{ "cells": [ { "cell_type": "markdown", "metadata": { "id": "Tce3stUlHN0L" }, "source": [ "##### Copyright 2020 The TensorFlow IO Authors." ] }, { "cell_type": "code", "execution_count": 1, "metadata": { "cellView": "form", "execution": { "iopub.execute_input": "2021-05-25T22:20:57.855941Z", "iopub.status.busy": "2021-05-25T22:20:57.855311Z", "iopub.status.idle": "2021-05-25T22:20:57.857193Z", "shell.execute_reply": "2021-05-25T22:20:57.857556Z" }, "id": "tuOe1ymfHZPu" }, "outputs": [], "source": [ "#@title Licensed under the Apache License, Version 2.0 (the \"License\");\n", "# you may not use this file except in compliance with the License.\n", "# You may obtain a copy of the License at\n", "#\n", "# https://www.apache.org/licenses/LICENSE-2.0\n", "#\n", "# Unless required by applicable law or agreed to in writing, software\n", "# distributed under the License is distributed on an \"AS IS\" BASIS,\n", "# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.\n", "# See the License for the specific language governing permissions and\n", "# limitations under the License." ] }, { "cell_type": "markdown", "metadata": { "id": "qFdPvlXBOdUN" }, "source": [ "# Audio Data Preparation and Augmentation" ] }, { "cell_type": "markdown", "metadata": { "id": "MfBg1C5NB3X0" }, "source": [ "\n", " \n", " \n", " \n", " \n", "
\n", " View on TensorFlow.org\n", " \n", " Run in Google Colab\n", " \n", " View source on GitHub\n", " \n", " Download notebook\n", "
" ] }, { "cell_type": "markdown", "metadata": { "id": "xHxb-dlhMIzW" }, "source": [ "## Overview\n", "\n", "One of the biggest challanges in Automatic Speech Recognition is the preparation and augmentation of audio data. Audio data analysis could be in time or frequency domain, which adds additional complex compared with other data sources such as images.\n", "\n", "As a part of the TensorFlow ecosystem, `tensorflow-io` package provides quite a few useful audio-related APIs that helps easing the preparation and augmentation of audio data." ] }, { "cell_type": "markdown", "metadata": { "id": "MUXex9ctTuDB" }, "source": [ "## Setup" ] }, { "cell_type": "markdown", "metadata": { "id": "upgCc3gXybsA" }, "source": [ "### Install required Packages, and restart runtime" ] }, { "cell_type": "code", "execution_count": 2, "metadata": { "execution": { "iopub.execute_input": "2021-05-25T22:20:57.865524Z", "iopub.status.busy": "2021-05-25T22:20:57.864904Z", "iopub.status.idle": "2021-05-25T22:21:00.702521Z", "shell.execute_reply": "2021-05-25T22:21:00.701909Z" }, "id": "uUDYyMZRfkX4" }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Collecting tensorflow-io\r\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " Using cached tensorflow_io-0.18.0-cp37-cp37m-manylinux_2_12_x86_64.manylinux2010_x86_64.whl (24.1 MB)\r\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Collecting tensorflow-io-gcs-filesystem==0.18.0\r\n", " Using cached tensorflow_io_gcs_filesystem-0.18.0-cp37-cp37m-manylinux_2_12_x86_64.manylinux2010_x86_64.whl (2.5 MB)\r\n", "Requirement already satisfied: tensorflow<2.6.0,>=2.5.0 in /tmpfs/src/tf_docs_env/lib/python3.7/site-packages (from tensorflow-io) (2.5.0)\r\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Requirement already satisfied: h5py~=3.1.0 in /tmpfs/src/tf_docs_env/lib/python3.7/site-packages (from tensorflow<2.6.0,>=2.5.0->tensorflow-io) (3.1.0)\r\n", "Requirement already satisfied: six~=1.15.0 in /tmpfs/src/tf_docs_env/lib/python3.7/site-packages (from tensorflow<2.6.0,>=2.5.0->tensorflow-io) (1.15.0)\r\n", "Requirement already satisfied: flatbuffers~=1.12.0 in 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/home/kbuilder/.local/lib/python3.7/site-packages (from importlib-metadata->markdown>=2.6.8->tensorboard~=2.5->tensorflow<2.6.0,>=2.5.0->tensorflow-io) (3.4.1)\r\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Installing collected packages: tensorflow-io-gcs-filesystem, tensorflow-io\r\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Successfully installed tensorflow-io-0.18.0 tensorflow-io-gcs-filesystem-0.18.0\r\n" ] } ], "source": [ "!pip install tensorflow-io" ] }, { "cell_type": "markdown", "metadata": { "id": "J0ZKhA6s0Pjp" }, "source": [ "## Usage" ] }, { "cell_type": "markdown", "metadata": { "id": "yZmI7l_GykcW" }, "source": [ "### Read an Audio File\n", "\n", "In TensorFlow IO, class `tfio.audio.AudioIOTensor` allows you to read an audio file into a lazy-loaded `IOTensor`:" ] }, { "cell_type": "code", "execution_count": 3, "metadata": { "execution": { "iopub.execute_input": "2021-05-25T22:21:00.707454Z", "iopub.status.busy": "2021-05-25T22:21:00.706841Z", "iopub.status.idle": "2021-05-25T22:21:03.320569Z", "shell.execute_reply": "2021-05-25T22:21:03.320044Z" }, "id": "nS3eTBvjt-O5" }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ ", rate=16000>\n" ] } ], "source": [ "import tensorflow as tf\n", "import tensorflow_io as tfio\n", "\n", "audio = tfio.audio.AudioIOTensor('gs://cloud-samples-tests/speech/brooklyn.flac')\n", "\n", "print(audio)" ] }, { "cell_type": "markdown", "metadata": { "id": "z9GCyPWNuOm7" }, "source": [ "In the above example, the Flac file `brooklyn.flac` is from a publicly accessible audio clip in [google cloud](https://cloud.google.com/speech-to-text/docs/quickstart-gcloud).\n", "\n", "The GCS address `gs://cloud-samples-tests/speech/brooklyn.flac` are used directly because GCS is a supported file system in TensorFlow. In addition to `Flac` format, `WAV`, `Ogg`, `MP3`, and `MP4A` are also supported by `AudioIOTensor` with automatic file format detection.\n", "\n", "`AudioIOTensor` is lazy-loaded so only shape, dtype, and sample rate are shown initially. The shape of the `AudioIOTensor` is represented as `[samples, channels]`, which means the audio clip you loaded is mono channel with `28979` samples in `int16`." ] }, { "cell_type": "markdown", "metadata": { "id": "IF_kYz_o2DH4" }, "source": [ "The content of the audio clip will only be read as needed, either by converting `AudioIOTensor` to `Tensor` through `to_tensor()`, or though slicing. Slicing is especially useful when only a small portion of a large audio clip is needed:" ] }, { "cell_type": "code", "execution_count": 4, "metadata": { "execution": { "iopub.execute_input": "2021-05-25T22:21:03.325985Z", "iopub.status.busy": "2021-05-25T22:21:03.325419Z", "iopub.status.idle": "2021-05-25T22:21:03.329154Z", "shell.execute_reply": "2021-05-25T22:21:03.329516Z" }, "id": "wtM_ixN724xb" }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "tf.Tensor([16 39 66 ... 56 81 83], shape=(28879,), dtype=int16)\n" ] } ], "source": [ "audio_slice = audio[100:]\n", "\n", "# remove last dimension\n", "audio_tensor = tf.squeeze(audio_slice, axis=[-1])\n", "\n", "print(audio_tensor)" ] }, { "cell_type": "markdown", "metadata": { "id": "IGnbXuVnSo8T" }, "source": [ "The audio can be played through:" ] }, { "cell_type": "code", "execution_count": 5, "metadata": { "execution": { "iopub.execute_input": "2021-05-25T22:21:03.333795Z", "iopub.status.busy": "2021-05-25T22:21:03.333213Z", "iopub.status.idle": "2021-05-25T22:21:03.367810Z", "shell.execute_reply": "2021-05-25T22:21:03.368176Z" }, "id": "0rLbVxuFSvVO" }, "outputs": [ { "data": { "text/html": [ "\n", " \n", " " ], "text/plain": [ "" ] }, "execution_count": 1, "metadata": {}, "output_type": "execute_result" } ], "source": [ "from IPython.display import Audio\n", "\n", "Audio(audio_tensor.numpy(), rate=audio.rate.numpy())" ] }, { "cell_type": "markdown", "metadata": { "id": "fmt4cn304IbG" }, "source": [ "It is more convinient to convert tensor into float numbers and show the audio clip in graph:" ] }, { "cell_type": "code", "execution_count": 6, "metadata": { "execution": { "iopub.execute_input": "2021-05-25T22:21:03.372680Z", "iopub.status.busy": "2021-05-25T22:21:03.372007Z", "iopub.status.idle": "2021-05-25T22:21:03.746442Z", "shell.execute_reply": "2021-05-25T22:21:03.745927Z" }, "id": "ZpwajOeR4UMU" }, "outputs": [ { "data": { "text/plain": [ "[]" ] }, "execution_count": 1, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "import matplotlib.pyplot as plt\n", "\n", "\n", "tensor = tf.cast(audio_tensor, tf.float32) / 32768.0\n", "\n", "plt.figure()\n", "plt.plot(tensor.numpy())" ] }, { "cell_type": "markdown", "metadata": { "id": "86qE8BPl5rcA" }, "source": [ "### Trim the noise\n", "\n", "Sometimes it makes sense to trim the noise from the audio, which could be done through API `tfio.audio.trim`. Returned from the API is a pair of `[start, stop]` position of the segement:" ] }, { "cell_type": "code", "execution_count": 7, "metadata": { "execution": { "iopub.execute_input": "2021-05-25T22:21:03.751554Z", "iopub.status.busy": "2021-05-25T22:21:03.750909Z", "iopub.status.idle": "2021-05-25T22:21:03.867392Z", "shell.execute_reply": "2021-05-25T22:21:03.867840Z" }, "id": "eEa0Z5U26Ep3" }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "tf.Tensor([ 2398 23546], shape=(2,), dtype=int64)\n", "tf.Tensor(2398, shape=(), dtype=int64) tf.Tensor(23546, shape=(), dtype=int64)\n" ] }, { "data": { "text/plain": [ "[]" ] }, "execution_count": 1, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "position = tfio.audio.trim(tensor, axis=0, epsilon=0.1)\n", "print(position)\n", "\n", "start = position[0]\n", "stop = position[1]\n", "print(start, stop)\n", "\n", "processed = tensor[start:stop]\n", "\n", "plt.figure()\n", "plt.plot(processed.numpy())" ] }, { "cell_type": "markdown", "metadata": { "id": "ineBzDeu-lTh" }, "source": [ "### Fade In and Fade Out\n", "\n", "One useful audio engineering technique is fade, which gradually increases or decreases audio signals. This can be done through `tfio.audio.fade`. `tfio.audio.fade` supports different shapes of fades such as `linear`, `logarithmic`, or `exponential`:" ] }, { "cell_type": "code", "execution_count": 8, "metadata": { "execution": { "iopub.execute_input": "2021-05-25T22:21:03.872325Z", "iopub.status.busy": "2021-05-25T22:21:03.871660Z", "iopub.status.idle": "2021-05-25T22:21:03.990828Z", "shell.execute_reply": "2021-05-25T22:21:03.991273Z" }, "id": "LfZo0XaaAaeM" }, "outputs": [ { "data": { "text/plain": [ "[]" ] }, "execution_count": 1, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "fade = tfio.audio.fade(\n", " processed, fade_in=1000, fade_out=2000, mode=\"logarithmic\")\n", "\n", "plt.figure()\n", "plt.plot(fade.numpy())" ] }, { "cell_type": "markdown", "metadata": { "id": "7rhLvOSZB0k0" }, "source": [ "### Spectrogram\n", "\n", "Advanced audio processing often works on frequency changes over time. In `tensorflow-io` a waveform can be converted to spectrogram through `tfio.audio.spectrogram`:" ] }, { "cell_type": "code", "execution_count": 9, "metadata": { "execution": { "iopub.execute_input": "2021-05-25T22:21:03.996840Z", "iopub.status.busy": "2021-05-25T22:21:03.996237Z", "iopub.status.idle": "2021-05-25T22:21:04.135028Z", "shell.execute_reply": "2021-05-25T22:21:04.135437Z" }, "id": "UyFMBK-LDDnN" }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 1, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# Convert to spectrogram\n", "spectrogram = tfio.audio.spectrogram(\n", " fade, nfft=512, window=512, stride=256)\n", "\n", "plt.figure()\n", "plt.imshow(tf.math.log(spectrogram).numpy())" ] }, { "cell_type": "markdown", "metadata": { "id": "pZ92HnbJGHBS" }, "source": [ "Additional transformation to different scales are also possible:" ] }, { "cell_type": "code", "execution_count": 10, "metadata": { "execution": { "iopub.execute_input": "2021-05-25T22:21:04.141468Z", "iopub.status.busy": "2021-05-25T22:21:04.140730Z", "iopub.status.idle": "2021-05-25T22:21:04.521079Z", "shell.execute_reply": "2021-05-25T22:21:04.521531Z" }, "id": "ZgyedQdxGM2y" }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 1, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# Convert to mel-spectrogram\n", "mel_spectrogram = tfio.audio.melscale(\n", " spectrogram, rate=16000, mels=128, fmin=0, fmax=8000)\n", "\n", "\n", "plt.figure()\n", "plt.imshow(tf.math.log(mel_spectrogram).numpy())\n", "\n", "# Convert to db scale mel-spectrogram\n", "dbscale_mel_spectrogram = tfio.audio.dbscale(\n", " mel_spectrogram, top_db=80)\n", "\n", "plt.figure()\n", "plt.imshow(dbscale_mel_spectrogram.numpy())" ] }, { "cell_type": "markdown", "metadata": { "id": "nXd776xNIr_I" }, "source": [ "### SpecAugment\n", "\n", "In addition to the above mentioned data preparation and augmentation APIs, `tensorflow-io` package also provides advanced spectrogram augmentations, most notably Frequency and Time Masking discussed in [SpecAugment: A Simple Data Augmentation Method for Automatic Speech Recognition (Park et al., 2019)](https://arxiv.org/pdf/1904.08779.pdf)." ] }, { "cell_type": "markdown", "metadata": { "id": "dajm7k-2J5l7" }, "source": [ "#### Frequency Masking\n", "\n", "In frequency masking, frequency channels `[f0, f0 + f)` are masked where `f` is chosen from a uniform distribution from `0` to the frequency mask parameter `F`, and `f0` is chosen from `(0, ν − f)` where `ν` is the number of frequency channels." ] }, { "cell_type": "code", "execution_count": 11, "metadata": { "execution": { "iopub.execute_input": "2021-05-25T22:21:04.526432Z", "iopub.status.busy": "2021-05-25T22:21:04.525827Z", "iopub.status.idle": "2021-05-25T22:21:04.695911Z", "shell.execute_reply": "2021-05-25T22:21:04.696322Z" }, "id": "kLEdfkkoK27A" }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 1, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# Freq masking\n", "freq_mask = tfio.audio.freq_mask(dbscale_mel_spectrogram, param=10)\n", "\n", "plt.figure()\n", "plt.imshow(freq_mask.numpy())" ] }, { "cell_type": "markdown", "metadata": { "id": "_luycpCWLe5l" }, "source": [ "#### Time Masking\n", "\n", "In time masking, `t` consecutive time steps `[t0, t0 + t)` are masked where `t` is chosen from a uniform distribution from `0` to the time mask parameter `T`, and `t0` is chosen from `[0, τ − t)` where `τ` is the time steps." ] }, { "cell_type": "code", "execution_count": 12, "metadata": { "execution": { "iopub.execute_input": "2021-05-25T22:21:04.701290Z", "iopub.status.busy": "2021-05-25T22:21:04.700643Z", "iopub.status.idle": "2021-05-25T22:21:04.865882Z", "shell.execute_reply": "2021-05-25T22:21:04.866275Z" }, "id": "G1ie8J3wMMEI" }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 1, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# Time masking\n", "time_mask = tfio.audio.time_mask(dbscale_mel_spectrogram, param=10)\n", "\n", "plt.figure()\n", "plt.imshow(time_mask.numpy())" ] } ], "metadata": { "colab": { "collapsed_sections": [ "Tce3stUlHN0L" ], "name": "audio.ipynb", "toc_visible": true }, "kernelspec": { "display_name": "Python 3", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.7.5" } }, "nbformat": 4, "nbformat_minor": 0 }