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PaddleSpeech/demos/audio_searching/src/encode.py

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# Copyright (c) 2022 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.
import numpy as np
from logs import LOGGER
from paddlespeech.cli.vector import VectorExecutor
vector_executor = VectorExecutor()
def get_audio_embedding(path):
"""
Use vpr_inference to generate embedding of audio
"""
try:
embedding = vector_executor(
audio_file=path, model='ecapatdnn_voxceleb12')
embedding = embedding / np.linalg.norm(embedding)
embedding = embedding.tolist()
return embedding
except Exception as e:
LOGGER.error(f"Error with embedding:{e}")
return None