#!/usr/bin/env python3 # Copyright 2021 Xiaomi Corp. (authors: Fangjun Kuang) # # See ../../../../LICENSE for clarification regarding multiple authors # # 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. """ This file displays duration statistics of utterances in a manifest. You can use the displayed value to choose minimum/maximum duration to remove short and long utterances during the training. See the function `remove_short_and_long_utt()` in transducer_stateless/train.py for usage. """ from lhotse import load_manifest_lazy def main(): paths = [ "./data/fbank/aishell2_cuts_train.jsonl.gz", "./data/fbank/aishell2_cuts_dev.jsonl.gz", "./data/fbank/aishell2_cuts_test.jsonl.gz", ] for path in paths: print(f"Starting display the statistics for {path}") cuts = load_manifest_lazy(path) cuts.describe() if __name__ == "__main__": main() """ Starting display the statistics for ./data/fbank/aishell2_cuts_train.jsonl.gz Cuts count: 3026106 Total duration (hours): 3021.2 Speech duration (hours): 3021.2 (100.0%) *** Duration statistics (seconds): mean 3.6 std 1.5 min 0.3 25% 2.4 50% 3.3 75% 4.4 99% 8.2 99.5% 8.9 99.9% 10.6 max 21.5 Starting display the statistics for ./data/fbank/aishell2_cuts_dev.jsonl.gz Cuts count: 2500 Total duration (hours): 2.0 Speech duration (hours): 2.0 (100.0%) *** Duration statistics (seconds): mean 2.9 std 1.0 min 1.1 25% 2.2 50% 2.7 75% 3.4 99% 6.3 99.5% 6.7 99.9% 7.8 max 9.4 Starting display the statistics for ./data/fbank/aishell2_cuts_test.jsonl.gz Cuts count: 5000 Total duration (hours): 4.0 Speech duration (hours): 4.0 (100.0%) *** Duration statistics (seconds): mean 2.9 std 1.0 min 1.1 25% 2.2 50% 2.7 75% 3.3 99% 6.2 99.5% 6.6 99.9% 7.7 max 8.5 """