# Copyright 2021 Xiaomi Corp. (authors: Fangjun Kuang # Mingshuang Luo) # # 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 ../../../librispeech/ASR/transducer/train.py for usage. """ from lhotse import load_manifest def main(): paths = [ "./data/fbank/tal_csasr_cuts_train_set.jsonl.gz", "./data/fbank/tal_csasr_cuts_dev_set.jsonl.gz", "./data/fbank/tal_csasr_cuts_test_set.jsonl.gz", ] for path in paths: print(f"Displaying the statistics for {path}") cuts = load_manifest(path) cuts.describe() if __name__ == "__main__": main() """ Displaying the statistics for ./data/fbank/tal_csasr_cuts_train_set.jsonl.gz Cuts count: 1050000 Total duration (hours): 1679.0 Speech duration (hours): 1679.0 (100.0%) *** Duration statistics (seconds): mean 5.8 std 4.1 min 0.3 25% 2.8 50% 4.4 75% 7.3 99% 18.0 99.5% 18.8 99.9% 20.8 max 36.5 Displaying the statistics for ./data/fbank/tal_csasr_cuts_dev_set.jsonl.gz Cuts count: 5000 Total duration (hours): 8.0 Speech duration (hours): 8.0 (100.0%) *** Duration statistics (seconds): mean 5.8 std 4.0 min 0.5 25% 2.8 50% 4.5 75% 7.4 99% 17.0 99.5% 17.7 99.9% 19.5 max 21.5 Displaying the statistics for ./data/fbank/tal_csasr_cuts_test_set.jsonl.gz Cuts count: 15000 Total duration (hours): 23.6 Speech duration (hours): 23.6 (100.0%) *** Duration statistics (seconds): mean 5.7 std 4.0 min 0.5 25% 2.8 50% 4.4 75% 7.2 99% 17.2 99.5% 17.9 99.9% 19.6 max 32.3 """