# 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_lazy def main(): paths = [ "./data/fbank/aidatatang_cuts_train.jsonl.gz", "./data/fbank/aidatatang_cuts_dev.jsonl.gz", "./data/fbank/aidatatang_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/aidatatang_cuts_train.jsonl.gz Cuts count: 494715 Total duration (hours): 422.6 Speech duration (hours): 422.6 (100.0%) *** Duration statistics (seconds): mean 3.1 std 1.2 min 1.0 25% 2.3 50% 2.7 75% 3.5 99% 7.2 99.5% 8.0 99.9% 9.5 max 18.1 Starting display the statistics for ./data/fbank/aidatatang_cuts_dev.jsonl.gz Cuts count: 24216 Total duration (hours): 20.2 Speech duration (hours): 20.2 (100.0%) *** Duration statistics (seconds): mean 3.0 std 1.0 min 1.2 25% 2.3 50% 2.7 75% 3.4 99% 6.7 99.5% 7.3 99.9% 8.8 max 11.3 Starting display the statistics for ./data/fbank/aidatatang_cuts_test.jsonl.gz Cuts count: 48144 Total duration (hours): 40.2 Speech duration (hours): 40.2 (100.0%) *** Duration statistics (seconds): mean 3.0 std 1.1 min 0.9 25% 2.3 50% 2.6 75% 3.4 99% 6.9 99.5% 7.5 99.9% 9.0 max 21.8 """