{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Reading and Writing Audio Files with the `soundfile` module\n", "\n", "[back to overview page](index.ipynb)\n", "\n", "There are many libraries for handling audio files with Python (see [overview page](index.ipynb)), but the best one is probably the [soundfile](http://github.com/bastibe/SoundFile) module.\n", "\n", "Full documentation including installation instructions is available at http://pysoundfile.readthedocs.org/.\n", "\n", "Advantages: \n", "\n", "* supports many file formats (thanks to libsndfile)\n", " * WAV, OGG, FLAC and many more\n", " * see [bottom of this notebook](#Available-Formats) for full list of supported formats\n", "* supports 24-bit PCM and 32-bit floating point WAV files\n", "* WAVEX support\n", "* can read parts of audio files\n", "* automatic type conversion and normalization\n", "* works in CPython 2.x and 3.x and in PyPy as well\n", "* provides audio data as NumPy arrays by default, but it can also work with plain Python buffer objects if NumPy is not available\n", "\n", "Disadvantages:\n", "\n", "* no MP3 support\n", "\n", "Installation:\n", "\n", " python3 -m pip install soundfile" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Reading\n", "\n", "This is the quickest way to load a WAV file into a NumPy array (using [soundfile.read()](http://pysoundfile.readthedocs.org/#soundfile.read)):" ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "import soundfile as sf\n", "sig, samplerate = sf.read('data/test_wav_pcm16.wav')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "That's all. Easy, isn't it?\n", "\n", "But let's have a closer look ...\n", "\n", "The test file is not a very typical file, because it only has 15 frames but it has 7 channels:" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(15, 7)" ] }, "execution_count": 2, "metadata": {}, "output_type": "execute_result" } ], "source": [ "sig.shape" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "44100" ] }, "execution_count": 3, "metadata": {}, "output_type": "execute_result" } ], "source": [ "samplerate" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Let's check the contents of the file by plotting thw audio waveform:" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [], "source": [ "import matplotlib.pyplot as plt" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "plt.plot(sig);" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Looking good!\n", "\n", "In most cases [soundfile.read()](http://pysoundfile.readthedocs.org/#soundfile.read) is all you need, but for some advanced use cases, you might want to use a [soundfile.SoundFile](http://pysoundfile.readthedocs.org/#soundfile.SoundFile) object instead:" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [], "source": [ "f = sf.SoundFile('data/test_wav_pcm16.wav')" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(15, 7, 44100)" ] }, "execution_count": 7, "metadata": {}, "output_type": "execute_result" } ], "source": [ "len(f), f.channels, f.samplerate" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "('WAV', 'PCM_16', 'FILE')" ] }, "execution_count": 8, "metadata": {}, "output_type": "execute_result" } ], "source": [ "f.format, f.subtype, f.endian" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(15, 7)" ] }, "execution_count": 9, "metadata": {}, "output_type": "execute_result" } ], "source": [ "test = f.read()\n", "test.shape" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "plt.plot(test);" ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "True" ] }, "execution_count": 11, "metadata": {}, "output_type": "execute_result" } ], "source": [ "(test == sig).all()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "As you can see, you get the same data as with `sf.read()`." ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [], "source": [ "# TODO: read mono file\n", "# mono data is by default returned as one-dimensional NumPy array,\n", "# this can be changed with always_2d=True" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "24-bit files work:" ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "sig, samplerate = sf.read('data/test_wav_pcm24.wav')\n", "plt.plot(sig);" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "WAVEX is supported:" ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "sig, samplerate = sf.read('data/test_wavex_pcm16.wav')\n", "plt.plot(sig);" ] }, { "cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "sig, samplerate = sf.read('data/test_wavex_pcm24.wav')\n", "plt.plot(sig);" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "32-bit float files work:" ] }, { "cell_type": "code", "execution_count": 16, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "sig, samplerate = sf.read('data/test_wav_float32.wav')\n", "plt.plot(sig);" ] }, { "cell_type": "code", "execution_count": 17, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "sig, samplerate = sf.read('data/test_wavex_float32.wav')\n", "plt.plot(sig);" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Writing\n", "\n", "Writing audio data to a file (using [soundfile.write()](http://pysoundfile.readthedocs.org/#soundfile.write)) is as simple as reading from a file:" ] }, { "cell_type": "code", "execution_count": 18, "metadata": {}, "outputs": [], "source": [ "sf.write('my_pcm16_file.wav', sig, samplerate)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Let's check if this file has really been written:" ] }, { "cell_type": "code", "execution_count": 19, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "========================================\n", "File : my_pcm16_file.wav\n", "Length : 254\n", "RIFF : 246\n", "WAVE\n", "fmt : 16\n", " Format : 0x1 => WAVE_FORMAT_PCM\n", " Channels : 7\n", " Sample Rate : 44100\n", " Block Align : 14\n", " Bit Width : 16\n", " Bytes/sec : 617400\n", "data : 210\n", "End\n", "\n", "----------------------------------------\n", "Sample Rate : 44100\n", "Frames : 15\n", "Channels : 7\n", "Format : 0x00010002\n", "Sections : 1\n", "Seekable : TRUE\n", "Duration : 00:00:00.000\n", "Signal Max : 32768 (0.00 dB)\n", "\n" ] } ], "source": [ "!sndfile-info my_pcm16_file.wav" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Note that by default, WAV files are written as 16-bit fixed point data (a.k.a. `'PCM_16'`).\n", "You can find the default setting for each file format with [soundfile.default_subtype()](http://pysoundfile.readthedocs.org/#soundfile.default_subtype):" ] }, { "cell_type": "code", "execution_count": 20, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "'PCM_16'" ] }, "execution_count": 20, "metadata": {}, "output_type": "execute_result" } ], "source": [ "sf.default_subtype('WAV')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "If you want to save your file with a better quality setting (especially if you want to do further processing later), you can, for example, use the 32-bit floating point format:" ] }, { "cell_type": "code", "execution_count": 21, "metadata": {}, "outputs": [], "source": [ "sf.write('my_float_file.wav', sig, samplerate, subtype='FLOAT')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Let's check if this worked:" ] }, { "cell_type": "code", "execution_count": 22, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "========================================\n", "File : my_float_file.wav\n", "Length : 548\n", "RIFF : 540\n", "WAVE\n", "fmt : 16\n", " Format : 0x3 => WAVE_FORMAT_IEEE_FLOAT\n", " Channels : 7\n", " Sample Rate : 44100\n", " Block Align : 28\n", " Bit Width : 32\n", " Bytes/sec : 1234800\n", "fact : 4\n", " frames : 15\n", "PEAK : 64\n", " version : 1\n", " time stamp : 1563987295\n", " Ch Position Value\n", " 0 0 1\n", " 1 0 0.857143\n", " 2 0 0.714286\n", " 3 0 0.571429\n", " 4 0 0.428571\n", " 5 0 0.285714\n", " 6 0 0.142857\n", "data : 420\n", "End\n", "\n", "----------------------------------------\n", "Sample Rate : 44100\n", "Frames : 15\n", "Channels : 7\n", "Format : 0x00010006\n", "Sections : 1\n", "Seekable : TRUE\n", "Duration : 00:00:00.000\n", "Signal Max : 1 (0.00 dB)\n", "\n" ] } ], "source": [ "!sndfile-info my_float_file.wav" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "You can get all available subtypes for a given format with [soundfile.available_subtypes()](http://pysoundfile.readthedocs.org/#soundfile.available_subtypes):" ] }, { "cell_type": "code", "execution_count": 23, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "{'PCM_16': 'Signed 16 bit PCM',\n", " 'PCM_24': 'Signed 24 bit PCM',\n", " 'PCM_32': 'Signed 32 bit PCM',\n", " 'PCM_U8': 'Unsigned 8 bit PCM',\n", " 'FLOAT': '32 bit float',\n", " 'DOUBLE': '64 bit float',\n", " 'ULAW': 'U-Law',\n", " 'ALAW': 'A-Law',\n", " 'IMA_ADPCM': 'IMA ADPCM',\n", " 'MS_ADPCM': 'Microsoft ADPCM',\n", " 'GSM610': 'GSM 6.10',\n", " 'G721_32': '32kbs G721 ADPCM'}" ] }, "execution_count": 23, "metadata": {}, "output_type": "execute_result" } ], "source": [ "sf.available_subtypes('WAV')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Available Formats\n", "\n", "You can get all available formats with [soundfile.available_formats()](http://pysoundfile.readthedocs.org/#soundfile.available_formats):" ] }, { "cell_type": "code", "execution_count": 24, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "{'AIFF': 'AIFF (Apple/SGI)',\n", " 'AU': 'AU (Sun/NeXT)',\n", " 'AVR': 'AVR (Audio Visual Research)',\n", " 'CAF': 'CAF (Apple Core Audio File)',\n", " 'FLAC': 'FLAC (Free Lossless Audio Codec)',\n", " 'HTK': 'HTK (HMM Tool Kit)',\n", " 'SVX': 'IFF (Amiga IFF/SVX8/SV16)',\n", " 'MAT4': 'MAT4 (GNU Octave 2.0 / Matlab 4.2)',\n", " 'MAT5': 'MAT5 (GNU Octave 2.1 / Matlab 5.0)',\n", " 'MPC2K': 'MPC (Akai MPC 2k)',\n", " 'OGG': 'OGG (OGG Container format)',\n", " 'PAF': 'PAF (Ensoniq PARIS)',\n", " 'PVF': 'PVF (Portable Voice Format)',\n", " 'RAW': 'RAW (header-less)',\n", " 'RF64': 'RF64 (RIFF 64)',\n", " 'SD2': 'SD2 (Sound Designer II)',\n", " 'SDS': 'SDS (Midi Sample Dump Standard)',\n", " 'IRCAM': 'SF (Berkeley/IRCAM/CARL)',\n", " 'VOC': 'VOC (Creative Labs)',\n", " 'W64': 'W64 (SoundFoundry WAVE 64)',\n", " 'WAV': 'WAV (Microsoft)',\n", " 'NIST': 'WAV (NIST Sphere)',\n", " 'WAVEX': 'WAVEX (Microsoft)',\n", " 'WVE': 'WVE (Psion Series 3)',\n", " 'XI': 'XI (FastTracker 2)'}" ] }, "execution_count": 24, "metadata": {}, "output_type": "execute_result" } ], "source": [ "sf.available_formats()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "... and all available subtypes with [soundfile.available_subtypes()](http://pysoundfile.readthedocs.org/#soundfile.available_subtypes):" ] }, { "cell_type": "code", "execution_count": 25, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "{'PCM_S8': 'Signed 8 bit PCM',\n", " 'PCM_16': 'Signed 16 bit PCM',\n", " 'PCM_24': 'Signed 24 bit PCM',\n", " 'PCM_32': 'Signed 32 bit PCM',\n", " 'PCM_U8': 'Unsigned 8 bit PCM',\n", " 'FLOAT': '32 bit float',\n", " 'DOUBLE': '64 bit float',\n", " 'ULAW': 'U-Law',\n", " 'ALAW': 'A-Law',\n", " 'IMA_ADPCM': 'IMA ADPCM',\n", " 'MS_ADPCM': 'Microsoft ADPCM',\n", " 'GSM610': 'GSM 6.10',\n", " 'G721_32': '32kbs G721 ADPCM',\n", " 'G723_24': '24kbs G723 ADPCM',\n", " 'DWVW_12': '12 bit DWVW',\n", " 'DWVW_16': '16 bit DWVW',\n", " 'DWVW_24': '24 bit DWVW',\n", " 'VOX_ADPCM': 'VOX ADPCM',\n", " 'DPCM_16': '16 bit DPCM',\n", " 'DPCM_8': '8 bit DPCM',\n", " 'VORBIS': 'Vorbis',\n", " 'ALAC_16': '16 bit ALAC',\n", " 'ALAC_20': '20 bit ALAC',\n", " 'ALAC_24': '24 bit ALAC',\n", " 'ALAC_32': '32 bit ALAC'}" ] }, "execution_count": 25, "metadata": {}, "output_type": "execute_result" } ], "source": [ "sf.available_subtypes()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Version Info" ] }, { "cell_type": "code", "execution_count": 26, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "PySoundFile version: 0.10.2\n", "Python version: 3.7.4 (default, Jul 11 2019, 10:43:21) \n", "[GCC 8.3.0]\n" ] } ], "source": [ "print(\"PySoundFile version:\", sf.__version__)\n", "\n", "import sys\n", "print(\"Python version:\", sys.version)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "

\n", " \n", " \"CC0\"\n", " \n", "
\n", " To the extent possible under law,\n", " the person who associated CC0\n", " with this work has waived all copyright and related or neighboring\n", " rights to this work.\n", "

" ] } ], "metadata": { "kernelspec": { "display_name": "Python 3", "language": "python", "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": "3.7.4" } }, "nbformat": 4, "nbformat_minor": 4 }