example_client/REST_age_gender.ipynb

{
  "cells": [
    {
      "cell_type": "markdown",
      "metadata": {
        "pycharm": {}
      },
      "source": [
        "# Demo - age and gender recognition via REST API\n",
        "\n",
        "This notebook presents how to use OpenVINO Model Server to execute inference requests over REST API interface.\n",
        "The demo is using a pretrained model from [open_model_zoo](https://github.com/opencv/open_model_zoo) repository.\n",
        "\n",
        "### Download the pretrained model for age and gender recognition"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 1,
      "metadata": {
        "pycharm": {}
      },
      "outputs": [
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "Cloning into \u0027open_model_zoo\u0027...\n",
            "remote: Enumerating objects: 307, done.\u001b[K\n",
            "remote: Counting objects: 100% (307/307), done.\u001b[K\n",
            "remote: Compressing objects: 100% (147/147), done.\u001b[K\n",
            "remote: Total 4080 (delta 127), reused 294 (delta 126), pack-reused 3773\u001b[K\n",
            "Receiving objects: 100% (4080/4080), 70.04 MiB | 2.53 MiB/s, done.\n",
            "Resolving deltas: 100% (2097/2097), done.\n",
            "Checking connectivity... done.\n"
          ]
        }
      ],
      "source": [
        "!git clone https://github.com/opencv/open_model_zoo.git"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 2,
      "metadata": {
        "pycharm": {}
      },
      "outputs": [
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "\n",
            "###############|| Downloading topologies ||###############\n",
            "\n",
            "\u003d\u003d\u003d\u003d\u003d\u003d\u003d\u003d\u003d Downloading /private/tmp/open_model_zoo/model_downloader/Retail/object_attributes/age_gender/dldt/age-gender-recognition-retail-0013.xml\n",
            "... 100%, 14 KB, 143 KB/s, 0 seconds passed\n",
            "\n",
            "\u003d\u003d\u003d\u003d\u003d\u003d\u003d\u003d\u003d Downloading /private/tmp/open_model_zoo/model_downloader/Retail/object_attributes/age_gender/dldt/age-gender-recognition-retail-0013.bin\n",
            "... 100%, 8351 KB, 1571 KB/s, 5 seconds passed\n",
            "\n",
            "\n",
            "###############|| Post processing ||###############\n",
            "\n"
          ]
        }
      ],
      "source": [
        "!cd open_model_zoo/model_downloader; python downloader.py --name age-gender-recognition-retail-0013"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "pycharm": {}
      },
      "source": [
        "### Build the docker image with OVMS component"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 3,
      "metadata": {
        "pycharm": {}
      },
      "outputs": [
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "Cloning into \u0027OpenVINO-model-server\u0027...\n",
            "remote: Enumerating objects: 66, done.\u001b[K\n",
            "remote: Counting objects: 100% (66/66), done.\u001b[K\n",
            "remote: Compressing objects: 100% (51/51), done.\u001b[K\n",
            "remote: Total 1020 (delta 36), reused 33 (delta 15), pack-reused 954\u001b[K\n",
            "Receiving objects: 100% (1020/1020), 3.08 MiB | 1.99 MiB/s, done.\n",
            "Resolving deltas: 100% (613/613), done.\n",
            "Checking connectivity... done.\n"
          ]
        }
      ],
      "source": [
        "!git clone https://github.com/IntelAI/OpenVINO-model-server"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 4,
      "metadata": {
        "pycharm": {}
      },
      "outputs": [
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "Building docker image\n",
            "docker build -f Dockerfile_intelpython --build-arg http_proxy\u003d<http_proxy> --build-arg https_proxy\u003d<https_proxy> -t ie-serving-py:latest .\n",
            "Sending build context to Docker daemon   10.9MB\n",
            "Step 1/31 : FROM intelpython/intelpython3_core as DEV\n",
            " ---\u003e 3fbe3dacb980\n",
            "Step 2/31 : RUN apt-get update \u0026\u0026 apt-get install -y             autoconf             automake             build-essential             ca-certificates             curl             git             gstreamer1.0-plugins-base             libavcodec-dev             libavformat-dev             libboost-regex-dev             libcairo2-dev             libgfortran3             libglib2.0-dev             libgstreamer1.0-0             libgtk2.0-dev             libopenblas-dev             libpango1.0-dev             libpng-dev             libssl-dev             libswscale-dev             libtool             libusb-1.0-0-dev             pkg-config             unzip             vim             wget\n",
            " ---\u003e Using cache\n",
            " ---\u003e 8fd5609482f0\n",
            "Step 3/31 : RUN wget https://cmake.org/files/v3.14/cmake-3.14.3.tar.gz \u0026\u0026     tar -xvzf cmake-3.14.3.tar.gz \u0026\u0026     cd cmake-3.14.3/  \u0026\u0026     ./configure \u0026\u0026     make -j$(nproc) \u0026\u0026     make install\n",
            " ---\u003e Using cache\n",
            " ---\u003e 17d8dd74088f\n",
            "Step 4/31 : RUN echo \"deb http://ftp.us.debian.org/debian/ jessie main contrib non-free\" \u003e\u003e /etc/apt/sources.list \u0026\u0026     echo \"deb-src http://ftp.us.debian.org/debian/ jessie main contrib non-free\" \u003e\u003e /etc/apt/sources.list \u0026\u0026     apt update \u0026\u0026     apt-get install -y g++-4.9\n",
            " ---\u003e Using cache\n",
            " ---\u003e 6c8722580f8d\n",
            "Step 5/31 : ENV CXX /usr/bin/g++-4.9\n",
            " ---\u003e Using cache\n",
            " ---\u003e 58f5e723558e\n",
            "Step 6/31 : RUN pip install cython numpy\n",
            " ---\u003e Using cache\n",
            " ---\u003e 1473843d2d99\n",
            "Step 7/31 : ARG DLDT_DIR\u003d/dldt-2019_R1.0.1\n",
            " ---\u003e Using cache\n",
            " ---\u003e 7a017d89400c\n",
            "Step 8/31 : RUN git clone --depth\u003d1 -b 2019_R1.0.1 https://github.com/opencv/dldt.git ${DLDT_DIR} \u0026\u0026     cd ${DLDT_DIR} \u0026\u0026 git submodule init \u0026\u0026 git submodule update --recursive \u0026\u0026     rm -Rf .git \u0026\u0026 rm -Rf model-optimizer\n",
            " ---\u003e Using cache\n",
            " ---\u003e 63890a5041f7\n",
            "Step 9/31 : WORKDIR ${DLDT_DIR}\n",
            " ---\u003e Using cache\n",
            " ---\u003e 9f18c625432e\n",
            "Step 10/31 : RUN curl -L https://github.com/intel/mkl-dnn/releases/download/v0.18/mklml_lnx_2019.0.3.20190220.tgz | tar -xz\n",
            " ---\u003e Using cache\n",
            " ---\u003e d0e4f6bb10f1\n",
            "Step 11/31 : WORKDIR ${DLDT_DIR}/inference-engine/build\n",
            " ---\u003e Using cache\n",
            " ---\u003e 4497496b9f21\n",
            "Step 12/31 : RUN cmake -DGEMM\u003dMKL  -DMKLROOT\u003d${DLDT_DIR}/mklml_lnx_2019.0.3.20190220 -DENABLE_MKL_DNN\u003dON -DTHREADING\u003dOMP -DCMAKE_BUILD_TYPE\u003dRelease ..\n",
            " ---\u003e Using cache\n",
            " ---\u003e 6a070ec6a27b\n",
            "Step 13/31 : RUN make -j$(nproc)\n",
            " ---\u003e Using cache\n",
            " ---\u003e 0e78a1947f6c\n",
            "Step 14/31 : WORKDIR ${DLDT_DIR}/inference-engine/ie_bridges/python/build\n",
            " ---\u003e Using cache\n",
            " ---\u003e 8ff4a81c1172\n",
            "Step 15/31 : RUN cmake -DInferenceEngine_DIR\u003d${DLDT_DIR}/inference-engine/build -DPYTHON_EXECUTABLE\u003d$(which python) -DPYTHON_LIBRARY\u003d/opt/conda/lib/libpython3.6m.so -DPYTHON_INCLUDE_DIR\u003d/opt/conda/include/python3.6m ${DLDT_DIR}/inference-engine/ie_bridges/python \u0026\u0026     make -j$(nproc)\n",
            " ---\u003e Using cache\n",
            " ---\u003e 34c03c3cfcbb\n",
            "Step 16/31 : FROM intelpython/intelpython3_core as PROD\n",
            " ---\u003e 3fbe3dacb980\n",
            "Step 17/31 : RUN apt-get update \u0026\u0026 apt-get install -y --no-install-recommends             ca-certificates             curl             vim\n",
            " ---\u003e Using cache\n",
            " ---\u003e 793823310492\n",
            "Step 18/31 : COPY --from\u003dDEV /dldt-2019_R1.0.1/inference-engine/bin/intel64/Release/lib/*.so /usr/local/lib/\n",
            " ---\u003e Using cache\n",
            " ---\u003e c3e7715b9e18\n",
            "Step 19/31 : COPY --from\u003dDEV /dldt-2019_R1.0.1/inference-engine/ie_bridges/python/bin/intel64/Release/python_api/python3.6/openvino/ /usr/local/lib/openvino/\n",
            " ---\u003e Using cache\n",
            " ---\u003e 012f22f9d91c\n",
            "Step 20/31 : COPY --from\u003dDEV /dldt-2019_R1.0.1/mklml_lnx_2019.0.3.20190220/lib/lib*.so /usr/local/lib/\n",
            " ---\u003e Using cache\n",
            " ---\u003e 68efec8a74c2\n",
            "Step 21/31 : ENV LD_LIBRARY_PATH /usr/local/lib\n",
            " ---\u003e Using cache\n",
            " ---\u003e 33ac517dc744\n",
            "Step 22/31 : ENV PYTHONPATH /usr/local/lib\n",
            " ---\u003e Using cache\n",
            " ---\u003e 946f5854ade3\n",
            "Step 23/31 : COPY requirements.txt /ie-serving-py/\n",
            " ---\u003e Using cache\n",
            " ---\u003e 74798578c45b\n",
            "Step 24/31 : RUN conda create --name myenv -y\n",
            " ---\u003e Using cache\n",
            " ---\u003e 65763d64774e\n",
            "Step 25/31 : ENV PATH /opt/conda/envs/myenv/bin:$PATH\n",
            " ---\u003e Using cache\n",
            " ---\u003e f7983e390b75\n",
            "Step 26/31 : WORKDIR /ie-serving-py\n",
            " ---\u003e Using cache\n",
            " ---\u003e 770ab9194043\n",
            "Step 27/31 : RUN pip --no-cache-dir install -r requirements.txt\n",
            " ---\u003e Using cache\n",
            " ---\u003e 3113445a21ab\n",
            "Step 28/31 : COPY start_server.sh setup.py version /ie-serving-py/\n",
            " ---\u003e Using cache\n",
            " ---\u003e 50d9b215a283\n",
            "Step 29/31 : RUN sed -i \u0027/activate/d\u0027 start_server.sh\n",
            " ---\u003e Using cache\n",
            " ---\u003e 799c1833e9a5\n",
            "Step 30/31 : COPY ie_serving /ie-serving-py/ie_serving\n",
            " ---\u003e Using cache\n",
            " ---\u003e c104c09d982e\n",
            "Step 31/31 : RUN pip install .\n",
            " ---\u003e Using cache\n",
            " ---\u003e eeef45b475a9\n",
            "Successfully built eeef45b475a9\n",
            "Successfully tagged ie-serving-py:latest\n"
          ]
        }
      ],
      "source": [
        "!cd OpenVINO-model-server ; make docker_build_src_intelpython"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "pycharm": {}
      },
      "source": [
        "### Start OVMS docker container with downloaded model"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 5,
      "metadata": {
        "pycharm": {}
      },
      "outputs": [
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "281614d378c9811c7b83092b1cb8db8763e7a7857dd0029b6f30f9e5bf539b51\r\n"
          ]
        }
      ],
      "source": "!export DOCKER_IMAGE_NAME\u003die-serving-py;\\\ndocker run -d --rm -v ${PWD}/open_model_zoo/model_downloader/Retail/object_attributes/age_gender/dldt:/opt/ml/age_gender/1 -p 9000:9000 -p 8000:8000 ${DOCKER_IMAGE_NAME} /ie-serving-py/start_server.sh ie_serving model --model_path /opt/ml/age_gender --model_name age_gender --port 9000 --rest_port 8000"
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "pycharm": {}
      },
      "source": [
        "### Download sample image"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 6,
      "metadata": {
        "pycharm": {}
      },
      "outputs": [
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "--2019-06-28 14:39:50--  https://raw.githubusercontent.com/opencv/open_model_zoo/master/intel_models/age-gender-recognition-retail-0013/description/age-gender-recognition-retail-0001.jpg\n",
            "Resolving proxy-chain.intel.com... 163.33.7.140\n",
            "Connecting to proxy-chain.intel.com|163.33.7.140|:912... connected.\n",
            "Proxy request sent, awaiting response... 200 OK\n",
            "Length: 2436 (2.4K) [image/jpeg]\n",
            "Saving to: \u0027age-gender-recognition-retail-0001.jpg\u0027\n",
            "\n",
            "age-gender-recognit 100%[\u003d\u003d\u003d\u003d\u003d\u003d\u003d\u003d\u003d\u003d\u003d\u003d\u003d\u003d\u003d\u003d\u003d\u003d\u003d\u003e]   2.38K  --.-KB/s    in 0s      \n",
            "\n",
            "2019-06-28 14:39:50 (17.9 MB/s) - \u0027age-gender-recognition-retail-0001.jpg\u0027 saved [2436/2436]\n",
            "\n"
          ]
        }
      ],
      "source": [
        "!wget https://raw.githubusercontent.com/opencv/open_model_zoo/master/intel_models/age-gender-recognition-retail-0013/description/age-gender-recognition-retail-0001.jpg"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "pycharm": {}
      },
      "source": [
        "![age-gender-recognition-retail-0001.jpg](age-gender-recognition-retail-0001.jpg)"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "pycharm": {}
      },
      "source": [
        "### Format the json request"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 7,
      "metadata": {
        "pycharm": {}
      },
      "outputs": [
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "age-gender-recognition-retail-0001.jpg (1, 3, 62, 62) ; data range: 0 : 239\n",
            "{\"inputs\": [[[[232, 226, 234, 232, 228, 231, 221, 198, 174, 115, 89, 73, 65, 57, 56, 58, 53, 49, 45, 42, 41, 31, 27, 24, 32, 42, 51, 53, 43, 42, 34, 38, 33, 30, 26, 23, 24, 24, 25, 23, 25, 26, 25, 24, 21, 21, 21, 21, 24, 19, 26, 24, 35, 40, 56, 63, 90, 127, 214, 197, 205, 195], [226, 233, 234, 229, 230, 228, 208, 187, 135, 82, 66, 49, 43, 65, 56, 60, 52, 48, 41, 37, 34, 31, 26, 28, 37, 43, 53, 50, 44, 37, 32, 32, 29, 28, 25, 22, 23, 23, 25, 25, 25, 26, 24, 23, 21, 20, 20, 20, 20, 19, 25, 26, 27, 31, 44, 59, 81, 151, 207, 200, 199, 196], [230, 229, 234, 234, 222, 215, 184, 122, 85, 64, 49, 56, 61, 62, 55, 48, 52, 47, 39, 33, 26, 27, 22, 28, 44, 47, 59, 41, 44, 33, 35, 27, 27, 26, 24, 22, 21, 21, 22, 23, 22, 23, 23, 22, 22, 23, 21, 21, 20, 21, 21, 26, 21, 25, 35, 60, 94, 170, 204, 195, 196, 195], [233, 231, 227, 226, 215, 162, 136, 77, 59, 66, 60, 57, 60, 52, 55, 52, 44, 37, 35, 30, 25, 27, 25, 37, 51, 44, 37, 44, 33, 27, 20, 29, 25, 24, 23, 22, 21, 21, 21, 22, 24, 24, 23, 22, 22, 22, 20, 20, 20, 21, 18, 23, 21, 25, 28, 48, 150, 183, 202, 188, 201, 194], [229, 228, 232, 217, 179, 158, 102, 71, 60, 60, 57, 57, 52, 41, 48, 41, 39, 31, 33, 28, 25, 24, 29, 46, 55, 49, 41, 35, 33, 30, 28, 25, 26, 25, 24, 24, 22, 22, 21, 21, 24, 23, 24, 22, 21, 21, 21, 19, 18, 19, 19, 23, 25, 22, 19, 29, 101, 136, 140, 140, 151, 192], [232, 233, 228, 195, 166, 108, 69, 56, 54, 59, 43, 54, 61, 44, 32, 34, 37, 28, 29, 23, 24, 22, 32, 48, 50, 43, 32, 36, 31, 29, 24, 24, 24, 22, 21, 23, 22, 21, 20, 20, 21, 21, 22, 21, 22, 23, 23, 23, 20, 20, 23, 21, 24, 22, 21, 25, 44, 56, 75, 89, 160, 185], [230, 228, 229, 183, 139, 79, 63, 61, 57, 49, 60, 52, 36, 48, 47, 43, 35, 30, 25, 24, 27, 29, 41, 53, 44, 43, 39, 30, 33, 28, 31, 22, 23, 22, 21, 22, 21, 20, 18, 19, 19, 19, 20, 21, 24, 25, 27, 24, 23, 20, 24, 21, 25, 23, 25, 27, 31, 48, 73, 78, 143, 180], [233, 228, 223, 179, 153, 77, 46, 62, 56, 60, 60, 54, 50, 41, 44, 34, 33, 32, 25, 24, 25, 31, 41, 49, 46, 42, 35, 36, 31, 26, 24, 24, 24, 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170], [228, 226, 221, 230, 228, 223, 229, 173, 119, 132, 112, 80, 155, 195, 181, 180, 176, 168, 148, 129, 114, 210, 208, 186, 163, 122, 85, 79, 81, 69, 71, 56, 62, 70, 89, 104, 97, 95, 92, 83, 77, 70, 55, 55, 55, 52, 46, 42, 38, 19, 17, 13, 12, 15, 20, 25, 39, 33, 77, 146, 185, 129], [230, 224, 230, 224, 227, 227, 216, 206, 180, 92, 166, 92, 112, 200, 176, 172, 162, 155, 133, 115, 113, 177, 166, 157, 124, 100, 75, 70, 52, 47, 55, 48, 51, 68, 74, 86, 100, 96, 85, 78, 73, 71, 63, 64, 58, 52, 48, 44, 44, 12, 19, 14, 14, 17, 24, 24, 42, 60, 116, 154, 146, 173], [230, 226, 227, 227, 230, 225, 212, 222, 139, 108, 157, 140, 90, 191, 171, 170, 171, 144, 137, 127, 126, 149, 166, 148, 120, 100, 70, 58, 56, 59, 49, 57, 59, 64, 70, 81, 93, 93, 81, 70, 72, 69, 63, 64, 57, 48, 47, 44, 44, 17, 19, 16, 18, 13, 15, 20, 37, 44, 104, 133, 162, 113], [231, 232, 228, 229, 217, 211, 225, 236, 158, 173, 131, 189, 114, 199, 172, 168, 159, 155, 148, 124, 145, 169, 176, 176, 143, 113, 76, 68, 58, 54, 64, 62, 69, 65, 67, 69, 81, 99, 83, 69, 78, 70, 66, 68, 60, 52, 50, 45, 41, 24, 16, 17, 18, 13, 18, 27, 27, 41, 43, 68, 122, 141], [232, 227, 227, 225, 223, 225, 231, 230, 190, 203, 92, 199, 156, 166, 182, 175, 165, 173, 148, 124, 177, 181, 192, 179, 174, 139, 126, 108, 86, 83, 74, 74, 65, 51, 54, 56, 47, 73, 84, 66, 73, 67, 64, 68, 60, 51, 47, 42, 34, 20, 24, 19, 15, 16, 22, 19, 28, 35, 51, 65, 94, 124], [230, 232, 227, 217, 220, 226, 233, 237, 206, 182, 121, 144, 146, 128, 190, 179, 175, 180, 139, 136, 160, 181, 167, 153, 147, 136, 120, 109, 90, 75, 70, 59, 46, 51, 38, 32, 41, 74, 96, 77, 74, 72, 68, 68, 58, 52, 50, 49, 31, 23, 38, 23, 22, 21, 25, 26, 29, 31, 39, 36, 84, 126], [229, 232, 216, 219, 228, 230, 231, 230, 219, 177, 166, 127, 184, 114, 201, 181, 176, 181, 137, 94, 59, 55, 122, 110, 112, 108, 100, 94, 84, 59, 91, 69, 90, 53, 39, 52, 71, 82, 96, 84, 72, 72, 66, 63, 54, 49, 48, 51, 28, 23, 27, 36, 40, 25, 26, 38, 34, 30, 46, 49, 81, 160], [232, 227, 214, 221, 225, 230, 229, 235, 216, 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66, 56, 54, 49, 47, 46, 39, 26, 15, 25, 25, 58, 50, 35, 77, 89, 151, 132, 139, 202, 208], [223, 228, 223, 229, 230, 228, 237, 210, 228, 151, 194, 162, 117, 202, 191, 124, 187, 184, 170, 166, 191, 203, 191, 167, 158, 159, 150, 145, 121, 100, 93, 83, 73, 65, 66, 66, 68, 67, 68, 63, 65, 63, 57, 55, 51, 45, 38, 30, 26, 30, 28, 35, 48, 56, 50, 82, 65, 114, 132, 133, 204, 204], [230, 222, 229, 221, 212, 206, 189, 208, 222, 225, 229, 119, 148, 227, 157, 134, 125, 194, 170, 164, 178, 196, 196, 178, 145, 144, 125, 112, 110, 93, 97, 85, 76, 68, 66, 65, 66, 66, 67, 61, 57, 54, 49, 46, 43, 44, 41, 39, 23, 34, 31, 48, 53, 35, 57, 62, 79, 81, 147, 144, 180, 185], [195, 194, 195, 198, 189, 192, 193, 195, 196, 198, 200, 108, 215, 181, 140, 137, 124, 167, 178, 174, 181, 189, 189, 165, 161, 132, 125, 123, 114, 106, 93, 80, 77, 71, 69, 65, 65, 63, 64, 59, 52, 51, 49, 50, 45, 44, 35, 35, 32, 32, 36, 34, 65, 71, 108, 128, 101, 48, 95, 176, 209, 208], [216, 221, 219, 227, 224, 219, 219, 230, 228, 218, 217, 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50, 45, 43, 48, 45, 41, 45, 43, 44, 45, 85, 78, 108, 129, 76, 106, 102, 126, 180, 162, 153, 216, 217], [225, 225, 223, 224, 225, 225, 227, 227, 230, 225, 214, 165, 198, 199, 217, 136, 128, 133, 176, 166, 212, 203, 184, 183, 177, 170, 153, 142, 131, 119, 112, 93, 77, 67, 61, 54, 54, 52, 47, 49, 47, 44, 47, 46, 45, 44, 42, 46, 49, 41, 139, 112, 68, 60, 161, 97, 178, 190, 175, 166, 215, 211], [226, 226, 226, 225, 226, 230, 231, 230, 229, 223, 204, 212, 199, 200, 194, 148, 157, 146, 133, 141, 195, 232, 182, 172, 171, 163, 147, 133, 122, 114, 102, 79, 65, 61, 59, 55, 56, 53, 50, 48, 49, 46, 48, 47, 46, 45, 40, 45, 58, 108, 68, 117, 53, 101, 94, 168, 172, 165, 174, 147, 211, 198], [225, 227, 227, 225, 228, 233, 234, 232, 231, 223, 200, 220, 217, 224, 220, 139, 169, 147, 162, 161, 148, 232, 184, 170, 155, 140, 128, 119, 108, 103, 95, 79, 62, 65, 64, 60, 59, 55, 52, 50, 50, 50, 50, 49, 49, 44, 40, 48, 59, 72, 104, 126, 69, 100, 154, 146, 193, 189, 184, 154, 201, 212], [225, 227, 227, 226, 228, 232, 234, 232, 230, 225, 213, 222, 225, 224, 231, 135, 170, 179, 160, 168, 171, 196, 172, 182, 160, 131, 117, 108, 95, 84, 74, 68, 69, 72, 69, 64, 59, 55, 52, 51, 50, 52, 51, 51, 50, 45, 44, 50, 62, 104, 81, 70, 69, 187, 155, 163, 203, 193, 176, 148, 175, 219]]]]}\n"
          ]
        }
      ],
      "source": "import cv2\nimport numpy as np\nimport json\n\n\ndef getJpeg(path, size):\n\n    img \u003d cv2.imread(path, cv2.IMREAD_COLOR)\n    # retrived array has BGR format and 0-255 normalization\n    img \u003d cv2.resize(img, (size, size))\n    img \u003d img.transpose(2,0,1).reshape(1,3,size,size)\n    print(path, img.shape, \"; data range:\",np.amin(img),\":\",np.amax(img))\n    return img\n\nmy_image \u003d getJpeg(\u0027age-gender-recognition-retail-0001.jpg\u0027,62)\n\n\ndata_obj \u003d {\u0027inputs\u0027:  my_image.tolist()}\ndata_json \u003d json.dumps(data_obj)\nprint(data_json)"
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "pycharm": {}
      },
      "source": [
        "### Run the inference request to OVMS REST API endpoint"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 8,
      "metadata": {
        "pycharm": {}
      },
      "outputs": [
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "{\u0027outputs\u0027: {\u0027age_conv3\u0027: [[[[0.2519038915634155]]]], \u0027prob\u0027: [[[[0.9874807000160217]], [[0.012519358657300472]]]]}}\n"
          ]
        }
      ],
      "source": [
        "import requests\n",
        "\n",
        "\n",
        "result \u003d requests.post(\"http://localhost:8000/v1/models/age_gender:predict\", data\u003ddata_json)\n",
        "result_dict \u003d json.loads(result.text)\n",
        "print(result_dict)"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "pycharm": {}
      },
      "source": [
        "Outputs\n",
        "name: \"age_conv3\", shape: [1, 1, 1, 1] - Estimated age divided by 100.\n",
        "name: \"prob\", shape: [1, 2, 1, 1] - Softmax output across 2 type classes [female, male]"
      ]
    }
  ],
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    "kernelspec": {
      "display_name": "Python 3",
      "language": "python",
      "name": "python3"
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    "language_info": {
      "codemirror_mode": {
        "name": "ipython",
        "version": 3
      },
      "file_extension": ".py",
      "mimetype": "text/x-python",
      "name": "python",
      "nbconvert_exporter": "python",
      "pygments_lexer": "ipython3",
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