.0100, loss_rpn_bbox: 0.0167, rbbox_loss_cls: 0.0903, rbbox_acc: 96.3750, rbbox_loss_bbox: 0.1409, loss: 0.2579\n",
            "2021-07-26 17:51:49,138 - INFO - Epoch [12][3250/6779]\tlr: 0.00010, eta: 1:04:36, time: 1.094, data_time: 0.110, memory: 4182, loss_rpn_cls: 0.0080, loss_rpn_bbox: 0.0197, rbbox_loss_cls: 0.0909, rbbox_acc: 96.4023, rbbox_loss_bbox: 0.1223, loss: 0.2409\n",
            "2021-07-26 17:52:46,000 - INFO - Epoch [12][3300/6779]\tlr: 0.00010, eta: 1:03:44, time: 1.137, data_time: 0.156, memory: 4182, loss_rpn_cls: 0.0088, loss_rpn_bbox: 0.0174, rbbox_loss_cls: 0.0946, rbbox_acc: 96.3340, rbbox_loss_bbox: 0.1063, loss: 0.2272\n",
            "2021-07-26 17:53:46,473 - INFO - Epoch [12][3350/6779]\tlr: 0.00010, eta: 1:02:54, time: 1.209, data_time: 0.168, memory: 4182, loss_rpn_cls: 0.0129, loss_rpn_bbox: 0.0225, rbbox_loss_cls: 0.1114, rbbox_acc: 95.6816, rbbox_loss_bbox: 0.1419, loss: 0.2887\n",
            "2021-07-26 17:54:44,501 - INFO - Epoch [12][3400/6779]\tlr: 0.00010, eta: 1:02:02, time: 1.161, data_time: 0.154, memory: 4182, loss_rpn_cls: 0.0101, loss_rpn_bbox: 0.0203, rbbox_loss_cls: 0.0940, rbbox_acc: 96.2910, rbbox_loss_bbox: 0.1429, loss: 0.2672\n",
            "2021-07-26 17:55:51,987 - INFO - Epoch [12][3450/6779]\tlr: 0.00010, eta: 1:01:19, time: 1.350, data_time: 0.370, memory: 4182, loss_rpn_cls: 0.0109, loss_rpn_bbox: 0.0141, rbbox_loss_cls: 0.0981, rbbox_acc: 96.2969, rbbox_loss_bbox: 0.1460, loss: 0.2691\n",
            "2021-07-26 17:56:55,732 - INFO - Epoch [12][3500/6779]\tlr: 0.00010, eta: 1:00:32, time: 1.275, data_time: 0.225, memory: 4182, loss_rpn_cls: 0.0146, loss_rpn_bbox: 0.0208, rbbox_loss_cls: 0.1090, rbbox_acc: 95.6602, rbbox_loss_bbox: 0.1430, loss: 0.2874\n",
            "2021-07-26 17:57:50,207 - INFO - Epoch [12][3550/6779]\tlr: 0.00010, eta: 0:59:35, time: 1.089, data_time: 0.099, memory: 4182, loss_rpn_cls: 0.0137, loss_rpn_bbox: 0.0180, rbbox_loss_cls: 0.1024, rbbox_acc: 95.9434, rbbox_loss_bbox: 0.1265, loss: 0.2605\n",
            "2021-07-26 17:58:47,581 - INFO - Epoch [12][3600/6779]\tlr: 0.00010, eta: 0:58:42, time: 1.147, data_time: 0.151, memory: 4182, loss_rpn_cls: 0.0143, loss_rpn_bbox: 0.0196, rbbox_loss_cls: 0.1075, rbbox_acc: 95.9414, rbbox_loss_bbox: 0.1766, loss: 0.3180\n",
            "2021-07-26 17:59:55,848 - INFO - Epoch [12][3650/6779]\tlr: 0.00010, eta: 0:57:58, time: 1.365, data_time: 0.292, memory: 4182, loss_rpn_cls: 0.0114, loss_rpn_bbox: 0.0179, rbbox_loss_cls: 0.0966, rbbox_acc: 96.2500, rbbox_loss_bbox: 0.1520, loss: 0.2779\n",
            "2021-07-26 18:00:49,646 - INFO - Epoch [12][3700/6779]\tlr: 0.00010, eta: 0:57:00, time: 1.076, data_time: 0.110, memory: 4182, loss_rpn_cls: 0.0156, loss_rpn_bbox: 0.0192, rbbox_loss_cls: 0.0997, rbbox_acc: 96.0801, rbbox_loss_bbox: 0.1633, loss: 0.2979\n",
            "2021-07-26 18:01:45,130 - INFO - Epoch [12][3750/6779]\tlr: 0.00010, eta: 0:56:05, time: 1.110, data_time: 0.121, memory: 4182, loss_rpn_cls: 0.0100, loss_rpn_bbox: 0.0177, rbbox_loss_cls: 0.1037, rbbox_acc: 96.0254, rbbox_loss_bbox: 0.1357, loss: 0.2671\n",
            "2021-07-26 18:02:38,729 - INFO - Epoch [12][3800/6779]\tlr: 0.00010, eta: 0:55:08, time: 1.072, data_time: 0.126, memory: 4182, loss_rpn_cls: 0.0111, loss_rpn_bbox: 0.0192, rbbox_loss_cls: 0.0977, rbbox_acc: 96.0645, rbbox_loss_bbox: 0.1788, loss: 0.3068\n",
            "2021-07-26 18:03:31,809 - INFO - Epoch [12][3850/6779]\tlr: 0.00010, eta: 0:54:10, time: 1.062, data_time: 0.115, memory: 4182, loss_rpn_cls: 0.0086, loss_rpn_bbox: 0.0146, rbbox_loss_cls: 0.0803, rbbox_acc: 96.8691, rbbox_loss_bbox: 0.1288, loss: 0.2323\n",
            "2021-07-26 18:04:25,955 - INFO - Epoch [12][3900/6779]\tlr: 0.00010, eta: 0:53:14, time: 1.083, data_time: 0.094, memory: 4182, loss_rpn_cls: 0.0105, loss_rpn_bbox: 0.0174, rbbox_loss_cls: 0.1126, rbbox_acc: 95.5273, rbbox_loss_bbox: 0.1401, loss: 0.2806\n",
            "2021-07-26 18:05:15,278 - INFO - Epoch [12][3950/6779]\tlr: 0.00010, eta: 0:52:14, time: 0.986, data_time: 0.078, memory: 4182, loss_rpn_cls: 0.0144, loss_rpn_bbox: 0.0178, rbbox_loss_cls: 0.0942, rbbox_acc: 96.3184, rbbox_loss_bbox: 0.1283, loss: 0.2547\n",
            "2021-07-26 18:06:09,259 - INFO - Epoch [12][4000/6779]\tlr: 0.00010, eta: 0:51:18, time: 1.080, data_time: 0.125, memory: 4182, loss_rpn_cls: 0.0108, loss_rpn_bbox: 0.0166, rbbox_loss_cls: 0.0932, rbbox_acc: 96.3418, rbbox_loss_bbox: 0.1455, loss: 0.2661\n",
            "2021-07-26 18:07:01,768 - INFO - Epoch [12][4050/6779]\tlr: 0.00010, eta: 0:50:20, time: 1.050, data_time: 0.095, memory: 4182, loss_rpn_cls: 0.0089, loss_rpn_bbox: 0.0153, rbbox_loss_cls: 0.0996, rbbox_acc: 96.1289, rbbox_loss_bbox: 0.1265, loss: 0.2504\n",
            "2021-07-26 18:08:01,925 - INFO - Epoch [12][4100/6779]\tlr: 0.00010, eta: 0:49:28, time: 1.203, data_time: 0.187, memory: 4182, loss_rpn_cls: 0.0129, loss_rpn_bbox: 0.0209, rbbox_loss_cls: 0.1027, rbbox_acc: 96.1738, rbbox_loss_bbox: 0.1497, loss: 0.2862\n",
            "2021-07-26 18:08:57,554 - INFO - Epoch [12][4150/6779]\tlr: 0.00010, eta: 0:48:33, time: 1.113, data_time: 0.123, memory: 4182, loss_rpn_cls: 0.0108, loss_rpn_bbox: 0.0196, rbbox_loss_cls: 0.0946, rbbox_acc: 96.1582, rbbox_loss_bbox: 0.1321, loss: 0.2571\n",
            "2021-07-26 18:09:55,106 - INFO - Epoch [12][4200/6779]\tlr: 0.00010, eta: 0:47:39, time: 1.151, data_time: 0.175, memory: 4182, loss_rpn_cls: 0.0117, loss_rpn_bbox: 0.0192, rbbox_loss_cls: 0.0994, rbbox_acc: 96.0176, rbbox_loss_bbox: 0.1220, loss: 0.2523\n",
            "2021-07-26 18:10:48,687 - INFO - Epoch [12][4250/6779]\tlr: 0.00010, eta: 0:46:42, time: 1.072, data_time: 0.131, memory: 4182, loss_rpn_cls: 0.0090, loss_rpn_bbox: 0.0197, rbbox_loss_cls: 0.0942, rbbox_acc: 96.3633, rbbox_loss_bbox: 0.1334, loss: 0.2564\n",
            "2021-07-26 18:11:40,247 - INFO - Epoch [12][4300/6779]\tlr: 0.00010, eta: 0:45:45, time: 1.031, data_time: 0.104, memory: 4182, loss_rpn_cls: 0.0076, loss_rpn_bbox: 0.0168, rbbox_loss_cls: 0.0904, rbbox_acc: 96.5352, rbbox_loss_bbox: 0.1302, loss: 0.2449\n",
            "2021-07-26 18:12:29,283 - INFO - Epoch [12][4350/6779]\tlr: 0.00010, eta: 0:44:46, time: 0.981, data_time: 0.073, memory: 4182, loss_rpn_cls: 0.0101, loss_rpn_bbox: 0.0160, rbbox_loss_cls: 0.1030, rbbox_acc: 96.2051, rbbox_loss_bbox: 0.1499, loss: 0.2790\n",
            "2021-07-26 18:13:27,612 - INFO - Epoch [12][4400/6779]\tlr: 0.00010, eta: 0:43:52, time: 1.167, data_time: 0.174, memory: 4182, loss_rpn_cls: 0.0104, loss_rpn_bbox: 0.0201, rbbox_loss_cls: 0.1049, rbbox_acc: 95.9902, rbbox_loss_bbox: 0.1344, loss: 0.2697\n",
            "2021-07-26 18:14:20,519 - INFO - Epoch [12][4450/6779]\tlr: 0.00010, eta: 0:42:55, time: 1.058, data_time: 0.113, memory: 4182, loss_rpn_cls: 0.0091, loss_rpn_bbox: 0.0167, rbbox_loss_cls: 0.1035, rbbox_acc: 95.9590, rbbox_loss_bbox: 0.1237, loss: 0.2530\n",
            "2021-07-26 18:15:13,188 - INFO - Epoch [12][4500/6779]\tlr: 0.00010, eta: 0:41:59, time: 1.053, data_time: 0.095, memory: 4182, loss_rpn_cls: 0.0114, loss_rpn_bbox: 0.0192, rbbox_loss_cls: 0.0916, rbbox_acc: 96.4824, rbbox_loss_bbox: 0.1508, loss: 0.2730\n",
            "2021-07-26 18:16:05,085 - INFO - Epoch [12][4550/6779]\tlr: 0.00010, eta: 0:41:02, time: 1.038, data_time: 0.102, memory: 4182, loss_rpn_cls: 0.0098, loss_rpn_bbox: 0.0161, rbbox_loss_cls: 0.0907, rbbox_acc: 96.4180, rbbox_loss_bbox: 0.1327, loss: 0.2494\n",
            "2021-07-26 18:16:58,043 - INFO - Epoch [12][4600/6779]\tlr: 0.00010, eta: 0:40:06, time: 1.059, data_time: 0.086, memory: 4182, loss_rpn_cls: 0.0097, loss_rpn_bbox: 0.0183, rbbox_loss_cls: 0.0951, rbbox_acc: 96.3418, rbbox_loss_bbox: 0.1347, loss: 0.2578\n",
            "2021-07-26 18:18:01,757 - INFO - Epoch [12][4650/6779]\tlr: 0.00010, eta: 0:39:14, time: 1.274, data_time: 0.313, memory: 4182, loss_rpn_cls: 0.0108, loss_rpn_bbox: 0.0172, rbbox_loss_cls: 0.1047, rbbox_acc: 95.8750, rbbox_loss_bbox: 0.1759, loss: 0.3085\n",
            "2021-07-26 18:18:56,003 - INFO - Epoch [12][4700/6779]\tlr: 0.00010, eta: 0:38:18, time: 1.085, data_time: 0.123, memory: 4182, loss_rpn_cls: 0.0094, loss_rpn_bbox: 0.0178, rbbox_loss_cls: 0.0951, rbbox_acc: 96.3164, rbbox_loss_bbox: 0.1207, loss: 0.2431\n",
            "2021-07-26 18:19:46,154 - INFO - Epoch [12][4750/6779]\tlr: 0.00010, eta: 0:37:21, time: 1.003, data_time: 0.078, memory: 4182, loss_rpn_cls: 0.0115, loss_rpn_bbox: 0.0164, rbbox_loss_cls: 0.0987, rbbox_acc: 96.1465, rbbox_loss_bbox: 0.1352, loss: 0.2619\n",
            "2021-07-26 18:20:37,221 - INFO - Epoch [12][4800/6779]\tlr: 0.00010, eta: 0:36:24, time: 1.021, data_time: 0.085, memory: 4182, loss_rpn_cls: 0.0079, loss_rpn_bbox: 0.0187, rbbox_loss_cls: 0.0925, rbbox_acc: 96.2461, rbbox_loss_bbox: 0.1263, loss: 0.2454\n",
            "2021-07-26 18:21:29,326 - INFO - Epoch [12][4850/6779]\tlr: 0.00010, eta: 0:35:28, time: 1.042, data_time: 0.122, memory: 4182, loss_rpn_cls: 0.0128, loss_rpn_bbox: 0.0164, rbbox_loss_cls: 0.0870, rbbox_acc: 96.5039, rbbox_loss_bbox: 0.1154, loss: 0.2316\n",
            "2021-07-26 18:22:24,561 - INFO - Epoch [12][4900/6779]\tlr: 0.00010, eta: 0:34:32, time: 1.105, data_time: 0.138, memory: 4182, loss_rpn_cls: 0.0127, loss_rpn_bbox: 0.0184, rbbox_loss_cls: 0.0834, rbbox_acc: 96.8301, rbbox_loss_bbox: 0.1256, loss: 0.2400\n",
            "2021-07-26 18:23:16,012 - INFO - Epoch [12][4950/6779]\tlr: 0.00010, eta: 0:33:36, time: 1.029, data_time: 0.092, memory: 4182, loss_rpn_cls: 0.0104, loss_rpn_bbox: 0.0191, rbbox_loss_cls: 0.0974, rbbox_acc: 96.1699, rbbox_loss_bbox: 0.1486, loss: 0.2755\n",
            "2021-07-26 18:24:18,638 - INFO - Epoch [12][5000/6779]\tlr: 0.00010, eta: 0:32:43, time: 1.252, data_time: 0.213, memory: 4182, loss_rpn_cls: 0.0114, loss_rpn_bbox: 0.0204, rbbox_loss_cls: 0.0940, rbbox_acc: 96.3066, rbbox_loss_bbox: 0.1280, loss: 0.2538\n",
            "2021-07-26 18:25:14,711 - INFO - Epoch [12][5050/6779]\tlr: 0.00010, eta: 0:31:49, time: 1.121, data_time: 0.133, memory: 4182, loss_rpn_cls: 0.0105, loss_rpn_bbox: 0.0170, rbbox_loss_cls: 0.0981, rbbox_acc: 96.1699, rbbox_loss_bbox: 0.1471, loss: 0.2726\n",
            "2021-07-26 18:26:10,634 - INFO - Epoch [12][5100/6779]\tlr: 0.00010, eta: 0:30:54, time: 1.118, data_time: 0.139, memory: 4182, loss_rpn_cls: 0.0094, loss_rpn_bbox: 0.0173, rbbox_loss_cls: 0.0928, rbbox_acc: 96.5605, rbbox_loss_bbox: 0.1187, loss: 0.2382\n",
            "2021-07-26 18:27:04,073 - INFO - Epoch [12][5150/6779]\tlr: 0.00010, eta: 0:29:58, time: 1.069, data_time: 0.123, memory: 4182, loss_rpn_cls: 0.0080, loss_rpn_bbox: 0.0165, rbbox_loss_cls: 0.0879, rbbox_acc: 96.5898, rbbox_loss_bbox: 0.1198, loss: 0.2323\n",
            "2021-07-26 18:27:58,521 - INFO - Epoch [12][5200/6779]\tlr: 0.00010, eta: 0:29:02, time: 1.089, data_time: 0.135, memory: 4182, loss_rpn_cls: 0.0101, loss_rpn_bbox: 0.0179, rbbox_loss_cls: 0.0975, rbbox_acc: 96.1914, rbbox_loss_bbox: 0.1235, loss: 0.2490\n",
            "2021-07-26 18:28:53,485 - INFO - Epoch [12][5250/6779]\tlr: 0.00010, eta: 0:28:07, time: 1.099, data_time: 0.106, memory: 4182, loss_rpn_cls: 0.0105, loss_rpn_bbox: 0.0195, rbbox_loss_cls: 0.0970, rbbox_acc: 96.1328, rbbox_loss_bbox: 0.1277, loss: 0.2548\n",
            "2021-07-26 18:29:52,604 - INFO - Epoch [12][5300/6779]\tlr: 0.00010, eta: 0:27:13, time: 1.182, data_time: 0.172, memory: 4182, loss_rpn_cls: 0.0094, loss_rpn_bbox: 0.0182, rbbox_loss_cls: 0.1008, rbbox_acc: 96.1250, rbbox_loss_bbox: 0.1234, loss: 0.2517\n",
            "2021-07-26 18:30:49,478 - INFO - Epoch [12][5350/6779]\tlr: 0.00010, eta: 0:26:18, time: 1.138, data_time: 0.170, memory: 4182, loss_rpn_cls: 0.0102, loss_rpn_bbox: 0.0141, rbbox_loss_cls: 0.0862, rbbox_acc: 96.5723, rbbox_loss_bbox: 0.1466, loss: 0.2571\n",
            "2021-07-26 18:31:40,186 - INFO - Epoch [12][5400/6779]\tlr: 0.00010, eta: 0:25:22, time: 1.014, data_time: 0.084, memory: 4182, loss_rpn_cls: 0.0090, loss_rpn_bbox: 0.0162, rbbox_loss_cls: 0.1024, rbbox_acc: 96.0137, rbbox_loss_bbox: 0.1411, loss: 0.2687\n",
            "2021-07-26 18:32:41,705 - INFO - Epoch [12][5450/6779]\tlr: 0.00010, eta: 0:24:28, time: 1.230, data_time: 0.271, memory: 4182, loss_rpn_cls: 0.0074, loss_rpn_bbox: 0.0151, rbbox_loss_cls: 0.0838, rbbox_acc: 96.7129, rbbox_loss_bbox: 0.1178, loss: 0.2241\n",
            "2021-07-26 18:33:43,864 - INFO - Epoch [12][5500/6779]\tlr: 0.00010, eta: 0:23:35, time: 1.243, data_time: 0.234, memory: 4182, loss_rpn_cls: 0.0123, loss_rpn_bbox: 0.0172, rbbox_loss_cls: 0.0892, rbbox_acc: 96.5645, rbbox_loss_bbox: 0.1415, loss: 0.2602\n",
            "2021-07-26 18:34:41,587 - INFO - Epoch [12][5550/6779]\tlr: 0.00010, eta: 0:22:40, time: 1.154, data_time: 0.133, memory: 4182, loss_rpn_cls: 0.0138, loss_rpn_bbox: 0.0193, rbbox_loss_cls: 0.1030, rbbox_acc: 95.9746, rbbox_loss_bbox: 0.1825, loss: 0.3185\n",
            "2021-07-26 18:35:42,286 - INFO - Epoch [12][5600/6779]\tlr: 0.00010, eta: 0:21:46, time: 1.214, data_time: 0.193, memory: 4182, loss_rpn_cls: 0.0096, loss_rpn_bbox: 0.0178, rbbox_loss_cls: 0.0964, rbbox_acc: 96.2812, rbbox_loss_bbox: 0.1389, loss: 0.2627\n",
            "2021-07-26 18:36:50,482 - INFO - Epoch [12][5650/6779]\tlr: 0.00010, eta: 0:20:53, time: 1.364, data_time: 0.378, memory: 4182, loss_rpn_cls: 0.0099, loss_rpn_bbox: 0.0145, rbbox_loss_cls: 0.0914, rbbox_acc: 96.5703, rbbox_loss_bbox: 0.1313, loss: 0.2472\n",
            "2021-07-26 18:37:49,974 - INFO - Epoch [12][5700/6779]\tlr: 0.00010, eta: 0:19:58, time: 1.190, data_time: 0.170, memory: 4182, loss_rpn_cls: 0.0123, loss_rpn_bbox: 0.0190, rbbox_loss_cls: 0.0970, rbbox_acc: 96.1777, rbbox_loss_bbox: 0.1385, loss: 0.2668\n",
            "2021-07-26 18:38:43,655 - INFO - Epoch [12][5750/6779]\tlr: 0.00010, eta: 0:19:02, time: 1.074, data_time: 0.127, memory: 4182, loss_rpn_cls: 0.0085, loss_rpn_bbox: 0.0141, rbbox_loss_cls: 0.0859, rbbox_acc: 96.4863, rbbox_loss_bbox: 0.1146, loss: 0.2232\n",
            "2021-07-26 18:39:34,351 - INFO - Epoch [12][5800/6779]\tlr: 0.00010, eta: 0:18:06, time: 1.014, data_time: 0.080, memory: 4182, loss_rpn_cls: 0.0085, loss_rpn_bbox: 0.0147, rbbox_loss_cls: 0.1010, rbbox_acc: 96.0820, rbbox_loss_bbox: 0.1524, loss: 0.2766\n",
            "2021-07-26 18:40:30,101 - INFO - Epoch [12][5850/6779]\tlr: 0.00010, eta: 0:17:10, time: 1.115, data_time: 0.121, memory: 4182, loss_rpn_cls: 0.0104, loss_rpn_bbox: 0.0172, rbbox_loss_cls: 0.0974, rbbox_acc: 96.0625, rbbox_loss_bbox: 0.1477, loss: 0.2726\n",
            "2021-07-26 18:41:24,840 - INFO - Epoch [12][5900/6779]\tlr: 0.00010, eta: 0:16:15, time: 1.095, data_time: 0.130, memory: 4182, loss_rpn_cls: 0.0080, loss_rpn_bbox: 0.0147, rbbox_loss_cls: 0.0906, rbbox_acc: 96.4375, rbbox_loss_bbox: 0.1132, loss: 0.2266\n",
            "2021-07-26 18:42:20,562 - INFO - Epoch [12][5950/6779]\tlr: 0.00010, eta: 0:15:19, time: 1.114, data_time: 0.118, memory: 4182, loss_rpn_cls: 0.0155, loss_rpn_bbox: 0.0199, rbbox_loss_cls: 0.1085, rbbox_acc: 95.7500, rbbox_loss_bbox: 0.1316, loss: 0.2756\n",
            "2021-07-26 18:43:17,026 - INFO - Epoch [12][6000/6779]\tlr: 0.00010, eta: 0:14:24, time: 1.129, data_time: 0.127, memory: 4182, loss_rpn_cls: 0.0088, loss_rpn_bbox: 0.0188, rbbox_loss_cls: 0.0928, rbbox_acc: 96.2441, rbbox_loss_bbox: 0.1469, loss: 0.2673\n",
            "2021-07-26 18:44:16,719 - INFO - Epoch [12][6050/6779]\tlr: 0.00010, eta: 0:13:29, time: 1.194, data_time: 0.185, memory: 4182, loss_rpn_cls: 0.0122, loss_rpn_bbox: 0.0205, rbbox_loss_cls: 0.1066, rbbox_acc: 95.7871, rbbox_loss_bbox: 0.1408, loss: 0.2800\n",
            "2021-07-26 18:45:13,208 - INFO - Epoch [12][6100/6779]\tlr: 0.00010, eta: 0:12:34, time: 1.130, data_time: 0.125, memory: 4182, loss_rpn_cls: 0.0116, loss_rpn_bbox: 0.0158, rbbox_loss_cls: 0.1010, rbbox_acc: 96.1348, rbbox_loss_bbox: 0.1159, loss: 0.2442\n",
            "2021-07-26 18:46:05,228 - INFO - Epoch [12][6150/6779]\tlr: 0.00010, eta: 0:11:38, time: 1.040, data_time: 0.089, memory: 4182, loss_rpn_cls: 0.0105, loss_rpn_bbox: 0.0159, rbbox_loss_cls: 0.0905, rbbox_acc: 96.4434, rbbox_loss_bbox: 0.1025, loss: 0.2194\n",
            "2021-07-26 18:47:10,012 - INFO - Epoch [12][6200/6779]\tlr: 0.00010, eta: 0:10:43, time: 1.296, data_time: 0.277, memory: 4182, loss_rpn_cls: 0.0087, loss_rpn_bbox: 0.0165, rbbox_loss_cls: 0.0958, rbbox_acc: 96.2520, rbbox_loss_bbox: 0.1424, loss: 0.2635\n",
            "2021-07-26 18:48:05,187 - INFO - Epoch [12][6250/6779]\tlr: 0.00010, eta: 0:09:47, time: 1.104, data_time: 0.135, memory: 4182, loss_rpn_cls: 0.0098, loss_rpn_bbox: 0.0163, rbbox_loss_cls: 0.0946, rbbox_acc: 96.3730, rbbox_loss_bbox: 0.1440, loss: 0.2647\n",
            "2021-07-26 18:49:02,071 - INFO - Epoch [12][6300/6779]\tlr: 0.00010, eta: 0:08:52, time: 1.138, data_time: 0.157, memory: 4182, loss_rpn_cls: 0.0106, loss_rpn_bbox: 0.0157, rbbox_loss_cls: 0.0978, rbbox_acc: 96.2559, rbbox_loss_bbox: 0.1132, loss: 0.2373\n",
            "2021-07-26 18:49:54,974 - INFO - Epoch [12][6350/6779]\tlr: 0.00010, eta: 0:07:56, time: 1.058, data_time: 0.105, memory: 4182, loss_rpn_cls: 0.0104, loss_rpn_bbox: 0.0140, rbbox_loss_cls: 0.0827, rbbox_acc: 96.7441, rbbox_loss_bbox: 0.1212, loss: 0.2284\n",
            "2021-07-26 18:50:52,956 - INFO - Epoch [12][6400/6779]\tlr: 0.00010, eta: 0:07:01, time: 1.160, data_time: 0.152, memory: 4182, loss_rpn_cls: 0.0100, loss_rpn_bbox: 0.0182, rbbox_loss_cls: 0.0958, rbbox_acc: 96.2559, rbbox_loss_bbox: 0.1492, loss: 0.2733\n",
            "2021-07-26 18:51:49,241 - INFO - Epoch [12][6450/6779]\tlr: 0.00010, eta: 0:06:05, time: 1.126, data_time: 0.124, memory: 4182, loss_rpn_cls: 0.0124, loss_rpn_bbox: 0.0189, rbbox_loss_cls: 0.1017, rbbox_acc: 95.9160, rbbox_loss_bbox: 0.1515, loss: 0.2844\n",
            "2021-07-26 18:52:44,734 - INFO - Epoch [12][6500/6779]\tlr: 0.00010, eta: 0:05:10, time: 1.110, data_time: 0.132, memory: 4182, loss_rpn_cls: 0.0083, loss_rpn_bbox: 0.0158, rbbox_loss_cls: 0.0904, rbbox_acc: 96.4941, rbbox_loss_bbox: 0.1404, loss: 0.2549\n",
            "2021-07-26 18:54:08,223 - INFO - Epoch [12][6550/6779]\tlr: 0.00010, eta: 0:04:15, time: 1.670, data_time: 0.680, memory: 4182, loss_rpn_cls: 0.0091, loss_rpn_bbox: 0.0138, rbbox_loss_cls: 0.0871, rbbox_acc: 96.6855, rbbox_loss_bbox: 0.1520, loss: 0.2620\n",
            "2021-07-26 18:55:06,746 - INFO - Epoch [12][6600/6779]\tlr: 0.00010, eta: 0:03:19, time: 1.170, data_time: 0.192, memory: 4182, loss_rpn_cls: 0.0086, loss_rpn_bbox: 0.0180, rbbox_loss_cls: 0.0961, rbbox_acc: 96.2168, rbbox_loss_bbox: 0.1311, loss: 0.2538\n",
            "2021-07-26 18:56:04,209 - INFO - Epoch [12][6650/6779]\tlr: 0.00010, eta: 0:02:24, time: 1.149, data_time: 0.138, memory: 4182, loss_rpn_cls: 0.0104, loss_rpn_bbox: 0.0163, rbbox_loss_cls: 0.0908, rbbox_acc: 96.4141, rbbox_loss_bbox: 0.1554, loss: 0.2729\n",
            "2021-07-26 18:56:58,484 - INFO - Epoch [12][6700/6779]\tlr: 0.00010, eta: 0:01:28, time: 1.086, data_time: 0.098, memory: 4182, loss_rpn_cls: 0.0141, loss_rpn_bbox: 0.0161, rbbox_loss_cls: 0.0969, rbbox_acc: 96.2715, rbbox_loss_bbox: 0.1593, loss: 0.2864\n",
            "2021-07-26 18:58:05,050 - INFO - Epoch [12][6750/6779]\tlr: 0.00010, eta: 0:00:32, time: 1.331, data_time: 0.310, memory: 4182, loss_rpn_cls: 0.0130, loss_rpn_bbox: 0.0194, rbbox_loss_cls: 0.1041, rbbox_acc: 95.7461, rbbox_loss_bbox: 0.1249, loss: 0.2614\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "9Q552hcSkPMd"
      },
      "source": [
        "!mv /content/AerialDetection/data/dota /content/drive/MyDrive/dota_dataaaaa"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "9IqZOzLQjQ5r"
      },
      "source": [
        "# تست کردن شبکه"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "lHhkDYeLje_T"
      },
      "source": [
        "ReDet_re50_refpn_1x_dota1 test"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "S-04lRL0jUwQ",
        "outputId": "6d909195-1bff-47e2-b798-614b8f583214"
      },
      "source": [
        "!python /content/ReDet/tools/test.py /content/ReDet/configs/ReDet/ReDet_re50_refpn_1x_dota1.py  \\\n",
        "  /content/ReDet/work_dirs/pth/ReDet_re50_refpn_1x_dota1-a025e6b1.pth --out /content/ReDet/work_dirs/ReDet_re50_refpn_1x_dota1/results.pkl "
      ],
      "execution_count": null,
      "outputs": [
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "ReResNet Orientation: 8\tFix Params: False\n",
            "loading annotations into memory...\n",
            "Done (t=0.01s)\n",
            "creating index...\n",
            "index created!\n",
            "The model and loaded state dict do not match exactly\n",
            "\n",
            "missing keys in source state_dict: backbone.layer2.0.conv2.filter, backbone.layer3.4.conv2.filter, neck.lateral_convs.0.conv.expanded_bias, backbone.layer2.2.conv2.filter, backbone.layer3.0.conv3.filter, neck.fpn_convs.0.conv.filter, backbone.layer3.4.conv3.filter, backbone.layer3.2.conv2.filter, backbone.layer2.1.conv1.filter, backbone.layer3.0.downsample.0.filter, backbone.layer2.1.conv2.filter, neck.fpn_convs.1.conv.filter, backbone.layer2.3.conv2.filter, neck.lateral_convs.2.conv.filter, backbone.layer4.2.conv3.filter, backbone.layer3.1.conv1.filter, backbone.layer2.2.conv3.filter, backbone.layer4.0.conv3.filter, backbone.layer3.5.conv2.filter, neck.lateral_convs.1.conv.expanded_bias, backbone.layer3.5.conv1.filter, backbone.layer3.3.conv2.filter, backbone.layer4.0.conv1.filter, backbone.layer4.1.conv1.filter, backbone.layer4.2.conv2.filter, backbone.layer3.3.conv3.filter, backbone.layer3.2.conv3.filter, backbone.layer3.0.conv1.filter, neck.lateral_convs.3.conv.filter, backbone.layer4.0.conv2.filter, neck.fpn_convs.1.conv.expanded_bias, neck.lateral_convs.1.conv.filter, neck.fpn_convs.3.conv.expanded_bias, backbone.layer3.4.conv1.filter, neck.fpn_convs.0.conv.expanded_bias, neck.fpn_convs.2.conv.filter, backbone.layer3.1.conv2.filter, backbone.conv1.filter, backbone.layer4.1.conv2.filter, neck.fpn_convs.2.conv.expanded_bias, backbone.layer2.3.conv3.filter, backbone.layer3.1.conv3.filter, backbone.layer2.3.conv1.filter, backbone.layer2.0.conv3.filter, backbone.layer4.0.downsample.0.filter, backbone.layer4.1.conv3.filter, neck.lateral_convs.2.conv.expanded_bias, neck.lateral_convs.0.conv.filter, neck.lateral_convs.3.conv.expanded_bias, backbone.layer3.3.conv1.filter, neck.fpn_convs.3.conv.filter, backbone.layer3.5.conv3.filter, backbone.layer2.2.conv1.filter, backbone.layer3.2.conv1.filter, backbone.layer4.2.conv1.filter, backbone.layer2.0.conv1.filter, backbone.layer2.1.conv3.filter, backbone.layer3.0.conv2.filter, backbone.layer2.0.downsample.0.filter\n",
            "\n",
            "terminal width is too small (0), please consider widen the terminal for better progressbar visualization\n",
            "[          ] 0/4750, elapsed: 0s, ETA:THCudaCheck FAIL file=/pytorch/aten/src/THC/THCGeneral.cpp line=383 error=11 : invalid argument\n",
            "[>>>>>>>>>>] 4750/4750, 2.1 task/s, elapsed: 2243s, ETA:     0s\n",
            "writing results to /content/ReDet/work_dirs/ReDet_re50_refpn_1x_dota1/results.pkl\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "eUT7OIEQw_M-",
        "outputId": "a424c0bc-65b1-41d8-94e0-f8817a5885f4"
      },
      "source": [
        "!python /content/ReDet/tools/test.py /content/ReDet/configs/ReDet/ReDet_re50_refpn_1x_dota1.py  \\\n",
        "  /content/ReDet/work_dirs/pth/ReDet_re50_refpn_1x_dota1-a025e6b1.pth --out /content/ReDet/work_dirs/ReDet_re50_refpn_1x_dota1/results.pkl "
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "ReResNet Orientation: 8\tFix Params: False\n",
            "loading annotations into memory...\n",
            "Done (t=0.69s)\n",
            "creating index...\n",
            "index created!\n",
            "The model and loaded state dict do not match exactly\n",
            "\n",
            "missing keys in source state_dict: backbone.layer2.2.conv2.filter, backbone.layer3.0.conv1.filter, neck.lateral_convs.1.conv.filter, backbone.layer3.0.downsample.0.filter, neck.fpn_convs.0.conv.filter, backbone.layer3.2.conv3.filter, neck.lateral_convs.3.conv.expanded_bias, backbone.layer2.1.conv3.filter, backbone.layer2.0.conv3.filter, backbone.layer4.2.conv2.filter, backbone.layer4.1.conv1.filter, backbone.layer4.2.conv1.filter, neck.fpn_convs.1.conv.filter, backbone.layer3.3.conv1.filter, backbone.layer3.3.conv3.filter, backbone.layer4.0.conv1.filter, backbone.layer3.0.conv3.filter, backbone.layer2.1.conv1.filter, backbone.layer3.2.conv1.filter, backbone.layer4.1.conv3.filter, neck.fpn_convs.2.conv.filter, backbone.layer2.2.conv3.filter, neck.fpn_convs.3.conv.filter, neck.lateral_convs.2.conv.filter, backbone.layer4.2.conv3.filter, backbone.layer3.5.conv3.filter, backbone.layer2.3.conv1.filter, backbone.conv1.filter, backbone.layer3.1.conv2.filter, backbone.layer4.1.conv2.filter, neck.fpn_convs.1.conv.expanded_bias, backbone.layer3.4.conv2.filter, neck.fpn_convs.2.conv.expanded_bias, neck.lateral_convs.2.conv.expanded_bias, backbone.layer3.5.conv1.filter, backbone.layer3.5.conv2.filter, backbone.layer2.0.conv2.filter, neck.fpn_convs.0.conv.expanded_bias, neck.lateral_convs.3.conv.filter, backbone.layer3.2.conv2.filter, backbone.layer3.1.conv1.filter, backbone.layer4.0.conv3.filter, backbone.layer2.0.downsample.0.filter, backbone.layer2.3.conv3.filter, backbone.layer3.4.conv3.filter, backbone.layer2.0.conv1.filter, backbone.layer2.1.conv2.filter, backbone.layer3.3.conv2.filter, backbone.layer3.1.conv3.filter, backbone.layer3.4.conv1.filter, backbone.layer4.0.conv2.filter, neck.fpn_convs.3.conv.expanded_bias, neck.lateral_convs.0.conv.expanded_bias, backbone.layer4.0.downsample.0.filter, neck.lateral_convs.1.conv.expanded_bias, neck.lateral_convs.0.conv.filter, backbone.layer2.2.conv1.filter, backbone.layer3.0.conv2.filter, backbone.layer2.3.conv2.filter\n",
            "\n",
            "terminal width is too small (0), please consider widen the terminal for better progressbar visualization\n",
            "[          ] 0/10833, elapsed: 0s, ETA:THCudaCheck FAIL file=/pytorch/aten/src/THC/THCGeneral.cpp line=383 error=11 : invalid argument\n",
            "[>>>>>>>>>>] 10833/10833, 2.3 task/s, elapsed: 4796s, ETA:     0s\n",
            "writing results to /content/ReDet/work_dirs/ReDet_re50_refpn_1x_dota1/results.pkl\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "Z34WMRNTXxhh",
        "outputId": "4738a1e9-2300-4a35-83ff-61ce2b4becf8"
      },
      "source": [
        "!python /content/ReDet/tools/test.py /content/ReDet/configs/ReDet/ReDet_re50_refpn_1x_dota1.py  \\\n",
        "  /content/ReDet/work_dirs/pth/ReDet_re50_refpn_1x_dota1-a025e6b1.pth --out /content/ReDet/work_dirs/ReDet_re50_refpn_1x_dota1/valresults.pkl "
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "ReResNet Orientation: 8\tFix Params: False\n",
            "loading annotations into memory...\n",
            "Done (t=0.86s)\n",
            "creating index...\n",
            "index created!\n",
            "The model and loaded state dict do not match exactly\n",
            "\n",
            "missing keys in source state_dict: backbone.layer3.0.conv2.filter, neck.fpn_convs.0.conv.expanded_bias, neck.fpn_convs.0.conv.filter, backbone.layer4.0.conv2.filter, neck.lateral_convs.3.conv.expanded_bias, backbone.layer2.0.conv2.filter, backbone.layer3.1.conv2.filter, backbone.layer4.1.conv2.filter, backbone.layer3.5.conv1.filter, backbone.layer3.2.conv1.filter, backbone.layer4.2.conv2.filter, backbone.layer3.1.conv1.filter, backbone.layer3.3.conv3.filter, backbone.layer2.2.conv3.filter, backbone.layer3.3.conv1.filter, backbone.layer2.1.conv1.filter, backbone.layer4.2.conv3.filter, backbone.layer3.0.downsample.0.filter, neck.fpn_convs.2.conv.filter, backbone.layer4.2.conv1.filter, neck.lateral_convs.3.conv.filter, backbone.layer3.0.conv1.filter, backbone.layer2.0.conv1.filter, backbone.layer3.5.conv2.filter, backbone.layer3.0.conv3.filter, backbone.layer2.3.conv2.filter, backbone.layer3.3.conv2.filter, backbone.layer4.1.conv3.filter, neck.lateral_convs.2.conv.expanded_bias, neck.fpn_convs.2.conv.expanded_bias, backbone.layer2.2.conv1.filter, neck.lateral_convs.1.conv.filter, backbone.layer4.0.downsample.0.filter, backbone.layer2.3.conv3.filter, backbone.layer3.5.conv3.filter, backbone.layer3.4.conv2.filter, backbone.layer2.3.conv1.filter, backbone.layer3.4.conv1.filter, backbone.conv1.filter, neck.fpn_convs.1.conv.expanded_bias, backbone.layer2.0.conv3.filter, backbone.layer4.1.conv1.filter, backbone.layer2.1.conv3.filter, backbone.layer3.2.conv3.filter, backbone.layer3.4.conv3.filter, neck.fpn_convs.3.conv.expanded_bias, backbone.layer3.2.conv2.filter, backbone.layer4.0.conv3.filter, backbone.layer2.0.downsample.0.filter, backbone.layer2.2.conv2.filter, neck.lateral_convs.0.conv.expanded_bias, neck.lateral_convs.0.conv.filter, backbone.layer2.1.conv2.filter, neck.fpn_convs.3.conv.filter, backbone.layer3.1.conv3.filter, neck.lateral_convs.1.conv.expanded_bias, neck.lateral_convs.2.conv.filter, neck.fpn_convs.1.conv.filter, backbone.layer4.0.conv1.filter\n",
            "\n",
            "terminal width is too small (0), please consider widen the terminal for better progressbar visualization\n",
            "[          ] 0/5297, elapsed: 0s, ETA:THCudaCheck FAIL file=/pytorch/aten/src/THC/THCGeneral.cpp line=383 error=11 : invalid argument\n",
            "[>>>>>>>>>>] 5297/5297, 0.9 task/s, elapsed: 5948s, ETA:     0s\n",
            "writing results to /content/ReDet/work_dirs/ReDet_re50_refpn_1x_dota1/valresults.pkl\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "-7o54deMlsoE"
      },
      "source": [
        "faster_rcnn_RoITrans_r50_fpn_1x_dota test"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "7o7oXfislrxn",
        "outputId": "bfb2f42e-b01b-41ec-ecbf-8f3c62e72474"
      },
      "source": [
        "!python /content/ReDet/tools/test.py /content/ReDet/configs/DOTA/faster_rcnn_RoITrans_r50_fpn_1x_dota.py  \\\n",
        "  /content/ReDet/work_dirs/faster_rcnn_RoITrans_r50_fpn_1x_dota/epoch_12.pth --out /content/ReDet/work_dirs/faster_rcnn_RoITrans_r50_fpn_1x_dota/results.pkl "
      ],
      "execution_count": null,
      "outputs": [
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "ReResNet Orientation: 8\tFix Params: False\n",
            "loading annotations into memory...\n",
            "Done (t=0.92s)\n",
            "creating index...\n",
            "index created!\n",
            "terminal width is too small (0), please consider widen the terminal for better progressbar visualization\n",
            "[          ] 0/4750, elapsed: 0s, ETA:THCudaCheck FAIL file=/pytorch/aten/src/THC/THCGeneral.cpp line=383 error=11 : invalid argument\n",
            "[>>>>>>>>>>] 4750/4750, 0.7 task/s, elapsed: 6568s, ETA:     0s\n",
            "writing results to /content/ReDet/work_dirs/faster_rcnn_RoITrans_r50_fpn_1x_dota/results.pkl\n",
            "[>>>>>>>>>>] 4750/4750, 0.7 task/s, elapsed: 6568s, ETA:     0s\n",
            "writing results to /content/ReDet/work_dirs/faster_rcnn_RoITrans_r50_fpn_1x_dota/results.pkl\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "2Jxaahr4bS7J",
        "outputId": "38c940ee-9db4-4ea2-9731-a7b2fb5146a7"
      },
      "source": [
        "#new-----dotanew1024\n",
        "!python /content/ReDet/tools/test.py /content/ReDet/configs/DOTA/faster_rcnn_RoITrans_r50_fpn_1x_dota.py  \\\n",
        "  /content/ReDet/work_dirs/faster_rcnn_RoITrans_r50_fpn_1x_dota/epoch_12.pth --out /content/ReDet/work_dirs/faster_rcnn_RoITrans_r50_fpn_1x_dota/results.pkl "
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "ReResNet Orientation: 8\tFix Params: False\n",
            "loading annotations into memory...\n",
            "Done (t=1.06s)\n",
            "creating index...\n",
            "index created!\n",
            "terminal width is too small (0), please consider widen the terminal for better progressbar visualization\n",
            "[          ] 0/10833, elapsed: 0s, ETA:THCudaCheck FAIL file=/pytorch/aten/src/THC/THCGeneral.cpp line=383 error=11 : invalid argument\n",
            "[>>        ] 2202/10833, 1.1 task/s, elapsed: 2084s, ETA:  8167s"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "CS5yjkgkwpsP",
        "outputId": "c27b7e07-ad29-414e-8d45-79a37ea87c21"
      },
      "source": [
        "#val\n",
        "!python /content/ReDet/tools/test.py /content/ReDet/configs/DOTA/faster_rcnn_RoITrans_r50_fpn_1x_dota.py  \\\n",
        "  /content/ReDet/work_dirs/faster_rcnn_RoITrans_r50_fpn_1x_dota/epoch_12.pth --out /content/ReDet/work_dirs/faster_rcnn_RoITrans_r50_fpn_1x_dota/valresults.pkl "
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "ReResNet Orientation: 8\tFix Params: False\n",
            "loading annotations into memory...\n",
            "Done (t=0.69s)\n",
            "creating index...\n",
            "index created!\n",
            "terminal width is too small (0), please consider widen the terminal for better progressbar visualization\n",
            "[          ] 0/5297, elapsed: 0s, ETA:THCudaCheck FAIL file=/pytorch/aten/src/THC/THCGeneral.cpp line=383 error=11 : invalid argument\n",
            "[>>>>>>>>>>] 5297/5297, 0.8 task/s, elapsed: 6410s, ETA:     0s\n",
            "writing results to /content/ReDet/work_dirs/faster_rcnn_RoITrans_r50_fpn_1x_dota/valresults.pkl\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "-KXGXmfkoEJm"
      },
      "source": [
        "faster_rcnn_obb_r50_fpn_1x_dota.py test"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "ayvhovoBnemV",
        "outputId": "9b099bd6-087a-4a95-f804-6ea19bd2ace8"
      },
      "source": [
        "!python /content/ReDet/tools/test.py /content/ReDet/configs/DOTA/faster_rcnn_obb_r50_fpn_1x_dota.py  \\\n",
        "        /content/ReDet/work_dirs/faster_rcnn_obb_r50_fpn_1x_dota/epoch_12.pth --out /content/ReDet/work_dirs/faster_rcnn_obb_r50_fpn_1x_dota/results.pkl "
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "ReResNet Orientation: 8\tFix Params: False\n",
            "loading annotations into memory...\n",
            "Done (t=0.66s)\n",
            "creating index...\n",
            "index created!\n",
            "terminal width is too small (0), please consider widen the terminal for better progressbar visualization\n",
            "[          ] 0/4750, elapsed: 0s, ETA:THCudaCheck FAIL file=/pytorch/aten/src/THC/THCGeneral.cpp line=383 error=11 : invalid argument\n",
            "[>>>>>>>>>>] 4750/4750, 2.1 task/s, elapsed: 2214s, ETA:     0s\n",
            "writing results to /content/ReDet/work_dirs/faster_rcnn_obb_r50_fpn_1x_dota/results.pkl\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "qW8pDLYsdHfA"
      },
      "source": [
        "#new-----dotanew1024\n",
        "!python /content/ReDet/tools/test.py /content/ReDet/configs/DOTA/faster_rcnn_obb_r50_fpn_1x_dota.py  \\\n",
        "        /content/ReDet/work_dirs/faster_rcnn_obb_r50_fpn_1x_dota/epoch_12.pth --out /content/ReDet/work_dirs/faster_rcnn_obb_r50_fpn_1x_dota/results.pkl "
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "iKXDzUZx0jN_",
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "outputId": "3d82c844-de27-4930-d0cb-51de6160d9d9"
      },
      "source": [
        "#val\n",
        "!python /content/ReDet/tools/test.py /content/ReDet/configs/DOTA/faster_rcnn_obb_r50_fpn_1x_dota.py  \\\n",
        "        /content/ReDet/work_dirs/faster_rcnn_obb_r50_fpn_1x_dota/epoch_12.pth --out /content/ReDet/work_dirs/faster_rcnn_obb_r50_fpn_1x_dota/valresults.pkl "
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "ReResNet Orientation: 8\tFix Params: False\n",
            "loading annotations into memory...\n",
            "Done (t=0.43s)\n",
            "creating index...\n",
            "index created!\n",
            "terminal width is too small (0), please consider widen the terminal for better progressbar visualization\n",
            "[          ] 0/5297, elapsed: 0s, ETA:THCudaCheck FAIL file=/pytorch/aten/src/THC/THCGeneral.cpp line=383 error=11 : invalid argument\n",
            "[>>>>>>>>>>] 5297/5297, 3.1 task/s, elapsed: 1734s, ETA:     0s\n",
            "writing results to /content/ReDet/work_dirs/faster_rcnn_obb_r50_fpn_1x_dota/valresults.pkl\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "qYiy71Ny-_jS"
      },
      "source": [
        "# **HSRC2016** ReDet"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "sSUvBEn--_Q5",
        "outputId": "993595d3-70a4-4ccd-b79b-c5243d690b57"
      },
      "source": [
        "# generate results\n",
        "!python /content/ReDet/tools/test.py /content/ReDet/configs/ReDet/ReDet_re50_refpn_3x_hrsc2016.py \\\n",
        "    /content/ReDet/work_dirs/ReDet_re50_refpn_3x_hrsc2016/ReDet_re50_refpn_3x_hrsc2016-d1b4bd29.pth  --out /content/ReDet/work_dirs/ReDet_re50_refpn_3x_hrsc2016/results.pkl\n",
        "\n",
        "# evaluation\n",
        "# remeber to modify the results path in hrsc2016_evaluation.py\n",
        "# !python /content/ReDet/DOTA_devkit/hrsc2016_evaluation.py    "
      ],
      "execution_count": null,
      "outputs": [
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "ReResNet Orientation: 8\tFix Params: False\n",
            "loading annotations into memory...\n",
            "Done (t=0.00s)\n",
            "creating index...\n",
            "index created!\n",
            "The model and loaded state dict do not match exactly\n",
            "\n",
            "missing keys in source state_dict: neck.lateral_convs.0.conv.expanded_bias, backbone.layer3.3.conv3.filter, neck.fpn_convs.2.conv.expanded_bias, backbone.layer2.2.conv2.filter, neck.lateral_convs.2.conv.filter, backbone.layer2.2.conv1.filter, neck.fpn_convs.3.conv.filter, neck.fpn_convs.1.conv.expanded_bias, backbone.layer3.5.conv2.filter, backbone.layer2.1.conv3.filter, neck.fpn_convs.2.conv.filter, neck.lateral_convs.3.conv.expanded_bias, neck.lateral_convs.0.conv.filter, backbone.layer4.1.conv3.filter, backbone.layer3.4.conv2.filter, backbone.layer2.3.conv2.filter, backbone.layer2.0.conv2.filter, neck.lateral_convs.1.conv.expanded_bias, backbone.layer3.2.conv1.filter, neck.lateral_convs.2.conv.expanded_bias, backbone.layer3.1.conv3.filter, backbone.layer3.5.conv1.filter, backbone.layer3.4.conv3.filter, neck.fpn_convs.1.conv.filter, backbone.conv1.filter, backbone.layer2.1.conv2.filter, backbone.layer4.0.downsample.0.filter, backbone.layer2.0.conv3.filter, backbone.layer3.1.conv1.filter, neck.fpn_convs.0.conv.filter, backbone.layer4.0.conv3.filter, backbone.layer4.2.conv3.filter, backbone.layer3.2.conv3.filter, backbone.layer4.2.conv1.filter, backbone.layer2.2.conv3.filter, backbone.layer3.3.conv2.filter, backbone.layer3.0.conv1.filter, backbone.layer3.3.conv1.filter, backbone.layer2.1.conv1.filter, backbone.layer4.0.conv1.filter, backbone.layer3.5.conv3.filter, backbone.layer4.1.conv1.filter, neck.lateral_convs.1.conv.filter, backbone.layer4.0.conv2.filter, backbone.layer2.0.downsample.0.filter, backbone.layer3.4.conv1.filter, backbone.layer4.1.conv2.filter, backbone.layer3.0.conv2.filter, backbone.layer3.0.downsample.0.filter, backbone.layer2.3.conv1.filter, backbone.layer3.2.conv2.filter, backbone.layer4.2.conv2.filter, backbone.layer3.0.conv3.filter, neck.lateral_convs.3.conv.filter, backbone.layer2.0.conv1.filter, backbone.layer3.1.conv2.filter, neck.fpn_convs.3.conv.expanded_bias, backbone.layer2.3.conv3.filter, neck.fpn_convs.0.conv.expanded_bias\n",
            "\n",
            "terminal width is too small (0), please consider widen the terminal for better progressbar visualization\n",
            "[          ] 0/444, elapsed: 0s, ETA:THCudaCheck FAIL file=/pytorch/aten/src/THC/THCGeneral.cpp line=383 error=11 : invalid argument\n",
            "[>>>>>>>>>>] 444/444, 3.0 task/s, elapsed: 147s, ETA:     0s\n",
            "writing results to /content/ReDet/work_dirs/ReDet_re50_refpn_3x_hrsc2016/results.pkl\n"
          ]
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "FubiGN-XM4pJ"
      },
      "source": [
        "/content/ReDet/DOTA_devkit/hrsc2016_evaluation.py"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "VSwoArYQMyDd",
        "outputId": "ac5ce007-453f-40d3-995a-55f2920c734b"
      },
      "source": [
        "%%writefile /content/ReDet/DOTA_devkit/hrsc2016_evaluation.py\n",
        "\n",
        "# --------------------------------------------------------\n",
        "# dota_evaluation_task1\n",
        "# Licensed under The MIT License [see LICENSE for details]\n",
        "# Written by Jian Ding, based on code from Bharath Hariharan\n",
        "# --------------------------------------------------------\n",
        "\n",
        "\"\"\"\n",
        "    To use the code, users should to config detpath, annopath and imagesetfile\n",
        "    detpath is the path for 15 result files, for the format, you can refer to \"http://captain.whu.edu.cn/DOTAweb/tasks.html\"\n",
        "    search for PATH_TO_BE_CONFIGURED to config the paths\n",
        "    Note, the evaluation is on the large scale images\n",
        "\"\"\"\n",
        "import xml.etree.ElementTree as ET\n",
        "import os\n",
        "#import cPickle\n",
        "import numpy as np\n",
        "import matplotlib.pyplot as plt\n",
        "import polyiou\n",
        "from functools import partial\n",
        "\n",
        "def parse_gt(filename):\n",
        "    \"\"\"\n",
        "    :param filename: ground truth file to parse\n",
        "    :return: all instances in a picture\n",
        "    \"\"\"\n",
        "    objects = []\n",
        "    with  open(filename, 'r') as f:\n",
        "        while True:\n",
        "            line = f.readline()\n",
        "            if line:\n",
        "                splitlines = line.strip().split(' ')\n",
        "                object_struct = {}\n",
        "                if (len(splitlines) < 9):\n",
        "                    continue\n",
        "                object_struct['name'] = splitlines[8]\n",
        "\n",
        "                if (len(splitlines) == 9):\n",
        "                    object_struct['difficult'] = 0\n",
        "                elif (len(splitlines) == 10):\n",
        "                    object_struct['difficult'] = int(splitlines[9])\n",
        "                object_struct['bbox'] = [float(splitlines[0]),\n",
        "                                         float(splitlines[1]),\n",
        "                                         float(splitlines[2]),\n",
        "                                         float(splitlines[3]),\n",
        "                                         float(splitlines[4]),\n",
        "                                         float(splitlines[5]),\n",
        "                                         float(splitlines[6]),\n",
        "                                         float(splitlines[7])]\n",
        "                objects.append(object_struct)\n",
        "            else:\n",
        "                break\n",
        "    return objects\n",
        "def voc_ap(rec, prec, use_07_metric=False):\n",
        "    \"\"\" ap = voc_ap(rec, prec, [use_07_metric])\n",
        "    Compute VOC AP given precision and recall.\n",
        "    If use_07_metric is true, uses the\n",
        "    VOC 07 11 point method (default:False).\n",
        "    \"\"\"\n",
        "    if use_07_metric:\n",
        "        # 11 point metric\n",
        "        ap = 0.\n",
        "        for t in np.arange(0., 1.1, 0.1):\n",
        "            if np.sum(rec >= t) == 0:\n",
        "                p = 0\n",
        "            else:\n",
        "                p = np.max(prec[rec >= t])\n",
        "            ap = ap + p / 11.\n",
        "    else:\n",
        "        # correct AP calculation\n",
        "        # first append sentinel values at the end\n",
        "        mrec = np.concatenate(([0.], rec, [1.]))\n",
        "        mpre = np.concatenate(([0.], prec, [0.]))\n",
        "\n",
        "        # compute the precision envelope\n",
        "        for i in range(mpre.size - 1, 0, -1):\n",
        "            mpre[i - 1] = np.maximum(mpre[i - 1], mpre[i])\n",
        "\n",
        "        # to calculate area under PR curve, look for points\n",
        "        # where X axis (recall) changes value\n",
        "        i = np.where(mrec[1:] != mrec[:-1])[0]\n",
        "\n",
        "        # and sum (\\Delta recall) * prec\n",
        "        ap = np.sum((mrec[i + 1] - mrec[i]) * mpre[i + 1])\n",
        "    return ap\n",
        "\n",
        "\n",
        "def voc_eval(detpath,\n",
        "             annopath,\n",
        "             imagesetfile,\n",
        "             classname,\n",
        "            # cachedir,\n",
        "             ovthresh=0.5,\n",
        "             use_07_metric=False):\n",
        "    \"\"\"rec, prec, ap = voc_eval(detpath,\n",
        "                                annopath,\n",
        "                                imagesetfile,\n",
        "                                classname,\n",
        "                                [ovthresh],\n",
        "                                [use_07_metric])\n",
        "    Top level function that does the PASCAL VOC evaluation.\n",
        "    detpath: Path to detections\n",
        "        detpath.format(classname) should produce the detection results file.\n",
        "    annopath: Path to annotations\n",
        "        annopath.format(imagename) should be the xml annotations file.\n",
        "    imagesetfile: Text file containing the list of images, one image per line.\n",
        "    classname: Category name (duh)\n",
        "    cachedir: Directory for caching the annotations\n",
        "    [ovthresh]: Overlap threshold (default = 0.5)\n",
        "    [use_07_metric]: Whether to use VOC07's 11 point AP computation\n",
        "        (default False)\n",
        "    \"\"\"\n",
        "    # assumes detections are in detpath.format(classname)\n",
        "    # assumes annotations are in annopath.format(imagename)\n",
        "    # assumes imagesetfile is a text file with each line an image name\n",
        "    # cachedir caches the annotations in a pickle file\n",
        "\n",
        "    # first load gt\n",
        "    #if not os.path.isdir(cachedir):\n",
        "     #   os.mkdir(cachedir)\n",
        "    #cachefile = os.path.join(cachedir, 'annots.pkl')\n",
        "    # read list of images\n",
        "    with open(imagesetfile, 'r') as f:\n",
        "        lines = f.readlines()\n",
        "    imagenames = [x.strip() for x in lines]\n",
        "    #print('imagenames: ', imagenames)\n",
        "    #if not os.path.isfile(cachefile):\n",
        "        # load annots\n",
        "    recs = {}\n",
        "    for i, imagename in enumerate(imagenames):\n",
        "        #print('parse_files name: ', annopath.format(imagename))\n",
        "        recs[imagename] = parse_gt(annopath.format(imagename))\n",
        "        #if i % 100 == 0:\n",
        "         #   print ('Reading annotation for {:d}/{:d}'.format(\n",
        "          #      i + 1, len(imagenames)) )\n",
        "        # save\n",
        "        #print ('Saving cached annotations to {:s}'.format(cachefile))\n",
        "        #with open(cachefile, 'w') as f:\n",
        "         #   cPickle.dump(recs, f)\n",
        "    #else:\n",
        "        # load\n",
        "        #with open(cachefile, 'r') as f:\n",
        "         #   recs = cPickle.load(f)\n",
        "\n",
        "    # extract gt objects for this class\n",
        "    class_recs = {}\n",
        "    npos = 0\n",
        "    for imagename in imagenames:\n",
        "        R = [obj for obj in recs[imagename] if obj['name'] == classname]\n",
        "        bbox = np.array([x['bbox'] for x in R])\n",
        "        difficult = np.array([x['difficult'] for x in R]).astype(np.bool)\n",
        "        det = [False] * len(R)\n",
        "        npos = npos + sum(~difficult)\n",
        "        class_recs[imagename] = {'bbox': bbox,\n",
        "                                 'difficult': difficult,\n",
        "                                 'det': det}\n",
        "\n",
        "    # read dets from Task1* files\n",
        "    detfile = detpath.format(classname)\n",
        "    with open(detfile, 'r') as f:\n",
        "        lines = f.readlines()\n",
        "\n",
        "    splitlines = [x.strip().split(' ') for x in lines]\n",
        "    image_ids = [x[0] for x in splitlines]\n",
        "    confidence = np.array([float(x[1]) for x in splitlines])\n",
        "\n",
        "    #print('check confidence: ', confidence)\n",
        "\n",
        "    BB = np.array([[float(z) for z in x[2:]] for x in splitlines])\n",
        "\n",
        "    # sort by confidence\n",
        "    sorted_ind = np.argsort(-confidence)\n",
        "    sorted_scores = np.sort(-confidence)\n",
        "\n",
        "    #print('check sorted_scores: ', sorted_scores)\n",
        "    #print('check sorted_ind: ', sorted_ind)\n",
        "\n",
        "    ## note the usage only in numpy not for list\n",
        "    BB = BB[sorted_ind, :]\n",
        "    image_ids = [image_ids[x] for x in sorted_ind]\n",
        "    #print('check imge_ids: ', image_ids)\n",
        "    #print('imge_ids len:', len(image_ids))\n",
        "    # go down dets and mark TPs and FPs\n",
        "    nd = len(image_ids)\n",
        "    tp = np.zeros(nd)\n",
        "    fp = np.zeros(nd)\n",
        "    for d in range(nd):\n",
        "      ##############################################################################################################\n",
        "        filename, file_extension = os.path.splitext(image_ids[d])\n",
        "        R = class_recs[ filename]\n",
        "        # R = class_recs[image_ids[d]]##############################################################################\n",
        "\n",
        "        bb = BB[d, :].astype(float)\n",
        "        ovmax = -np.inf\n",
        "        BBGT = R['bbox'].astype(float)\n",
        "\n",
        "        ## compute det bb with each BBGT\n",
        "\n",
        "        if BBGT.size > 0:\n",
        "            # compute overlaps\n",
        "            # intersection\n",
        "\n",
        "            # 1. calculate the overlaps between hbbs, if the iou between hbbs are 0, the iou between obbs are 0, too.\n",
        "            # pdb.set_trace()\n",
        "            BBGT_xmin =  np.min(BBGT[:, 0::2], axis=1)\n",
        "            BBGT_ymin = np.min(BBGT[:, 1::2], axis=1)\n",
        "            BBGT_xmax = np.max(BBGT[:, 0::2], axis=1)\n",
        "            BBGT_ymax = np.max(BBGT[:, 1::2], axis=1)\n",
        "            bb_xmin = np.min(bb[0::2])\n",
        "            bb_ymin = np.min(bb[1::2])\n",
        "            bb_xmax = np.max(bb[0::2])\n",
        "            bb_ymax = np.max(bb[1::2])\n",
        "\n",
        "            ixmin = np.maximum(BBGT_xmin, bb_xmin)\n",
        "            iymin = np.maximum(BBGT_ymin, bb_ymin)\n",
        "            ixmax = np.minimum(BBGT_xmax, bb_xmax)\n",
        "            iymax = np.minimum(BBGT_ymax, bb_ymax)\n",
        "            iw = np.maximum(ixmax - ixmin + 1., 0.)\n",
        "            ih = np.maximum(iymax - iymin + 1., 0.)\n",
        "            inters = iw * ih\n",
        "\n",
        "            # union\n",
        "            uni = ((bb_xmax - bb_xmin + 1.) * (bb_ymax - bb_ymin + 1.) +\n",
        "                   (BBGT_xmax - BBGT_xmin + 1.) *\n",
        "                   (BBGT_ymax - BBGT_ymin + 1.) - inters)\n",
        "\n",
        "            overlaps = inters / uni\n",
        "\n",
        "            BBGT_keep_mask = overlaps > 0\n",
        "            BBGT_keep = BBGT[BBGT_keep_mask, :]\n",
        "            BBGT_keep_index = np.where(overlaps > 0)[0]\n",
        "            # pdb.set_trace()\n",
        "            def calcoverlaps(BBGT_keep, bb):\n",
        "                overlaps = []\n",
        "                for index, GT in enumerate(BBGT_keep):\n",
        "\n",
        "                    overlap = polyiou.iou_poly(polyiou.VectorDouble(BBGT_keep[index]), polyiou.VectorDouble(bb))\n",
        "                    overlaps.append(overlap)\n",
        "                return overlaps\n",
        "            if len(BBGT_keep) > 0:\n",
        "                overlaps = calcoverlaps(BBGT_keep, bb)\n",
        "\n",
        "                ovmax = np.max(overlaps)\n",
        "                jmax = np.argmax(overlaps)\n",
        "                # pdb.set_trace()\n",
        "                jmax = BBGT_keep_index[jmax]\n",
        "\n",
        "        if ovmax > ovthresh:\n",
        "            if not R['difficult'][jmax]:\n",
        "                if not R['det'][jmax]:\n",
        "                    tp[d] = 1.\n",
        "                    R['det'][jmax] = 1\n",
        "                else:\n",
        "                    fp[d] = 1.\n",
        "        else:\n",
        "            fp[d] = 1.\n",
        "\n",
        "    # compute precision recall\n",
        "\n",
        "    print('check fp:', fp)\n",
        "    print('check tp', tp)\n",
        "\n",
        "\n",
        "    print('npos num:', npos)\n",
        "    fp = np.cumsum(fp)\n",
        "    tp = np.cumsum(tp)\n",
        "\n",
        "    rec = tp / float(npos)\n",
        "    # avoid divide by zero in case the first detection matches a difficult\n",
        "    # ground truth\n",
        "    prec = tp / np.maximum(tp + fp, np.finfo(np.float64).eps)\n",
        "    ap = voc_ap(rec, prec, use_07_metric)\n",
        "\n",
        "    return rec, prec, ap\n",
        "\n",
        "def main():\n",
        "    \n",
        "    detpath = r'/content/ReDet/work_dirs/ReDet_re50_refpn_3x_hrsc2016/Task1_{:s}.txt'\n",
        "    annopath = r'/content/ReDet/data/HRSC2016/Test/labelTxt/{:s}.txt' # change the directory to the path of val/labelTxt, if you want to do evaluation on the valset\n",
        "    imagesetfile = r'/content/ReDet/data/HRSC2016/Test/test.txt'\n",
        "\n",
        "\n",
        "    # For HRSC2016\n",
        "    classnames = ['ship']\n",
        "    classaps = []\n",
        "    map = 0\n",
        "    for classname in classnames:\n",
        "        print('classname:', classname)\n",
        "        rec, prec, ap = voc_eval(detpath,\n",
        "             annopath,\n",
        "             imagesetfile,\n",
        "             classname,\n",
        "             ovthresh=0.5,\n",
        "             use_07_metric=True)\n",
        "        map = map + ap\n",
        "        #print('rec: ', rec, 'prec: ', prec, 'ap: ', ap)\n",
        "        print('ap: ', ap)\n",
        "        classaps.append(ap)\n",
        "\n",
        "        # umcomment to show p-r curve of each category\n",
        "        # plt.figure(figsize=(8,4))\n",
        "        # plt.xlabel('recall')\n",
        "        # plt.ylabel('precision')\n",
        "        # plt.plot(rec, prec)\n",
        "       # plt.show()\n",
        "    map = map/len(classnames)\n",
        "    print('map:', map)\n",
        "    classaps = 100*np.array(classaps)\n",
        "    print('classaps: ', classaps)\n",
        "if __name__ == '__main__':\n",
        "    main()"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "Overwriting /content/ReDet/DOTA_devkit/hrsc2016_evaluation.py\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "OhM4KhSeBaar",
        "outputId": "98ef4971-9776-4f03-ba2f-73847ed50e20"
      },
      "source": [
        "# evaluation\n",
        "# remeber to modify the results path in hrsc2016_evaluation.py\n",
        "!python /content/ReDet/DOTA_devkit/hrsc2016_evaluation.py"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "classname: ship\n",
            "check fp: [0. 0. 0. ... 1. 1. 1.]\n",
            "check tp [1. 1. 1. ... 0. 0. 0.]\n",
            "npos num: 1188\n",
            "ap:  0.9045683613048504\n",
            "map: 0.9045683613048504\n",
            "classaps:  [90.45683613]\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "1pvq6acOhYLh"
      },
      "source": [
        "# برای پارس کردن فایل **ولیدیشن** کد زیر اجرا شود"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "EIfe_MCUaMSp",
        "outputId": "24b21419-5c26-4e2e-ef5e-14c46fe6e23c"
      },
      "source": [
        "# %pycat /content/AerialDetection/tools/parse_results.py\n",
        "%%writefile /content/ReDet/tools/parse_results.py\n",
        "\n",
        "from __future__ import division\n",
        "\n",
        "import argparse\n",
        "import os.path as osp\n",
        "import shutil\n",
        "import tempfile\n",
        "\n",
        "import mmcv\n",
        "from mmdet.apis import init_dist\n",
        "from mmdet.core import results2json, coco_eval, \\\n",
        "    HBBSeg2Comp4, OBBDet2Comp4, OBBDetComp4, \\\n",
        "    HBBOBB2Comp4, HBBDet2Comp4\n",
        "\n",
        "import argparse\n",
        "\n",
        "from mmdet import __version__\n",
        "from mmdet.datasets import get_dataset\n",
        "from mmdet.apis import (train_detector, init_dist, get_root_logger,\n",
        "                        set_random_seed)\n",
        "from mmdet.models import build_detector\n",
        "import torch\n",
        "import json\n",
        "from mmcv import Config\n",
        "import sys\n",
        "# sys.path.insert(0, '../')\n",
        "# import DOTA_devkit.ResultMerge_multi_process as RM\n",
        "from DOTA_devkit.ResultMerge_multi_process import *\n",
        "# import pdb; pdb.set_trace()\n",
        "def parse_args():\n",
        "    parser = argparse.ArgumentParser(description='Train a detector')\n",
        "    parser.add_argument('--config', default='configs/DOTA/faster_rcnn_r101_fpn_1x_dota2_v3_RoITrans_v5.py')\n",
        "    parser.add_argument('--type', default=r'HBB',\n",
        "                        help='parse type of detector')\n",
        "    args = parser.parse_args()\n",
        "\n",
        "    return args\n",
        "\n",
        "def OBB2HBB(srcpath, dstpath):\n",
        "    filenames = util.GetFileFromThisRootDir(srcpath)\n",
        "    if not os.path.exists(dstpath):\n",
        "        os.makedirs(dstpath)\n",
        "    for file in filenames:\n",
        "        with open(file, 'r') as f_in:\n",
        "            with open(os.path.join(dstpath, os.path.basename(os.path.splitext(file)[0]) + '.txt'), 'w') as f_out:\n",
        "                lines = f_in.readlines()\n",
        "                splitlines = [x.strip().split() for x in lines]\n",
        "                for index, splitline in enumerate(splitlines):\n",
        "                    imgname = splitline[0]\n",
        "                    score = splitline[1]\n",
        "                    poly = splitline[2:]\n",
        "                    poly = list(map(float, poly))\n",
        "                    xmin, xmax, ymin, ymax = min(poly[0::2]), max(poly[0::2]), min(poly[1::2]), max(poly[1::2])\n",
        "                    rec_poly = [xmin, ymin, xmax, ymax]\n",
        "                    outline = imgname + ' ' + score + ' ' + ' '.join(map(str, rec_poly))\n",
        "                    if index != (len(splitlines) - 1):\n",
        "                        outline = outline + '\\n'\n",
        "                    f_out.write(outline)\n",
        "\n",
        "def parse_results(config_file, resultfile, dstpath, type):\n",
        "    cfg = Config.fromfile(config_file)\n",
        "\n",
        "    data_test = cfg.data['test']\n",
        "    dataset = get_dataset(data_test)\n",
        "    outputs = mmcv.load(resultfile)\n",
        "    if type == 'OBB':\n",
        "        #  dota1 has tested\n",
        "        obb_results_dict = OBBDetComp4(dataset, outputs)\n",
        "        current_thresh = 0.1\n",
        "    elif type == 'HBB':\n",
        "        # dota1 has tested\n",
        "        hbb_results_dict = HBBDet2Comp4(dataset, outputs)\n",
        "    elif type == 'HBBOBB':\n",
        "        # dota1 has tested\n",
        "        # dota2\n",
        "        hbb_results_dict, obb_results_dict = HBBOBB2Comp4(dataset, outputs)\n",
        "        current_thresh = 0.3\n",
        "    elif type == 'Mask':\n",
        "        # TODO: dota1 did not pass\n",
        "        # dota2, hbb has passed, obb has passed\n",
        "        hbb_results_dict, obb_results_dict = HBBSeg2Comp4(dataset, outputs)\n",
        "        current_thresh = 0.3\n",
        "\n",
        "    dataset_type = cfg.dataset_type\n",
        "\n",
        "    if 'obb_results_dict' in vars():\n",
        "        if not os.path.exists(os.path.join(dstpath, 'Task1_results')):\n",
        "            os.makedirs(os.path.join(dstpath, 'Task1_results'))\n",
        "\n",
        "        for cls in obb_results_dict:\n",
        "            with open(os.path.join(dstpath, 'Task1_results', cls + '.txt'), 'w') as obb_f_out:\n",
        "                for index, outline in enumerate(obb_results_dict[cls]):\n",
        "                    if index != (len(obb_results_dict[cls]) - 1):\n",
        "                        obb_f_out.write(outline + '\\n')\n",
        "                    else:\n",
        "                        obb_f_out.write(outline)\n",
        "\n",
        "        if not os.path.exists(os.path.join(dstpath, 'Task1_results_nms')):\n",
        "            os.makedirs(os.path.join(dstpath, 'Task1_results_nms'))\n",
        "\n",
        "        mergebypoly_multiprocess(os.path.join(dstpath, 'Task1_results'),\n",
        "                                 os.path.join(dstpath, 'Task1_results_nms'), nms_type=r'py_cpu_nms_poly_fast', o_thresh=current_thresh)\n",
        "\n",
        "        OBB2HBB(os.path.join(dstpath, 'Task1_results_nms'),\n",
        "                         os.path.join(dstpath, 'Transed_Task2_results_nms'))\n",
        "\n",
        "    if 'hbb_results_dict' in vars():\n",
        "        if not os.path.exists(os.path.join(dstpath, 'Task2_results')):\n",
        "            os.makedirs(os.path.join(dstpath, 'Task2_results'))\n",
        "        for cls in hbb_results_dict:\n",
        "            with open(os.path.join(dstpath, 'Task2_results', cls + '.txt'), 'w') as f_out:\n",
        "                for index, outline in enumerate(hbb_results_dict[cls]):\n",
        "                    if index != (len(hbb_results_dict[cls]) - 1):\n",
        "                        f_out.write(outline + '\\n')\n",
        "                    else:\n",
        "                        f_out.write(outline)\n",
        "\n",
        "        if not os.path.exists(os.path.join(dstpath, 'Task2_results_nms')):\n",
        "            os.makedirs(os.path.join(dstpath, 'Task2_results_nms'))\n",
        "        mergebyrec(os.path.join(dstpath, 'Task2_results'),\n",
        "            os.path.join(dstpath, 'Task2_results_nms'))\n",
        "\n",
        "if __name__ == '__main__':\n",
        "    args = parse_args()\n",
        "    config_file = args.config\n",
        "    config_name = os.path.splitext(os.path.basename(config_file))[0]\n",
        "\n",
        "    ######################################################################################/content/AerialDetection/work_dirs\n",
        "    # pkl_file = os.path.join('/content/ReDet/work_dirs', config_name, 'results.pkl')\n",
        "    pkl_file = os.path.join('/content/ReDet/work_dirs', config_name, 'valresults.pkl')\n",
        "    output_path = os.path.join('/content/ReDet/work_dirs', config_name)\n",
        "    type = args.type\n",
        "    parse_results(config_file, pkl_file, output_path, type)"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "Overwriting /content/ReDet/tools/parse_results.py\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "6orwO2Vuo9JY"
      },
      "source": [
        "# به کمک دستورات زیر از فایل تولید شده‌ی سریالایز شده سه فلدر پارس شده دریافت می‌شود"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "l_mUnHmGRZfz"
      },
      "source": [
        "!python /content/ReDet/tools/parse_results.py --config /content/ReDet/configs/ReDet/ReDet_re50_refpn_3x_hrsc2016.py --type OBB"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "-KX5UTkkqbt0",
        "outputId": "ac48ba55-2a41-4bac-a051-b2c711cadec1"
      },
      "source": [
        "!python /content/ReDet/tools/parse_results.py --config /content/ReDet/configs/ReDet/ReDet_re50_refpn_1x_dota1.py --type OBB"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "ReResNet Orientation: 8\tFix Params: False\n",
            "loading annotations into memory...\n",
            "Done (t=0.65s)\n",
            "creating index...\n",
            "index created!\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "fUManRxhoep1",
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "outputId": "5a312113-e0bd-4154-98e8-5dd6f3e6e5e9"
      },
      "source": [
        "!python /content/ReDet/tools/parse_results.py --config /content/ReDet/configs/DOTA/faster_rcnn_RoITrans_r50_fpn_1x_dota.py --type OBB"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "ReResNet Orientation: 8\tFix Params: False\n",
            "loading annotations into memory...\n",
            "Done (t=0.34s)\n",
            "creating index...\n",
            "index created!\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "sri6v9OsonQq",
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "outputId": "5a8cdd5d-e382-4779-c6de-941fe07c0f32"
      },
      "source": [
        "!python /content/ReDet/tools/parse_results.py --config /content/ReDet/configs/DOTA/faster_rcnn_obb_r50_fpn_1x_dota.py --type OBB"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "ReResNet Orientation: 8\tFix Params: False\n",
            "loading annotations into memory...\n",
            "Done (t=0.01s)\n",
            "creating index...\n",
            "index created!\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "hRIjpHiopbE9"
      },
      "source": [
        "باید دانلود شده زیپ شده و آپلود شود Task1_results_nms برای ارزیابی تسک اول فایل "
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "72VgnGJBbHrA",
        "outputId": "fcd265b2-a074-4364-9761-a7a8759cc2c9"
      },
      "source": [
        "#!tar -cvf '/content/ReDet/work_dirs/ReDet_re50_refpn_1x_dota1/Task1_results_nms.tar' '/content/ReDet/work_dirs/ReDet_re50_refpn_1x_dota1/Task1_results_nms'"
      ],
      "execution_count": null,
      "outputs": [
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "tar: Removing leading `/' from member names\n",
            "/content/ReDet/work_dirs/ReDet_re50_refpn_1x_dota1/Task1_results_nms/\n",
            "/content/ReDet/work_dirs/ReDet_re50_refpn_1x_dota1/Task1_results_nms/basketball-court.txt\n",
            "/content/ReDet/work_dirs/ReDet_re50_refpn_1x_dota1/Task1_results_nms/ground-track-field.txt\n",
            "/content/ReDet/work_dirs/ReDet_re50_refpn_1x_dota1/Task1_results_nms/roundabout.txt\n",
            "/content/ReDet/work_dirs/ReDet_re50_refpn_1x_dota1/Task1_results_nms/baseball-diamond.txt\n",
            "/content/ReDet/work_dirs/ReDet_re50_refpn_1x_dota1/Task1_results_nms/helicopter.txt\n",
            "/content/ReDet/work_dirs/ReDet_re50_refpn_1x_dota1/Task1_results_nms/soccer-ball-field.txt\n",
            "/content/ReDet/work_dirs/ReDet_re50_refpn_1x_dota1/Task1_results_nms/tennis-court.txt\n",
            "/content/ReDet/work_dirs/ReDet_re50_refpn_1x_dota1/Task1_results_nms/storage-tank.txt\n",
            "/content/ReDet/work_dirs/ReDet_re50_refpn_1x_dota1/Task1_results_nms/swimming-pool.txt\n",
            "/content/ReDet/work_dirs/ReDet_re50_refpn_1x_dota1/Task1_results_nms/bridge.txt\n",
            "/content/ReDet/work_dirs/ReDet_re50_refpn_1x_dota1/Task1_results_nms/plane.txt\n",
            "/content/ReDet/work_dirs/ReDet_re50_refpn_1x_dota1/Task1_results_nms/large-vehicle.txt\n",
            "/content/ReDet/work_dirs/ReDet_re50_refpn_1x_dota1/Task1_results_nms/harbor.txt\n",
            "/content/ReDet/work_dirs/ReDet_re50_refpn_1x_dota1/Task1_results_nms/small-vehicle.txt\n",
            "/content/ReDet/work_dirs/ReDet_re50_refpn_1x_dota1/Task1_results_nms/ship.txt\n"
          ]
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "e8IWPL1OxRTs"
      },
      "source": [
        "# ارزیابی val"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "QrwZ2aR3zFuE"
      },
      "source": [
        "import glob\n",
        "import os\n",
        "\n",
        "os.chdir(r'/content/ReDet/data/dota/val/images')\n",
        "# myFiles = glob.glob('*.bmp')\n",
        "%ls -1 | sed 's/\\.png//g' > ./testset.txt\n",
        "# print(myFiles)\n",
        "!mv '/content/ReDet/data/dota/val/images/testset.txt' '/content/ReDet/data/dota/val'"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "oI9wqC_RxuNn",
        "outputId": "dd954d7d-4a4a-4374-acd0-97bb27c63b40"
      },
      "source": [
        "%%writefile /content/ReDet/DOTA_devkit/dota_evaluation_task1.py\n",
        "\n",
        "import os\n",
        "import xml.etree.ElementTree as ET\n",
        "import matplotlib.pyplot as plt\n",
        "import numpy as np\n",
        "import sys\n",
        "sys.path.insert(1,os.path.dirname(__file__))\n",
        "import polyiou\n",
        "import argparse\n",
        "\n",
        "\n",
        "def parse_gt(filename):\n",
        "    \"\"\"\n",
        "    :param filename: ground truth file to parse\n",
        "    :return: all instances in a picture\n",
        "    \"\"\"\n",
        "    objects = []\n",
        "    with open(filename, 'r') as f:\n",
        "        while True:\n",
        "            line = f.readline()\n",
        "            if line:\n",
        "                splitlines = line.strip().split(' ')\n",
        "                object_struct = {}\n",
        "                if (len(splitlines) < 9):\n",
        "                    continue\n",
        "                object_struct['name'] = splitlines[8]\n",
        "\n",
        "                if (len(splitlines) == 9):\n",
        "                    object_struct['difficult'] = 0\n",
        "                elif (len(splitlines) == 10):\n",
        "                    object_struct['difficult'] = int(splitlines[9])\n",
        "                object_struct['bbox'] = [float(splitlines[0]),\n",
        "                                         float(splitlines[1]),\n",
        "                                         float(splitlines[2]),\n",
        "                                         float(splitlines[3]),\n",
        "                                         float(splitlines[4]),\n",
        "                                         float(splitlines[5]),\n",
        "                                         float(splitlines[6]),\n",
        "                                         float(splitlines[7])]\n",
        "                objects.append(object_struct)\n",
        "            else:\n",
        "                break\n",
        "    return objects\n",
        "\n",
        "\n",
        "def voc_ap(rec, prec, use_07_metric=False):\n",
        "    \"\"\" ap = voc_ap(rec, prec, [use_07_metric])\n",
        "    Compute VOC AP given precision and recall.\n",
        "    If use_07_metric is true, uses the\n",
        "    VOC 07 11 point method (default:False).\n",
        "    \"\"\"\n",
        "    if use_07_metric:\n",
        "        # 11 point metric\n",
        "        ap = 0.\n",
        "        for t in np.arange(0., 1.1, 0.1):\n",
        "            if np.sum(rec >= t) == 0:\n",
        "                p = 0\n",
        "            else:\n",
        "                p = np.max(prec[rec >= t])\n",
        "            ap = ap + p / 11.\n",
        "    else:\n",
        "        # correct AP calculation\n",
        "        # first append sentinel values at the end\n",
        "        mrec = np.concatenate(([0.], rec, [1.]))\n",
        "        mpre = np.concatenate(([0.], prec, [0.]))\n",
        "\n",
        "        # compute the precision envelope\n",
        "        for i in range(mpre.size - 1, 0, -1):\n",
        "            mpre[i - 1] = np.maximum(mpre[i - 1], mpre[i])\n",
        "\n",
        "        # to calculate area under PR curve, look for points\n",
        "        # where X axis (recall) changes value\n",
        "        i = np.where(mrec[1:] != mrec[:-1])[0]\n",
        "\n",
        "        # and sum (\\Delta recall) * prec\n",
        "        ap = np.sum((mrec[i + 1] - mrec[i]) * mpre[i + 1])\n",
        "    return ap\n",
        "\n",
        "\n",
        "def voc_eval(detpath,\n",
        "             annopath,\n",
        "             imagesetfile,\n",
        "             classname,\n",
        "             # cachedir,\n",
        "             ovthresh=0.5,\n",
        "             use_07_metric=False):\n",
        "    \"\"\"rec, prec, ap = voc_eval(detpath,\n",
        "                                annopath,\n",
        "                                imagesetfile,\n",
        "                                classname,\n",
        "                                [ovthresh],\n",
        "                                [use_07_metric])\n",
        "    Top level function that does the PASCAL VOC evaluation.\n",
        "    detpath: Path to detections\n",
        "        detpath.format(classname) should produce the detection results file.\n",
        "    annopath: Path to annotations\n",
        "        annopath.format(imagename) should be the xml annotations file.\n",
        "    imagesetfile: Text file containing the list of images, one image per line.\n",
        "    classname: Category name (duh)\n",
        "    cachedir: Directory for caching the annotations\n",
        "    [ovthresh]: Overlap threshold (default = 0.5)\n",
        "    [use_07_metric]: Whether to use VOC07's 11 point AP computation\n",
        "        (default False)\n",
        "    \"\"\"\n",
        "    # assumes detections are in detpath.format(classname)\n",
        "    # assumes annotations are in annopath.format(imagename)\n",
        "    # assumes imagesetfile is a text file with each line an image name\n",
        "    # cachedir caches the annotations in a pickle file\n",
        "\n",
        "    # read list of images\n",
        "    with open(imagesetfile, 'r') as f:\n",
        "        lines = f.readlines()\n",
        "    imagenames = [x.strip() for x in lines]\n",
        "\n",
        "    recs = {}\n",
        "    for i, imagename in enumerate(imagenames):\n",
        "      ##############################################################################################################\n",
        "        # print('parse_files name: ', annopath.format(imagename))\n",
        "        recs[imagename] = parse_gt(annopath.format(imagename))\n",
        "\n",
        "    # extract gt objects for this class\n",
        "    class_recs = {}\n",
        "    npos = 0\n",
        "    for imagename in imagenames:\n",
        "        R = [obj for obj in recs[imagename] if obj['name'] == classname]\n",
        "        bbox = np.array([x['bbox'] for x in R])\n",
        "        difficult = np.array([x['difficult'] for x in R]).astype(np.bool)\n",
        "        det = [False] * len(R)\n",
        "        npos = npos + sum(~difficult)\n",
        "        class_recs[imagename] = {'bbox': bbox,\n",
        "                                 'difficult': difficult,\n",
        "                                 'det': det}\n",
        "\n",
        "    # read dets from Task1* files\n",
        "    detfile = detpath.format(classname)\n",
        "    with open(detfile, 'r') as f:\n",
        "        lines = f.readlines()\n",
        "\n",
        "    splitlines = [x.strip().split(' ') for x in lines]\n",
        "    image_ids = [x[0] for x in splitlines]\n",
        "    confidence = np.array([float(x[1]) for x in splitlines])\n",
        "\n",
        "    BB = np.array([[float(z) for z in x[2:]] for x in splitlines])\n",
        "\n",
        "    # sort by confidence\n",
        "    sorted_ind = np.argsort(-confidence)\n",
        "    sorted_scores = np.sort(-confidence)\n",
        "\n",
        "    # note the usage only in numpy not for list\n",
        "    BB = BB[sorted_ind, :]\n",
        "    image_ids = [image_ids[x] for x in sorted_ind]\n",
        "    # go down dets and mark TPs and FPs\n",
        "    nd = len(image_ids)\n",
        "    tp = np.zeros(nd)\n",
        "    fp = np.zeros(nd)\n",
        "    for d in range(nd):\n",
        "        R = class_recs[image_ids[d]]\n",
        "        bb = BB[d, :].astype(float)\n",
        "        ovmax = -np.inf\n",
        "        BBGT = R['bbox'].astype(float)\n",
        "\n",
        "        # compute det bb with each BBGT\n",
        "        if BBGT.size > 0:\n",
        "            # compute overlaps\n",
        "            # intersection\n",
        "\n",
        "            # 1. calculate the overlaps between hbbs, if the iou between hbbs are 0, the iou between obbs are 0, too.\n",
        "            BBGT_xmin = np.min(BBGT[:, 0::2], axis=1)\n",
        "            BBGT_ymin = np.min(BBGT[:, 1::2], axis=1)\n",
        "            BBGT_xmax = np.max(BBGT[:, 0::2], axis=1)\n",
        "            BBGT_ymax = np.max(BBGT[:, 1::2], axis=1)\n",
        "            bb_xmin = np.min(bb[0::2])\n",
        "            bb_ymin = np.min(bb[1::2])\n",
        "            bb_xmax = np.max(bb[0::2])\n",
        "            bb_ymax = np.max(bb[1::2])\n",
        "\n",
        "            ixmin = np.maximum(BBGT_xmin, bb_xmin)\n",
        "            iymin = np.maximum(BBGT_ymin, bb_ymin)\n",
        "            ixmax = np.minimum(BBGT_xmax, bb_xmax)\n",
        "            iymax = np.minimum(BBGT_ymax, bb_ymax)\n",
        "            iw = np.maximum(ixmax - ixmin + 1., 0.)\n",
        "            ih = np.maximum(iymax - iymin + 1., 0.)\n",
        "            inters = iw * ih\n",
        "\n",
        "            # union\n",
        "            uni = ((bb_xmax - bb_xmin + 1.) * (bb_ymax - bb_ymin + 1.) +\n",
        "                   (BBGT_xmax - BBGT_xmin + 1.) *\n",
        "                   (BBGT_ymax - BBGT_ymin + 1.) - inters)\n",
        "\n",
        "            overlaps = inters / uni\n",
        "\n",
        "            BBGT_keep_mask = overlaps > 0\n",
        "            BBGT_keep = BBGT[BBGT_keep_mask, :]\n",
        "            BBGT_keep_index = np.where(overlaps > 0)[0]\n",
        "\n",
        "            def calcoverlaps(BBGT_keep, bb):\n",
        "                overlaps = []\n",
        "                for index, GT in enumerate(BBGT_keep):\n",
        "\n",
        "                    overlap = polyiou.iou_poly(polyiou.VectorDouble(\n",
        "                        BBGT_keep[index]), polyiou.VectorDouble(bb))\n",
        "                    overlaps.append(overlap)\n",
        "                return overlaps\n",
        "            if len(BBGT_keep) > 0:\n",
        "                overlaps = calcoverlaps(BBGT_keep, bb)\n",
        "\n",
        "                ovmax = np.max(overlaps)\n",
        "                jmax = np.argmax(overlaps)\n",
        "                # pdb.set_trace()\n",
        "                jmax = BBGT_keep_index[jmax]\n",
        "\n",
        "        if ovmax > ovthresh:\n",
        "            if not R['difficult'][jmax]:\n",
        "                if not R['det'][jmax]:\n",
        "                    tp[d] = 1.\n",
        "                    R['det'][jmax] = 1\n",
        "                else:\n",
        "                    fp[d] = 1.\n",
        "        else:\n",
        "            fp[d] = 1.\n",
        "\n",
        "    # compute precision recall\n",
        "\n",
        "    print('check fp:', fp)\n",
        "    print('check tp', tp)\n",
        "\n",
        "    print('npos num:', npos)\n",
        "    fp = np.cumsum(fp)\n",
        "    tp = np.cumsum(tp)\n",
        "\n",
        "    rec = tp / float(npos)\n",
        "    # avoid divide by zero in case the first detection matches a difficult\n",
        "    # ground truth\n",
        "    prec = tp / np.maximum(tp + fp, np.finfo(np.float64).eps)\n",
        "    ap = voc_ap(rec, prec, use_07_metric)\n",
        "\n",
        "    return rec, prec, ap\n",
        "\n",
        "\n",
        "def dota_task1_eval(work_dir, det_dir):\n",
        "    detpath = os.path.join(det_dir, r'Task1_{:s}.txt')\n",
        "    annopath = r'data/dota/test/OrientlabelTxt-utf-8/{:s}.txt'\n",
        "    imagesetfile = r'data/dota/test/testset.txt'\n",
        "    # For DOTA-v1.0\n",
        "    classnames = ['plane', 'baseball-diamond', 'bridge', 'ground-track-field', 'small-vehicle', 'large-vehicle', 'ship', 'tennis-court',\n",
        "                  'basketball-court', 'storage-tank',  'soccer-ball-field', 'roundabout', 'harbor', 'swimming-pool', 'helicopter']\n",
        "    classaps = []\n",
        "    map = 0\n",
        "    for classname in classnames:\n",
        "        print('classname:', classname)\n",
        "        rec, prec, ap = voc_eval(detpath,\n",
        "                                 annopath,\n",
        "                                 imagesetfile,\n",
        "                                 classname,\n",
        "                                 ovthresh=0.5,\n",
        "                                 use_07_metric=True)\n",
        "        map = map + ap\n",
        "        #print('rec: ', rec, 'prec: ', prec, 'ap: ', ap)\n",
        "        print('ap: ', ap)\n",
        "        classaps.append(ap)\n",
        "    map = map/len(classnames)\n",
        "    print('map:', map)\n",
        "    classaps = 100*np.array(classaps)\n",
        "    print('classaps: ', classaps)\n",
        "    # writing results to txt file\n",
        "    with open(os.path.join(work_dir, 'Task1_results.txt'), 'w') as f:\n",
        "        out_str = ''\n",
        "        out_str += 'mAP:'+str(map)+'\\n'\n",
        "        out_str += 'APs:\\n'\n",
        "        out_str += ' '.join([str(ap)for ap in classaps.tolist()])\n",
        "        f.write(out_str)\n",
        "\n",
        "\n",
        "def parse_args():\n",
        "    parser = argparse.ArgumentParser()\n",
        "    parser.add_argument('--work_dir',default='')\n",
        "    return parser.parse_args()\n",
        "\n",
        "def main():\n",
        "    args = parse_args()\n",
        "    # detpath = os.path.join(args.work_dir,'Task1_results_nms/Task1_{:s}.txt')\n",
        "    detpath = os.path.join(args.work_dir,'Task1_results_nms/{:s}.txt')\n",
        "    ###################################################################################################################\n",
        "    # change the directory to the path of val/labelTxt, if you want to do evaluation on the valset\n",
        "    # annopath = r'data/dota/test/OrientlabelTxt-utf-8/{:s}.txt'\n",
        "    # imagesetfile = r'data/dota/test/testset.txt'\n",
        "    annopath = r'/content/ReDet/data/dota/val/labelTxt/{:s}.txt'\n",
        "    imagesetfile = r'/content/ReDet/data/dota/val/testset.txt'\n",
        "\n",
        "    # For DOTA-v1.5\n",
        "    # classnames = ['plane', 'baseball-diamond', 'bridge', 'ground-track-field', 'small-vehicle', 'large-vehicle', 'ship', 'tennis-court',\n",
        "    #             'basketball-court', 'storage-tank',  'soccer-ball-field', 'roundabout', 'harbor', 'swimming-pool', 'helicopter', 'container-crane']\n",
        "    # For DOTA-v1.0\n",
        "    classnames = ['plane', 'baseball-diamond', 'bridge', 'ground-track-field', 'small-vehicle', 'large-vehicle', 'ship', 'tennis-court',\n",
        "                  'basketball-court', 'storage-tank',  'soccer-ball-field', 'roundabout', 'harbor', 'swimming-pool', 'helicopter']\n",
        "    classaps = []\n",
        "    map = 0\n",
        "    for classname in classnames:\n",
        "        print('classname:', classname)\n",
        "        rec, prec, ap = voc_eval(detpath,\n",
        "                                 annopath,\n",
        "                                 imagesetfile,\n",
        "                                 classname,\n",
        "                                 ovthresh=0.5,\n",
        "                                 use_07_metric=True)\n",
        "        map = map + ap\n",
        "        #print('rec: ', rec, 'prec: ', prec, 'ap: ', ap)\n",
        "        print('ap: ', ap)\n",
        "        classaps.append(ap)\n",
        "\n",
        "        # # umcomment to show p-r curve of each category\n",
        "        # plt.figure(figsize=(8,4))\n",
        "        # plt.xlabel('Recall')\n",
        "        # plt.ylabel('Precision')\n",
        "        # plt.xticks(fontsize=11)\n",
        "        # plt.yticks(fontsize=11)\n",
        "        # plt.xlim(0, 1)\n",
        "        # plt.ylim(0, 1)\n",
        "        # ax = plt.gca()\n",
        "        # ax.spines['top'].set_color('none')\n",
        "        # ax.spines['right'].set_color('none')\n",
        "        # plt.plot(rec, prec)\n",
        "        # # plt.show()\n",
        "        # plt.savefig('pr_curve/{}.png'.format(classname))\n",
        "    map = map/len(classnames)\n",
        "    print('map:', map)\n",
        "    classaps = 100*np.array(classaps)\n",
        "    print('classaps: ', classaps)\n",
        "\n",
        "\n",
        "if __name__ == '__main__':\n",
        "    main()\n"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "Overwriting /content/ReDet/DOTA_devkit/dota_evaluation_task1.py\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "WAPhxdS5xQqB",
        "outputId": "f91a5ec7-12ff-4165-e6dd-1245e22325ac"
      },
      "source": [
        "!python /content/ReDet/DOTA_devkit/dota_evaluation_task1.py --work_dir /content/ReDet/work_dirs/ReDet_re50_refpn_1x_dota1"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "\u001b[1;30;43mStreaming output truncated to the last 5000 lines.\u001b[0m\n",
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            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P1666.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P1672.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P1679.txt\n",
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            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P1732.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P1738.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P1742.txt\n",
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            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P1751.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P1752.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P1754.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P1759.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P1763.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P1770.txt\n",
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            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P1825.txt\n",
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            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P1903.txt\n",
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            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2012.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2027.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2042.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2044.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2050.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2059.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2068.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2082.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2085.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2088.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2093.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2097.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2098.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2111.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2121.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2124.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2126.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2129.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2135.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2150.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2152.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2155.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2166.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2167.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2168.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2169.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2181.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2194.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2197.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2198.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2214.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2215.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2218.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2220.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2230.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2231.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2236.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2239.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2241.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2242.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2255.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2256.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2271.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2285.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2286.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2294.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2310.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2322.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2330.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2331.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2337.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2342.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2351.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2363.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2365.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2374.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2375.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2378.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2385.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2393.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2394.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2404.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2408.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2413.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2420.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2429.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2446.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2449.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2450.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2455.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2462.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2477.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2478.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2481.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2488.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2502.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2504.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2539.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2541.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2542.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2547.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2563.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2570.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2571.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2577.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2580.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2582.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2587.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2592.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2593.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2595.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2598.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2599.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2608.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2610.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2617.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2625.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2630.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2645.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2678.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2689.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2695.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2701.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2709.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2714.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2718.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2721.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2722.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2724.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2726.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2733.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2745.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2754.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2758.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2766.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2768.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2771.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2778.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2779.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2781.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2789.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2791.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2794.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2802.txt\n",
            "check fp: [0. 0. 0. ... 1. 1. 1.]\n",
            "check tp [1. 1. 1. ... 0. 0. 0.]\n",
            "npos num: 5090\n",
            "ap:  0.7137892832223598\n",
            "classname: large-vehicle\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0003.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0004.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0007.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0019.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0027.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0047.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0053.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0056.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0060.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0075.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0079.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0081.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0086.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0104.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0110.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0117.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0123.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0128.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0130.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0131.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0143.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0146.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0150.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0161.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0168.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0170.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0173.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0175.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0179.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0186.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0189.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0194.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0198.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0199.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0206.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0213.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0217.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0228.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0237.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0242.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0246.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0249.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0257.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0259.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0261.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0262.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0300.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0305.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0309.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0329.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0331.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0336.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0342.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0347.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0348.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0352.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0353.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0359.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0368.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0374.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0375.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0377.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0382.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0385.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0396.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0402.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0411.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0414.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0420.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0432.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0454.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0457.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0466.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0476.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0486.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0491.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0499.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0518.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0524.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0525.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0526.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0543.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0547.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0550.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0551.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0557.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0558.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0559.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0564.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0577.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0579.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0583.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0589.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0590.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0604.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0613.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0615.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0622.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0623.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0643.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0647.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0650.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0651.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0654.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0659.txt\n",
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            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2059.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2068.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2082.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2085.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2088.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2093.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2097.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2098.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2111.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2121.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2124.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2126.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2129.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2135.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2150.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2152.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2155.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2166.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2167.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2168.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2169.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2181.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2194.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2197.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2198.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2214.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2215.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2218.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2220.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2230.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2231.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2236.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2239.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2241.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2242.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2255.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2256.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2271.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2285.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2286.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2294.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2310.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2322.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2330.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2331.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2337.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2342.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2351.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2363.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2365.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2374.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2375.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2378.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2385.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2393.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2394.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2404.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2408.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2413.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2420.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2429.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2446.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2449.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2450.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2455.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2462.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2477.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2478.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2481.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2488.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2502.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2504.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2539.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2541.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2542.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2547.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2563.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2570.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2571.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2577.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2580.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2582.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2587.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2592.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2593.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2595.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2598.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2599.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2608.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2610.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2617.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2625.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2630.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2645.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2678.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2689.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2695.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2701.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2709.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2714.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2718.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2721.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2722.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2724.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2726.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2733.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2745.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2754.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2758.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2766.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2768.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2771.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2778.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2779.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2781.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2789.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2791.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2794.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2802.txt\n",
            "check fp: [0. 0. 0. ... 1. 1. 1.]\n",
            "check tp [1. 1. 1. ... 0. 0. 0.]\n",
            "npos num: 4293\n",
            "ap:  0.880384639601408\n",
            "classname: ship\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0003.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0004.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0007.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0019.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0027.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0047.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0053.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0056.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0060.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0075.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0079.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0081.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0086.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0104.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0110.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0117.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0123.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0128.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0130.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0131.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0143.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0146.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0150.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0161.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0168.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0170.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0173.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0175.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0179.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0186.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0189.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0194.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0198.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0199.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0206.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0213.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0217.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0228.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0237.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0242.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0246.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0249.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0257.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0259.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0261.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0262.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0300.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0305.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0309.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0329.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0331.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0336.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0342.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0347.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0348.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0352.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0353.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0359.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0368.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0374.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0375.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0377.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0382.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0385.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0396.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0402.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0411.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0414.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0420.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0432.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0454.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0457.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0466.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0476.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0486.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0491.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0499.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0518.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0524.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0525.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0526.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0543.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0547.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0550.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0551.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0557.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0558.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0559.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0564.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0577.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0579.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0583.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0589.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0590.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0604.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0613.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0615.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0622.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0623.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0643.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0647.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0650.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0651.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0654.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0659.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0660.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0665.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0673.txt\n",
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            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2085.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2088.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2093.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2097.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2098.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2111.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2121.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2124.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2126.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2129.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2135.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2150.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2152.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2155.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2166.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2167.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2168.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2169.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2181.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2194.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2197.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2198.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2214.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2215.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2218.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2220.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2230.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2231.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2236.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2239.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2241.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2242.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2255.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2256.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2271.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2285.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2286.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2294.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2310.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2322.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2330.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2331.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2337.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2342.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2351.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2363.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2365.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2374.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2375.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2378.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2385.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2393.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2394.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2404.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2408.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2413.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2420.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2429.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2446.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2449.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2450.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2455.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2462.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2477.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2478.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2481.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2488.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2502.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2504.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2539.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2541.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2542.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2547.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2563.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2570.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2571.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2577.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2580.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2582.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2587.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2592.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2593.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2595.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2598.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2599.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2608.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2610.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2617.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2625.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2630.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2645.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2678.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2689.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2695.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2701.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2709.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2714.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2718.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2721.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2722.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2724.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2726.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2733.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2745.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2754.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2758.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2766.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2768.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2771.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2778.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2779.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2781.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2789.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2791.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2794.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2802.txt\n",
            "check fp: [0. 0. 1. ... 1. 1. 1.]\n",
            "check tp [1. 1. 0. ... 0. 0. 0.]\n",
            "npos num: 8861\n",
            "ap:  0.8883972303289079\n",
            "classname: tennis-court\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0003.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0004.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0007.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0019.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0027.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0047.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0053.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0056.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0060.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0075.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0079.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0081.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0086.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0104.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0110.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0117.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0123.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0128.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0130.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0131.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0143.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0146.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0150.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0161.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0168.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0170.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0173.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0175.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0179.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0186.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0189.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0194.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0198.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0199.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0206.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0213.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0217.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0228.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0237.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0242.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0246.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0249.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0257.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0259.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0261.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0262.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0300.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0305.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0309.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0329.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0331.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0336.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0342.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0347.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0348.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0352.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0353.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0359.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0368.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0374.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0375.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0377.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0382.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0385.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0396.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0402.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0411.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0414.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0420.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0432.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0454.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0457.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0466.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0476.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0486.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0491.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0499.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0518.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0524.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0525.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0526.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0543.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0547.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0550.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0551.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0557.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0558.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0559.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0564.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0577.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0579.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0583.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0589.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0590.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0604.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0613.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0615.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0622.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0623.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0643.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0647.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0650.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0651.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0654.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0659.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0660.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0665.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0673.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0683.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0684.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0696.txt\n",
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            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2097.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2098.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2111.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2121.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2124.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2126.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2129.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2135.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2150.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2152.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2155.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2166.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2167.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2168.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2169.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2181.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2194.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2197.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2198.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2214.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2215.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2218.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2220.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2230.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2231.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2236.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2239.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2241.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2242.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2255.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2256.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2271.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2285.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2286.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2294.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2310.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2322.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2330.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2331.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2337.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2342.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2351.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2363.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2365.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2374.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2375.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2378.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2385.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2393.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2394.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2404.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2408.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2413.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2420.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2429.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2446.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2449.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2450.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2455.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2462.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2477.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2478.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2481.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2488.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2502.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2504.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2539.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2541.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2542.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2547.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2563.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2570.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2571.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2577.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2580.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2582.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2587.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2592.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2593.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2595.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2598.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2599.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2608.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2610.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2617.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2625.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2630.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2645.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2678.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2689.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2695.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2701.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2709.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2714.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2718.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2721.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2722.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2724.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2726.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2733.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2745.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2754.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2758.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2766.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2768.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2771.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2778.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2779.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2781.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2789.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2791.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2794.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2802.txt\n",
            "check fp: [0. 0. 0. ... 1. 1. 1.]\n",
            "check tp [1. 1. 1. ... 0. 0. 0.]\n",
            "npos num: 739\n",
            "ap:  0.9090909090909093\n",
            "classname: basketball-court\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0003.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0004.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0007.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0019.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0027.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0047.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0053.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0056.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0060.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0075.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0079.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0081.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0086.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0104.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0110.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0117.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0123.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0128.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0130.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0131.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0143.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0146.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0150.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0161.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0168.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0170.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0173.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0175.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0179.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0186.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0189.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0194.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0198.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0199.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0206.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0213.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0217.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0228.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0237.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0242.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0246.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0249.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0257.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0259.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0261.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0262.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0300.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0305.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0309.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0329.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0331.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0336.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0342.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0347.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0348.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0352.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0353.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0359.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0368.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0374.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0375.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0377.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0382.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0385.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0396.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0402.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0411.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0414.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0420.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0432.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0454.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0457.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0466.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0476.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0486.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0491.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0499.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0518.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0524.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0525.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0526.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0543.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0547.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0550.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0551.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0557.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0558.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0559.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0564.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0577.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0579.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0583.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0589.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0590.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0604.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0613.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0615.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0622.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0623.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0643.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0647.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0650.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0651.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0654.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0659.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0660.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0665.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0673.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0683.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0684.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0696.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0704.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0706.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0712.txt\n",
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            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2121.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2124.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2126.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2129.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2135.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2150.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2152.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2155.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2166.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2167.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2168.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2169.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2181.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2194.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2197.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2198.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2214.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2215.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2218.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2220.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2230.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2231.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2236.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2239.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2241.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2242.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2255.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2256.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2271.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2285.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2286.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2294.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2310.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2322.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2330.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2331.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2337.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2342.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2351.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2363.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2365.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2374.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2375.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2378.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2385.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2393.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2394.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2404.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2408.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2413.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2420.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2429.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2446.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2449.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2450.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2455.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2462.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2477.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2478.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2481.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2488.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2502.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2504.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2539.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2541.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2542.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2547.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2563.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2570.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2571.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2577.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2580.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2582.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2587.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2592.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2593.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2595.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2598.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2599.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2608.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2610.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2617.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2625.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2630.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2645.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2678.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2689.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2695.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2701.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2709.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2714.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2718.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2721.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2722.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2724.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2726.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2733.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2745.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2754.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2758.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2766.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2768.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2771.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2778.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2779.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2781.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2789.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2791.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2794.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2802.txt\n",
            "check fp: [0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.\n",
            " 0. 0. 1. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.\n",
            " 0. 1. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 1. 0. 0. 0. 0. 0. 0. 0. 0.\n",
            " 0. 1. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 1. 0. 1. 0. 0. 0. 0. 0. 0. 0. 1. 0.\n",
            " 0. 0. 0. 1. 0. 0. 0. 0. 0. 1. 0. 0. 0. 0. 0. 0. 1. 0. 0. 0. 0. 0. 0. 0.\n",
            " 1. 1. 0. 1. 0. 1. 0. 0. 1. 0. 0. 1. 0. 1. 0. 0. 1. 1. 0. 0. 0. 0. 1. 0.\n",
            " 1. 0. 0. 1. 0. 0. 1. 1. 1. 1. 1. 1. 1. 1. 1. 0. 1. 0. 1. 1. 1. 1. 1. 1.\n",
            " 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1.\n",
            " 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1.\n",
            " 1. 1. 1. 1. 1. 1. 1. 1. 0. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1.\n",
            " 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1.\n",
            " 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1.\n",
            " 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1.\n",
            " 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1.\n",
            " 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1.\n",
            " 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1.\n",
            " 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 0. 1. 1. 1. 1. 1. 1. 1. 1.\n",
            " 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1.]\n",
            "check tp [1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1.\n",
            " 1. 1. 0. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1.\n",
            " 0. 0. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 0. 1. 1. 1. 1. 1. 0. 1. 1.\n",
            " 1. 0. 1. 1. 1. 1. 1. 0. 1. 1. 1. 1. 0. 1. 0. 0. 1. 1. 1. 1. 1. 1. 0. 1.\n",
            " 1. 1. 1. 0. 1. 1. 1. 1. 1. 0. 0. 1. 1. 1. 1. 1. 0. 1. 1. 1. 1. 1. 1. 1.\n",
            " 0. 0. 1. 0. 1. 0. 1. 1. 0. 1. 1. 0. 1. 0. 1. 1. 0. 0. 1. 1. 1. 1. 0. 0.\n",
            " 0. 0. 0. 0. 1. 1. 0. 0. 0. 0. 0. 0. 0. 0. 0. 1. 0. 1. 0. 0. 0. 0. 0. 0.\n",
            " 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.\n",
            " 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.\n",
            " 0. 0. 0. 0. 0. 0. 0. 0. 1. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.\n",
            " 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.\n",
            " 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.\n",
            " 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.\n",
            " 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.\n",
            " 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.\n",
            " 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.\n",
            " 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 1. 0. 0. 0. 0. 0. 0. 0. 0.\n",
            " 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.]\n",
            "npos num: 124\n",
            "ap:  0.8987234693928356\n",
            "classname: storage-tank\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0003.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0004.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0007.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0019.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0027.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0047.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0053.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0056.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0060.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0075.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0079.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0081.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0086.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0104.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0110.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0117.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0123.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0128.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0130.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0131.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0143.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0146.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0150.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0161.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0168.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0170.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0173.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0175.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0179.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0186.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0189.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0194.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0198.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0199.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0206.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0213.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0217.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0228.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0237.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0242.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0246.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0249.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0257.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0259.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0261.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0262.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0300.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0305.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0309.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0329.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0331.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0336.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0342.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0347.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0348.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0352.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0353.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0359.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0368.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0374.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0375.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0377.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0382.txt\n",
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            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P1754.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P1759.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P1763.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P1770.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P1786.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P1787.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P1806.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P1809.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P1821.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P1825.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P1829.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P1838.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P1854.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P1860.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P1877.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P1878.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P1880.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P1888.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P1903.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P1904.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P1905.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P1911.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P1919.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P1924.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P1940.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P1950.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P1957.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P1958.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P1960.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P1973.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P1978.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P1982.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P1983.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P1992.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P1995.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2003.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2011.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2012.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2027.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2042.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2044.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2050.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2059.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2068.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2082.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2085.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2088.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2093.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2097.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2098.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2111.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2121.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2124.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2126.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2129.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2135.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2150.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2152.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2155.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2166.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2167.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2168.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2169.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2181.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2194.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2197.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2198.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2214.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2215.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2218.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2220.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2230.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2231.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2236.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2239.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2241.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2242.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2255.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2256.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2271.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2285.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2286.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2294.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2310.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2322.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2330.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2331.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2337.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2342.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2351.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2363.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2365.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2374.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2375.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2378.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2385.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2393.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2394.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2404.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2408.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2413.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2420.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2429.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2446.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2449.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2450.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2455.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2462.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2477.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2478.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2481.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2488.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2502.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2504.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2539.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2541.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2542.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2547.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2563.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2570.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2571.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2577.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2580.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2582.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2587.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2592.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2593.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2595.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2598.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2599.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2608.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2610.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2617.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2625.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2630.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2645.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2678.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2689.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2695.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2701.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2709.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2714.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2718.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2721.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2722.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2724.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2726.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2733.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2745.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2754.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2758.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2766.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2768.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2771.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2778.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2779.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2781.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2789.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2791.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2794.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2802.txt\n",
            "check fp: [0. 0. 0. ... 1. 1. 1.]\n",
            "check tp [1. 1. 1. ... 0. 0. 0.]\n",
            "npos num: 1869\n",
            "ap:  0.9000746688790657\n",
            "classname: soccer-ball-field\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0003.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0004.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0007.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0019.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0027.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0047.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0053.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0056.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0060.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0075.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0079.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0081.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0086.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0104.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0110.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0117.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0123.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0128.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0130.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0131.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0143.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0146.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0150.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0161.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0168.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0170.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0173.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0175.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0179.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0186.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0189.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0194.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0198.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0199.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0206.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0213.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0217.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0228.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0237.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0242.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0246.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0249.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0257.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0259.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0261.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0262.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0300.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0305.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0309.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0329.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0331.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0336.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0342.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0347.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0348.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0352.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0353.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0359.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0368.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0374.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0375.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0377.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0382.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0385.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0396.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0402.txt\n",
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            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P1770.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P1786.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P1787.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P1806.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P1809.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P1821.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P1825.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P1829.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P1838.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P1854.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P1860.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P1877.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P1878.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P1880.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P1888.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P1903.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P1904.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P1905.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P1911.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P1919.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P1924.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P1940.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P1950.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P1957.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P1958.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P1960.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P1973.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P1978.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P1982.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P1983.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P1992.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P1995.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2003.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2011.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2012.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2027.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2042.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2044.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2050.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2059.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2068.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2082.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2085.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2088.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2093.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2097.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2098.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2111.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2121.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2124.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2126.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2129.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2135.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2150.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2152.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2155.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2166.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2167.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2168.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2169.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2181.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2194.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2197.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2198.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2214.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2215.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2218.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2220.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2230.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2231.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2236.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2239.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2241.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2242.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2255.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2256.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2271.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2285.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2286.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2294.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2310.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2322.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2330.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2331.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2337.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2342.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2351.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2363.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2365.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2374.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2375.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2378.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2385.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2393.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2394.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2404.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2408.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2413.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2420.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2429.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2446.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2449.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2450.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2455.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2462.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2477.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2478.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2481.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2488.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2502.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2504.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2539.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2541.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2542.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2547.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2563.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2570.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2571.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2577.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2580.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2582.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2587.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2592.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2593.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2595.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2598.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2599.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2608.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2610.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2617.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2625.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2630.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2645.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2678.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2689.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2695.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2701.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2709.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2714.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2718.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2721.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2722.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2724.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2726.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2733.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2745.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2754.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2758.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2766.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2768.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2771.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2778.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2779.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2781.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2789.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2791.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2794.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2802.txt\n",
            "check fp: [0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.\n",
            " 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 1. 0. 0. 0. 0. 0. 0. 1. 0. 0. 0. 0. 0.\n",
            " 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 1. 0. 0. 0. 1. 0. 0. 0.\n",
            " 0. 0. 0. 0. 0. 1. 0. 1. 0. 0. 0. 0. 0. 0. 0. 1. 0. 0. 0. 0. 0. 0. 0. 0.\n",
            " 0. 0. 0. 0. 1. 0. 1. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 1. 0. 0. 0. 1. 0. 0.\n",
            " 1. 0. 0. 0. 1. 1. 0. 0. 1. 1. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 1. 0. 0. 0.\n",
            " 0. 0. 1. 1. 0. 1. 1. 0. 0. 1. 1. 0. 1. 1. 1. 0. 1. 0. 1. 1. 0. 1. 1. 1.\n",
            " 1. 1. 0. 1. 1. 1. 0. 0. 0. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1.\n",
            " 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 0. 1. 1. 1. 1. 1. 1. 1. 1. 0. 1. 1. 1. 1.\n",
            " 1. 1. 1. 1. 1. 1. 1. 0. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1.\n",
            " 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1.\n",
            " 1. 0. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1.\n",
            " 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1.\n",
            " 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1.\n",
            " 1. 1. 1. 1. 1. 1. 1. 1. 0. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1.\n",
            " 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 0. 1. 1. 1. 1. 1. 1. 1. 1. 1.\n",
            " 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1.\n",
            " 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1.\n",
            " 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1.\n",
            " 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1.\n",
            " 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1.\n",
            " 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1.\n",
            " 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1.\n",
            " 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1.\n",
            " 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1.\n",
            " 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1.\n",
            " 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1.\n",
            " 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1.\n",
            " 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 0. 1. 1. 1. 1. 1. 1. 1. 1.]\n",
            "check tp [1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1.\n",
            " 1. 0. 1. 1. 1. 0. 1. 1. 0. 1. 1. 0. 1. 1. 0. 0. 0. 1. 0. 1. 1. 1. 1. 1.\n",
            " 1. 1. 0. 1. 1. 1. 1. 1. 0. 0. 1. 1. 1. 0. 0. 0. 0. 0. 1. 1. 0. 0. 0. 1.\n",
            " 1. 0. 0. 1. 1. 0. 1. 0. 1. 1. 0. 0. 0. 0. 1. 0. 0. 0. 0. 0. 1. 1. 0. 0.\n",
            " 0. 0. 1. 0. 0. 0. 0. 1. 0. 0. 1. 1. 0. 1. 1. 1. 1. 0. 0. 1. 1. 0. 0. 1.\n",
            " 0. 0. 0. 1. 0. 0. 0. 1. 0. 0. 1. 1. 0. 0. 1. 0. 0. 0. 1. 0. 0. 1. 1. 1.\n",
            " 1. 0. 0. 0. 0. 0. 0. 0. 1. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.\n",
            " 0. 0. 1. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.\n",
            " 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.\n",
            " 0. 0. 0. 0. 0. 0. 0. 1. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.\n",
            " 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.\n",
            " 0. 1. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.\n",
            " 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.\n",
            " 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.\n",
            " 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.\n",
            " 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.\n",
            " 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.\n",
            " 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.\n",
            " 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.\n",
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            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2754.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2758.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2766.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2768.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2771.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2778.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2779.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2781.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2789.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2791.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2794.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2802.txt\n",
            "check fp: [0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.\n",
            " 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.\n",
            " 0. 0. 1. 0. 0. 0. 0. 0. 0. 0. 0. 0. 1. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.\n",
            " 0. 0. 0. 0. 0. 1. 0. 1. 0. 0. 0. 1. 0. 0. 1. 0. 0. 1. 0. 0. 0. 0. 0. 1.\n",
            " 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 1. 0. 0. 0. 0. 1. 0. 0. 1. 0. 0. 1. 0. 1.\n",
            " 1. 0. 0. 0. 0. 1. 0. 0. 0. 0. 0. 1. 0. 1. 1. 0. 0. 1. 0. 1. 0. 0. 0. 1.\n",
            " 1. 1. 0. 1. 0. 0. 0. 1. 1. 1. 1. 1. 1. 1. 0. 1. 1. 0. 1. 0. 1. 0. 0. 1.\n",
            " 0. 0. 1. 1. 1. 1. 1. 1. 0. 0. 1. 1. 1. 1. 0. 0. 0. 0. 1. 1. 1. 1. 0. 1.\n",
            " 1. 1. 0. 1. 1. 1. 1. 0. 1. 1. 1. 1. 0. 1. 1. 1. 1. 1. 1. 0. 1. 1. 1. 1.\n",
            " 1. 1. 1. 1. 1. 0. 1. 1. 1. 0. 1. 0. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1.\n",
            " 1. 1. 1. 1. 1. 1. 1. 1. 0. 1. 1. 1. 1. 0. 1. 1. 0. 1. 1. 1. 1. 1. 1. 1.\n",
            " 1. 0. 1. 0. 0. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1.\n",
            " 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 0. 1. 1. 1. 1. 1. 1.\n",
            " 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 0. 1. 1. 1. 1. 1. 1. 1.\n",
            " 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1.\n",
            " 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1.\n",
            " 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 0. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1.\n",
            " 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1.\n",
            " 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1.\n",
            " 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1.\n",
            " 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1.\n",
            " 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1.\n",
            " 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1.\n",
            " 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1.\n",
            " 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1.\n",
            " 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1.\n",
            " 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1.\n",
            " 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1.\n",
            " 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1.]\n",
            "check tp [1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1.\n",
            " 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1.\n",
            " 1. 1. 0. 1. 1. 1. 1. 1. 1. 1. 1. 1. 0. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1.\n",
            " 1. 1. 1. 1. 1. 0. 1. 0. 1. 1. 1. 0. 1. 1. 0. 1. 1. 0. 1. 1. 1. 0. 1. 0.\n",
            " 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 0. 1. 0. 1. 1. 0. 1. 1. 0. 1. 1. 0. 1. 0.\n",
            " 0. 1. 1. 1. 1. 0. 1. 1. 1. 1. 1. 0. 1. 0. 0. 1. 1. 0. 1. 0. 1. 1. 1. 0.\n",
            " 0. 0. 1. 0. 1. 1. 1. 0. 0. 0. 0. 0. 0. 0. 1. 0. 0. 1. 0. 1. 0. 1. 1. 0.\n",
            " 1. 1. 0. 0. 0. 0. 0. 0. 1. 1. 0. 0. 0. 0. 1. 1. 1. 1. 0. 0. 0. 0. 1. 0.\n",
            " 0. 0. 1. 0. 0. 0. 0. 1. 0. 0. 0. 0. 1. 0. 0. 0. 0. 0. 0. 1. 0. 0. 0. 0.\n",
            " 0. 0. 0. 0. 0. 1. 0. 0. 0. 1. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.\n",
            " 0. 0. 0. 0. 0. 0. 0. 0. 1. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.\n",
            " 0. 1. 0. 1. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.\n",
            " 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 1. 0. 0. 0. 0. 0. 0.\n",
            " 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 1. 0. 0. 0. 0. 0. 0. 0.\n",
            " 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.\n",
            " 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.\n",
            " 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 1. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.\n",
            " 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.\n",
            " 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.\n",
            " 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.\n",
            " 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.\n",
            " 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.\n",
            " 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.\n",
            " 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.\n",
            " 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.\n",
            " 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.\n",
            " 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.\n",
            " 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.\n",
            " 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.]\n",
            "npos num: 164\n",
            "ap:  0.8227596327335572\n",
            "classname: harbor\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0003.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0004.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0007.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0019.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0027.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0047.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0053.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0056.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0060.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0075.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0079.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0081.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0086.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0104.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0110.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0117.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0123.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0128.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0130.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0131.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0143.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0146.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0150.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0161.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0168.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0170.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0173.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0175.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0179.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0186.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0189.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0194.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0198.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0199.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0206.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0213.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0217.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0228.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0237.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0242.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0246.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0249.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0257.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0259.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0261.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0262.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0300.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0305.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0309.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0329.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0331.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0336.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0342.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0347.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0348.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0352.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0353.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0359.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0368.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0374.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0375.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0377.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0382.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0385.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0396.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0402.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0411.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0414.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0420.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0432.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0454.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0457.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0466.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0476.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0486.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0491.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0499.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0518.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0524.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0525.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0526.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0543.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0547.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0550.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0551.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0557.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0558.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0559.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0564.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0577.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0579.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0583.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0589.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0590.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0604.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0613.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0615.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0622.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0623.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0643.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0647.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0650.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0651.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0654.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0659.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0660.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0665.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0673.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0683.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0684.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0696.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0704.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0706.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0712.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0715.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0725.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0729.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0749.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0761.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0763.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0764.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0770.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0787.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0789.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0791.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0795.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0796.txt\n",
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            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2194.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2197.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2198.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2214.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2215.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2218.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2220.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2230.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2231.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2236.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2239.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2241.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2242.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2255.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2256.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2271.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2285.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2286.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2294.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2310.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2322.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2330.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2331.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2337.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2342.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2351.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2363.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2365.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2374.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2375.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2378.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2385.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2393.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2394.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2404.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2408.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2413.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2420.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2429.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2446.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2449.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2450.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2455.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2462.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2477.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2478.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2481.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2488.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2502.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2504.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2539.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2541.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2542.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2547.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2563.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2570.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2571.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2577.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2580.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2582.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2587.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2592.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2593.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2595.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2598.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2599.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2608.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2610.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2617.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2625.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2630.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2645.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2678.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2689.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2695.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2701.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2709.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2714.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2718.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2721.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2722.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2724.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2726.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2733.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2745.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2754.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2758.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2766.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2768.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2771.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2778.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2779.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2781.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2789.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2791.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2794.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2802.txt\n",
            "check fp: [0. 0. 0. ... 1. 1. 1.]\n",
            "check tp [1. 1. 1. ... 0. 0. 0.]\n",
            "npos num: 2065\n",
            "ap:  0.8832895278410113\n",
            "classname: swimming-pool\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0003.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0004.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0007.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0019.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0027.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0047.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0053.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0056.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0060.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0075.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0079.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0081.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0086.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0104.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0110.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0117.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0123.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0128.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0130.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0131.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0143.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0146.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0150.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0161.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0168.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0170.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0173.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0175.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0179.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0186.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0189.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0194.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0198.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0199.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0206.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0213.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0217.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0228.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0237.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0242.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0246.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0249.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0257.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0259.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0261.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0262.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0300.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0305.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0309.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0329.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0331.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0336.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0342.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0347.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0348.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0352.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0353.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0359.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0368.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0374.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0375.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0377.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0382.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0385.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0396.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0402.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0411.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0414.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0420.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0432.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0454.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0457.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0466.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0476.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0486.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0491.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0499.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0518.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0524.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0525.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0526.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0543.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0547.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0550.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0551.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0557.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0558.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0559.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0564.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0577.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0579.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0583.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0589.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0590.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0604.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0613.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0615.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0622.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0623.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0643.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0647.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0650.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0651.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0654.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0659.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0660.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0665.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0673.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0683.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0684.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0696.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0704.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0706.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0712.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0715.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0725.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0729.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0749.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0761.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0763.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0764.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0770.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0787.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0789.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0791.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0795.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0796.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0799.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0801.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0814.txt\n",
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            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2214.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2215.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2218.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2220.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2230.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2231.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2236.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2239.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2241.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2242.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2255.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2256.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2271.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2285.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2286.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2294.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2310.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2322.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2330.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2331.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2337.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2342.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2351.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2363.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2365.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2374.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2375.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2378.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2385.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2393.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2394.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2404.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2408.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2413.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2420.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2429.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2446.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2449.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2450.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2455.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2462.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2477.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2478.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2481.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2488.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2502.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2504.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2539.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2541.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2542.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2547.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2563.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2570.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2571.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2577.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2580.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2582.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2587.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2592.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2593.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2595.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2598.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2599.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2608.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2610.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2617.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2625.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2630.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2645.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2678.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2689.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2695.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2701.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2709.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2714.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2718.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2721.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2722.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2724.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2726.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2733.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2745.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2754.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2758.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2766.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2768.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2771.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2778.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2779.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2781.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2789.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2791.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2794.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2802.txt\n",
            "check fp: [0. 0. 0. ... 1. 1. 1.]\n",
            "check tp [1. 1. 1. ... 0. 0. 0.]\n",
            "npos num: 366\n",
            "ap:  0.8009628040557273\n",
            "classname: helicopter\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0003.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0004.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0007.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0019.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0027.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0047.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0053.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0056.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0060.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0075.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0079.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0081.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0086.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0104.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0110.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0117.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0123.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0128.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0130.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0131.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0143.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0146.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0150.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0161.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0168.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0170.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0173.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0175.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0179.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0186.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0189.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0194.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0198.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0199.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0206.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0213.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0217.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0228.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0237.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0242.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0246.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0249.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0257.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0259.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0261.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0262.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0300.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0305.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0309.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0329.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0331.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0336.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0342.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0347.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0348.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0352.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0353.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0359.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0368.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0374.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0375.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0377.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0382.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0385.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0396.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0402.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0411.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0414.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0420.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0432.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0454.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0457.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0466.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0476.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0486.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0491.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0499.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0518.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0524.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0525.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0526.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0543.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0547.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0550.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0551.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0557.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0558.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0559.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0564.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0577.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0579.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0583.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0589.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0590.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0604.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0613.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0615.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0622.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0623.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0643.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0647.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0650.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0651.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0654.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0659.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0660.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0665.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0673.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0683.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0684.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0696.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0704.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0706.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0712.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0715.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0725.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0729.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0749.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0761.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0763.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0764.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0770.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0787.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0789.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0791.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0795.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0796.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0799.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0801.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0814.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0815.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0816.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P0822.txt\n",
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            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2220.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2230.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2231.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2236.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2239.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2241.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2242.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2255.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2256.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2271.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2285.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2286.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2294.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2310.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2322.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2330.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2331.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2337.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2342.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2351.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2363.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2365.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2374.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2375.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2378.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2385.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2393.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2394.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2404.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2408.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2413.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2420.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2429.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2446.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2449.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2450.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2455.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2462.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2477.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2478.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2481.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2488.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2502.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2504.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2539.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2541.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2542.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2547.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2563.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2570.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2571.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2577.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2580.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2582.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2587.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2592.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2593.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2595.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2598.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2599.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2608.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2610.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2617.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2625.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2630.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2645.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2678.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2689.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2695.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2701.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2709.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2714.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2718.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2721.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2722.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2724.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2726.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2733.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2745.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2754.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2758.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2766.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2768.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2771.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2778.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2779.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2781.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2789.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2791.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2794.txt\n",
            "parse_files name:  /content/ReDet/data/dota/val/labelTxt/P2802.txt\n",
            "check fp: [0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.\n",
            " 0. 0. 0. 0. 0. 0. 0. 0. 1. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.\n",
            " 0. 1. 0. 1. 0. 0. 0. 0. 0. 0. 1. 0. 1. 0. 1. 0. 1. 1. 0. 0. 1. 1. 1. 1.\n",
            " 1. 1. 0. 1. 1. 1. 1. 0. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 0. 1. 1. 1. 1.\n",
            " 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 0. 1. 0. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1.\n",
            " 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 0. 1. 1. 1. 1. 1. 1. 0. 1. 1. 1. 1.\n",
            " 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1.\n",
            " 1. 1. 1. 1. 1. 1. 0. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1.\n",
            " 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1.\n",
            " 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1.\n",
            " 1. 1. 1. 1. 1. 1. 1. 1. 1. 0. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1.\n",
            " 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1.\n",
            " 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1.\n",
            " 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1.\n",
            " 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1.\n",
            " 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 0. 1. 1. 1. 1. 1. 1. 1.\n",
            " 1. 1.]\n",
            "check tp [1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1.\n",
            " 1. 1. 1. 1. 1. 1. 1. 1. 0. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1.\n",
            " 1. 0. 1. 0. 1. 1. 0. 1. 1. 1. 0. 1. 0. 1. 0. 1. 0. 0. 1. 1. 0. 0. 0. 0.\n",
            " 0. 0. 1. 0. 0. 0. 0. 1. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 1. 0. 0. 0. 0.\n",
            " 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 1. 0. 1. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.\n",
            " 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 1. 0. 0. 0. 0. 0. 0. 1. 0. 0. 0. 0.\n",
            " 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.\n",
            " 0. 0. 0. 0. 0. 0. 1. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.\n",
            " 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.\n",
            " 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.\n",
            " 0. 0. 0. 0. 0. 0. 0. 0. 0. 1. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.\n",
            " 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.\n",
            " 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.\n",
            " 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.\n",
            " 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.\n",
            " 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 1. 0. 0. 0. 0. 0. 0. 0.\n",
            " 0. 0.]\n",
            "npos num: 72\n",
            "ap:  0.8435975774428759\n",
            "map: 0.8514600172670281\n",
            "classaps:  [90.74063962 88.35952404 70.27778167 83.69586216 71.37892832 88.03846396\n",
            " 88.83972303 90.90909091 89.87234694 90.00746689 90.00924415 82.27596327\n",
            " 88.32895278 80.09628041 84.35975774]\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "8pVyc-0HwQQz",
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "outputId": "b3d99846-9dc5-4f9e-ddd6-de5f1cb658d4"
      },
      "source": [
        "!python /content/ReDet/DOTA_devkit/dota_evaluation_task1.py --work_dir /content/ReDet/work_dirs/faster_rcnn_RoITrans_r50_fpn_1x_dota"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "classname: plane\n",
            "check fp: [0. 0. 0. ... 1. 1. 1.]\n",
            "check tp [1. 1. 1. ... 0. 0. 0.]\n",
            "npos num: 2450\n",
            "ap:  0.9014526645635133\n",
            "classname: baseball-diamond\n",
            "check fp: [0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.\n",
            " 0. 0. 0. 0. 1. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.\n",
            " 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.\n",
            " 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 1. 0. 0. 0. 0. 0. 0. 0. 0. 0.\n",
            " 0. 0. 0. 0. 0. 0. 0. 1. 0. 0. 0. 0. 0. 0. 1. 0. 0. 0. 0. 0. 0. 0. 0. 0.\n",
            " 0. 1. 0. 0. 1. 0. 0. 0. 0. 0. 0. 0. 1. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.\n",
            " 0. 0. 0. 0. 0. 0. 0. 0. 1. 0. 0. 0. 0. 0. 1. 0. 1. 1. 0. 0. 0. 0. 1. 0.\n",
            " 0. 1. 0. 0. 0. 0. 0. 0. 0. 0. 0. 1. 0. 0. 0. 0. 1. 0. 0. 1. 0. 0. 0. 1.\n",
            " 0. 0. 0. 0. 0. 1. 0. 0. 0. 0. 0. 0. 0. 0. 1. 1. 0. 1. 0. 1. 1. 0. 1. 1.\n",
            " 0. 0. 0. 1. 1. 1. 0. 1. 1. 1. 0. 1. 0. 1. 1. 1. 0. 1. 1. 0. 1. 1. 1. 1.\n",
            " 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 0. 1. 1. 1. 1. 1. 1. 1. 0. 1. 1. 1. 1.\n",
            " 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1.\n",
            " 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1.\n",
            " 1. 1. 1. 1. 1. 1. 0. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1.\n",
            " 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 0. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1.\n",
            " 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1.\n",
            " 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1.\n",
            " 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1.\n",
            " 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1.\n",
            " 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1.\n",
            " 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1.\n",
            " 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1.]\n",
            "check tp [1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1.\n",
            " 1. 1. 1. 1. 0. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1.\n",
            " 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 0. 1. 1. 1. 1. 1. 1. 1. 1. 1. 0.\n",
            " 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 0. 1. 1. 1. 1. 1. 1. 1. 1. 1.\n",
            " 1. 1. 1. 1. 1. 1. 1. 0. 1. 1. 1. 1. 1. 1. 0. 1. 1. 1. 1. 1. 1. 1. 1. 1.\n",
            " 1. 0. 1. 1. 0. 1. 1. 1. 1. 1. 1. 1. 0. 1. 1. 1. 1. 1. 1. 0. 1. 1. 1. 1.\n",
            " 1. 1. 1. 1. 1. 1. 1. 1. 0. 1. 1. 1. 1. 1. 0. 1. 0. 0. 1. 1. 1. 1. 0. 1.\n",
            " 1. 0. 1. 1. 1. 1. 1. 1. 1. 1. 1. 0. 0. 1. 1. 1. 0. 1. 1. 0. 1. 1. 1. 0.\n",
            " 1. 1. 1. 1. 1. 0. 1. 1. 1. 1. 1. 1. 1. 1. 0. 0. 1. 0. 1. 0. 0. 1. 0. 0.\n",
            " 1. 1. 1. 0. 0. 0. 1. 0. 0. 0. 1. 0. 1. 0. 0. 0. 1. 0. 0. 1. 0. 0. 0. 0.\n",
            " 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 1. 0. 0. 0. 0. 0. 0. 0. 1. 0. 0. 0. 0.\n",
            " 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.\n",
            " 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.\n",
            " 0. 0. 0. 0. 0. 0. 1. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.\n",
            " 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 1. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.\n",
            " 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.\n",
            " 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.\n",
            " 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.\n",
            " 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.\n",
            " 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.\n",
            " 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.\n",
            " 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.]\n",
            "npos num: 209\n",
            "ap:  0.8756156060304421\n",
            "classname: bridge\n",
            "check fp: [0. 0. 0. ... 1. 1. 1.]\n",
            "check tp [1. 1. 1. ... 0. 0. 0.]\n",
            "npos num: 424\n",
            "ap:  0.7358691439350338\n",
            "classname: ground-track-field\n",
            "check fp: [0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 1. 0. 0. 1. 1. 0. 0. 0.\n",
            " 0. 0. 0. 0. 0. 0. 0. 0. 1. 0. 0. 0. 1. 0. 0. 0. 1. 0. 0. 0. 0. 0. 0. 0.\n",
            " 0. 0. 0. 1. 0. 0. 0. 0. 0. 0. 1. 0. 0. 0. 0. 1. 0. 0. 0. 1. 0. 0. 0. 0.\n",
            " 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 1. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.\n",
            " 0. 0. 0. 0. 1. 0. 0. 0. 0. 0. 0. 0. 0. 0. 1. 0. 1. 0. 0. 0. 1. 1. 0. 0.\n",
            " 0. 0. 0. 0. 0. 1. 0. 1. 0. 0. 0. 0. 0. 0. 1. 1. 0. 0. 1. 0. 0. 1. 1. 1.\n",
            " 1. 1. 1. 1. 0. 0. 0. 1. 1. 0. 1. 1. 0. 0. 1. 1. 1. 0. 1. 1. 1. 1. 1. 1.\n",
            " 0. 1. 1. 1. 1. 0. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1.\n",
            " 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 0. 1.\n",
            " 1. 1. 1. 0. 1. 1. 1. 1. 1. 1. 1. 0. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1.\n",
            " 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1.\n",
            " 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1.\n",
            " 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1.\n",
            " 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1.\n",
            " 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1.\n",
            " 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1.\n",
            " 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1.\n",
            " 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1.\n",
            " 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1.\n",
            " 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1.\n",
            " 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1.]\n",
            "check tp [1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 0. 0. 1. 1. 0. 1. 1. 0. 0. 1. 1. 1.\n",
            " 1. 1. 1. 1. 1. 1. 1. 1. 0. 1. 1. 1. 0. 1. 1. 1. 0. 1. 1. 1. 1. 0. 1. 1.\n",
            " 1. 1. 0. 0. 1. 1. 1. 1. 1. 1. 0. 1. 1. 1. 1. 0. 1. 0. 1. 0. 1. 1. 1. 1.\n",
            " 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 0. 1. 1. 1. 1. 1. 1. 1. 0. 1. 1. 1. 1. 0.\n",
            " 1. 1. 1. 1. 0. 1. 0. 1. 1. 1. 1. 1. 1. 1. 0. 1. 0. 1. 1. 1. 0. 0. 1. 1.\n",
            " 1. 1. 1. 1. 0. 0. 1. 0. 1. 1. 1. 1. 1. 1. 0. 0. 1. 1. 0. 1. 1. 0. 0. 0.\n",
            " 0. 0. 0. 0. 1. 1. 1. 0. 0. 0. 0. 0. 0. 1. 0. 0. 0. 1. 0. 0. 0. 0. 0. 0.\n",
            " 1. 0. 0. 0. 0. 1. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.\n",
            " 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 1. 0.\n",
            " 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 1. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.\n",
            " 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.\n",
            " 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.\n",
            " 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.\n",
            " 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.\n",
            " 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.\n",
            " 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.\n",
            " 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.\n",
            " 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.\n",
            " 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.\n",
            " 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.\n",
            " 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.]\n",
            "npos num: 131\n",
            "ap:  0.8072462286767592\n",
            "classname: small-vehicle\n",
            "check fp: [0. 0. 0. ... 1. 1. 1.]\n",
            "check tp [1. 1. 1. ... 0. 0. 0.]\n",
            "npos num: 5090\n",
            "ap:  0.7476489526033117\n",
            "classname: large-vehicle\n",
            "check fp: [0. 0. 0. ... 1. 1. 1.]\n",
            "check tp [1. 1. 1. ... 0. 0. 0.]\n",
            "npos num: 4293\n",
            "ap:  0.8886002316343158\n",
            "classname: ship\n",
            "check fp: [0. 0. 0. ... 1. 1. 1.]\n",
            "check tp [1. 1. 1. ... 0. 0. 0.]\n",
            "npos num: 8861\n",
            "ap:  0.8868232500621034\n",
            "classname: tennis-court\n",
            "check fp: [0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.\n",
            " 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.\n",
            " 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.\n",
            " 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.\n",
            " 0. 0. 1. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.\n",
            " 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.\n",
            " 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 1.\n",
            " 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.\n",
            " 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.\n",
            " 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.\n",
            " 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.\n",
            " 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.\n",
            " 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.\n",
            " 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.\n",
            " 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.\n",
            " 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.\n",
            " 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.\n",
            " 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.\n",
            " 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.\n",
            " 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.\n",
            " 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.\n",
            " 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.\n",
            " 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.\n",
            " 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 1. 0. 0. 0. 0.\n",
            " 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 1. 0. 0. 0. 0. 0. 0.\n",
            " 0. 0. 0. 0. 0. 0. 1. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.\n",
            " 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.\n",
            " 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.\n",
            " 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.\n",
            " 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 1. 0. 0. 0.\n",
            " 0. 0. 0. 0. 0. 0. 1. 0. 0. 0. 0. 0. 1. 1. 0. 0. 0. 0. 0. 1. 0. 0. 0. 0.\n",
            " 0. 1. 1. 0. 1. 1. 1. 1. 0. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1.\n",
            " 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 0. 1. 1. 0. 1. 1. 1. 0. 1. 1. 0. 1. 1. 1.\n",
            " 1. 0. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 0. 1. 1. 1. 1. 0. 1. 1. 1. 1. 1.\n",
            " 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 0. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1.\n",
            " 1. 1. 1. 1. 1. 1. 1. 1. 1. 0. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1.\n",
            " 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1.\n",
            " 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1.\n",
            " 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1.\n",
            " 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1.\n",
            " 1. 0. 1. 1. 1. 1. 1. 1. 1. 1. 1.]\n",
            "check tp [1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1.\n",
            " 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1.\n",
            " 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1.\n",
            " 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1.\n",
            " 1. 1. 0. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1.\n",
            " 0. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1.\n",
            " 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 0.\n",
            " 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1.\n",
            " 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1.\n",
            " 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1.\n",
            " 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1.\n",
            " 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1.\n",
            " 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1.\n",
            " 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1.\n",
            " 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1.\n",
            " 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1.\n",
            " 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1.\n",
            " 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1.\n",
            " 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1.\n",
            " 0. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1.\n",
            " 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1.\n",
            " 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1.\n",
            " 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1.\n",
            " 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 0. 1. 1. 1. 1.\n",
            " 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 0. 0. 1. 1. 1. 1. 1.\n",
            " 1. 1. 1. 1. 1. 1. 0. 1. 1. 1. 1. 1. 0. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1.\n",
            " 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1.\n",
            " 1. 1. 1. 0. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 0. 1. 1. 1. 1. 1. 1. 1.\n",
            " 1. 1. 0. 1. 1. 0. 1. 1. 1. 1. 1. 1. 0. 1. 1. 0. 1. 1. 0. 1. 1. 1. 1. 1.\n",
            " 1. 1. 1. 1. 0. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 0. 1. 1. 1.\n",
            " 0. 1. 1. 1. 1. 1. 0. 1. 1. 1. 1. 1. 0. 0. 0. 1. 1. 1. 1. 0. 0. 1. 1. 0.\n",
            " 1. 0. 0. 1. 0. 0. 0. 0. 1. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.\n",
            " 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 1. 0. 0. 1. 0. 0. 0. 1. 0. 0. 1. 0. 0. 0.\n",
            " 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.\n",
            " 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 1. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.\n",
            " 0. 0. 0. 0. 0. 0. 0. 0. 0. 1. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.\n",
            " 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.\n",
            " 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.\n",
            " 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.\n",
            " 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.\n",
            " 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.]\n",
            "npos num: 739\n",
            "ap:  0.9059249633791323\n",
            "classname: basketball-court\n",
            "check fp: [0. 0. 0. 0. 0. 0. 1. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.\n",
            " 0. 0. 0. 0. 0. 1. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 1. 0. 0. 0. 0. 0.\n",
            " 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 1. 0. 0. 0. 0. 0. 0.\n",
            " 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.\n",
            " 0. 0. 0. 0. 0. 1. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.\n",
            " 1. 1. 0. 1. 1. 1. 1. 0. 0. 0. 1. 1. 1. 0. 1. 1. 0. 1. 1. 1. 0. 0. 1. 1.\n",
            " 1. 1. 0. 1. 1. 1. 1. 1. 1. 0. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1.\n",
            " 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 0. 1. 1. 1. 1. 1. 1. 1.\n",
            " 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1.\n",
            " 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1.\n",
            " 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1.]\n",
            "check tp [1. 1. 1. 1. 1. 1. 0. 1. 1. 1. 1. 1. 0. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1.\n",
            " 1. 1. 1. 1. 1. 0. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 0. 1. 1. 1. 1. 1.\n",
            " 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 0. 1. 1. 1. 1. 0. 1. 1. 1. 1. 1. 1.\n",
            " 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 0. 1. 1. 1. 1. 0. 1. 0. 1.\n",
            " 1. 1. 1. 1. 1. 0. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1.\n",
            " 0. 0. 0. 0. 0. 0. 0. 1. 0. 1. 0. 0. 0. 1. 0. 0. 1. 0. 0. 0. 1. 0. 0. 0.\n",
            " 0. 0. 1. 0. 0. 0. 0. 0. 0. 1. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.\n",
            " 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 1. 0. 0. 0. 0. 0. 0. 0.\n",
            " 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.\n",
            " 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.\n",
            " 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.]\n",
            "npos num: 124\n",
            "ap:  0.8715753581872354\n",
            "classname: storage-tank\n",
            "check fp: [0. 0. 0. ... 1. 1. 1.]\n",
            "check tp [1. 1. 1. ... 0. 0. 0.]\n",
            "npos num: 1869\n",
            "ap:  0.9014873059340347\n",
            "classname: soccer-ball-field\n",
            "check fp: [0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 1. 1. 0. 0. 0.\n",
            " 0. 0. 0. 0. 0. 1. 1. 0. 0. 1. 0. 0. 1. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 1.\n",
            " 0. 1. 1. 0. 0. 0. 0. 0. 0. 1. 0. 1. 1. 0. 0. 0. 0. 1. 0. 1. 0. 0. 0. 0.\n",
            " 0. 0. 0. 1. 0. 0. 0. 0. 0. 0. 0. 0. 0. 1. 0. 1. 0. 0. 0. 0. 0. 0. 0. 0.\n",
            " 0. 0. 0. 0. 0. 0. 0. 0. 0. 1. 1. 0. 0. 0. 0. 0. 0. 0. 0. 1. 0. 1. 0. 1.\n",
            " 0. 0. 1. 0. 0. 0. 0. 0. 0. 0. 0. 1. 0. 0. 1. 0. 0. 0. 0. 0. 0. 0. 1. 0.\n",
            " 0. 0. 0. 0. 1. 0. 0. 0. 1. 0. 0. 0. 1. 1. 1. 0. 1. 1. 1. 0. 1. 0. 1. 1.\n",
            " 0. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 0. 1. 1. 1.\n",
            " 1. 1. 1. 1. 1. 1. 0. 1. 1. 1. 1. 1. 1. 1. 1. 0. 0. 1. 1. 1. 1. 1. 1. 1.\n",
            " 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 0. 1. 1. 1. 1. 1. 1. 1. 1.\n",
            " 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 0. 1. 1. 1. 1. 1. 1. 0. 1. 1. 1. 1.\n",
            " 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1.\n",
            " 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1.\n",
            " 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1.\n",
            " 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 0. 1. 1. 1. 1. 1. 1.\n",
            " 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1.\n",
            " 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 0.]\n",
            "check tp [1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 0. 0. 1. 0. 1.\n",
            " 1. 1. 1. 1. 1. 0. 0. 1. 1. 0. 1. 1. 0. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 0.\n",
            " 1. 0. 0. 1. 0. 1. 1. 1. 1. 0. 1. 0. 0. 1. 1. 1. 1. 0. 1. 0. 0. 1. 1. 1.\n",
            " 1. 0. 1. 0. 1. 1. 1. 1. 0. 1. 0. 1. 0. 0. 0. 0. 0. 1. 0. 0. 0. 0. 0. 0.\n",
            " 1. 1. 1. 0. 1. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.\n",
            " 0. 0. 0. 1. 1. 0. 0. 1. 0. 1. 1. 0. 0. 0. 0. 0. 0. 1. 0. 0. 0. 0. 0. 0.\n",
            " 0. 0. 0. 0. 0. 0. 0. 1. 0. 0. 1. 1. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.\n",
            " 1. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.\n",
            " 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.\n",
            " 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.\n",
            " 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 1. 0. 0. 0. 0.\n",
            " 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.\n",
            " 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.\n",
            " 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.\n",
            " 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.\n",
            " 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.\n",
            " 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.]\n",
            "npos num: 87\n",
            "ap:  0.759248194164202\n",
            "classname: roundabout\n",
            "check fp: [0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.\n",
            " 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 1. 0. 1. 0. 0. 0. 0. 0. 0.\n",
            " 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 1.\n",
            " 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 1. 1. 1. 0. 0. 0. 1.\n",
            " 0. 1. 0. 0. 0. 0. 0. 1. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 1. 0. 0.\n",
            " 0. 0. 0. 0. 1. 0. 0. 0. 1. 0. 0. 0. 0. 0. 0. 0. 0. 1. 0. 0. 0. 0. 0. 0.\n",
            " 1. 1. 0. 0. 1. 0. 1. 0. 0. 1. 1. 1. 0. 0. 0. 0. 1. 0. 1. 1. 0. 1. 0. 1.\n",
            " 1. 1. 1. 0. 1. 0. 1. 0. 1. 1. 1. 0. 0. 0. 1. 0. 1. 0. 0. 1. 1. 1. 1. 0.\n",
            " 1. 1. 1. 0. 1. 1. 0. 0. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 0. 1. 1. 1. 1. 1.\n",
            " 1. 0. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 0. 1. 0. 1. 1. 1. 0. 1. 1.\n",
            " 1. 1. 1. 1. 1. 1. 1. 0. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1.\n",
            " 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1.\n",
            " 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1.\n",
            " 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1.\n",
            " 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1.\n",
            " 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1.\n",
            " 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1.\n",
            " 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1.\n",
            " 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1.\n",
            " 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1.\n",
            " 1.]\n",
            "check tp [1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1.\n",
            " 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 0. 1. 0. 1. 1. 1. 1. 1. 1.\n",
            " 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 0. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 0.\n",
            " 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 0. 0. 0. 1. 1. 1. 0.\n",
            " 1. 0. 1. 1. 1. 1. 1. 0. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 0. 1. 1.\n",
            " 1. 1. 1. 1. 0. 1. 1. 0. 0. 1. 1. 1. 1. 1. 1. 1. 1. 0. 1. 1. 1. 1. 1. 1.\n",
            " 0. 0. 1. 1. 0. 1. 0. 1. 1. 0. 0. 0. 1. 1. 1. 0. 0. 1. 0. 0. 1. 0. 1. 0.\n",
            " 0. 0. 0. 0. 0. 1. 0. 0. 0. 0. 0. 1. 1. 1. 0. 1. 0. 1. 1. 0. 0. 0. 0. 1.\n",
            " 0. 0. 0. 1. 0. 0. 1. 1. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 1. 0. 0. 0. 0. 0.\n",
            " 0. 1. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 1. 0. 0. 0. 1. 0. 0.\n",
            " 0. 0. 0. 0. 0. 0. 0. 1. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.\n",
            " 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.\n",
            " 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.\n",
            " 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.\n",
            " 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.\n",
            " 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.\n",
            " 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.\n",
            " 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.\n",
            " 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.\n",
            " 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.\n",
            " 0.]\n",
            "npos num: 164\n",
            "ap:  0.8570194710661244\n",
            "classname: harbor\n",
            "check fp: [0. 0. 0. ... 1. 1. 1.]\n",
            "check tp [1. 1. 1. ... 0. 0. 0.]\n",
            "npos num: 2065\n",
            "ap:  0.8796535504239384\n",
            "classname: swimming-pool\n",
            "check fp: [0. 0. 0. 0. 0. 0. 0. 1. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 1.\n",
            " 0. 1. 0. 0. 1. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.\n",
            " 0. 0. 1. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.\n",
            " 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.\n",
            " 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 1. 0. 0. 0. 0.\n",
            " 0. 0. 0. 0. 0. 0. 0. 0. 0. 1. 0. 0. 1. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.\n",
            " 0. 1. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 1. 0. 0.\n",
            " 0. 0. 0. 0. 0. 0. 0. 1. 1. 0. 0. 0. 0. 0. 0. 0. 0. 1. 0. 1. 0. 0. 0. 0.\n",
            " 0. 1. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 1. 0. 1. 0. 0. 0. 0. 1. 1. 0.\n",
            " 0. 0. 1. 0. 0. 0. 0. 0. 1. 0. 0. 0. 0. 0. 0. 1. 0. 0. 0. 0. 0. 0. 1. 0.\n",
            " 1. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 1. 0. 0. 0. 0. 0. 0. 1. 0. 1.\n",
            " 1. 0. 1. 0. 0. 1. 1. 0. 0. 0. 1. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.\n",
            " 0. 0. 1. 1. 0. 1. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 1. 0. 0. 0. 0. 0. 1.\n",
            " 1. 0. 0. 1. 0. 1. 1. 0. 1. 1. 0. 1. 1. 0. 0. 1. 1. 0. 0. 0. 1. 1. 0. 0.\n",
            " 0. 1. 0. 0. 1. 0. 1. 0. 0. 1. 1. 1. 1. 0. 0. 1. 1. 1. 0. 0. 1. 0. 1. 0.\n",
            " 1. 0. 0. 1. 0. 1. 1. 1. 1. 0. 1. 0. 0. 0. 0. 0. 1. 1. 1. 0. 1. 0. 1. 0.\n",
            " 1. 0. 1. 1. 1. 0. 0. 0. 0. 0. 1. 1. 1. 1. 0. 1. 1. 1. 0. 0. 1. 0. 1. 1.\n",
            " 0. 1. 1. 1. 1. 0. 1. 1. 0. 1. 1. 1. 1. 1. 1. 1. 1. 0. 1. 1. 1. 1. 1. 1.\n",
            " 1. 1. 1. 1. 1. 0. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 0. 0. 0. 1. 1. 0.\n",
            " 1. 1. 0. 1. 0. 1. 1. 1. 1. 1. 0. 1. 1. 1. 0. 1. 0. 1. 0. 0. 1. 1. 0. 1.\n",
            " 1. 0. 1. 1. 1. 0. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1.\n",
            " 1. 1. 1. 1. 1. 1. 0. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1.\n",
            " 1. 1. 0. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 0. 1.\n",
            " 1. 1. 1. 1. 1. 0. 1. 1. 1. 1. 1. 1. 0. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1.\n",
            " 0. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 0. 1. 1. 1. 1. 1. 1. 1. 1.\n",
            " 1. 1. 1. 1. 1. 1. 1. 1. 1. 0. 1. 1. 1. 1. 1. 0. 1. 1. 1. 1. 1. 1. 1. 1.\n",
            " 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1.\n",
            " 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1.\n",
            " 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1.\n",
            " 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1.\n",
            " 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1.\n",
            " 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1.\n",
            " 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1.\n",
            " 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 0. 1. 1. 1. 1. 1. 1. 1. 1.\n",
            " 1. 0. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1.\n",
            " 1. 1. 1. 1. 1. 0. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1.]\n",
            "check tp [1. 1. 1. 1. 1. 1. 1. 0. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 0.\n",
            " 1. 0. 1. 1. 0. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1.\n",
            " 0. 1. 0. 1. 1. 1. 1. 1. 1. 1. 1. 0. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1.\n",
            " 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1.\n",
            " 1. 1. 1. 1. 1. 1. 1. 1. 0. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 0. 1. 1. 1. 1.\n",
            " 1. 1. 1. 1. 1. 1. 1. 1. 1. 0. 1. 1. 0. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1.\n",
            " 1. 0. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 0. 1. 1.\n",
            " 1. 1. 1. 1. 1. 1. 1. 0. 0. 1. 1. 1. 1. 1. 1. 1. 1. 0. 1. 0. 1. 1. 1. 1.\n",
            " 1. 0. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 0. 1. 0. 1. 1. 1. 1. 0. 0. 1.\n",
            " 1. 1. 0. 1. 1. 1. 1. 1. 0. 1. 1. 1. 1. 1. 1. 0. 1. 1. 1. 1. 1. 1. 0. 1.\n",
            " 0. 1. 1. 1. 1. 1. 1. 1. 1. 1. 0. 1. 1. 1. 0. 1. 1. 1. 1. 1. 1. 0. 1. 0.\n",
            " 0. 1. 0. 1. 1. 0. 0. 1. 1. 1. 0. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1.\n",
            " 1. 1. 0. 0. 1. 0. 1. 0. 1. 1. 1. 1. 1. 1. 1. 1. 1. 0. 1. 1. 1. 1. 1. 0.\n",
            " 0. 1. 1. 0. 1. 0. 0. 1. 0. 0. 1. 0. 0. 1. 1. 0. 0. 1. 1. 1. 0. 0. 1. 1.\n",
            " 1. 0. 1. 1. 0. 1. 0. 1. 1. 0. 0. 0. 0. 1. 1. 0. 0. 0. 1. 1. 0. 1. 0. 1.\n",
            " 0. 1. 1. 0. 1. 0. 0. 0. 0. 1. 0. 1. 1. 1. 1. 1. 0. 0. 0. 1. 0. 0. 0. 0.\n",
            " 0. 1. 0. 0. 0. 1. 1. 1. 1. 1. 0. 0. 0. 0. 1. 0. 0. 0. 1. 1. 0. 1. 0. 0.\n",
            " 1. 0. 0. 0. 0. 1. 0. 0. 1. 0. 0. 0. 0. 0. 0. 0. 0. 1. 0. 0. 0. 0. 0. 0.\n",
            " 0. 0. 0. 0. 0. 1. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 1. 0. 0. 0. 1.\n",
            " 0. 0. 0. 0. 1. 0. 0. 0. 0. 0. 1. 0. 0. 0. 0. 0. 0. 0. 1. 0. 0. 0. 1. 0.\n",
            " 0. 0. 0. 0. 0. 1. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.\n",
            " 0. 0. 0. 0. 0. 0. 1. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.\n",
            " 0. 0. 1. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.\n",
            " 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.\n",
            " 1. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 1. 0. 0. 0. 0. 0. 0. 0. 0.\n",
            " 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.\n",
            " 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.\n",
            " 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.\n",
            " 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.\n",
            " 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.\n",
            " 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.\n",
            " 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.\n",
            " 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.\n",
            " 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 1. 0. 0. 0. 0. 0. 0. 0. 0.\n",
            " 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.\n",
            " 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.]\n",
            "npos num: 366\n",
            "ap:  0.8113566147588557\n",
            "classname: helicopter\n",
            "check fp: [0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.\n",
            " 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 1. 1. 0. 0.\n",
            " 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 1. 1. 1. 1. 1. 0. 1. 1. 1. 1. 1. 1. 0.\n",
            " 0. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1.\n",
            " 0. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 0. 1. 1. 1. 1. 1.\n",
            " 1. 1. 1. 1. 1. 0. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1.\n",
            " 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1.\n",
            " 1.]\n",
            "check tp [1. 0. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1.\n",
            " 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 0. 0. 1. 1.\n",
            " 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 0. 0. 0. 0. 0. 1. 0. 0. 0. 0. 0. 0. 1.\n",
            " 1. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.\n",
            " 1. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 1. 0. 0. 0. 0. 0.\n",
            " 0. 0. 0. 0. 0. 1. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.\n",
            " 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.\n",
            " 0.]\n",
            "npos num: 72\n",
            "ap:  0.7954980842911878\n",
            "map: 0.8416679746473459\n",
            "classaps:  [90.14526646 87.5615606  73.58691439 80.72462287 74.76489526 88.86002316\n",
            " 88.68232501 90.59249634 87.15753582 90.14873059 75.92481942 85.70194711\n",
            " 87.96535504 81.13566148 79.54980843]\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "wBWoyMp0rQXK",
        "outputId": "618c4f41-c3b0-400c-a662-594c1fcd3c12"
      },
      "source": [
        "!python /content/ReDet/DOTA_devkit/dota_evaluation_task1.py --work_dir /content/ReDet/work_dirs/faster_rcnn_obb_r50_fpn_1x_dota"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "classname: plane\n",
            "check fp: [0. 0. 0. ... 1. 1. 1.]\n",
            "check tp [1. 1. 1. ... 0. 0. 0.]\n",
            "npos num: 2450\n",
            "ap:  0.9022626650814254\n",
            "classname: baseball-diamond\n",
            "check fp: [0. 0. 0. ... 1. 1. 1.]\n",
            "check tp [1. 1. 1. ... 0. 0. 0.]\n",
            "npos num: 209\n",
            "ap:  0.8321467398448193\n",
            "classname: bridge\n",
            "check fp: [0. 0. 0. ... 1. 1. 1.]\n",
            "check tp [1. 1. 1. ... 0. 0. 0.]\n",
            "npos num: 424\n",
            "ap:  0.6088286463273905\n",
            "classname: ground-track-field\n",
            "check fp: [0. 1. 0. ... 1. 1. 1.]\n",
            "check tp [1. 0. 1. ... 0. 0. 0.]\n",
            "npos num: 131\n",
            "ap:  0.6633192137965577\n",
            "classname: small-vehicle\n",
            "check fp: [0. 0. 0. ... 1. 1. 1.]\n",
            "check tp [1. 1. 1. ... 0. 0. 0.]\n",
            "npos num: 5090\n",
            "ap:  0.7029939163158974\n",
            "classname: large-vehicle\n",
            "check fp: [0. 0. 0. ... 1. 1. 1.]\n",
            "check tp [1. 1. 1. ... 0. 0. 0.]\n",
            "npos num: 4293\n",
            "ap:  0.8409063058011819\n",
            "classname: ship\n",
            "check fp: [0. 0. 0. ... 1. 1. 1.]\n",
            "check tp [1. 1. 1. ... 0. 0. 0.]\n",
            "npos num: 8861\n",
            "ap:  0.8817042018135206\n",
            "classname: tennis-court\n",
            "check fp: [0. 0. 0. ... 1. 1. 1.]\n",
            "check tp [1. 1. 1. ... 0. 0. 0.]\n",
            "npos num: 739\n",
            "ap:  0.9089576113036525\n",
            "classname: basketball-court\n",
            "check fp: [0. 0. 0. 0. 1. 0. 0. 0. 0. 0. 0. 0. 1. 0. 1. 0. 0. 0. 0. 0. 0. 0. 0. 0.\n",
            " 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.\n",
            " 0. 0. 0. 0. 0. 0. 0. 0. 0. 1. 0. 0. 0. 0. 0. 0. 0. 0. 1. 0. 0. 0. 0. 0.\n",
            " 0. 0. 0. 0. 1. 0. 0. 0. 1. 0. 0. 0. 0. 0. 0. 0. 0. 0. 1. 0. 1. 0. 0. 0.\n",
            " 0. 0. 0. 1. 0. 0. 1. 0. 0. 0. 0. 0. 0. 1. 0. 0. 0. 1. 0. 0. 0. 0. 1. 0.\n",
            " 0. 0. 0. 1. 1. 1. 1. 1. 1. 0. 0. 1. 0. 0. 1. 1. 1. 0. 1. 1. 1. 1. 1. 1.\n",
            " 1. 0. 1. 1. 1. 1. 1. 1. 1. 0. 1. 1. 1. 1. 1. 1. 1. 1. 1. 0. 0. 1. 1. 1.\n",
            " 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1.\n",
            " 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 0. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1.\n",
            " 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1.\n",
            " 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1.\n",
            " 1. 1. 1. 1. 1. 1. 1. 1. 0. 1. 1. 1. 1. 1. 1. 1. 1. 1. 0. 1. 1. 1. 1. 1.\n",
            " 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1.\n",
            " 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1.\n",
            " 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1.\n",
            " 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1.\n",
            " 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1.\n",
            " 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1.\n",
            " 0. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1.\n",
            " 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1.\n",
            " 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1.\n",
            " 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1.\n",
            " 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1.\n",
            " 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1.\n",
            " 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1.\n",
            " 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1.]\n",
            "check tp [1. 1. 1. 1. 0. 1. 1. 1. 1. 1. 1. 1. 0. 1. 0. 1. 1. 1. 1. 1. 1. 1. 1. 1.\n",
            " 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1.\n",
            " 1. 1. 1. 1. 1. 1. 1. 1. 1. 0. 1. 1. 1. 1. 1. 1. 1. 1. 0. 1. 1. 1. 1. 1.\n",
            " 1. 1. 1. 1. 0. 1. 1. 1. 0. 0. 1. 0. 1. 1. 1. 1. 0. 1. 0. 1. 0. 1. 1. 1.\n",
            " 1. 0. 1. 0. 1. 1. 0. 1. 1. 1. 1. 1. 1. 0. 1. 1. 1. 0. 1. 1. 1. 1. 0. 1.\n",
            " 1. 1. 1. 0. 0. 0. 0. 0. 0. 0. 1. 0. 1. 0. 0. 0. 0. 1. 0. 0. 0. 0. 0. 0.\n",
            " 0. 1. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 1. 1. 0. 0. 0.\n",
            " 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.\n",
            " 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.\n",
            " 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.\n",
            " 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.\n",
            " 0. 0. 0. 0. 0. 0. 0. 0. 1. 0. 0. 0. 0. 0. 0. 0. 0. 0. 1. 0. 0. 0. 0. 0.\n",
            " 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.\n",
            " 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.\n",
            " 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.\n",
            " 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.\n",
            " 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.\n",
            " 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.\n",
            " 1. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.\n",
            " 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.\n",
            " 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.\n",
            " 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.\n",
            " 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.\n",
            " 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.\n",
            " 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.\n",
            " 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.]\n",
            "npos num: 124\n",
            "ap:  0.804997587170696\n",
            "classname: storage-tank\n",
            "check fp: [0. 0. 0. ... 1. 1. 1.]\n",
            "check tp [1. 1. 1. ... 0. 0. 0.]\n",
            "npos num: 1869\n",
            "ap:  0.8918961721687582\n",
            "classname: soccer-ball-field\n",
            "check fp: [0. 0. 0. ... 1. 1. 1.]\n",
            "check tp [1. 1. 1. ... 0. 0. 0.]\n",
            "npos num: 87\n",
            "ap:  0.7822831551865418\n",
            "classname: roundabout\n",
            "check fp: [0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.\n",
            " 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 1. 0. 0. 0.\n",
            " 0. 0. 1. 1. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 1. 0. 0. 0. 1. 0.\n",
            " 0. 0. 0. 0. 0. 0. 0. 1. 0. 0. 1. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.\n",
            " 1. 0. 0. 0. 1. 1. 0. 1. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 1. 0. 1. 1.\n",
            " 1. 0. 0. 1. 0. 0. 1. 0. 0. 0. 1. 0. 0. 1. 1. 0. 0. 1. 1. 0. 1. 0. 0. 0.\n",
            " 0. 0. 0. 0. 0. 0. 1. 1. 0. 0. 0. 1. 1. 1. 0. 1. 1. 0. 1. 1. 1. 1. 1. 1.\n",
            " 0. 0. 1. 0. 0. 0. 0. 1. 1. 1. 0. 1. 0. 1. 0. 1. 1. 1. 1. 1. 0. 1. 1. 1.\n",
            " 1. 1. 1. 0. 1. 1. 1. 1. 1. 0. 1. 1. 1. 1. 0. 1. 1. 1. 1. 1. 1. 1. 1. 1.\n",
            " 1. 1. 1. 1. 1. 1. 0. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1.\n",
            " 1. 1. 1. 1. 1. 1. 0. 1. 1. 1. 1. 1. 1. 1. 0. 1. 1. 0. 1. 1. 1. 1. 1. 1.\n",
            " 1. 1. 1. 1. 1. 0. 1. 1. 1. 0. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1.\n",
            " 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1.\n",
            " 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 0. 1. 1. 1. 1. 1. 1. 1. 1. 1. 0. 1.\n",
            " 1. 1. 1. 1. 0. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1.\n",
            " 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1.\n",
            " 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1.\n",
            " 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 0. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 0.\n",
            " 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1.\n",
            " 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1.\n",
            " 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1.\n",
            " 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1.\n",
            " 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1.\n",
            " 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1.\n",
            " 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1.\n",
            " 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1.\n",
            " 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1.\n",
            " 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1.\n",
            " 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 0. 1. 1. 1. 1. 1.\n",
            " 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1.\n",
            " 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1.\n",
            " 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1.\n",
            " 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1.\n",
            " 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1.\n",
            " 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1.]\n",
            "check tp [1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1.\n",
            " 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 0. 1. 1. 1.\n",
            " 1. 1. 0. 0. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 0. 1. 1. 1. 0. 0.\n",
            " 1. 1. 1. 1. 1. 1. 1. 0. 1. 1. 0. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1.\n",
            " 0. 1. 1. 1. 0. 0. 1. 0. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 0. 1. 0. 0.\n",
            " 0. 1. 1. 0. 1. 1. 0. 1. 1. 1. 0. 1. 1. 0. 0. 1. 1. 0. 0. 1. 0. 1. 0. 1.\n",
            " 1. 1. 1. 1. 1. 1. 0. 0. 1. 1. 1. 0. 0. 0. 1. 0. 0. 1. 0. 0. 0. 0. 0. 0.\n",
            " 1. 1. 0. 1. 1. 1. 1. 0. 0. 0. 0. 0. 1. 0. 1. 0. 0. 0. 0. 0. 0. 0. 0. 0.\n",
            " 0. 0. 0. 1. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 1. 0. 0. 0. 0. 0. 0. 0. 0. 0.\n",
            " 0. 0. 0. 0. 0. 0. 1. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.\n",
            " 0. 0. 0. 0. 0. 0. 1. 0. 0. 0. 0. 0. 0. 0. 1. 0. 0. 0. 0. 0. 0. 0. 0. 0.\n",
            " 0. 0. 0. 0. 0. 1. 0. 0. 0. 1. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.\n",
            " 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.\n",
            " 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 1. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.\n",
            " 0. 0. 0. 0. 1. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.\n",
            " 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.\n",
            " 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.\n",
            " 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 1. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 1.\n",
            " 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.\n",
            " 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.\n",
            " 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.\n",
            " 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.\n",
            " 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.\n",
            " 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.\n",
            " 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.\n",
            " 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.\n",
            " 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.\n",
            " 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.\n",
            " 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 1. 0. 0. 0. 0. 0.\n",
            " 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.\n",
            " 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.\n",
            " 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.\n",
            " 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.\n",
            " 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.\n",
            " 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.]\n",
            "npos num: 164\n",
            "ap:  0.7933052598213415\n",
            "classname: harbor\n",
            "check fp: [0. 0. 0. ... 1. 1. 1.]\n",
            "check tp [1. 1. 1. ... 0. 0. 0.]\n",
            "npos num: 2065\n",
            "ap:  0.7546171100239976\n",
            "classname: swimming-pool\n",
            "check fp: [0. 0. 1. ... 1. 1. 1.]\n",
            "check tp [1. 1. 0. ... 0. 0. 0.]\n",
            "npos num: 366\n",
            "ap:  0.7127527659005802\n",
            "classname: helicopter\n",
            "check fp: [0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.\n",
            " 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 1. 0. 0. 0. 0. 0. 0. 0. 1. 1. 0. 0.\n",
            " 1. 0. 1. 1. 1. 1. 1. 1. 1. 1. 0. 1. 1. 0. 1. 0. 1. 1. 1. 1. 1. 1. 1. 1.\n",
            " 1. 1. 1. 1. 1. 1. 0. 1. 1. 0. 1. 1. 1. 1. 0. 1. 1. 0. 1. 1. 1. 1. 1. 1.\n",
            " 1. 1. 1. 0. 1. 1. 1. 1. 0. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1.\n",
            " 1. 1. 1. 1. 0. 1. 1. 1. 0. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 0. 1. 1. 1. 1.\n",
            " 0. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 0. 1. 1. 1. 1. 1. 1.\n",
            " 1. 1. 1. 1. 1. 1. 1. 1. 0. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 0. 1. 1.\n",
            " 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1.\n",
            " 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1.\n",
            " 1. 1. 1. 1. 1. 1. 0. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1.\n",
            " 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1.\n",
            " 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 0. 1. 1. 1. 1. 1. 1. 1.\n",
            " 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1.\n",
            " 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1.\n",
            " 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 0. 1. 1. 1. 1. 1.\n",
            " 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1.\n",
            " 1. 1. 1. 1. 1. 1.]\n",
            "check tp [1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1.\n",
            " 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 0. 1. 1. 1. 1. 1. 1. 1. 0. 0. 1. 1.\n",
            " 0. 1. 0. 0. 0. 0. 0. 0. 0. 0. 1. 0. 0. 1. 0. 1. 0. 0. 0. 0. 0. 0. 0. 0.\n",
            " 0. 0. 0. 0. 0. 0. 1. 0. 0. 1. 0. 0. 0. 0. 0. 0. 0. 1. 0. 0. 0. 0. 0. 0.\n",
            " 0. 0. 0. 1. 0. 0. 0. 0. 1. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.\n",
            " 0. 0. 0. 0. 1. 0. 0. 0. 1. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 1. 0. 0. 0. 0.\n",
            " 1. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 1. 0. 0. 0. 0. 0. 0.\n",
            " 0. 0. 0. 0. 0. 0. 0. 0. 1. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 1. 0. 0.\n",
            " 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.\n",
            " 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.\n",
            " 0. 0. 0. 0. 0. 0. 1. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.\n",
            " 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.\n",
            " 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 1. 0. 0. 0. 0. 0. 0. 0.\n",
            " 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.\n",
            " 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.\n",
            " 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 1. 0. 0. 0. 0. 0.\n",
            " 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.\n",
            " 0. 0. 0. 0. 0. 0.]\n",
            "npos num: 72\n",
            "ap:  0.723838999753634\n",
            "map: 0.7869873566873331\n",
            "classaps:  [90.22626651 83.21467398 60.88286463 66.33192138 70.29939163 84.09063058\n",
            " 88.17042018 90.89576113 80.49975872 89.18961722 78.22831552 79.33052598\n",
            " 75.461711   71.27527659 72.38389998]\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "WxWx1_0TyElt"
      },
      "source": [
        "# لیست خروجی ولیدیشن‌ها"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "hcvEDMAAzDPB"
      },
      "source": [
        "**ReDet**\n",
        "\n",
        "map: 0.8514600172670281\n",
        "\n",
        "classaps:  [90.74063962 88.35952404 70.27778167 83.69586216 71.37892832 88.03846396\n",
        " 88.83972303 90.90909091 89.87234694 90.00746689 90.00924415 82.27596327\n",
        " 88.32895278 80.09628041 84.35975774]"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "jpefhCoCyr-4"
      },
      "source": [
        "**faster_rcnn_RoITrans_r50_fpn_1x_dota**\n",
        "\n",
        "map: 0.8416679746473459\n",
        "\n",
        "classaps:  [90.14526646 87.5615606  73.58691439 80.72462287 74.76489526 88.86002316\n",
        " 88.68232501 90.59249634 87.15753582 90.14873059 75.92481942 85.70194711\n",
        " 87.96535504 81.13566148 79.54980843]"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "68rAtdGCyQAo"
      },
      "source": [
        "**faster_rcnn_obb_r50_fpn_1x_dota**\n",
        "\n",
        "map: 0.7869873566873331\n",
        "\n",
        "classaps:  [90.22626651 83.21467398 60.88286463 66.33192138 70.29939163 84.09063058\n",
        " 88.17042018 90.89576113 80.49975872 89.18961722 78.22831552 79.33052598\n",
        " 75.461711   71.27527659 72.38389998]"
      ]
    }
  ]
}