diff --git a/audio/paddleaudio/metric/dtw.py b/audio/paddleaudio/metric/dtw.py deleted file mode 100644 index 662e4506..00000000 --- a/audio/paddleaudio/metric/dtw.py +++ /dev/null @@ -1,44 +0,0 @@ -# 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 dtaidistance import dtw_ndim - -__all__ = [ - 'dtw_distance', -] - - -def dtw_distance(xs: np.ndarray, ys: np.ndarray) -> float: - """Dynamic Time Warping. - This function keeps a compact matrix, not the full warping paths matrix. - Uses dynamic programming to compute: - - Examples: - .. code-block:: python - - wps[i, j] = (s1[i]-s2[j])**2 + min( - wps[i-1, j ] + penalty, // vertical / insertion / expansion - wps[i , j-1] + penalty, // horizontal / deletion / compression - wps[i-1, j-1]) // diagonal / match - - dtw = sqrt(wps[-1, -1]) - - Args: - xs (np.ndarray): ref sequence, [T,D] - ys (np.ndarray): hyp sequence, [T,D] - - Returns: - float: dtw distance - """ - return dtw_ndim.distance(xs, ys)