mobileNet/音频分类/speech-commands/training/browser-fft/tflite_conversion.ipynb

{
  "cells": [
    {
      "cell_type": "markdown",
      "metadata": {},
      "source": [
        "# Converting a TensorFlow.js Speech-Commands Model to Python and TFLite formats\n",
        "\n",
        "This notebook showcases how to convert a [TensorFlow.js (TF.js) Speech Commands model](https://www.npmjs.com/package/@tensorflow-models/speech-commands) to the Python (`tensorflow.keras`) and  [TFLite](https://www.tensorflow.org/lite) formats. The TFLite format enables the model to be deployed to mobile enviroments such as Android phones.\n",
        "\n",
        "The technique outlined in this notebook are applicable to:\n",
        "- the original Speech Commands models (including the 18w and directional4w) variants,\n",
        "- transfer-learned models based on the original models, which can be trained and exported from [Teachable Machine's Audio Project](https://teachablemachine.withgoogle.com/train/audio)"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {},
      "source": [
        "First, install the required `tensorflow` and `tensorflowjs` Python packages."
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "scrolled": false
      },
      "outputs": [],
      "source": [
        "# We need scipy for .wav file IO.\n",
        "!pip install tensorflowjs==2.1.0 scipy==1.4.1\n",
        "# TensorFlow 2.3.0 is required due to https://github.com/tensorflow/tensorflow/issues/38135\n",
        "# TODO: Switch to 2.3.0 final release when it comes out.\n",
        "!pip install tensorflow-cpu==2.3.0"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {},
      "source": [
        "Below we download the files of the original or transfer-learned TF.js Speech Commands model. \n",
        "The code example here downloads the original model. But the approach is the same for a transfer-learned model downloaded from Teachable Machine, except that the files may come in as a ZIP archive in the case of Teachable Machine and hence requires unzippping."
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 1,
      "metadata": {},
      "outputs": [],
      "source": [
        "!mkdir -p /tmp/tfjs-sc-model\n",
        "!curl -o /tmp/tfjs-sc-model/metadata.json -fsSL https://storage.googleapis.com/tfjs-models/tfjs/speech-commands/v0.3/browser_fft/18w/metadata.json\n",
        "!curl -o /tmp/tfjs-sc-model/model.json -fsSL https://storage.googleapis.com/tfjs-models/tfjs/speech-commands/v0.3/browser_fft/18w/model.json\n",
        "!curl -o /tmp/tfjs-sc-model/group1-shard1of2 -fSsL https://storage.googleapis.com/tfjs-models/tfjs/speech-commands/v0.3/browser_fft/18w/group1-shard1of2\n",
        "!curl -o /tmp/tfjs-sc-model/group1-shard2of2 -fsSL https://storage.googleapis.com/tfjs-models/tfjs/speech-commands/v0.3/browser_fft/18w/group1-shard2of2"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 2,
      "metadata": {},
      "outputs": [],
      "source": [
        "import json\n",
        "\n",
        "import tensorflow as tf\n",
        "import tensorflowjs as tfjs"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 3,
      "metadata": {},
      "outputs": [],
      "source": [
        "# Specify the path to the TensorFlow.js Speech Commands model,\n",
        "# either original or transfer-learned on https://teachablemachine.withgoogle.com/)\n",
        "tfjs_model_json_path = '/tmp/tfjs-sc-model/model.json'\n",
        "\n",
        "# This is the main classifier model.\n",
        "model = tfjs.converters.load_keras_model(tfjs_model_json_path)"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {},
      "source": [
        "As a required step, we download the audio preprocessing layer that replicates\n",
        "[WebAudio](https://developer.mozilla.org/en-US/docs/Web/API/Web_Audio_API)'s\n",
        "[Fourier transform](https://en.wikipedia.org/wiki/Fast_Fourier_transform) for\n",
        "non-browser environments such as Android phones."
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 4,
      "metadata": {},
      "outputs": [
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "./sc_preproc_model/\r\n",
            "./sc_preproc_model/assets/\r\n",
            "./sc_preproc_model/variables/\r\n",
            "./sc_preproc_model/variables/variables.data-00000-of-00001\r\n",
            "./sc_preproc_model/variables/variables.index\r\n",
            "./sc_preproc_model/saved_model.pb\r\n"
          ]
        }
      ],
      "source": [
        "!curl -o /tmp/tfjs-sc-model/sc_preproc_model.tar.gz -fSsL https://storage.googleapis.com/tfjs-models/tfjs/speech-commands/conversion/sc_preproc_model.tar.gz\n",
        "!cd /tmp/tfjs-sc-model && tar xzvf ./sc_preproc_model.tar.gz"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 5,
      "metadata": {},
      "outputs": [
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "WARNING:tensorflow:No training configuration found in save file, so the model was *not* compiled. Compile it manually.\n",
            "Model: \"audio_preproc\"\n",
            "_________________________________________________________________\n",
            "Layer (type)                 Output Shape              Param #   \n",
            "=================================================================\n",
            "audio_preprocessing_layer (A (None, None, None, 1)     2048      \n",
            "=================================================================\n",
            "Total params: 2,048\n",
            "Trainable params: 0\n",
            "Non-trainable params: 2,048\n",
            "_________________________________________________________________\n",
            "Input audio length = 44032\n"
          ]
        }
      ],
      "source": [
        "# Load the preprocessing layer (wrapped in a tf.keras Model).\n",
        "preproc_model_path = '/tmp/tfjs-sc-model/sc_preproc_model'\n",
        "preproc_model = tf.keras.models.load_model(preproc_model_path)\n",
        "preproc_model.summary()\n",
        "\n",
        "# From the input_shape of the preproc_model, we can determine the\n",
        "# required length of the input audio snippet.\n",
        "input_length = preproc_model.input_shape[-1]\n",
        "print(\"Input audio length = %d\" % input_length)"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 6,
      "metadata": {
        "scrolled": true
      },
      "outputs": [
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "Model: \"combined_model\"\n",
            "_________________________________________________________________\n",
            "Layer (type)                 Output Shape              Param #   \n",
            "=================================================================\n",
            "audio_preproc (Sequential)   (None, None, None, 1)     2048      \n",
            "_________________________________________________________________\n",
            "sequential (Sequential)      (None, 20)                1468684   \n",
            "=================================================================\n",
            "Total params: 1,470,732\n",
            "Trainable params: 1,468,684\n",
            "Non-trainable params: 2,048\n",
            "_________________________________________________________________\n"
          ]
        }
      ],
      "source": [
        "# Construct the new non-browser model by combining the preprocessing\n",
        "# layer with the main classifier model.\n",
        "\n",
        "combined_model = tf.keras.Sequential(name='combined_model')\n",
        "combined_model.add(preproc_model)\n",
        "combined_model.add(model)\n",
        "combined_model.build([None, input_length])\n",
        "combined_model.summary()"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {},
      "source": [
        "In order to quickly test that the converted model works, let's download a sample .wav file."
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 7,
      "metadata": {},
      "outputs": [],
      "source": [
        "!curl -o /tmp/tfjs-sc-model/audio_sample_one_male_adult.wav -fSsL https://storage.googleapis.com/tfjs-models/tfjs/speech-commands/conversion/audio_sample_one_male_adult.wav"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 8,
      "metadata": {},
      "outputs": [
        {
          "data": {
            "text/html": [
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\" type=\"audio/x-wav\" />\n",
              "                    Your browser does not support the audio element.\n",
              "                </audio>\n",
              "              "
            ],
            "text/plain": [
              "<IPython.lib.display.Audio object>"
            ]
          },
          "execution_count": 8,
          "metadata": {},
          "output_type": "execute_result"
        }
      ],
      "source": [
        "# Listen to the audio sample.\n",
        "wav_file_path = '/tmp/tfjs-sc-model/audio_sample_one_male_adult.wav'\n",
        "import IPython.display as ipd\n",
        "ipd.Audio(wav_file_path)  # Play the .wav file."
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 9,
      "metadata": {},
      "outputs": [],
      "source": [
        "# Read the wav file and truncate it to the an input length\n",
        "# suitable for the model.\n",
        "from scipy.io import wavfile\n",
        "\n",
        "# fs: sample rate in Hz; xs: the audio PCM samples.\n",
        "fs, xs = wavfile.read(wav_file_path)\n",
        "\n",
        "if len(xs) >= input_length:\n",
        "    xs = xs[:input_length]\n",
        "else:\n",
        "    raise ValueError(\"Audio from .wav file is too short\")"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 10,
      "metadata": {},
      "outputs": [
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "top-5 class probabilities:\n",
            "                 one: 1.0000e+00\n",
            "                nine: 5.0455e-19\n",
            "           _unknown_: 1.0553e-20\n",
            "                down: 4.0031e-26\n",
            "                  no: 3.8358e-26\n"
          ]
        }
      ],
      "source": [
        "# Try running some examples through the combined model.\n",
        "input_tensor = tf.constant(xs, shape=(1, input_length), dtype=tf.float32) / 32768.0\n",
        "# The model outputs the probabilties for the classes (`probs`).\n",
        "probs = combined_model.predict(input_tensor)\n",
        "\n",
        "# Read class labels of the model.\n",
        "metadata_json_path = '/tmp/tfjs-sc-model/metadata.json'\n",
        "\n",
        "with open(metadata_json_path, 'r') as f:\n",
        "    metadata = json.load(f)\n",
        "    class_labels = metadata[\"words\"]\n",
        "\n",
        "# Get sorted probabilities and their corresponding class labels.\n",
        "probs_and_labels = list(zip(probs[0].tolist(), class_labels))\n",
        "# Sort the probabilities in descending order.\n",
        "probs_and_labels = sorted(probs_and_labels, key=lambda x: -x[0])\n",
        "probs_and_labels\n",
        "# len(probs_and_labels)\n",
        "\n",
        "# Print the top-5 labels:\n",
        "print('top-5 class probabilities:')\n",
        "for i in range(5):\n",
        "    prob, label = probs_and_labels[i]\n",
        "    print('%20s: %.4e' % (label, prob))"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 11,
      "metadata": {},
      "outputs": [
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "WARNING:tensorflow:From /usr/local/google/home/cais/venv_tfjs/lib/python3.7/site-packages/tensorflow/python/training/tracking/tracking.py:111: Model.state_updates (from tensorflow.python.keras.engine.training) is deprecated and will be removed in a future version.\n",
            "Instructions for updating:\n",
            "This property should not be used in TensorFlow 2.0, as updates are applied automatically.\n",
            "WARNING:tensorflow:From /usr/local/google/home/cais/venv_tfjs/lib/python3.7/site-packages/tensorflow/python/training/tracking/tracking.py:111: Layer.updates (from tensorflow.python.keras.engine.base_layer) is deprecated and will be removed in a future version.\n",
            "Instructions for updating:\n",
            "This property should not be used in TensorFlow 2.0, as updates are applied automatically.\n",
            "INFO:tensorflow:Assets written to: /tmp/tmplb12fskv/assets\n",
            "Saved tflite file at: /tmp/tfjs-sc-model/combined_model.tflite\n"
          ]
        }
      ],
      "source": [
        "# Save the model as a tflite file.\n",
        "tflite_output_path = '/tmp/tfjs-sc-model/combined_model.tflite'\n",
        "converter = tf.lite.TFLiteConverter.from_keras_model(combined_model)\n",
        "converter.target_spec.supported_ops = [\n",
        "    tf.lite.OpsSet.TFLITE_BUILTINS, tf.lite.OpsSet.SELECT_TF_OPS\n",
        "]\n",
        "with open(tflite_output_path, 'wb') as f:\n",
        "    f.write(converter.convert())\n",
        "print(\"Saved tflite file at: %s\" % tflite_output_path)"
      ]
    }
  ],
  "metadata": {
    "colab": {
      "name": "tflite_conversion.ipynb",
      "provenance": [],
      "toc_visible": true
    },
    "kernelspec": {
      "display_name": "Python 3",
      "language": "python",
      "name": "python3"
    }
  },
  "nbformat": 4,
  "nbformat_minor": 0
}