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ModelInterfaces.py
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import abc
import numpy as np
class IASRModel(metaclass=abc.ABCMeta):
@classmethod
def __subclasshook__(cls, subclass):
return (hasattr(subclass, 'getTranscript') and
callable(subclass.getTranscript) and
hasattr(subclass, 'getWordLocations') and
callable(subclass.getWordLocations) and
hasattr(subclass, 'processAudio') and
callable(subclass.processAudio))
@abc.abstractmethod
def getTranscript(self) -> str:
"""Get the transcripts of the process audio"""
raise NotImplementedError
@abc.abstractmethod
def getWordLocations(self) -> list:
"""Get the pair of words location from audio"""
raise NotImplementedError
@abc.abstractmethod
def processAudio(self, audio):
"""Process the audio"""
raise NotImplementedError
class ITranslationModel(metaclass=abc.ABCMeta):
@classmethod
def __subclasshook__(cls, subclass):
return (hasattr(subclass, 'translateSentence') and
callable(subclass.translateSentence))
@abc.abstractmethod
def translateSentence(self, str) -> str:
"""Get the translation of the sentence"""
raise NotImplementedError
class ITextToSpeechModel(metaclass=abc.ABCMeta):
@classmethod
def __subclasshook__(cls, subclass):
return (hasattr(subclass, 'getAudioFromSentence') and
callable(subclass.getAudioFromSentence))
@abc.abstractmethod
def getAudioFromSentence(self, str) -> np.array:
"""Get audio from sentence"""
raise NotImplementedError
class ITextToPhonemModel(metaclass=abc.ABCMeta):
@classmethod
def __subclasshook__(cls, subclass):
return (hasattr(subclass, 'convertToPhonem') and
callable(subclass.convertToPhonem))
@abc.abstractmethod
def convertToPhonem(self, str) -> str:
"""Convert sentence to phonemes"""
raise NotImplementedError