RASTA-PLP¶
Extraction of RASTA-PLP features from a speech signal
Implementation of the RASTA-PLP features extraction algorithm (see [labrosa] and [rastapy] for implementations and [Herm94] for the paper).
Examples
Compute RASTA-PLP features on some speech signal:
>>> from shennong.audio import Audio
>>> from shennong.processor.rastaplp import RastaPlpProcessor
>>> audio = Audio.load('./test/data/test.wav')
>>> processor = RastaPlpProcessor(order=8)
>>> features = processor.process(audio)
>>> features.shape
(140, 9)
The output dimension depends on the PLP order
parameter:
>>> processor.order = 10
>>> features = processor.process(audio)
>>> features.shape
(140, 11)
References
- labrosa
- rastapy
- Herm94
H. Hermansky and N. Morgan, “RASTA processing of speech”, IEEE Trans. on Speech and Audio Proc., vol. 2, no. 4, pp. 578-589, Oct. 1994.
-
class
shennong.processor.rastaplp.
RastaPlpProcessor
(sample_rate=16000, do_rasta=True, order=8, frame_shift=0.01, frame_length=0.025, dither=1.0, preemph_coeff=0.97, remove_dc_offset=True, window_type='povey', round_to_power_of_two=True, blackman_coeff=0.42, snip_edges=True)[source]¶ Bases:
shennong.processor.base.FramesProcessor
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property
name
¶ Name of the processor
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property
ndims
¶ Dimension of the output features frames
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property
do_rasta
¶ If False, just calculate the PLP, default to True
-
property
blackman_coeff
¶ Constant coefficient for generalized Blackman window
Used only if window_type is ‘blackman’
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property
dither
¶ Amount of dithering
0.0 means no dither
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property
frame_length
¶ Frame length in seconds
-
property
frame_shift
¶ Frame shift in seconds
-
get_params
(deep=True)¶ Get parameters for this processor.
- Parameters
deep (boolean, optional) – If True, will return the parameters for this processor and contained subobjects that are processors. Default to True.
- Returns
params (mapping of string to any) – Parameter names mapped to their values.
-
get_properties
()¶ Return the processors properties as a dictionary
-
property
log
¶ Processor logger
-
property
order
¶ Order of the PLP model
Must be an integer in [0, 12], 0 means no PLP
-
property
preemph_coeff
¶ Coefficient for use in signal preemphasis
-
process_all
(signals, njobs=None)¶ Returns features processed from several input signals
This function processes the features in parallel jobs.
- Parameters
signals (dict of :class`~shennong.audio.Audio`) – A dictionnary of input audio signals to process features on, where the keys are item names and values are audio signals.
njobs (int, optional) – The number of parallel jobs to run in background. Default to the number of CPU cores available on the machine.
- Returns
features (
FeaturesCollection
) – The computed features on each input signal. The keys of output features are the keys of the input signals.- Raises
ValueError – If the njobs parameter is <= 0
-
property
remove_dc_offset
¶ If True, subtract mean from waveform on each frame
-
property
round_to_power_of_two
¶ If true, round window size to power of two
This is done by zero-padding input to FFT
-
property
sample_rate
¶ Waveform sample frequency in Hertz
Must match the sample rate of the signal specified in process
-
set_logger
(level, formatter='%(levelname)s - %(name)s - %(message)s')¶ Change level and/or format of the processor’s logger
- Parameters
level (str) – The minimum log level handled by the logger (any message above this level will be ignored). Must be ‘debug’, ‘info’, ‘warning’ or ‘error’.
formatter (str, optional) – A string to format the log messages, see https://docs.python.org/3/library/logging.html#formatter-objects. By default display level and message. Use ‘%(asctime)s - %(levelname)s - %(name)s - %(message)s’ to display time, level, name and message.
-
set_params
(**params)¶ Set the parameters of this processor.
- Returns
self
- Raises
ValueError – If any given parameter in
params
is invalid for the processor.
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property
snip_edges
¶ If true, output only frames that completely fit in the file
When True the number of frames depends on the frame_length. If False, the number of frames depends only on the frame_shift, and we reflect the data at the ends.
-
property
window_type
¶ Type of window
Must be ‘hamming’, ‘hanning’, ‘povey’, ‘rectangular’ or ‘blackman’
-
property