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author | Amine Sehili <amine.sehili@gmail.com> |
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date | Tue, 31 Mar 2020 22:21:13 +0200 |
parents | 5732edbfae30 |
children | f003d33dc5a9 |
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""" Module for low-level audio input-output operations. Class summary ============= .. autosummary:: AudioSource Rewindable BufferAudioSource WaveAudioSource PyAudioSource StdinAudioSource PyAudioPlayer Function summary ================ .. autosummary:: from_file to_file player_for """ import os import sys import wave import warnings from abc import ABC, abstractmethod from functools import partial from .exceptions import AudioIOError, AudioParameterError try: from pydub import AudioSegment _WITH_PYDUB = True except ImportError: _WITH_PYDUB = False try: from tqdm import tqdm as _tqdm DEFAULT_BAR_FORMAT_TQDM = "|" + "{bar}" + "|" + "[{elapsed}/{duration}]" DEFAULT_NCOLS_TQDM = 30 DEFAULT_NCOLS_TQDM = 30 DEFAULT_MIN_INTERVAL_TQDM = 0.05 _WITH_TQDM = True except ImportError: _WITH_TQDM = False __all__ = [ "AudioSource", "Rewindable", "BufferAudioSource", "RawAudioSource", "WaveAudioSource", "PyAudioSource", "StdinAudioSource", "PyAudioPlayer", "from_file", "to_file", "player_for", ] DEFAULT_SAMPLING_RATE = 16000 DEFAULT_SAMPLE_WIDTH = 2 DEFAULT_NB_CHANNELS = 1 def check_audio_data(data, sample_width, channels): sample_size_bytes = int(sample_width * channels) nb_samples = len(data) // sample_size_bytes if nb_samples * sample_size_bytes != len(data): raise AudioParameterError( "The length of audio data must be an integer " "multiple of `sample_width * channels`" ) def _guess_audio_format(fmt, filename): if fmt is None: extension = os.path.splitext(filename.lower())[1][1:] if extension: fmt = extension else: return None fmt == fmt.lower() if fmt == "wave": fmt = "wav" return fmt def _get_audio_parameters(param_dict): """ Gets audio parameters from a dictionary of parameters. A parameter can have a long name or a short name. If the long name is present, the short name is ignored. In neither is present then `AudioParameterError` is raised. Expected parameters are: `sampling_rate`, `sr`: int, sampling rate. `sample_width`, `sw`: int, sample size in bytes. `channels`, `ch`: int, number of channels. :Returns audio_parameters: tuple audio parameters: (sampling_rate, sample_width, channels) """ err_message = ( "'{ln}' (or '{sn}') must be a positive integer, found: '{val}'" ) parameters = [] for (long_name, short_name) in ( ("sampling_rate", "sr"), ("sample_width", "sw"), ("channels", "ch"), ): param = param_dict.get(long_name, param_dict.get(short_name)) if param is None or not isinstance(param, int) or param <= 0: raise AudioParameterError( err_message.format(ln=long_name, sn=short_name, val=param) ) parameters.append(param) sampling_rate, sample_width, channels = parameters return sampling_rate, sample_width, channels class AudioSource(ABC): """ Base class for audio source objects. Subclasses should implement methods to open/close and audio stream and read the desired amount of audio samples. :Parameters: `sampling_rate` : int Number of samples per second of audio stream. Default = 16000. `sample_width` : int Size in bytes of one audio sample. Possible values : 1, 2, 4. Default = 2. `channels` : int Number of channels of audio stream. """ def __init__( self, sampling_rate=DEFAULT_SAMPLING_RATE, sample_width=DEFAULT_SAMPLE_WIDTH, channels=DEFAULT_NB_CHANNELS, ): if sample_width not in (1, 2, 4): raise AudioParameterError( "Sample width must be one of: 1, 2 or 4 (bytes)" ) self._sampling_rate = sampling_rate self._sample_width = sample_width self._channels = channels @abstractmethod def is_open(self): """ Return True if audio source is open, False otherwise """ @abstractmethod def open(self): """ Open audio source """ @abstractmethod def close(self): """ Close audio source """ @abstractmethod def read(self, size): """ Read and return `size` audio samples at most. :Parameters: `size` : int the number of samples to read. :Returns: Audio data as a string of length `N * sample_width * channels`, where `N` is: - `size` if `size` < 'left_samples' - 'left_samples' if `size` > 'left_samples' """ @property def sampling_rate(self): """ Number of samples per second of audio stream """ return self._sampling_rate @property def sr(self): """ Number of samples per second of audio stream """ return self._sampling_rate @property def sample_width(self): """ Number of bytes used to represent one audio sample """ return self._sample_width @property def sw(self): """ Number of bytes used to represent one audio sample """ return self._sample_width @property def channels(self): """ Number of channels of this audio source """ return self._channels @property def ch(self): """ Return the number of channels of this audio source """ return self.channels class Rewindable(AudioSource): """ Base class for rewindable audio streams. Subclasses should implement methods to return to the beginning of an audio stream as well as method to move to an absolute audio position expressed in time or in number of samples. """ @property def rewindable(self): return True @abstractmethod def rewind(self): """ Go back to the beginning of audio stream """ raise NotImplementedError @property @abstractmethod def position(self): """Return stream position in number of samples""" @position.setter @abstractmethod def position(self, position): """Set stream position in number of samples""" @property def position_s(self): """Return stream position in seconds""" return self.position / self.sampling_rate @position_s.setter def position_s(self, position_s): """Set stream position in seconds""" self.position = int(self.sampling_rate * position_s) @property def position_ms(self): """Return stream position in milliseconds""" return (self.position * 1000) // self.sampling_rate @position_ms.setter def position_ms(self, position_ms): """Set stream position in milliseconds""" if not isinstance(position_ms, int): raise ValueError("position_ms should be an int") self.position = int(self.sampling_rate * position_ms / 1000) class BufferAudioSource(Rewindable): """ An :class:`AudioSource` that encapsulates and reads data from a memory buffer. It implements methods from :class:`Rewindable` and is therefore a navigable :class:`AudioSource`. """ def __init__( self, data, sampling_rate=DEFAULT_SAMPLING_RATE, sample_width=DEFAULT_SAMPLE_WIDTH, channels=DEFAULT_NB_CHANNELS, ): AudioSource.__init__(self, sampling_rate, sample_width, channels) check_audio_data(data, sample_width, channels) self._data = data self._sample_size_all_channels = sample_width * channels self._current_position_bytes = 0 self._is_open = False def is_open(self): return self._is_open def open(self): self._is_open = True def close(self): self._is_open = False self.rewind() def read(self, size): if not self._is_open: raise AudioIOError("Stream is not open") if size is None or size < 0: offset = None else: bytes_to_read = self._sample_size_all_channels * size offset = self._current_position_bytes + bytes_to_read data = self._data[self._current_position_bytes : offset] if data: self._current_position_bytes += len(data) return data return None @property def data(self): return self._data def rewind(self): self.position = 0 @property def position(self): """Stream position in number of samples""" return self._current_position_bytes // self._sample_size_all_channels @position.setter def position(self, position): position *= self._sample_size_all_channels if position < 0: position += len(self.data) if position < 0 or position > len(self.data): raise IndexError("Position out of range") self._current_position_bytes = position @property def position_ms(self): """Stream position in milliseconds""" return (self._current_position_bytes * 1000) // ( self._sample_size_all_channels * self.sampling_rate ) @position_ms.setter def position_ms(self, position_ms): if not isinstance(position_ms, int): raise ValueError("position_ms should be an int") self.position = int(self.sampling_rate * position_ms / 1000) class FileAudioSource(AudioSource): def __init__(self, sampling_rate, sample_width, channels): AudioSource.__init__(self, sampling_rate, sample_width, channels) self._audio_stream = None def __del__(self): if self.is_open(): self.close() def is_open(self): return self._audio_stream is not None def close(self): if self._audio_stream is not None: self._audio_stream.close() self._audio_stream = None @abstractmethod def _read_from_stream(self, size): """Read data from stream""" def read(self, size): if not self.is_open(): raise AudioIOError("Audio stream is not open") data = self._read_from_stream(size) if not data: return None return data class RawAudioSource(FileAudioSource): def __init__(self, file, sampling_rate, sample_width, channels): FileAudioSource.__init__(self, sampling_rate, sample_width, channels) self._file = file self._audio_stream = None self._sample_size = sample_width * channels def open(self): if self._audio_stream is None: self._audio_stream = open(self._file, "rb") def _read_from_stream(self, size): if size is None or size < 0: bytes_to_read = None else: bytes_to_read = size * self._sample_size data = self._audio_stream.read(bytes_to_read) return data class WaveAudioSource(FileAudioSource): """ A class for an `AudioSource` that reads data from a wave file. This class should be used for large wave files to avoid loading the whole data to memory. :Parameters: `filename` : path to a valid wave file. """ def __init__(self, filename): self._filename = filename self._audio_stream = None stream = wave.open(self._filename, "rb") FileAudioSource.__init__( self, stream.getframerate(), stream.getsampwidth(), stream.getnchannels(), ) stream.close() def open(self): if self._audio_stream is None: self._audio_stream = wave.open(self._filename) def _read_from_stream(self, size): if size is None or size < 0: size = -1 return self._audio_stream.readframes(size) class PyAudioSource(AudioSource): """ A class for an `AudioSource` that reads data built-in microphone using PyAudio. """ def __init__( self, sampling_rate=DEFAULT_SAMPLING_RATE, sample_width=DEFAULT_SAMPLE_WIDTH, channels=DEFAULT_NB_CHANNELS, frames_per_buffer=1024, input_device_index=None, ): AudioSource.__init__(self, sampling_rate, sample_width, channels) self._chunk_size = frames_per_buffer self.input_device_index = input_device_index import pyaudio self._pyaudio_object = pyaudio.PyAudio() self._pyaudio_format = self._pyaudio_object.get_format_from_width( self.sample_width ) self._audio_stream = None def is_open(self): return self._audio_stream is not None def open(self): self._audio_stream = self._pyaudio_object.open( format=self._pyaudio_format, channels=self.channels, rate=self.sampling_rate, input=True, output=False, input_device_index=self.input_device_index, frames_per_buffer=self._chunk_size, ) def close(self): if self._audio_stream is not None: self._audio_stream.stop_stream() self._audio_stream.close() self._audio_stream = None def read(self, size): if self._audio_stream is None: raise IOError("Stream is not open") if self._audio_stream.is_active(): data = self._audio_stream.read(size) if data is None or len(data) < 1: return None return data return None class StdinAudioSource(FileAudioSource): """ A class for an :class:`AudioSource` that reads data from standard input. """ def __init__( self, sampling_rate=DEFAULT_SAMPLING_RATE, sample_width=DEFAULT_SAMPLE_WIDTH, channels=DEFAULT_NB_CHANNELS, ): FileAudioSource.__init__(self, sampling_rate, sample_width, channels) self._is_open = False self._sample_size = sample_width * channels self._stream = sys.stdin.buffer def is_open(self): return self._is_open def open(self): self._is_open = True def close(self): self._is_open = False def _read_from_stream(self, size): bytes_to_read = size * self._sample_size data = self._stream.read(bytes_to_read) if data: return data return None def make_tqdm_progress_bar(iterable, total, duration, **tqdm_kwargs): fmt = tqdm_kwargs.get("bar_format", DEFAULT_BAR_FORMAT_TQDM) fmt = fmt.replace("{duration}", "{:.3f}".format(duration)) tqdm_kwargs["bar_format"] = fmt tqdm_kwargs["ncols"] = tqdm_kwargs.get("ncols", DEFAULT_NCOLS_TQDM) tqdm_kwargs["mininterval"] = tqdm_kwargs.get( "mininterval", DEFAULT_MIN_INTERVAL_TQDM ) return _tqdm(iterable, total=total, **tqdm_kwargs) class PyAudioPlayer: """ A class for audio playback using Pyaudio """ def __init__( self, sampling_rate=DEFAULT_SAMPLING_RATE, sample_width=DEFAULT_SAMPLE_WIDTH, channels=DEFAULT_NB_CHANNELS, ): if sample_width not in (1, 2, 4): raise ValueError("Sample width must be one of: 1, 2 or 4 (bytes)") self.sampling_rate = sampling_rate self.sample_width = sample_width self.channels = channels import pyaudio self._p = pyaudio.PyAudio() self.stream = self._p.open( format=self._p.get_format_from_width(self.sample_width), channels=self.channels, rate=self.sampling_rate, input=False, output=True, ) def play(self, data, progress_bar=False, **progress_bar_kwargs): chunk_gen, nb_chunks = self._chunk_data(data) if progress_bar and _WITH_TQDM: duration = len(data) / ( self.sampling_rate * self.sample_width * self.channels ) chunk_gen = make_tqdm_progress_bar( chunk_gen, total=nb_chunks, duration=duration, **progress_bar_kwargs ) if self.stream.is_stopped(): self.stream.start_stream() try: for chunk in chunk_gen: self.stream.write(chunk) except KeyboardInterrupt: pass self.stream.stop_stream() def stop(self): if not self.stream.is_stopped(): self.stream.stop_stream() self.stream.close() self._p.terminate() def _chunk_data(self, data): # make audio chunks of 100 ms to allow interruption (like ctrl+c) bytes_1_sec = self.sampling_rate * self.sample_width * self.channels chunk_size = bytes_1_sec // 10 # make sure chunk_size is a multiple of sample_width * channels chunk_size -= chunk_size % (self.sample_width * self.channels) nb_chunks, rest = divmod(len(data), chunk_size) if rest > 0: nb_chunks += 1 chunk_gen = ( data[i : i + chunk_size] for i in range(0, len(data), chunk_size) ) return chunk_gen, nb_chunks def player_for(source): """ Return a :class:`AudioPlayer` that can play data from `source`. :Parameters: `source` : a objects that has `sampling_rate`, `sample_width` and `sample_width` attributes. :Returns: An `AudioPlayer` that has the same sampling rate, sample width and number of channels as `source`. """ return PyAudioPlayer( source.sampling_rate, source.sample_width, source.channels ) def get_audio_source(input=None, **kwargs): """ Create and return an AudioSource from input. Parameters: ´input´ : str, bytes, "-" or None Source to read audio data from. If str, it should be a path to a valid audio file. If bytes, it is interpreted as raw audio data. if equals to "-", raw data will be read from stdin. If None, read audio data from microphone using PyAudio. """ if input == "-": return StdinAudioSource(*_get_audio_parameters(kwargs)) if isinstance(input, bytes): return BufferAudioSource(input, *_get_audio_parameters(kwargs)) # read data from a file if input is not None: return from_file(filename=input, **kwargs) # read data from microphone via pyaudio else: frames_per_buffer = kwargs.get("frames_per_buffer", 1024) input_device_index = kwargs.get("input_device_index") return PyAudioSource( *_get_audio_parameters(kwargs), frames_per_buffer=frames_per_buffer, input_device_index=input_device_index ) def _load_raw(file, sampling_rate, sample_width, channels, large_file=False): """ Load a raw audio file with standard Python. If `large_file` is True, audio data will be lazily loaded to memory. See also :func:`from_file`. :Parameters: `file` : filelike object or str raw audio file to open `sampling_rate`: int sampling rate of audio data `sample_width`: int sample width of audio data `channels`: int number of channels of audio data `large_file`: bool If True, return a `RawAudioSource` object that reads data lazily from disk, otherwise load all data and return a `BufferAudioSource` :Returns: `RawAudioSource` if `large_file` is True, `BufferAudioSource` otherwise """ if None in (sampling_rate, sample_width, channels): raise AudioParameterError( "All audio parameters are required for raw audio files" ) if large_file: return RawAudioSource( file, sampling_rate=sampling_rate, sample_width=sample_width, channels=channels, ) with open(file, "rb") as fp: data = fp.read() return BufferAudioSource( data, sampling_rate=sampling_rate, sample_width=sample_width, channels=channels, ) def _load_wave(filename, large_file=False): """ Load a wave audio file with standard Python. If `large_file` is True, audio data will be lazily loaded to memory. """ if large_file: return WaveAudioSource(filename) with wave.open(filename) as fp: channels = fp.getnchannels() srate = fp.getframerate() swidth = fp.getsampwidth() data = fp.readframes(-1) return BufferAudioSource( data, sampling_rate=srate, sample_width=swidth, channels=channels ) def _load_with_pydub(filename, audio_format): """Open compressed audio file using pydub. If a video file is passed, its audio track(s) are extracted and loaded. This function should not be called directely, use :func:`from_file` instead. :Parameters: `filename`: path to audio file. `audio_format`: string, audio file format (e.g. raw, webm, wav, ogg) """ func_dict = { "mp3": AudioSegment.from_mp3, "ogg": AudioSegment.from_ogg, "flv": AudioSegment.from_flv, } open_function = func_dict.get(audio_format, AudioSegment.from_file) segment = open_function(filename) return BufferAudioSource( data=segment.raw_data, sampling_rate=segment.frame_rate, sample_width=segment.sample_width, channels=segment.channels, ) def from_file(filename, audio_format=None, large_file=False, **kwargs): """ Read audio data from `filename` and return an `AudioSource` object. if `audio_format` is None, the appropriate :class:`AudioSource` class is guessed from file's extension. `filename` can be a compressed audio or video file. This will require installing pydub: (https://github.com/jiaaro/pydub). The normal behavior is to load all audio data to memory from which a :class:`BufferAudioSource` object is created. This should be convenient most of the time unless audio file is very large. In that case, and in order to load audio data in lazy manner (i.e. read data from disk each time :func:`AudioSource.read` is called), `large_file` should be True. Note that the current implementation supports only wave and raw formats for lazy audio loading. See also :func:`to_file`. :Parameters: `filename`: str path to input audio or video file. `audio_format`: str audio format used to save data (e.g. raw, webm, wav, ogg) `large_file`: bool If True, audio won't fully be loaded to memory but only when a window is read from disk. :kwargs: If an audio format other than `raw` is used, the following keyword arguments are required: `sampling_rate`, `sr`: int sampling rate of audio data `sample_width`: int sample width (i.e. number of bytes used to represent one audio sample) `channels`: int number of channels of audio data :Returns: An `AudioSource` object that reads data from input file. :Raises: An `AudioIOError` is raised if audio data cannot be read in the given format; or if format is `raw` and one or more audio parameters are missing. """ audio_format = _guess_audio_format(audio_format, filename) if audio_format == "raw": srate, swidth, channels = _get_audio_parameters(kwargs) return _load_raw(filename, srate, swidth, channels, large_file) if audio_format in ["wav", "wave"]: return _load_wave(filename, large_file) if large_file: err_msg = "if 'large_file` is True file format should be raw or wav" raise AudioIOError(err_msg) if _WITH_PYDUB: return _load_with_pydub(filename, audio_format=audio_format) else: raise AudioIOError( "pydub is required for audio formats other than raw or wav" ) def _save_raw(data, file): """ Saves audio data as a headerless (i.e. raw) file. See also :func:`to_file`. """ with open(file, "wb") as fp: fp.write(data) def _save_wave(data, file, sampling_rate, sample_width, channels): """ Saves audio data to a wave file. See also :func:`to_file`. """ if None in (sampling_rate, sample_width, channels): raise AudioParameterError( "All audio parameters are required to save wave audio files" ) with wave.open(file, "w") as fp: fp.setframerate(sampling_rate) fp.setsampwidth(sample_width) fp.setnchannels(channels) fp.writeframes(data) def _save_with_pydub( data, file, audio_format, sampling_rate, sample_width, channels ): """ Saves audio data with pydub (https://github.com/jiaaro/pydub). See also :func:`to_file`. """ segment = AudioSegment( data, frame_rate=sampling_rate, sample_width=sample_width, channels=channels, ) with open(file, "wb") as fp: segment.export(fp, format=audio_format) def to_file(data, file, audio_format=None, **kwargs): """ Writes audio data to file. If `audio_format` is `None`, output audio format will be guessed from extension. If `audio_format` is `None` and `file` comes without an extension then audio data will be written as a raw audio file. :Parameters: `data`: buffer of bytes audio data to be written. Can be a `bytes`, `bytearray`, `memoryview`, `array` or `numpy.ndarray` object. `file`: str path to output audio file `audio_format`: str audio format used to save data (e.g. raw, webm, wav, ogg) :kwargs: If an audio format other than raw is used, the following keyword arguments are required: `sampling_rate`, `sr`: int sampling rate of audio data `sample_width`, `sw`: int sample width (i.e., number of bytes of one audio sample) `channels`, `ch`: int number of channels of audio data :Raises: `AudioParameterError` if output format is different than raw and one or more audio parameters are missing. `AudioIOError` if audio data cannot be written in the desired format. """ audio_format = _guess_audio_format(audio_format, file) if audio_format in (None, "raw"): _save_raw(data, file) return try: sampling_rate, sample_width, channels = _get_audio_parameters(kwargs) except AudioParameterError as exc: err_message = "All audio parameters are required to save formats " "other than raw. Error detail: {}".format(exc) raise AudioParameterError(err_message) if audio_format in ("wav", "wave"): _save_wave(data, file, sampling_rate, sample_width, channels) elif _WITH_PYDUB: _save_with_pydub( data, file, audio_format, sampling_rate, sample_width, channels ) else: err_message = "cannot write file format {} (file name: {})" raise AudioIOError(err_message.format(audio_format, file))