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PaddleSpeech/paddleaudio/tests/benchmark/features/mfcc.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 paddle
import paddleaudio
feat_conf = {
'sr': 16000,
'n_mfcc': 20,
'n_fft': 512,
'hop_length': 128,
'n_mels': 40,
'f_min': 0.0,
'top_db': 80.0,
}
@profile
def test_mfcc_cpu(input_shape, times):
paddle.set_device('cpu')
x = paddle.randn(input_shape)
feature_extractor = paddleaudio.features.MFCC(**feat_conf, dtype=x.dtype)
for i in range(times):
y = feature_extractor(x)
@profile
def test_mfcc_gpu(input_shape, times):
paddle.set_device('gpu')
x = paddle.randn(input_shape)
feature_extractor = paddleaudio.features.MFCC(**feat_conf, dtype=x.dtype)
for i in range(times):
y = feature_extractor(x)
input_shape = (16, 48000) # (N, T)
times = 100
test_mfcc_cpu(input_shape, times)
test_mfcc_gpu(input_shape, times)