# Copyright (c) 2021 PaddlePaddle Authors. All Rights Reserved. # # Licensed under the Apache License, Version 2.0 (the "License"); # you may not use this file except in compliance with the License. # You may obtain a copy of the License at # # http://www.apache.org/licenses/LICENSE-2.0 # # Unless required by applicable law or agreed to in writing, software # distributed under the License is distributed on an "AS IS" BASIS, # WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. # See the License for the specific language governing permissions and # limitations under the License. """Contains the impulse response augmentation model.""" from deepspeech.frontend.audio import AudioSegment from deepspeech.frontend.augmentor.base import AugmentorBase from deepspeech.frontend.utility import read_manifest class ImpulseResponseAugmentor(AugmentorBase): """Augmentation model for adding impulse response effect. :param rng: Random generator object. :type rng: random.Random :param impulse_manifest_path: Manifest path for impulse audio data. :type impulse_manifest_path: str """ def __init__(self, rng, impulse_manifest_path): self._rng = rng self._impulse_manifest = read_manifest(impulse_manifest_path) def __call__(self, x, uttid=None, train=True): if not train: return x self.transform_audio(x) return x def transform_audio(self, audio_segment): """Add impulse response effect. Note that this is an in-place transformation. :param audio_segment: Audio segment to add effects to. :type audio_segment: AudioSegmenet|SpeechSegment """ impulse_json = self._rng.choice( self._impulse_manifest, 1, replace=False)[0] impulse_segment = AudioSegment.from_file(impulse_json['audio_filepath']) audio_segment.convolve(impulse_segment, allow_resample=True)