create api module for acoustics api

This commit is contained in:
jordi.hasianta
2022-09-15 20:16:44 +07:00
parent 8f3305e844
commit 3b92565284

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import os
from collections import OrderedDict
from opendbm.api_lib.model import AudioModel
from opendbm.api_lib.util import check_file, check_isfile
from opendbm.dbm_lib.controller import process_feature as pf
from ._audio_intensity import AudioIntensity
from ._formant_frequency import FormantFrequency
from ._glottal_noise import GlottalNoiseRatio
from ._harmonic_noise import HarmonicsNoiseRatio
from ._jitter import Jitter
from ._mfcc import MFCC
from ._pause_characteristics import PauseCharacteristics
from ._pitch_frequency import PitchFrequency
from ._shimmer import Shimmer
from ._voice_prevalence import VoicePrevalence
class VerbalAcoustics(AudioModel):
def __init__(self):
super().__init__()
self._auint = AudioIntensity()
self._pitchfreq = PitchFrequency()
self._forfreq = FormantFrequency()
self._hnr = HarmonicsNoiseRatio()
self._gne = GlottalNoiseRatio()
self._jitter = Jitter()
self._shimmer = Shimmer()
self._pchar = PauseCharacteristics()
self._vopre = VoicePrevalence()
self._mfcc = MFCC()
self._models = OrderedDict(
{
"audio_intensity": self._auint,
"pitch_frequency": self._pitchfreq,
"formant_frequency": self._forfreq,
"harmonic_noise": self._hnr,
"glottal_noise": self._gne,
"jitter": self._jitter,
"shimmer": self._shimmer,
"pause_characteristics": self._pchar,
"voice_prevalence": self._vopre,
"mfcc": self._mfcc,
}
)
def fit(self, path):
"""Fit a file in filepath to parselmouth Model.
Parameters
----------
path : string,
File Path of Video/Sound file format.
"""
check_isfile(path)
path, is_wav = check_file(path)
for k, v in self._models.items():
if k in ["glottal_noise", "jitter", "shimmer"]:
v._df = v._fit_transform(path, ff_df=self._pitchfreq._df)
else:
v._df = v._fit_transform(path)
if not is_wav:
os.remove(path)
def get_audio_intensity(self):
"""
Get the model object of Audio Intensity
Returns:
self: object
Model Object
"""
return self._auint
def get_pitch_frequency(self):
"""
Get the model object of Pitch Frequency
Returns:
self: object
Model Object
"""
return self._pitchfreq
def get_formant_frequency(self):
"""
Get the model object of Formant Frequency
Returns:
self: object
Model Object
"""
return self._forfreq
def get_harmonic_noise(self):
"""
Get the model object of Harmonic Noise
Returns:
self: object
Model Object
"""
return self._hnr
def get_glottal_noise(self):
"""
Get the model object of Glottal Noise
Returns:
self: object
Model Object
"""
return self._gne
def get_jitter(self):
"""
Get the model object of Jitter
Returns:
self: object
Model Object
"""
return self._jitter
def get_shimmer(self):
"""
Get the model object of Shimmer
Returns:
self: object
Model Object
"""
return self._shimmer
def get_pause_characteristics(self):
"""
Get the model object of Pause Characteristics
Returns:
self: object
Model Object
"""
return self._pchar
def get_voice_prevalence(self):
"""
Get the model object of Vocal Prevalence
Returns:
self: object
Model Object
"""
return self._vopre
def get_mfcc(self):
"""
Get the model object of MFCC
Returns:
self: object
Model Object
"""
return self._mfcc