{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Reading and Writing Audio Files with scipy.io\n", "\n", "[back to overview page](index.ipynb)\n", "\n", "The package `scipy.io` is part of [SciPy](http://www.scipy.org/), a library for scientific computing, which itself depends heavily on [NumPy](http://www.numpy.org/).\n", "\n", "Documentation: http://docs.scipy.org/doc/scipy/reference/io.html\n", "\n", "Audio data is stored in NumPy arrays, which is convenient.\n", "Audio channels are represented by the columns of the array.\n", "\n", "16-bit files are stored with data type `int16`, normalization to the range (-1, 1) must be done manually.\n", "\n", "Advantages:\n", "\n", "* already installed if you have SciPy\n", "* 32-bit float files supported (since version 0.13, see https://github.com/scipy/scipy/commit/ccbdff8)\n", "* can read some WAVEX files (but a warning message may be generated)\n", "* works with both Python 2 and 3\n", "\n", "Disadvantages:\n", "\n", "* 24-bit PCM not supported\n", "* 32-bit float WAVEX files don't work\n", "* conversion from PCM data to floating point and normalization must be done manually\n", "* always loads whole file, cannot read part of a file\n", "* needs NumPy and SciPy (which is normally not a problem)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Reading\n", "\n", "Reading a 16-bit WAV file into a floating-point array is simple, here's the summary (you'll need [utility.py](utility.py)):" ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "from scipy.io import wavfile\n", "import utility\n", "\n", "fs, sig = wavfile.read('data/test_wav_pcm16.wav')\n", "normalized = utility.pcm2float(sig, 'float32')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "But let's do that step-by-step, shall we? First, let's switch to inline plotting and import matplotlib and NumPy:" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [], "source": [ "import matplotlib.pyplot as plt\n", "import numpy as np" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "All relevant functions are in the `wavfile` module from the `scipy.io` package. That's all we have to import for reading and writing WAV files:" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [], "source": [ "from scipy.io import wavfile" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now let's open a WAV file, get some information about it, show its actual sample values and plot it:" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "sampling rate = 44100 Hz, length = 15 samples, channels = 7\n", "[[ 32767 28086 23405 18724 14043 9362 4681]\n", " [ 29522 17511 5208 -4166 -8756 -8435 -4681]\n", " [ 20430 -6250 -21087 -16870 -3125 5837 4681]\n", " [ 7291 -25305 -14593 11674 12652 -2083 -4681]\n", " [ -7291 -25305 14593 11674 -12652 -2083 4681]\n", " [-20430 -6250 21087 -16870 3125 5837 -4681]\n", " [-29522 17511 -5208 -4166 8756 -8435 4681]\n", " [-32767 28086 -23405 18724 -14043 9362 -4681]\n", " [-29522 17511 -5208 -4166 8756 -8435 4681]\n", " [-20430 -6250 21087 -16870 3125 5837 -4681]\n", " [ -7291 -25305 14593 11674 -12652 -2083 4681]\n", " [ 7291 -25305 -14593 11674 12652 -2083 -4681]\n", " [ 20430 -6250 -21087 -16870 -3125 5837 4681]\n", " [ 29522 17511 5208 -4166 -8756 -8435 -4681]\n", " [ 32767 28086 23405 18724 14043 9362 4681]]\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "fs, sig = wavfile.read('data/test_wav_pcm16.wav')\n", "print(\"sampling rate = {} Hz, length = {} samples, channels = {}\".format(fs, *sig.shape))\n", "print(sig)\n", "plt.plot(sig);" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "So far, so good.\n", "\n", "Before further processing, we normally want to convert the signals to floating point values and normalize them to a range from -1 to 1 by dividing all values by the largest possible value.\n", "\n", "To do that, I wrote a little helper function called `pcm2float()`, located in the file [utility.py](utility.py), let's load it:\n" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [], "source": [ "import utility" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "As always, you can get help with `utility.pcm2float?` and show its source code with `utility.pcm2float??`." ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "old dtype: int16\n", "new dtype: float32\n", "[[ 0.999969 0.857117 0.714264 0.571411 0.428558 0.285706 0.142853]\n", " [ 0.90094 0.534393 0.158936 -0.127136 -0.267212 -0.257416 -0.142853]\n", " [ 0.623474 -0.190735 -0.643524 -0.514832 -0.095367 0.178131 0.142853]\n", " [ 0.222504 -0.772247 -0.445343 0.356262 0.386108 -0.063568 -0.142853]\n", " [-0.222504 -0.772247 0.445343 0.356262 -0.386108 -0.063568 0.142853]\n", " [-0.623474 -0.190735 0.643524 -0.514832 0.095367 0.178131 -0.142853]\n", " [-0.90094 0.534393 -0.158936 -0.127136 0.267212 -0.257416 0.142853]\n", " [-0.999969 0.857117 -0.714264 0.571411 -0.428558 0.285706 -0.142853]\n", " [-0.90094 0.534393 -0.158936 -0.127136 0.267212 -0.257416 0.142853]\n", " [-0.623474 -0.190735 0.643524 -0.514832 0.095367 0.178131 -0.142853]\n", " [-0.222504 -0.772247 0.445343 0.356262 -0.386108 -0.063568 0.142853]\n", " [ 0.222504 -0.772247 -0.445343 0.356262 0.386108 -0.063568 -0.142853]\n", " [ 0.623474 -0.190735 -0.643524 -0.514832 -0.095367 0.178131 0.142853]\n", " [ 0.90094 0.534393 0.158936 -0.127136 -0.267212 -0.257416 -0.142853]\n", " [ 0.999969 0.857117 0.714264 0.571411 0.428558 0.285706 0.142853]]\n" ] }, { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "print(\"old dtype: {}\".format(sig.dtype))\n", "normalized = utility.pcm2float(sig, 'float32')\n", "print(\"new dtype: {}\".format(normalized.dtype))\n", "np.set_printoptions(precision=6)\n", "print(normalized)\n", "plt.plot(normalized);" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "That's it! Now we have a floating point signal with values ranging from -1 to 1 and we can start working with it.\n", "If you prefer double precision numbers instead of single precision, use `'float64'` instead of `'float32'`.\n", "\n", "Let's check if WAVEX works (there might be a warning):" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "fs, sig = wavfile.read('data/test_wavex_pcm16.wav')\n", "plt.plot(sig);" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "24-bit files may raise a `TypeError` (\"data type not understood\") or a `ValueError` (\"total size of new array must be unchanged\") or another `ValueError` (\"string size must be a multiple of element size\") or probably something else.\n", "This depends on the version of SciPy (and maybe Python itself)." ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "Traceback (most recent call last):\n", " File \"\", line 4, in \n", " fs, sig = wavfile.read('data/test_wav_pcm24.wav')\n", " File \"/home/mg/.local/lib/python3.8/site-packages/scipy/io/wavfile.py\", line 297, in read\n", " raise ValueError(\"Unsupported bit depth: the wav file \"\n", "ValueError: Unsupported bit depth: the wav file has 24-bit data.\n", "Traceback (most recent call last):\n", " File \"\", line 12, in \n", " fs, sig = wavfile.read('data/test_wavex_pcm24.wav')\n", " File \"/home/mg/.local/lib/python3.8/site-packages/scipy/io/wavfile.py\", line 297, in read\n", " raise ValueError(\"Unsupported bit depth: the wav file \"\n", "ValueError: Unsupported bit depth: the wav file has 24-bit data.\n" ] } ], "source": [ "import traceback\n", "\n", "try:\n", " fs, sig = wavfile.read('data/test_wav_pcm24.wav')\n", "except:\n", " traceback.print_exc()\n", "else:\n", " print(\"Surprisingly, wav_pcm24 seems to work!\")\n", " plt.plot(sig)\n", "\n", "try:\n", " fs, sig = wavfile.read('data/test_wavex_pcm24.wav')\n", "except:\n", " traceback.print_exc()\n", "else:\n", " print(\"Surprisingly, wavex_pcm24 seems to work!\")\n", " plt.plot(sig)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "32-bit float files can be used since version 0.13 (see https://github.com/scipy/scipy/commit/ccbdff8),\n", "but there may be warnings." ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ ":1: WavFileWarning: Chunk (non-data) not understood, skipping it.\n", " fs, sig = wavfile.read('data/test_wav_float32.wav')\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "fs, sig = wavfile.read('data/test_wav_float32.wav')\n", "plt.plot(sig);" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "32-bit float files in WAVEX format also work in recent versions of SciPy." ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ ":1: WavFileWarning: Chunk (non-data) not understood, skipping it.\n", " fs, sig = wavfile.read('data/test_wavex_float32.wav')\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "fs, sig = wavfile.read('data/test_wavex_float32.wav')\n", "plt.plot(sig);" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Writing\n", "\n", "That's easy, you just need a NumPy array with an appropriate data type where each column represents a channel of audio data:" ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [], "source": [ "data = np.array([[1.0, -1.0],\n", " [0.75, -0.75],\n", " [0.5, -0.5],\n", " [0.25, -0.25]], dtype='float32')\n", "\n", "wavfile.write('scipy_float32.wav', 44100, data)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "If you want to save 16-bit PCM files, you have to provide the NumPy array with data type `'int16'`. You can use my function `float2pcm()` from [utility.py](utility.py) to do the conversion:" ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [], "source": [ "import utility\n", "\n", "wavfile.write('scipy_pcm16.wav', 44100, utility.float2pcm(data, 'int16'))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "That's it! If you want a 32-bit PCM file (which is very uncommon!), you can use `'int32'` instead of `'int16'`." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Epilogue\n", "\n", "Finally, let's see what versions we were using:" ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Versions: SciPy = 1.4.1; NumPy = 1.17.4; IPython = 7.13.0\n", "Python interpreter:\n", "3.8.2 (default, Apr 1 2020, 15:52:55) \n", "[GCC 9.3.0]\n" ] } ], "source": [ "import numpy\n", "import scipy\n", "import IPython\n", "print(\"Versions: SciPy = {}; NumPy = {}; IPython = {}\".format(scipy.__version__, numpy.__version__, IPython.__version__))\n", "\n", "import sys\n", "print(\"Python interpreter:\")\n", "print(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": "3.8.2" } }, "nbformat": 4, "nbformat_minor": 4 }