{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Reading and Writing Audio Files with (scikits.)audiolab\n", "\n", "[back to overview page](index.ipynb)\n", "\n", "http://cournape.github.io/audiolab/\n", "\n", "This has support for a lot of formats, but you may have to install it manually.\n", "\n", "Works with pcm16, pcm24, pcm32, float32 (both WAV and WAVEX).\n", "\n", "Audio data is returned as NumPy array, default `dtype` is `float64`.\n", "This can be changed with the `dtype=` argument, but there is currently (in version 0.11.0) a bug (see )!\n", "\n", "Advantages:\n", "\n", "* based on [libsndfile](http://www.mega-nerd.com/libsndfile/), can read WAV, OGG, FLAC, ...\n", " * see `audiolab.available_file_formats()` and `audiolab.available_encodings()`\n", "* can read all variants of WAV files (including 24-bit and WAVEX)\n", "* can read parts of audio files\n", "* automatic type conversion and normalization\n", "\n", "Disadvantages:\n", "\n", "* in most cases, it has to be installed manually (but it's not too hard if you have the necessary dependencies installed)\n", "* there is a bug if `dtype != float64`\n", "* needs NumPy (which normally isn't a problem)\n", "* **doesn't work on Python 3**\n", "\n", "Installation:\n", "\n", " python2 -m pip install scikits.audiolab" ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "import matplotlib.pyplot as plt\n", "import numpy as np" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Reading" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "sampling rate = 44100 Hz, length = 15 samples, channels = 7\n", "dtype: float64\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "from scikits.audiolab import Sndfile, Format\n", "import contextlib\n", "\n", "with contextlib.closing(Sndfile('data/test_wav_pcm16.wav')) as f:\n", " print \"sampling rate = {} Hz, length = {} samples, channels = {}\".format(f.samplerate, f.nframes, f.channels)\n", "\n", " # default dtype: float64\n", " sig = f.read_frames(f.nframes)\n", "\n", "print \"dtype: {}\".format(sig.dtype)\n", "\n", "plt.plot(sig);" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "32-bit float and WAVEX are supported:" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "dtype: float64\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "with contextlib.closing(Sndfile('data/test_wavex_float32.wav')) as f:\n", " sig = f.read_frames(f.nframes)\n", "\n", "print \"dtype: {}\".format(sig.dtype)\n", "\n", "plt.plot(sig);" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "But, if another type than `float64` is requested, things go wrong!\n", "\n", "... at least in version 0.11.0, see https://github.com/cournape/audiolab/issues/3." ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "with contextlib.closing(Sndfile('data/test_wav_pcm16.wav')) as f:\n", " sig = f.read_frames(f.nframes, dtype=np.float32)\n", " \n", "plt.plot(sig);" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Nice format information:" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Major Format: WAVEX (Microsoft)\n", "Encoding Format: 32 bit float\n", "Endianness: file" ] }, "execution_count": 5, "metadata": {}, "output_type": "execute_result" } ], "source": [ "Sndfile('data/test_wavex_float32.wav').format" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Writing" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "TODO" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Version" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "'0.11.0'" ] }, "execution_count": 6, "metadata": {}, "output_type": "execute_result" } ], "source": [ "from scikits import audiolab\n", "audiolab.__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 2", "language": "python", "name": "python2" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 2 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython2", "version": "2.7.16+" } }, "nbformat": 4, "nbformat_minor": 4 }