checkTheOutputNodeParams.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import tensorflow as tf\n",
    "import os  \n",
    "\n",
    "def load_graph(frozen_graph_filename):\n",
    "    # We load the protobuf file from the disk and parse it to retrieve the \n",
    "    # unserialized graph_def\n",
    "    with tf.io.gfile.GFile(frozen_graph_filename, \"rb\") as f:\n",
    "        graph_def = tf.compat.v1.GraphDef()\n",
    "        graph_def.ParseFromString(f.read())\n",
    "\n",
    "    # Then, we import the graph_def into a new Graph and returns it \n",
    "    with tf.Graph().as_default() as graph:\n",
    "        # The name var will prefix every op/nodes in your graph\n",
    "        # Since we load everything in a new graph, this is not needed\n",
    "        tf.import_graph_def(graph_def, name=\"prefix\")\n",
    "    return graph\n",
    "\n",
    "# load the graph pb  \n",
    "graph = load_graph('AnprModel/saved_model.pb')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "WARNING:tensorflow:From /home/jiwitesh/anaconda3/lib/python3.7/site-packages/tensorflow_core/python/compat/v2_compat.py:65: disable_resource_variables (from tensorflow.python.ops.variable_scope) is deprecated and will be removed in a future version.\n",
      "Instructions for updating:\n",
      "non-resource variables are not supported in the long term\n"
     ]
    }
   ],
   "source": [
    "import tensorflow.compat.v1 as tf\n",
    "tf.disable_v2_behavior()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Collecting tensorflow==1.14.0\n",
      "  Downloading tensorflow-1.14.0-cp37-cp37m-manylinux1_x86_64.whl (109.3 MB)\n",
      "\u001b[K     |████████████████████████████████| 109.3 MB 8.4 MB/s eta 0:00:01\n",
      "\u001b[?25hRequirement already satisfied: protobuf>=3.6.1 in /home/jiwitesh/anaconda3/lib/python3.7/site-packages (from tensorflow==1.14.0) (3.12.0)\n",
      "Collecting tensorflow-estimator<1.15.0rc0,>=1.14.0rc0\n",
      "  Using cached tensorflow_estimator-1.14.0-py2.py3-none-any.whl (488 kB)\n",
      "Requirement already satisfied: termcolor>=1.1.0 in /home/jiwitesh/anaconda3/lib/python3.7/site-packages (from tensorflow==1.14.0) (1.1.0)\n",
      "Requirement already satisfied: absl-py>=0.7.0 in /home/jiwitesh/anaconda3/lib/python3.7/site-packages (from tensorflow==1.14.0) (0.9.0)\n",
      "Requirement already satisfied: keras-applications>=1.0.6 in /home/jiwitesh/anaconda3/lib/python3.7/site-packages (from tensorflow==1.14.0) (1.0.8)\n",
      "Requirement already satisfied: astor>=0.6.0 in /home/jiwitesh/anaconda3/lib/python3.7/site-packages (from tensorflow==1.14.0) (0.8.1)\n",
      "Requirement already satisfied: google-pasta>=0.1.6 in /home/jiwitesh/anaconda3/lib/python3.7/site-packages (from tensorflow==1.14.0) (0.2.0)\n",
      "Collecting tensorboard<1.15.0,>=1.14.0\n",
      "  Using cached tensorboard-1.14.0-py3-none-any.whl (3.1 MB)\n",
      "Requirement already satisfied: grpcio>=1.8.6 in /home/jiwitesh/anaconda3/lib/python3.7/site-packages (from tensorflow==1.14.0) (1.29.0)\n",
      "Requirement already satisfied: six>=1.10.0 in /home/jiwitesh/anaconda3/lib/python3.7/site-packages (from tensorflow==1.14.0) (1.15.0)\n",
      "Requirement already satisfied: numpy<2.0,>=1.14.5 in /home/jiwitesh/anaconda3/lib/python3.7/site-packages (from tensorflow==1.14.0) (1.17.5)\n",
      "Requirement already satisfied: gast>=0.2.0 in /home/jiwitesh/anaconda3/lib/python3.7/site-packages (from tensorflow==1.14.0) (0.2.2)\n",
      "Requirement already satisfied: wrapt>=1.11.1 in /home/jiwitesh/anaconda3/lib/python3.7/site-packages (from tensorflow==1.14.0) (1.11.2)\n",
      "Requirement already satisfied: keras-preprocessing>=1.0.5 in /home/jiwitesh/anaconda3/lib/python3.7/site-packages (from tensorflow==1.14.0) (1.1.2)\n",
      "Requirement already satisfied: wheel>=0.26 in /home/jiwitesh/anaconda3/lib/python3.7/site-packages (from tensorflow==1.14.0) (0.34.2)\n",
      "Requirement already satisfied: setuptools in /home/jiwitesh/anaconda3/lib/python3.7/site-packages (from protobuf>=3.6.1->tensorflow==1.14.0) (46.4.0.post20200518)\n",
      "Requirement already satisfied: h5py in /home/jiwitesh/anaconda3/lib/python3.7/site-packages (from keras-applications>=1.0.6->tensorflow==1.14.0) (2.8.0)\n",
      "Requirement already satisfied: markdown>=2.6.8 in /home/jiwitesh/anaconda3/lib/python3.7/site-packages (from tensorboard<1.15.0,>=1.14.0->tensorflow==1.14.0) (3.2.2)\n",
      "Requirement already satisfied: werkzeug>=0.11.15 in /home/jiwitesh/anaconda3/lib/python3.7/site-packages (from tensorboard<1.15.0,>=1.14.0->tensorflow==1.14.0) (1.0.1)\n",
      "Requirement already satisfied: importlib-metadata; python_version < \"3.8\" in /home/jiwitesh/anaconda3/lib/python3.7/site-packages (from markdown>=2.6.8->tensorboard<1.15.0,>=1.14.0->tensorflow==1.14.0) (1.6.0)\n",
      "Requirement already satisfied: zipp>=0.5 in /home/jiwitesh/anaconda3/lib/python3.7/site-packages (from importlib-metadata; python_version < \"3.8\"->markdown>=2.6.8->tensorboard<1.15.0,>=1.14.0->tensorflow==1.14.0) (3.1.0)\n",
      "\u001b[31mERROR: tensorflow-cpu 2.1.0 has requirement tensorboard<2.2.0,>=2.1.0, but you'll have tensorboard 1.14.0 which is incompatible.\u001b[0m\n",
      "\u001b[31mERROR: tensorflow-cpu 2.1.0 has requirement tensorflow-estimator<2.2.0,>=2.1.0rc0, but you'll have tensorflow-estimator 1.14.0 which is incompatible.\u001b[0m\n",
      "\u001b[31mERROR: ludwig 0.2.2.7 has requirement tensorflow==1.15.3, but you'll have tensorflow 1.14.0 which is incompatible.\u001b[0m\n",
      "Installing collected packages: tensorflow-estimator, tensorboard, tensorflow\n",
      "  Attempting uninstall: tensorflow-estimator\n",
      "    Found existing installation: tensorflow-estimator 2.1.0\n",
      "    Uninstalling tensorflow-estimator-2.1.0:\n",
      "      Successfully uninstalled tensorflow-estimator-2.1.0\n",
      "  Attempting uninstall: tensorboard\n",
      "    Found existing installation: tensorboard 2.1.1\n",
      "    Uninstalling tensorboard-2.1.1:\n",
      "      Successfully uninstalled tensorboard-2.1.1\n",
      "  Attempting uninstall: tensorflow\n",
      "    Found existing installation: tensorflow 1.13.1\n",
      "    Uninstalling tensorflow-1.13.1:\n",
      "      Successfully uninstalled tensorflow-1.13.1\n",
      "Successfully installed tensorboard-1.14.0 tensorflow-1.14.0 tensorflow-estimator-1.14.0\n"
     ]
    }
   ],
   "source": [
    "#!pip install tensorflow==1.14.0"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "import tensorflow as tf\n",
    "\n",
    "def printTensors(pb_file):\n",
    "\n",
    "    # read pb into graph_def\n",
    "    with tf.io.gfile.gfile.GFile(pb_file, \"rb\") as f:\n",
    "        graph_def = tf.GraphDef()\n",
    "        graph_def.ParseFromString(f.read())\n",
    "\n",
    "    # import graph_def\n",
    "    with tf.Graph().as_default() as graph:\n",
    "        tf.import_graph_def(graph_def)\n",
    "\n",
    "    # print operations\n",
    "    for op in graph.get_operations():\n",
    "        print(op.name)\n",
    "\n",
    "\n",
    "# printTensors(\"saved_model.pb\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "prefix/Const\n",
      "prefix/image_tensor\n",
      "prefix/ToFloat\n",
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      "prefix/Preprocessor/map/strided_slice/stack\n",
      "prefix/Preprocessor/map/strided_slice/stack_1\n",
      "prefix/Preprocessor/map/strided_slice/stack_2\n",
      "prefix/Preprocessor/map/strided_slice\n",
      "prefix/Preprocessor/map/TensorArray\n",
      "prefix/Preprocessor/map/TensorArrayUnstack/Shape\n",
      "prefix/Preprocessor/map/TensorArrayUnstack/strided_slice/stack\n",
      "prefix/Preprocessor/map/TensorArrayUnstack/strided_slice/stack_1\n",
      "prefix/Preprocessor/map/TensorArrayUnstack/strided_slice/stack_2\n",
      "prefix/Preprocessor/map/TensorArrayUnstack/strided_slice\n",
      "prefix/Preprocessor/map/TensorArrayUnstack/range/start\n",
      "prefix/Preprocessor/map/TensorArrayUnstack/range/delta\n",
      "prefix/Preprocessor/map/TensorArrayUnstack/range\n",
      "prefix/Preprocessor/map/TensorArrayUnstack/TensorArrayScatter/TensorArrayScatterV3\n",
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      "prefix/Preprocessor/map/while/Merge_1\n",
      "prefix/Preprocessor/map/while/Merge_2\n",
      "prefix/Preprocessor/map/while/Less/Enter\n",
      "prefix/Preprocessor/map/while/Less\n",
      "prefix/Preprocessor/map/while/LoopCond\n",
      "prefix/Preprocessor/map/while/Switch\n",
      "prefix/Preprocessor/map/while/Switch_1\n",
      "prefix/Preprocessor/map/while/Switch_2\n",
      "prefix/Preprocessor/map/while/Identity\n",
      "prefix/Preprocessor/map/while/Identity_1\n",
      "prefix/Preprocessor/map/while/Identity_2\n",
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      "prefix/Preprocessor/map/while/TensorArrayReadV3/Enter_1\n",
      "prefix/Preprocessor/map/while/TensorArrayReadV3\n",
      "prefix/Preprocessor/map/while/ResizeImage/resize_images/ExpandDims/dim\n",
      "prefix/Preprocessor/map/while/ResizeImage/resize_images/ExpandDims\n",
      "prefix/Preprocessor/map/while/ResizeImage/resize_images/size\n",
      "prefix/Preprocessor/map/while/ResizeImage/resize_images/ResizeBilinear\n",
      "prefix/Preprocessor/map/while/ResizeImage/resize_images/Squeeze\n",
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      "prefix/Preprocessor/map/while/TensorArrayWrite/TensorArrayWriteV3\n",
      "prefix/Preprocessor/map/while/TensorArrayWrite_1/TensorArrayWriteV3/Enter\n",
      "prefix/Preprocessor/map/while/TensorArrayWrite_1/TensorArrayWriteV3\n",
      "prefix/Preprocessor/map/while/add/y\n",
      "prefix/Preprocessor/map/while/add\n",
      "prefix/Preprocessor/map/while/NextIteration\n",
      "prefix/Preprocessor/map/while/NextIteration_1\n",
      "prefix/Preprocessor/map/while/NextIteration_2\n",
      "prefix/Preprocessor/map/while/Exit_1\n",
      "prefix/Preprocessor/map/while/Exit_2\n",
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      "prefix/Preprocessor/map/TensorArrayStack/range/delta\n",
      "prefix/Preprocessor/map/TensorArrayStack/range\n",
      "prefix/Preprocessor/map/TensorArrayStack/TensorArrayGatherV3\n",
      "prefix/Preprocessor/map/TensorArrayStack_1/TensorArraySizeV3\n",
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      "prefix/Preprocessor/map/TensorArrayStack_1/range/delta\n",
      "prefix/Preprocessor/map/TensorArrayStack_1/range\n",
      "prefix/Preprocessor/map/TensorArrayStack_1/TensorArrayGatherV3\n",
      "prefix/Preprocessor/mul/x\n",
      "prefix/Preprocessor/mul\n",
      "prefix/Preprocessor/sub/y\n",
      "prefix/Preprocessor/sub\n",
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      "prefix/FeatureExtractor/InceptionV2/Conv2d_1a_7x7/pointwise_weights\n",
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      "prefix/FeatureExtractor/InceptionV2/InceptionV2/Conv2d_1a_7x7/separable_conv2d/depthwise\n",
      "prefix/FeatureExtractor/InceptionV2/InceptionV2/Conv2d_1a_7x7/separable_conv2d\n",
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      "prefix/FeatureExtractor/InceptionV2/Conv2d_2c_3x3/BatchNorm/moving_mean/read\n",
      "prefix/FeatureExtractor/InceptionV2/Conv2d_2c_3x3/BatchNorm/moving_variance\n",
      "prefix/FeatureExtractor/InceptionV2/Conv2d_2c_3x3/BatchNorm/moving_variance/read\n",
      "prefix/FeatureExtractor/InceptionV2/InceptionV2/Conv2d_2c_3x3/BatchNorm/FusedBatchNorm\n",
      "prefix/FeatureExtractor/InceptionV2/InceptionV2/Conv2d_2c_3x3/Relu6\n",
      "prefix/FeatureExtractor/InceptionV2/InceptionV2/MaxPool_3a_3x3/MaxPool\n",
      "prefix/FeatureExtractor/InceptionV2/Mixed_3b/Branch_0/Conv2d_0a_1x1/weights\n",
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      "prefix/FeatureExtractor/InceptionV2/Mixed_3b/Branch_0/Conv2d_0a_1x1/BatchNorm/moving_mean/read\n",
      "prefix/FeatureExtractor/InceptionV2/Mixed_3b/Branch_0/Conv2d_0a_1x1/BatchNorm/moving_variance\n",
      "prefix/FeatureExtractor/InceptionV2/Mixed_3b/Branch_0/Conv2d_0a_1x1/BatchNorm/moving_variance/read\n",
      "prefix/FeatureExtractor/InceptionV2/InceptionV2/Mixed_3b/Branch_0/Conv2d_0a_1x1/BatchNorm/FusedBatchNorm\n",
      "prefix/FeatureExtractor/InceptionV2/InceptionV2/Mixed_3b/Branch_0/Conv2d_0a_1x1/Relu6\n",
      "prefix/FeatureExtractor/InceptionV2/Mixed_3b/Branch_1/Conv2d_0a_1x1/weights\n",
      "prefix/FeatureExtractor/InceptionV2/Mixed_3b/Branch_1/Conv2d_0a_1x1/weights/read\n",
      "prefix/FeatureExtractor/InceptionV2/InceptionV2/Mixed_3b/Branch_1/Conv2d_0a_1x1/Conv2D\n",
      "prefix/FeatureExtractor/InceptionV2/Mixed_3b/Branch_1/Conv2d_0a_1x1/BatchNorm/gamma\n",
      "prefix/FeatureExtractor/InceptionV2/Mixed_3b/Branch_1/Conv2d_0a_1x1/BatchNorm/gamma/read\n",
      "prefix/FeatureExtractor/InceptionV2/Mixed_3b/Branch_1/Conv2d_0a_1x1/BatchNorm/beta\n",
      "prefix/FeatureExtractor/InceptionV2/Mixed_3b/Branch_1/Conv2d_0a_1x1/BatchNorm/beta/read\n",
      "prefix/FeatureExtractor/InceptionV2/Mixed_3b/Branch_1/Conv2d_0a_1x1/BatchNorm/moving_mean\n",
      "prefix/FeatureExtractor/InceptionV2/Mixed_3b/Branch_1/Conv2d_0a_1x1/BatchNorm/moving_mean/read\n",
      "prefix/FeatureExtractor/InceptionV2/Mixed_3b/Branch_1/Conv2d_0a_1x1/BatchNorm/moving_variance\n",
      "prefix/FeatureExtractor/InceptionV2/Mixed_3b/Branch_1/Conv2d_0a_1x1/BatchNorm/moving_variance/read\n",
      "prefix/FeatureExtractor/InceptionV2/InceptionV2/Mixed_3b/Branch_1/Conv2d_0a_1x1/BatchNorm/FusedBatchNorm\n",
      "prefix/FeatureExtractor/InceptionV2/InceptionV2/Mixed_3b/Branch_1/Conv2d_0a_1x1/Relu6\n",
      "prefix/FeatureExtractor/InceptionV2/Mixed_3b/Branch_1/Conv2d_0b_3x3/weights\n",
      "prefix/FeatureExtractor/InceptionV2/Mixed_3b/Branch_1/Conv2d_0b_3x3/weights/read\n",
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      "prefix/FeatureExtractor/InceptionV2/Mixed_3b/Branch_1/Conv2d_0b_3x3/BatchNorm/gamma\n",
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      "prefix/FeatureExtractor/InceptionV2/Mixed_3b/Branch_1/Conv2d_0b_3x3/BatchNorm/beta\n",
      "prefix/FeatureExtractor/InceptionV2/Mixed_3b/Branch_1/Conv2d_0b_3x3/BatchNorm/beta/read\n",
      "prefix/FeatureExtractor/InceptionV2/Mixed_3b/Branch_1/Conv2d_0b_3x3/BatchNorm/moving_mean\n",
      "prefix/FeatureExtractor/InceptionV2/Mixed_3b/Branch_1/Conv2d_0b_3x3/BatchNorm/moving_mean/read\n",
      "prefix/FeatureExtractor/InceptionV2/Mixed_3b/Branch_1/Conv2d_0b_3x3/BatchNorm/moving_variance\n",
      "prefix/FeatureExtractor/InceptionV2/Mixed_3b/Branch_1/Conv2d_0b_3x3/BatchNorm/moving_variance/read\n",
      "prefix/FeatureExtractor/InceptionV2/InceptionV2/Mixed_3b/Branch_1/Conv2d_0b_3x3/BatchNorm/FusedBatchNorm\n",
      "prefix/FeatureExtractor/InceptionV2/InceptionV2/Mixed_3b/Branch_1/Conv2d_0b_3x3/Relu6\n",
      "prefix/FeatureExtractor/InceptionV2/Mixed_3b/Branch_2/Conv2d_0a_1x1/weights\n",
      "prefix/FeatureExtractor/InceptionV2/Mixed_3b/Branch_2/Conv2d_0a_1x1/weights/read\n",
      "prefix/FeatureExtractor/InceptionV2/InceptionV2/Mixed_3b/Branch_2/Conv2d_0a_1x1/Conv2D\n",
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      "prefix/Postprocessor/BatchMultiClassNonMaxSuppression/map/while/PadOrClipBoxList/cond_3/zeros/Const\n",
      "prefix/Postprocessor/BatchMultiClassNonMaxSuppression/map/while/PadOrClipBoxList/cond_3/zeros\n",
      "prefix/Postprocessor/BatchMultiClassNonMaxSuppression/map/while/PadOrClipBoxList/cond_3/concat/axis\n",
      "prefix/Postprocessor/BatchMultiClassNonMaxSuppression/map/while/PadOrClipBoxList/cond_3/concat\n",
      "prefix/Postprocessor/BatchMultiClassNonMaxSuppression/map/while/PadOrClipBoxList/cond_3/Merge\n",
      "prefix/Postprocessor/BatchMultiClassNonMaxSuppression/map/while/Shape\n",
      "prefix/Postprocessor/BatchMultiClassNonMaxSuppression/map/while/strided_slice/stack\n",
      "prefix/Postprocessor/BatchMultiClassNonMaxSuppression/map/while/strided_slice/stack_1\n",
      "prefix/Postprocessor/BatchMultiClassNonMaxSuppression/map/while/strided_slice/stack_2\n",
      "prefix/Postprocessor/BatchMultiClassNonMaxSuppression/map/while/strided_slice\n",
      "prefix/Postprocessor/BatchMultiClassNonMaxSuppression/map/while/TensorArrayWrite/TensorArrayWriteV3/Enter\n",
      "prefix/Postprocessor/BatchMultiClassNonMaxSuppression/map/while/TensorArrayWrite/TensorArrayWriteV3\n",
      "prefix/Postprocessor/BatchMultiClassNonMaxSuppression/map/while/TensorArrayWrite_1/TensorArrayWriteV3/Enter\n",
      "prefix/Postprocessor/BatchMultiClassNonMaxSuppression/map/while/TensorArrayWrite_1/TensorArrayWriteV3\n",
      "prefix/Postprocessor/BatchMultiClassNonMaxSuppression/map/while/TensorArrayWrite_2/TensorArrayWriteV3/Enter\n",
      "prefix/Postprocessor/BatchMultiClassNonMaxSuppression/map/while/TensorArrayWrite_2/TensorArrayWriteV3\n",
      "prefix/Postprocessor/BatchMultiClassNonMaxSuppression/map/while/TensorArrayWrite_4/TensorArrayWriteV3/Enter\n",
      "prefix/Postprocessor/BatchMultiClassNonMaxSuppression/map/while/TensorArrayWrite_4/TensorArrayWriteV3\n",
      "prefix/Postprocessor/BatchMultiClassNonMaxSuppression/map/while/add/y\n",
      "prefix/Postprocessor/BatchMultiClassNonMaxSuppression/map/while/add\n",
      "prefix/Postprocessor/BatchMultiClassNonMaxSuppression/map/while/NextIteration\n",
      "prefix/Postprocessor/BatchMultiClassNonMaxSuppression/map/while/NextIteration_1\n",
      "prefix/Postprocessor/BatchMultiClassNonMaxSuppression/map/while/NextIteration_2\n",
      "prefix/Postprocessor/BatchMultiClassNonMaxSuppression/map/while/NextIteration_3\n",
      "prefix/Postprocessor/BatchMultiClassNonMaxSuppression/map/while/NextIteration_5\n",
      "prefix/Postprocessor/BatchMultiClassNonMaxSuppression/map/while/Exit_1\n",
      "prefix/Postprocessor/BatchMultiClassNonMaxSuppression/map/while/Exit_2\n",
      "prefix/Postprocessor/BatchMultiClassNonMaxSuppression/map/while/Exit_3\n",
      "prefix/Postprocessor/BatchMultiClassNonMaxSuppression/map/while/Exit_5\n",
      "prefix/Postprocessor/BatchMultiClassNonMaxSuppression/map/TensorArrayStack/TensorArraySizeV3\n",
      "prefix/Postprocessor/BatchMultiClassNonMaxSuppression/map/TensorArrayStack/range/start\n",
      "prefix/Postprocessor/BatchMultiClassNonMaxSuppression/map/TensorArrayStack/range/delta\n",
      "prefix/Postprocessor/BatchMultiClassNonMaxSuppression/map/TensorArrayStack/range\n",
      "prefix/Postprocessor/BatchMultiClassNonMaxSuppression/map/TensorArrayStack/TensorArrayGatherV3\n",
      "prefix/Postprocessor/BatchMultiClassNonMaxSuppression/map/TensorArrayStack_1/TensorArraySizeV3\n",
      "prefix/Postprocessor/BatchMultiClassNonMaxSuppression/map/TensorArrayStack_1/range/start\n",
      "prefix/Postprocessor/BatchMultiClassNonMaxSuppression/map/TensorArrayStack_1/range/delta\n",
      "prefix/Postprocessor/BatchMultiClassNonMaxSuppression/map/TensorArrayStack_1/range\n",
      "prefix/Postprocessor/BatchMultiClassNonMaxSuppression/map/TensorArrayStack_1/TensorArrayGatherV3\n",
      "prefix/Postprocessor/BatchMultiClassNonMaxSuppression/map/TensorArrayStack_2/TensorArraySizeV3\n",
      "prefix/Postprocessor/BatchMultiClassNonMaxSuppression/map/TensorArrayStack_2/range/start\n",
      "prefix/Postprocessor/BatchMultiClassNonMaxSuppression/map/TensorArrayStack_2/range/delta\n",
      "prefix/Postprocessor/BatchMultiClassNonMaxSuppression/map/TensorArrayStack_2/range\n",
      "prefix/Postprocessor/BatchMultiClassNonMaxSuppression/map/TensorArrayStack_2/TensorArrayGatherV3\n",
      "prefix/Postprocessor/BatchMultiClassNonMaxSuppression/map/TensorArrayStack_4/TensorArraySizeV3\n",
      "prefix/Postprocessor/BatchMultiClassNonMaxSuppression/map/TensorArrayStack_4/range/start\n",
      "prefix/Postprocessor/BatchMultiClassNonMaxSuppression/map/TensorArrayStack_4/range/delta\n",
      "prefix/Postprocessor/BatchMultiClassNonMaxSuppression/map/TensorArrayStack_4/range\n",
      "prefix/Postprocessor/BatchMultiClassNonMaxSuppression/map/TensorArrayStack_4/TensorArrayGatherV3\n",
      "prefix/Postprocessor/ToFloat_3\n",
      "prefix/add/y\n",
      "prefix/add\n",
      "prefix/detection_boxes\n",
      "prefix/detection_scores\n",
      "prefix/detection_classes\n",
      "prefix/num_detections\n"
     ]
    }
   ],
   "source": [
    "import tensorflow as tf\n",
    "import os  \n",
    "\n",
    "def load_graph(frozen_graph_filename):\n",
    "    # We load the protobuf file from the disk and parse it to retrieve the \n",
    "    # unserialized graph_def\n",
    "    with tf.io.gfile.GFile(frozen_graph_filename, \"rb\") as f:\n",
    "        graph_def = tf.compat.v1.GraphDef()\n",
    "        graph_def.ParseFromString(f.read())\n",
    "\n",
    "    # Then, we import the graph_def into a new Graph and returns it \n",
    "    with tf.Graph().as_default() as graph:\n",
    "        # The name var will prefix every op/nodes in your graph\n",
    "        # Since we load everything in a new graph, this is not needed\n",
    "        tf.import_graph_def(graph_def, name=\"prefix\")\n",
    "         # print operations\n",
    "    for op in graph.get_operations():\n",
    "        print(op.name)\n",
    "#         print(dir(op))\n",
    "    return graph\n",
    "\n",
    "# load the graph pb  \n",
    "graph = load_graph('AnprModel/saved_model.pb')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "#tensorflowjs_converter --input_format=tf_frozen_mode\n",
    "# l  --output_node_names='detection_boxes,detection_scores,detection_classes,num_detections' AnprModel/saved_model.pb JsModelConvertedFromPB2/AnprModel"
   ]
  }
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